library(plyr)
library(ggplot2)
library(scales)
fidaugfeb<-read.table('FidAugtoFeb.csv', row.names=1)
#read in data, first change column names and remove data name in excel to make it work
head(fidaugfeb)
## V2 V3 V4
## 1 8/17/2013 9:51 21.38
## 2 8/17/2013 10:06 21.57
## 3 8/17/2013 10:21 21.57
## 4 8/17/2013 10:36 21.76
## 5 8/17/2013 10:51 22.05
## 6 8/17/2013 11:06 22.05
fidaugfeb<-rename(fidaugfeb, c("V2"="Date",'V3'='Time','V4'='Temp'))
#rename columns
fidaugfeb$Date<-as.Date(fidaugfeb$Date, "%m/%d/%Y")
#tell R that these are dates
tmptst<-ddply(fidaugfeb,.(Date),summarise, mean_temp=mean(Temp,na.rm=T))
#creates mean temperature per date using summary statistics and ddply
plot(mean_temp~Date,data=tmptst)
![plot of chunk unnamed-chunk-1 plot of chunk 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)
fidfebmay<-read.table('FidalgoFebtoMay2014.csv', row.names=1)
fidmayjun<-read.table('FidalgoMaytoJun14.csv', row.names=1)
fidjunjul<-read.table('FidalgoJuntoJul14.csv', row.names=1)
fidjuloct<-read.table('FidalgoJultoOct2014.csv', row.names=1)
fidjunoct<-read.table('FidalgoJuntoOct2014.csv', row.names=1)
#entered in all other CSVs
fidfebmay<-rename(fidfebmay, c("V2"="Date",'V3'='Time','V4'='Temp'))
fidmayjun<-rename(fidmayjun, c("V2"="Date",'V3'='Time','V4'='Temp'))
fidjunjul<-rename(fidjunjul, c("V2"="Date",'V3'='Time','V4'='Temp'))
fidjunoct<-rename(fidjunoct, c("V2"="Date",'V3'='Time','V4'='Temp'))
fidjuloct<-rename(fidjuloct, c("V2"="Date",'V3'='Time','V4'='Temp'))
#rename columns
fidfebmay$Date<-as.Date(fidfebmay$Date, "%m/%d/%Y")
fidmayjun$Date<-as.Date(fidmayjun$Date, "%m/%d/%Y")
fidjunjul$Date<-as.Date(fidjunjul$Date, "%m/%d/%Y")
fidjunoct$Date<-as.Date(fidjunoct$Date, "%m/%d/%Y")
fidjuloct$Date<-as.Date(fidjuloct$Date, "%m/%d/%Y")
#Date column as dates
fidy1<-rbind(fidaugfeb,fidfebmay,fidmayjun,fidjunjul,fidjunoct,fidjuloct)
#concats all temp data
fidy1edit<-read.csv("fidY1.csv")
#reads in edited CSV to correct for outliers.
fidy1edit$Date<-as.Date(fidy1edit$Date, "%m/%d/%Y")
#Dates as DATES in r
fidy1editv2<-rbind(fidy1edit,fidjunoct,fidjuloct)
#adds data for June and July to October to preedited temp.
fidy1editv2$Date<-as.Date(fidy1editv2$Date)
#turns dates into dates in r
fidy1v3<-read.csv("fidy1v3.csv")
#reads in editted temp file
fidy1v3$Date<-as.Date(fidy1v3$Date,"%m/%d/%Y")
#turns dates into DATES in r
fidmeantemp<-ddply(fidy1v3,.(Date),summarise,mean_temp=mean(Temp,na.rm=T))
#creates mean temp file
fidmintemp<-ddply(fidy1v3,.(Date),summarise,min_temp=min(Temp,na.rm=T))
#creates min temp file
fidmaxtemp<-ddply(fidy1v3,.(Date),summarise,max_temp=max(Temp,na.rm=T))
#creates max temp file
fidmedtemp<-ddply(fidy1v3,.(Date),summarise,med_temp=median(Temp,na.rm=T))
#creates med temp file
ggplot(data=fidmedtemp, aes(Date, med_temp, group=1))+geom_line(color="purple",size=1.5)+geom_abline(intercept=12.5, slope=0,color="red", size=2)+scale_x_date(breaks="1 month", minor_breaks="1 week",labels=date_format("%B %Y"))+theme(axis.text.x=element_text(angle=45, size=10, vjust=0.5))
![plot of chunk unnamed-chunk-1 plot of chunk 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)
#plots median temps
ggplot(data=fidmintemp, aes(Date, min_temp, group=1))+geom_line(color="purple",size=1.5)+geom_abline(intercept=12.5, slope=0,color="red", size=2)+scale_x_date(breaks="1 month", minor_breaks="1 week",labels=date_format("%B %Y"))+theme(axis.text.x=element_text(angle=45, size=10, vjust=0.5))
![plot of chunk unnamed-chunk-1 plot of chunk 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)
#plots min temps
ggplot()+geom_line(data=fidmeantemp, aes(Date,mean_temp, group=1), color="Purple",size=1)+geom_line(data=fidmintemp, aes(Date,min_temp,group=1),color="Blue",size=1)+geom_line(data=fidmaxtemp,aes(Date,max_temp,group=1),color="Red",size=1)+geom_abline(intercept=12.5, slope=0,color="Red", size=0.5)+labs(x="Date",y="Min|Max|Mean Temperatures(C)")+scale_x_date(breaks="1 month", minor_breaks="1 week",labels=date_format("%B %Y"))+theme(axis.text.x=element_text(angle=45, size=10, vjust=0.5))
![plot of chunk unnamed-chunk-1 plot of chunk 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zedvm+8D9XQTqZlD4DqxLHBANBkBwCVOgCoCkAnCA2tRuqJeQbot8PbT+8tQO+JIhMVUn8aMz4PQZBEKHlLip0HOrbc59Zyniug58a7GUOqBqA48xCUKQB0STorkc7k7Po8KUCDw/C86l24Ce81PtCE5w6a8OkOmvDyyPttwkfws69wBmugAKhCHBsMAE12AFCpA4BeBqDdYqS+vhnsAwVAFeLYYABosgOASh0AVBug3azQSSfoubk+0pKOwtcwjQkAXXQA0HQHAJVH3jNAf/yi42Y/q54vTXL89OaBBtdy8owDoCkOACpyAFCpA4BqAfT1rlv5bkbivUfFn/npKpuVrUQCQBcdADTd2StAj3PHJDj7BWhX8zzXO8//ndn55D0VaRx/d+9qWgsPgC46AGi6A4DKI+8XoE/D0s0RnQ/0MZ3P/pKjunZjAkAXHQA03QFA5ZF3C9Bz073rAT3/13d/vpI2vNkN1O6iXNV+oADoogOApjsAqDzybgE67gp6/q8nJwXoua7pA7SqHem9Uw+AcgcATXcAUHnkvQP0ddyD6dUfRUoRz3hZgB4B0EUHAE13AFB55L0D9GHcGPRJ/mxjnnEANMUBQEUOACp1+nhHADQXoD990w0emS7QM05/tfoRANQlTiOODQaAJjsAqNQBQHUAeq57ntH5NCxC6qY0zT0nCQDlDgC6XRzjAKBSBwBVAuiwAqkH58PsjnYAaMABQLeLYxwAVOoAoEoA7R+CNIDz6U4+hASA5kUGQEUOACp1AFAtgHYj8GYIXtx+P10KoN2BAOi6A4CmOwCoPPKeAaoknvEiAO2PBEDXHQA03QFA5ZEB0GzxjAOgKQ4AKnIAUKkDgK4rGqDdg+W6sXj5CNIJAM2LDICKHABU6gCg64reD3TcCfQpYxLTZQB6BEAjHQA03QFA5ZF3DNDxucZngD7c5RCUZ7wcQI8tALrmAKDpDgAqj7xfgHY7Kf/yjx/fdSuRHnLmMfGMp+TSnUYAVCeFAGi6A4DKI+8XoK/9RqADQNmGygAoAEqSV1Mc4wCgUgcAVQLow7iIswfouDtodQA1f50ANNjwn3EAULkDgFYJUA9+AOicUxKgw2YiBqDnKugW29mtATRATQB02QFA052rA6hPPwB0zikJ0HE7OwPQbfYDBUABUJkDgAKg6w4AOqHmEQBddgDQdAcAladwtwBlTfiHGvtAJ9XOIwC65gCg6Q4AKk/hbgF6RmZX5xwButGGygAoACpzdg3QIwAa55SexvQrA9BuTugWGyovAZSg8uheA6ArDgCa7gCg8hTuF6DD7PkeoE9bbai8AFACTQA0wQFA053dAvQ4c0yCs2OAjks5B22zoXIUQI8AaIIDgKY71wnQI3ESIgOgWgDtG+75/ARAsyIDoCIHAAVA153CALUIzcFnIYASflKAEjP+uwBQuQOA1gdQTj8AdM4pDlAV8YyrAzSI0YTvAkDlDgB6ewCdlKKcFO4XoA959U4nnvEyAG0B0CgHAE139gXQaSnKSeFuAZqzfYgvnnENgIaa7ABojAOApjsAqDyFuwVoztR5XzzjAGiKA4CKHAAUAF13UAMNAnT2UzMOACp3AFAAdNHZLUC7lUg5T4N34hkHQFMcAFTk7BigE/oBoHNO2VH4j+906qA848kAPU6OCfGTzL0AQOcdADTdAUDlKdwtQL11SFmTQXnGk3K5ANAXfqYB0AgHAE13rhSgSc+1cYkDQPcC0JY221uyAAMAnXcA0HQHAJWnEACtGqDeqjUANMIBQNMdAFSewt0CVE884wBoigOAihwAFABddwBQb+cuADTCAUDTHQBUnkIANFs848UAat8AoPMOAJruAKDyFAKg2eIZTwfokR/DAOrZLQC65ACg6c61AjRlOZ5LHAC6qisaRLIwzAEovRIAUJ04JHk1xTHO3gHaAqARzl4BOngWoJNjGUC9SwEA1YlDkldTHOMAoADougOAstrlkUwIdXEAUOIAoOnOVQF0vNoB0AjnUn2geRuL8IzrAjT0KQB03gFA0x0AVJ5CALTX00ZP5WztlQCA6qQQAE13rhagCSOpLnEA6KrSAXqug27yXPgWAAVAJc7uAZo6FcX/PAC6KME0powqKM94ai7pyaTXBgAqcQDQdAcAlacQAB30tNUgkrdhiPffwqfsyQdAuQOApjv7Begx9lOzDgA6aEOAsm3qANCsyABougOAylMIgPb68YvtmvA6AF1Y1waAyh0AtGqATldBr0YGQNeVDNBuUqj4EXM84+n55ucUAAVAVxwAdGYbidXIAOi6JBPpf/G77QDqn1UAFABddQBQAHTduSRAfy3lpzpAjwAoALrmAKAA6LpzOYCKR5CUAOpXQQFQAHTFAUAB0HXngqPwGeIZzwboeGYBUIkDgKY7AKg8hQBotnjGLw1Q/1IAQHXikOTVFMc4ACgAuu4AoE6HwwEAjXAA0HQHAJWncLcA/fELb9z9YcN5oJ3WAHroBICuOwBounNNAHXXOgC66lwUoNutROoEgCqlEABNd64ToOGHOaxGNgXsBQCdVTpAf/wCAI12ANDt4hgHAM0CaOcAoLNaAejTXUhowsc6AOh2cYwDgAKg604hgE6e5pE3k55nPD6X3cDQKEPBGYAeBnlHmzgAKHUA0HQHAJWncI8APb1q8lMO0CkTAdDsyABougOAylO4S4B2YoNIGeIZj81lgIkUoORvUQCdf0AMACp3AFAAdNEBQLP1ctbwb5oGJpp3/ekc/+vk/XE8lh9M3pD3E0kStyTVeFUnTi9c1dm8psSRS335qp+T+5Ts88vJqyraNFwk0q5iIn24UukD1B6PGihqoJ6DGmh2DdTfiFyawt3WQLl+/EcXnsYUBVBzAAAKgHoOALoVQFm7f88A9ceSLjwP9MCY+HIk+2yP/LRH8IO9awcApQ4Amu4AoPHp4R/aMUAf7qoC6Pj/IkAPZuoTAAqAqsShiQsfUylAz+UAAN0UoB/f+QC97HPhD/EAPVCAjv8BoACoShyauPAxdQL0AIBGOEUB+tA/BumpfxbSQwY/MwF6YMcEAHqYAPQAgAKgKnFo4sLHVAlQrxSIAEoKUVJ6ANBRP33TL958HZruGU81FgGU0JAdswxQIwAUAFWJQxMXPqZGgPqlQAJQ+3GCQwA0BaA/ftEvPvr4rp8OesbpZZvwLQDqggGgyc5eAUoroFoAXVjEN3UAUAfQL91/Y1P+ggDtFAJoawH6EkQnALrsAKDpDgAanx4A1AfouerZr4L/+G6D3ZiCALWNFHIMAAqA+g4AmgVQ8vk0gB4BUB+gp4eh6vnx3Qb7gYYB2o4nGACVOABougOARqcHADUyVc+nYSPQ1y02VJ4B6Hh9MIB6KA0B9Dj3XQCo3AFAKwQoKwUA6JxTdBrTOPD+etePIj1tsaHyIkCNY/hpXwCgSw4Amu5cAqA+dhIizwG0BUBXnaIA/fiuR+f5vzM6X++qGURqAVAAdNW5NoBy7sRHBkDlTlGA9ks5f+1WdF54GlOnBICSF+7UA6BTBwBNd/YEUNoHAIBmAfSnb3pqjg/4EFdASwPUHeX+864dAJQ6AGi6A4BGp8f/RLtrgJ5Or8Oeyg9ZT/S4CEAnn3LXjuUnAAqAyhwANDo9AKi+eMYTcnngcKT2C3lLjwFAlxwANN25VoCOpSAboPMzACcOAGr1IF/97otnXB2g7FMA6JIDgKY71wnQNhugfhV0mkAAdEHjZiIK4hkHQFMcAFTk7BSgBH/aAI1LIQBq9OMXGeNGnnjGswF6AEAB0BVn9wBtAdB1Z6c10NFd/NTRXjsAqOcAoOkOABqbQq+o9dotQLu58/JNlKl4xi8CUHftAKCeA4CmOwBobAoBUKJhDVK+eMYB0BQHABU5AOilAdr/FQC1GufPb/ZQuV4AKAAqcwBQDYAeSMlZSeHwZwD0RgHqTj8AqhOHJK+mOMYBQFUAShIGgAKgM98FgModADQXoLTpK4kMgMqdsn2gWuIZTwcom7QEgAKga87VANQDjyRyUYAeANCQrgyg/b8igB4BUO4AoOnOFQK0e5MH0JckgB4B0GLiGU/JpbsVumO6d03TrGEXAA06AGi6UxygU+7ER6aJIxXQcwkx1QgAdM4pDtCuI/QXvzs9ZU1n4hmXAfRg/zbws2kAUIkDgKY7VwjQvoRoAnQlhQBoQMM4UgfQrDn1POPFAUra8AAodwDQdOdaAdpcGqCBjOwYoOM4/BmgDzkb0msB9GD2rUsB6BEAZQ4Amu5cLUAbOUBbADQToN2G9L/848d33abKDxmzmPQA6jAKgIodADTdAUAB0HSAvvbb0A8A7Rrx4j3pecalAD2kAdScegDUcwDQdGfPAPWK0WwKGT8B0FNX6+yGjkaA5uzNxDN+UYD69dDwdwGgcgcAzQPoHHfiI5cF6EEVoMNf9gHQMzK7OucIUPOU+G0ASkEKgOZFBkDTnR0B1EY4O+oAHf+0D4D++EU/bmQA+roNQNspQN3lMfsp2vgAQH0HAE13qgYo/ZjDHwAa4+wAoKN8gDYxAD0AoCEHAE13agao9zmLv6ZegCaujPKdKwIoa8I/bNMHauT3g64BdFIFBUCtA4CmOwBoKkDdcbsF6BmZXZ1zBGjOE5J4xgHQFAcAFTm7BKilnwVoEwi7GFkG0Ak/gwA1f9oJQF/vOmYOAO3mhIpn0vOMi/KdC1BLUABUJw5JXk1xjAOAVgvQtFkBvnNNAB1mz/cAfbq7y3i6B884AJriAKAiBwDNA2hrAGqebwuAJgPU21JZvhDpQgD19meaA2i4/QCAyh0AtAaAHkkwPYC2hQCakh7mXBVA+4Z7Pj8vA1B/ZuiBtD58gIZufwCo3AFAAVA/F61/3J4BahGag89NAMqn0rcAqHEA0HRnPwC1EQoAdC6bsTn1o6V8atYpDlAV8YwDoCkOACpyANAkgJqDHEC78hULUD8PAKiyeMbVAEoJGgRoS84YAAqASp1yACXIkQHU+6AYoPYoG6H/cBJA7REAqLJ4xmX5BkB1UgiApjuFAXqYIQsAOnGuDaAf3/V9oFlP9CgKUMvRhsgeTs86AAqASp2LAfS49KmgEwZomwvQBgBdUiRAX1VmMekD1JHSEZMCtGkDADWvAVCdOCR5NcUxDgCqANDGAXQxhQBoUE9kGujdsCK+MoCymui0CuqfMAC0BUAlTv0A9dvfMoAe2yBASeqyABr8a0JOrw6gXfN9rHiSl1UCtAFAAVDf2TdAXaGIAqiLMYYwBUkdoO2OAPpAl79v9UgP4hzsU5GmAJ3USNuBoOykz1xNAKjcAUDrBmiYoLoApeAEQI1+/MJD5ibb2TVkoH1w+rF1ABQAXXMuDFDvurodgDbxAG1nELljgHrdnltsqOxg6B/jsxIATXIA0HRnFaD+hXW9ADURXEkCQEO6KYAGCNofBYAGHQA03QFAIwDqT3iieSVfsiOAnhvtv5p9lySecU2AsrcA6KoDgKY7pQE6M5O+AoA20QA9AKBMH9+RTtDXLTZUzgNoC4CGHAA03YkD6HH2kAsAlM5BkgL0OOkCjQLoMQqgx+BfE3J6dQDtCDq24rudQcWD8BsA1FZBAdCJA4CmO2sAZZdZPEA99FQG0JckgPI1SzSv7jvaHQHU2045a0kSzzgAmuIAoCIHANUBaAuA3jJA2VsAdN0BQNOdSIAe5w4pB1APbJZkbRpAXYwpQJsEgHZHviwC9OCesZSaUwA0PZczAO3tE/kjAJrgAKDpzj4B2iYDdNiG2S9mHKCHaZTbBKieeMZjc0lY6B2TAFB2tgBQAFTiXAdAHciaSwL0SAB6AEALiGdcB6BkmRIAmuAAoOnOCkA5XNIBemARohO4ANBWC6A+QSdxKD8B0BS93X87vPj5+/tBv/1BH6DN5JgRoM7x0AmALjsAaLpTHqDBvsGLA9RUJgsA9GgPA0BHff5gAHp+dRmANm7lEQAqdADQdOfWAMocDtCGApS34SfpSQDoYWcAfV0aPuqoOQL00/swObUBSq+LCIC2AGjAAUDTnRsDKLeCALUFbgWgRwB0RuSp8AGAfnp/bwH6dv/1UiCe8e0AOjMJDQCVOwBoPkB7SvGRqPk4kyqBLkAPcwANI97jZzRAWYpuEqBPdwsAfby//8d/bQD6bF4AoL0A0O3iGOcqADp8asDUJMpcHO+YdYAGanyhQnE5gIaqoLcI0K4COrt/yLn++e3P3xtuPv7m9zUAtHV/HXwANOAAoOnOMkApxOICewA9+JjaCKAuF/MAfZmEMjcPAHSqH79Y2EL501/9cLIA/fzhq3/ohpHm2vE844kAbfzzOQtQ+qnBB0ADDgCa7lwEoC8sSi0AbeYB6j4CgIYAurx/iAVo3x3a6as/2D/eE0UmaiIPoI15P/4/PXL6ejxb/YvB6c+dND0QFJKDmOiTBqCnyCjeMfS7LaO8gnKYxmTO8JYDtPVbrRUAACAASURBVP+TB9DwB32AhuK7QwlAU3+quhTZhI8E6Ns4f+mRTGPaDqDkjTmli6cWgvK0BUCP3psQQLu/9i8iAWpDTQF6iAEoKWZzAD3sCqCnp5UtlC1An8eq59n4LnQgr3qLmvB2WlqgCW+b7S/0jXmQp/sfTfgWTXiJU7QJ36Q14f2D6Hf7AO3+6gDqRWFf0797Ie1x24T3OkHbSRPeA2jbH3mYacJPALr4+8w7V9SE79rwi3sou0Eko8dwNyjP+MUA2gKgUwcATXeqBehQmVMGaJMKUNfvGg/Q5Bmv1wdQf0v6GIA+h5ci8YxH5tLnZz5AO4ICoACowLlpgB6DACV1mCiA2ly0qwANVEFvE6AdQRc2srswQJuW/ndKAKgbIgRAAVCJEwFQemltA1BWGez+HA/QFgAdDT2ALq9EqgqgZmcmAHTdAUDTnUIAPV4OoIG17967ZYAehsNnANpafgKgVIsrkQhAyYT68IoknnEhQD2OLmAFAF10ANB0Z/HqHa8pKUAte1xXwGJyvINiADrlVTpAD8O3+5HsuwSAhiZnx/xixrkigC6uRPLAaSqenz+EVyTxjF8KoObcHxxBAVAAVODsFqCWoMO3RwLUK2a7BeiPX8ROY/r0vh99P78Pr0XiGc8DaBMLUHvuAVDqAKDpTkmAmitaD6BNCKCBlreX/gyAOn7OAvS4T4BGTqTvZtL3mlnLyTN+CYA2pPkBgFIHAE13LgLQ6WL4HID2f6aBWYKnADV+DkCb6WxBB9CDB1C2pn7lFzPOFQE0fiWS2ZI+OIteDNBFfi4B1Fsyb9G5QFAANMMBQMUAPUoA6h80AJRMp08H6PGSAB1L5C4Aenpa2EwkSTzjUblc5mcEQM0JNeNHACgAKnUuA1C/cjkTRwxQBj5rjC+zAOrK5TJATbR9APRcBV1ciRQtnvGKATr+EQCNdgBQKUAproLoUQNo6LkMswA9BAF6IN/OMi4G6EpOg841AXR5Q7sE8YzHA3S+HV8GoOavAGi0A4BuBNCjPTwSoGzp0WYA9Z4RspDToHNFAD3jc3keaFmAkt2RQyBdBag9oQCo7wCg6U45gB4A0KhfzDgAaEIuFQHamgXxACgAmu6UAKiHq8IADYBvHqDm4/EA9cobzwUBqCuTAOglANoKARogaOfGAvQIgCY4AKgaQCe73SgD1B93TwcoLz4+QNuZXEwBGqiC3iJA9cQzDoCmOACoyLkYQM0VJQLooQBAHT8TAUoxZ76dAHRSfADQC4lnHABNcQBQkXMtAPUu1GIA9QiqBFD7eh2gk7wCoCniGQdAUxwAVOTUDtDjBCpRAD166Bn4OQ9QA7WLAJSsXFkFKCfozQK06wj9xe9OT1nTmXjGLw/Q3o0G6BEAjXcA0AyAtjKA+t8ZBVAaOAWgpF6ZAFB63J4BOowjdQC9y5lTzzOuANAVrAQB6q6A4by56x0AlTsAaE0APaQA1HUCtBEAndQ/ANA4fnYAfbjLISjP+JYAJWfOnT2TOOsCoNEOAKoE0ED34TJAj+oAbY9kGmg0QA+xAKVZZX25NwnQbkPQX/7x47szQDuCimcxaQCUEzQGoOSEDi4ACoDKnEsB9BAJUG/qlCJAW4LDsgBlVdCbBOjrXbcd0wDQrhG/vDfTLQH0CIBGOwCoCKDHawPoYULGUgD108N+w2sC6EO/En4E6Lk6Kh5I4hkXA9RhdA0r/gkdTQAUAJU5hQDKV0GuA9RctYkAPUQD9HApgPacDAF09K4foON+oCNAz1XQLVYi+dvLxwPUfZYAtAVAWwBU4tQF0HYRoJSfJQFqQ0wA2nqL7+cASr98AtDZXrQrAuiPX/TjRgagr3sCKJ/oBIDOOgBoKkDJVXZIAii5OGsBaHeM/cAEoEfz2xGAkl4FAuEJQOfqMABoYi7t5dB4PaFxWKHnqhMA2gKgEkcToPTqO/hQWQYovTjTAUoCFwYoeWrHsV0G6KQHtvVuE4Hf8IoAyprwD5v0gTqA9o4EoOT9tBN0+BQAKnf2DtAJidYCLwL0EAFQ8mWZAKXcXwRoswBQ/hDQllZUWjfjgOfV+/VeWpvrmwHoGZldnXME6OozOm8LoJPTB4DOOACoGKBtJkCPlwAoq4JOAHoIANRbtGQB2iwBdJq68G94TQB97Z8LPwC0mxMqnknPM14BQFt6lgDQDAcAvRBA/Utzc4AeowB65ABtdwTQYfZ8D9Cnu7uMp3vwjMsB6qY1iQDaTi+B/lMeQNvg+QNAZxwANA2g3k1aClCvGrAE0OBE0GWA2s9HAHSokoQBag5dB2gH4psEqLelsnwhUmUAPXhnqv8UACp3AFABQPtpTK0MoC3Z2XhrgB60AEqg6b2Z/IZXBdC+4Z7Pz9oAat7MAbQNnT4AdMYBQCc35BiADk4CQClX8gBKPjqdibkE0FYVoAcvVz7QbwWgFqE5+ARAxXFsMAA02bkGgB6mAPVWm8cBlA6Mnq/uLIAe1gBq07cIUNoJum+AqohnPCmX9moAQPPiGAcATXcuAtCXKIC27QJAJxXQFYBOFlPOAXQg3ksIoP5cbQLQwxpAD2xKjCt8AKgnnvGMfBt+AqBiBwBNd2oBqMOc48xBBlC/IroAUNJpSQDqvlsM0MNhStDbAGjOnM+QeMZrBah3c5WmsG0B0C3jGKd+gNLWr6PKDECPNQL0EALomJ0JQM0fAdBk8YxvDFBDUABUI4UAaBJAjxagh3SAEsxVA9CWFjOfkTavDqDtCkCPAGhAPOMXA+hyFRQA1UghAHocZnQS9K0BtF0AKCXoDEAP6QA95AO0TQboIQhQn6ALAA0WQQA0L98AaHZkADTV6Sgwe8xwsRw0ADrZ9H0BoHTgPQGgFlGHKUDHcZ0wQIf02K9aBGjjAdQkzQdouwjQaRE8jvszAaB5+bZnAQCVOgBoosMuh2sHqDmSkco2qpcAygbOcwA6Q9AZgNr3AGhevi8C0BBBAdAZBwCVAdSn1VYAPZpv8/k5BejopAHUO5YD1I1IAKAr4hnfHqB+p9BQ2NzFBIAmOADoSBIJQO0FSmpleQBt2CXvAOoT1KMb4ScB8IsXY3Am3xwAqNEqQA1B5wBKfnQAVAmgdl59FkDJees/1QVzFxMAmuIAoPUBlH7zyLJ2AaBt9QB1Cb0WgIa0yY70c04OQOl56z8FgMqdmwcorwyVBKg/mF8pQGmHwcH7u09Qvw0fAqhpEFJ2jikCQGsDaEP7XQDQ/DgkeTXFMY4yQI9zxygCtNkMoKResQDQZuymZQClX0kB6neYNvawhsQjAKUJ9J5K1wKg7fYAJbd4oyBA+4MB0HgHAM0AKG/8up0+eRxlgHoRIgE6qVZGALQ7tp8HShM2/tnGWwUoSem1ALTaPlCa82SANuE2vAPo+DEANN7ZOUAdP3UA2qYClL45zAP0cHmAjkd3J8JPWAxADy5xMwA9Zj99vAVA1z7FL9AGAAVAE50yAOW0ck0kCUAPiQD167CTLtAQQCkTowHaBAHasnATgLLUBQEaKKPLv3zQAUCXP2XPmjlfFKD2UgVAMxwAVA7QyfBLGwNQikwZQA9+iHAFlHx7GKDdq5fWB2igChoA6AuLd2Cc9FMHgLqUynIZciKxwu+IACgAmuhkAXTiEIDaa7KXeV0KoIdZgJoGmQpAx095BF0HKNtdmVWQXcIBUFEuQw4AKnUA0CSHVIRCxywD1FovvtEB1F2Tg1QA6kV0YQ+mCtr/413/DqDe/nret/NK5SEeoE0HUBb4fEwEQCfL5PtfwJxWflbmT+CiA4CufGoC0NAwfFfYvNMBgMY7AOglAGov1ZYtImdvJvxsOaVMgFYDoK0UoF4V1aSNAdTvtnXDb+4HAUDljhCgtgpKZ9wBoBkOADoPUPdJZYB24BEAdCRoEKAvsQC1K4wGgPqZCAF0EAPohKBtCKC09R4EKC+nAGiskw3Qdg6gXlGQpRAA3S6OcbQBegwfswlA+0NTAOpVQW0NguCqjxwP0IP5mO3N5D9h420qwhL2QoMGqqABq50FqFdQ6wCotlxKZbkMOaUAyoqCLIUA6HZxjFMBQMkHGUAtUqYApc2fl8nXpAN02ob3r38foDRFE4COuDQNOPs0jxBA+VdPAcqSdiDDXAfy6Aj7G3oAJfwEQEVOIYDyoiBLIQC6XRzj1AxQhxRClSiAdkzRAaiN4ABqIp8mGZ0DKClXoZ8nCqBkXMIB1A1V2N9jHqCzJ2fdAUBXPkXRSc9W6+7AFKDemZSnEADdLo5xtgco/eDL9PAgQJt1gB4oQH30BAbhA52g9tsdQNsYgLamwW7hFuBnEkC9InkgVWK+Z4X9CUIAnT856w4AuvKpBYC6KigAmuHcOEDXyqgeQM31mQ7QU+sBlGXCfMkUoA2JGgdQ1ugO8XoC0GYdoJOJBS2tgnpnYgagRx45mJ6pA4CufAoAnTgAaIqjBtCja4f6tTcbylyfPI7/NeUA2rFuAaDmGDawzvjp/zxjuBWAdml2v+AhCFDz1+G0TvgJgKY6sVgh1ykACoAmO7EAbVcAelQHaGMv2DSAkm/3AOqqGlOAtvMAXfwJXbgFgJJyaTPZjs+MOpB+Ww5QH6Ohk7PuAKBrnyIX6fjyxZ2UMEBbADTBAUANQMn+iN5He2d85ZCVD9CDGcsxAB39EgA1jv1mm4XFn3ANoPRXOBC1BKAm0wSg5nd98ZbJz6V5yQFA1z5FL9IRoOZPdhQJAM1wAFAJQE/lAMozwQBKKo8CgE7GhSIA2tgdo6fH0F/B42dD5zcNWgbo6jYuQQcAXfsUPXETgB4A0GrAd7sA7WfKja+mAHWh4gBqyZUEUFvD86dQHV2T2fEzEqDhCij7lM3kGkAbH6ATiwL0aH4NAFTuFAGovUkDoNHOHgDqre3VBKgXagSJNkBZFdQDKJkfmgJQmtzln9DQ0T82DFAybjRlKgHo0f0YLScoABrr5AHUnDAAtBrw7QKgtuyHAPqSCNCGA7SJAKgfQQjQpqWt86WfsKEKHLMI0CYA0OPJ/YjErRSgH99d+TORhqvSvLbXl72/LQJUvkYMAN0ujnF2AdDDFKDTTKQC9LQEUBNtPHb1J1wBqN8VPJe8CSvdbzFsxlwpQJ+u/qFyvjMD0CMHaKgKastEzHcBoNvFMc6FAdqY/ZHcIRSgtOwvA3Qc2mFftQTQUzJACdTMJZ8GULNRSMxPGAlQk0IXvAlXQRk/STt+Ns3zTlGAvl7/UzkDAG0oQA8GoMMJWAOo5wKgNnk1xTHOZQHqk89dLDMAPV0coB5BCQOnFdAogDYz3xVwTqsAdb+Fx3aXvIO3+QnjpyPobJrnnaIAfchgpieX0pg8xTkirIwANacTAK0IfACouTAlAO2noM9BjRPULQASANRb3BcF0JM7PHBM46qzXnCy7n44cB6ghzoB+tM3SvysFKDNKkApQV94OQJAXfJqimOciwKUkU8K0FYOUFexXABoO9TlmiyAet2W+QD1IhKZ+jjZR5/xc7zlVAvQH7+4+3UONp2OEARBV6BIpAGgEARBXJFIi2zCKwHU1ZVjatVxjkITvq/+j79a/x9dLjz8nO6j5Dde/y404beLY5xLNuGbpCZ83+qetuD7TwWb8O6DwwpxcvlGNeHt8NTwzrw2IRo67h3RhG/dwH5cE379GO9Bxy4XfqJtqWS7sfTvxh+tpib86enul3/MwKYT/xm3BainWYCyYSTvLrX6XQDodnGMczsAJR88O/MANSFD2aIENa/GEJMyEQHQ1sRSAyhZ2upy4RI9pjXET/Kc0MoAqtaG5z/jdliZAyg5Md1hAGi8c9sAHc/3xQDaTgFKP2iPSQXoZFcy+0IG0AQnEqBBx2M9fRyol+paAdotRFKpg/KfsTqAuiubAXS4jo9Mq98FgG4XxziqAD3NnvftAdpGAZRh08WpH6A0u+YH9Py2ToCeK6A3NpF+BaBsz+7gxU8ICoDa5NUUxziXASjlZ2MvDk2Aeh/MBaitzV0lQEeCcn42ZMwCAI11hFhZACjZq74FQKMdANQC1KJvAtDhv00B6i1iD+LJvK8aoKeTa8C3dk2MrYICoLGOEkAdQe2GiZ3owN6UnwAoAEr/vgZQc9VEAtTvCqD8PJC6pCVo/8vtEaD9MfYv9QFUT/xnrACg9oUD6CEeoGsbvwCg28UxTs0AbfMB6tYRpQHUoWcOoG1FAJ12gp4OQYA2AGiiI8WKuVjMSwNQu9NCfxTtBA2VgpXvAkC3i2OcGwEo+XwYoC9JADVX/3UB1LwwZZTkAgAVOqUAOhw1vJwUAQB06gCgDKBmLDgfoOz2bQhJaNd/qhm3fYsG6NSpG6AurRSgrQfQxv7KSd91SYD++I9uoA908kwCH6DmIA7QYSPQo2vRL38XALpdHONsAVBvMk02QPnnPc45gFqyrAB0ugkI42eNALUz9r0qKM2F/9tPCbopQF9vbhCJOikAJXEAUADU/7smQMkwfCmAWocDtK0QoFbRAD0ux7kkQB9ubxSeOuMpMVe1AWhjNsIGQGMcAPTogEYLsQfNKgHqE7S9GoC2NKc2/bS0RkcuClD/iUh3d18K+XkNALUV0MadKP+hNvbzU6ROIgOg28UxziYAJdWgKQUpQAP8lADUPZwoAqB0OSdDajNMra8eoI03huTXo+kvHR25KEDPFdBfdVuK/Gp4LebnNQG0IefJaxTYT8WsGgNAt4tjHF2AEoLGAXS8cLyVbg6EaQBtPYB65EwCaOi7bEJqByiZt+Wl2f7J/+EjI5cE6E/f9CvhX4em+1PG9vT8Z6wEKw255lvSNuhux34VlHzqAIC27IqrK45xtgEoI+ghA6CTD64AdIKV9YxeH0D7aGGAzhB0O4COmzF9fPeL3w04vbUmPLnmTwygzRxADwAocwBQD6D84R1hgDpuTb48DaDkglUA6DDmXTtAm2lOHUDNzxYZuTBAv3T/jU35WwSoXd8wB1D7KdKyB0BJ8mqKY5zqAGqb8+kAZYP9DdniTRegvWoGaGOfsOQdQwDKCbo5QM3G9B/fibe24z9jLVjhAJ1s08AAeqBdowCoS15NcYyzFUA768WNF00B6lEw8OWxAOUEFQB0OqzUqVKADoml/GQAbfpfviVTtdcjXwCgp4eh6vnx3a1NY/KXh60D1B4HgAKg9O8+QPtDAgA9pAGUaAagbBaSBKBBp2qAej/dtCjXBFBT9Ryf7PF6c/NAlwA6Po8aAF11dglQWz4ZQBsD0DYE0EMkQBlB2zmA+kjZE0Anx5BaT7v0AAHuFJ3GNA68v971o0gZT0jiP2M1WGEE5QA9kDPx4vgJgO4doPaNq1Oai8k7ZBmgM18eAmh7nIwhmWP3A9CXyS83UxfyqqAbAvTjux6dw4M9Xu9ubxCJAbSNAGjrJoICoDZ5NcUxzuUA2oQA2q4CdO7LgwDlD7Fo7bE7BGjgGFaS6wBov5Tz125F581NY/LXh9n3jqBLAD0CoDZ5NcUxzk0CtOWfbZjEGb0FgDqCVgLQn77pqTluTS+ugF4FQMl7ilV3Hg4OoAcA1E9eTXGMowjQ8xkPANTrm2zttWTDDB8criD32gJ0/stDU8LnANoZdmbPrQO05ZknxwQAuvrgiLY0QE+n177701RFpeI/Y0VYGX/3E3nnnwz7KfvOPz/ByADodnGMowvQg1ciowBKOs0Ph5eDB9Bz4qIAav82C9C221DZ4+cNA5RH4wBtTD3nUAtAdcQzXhFWhsrAKQWgtg0/v3crALpdHOPwcrt0vuadZYAeZwF6CKmJBeh0d2AD0BcANHyMq9cDoFGOJkCbCICSd4c5ggKgFcQxDiu3i+dr3okAqCEXBWiYn2oA9T8FgHayvwBrw28M0K7/89yMfxJPYerEM14TVpIA6l4CoDR5NcUxjjJA6aNcLN1qAai3JnOnAHUdpCNBoyIXBugwfNQBNGc3u6sAqL2JTwHa/8cAegBASfJqimMcFYBafpITbgF6DAC0OYRb7ykAbcUATfh5FpwrBagbAfZqPlsCdBx+PwP0IWcW0zUA1PGz4SN6RONnAFAAdArQ+cvGArQxh68BdCSodewmwsMj5PxPAaCDbAn2CuuGAO1mMf3yj8N2dg8ZT/QAQLNSCICKnAsA9JgMULPnxypAhxmlHKDhJAOgo4IE3RCgr/3cpXE/0KeMiUw84zVhZfjF4wBqLlFbnuaeXwWAbhfHOCsAPS6vJaOfWgao2wVpBaDkEosC6AEADTgJAD2EjmFOUYA+9Kvf3YbKt7cWvlPDNVsS3DU6UwUFQCuIY5xlgPot5Nk4GwK0SQGoW8cZ+/MsONcPUNoLuh1Ax92YRoDmPNODZ7wqrMwBdDoYAICGnGsC6NF/ewGAtuzyiQKoacMfSKcRALoOUFeWyU+3HUDH/UANQG9wO7teAYCay5EVA/tnABQAnQeod+cl11AyQF016gCAGicOoI3ZlQAAnXMuC9DWlYDuMwCon7ya4hjnUgB16KKXR+sDtAtML7F4gJp5dCsApYPz+wVo/yuQcrwe+YJN+If99IFygI6fcn8HQP3k1RTHOBcCKOnYGV81dkFhYzuCJAC1BKWtn1mALv8YSc4VA7R3aEneEqBnZHZ1zhGg5/ro7e0H2gsAzYp8xQBd2A6GHpYE0MZdO46C9PKJAei0O9V8CwAaD9CYyKWnMf3KAHTc2W5fAG1XAXoMRwZAt4tjnNIANX8jZXURoN4lFgXQBgCdOhEA9Xe92xCgw+z5HqBPd3fyFvztAXSmCgqAVhDHOH42jz4xj2sAPZINkzlAx1eLAG3MlPmRfiKANgDoxIkBaEu7hLcE6LiUc5B8IVLlAG3dNR8F0Pk2PABaQRzjZAHU/HUJoD1kZwBKxHbyjAOovVmbKxAATQNorFMWoH3DPZ+fVwJQUsOMB+gxGBkA3S6OccoDtNM6QL3HHEQD1F6UpAIKgPJo1QPUIjQHn9UD1NvFriGGD1BaJhxAj6HIAOh2cYyjCdA2B6Def9EA9QjqZkgBoFcGUBXxjFeHFVLvjAfolKAAaAVxjKMNUEtQCtCDB9AwQQNMjQEoJSgAah0AVCXfylgZEhcDULrMczKUC4BWEMc4WwB00Do/EwDK5ugDoABohViZAyjZRjkAUG8c6Uh39wFAt4tjnCBAj/7buTjHSIDS3kmndX5GAZT3yQOgk2gAqNypB6BuvgsAWkEc48QAdO4xc6kAZVFW+RkHUEdQ90EA9BoA6k1fUpjIxDNeHVakAD14BQ0ArSGOcTQAOvJzDqCHGYB2YebhOWY2JhPmYwCodQBQlXwXAai7TlMBegRAq4ljnHyAHh1AT2TM8IIAfZl8GAAFQCvESjJA/Tb8kZdHAHS7OMZZAujkhLE4EQBluyRNwtC6Y9NSBo6ZjcsWhy8AejUAHfZgUhHPeHVYmQWo25g1DFBGUJq4nPR47wBQkaMI0JYC9PjiNeznAOpNn2fLsxMAyrYWAkCvAqDdDiJ3igzlGa8OK/MAJZ+aAPT8AgDdH0ANP8kaoVAYSs6WP444HqARewsBoHKn4Cj8q8ISpFE849VhxSTOXKdRAO1f+cWKJi4nPd47AFTkZADU/tUDqHeqPX4GAWoupmZcgukdlgDQ9b2FAFC5U3Ya08BQ+S5MRjzj1WFlco6nxeLFr1LYsjMWK39lPAC6XRzj6APULp3gAE1PIAAqda4KoCclhvKMV4eVDICOBPU3ZwJAt4tjHF2AnsbhxA0A2gKgxLk2gJ76J8Lf3cm3oz/dOEB7gh4A0FriGCcKoJygVQKUtv4B0OsD6CmboTzj1WElD6CTZZ0A6IZxjFMGoO0WAF1xAFC5cyGAnvq2/M3PA3VKAegA0YYWSAB0uzjGCQP06L9bBqhB5TxAw2NIACgVAJq9KSjPeHVYiQGosYIA7QSAVhHHOCUAagm6PAgPgFLtHaDDlNBbfqSHBKAtAEqSV1Mc4ywAlLTPg3FCAHWL0l6GV46fggQCoFLnygD6NK7izBuG5xmvDisAqNy5PYAeOUDPJ5cB1GuEAKCLzm4Bah+IlDMA34tnvDqsyAHaMoAebeJy0uO9A0BFjh5AbafNwNAX98Di4S8A6KKzT4CahvvdrzPh2YlnvDqsZAC0dYvtpn1s9eW0BUDXAOrz82hXTBi9WKcBQAHQkMxuTHtbC++UBNCWA9SVvupy2u4ToO6M2HeBx1L3cRg/j3y62mT4EABddvYK0IhBo7f7b93Ls77eKUBbALSeOMbRAqgjZRigogQCoFLnegC6vh/o5w8WoI/3vb76w24Ayg8hnaCk9FWX03Y3APXoGAJoiKCLAG3CFVAAdNkBQGcAeuanAehz/+rT+/vf/rBjgJoqKC1+CikEQCWO/+vHA9QcFgJoA4AKHAA0DNAzLg1ATVX0bH23e4Aex+IZbCJuntMWAI0AKP1Ef5pPI0DbyQoKWQIBUKlzFQCN0bnR/o//egTom2m7P4a7QXnGdwDQxpsXmpVCAFTixALUP0dTgA6n+XSyp3tSAQVAlx0ANKRzZfPbn78fAfpomu7P4V5QnvFbBKhPUPcmP4UAqMRJAOiRxvEPYgD1Zq0BoHEOABoE6F/9cDIAPf8/Vjzf7n/z+z0D1BLUvclPIQAqcYQAZQc5gPrn3T7lCABddQDQORGAjoNJn95bgN4TaXzZZdWXDfvSt8YX5BD39wMpdQNAL51yaJD/4w/vRm/kpwOoPdi8d585+qfdyr7fIm/Q5lIFqJvOdIMA9V6sA/TAAQqCbqMUgHocjQKofb9F1qDtVQygwWF4XvW+pia8badZizbh+EeGcVpTzEJteDThC8cZxBrnw5vRmgMo23W5tQBtbRPetdvJBYAm/KKzwyb8zDQmPptpsQZ6awCdOByg7VgFJcO0AOgGcQYBoHIHAL0wQIN9oDcF0CYBoAcG0Olal8QUAqACJwagE4KyD7WmBT8kjvHTPaoIAF10dgjQSIVG4W9uGlMOQENVLPcFtQAAIABJREFUUAC0cJxBEQBt5wA6bPvZyW544AAa+C4AdNEBQNcASueBBtdy8oxfH0CbaIDSlt48QKkNgKrGGZQIUG/57bjfvFt1RAAa+i4AdNEBQFcBessrkRIB2njHzwHU8wFQ1TiD4gHaOs/y82Cf2kEAaprsAGiaA4CuAvSW18L7WCR/mwCUDTMsANQv3QCoapxB8QAdWOnqogdPFKBz3wWALjoA6CpAb3k3pnyA+gwlAD3GpRAAFTgxAG0IQO0HDgAoAKoD0B+/+NJ7/9N/xvYDdQC94f1AZwDaLAPUdJlNCfoyeaguAKoaZ1AEQIfTcwBAuQOAagHUexjn62RDZQLQ292RfgrQNg6gM1VQALRwnEFxACW7zAOgNHEqcVi43DjXCNC7uy/JG/GT4XnG9wdQ2mDnFgCqGqcX+9FDAG2CAB2YCYBqxGHhcuNcHUCHJ3MOldCHrIfD84zfAkCp4X+q46cB6JSgL/SJPMeL57QFQMMAtSNKo922AKhOCvcL0JGbvx5ImvGITp7x+gHKVr4zXi4DtDWZHYsiA6gpqABomTi9wgAllf/Jw4qnAKUPDgRA5c6eAeoeD5/1fHie8VsGqE2cWxzvleYBoA2Z4gSAqsbptQ5QcwZtk90H6Hh2AdD8yLsG6FgJvfuVjJyjeMZvFaAvAYA2B78OavgJgBaK04sBtH/5Qhe/O4Daiijhpz27AGh+5H0D9Kdvgk80ThPP+LUDtOXveeQxHmkkmvJ8BEALx+kVAuhhBaBk1MieXwA0P/KuAfp0hyZ8PkAtL4+On26rJgBUNU6vVYA2vgBQANQYUYoDqBk86ic0YRDJ8TIFoGZ/EQ7QBgAtBtBjKkCbMEDtWQZA5c5uATq03ofez9esjlCe8asHaDsx/MgmHgVowwsvAFohQAP8BEDzIu8WoN7c+Y6mO5pIrwlQKwD0EnE6pQO0sX0t9mQDoDop3DNA6WL46VLOaPGM7xSgDSu7YwkHQFXjtIafbqbtdA/6UEWzCY3AN3Ri78y3A6CLzn4B+pf+yqPJZiLR4hnfK0BdLaf/EwBaEqCHEED9bZKXAWq3oG8B0JzIuwWonnjGrwWgDW3I+bxMBah56RXeoYQDoDFxbHM8dAz9Y8sAejSTx1YByk91/+KFJi787QDoogOAjvrxH+2tBhoqVaPiAEqbgYHqzdCcBEAj4pAOzekx3h9bH6BOI0AdP+cAap8W1/0PgOZG3jNAX8OP4wRABQDle5BYggKgEXFSAHpcAqgdKmr9nV3Dp9l8FwAqd3YM0IeZ5xkDoKEN6dcAylaAuiroSgoB0NZAcSZOCKCHWYCyW1o7qYkGUgiAyp39AtTtJDLoy/WPAKA2cTQO+YhfesMEBUAnxywBlP+I0QB9aSZtg8lJBUBzI+8XoA/93PmnfgL9QwY/9wxQ7+/T+qgp3EspBEBXHsPHf0OLyxV+2jiz9LTHAKByZ7cA/embfgvlcf7nU8aGIjzjtwDQNlDakgC6QFAAlB/j/0zLAD1GAJTFAUABUGuoAfTHL/odRD6+61fBn3GKJnxs5HiAHgDQmDjJAD1wgB6WANqp9+dSCIDKnT0D9Ev339iUB0BjIs8A1J9/D4CmA5Q9RWqwYgHa2Gm4ACgAShNXFKDnqme/ld3Hdzt6JlIQoPGRlwHqvQkRFADlx4QB6jXRAwCl+38O6PQqoOy7Gjvrc5pCAFTu7B2gp4eh6vnx3d6nMcVHngOoP/Q0AJQuOQx+CgCdexC0D1Dv8R0zAG0WALrkAKByZ7cANVXPp+FxnDvcTMShEwCddWoDqAUmBejkWR2JKQRA5c5uAWoG3l+HvZSf9vRY41IA9cbuxzY8ALoaJwxQxk+2dZ0haO/4AE1PIQAqd/YL0I/venSe/zuj83WHGyoXAKjnUIAeZ44BQMUAbcfdQ1q3gQgAGuEAoEoA7Zdy/tqt6NztNKaVafNTJw2gkyooAMqOYZRMBmi4BQ+Ahh0AVAug3Tb0Xw5b02c92phnHAAdNNeGB0D9Y8Z+zDWA8r0/5wAqSCEAKnd2DNDT6XV4lNxD3mM5ecYB0FEjQQHQ5TgjE4MAHZ/5bv92tAA9tQeiAD8B0LADgK4LGyp7zrYAnWwpAoD6x/Q/j3uI1HjMcR6gIzHbED8B0DUHAF0XAOo5qwBdXPk+dWIB6hF07hgAdAGgw//tFKCmf9lfwOmfRgA06ACg6wJAPWcdoGmRowHaAqARcRYAehiPMZX4owfQhgNUmkIAVO4AoNniGQdAnaIA6neRRka+GYAelwBqBonCADUM5Y331BQCoHJnhwAdh925drsSKTmyCKBzD007nfggU3J6POc6AUp/JQ5Qu+iIDCH5XZ5BfgKgYQcABUATnQ0BGqqCspzyMabYyLcG0MYD6DEAUMdPNuoOgCY4ACgAmuhUDdAjADoLUDfdkwGUnj2vLipLIQAqd/YK0GEGqIp4xgFQojWAHgHQGIB6G4ccQk8szkkhACp3dghQ8zw5LYbyjAOgVADocpxjEKDHOYAOq4/G8waAChwAdF0Ro/Cvec12Kp5xAJTKoiH83HMA1PDTAdTv7vQA6nad508sBkAjHQB0XXHTmAaGinexs+IZB0Cppm14AJTKAdT8SiF+jgTl5428AUAjHQB0XdHzQFUYyjMOgFItA/S4d4AeJwAN85Ov2Gz4+DsAGukAoOtKmUj/lLkXEwC6/KlIgC4+Oz7FuWKA+g8qPg6PiTsc6P8AKACa4FwCoKdshvKMA6BUAOhSHMpPBlC73t38HwKoW/4OgEY6AOi60pdyvmIeaHzkJIC+WIAeA8cAoLRn8+B+DAJO738OUGl6PAcAlTsAaL+xMibSJ0ROB2gDgE7iuAGjKUBdi91yEwDNjEMSpxKHhcuNc60AHaaEZk1o4hkHQKffBYDyOKSx7gB64Pw0Typ2/8/wEwCNdQDQdcUC9GlcxZk3DM8zfgUAbXlJ3Aigx90CdNLZObbT54bcp8pLj+cAoHJntwAdG+55A/C9eMYBUM+ZAtS9HACyc4CSM2EH3JcA2gKgOQ4Auq5VgJqGe86jkKx4xgFQz5kA9AiAek+M42icAvTFnSoAFACNd8oA1OzGtOO18NsAlDxX0ntILwA6AShb505PVZv8DKtVBwCVO3sFqMoq+EE84wCo5wxQqAWggU7XjQE6aaJPtlty52v8NACa4QCg68J+oJ5TAUBdG97j18UBSmt+UZHLAHRSAfVOCN+uzp4vG+38enpO5SkEQOUOAAqApkZOAyhbi0TxddwUoKFpVRPnUgBtvRPCmuwvk0pn6JzKUwiAyh0AFABNjawCUAKQSaO6GEDZV0dE3gSg3qlpAVCVOCRxKnFYuNw4VwRQbfGMA6CB7zLAmvCTAHT2yZ0pTgpAj+uRiwPUnIImIBrH4ycAKncA0HUBoJ5TDUDN2kVeA7ssQL30rEUuAtDhy8kWn+06QFlkAFTqAKDrAkA9pwaAek82Lw7QmeY5qfM1R65w5HIAPYQAyobf5yMDoFIHAF0XAOo51QGUPmXSg1lavoJOl7i52iXhJ998cw7fJQF6IPw0vZz2pNAmOwCqEIckTiUOC5cbBwBVzPftAvRo2DE8Lq1htcG0fAWdWIAuVUEvBVCz3oh+hlU+5yIDoFIHAF0XAOo5tQH0UBigJBY5hlZ5g1VQHpn6qgC16TA/AP1MgJ8AqEYckjiVOCxcbpwrAujMNCbxbCaecQA09F1TgLrl3kUAysDH+dkcJnVQP7Jn6wO0cQD1PwSA+g4AKncA0Nw4vbMxQFsfkhygp80AOvznnnnpR/bAWgagTQig4nMqTyEAKnd2CFBt8YwDoMzhLWa/AkoBGre8ctE5ncI1xzmANgyg5rN+zbQQQEP8BEB9BwCVO9cB0Jezhn/1pBovEIwCVCPeohhAO2C9uAroaaieDn9PTksgcfaLqE35+eIBtLEAPZLj7AudVNHfjIE8/fdn8fJ1bVdvTfF0w5VOXCTSUAP1nMpqoMN2bR5A7dMskvIVdAhA6THDN48ZbjzRKqj77JjU0desga5UQFED9R3UQOXOddRAecYBUOb4AD3427VlAPTofWQ8xvFzClCb4QlA6RgX0eEwhANAkxwAVOoAoCr5vnmAki+XA5RwkhxDAEprjoRaLV832b/n7DRJLQ1QvXMqTyEAKnf2DFD7YA/sxlQeoA2BEv1yMUBpRZMcM37LPEC7d4sA9Tsbxr7ZlN8n5ACgAGiEc1UAfcqdvwSARn6KVkHZ49IYQKP26By0CFCz+9OLd6gFVgCglqAHt9DUJTvzXJwjWIC60P13A6ArDgAqd4oC9BX7gW4AUM7PLligCroe2dUYvWMMno6k6U15OMZppprUOumuI3nnwiXzxasLA6ARDgAqd4oC9EHrwUg84wAod0IAJcEyAepNgLd4CgPUxLF55wSdPpZdGaCEzclxiAOASh0AdF2Rz4VXerAczzgAyh0HUDt7yf49C6At/YyPpyBAXRyT9QBAWfVUF6C0MpwchzgAqNQBQNcVA9Afv1B5KPwJAF3/lCPkpAIqBehxAaAH1yKnAPVyGgBoE+SnAkBJPZnwEwAFQCcOAKqS75sEaEPbxu7vOQBtOUCHtwcGPtd+J3FMMsgPcWBTVBv2OKeInAYd19Mw5ScAuuYAoHKncBMeAL0QQFvHpwsA9MAAeowFaNOtkPJ+mRiA2j9GA9T7CQDQFQcAlTtFB5Ge7n75xwxsOvGMA6ATJx6gMU/K7BQEaP/uFASo/VIbp5lOCZ28jQCo++s6QAP8BEDXHABU7hQFqFobnmccAJ04UQClVdAkgB6p5wPUVvua2T7HaZWTJG8VoCQBc2k++gBlncAA6IoDgMqdshPpP77TqYPyjAOgE4cAlBFKCFCfji15fTIA9Z+kHAfQUS/eH5cAevTkEhc6JlgBBUDXHABU7hQeRMJE+osCtAk+BMgAtE0HqH1B+aQAUHLMCkCPTH7aggDldxAAdMUBQOUOAJobp3e2ByipghYD6EgpKUBb8ntkAZSgNFRL5TVwAHTFAUDlDgCaG6d3bgGgjGGLAG2CAJ1Lof0R3M/x4v01AaBH2uMZPgYATXQAULlTtg9USzzjAOjUMW346UMn4wDKIebec4CdDgyghluzKbQpCv0aiwAdQ08waj4RAOgk/wDoigOAyh0ANDdO71QAUH/aJf07B2h4RJtBjBzpAaqdAPTIWvBLAA3lYh2g47dNnpJs9oIKADTqF1t2AFCpA4CuCwD1nKsAqGVQMA5FpHn7wv/WOyf2tOR8gIYJygEa2JJ5DqBxv9iyA4BKHQB0XQCo51QD0CYM0NZDUCiOX8lkAB36Rw2w5gC6kELONCFAyY6iBOgjN+f4CYCuOQCo3CkD0G746EsMIl0WoCM53TfSYKkAdXiaftchHaBLTgpAG8NP+5RPcgwAKnQAULkDgObG6Z3aAOr9PRWgbqA7DqAGXBH5CjmnBYA6Jnrf6J6T7EEWAJU5AKjcAUBz4/ROPQCdVkDTAWpBmgDQphxAhwyRr6QPmm/JQYcgPwHQNQcAlTvoA82N0ztVALT1v9AqBqCmaexXRIPfddgAoDx/3YwCOyDmaqnTObCC9BgHAJU6AOi6AFDPuQ2ANt5Uobnvmj6Nw2/BlwMozaADKGnmA6AiBwCVOwBobpzeCRW2DQE6zWksQEmdsjum2/6Yf1cQoE0RgHI2v7iflAF0NAO3DwB01QFA5Q4Amhund+oAqP3KDIAeCD/bYQN5/7sCz4MrC9CGdg5MAOq+3wI06dvnHQBU6gCg6wJAPefaAeooRAF6CAA09EDNTICeEgA6R1AANCOBAKjcKTcKH9CuRuG3AKiZBBrIaQRAmzBAB4KO/3OAhiZfCgAaJGgQoJSgnJ+hOVzp6TEOACp1AFAANNGpBaBBx+Q0DqAHC9ADAah5ceCPhbs4QNuWPoPU4yf5tVN+nxkHAJU6ACgAmuhcOUCPiwAl4Bz+O5G8HSYteD2AmmRNPkW/epWfAOiaA4DKnYIA/cXvhLicimccAE1xIgHqN4wJPx1ADwGATmev6wI0WLf1CEo6FABQiQOAyp1Sg0gf390pMpRnHABNcWxO4wB6mAD0wPhJAdpMd3C+MEAZPwHQZAcAlTsFR+Ff85rtVDzjVwbQ9MiXBegxBNDDnFoDUNMVybF1AYC2E4C2/q+d8vvMOACo1AFA1xU3jWlgaP6DOXnGAdAUJw6grkLZkgpogKMD8ezy9C0B2hHUfv+YgaLnVOwAoHJnxwA9KTGUZxwATXGSAdpr7P2c8pMDdFLtSwZoGwbocR2ghxfXg3ACQIUOACp3igP0rKeeob+SkHMUzzgAmuJQgDpSuWOODKBu3pI3fNRPBX1pLwzQJty7atNKAHoCQGUOACp3LgHQUzZDecYB0BQnCqAmrROAetNBAwCd8PNyAG0YQDu37DkVOwCo3AFAe73udx5oeuRKADoeMwfQmYEbCUBDBF0CKH+Kc2N/MwA02QFA5c5lAPrTN7ueSJ8eeXOAHihA7ULOegHaAqAAaJRzfQAdpoRmTWjiGQdAU5xkgJqxo5nIAGi6A4DKnV0D9GlcxZk3DM8zDoCmOOUBmpVCABQAXXR2C9Cx4Z43AN+LZxwATXFWAOoNwo9t+EMcQFuaQWkK5wBq0hX+FAAKgIqcawGoabjf/ToTnp14xgHQFCcGoN2fXhhA5yJfEqANABp0AFCpcxUANbsxYS18VQBtYwF6AEABULkDgK4rAqAqq+AH8YwDoCnOPECP3jOFtgOoNxGU/B8D0AYAzU0gACp3ytZAsR9o1QAdXs8BdDYyAWhwC/g8gPovlgHqbQUFgAKgEQ4AqpJvAHQC0PaqANoCoBnJ8R0AVO4AoLlxeueKAXqsA6A2YRygc3EA0Izk+A4AKndKzwPVEc/4VQC0X5l9fQClj5JbB2g75ScAGnAAULkDgGaLZ/w6ANrpSgDaiAGan0IAFABddADQbPGMA6ApznUC9AiALjgAqNQBQFXyDYBygLYGoPYRxhUAtFkB6NkBQLMTCIDKHQA0N07v7Aug3siRMkCPiQBtANDsBAKgcgcAzY3TO1cJ0P7lIRKgjXu26EUBOhuHAtTG0UiPcQBQqQOArgsA9ZwrBqh7rruFkbf7p5+PQgA1E0GPiQBtAFCFBAKgcgcAzY3TO9cMULsY8sUDox+nPECbRIC2AKhCnBYAzYsMgObG6Z3rB2hbFUCPAOiyA4BKHQBUJd8AaJ0ANQrOYgJArQBQqQOAquQbABUAtCkK0GYK0AYAnXEAUKkDgKrke58AbRMA2jTkEcENBWgDgCY7AKjcAUCzxTMOgKY4KwBtggAd8NTSdyNAm5oAStICgAKgEQ4AqpJvANQHaO9MAEqro+UB6veCrgKUPxMUAAVAIxwAVCXfAOiL9zTO3iE08tlEAcr+UhKg9GsCcQBQpQQCoHKnEoD+/P39oN/+EPozzzgAmuLkANR/SwCakR7mAKAA6KIDgK7r8wcAlDpbA7RhcLLvlkbqhc6Q1xmALsYBQHUSCIDKnUoA+ul9mJyjeMYB0BTHA6glqAigvPqpkUIAFABddADQdb3df730Z55xADTFiQDo8Cn7cnjR+O+dvMyWA+ikBT8DUC8OAJruAKBypxKAPt9/u/RnnnEANMWZASivgE4A2vrvywO0SQSo/0QmABQAjXBuE6CPv/n90p95xgHQFEcboCcANNkBQOUOALqqzx+++oduGGmuHc8zfj0AdQ9dqxmg46euDqDeI+0AUAA0wrlJgH56Pw7Cf/UH690TqX7ZnmUg1b22kKJ/Hd6NL/z3TeMdrJ8yBtCiXwdBm0oXoG/j/KVHMo0JAC2gZYB64OT/nwBQCNKSLkCfx6rnz9/ffxf6O696X1ETXuZctAnvPhVsunuD8i8tb1IVa8J7HZzRcSo9p2jCyx004eP1GO4G5RkHQFOcFYCSTy30fbYAKAAa6QCg6yoE0OfwUiSecQA0xVEEaFsMoNOJoADoggOASh0AVCXfOwVomwbQF8JPt0PoZQB6AEAXHABU6gCgKvkGQKMAGtx7CQBNdwBQuQOArunn781CpMfwiiSecQA0xckBKNsXtDBAGwA00gFApc4tAtRWPD9/CK9I4hkHQFOcVIA2FKAtAJoZhyYufAwAuugAoKv69L4ffT/XRMNrkXjGAdAURwTQhcgAaLoDgModAHRdb+OM+Zm1nDzjAGiKkwjQpgqAhvgJgFoBoFLnNgE6bkkfnEV/AkDzIgcAeiaonSpEPgWAEgcAlToA6LrwTCTPuSKANpUC9AUATXAAUKkDgKrkGwAFQFccAFTqAKDrAkA95+oAelwB6FLkggDtEnc4HL2nLafGyU2PcQBQqQOArgsA9ZxrAmizDtDlyCUB2hyMANAlBwCVOgCoSr4B0OoA2gKg8Q4AKnUAUJV87xWgrg0PgK44AKjUAUDXBYB6zlUBtAFAYxwAVOoAoOsCQD0HAJU7PkAbADTGAUClDgCqkm8AdLIQaXOAelXQBgBdcgBQqQOAquR71wBtghVQB9CVyJcDqDBOXnqMA4BKHQB0XQCo5wCgcgcABUAXHQA0WzzjAGiKc40AbQHQRQcAlToAqEq+9w3QpnKATvZxTouTlx7jAKBSBwBdFwDqOdcD0PYKANrybZwT4+SlxzgAqNQBQNcFgHrOdQK0AUAXHABU6gCg6wJAPefaAHoAQFcdAFTqAKDrAkA9BwCVOwAoALroAKDZ4hkHQFOcqwGoIejcGBIAagWASh0AVCXfewfoIbBncW0AlcfJSo9xAFCpA4CuCwD1nGsD6JlSL5PJ6i/Bp8BPI5cHaAOArjgAqNQBQFXyvV+AttUD1FSEAdB5BwCVOgCoSr4B0HoBajoSANB5BwCVOgCoSr4B0JfJcvO6AJoTJys9xgFApQ4Aui4A1HOuEKDT/TqqAmhWnKz0GAcAlToA6LoAUM+5OoA2AOiaA4BKHQB0XQCo51wTQNvKAdoCoAAoFQCaLZ5xADTFSQXoWmQANN0BQOUOAJotnnEANMW5MoDaNACg8w4AKnUAUJV8A6AA6IoDgEodAHRdAKjnXB9AGwB0xQFApQ4Aui4A1HOuCqAtABrjAKBSBwBdFwDqOQCo3KHgA0AjHQBU6gCgKvkGQKfPvQRAPQcAlToA6LoAUM+5QoA2AOiyA4BKHQB0XQCo51wXQFsANMIBQKUOALouANRzAFC5A4ACoIsOAJotnnEANMVJAGg7GVYKRAZA0x0AVO4AoNniGQdAU5wUgMZEvgBAc+PkpMc4AKjUAUDXBYB6DgAqdwBQAHTRAUCzxTMOgKY4gZzWCtAWAI1zAFCpA4Cq5BsArROgLQAa5QCgUgcAVck3AAqArjgAqNQBQNcFgHrOtQJUFLkoQFsANMYBQKUOAKqS750DtK0XoG4mFQA67wCgUgcAVck3AFotQLeOYxwAVOoAoOsCQD0HAJU7ACgAuugAoNniGQdAU5xgTgHQNQcAlToA6LoAUM8BQOUOAAqALjoAaLZ4xgHQFCecUwB0xQFApQ4Aui4A1HOuEKAvnJ8AqO8AoFIHAF0XAOo51whQsQOApjsAqNwBQLPFM14dVgBQuQOAAqCLDgCaLZ7x6rACgModABQAXXQA0GzxjFeHFQBU7gCgAOiiA4Bmi2e8OqwAoHIHAAVAFx0ANFs849VhBQCVOwAoALroAKDZ4hmvDisAqNwBQAHQRQcAzRbPeHVYAUDlDgAKgC46AGi2eMarwwoAKncAUAB00QFAs8UzXh1WAFC5A4ACoIsOAJotnvHqsAKAyh0AFABddADQbPGMV4cVAFTuAKAA6KIDgGaLZ7w6rACgcgcABUAXHQA0Wy9nDf/qSTUeErd9uKqzicTVEq504iKRhhqo56AGKndQA0UNdNFBDTRbPOPVYQUAlTsAKAC66ACg2eIZrw4rAKjcAUAB0EUHAM0Wz3h1WAFA5Q4ACoAuOgBotnjGq8MKACp3AFAAdNEBQLPFM14dVgBQuQOAAqCLDgCaLZ7x6rACgModABQAXXQA0GzxjFeHFQBU7gCgAOiiA4Bmi2e8OqwAoHIHAAVAFx0ANFs849VhBQCVOwAoALroAKDZ4hmvDisAqNwBQAHQRQcAzRbPeHVYAUDlDgAKgC46AGi2eMarwwoAKncAUAB00QFAs8UzXh1WAFC5A4ACoIsOAKqi+/uK4yFx24erOptIXC3hKkkcAFoumHa8qhMHgG4fr+rEAaBKqvosI3Hbh6s6m0hcLeEqSRwAWi6YdryqEweAbh+v6sQBoEqq+iwjcduHqzqbSFwt4SpJHABaLph2vKoTB4BuH6/qxAGgSqr6LCNx24erOptIXC3hKkkcAFoumHa8qhMHgG4fr+rEAaBKqvosI3Hbh6s6m0hcLeEqSRwAWi6YdryqEweAbh+v6sQBoEqq+iwjcduHqzqbSFwt4SpJ3OUBCkEQdCMCQCEIgoQCQCEIgoQCQCEIgoQCQCEIgoQCQCEIgoQCQCEIgoQCQCEIgoQCQCEIgoQCQCEIgoQCQCEIgoQCQCEIgoQCQCEIgoQCQD+9/27rJEAQtKrH3/x+6yRMtXeAPt53+nbrZEAQtKxP7+8rJOi+Afrz9/f3ICgEXYG6wlofQfcN0Of7r/7Qn5nuv+qk2rmAngroytW1Fqsj6K4B+vnDcD4+va/uvCh3LqCnArp6Pd//8/pa8bsG6Nv9b3/o/v/8oboaqGrnAnoqoBvQ2/239fWDAqCnvnu609dbp4dItXOh7p4KCIrSp/df1zeStHOADifjeaygDTitQaqdC1X3VEBQpD5/OBfQnqD9qzq0a4B+/tAz8+3+/ruhnVtNHVS1c6HingoIitbP33fX79hcrGVIdNcAPT33nYJ/Nw5QP9bTOlDtXKi4p6JTlfOjoQo1XCndZVxPTWDfAPV1PjO13NdUOxfq7anoVF2vFlSrnvvyeW43VnTxRzc7AAAgAElEQVTF7BKgP/+vYfv7agCq2rlQb09FpzrnR0N1yCuqb92V2/GzoitmlwB9DCOkIoDqdi5U21PRq8r50VAd8orqp/e//eHMz6/+UFGrZZcAfQtXwj69l3St6C7xCVeOhZ0LqsE6FemurHJ+NFSHvKL6+cNX//DhfhxJSu+I0r16x8K1V4AGCHqugKa3bbWX+IQrx8K6sWqwU6nuyirnR0N1yCuq/YKQoZLz6X9MDqV8kY2Fa7cApWzpJ0pKbmr6S3zClWMh81SDnUp1V1Y5PxqqQ35RfcwZf1e+esfCtVOAfv1I2TJUIwXnRn+JT7hyLOtc0A3WqUh3ZZXzo6E65BfVvJnMulfvWLiqB2iJXYSezzknp+Xnf/cmq0UWWOLDK8e9RJ0L2sE6FemurHJ+NJSsQh3kXlH9c84NVvfqHQtX5QAtsovQ0IZ9zJ/OU2CJD6scizsX9IMNAUt0V9Y4PxpKVZFeGLWi2kn36h0LV9UALbSL0FhhzD8tBZb4sDuuuHNBP1gnte5Kb35AjfOjoVQV6SBXK6pDMM3O9rFwVQ3QUrsIvQ3cyz4t+kt82B1X3LmgH6yXWnelNz8gY340loHWoyId5FpFtZNqZ7spXDUDVL2L8Zl1seWeFv0lPsp3XMVgvdS6K735AfL50Ri8r0iqXYzaRbWTame7KVw1A1S5i/Fx2oDNPS36S3w077i6wXppdVd68wPk86OxDLQiKXYxFiiqfQzNzvaxcF0DQFW6GG1/qteGFZ4W9SU+EylCLzcYzaxWd6U3PyBjfjSWgdYjvQ7yUkW1RGd73QBV7GIc+lN7GNM4stOivcRn0mLJgp5qMD+zWts5+PMD5POjsQy0Hql1MRYrqhpXLy9cNQNUs4vR9Kf2cfzT8lfpZVd5iU+gxSKHnmqwTjSzWts5+PMD5H00WAZaj7S6GMsV1fyrd1q4agaoZhcjWX7z6J+WPwmiqS7xCbdYhNBTDTaIZjZzOweSSm96n3h+9D6WgV7JXAOlLsZyRTX36g0VrqoB6iuri5GO5GtMAFVc4jPTYpHdcVWDDaKZzdvOwUptfsAuloFeyx1CqYuxXFHNvXpDhatGgJbY7/h8Wt1d4zF3ar7mEp/ZFovkjqsabJSX2aztHEhMpfkBSs3Guqt4Fc81KLHfccGimnf1BgtXjQAtst/xI/npsqfmay7xmW+xbB1slJdZ5QfTZRNUpdmoWsUrAON65xoU2e+4XFHNu3qDhatGgKrud+w+7e3MmnVfU13io9pi0W3+9GKZzdzOQXV+wEmp2ahZxSvR3laba6AOd839jq0KFtWsqzdYuCoFqNZ+x0TPFHHPWbUz1SU+qi0W3eZPL73MKs0PKNBsVKzilWhva8010Ie74n7HRJUW1WDhqhWgKvsdd+pad8NVQ3mSuTpUdYmPaotFNdggpcyqzQ8o0GzUnE5aoL2tNddAH+6K+x1fQVENFa46Aaq037ErtV+Pr81psf3BeVI5LZotFt1gvjIzqzY/oECzUXM6aYG5/Yp7uCgTVHG/4ysoqqHCVSNAtfY7Hk7Ed32Z7T7dtfTGoLL+VP0uvDGsWotFMZhyZvXmBxRoNmpOJy0wt19tFwx1uOvtd3wVRTVQuCoEqOImqmOtx1S3u5NkXqQHV1/iY5ssGi0W1WBFMqs1P0C12ThIczppibn9enu46MJ9L0V1oXBVCFC9fl9b6zGr6odf9jtJoVNf4kOaLPktFtVgRdYz6c0P0HxMzijNjc5KzO3X2gVDG+77KKqLhatCgOr1+5rtnEhn4FhIpM+P01vi4zVZclssqsFORdYz6c0P0HxMjk2Q3kZnSjAuMUVdH+57KKrLhasmgKpvomq7AM+/gS2w559AcBGqL/Hxmyx5LRbdYGXWM6nND1BrNpba6EwHxkWmqCt2pu6nqC4XrnoAWmATVdscOEfKHI7WXuIzabLIWyzKwU5l1jOpzQ9QazZqbnSmD+MiU9TV4L6jorpSuGoBqOomqkbni9gugs0+K7pLfKZNFnGLRTnYSTuzpgdea36A3hOt9DY6098zVW+ugTbcd1ZUVwpXLQBV3USVRP0f+lzSdoFM2kt8Qk0WWYtFO9hJN7OkBz5zfoB2s1FzozP9PVP15hrobym8q6K6UrgqAajuJqoT2X1IHsXnWHmJj2KTRTnYEEYrs7QHPmt+gH6zUXOjM/09U/XmGijDfW9FdaVwVQJQ3U1UJzpfM9+NseVdb6pLfBSbLMrBOull1uuBl88PKNFs1NymT3/PVL25Bspw31tRXSlc1QBUfRchqvGumTl7RnG9kGaTRTvYEFAns6wHXjw/oESzUXObPvU9UxWnqCvDfXdFdblwVQLQArsIUQ0nXRS3yA4HRApNFr1g6pmd9MDL5geUaDZqbnSmv2eq4i5CynDfbVENF65KAFpiFyGi/keUnJTCOxycVJosWsEKZHbaAy+aH1Ci2ai50ZkqjAfp7SKkDfe9FtVw4aoFoAV3EToNZ0V6UhR3OAhJo8miE6xEZkM98IL5AUWajYobnSnCWH2Kujrc91pUw4WrFoBqdzH6GiZupJ9p1R0OwsposigHK5FZpeGtos1GlWayEowLTFFX3f27106LarhwbQ3QQv0W7D7eV+/TT4rmDgdzEjdZtIOVyazS8JZis7HQnoQaoYpMUVeD+96LarhwbQvQUv0Wz9NtBCTlV3OHgzlJmyzqwcpmNnN4S63ZGKjiZbBFGcZlpqjrhEFRDReuTQFaqt/iHOm3f/LOyqf3skat2g4HJKZf5qRNFvVgJTLrpSxrrEyn2ai70ZkujLXnGujCfYdFNa5wbQrQQv0Wf/73Ss/eVV/hE7jhCpss+sEKZJZIOLyl3GzU3OhMf89UzbkG2nDfX1GNLFxbArRQv8X5OvzvdDq21Vf4BG64Gf2fqsEKZJZKNLyl3WxU3ehMf89UvbkG6nDfX1GNLVxbArRQv8XfaWyLO0h7hU/ohitrsmgHOxVYzkQlGd5SbzZqbnRWYM9UzT2nleG+u6IaXbi2BGipXreuqOkiQGm5kN4NVzsYleraKCPJ8JZ6s1FzOmmJPVO15hrow31vRTW+cG1bAy3U69adlswn20wCaiwXUrzhKgejUl0bRYKmds/qNxs1p5OWmNuvt+e0Ntz3VlTjC9e2faClet20T4vWciHVG67+3dvE1cjsp7/KHd4q0GxUnE5aZG6/0hR1fbjvrqhGF66NR+F1e93ebL+58mlRWy6kmi71u/cglcxOBsrT4xVoNmquQlSEsfYU9QJw311RjU3W1iuRein1uj2OI4/dtax7WvSWC10BQXUy+8gqPunDWyWajYqrENVgXGCKern9PvZTVCOTVQVAdfotnu9N5V39tCguF6qfoDqZfdMYYFBrNto6nuIqRCUYl5iiXm6/jx0V1bhkVQJQhX4LUxzOF88/+1enzNPCViFkLRfq5FosCpeLarBOfn9ldmZ7KWzioNZsJHW8/Cqednu7yBT1Yvt93HxRTS1cVQBUpd/iebjeziflHOXf/jBMhRVeOHwVQs4Kn060xZINPdVgnVjhz83sqDe1lmNus9Gr42VW8dTb26pzDUrv/n37RTW5cF0coKH9CFX6LYZ23nBSHoent/5vwlDTVQiaLZZM6KkGG8T6K3VaQHrz8fPX0dM6XlYVT7+9rTjXQBvuOyyq6YXr4gB9C1wXKv0W/VkZTsrwr1iBVQg5K3wmLZacG65usFGsvzIrs6dP/8XvTdSiO9mmftxlM6OKp9/e1ptroA73/RVVQeG6OED7S/DT/+55Kr1u3ZVoTgcfAk6S+hKfSYtFfsNVDjZKcX/oofrU37XVBi8ym43TOp54OmmBJeF6cw3U4b6/oiooXBsA9P6rv3+vsomqr3Ou/0tzO8u6FtWX+ExbLLUEM9Lrrzz9239vi5jW4EVmszFUxxNOJy0wt19troE+3PdXVAWF6/KDSP0wF0ubSq/boz21mZu8ai/x0WuxaAcz0uqvHEZEh764r23fZa4ym42K80nLbBCrM9egANx3V1QFhWuDUfi36SnN63UbZX/M7Bap8vRKtRaLejDl/ko3ItpXfr5WqoJmNhsV55OW3DM1d65BCbjvragKCtflAdrfFlWeEvHvhv+fzcytsfvtOT+89uIIpRaLdjDl/kpvRHSYT6fyK+Y2G/WWIZbcMzV3rkEBuO+uqAoK1+UB+m/++rvAjU2gR3vBmYbKUFXR2H9Gl6BqLRblYLr9lXxEtC8kKoNTSovAFJYhFtwzNXeKegG476+opheubSbSa5yWt6F+8+bN3HIziaUhVZb4sDtuXotFNZiTdn9lYERU2IB85B9SaTaq7tNXYM/U7CnqZeB+40U1u3BttBJJ47QMP9yjHXvMvpvpLfHhd9y/z2mxqAazUu+vDI6IJvTSmkv5MWvcY0lamxKeiuyZqrYLhjLcb7uoZheuSwPUlCit0/I/f2/OxVvutae3xGd6x/0HeYtFNZhVgf7K0Ihowhxu/1IuQVC1TQlVWWyktguGFtz3UFTzC9dlAfrsykZ/Wt7y+sj6jhSb08e886y5xCdwx5W3WFSDjSrSXxm4jn/+PjaZ9lIe/80ss6FZfHqbEmqy2EhnD5eTFtx3UlSzC9dFAdrXLkzahmpP3jBIl317Kj69z6pDqS7xUb3jKt++T5r9lUY9sKYETehaHS/l4fhcgr6FKtSKmxIqsthIaQ8XJbjvpqjmFq5LAvTZPwdvSpUek2Pb9yOT7hIf1TuuarBOuf2VXKa6wgl6PiXxxc67lHMJGmrVqdXxVFlspRVPA+47KqqZheuCAKXPClQbuyQVJ42zorfER/OOqxvMBMzor2Ry/ZY+t+iWQJGJuid1AWly+uGoYH9CBj9L7JnKvkFnroEG3HdVVPMK1wUBOvaiDBNn1AYJztkfY2VvMK64xOekesdVDmYCivsrmYbqynOoDvof/+/URNkLQ07QcYe0aQ4zsKK8ZyqZhaMuBbjvq6hmFa4LAnTouTATBrJXNLoZr8ONLfdmqbpeiCbspME8zWD5/ZWextIw7v6TNf3LqxhLCWr6P6cpyanjqe6Z6s3CyZdfO1boTN1ZUc0pXBcE6Li1Qf9rPmdeO4/kzJpFDfkDt4rrhcaE6dxxVYOp9FdSjZcwiSufX+Ul6m0cY00O8t/8fhosV5p7prJZOLniF0R+Z+reimpG4brkINKjm2CV8cCsTudKxtdux9jxtKj1cmcv8VG846rfvpX6K53GS7i78sZWfM7+pFrQ67ex1CSoYm/gZBZOrljtWKEzdR9FVaNwXQSgponxaMcI3rJmgY/17EdyWiT3Ib7Fgc4OB6p3XPXbt1p/pdXQ8h/WDz6KJ7u8mXzqQG8cC9AkqN6eqdNZOJnKfwKq1Z6KqkrhugRAz7ll5yBzue7nD0Ou6WkRnOXJFgcaOxyo3nHVb9+K/ZVG51jn3+ux/9HepL/ecA76tKkkqpunpUxQvSXm6nti69WO91RUdQrXJQD657+bPjkvazHs5w/jOXWnRdBsDG1xkL3ER+mOWyBYL83+SqO3b2317NP7f/ZBUtyGevHfDjd/FeiZIPnB9J/xpL8ntlrSdlRUlQrXZfpAybNHH3Nboc/0RvGYUyFT3+LgpHbHLRBs+Lxmf6Ub/DXVlLescXyXyizoPXvkzCVogWc8aU+YU92AaTdFValwXWgQyZ6Wt9yKN2nsjW/zTovuGkmlO26JYENAjf7KUaS5N4L55+9lpe2ZnMP/8Hs6KCoKNiRLiaBFnvGUOwvHNPz1a8f7KapKhetSo/DuxmbIL9Mb7zvOPi2KayT17rjawUap9FcakebeWDkTzsmj9aehRpa3C8G4zRQhaB74FJ/x9NhfYbmzcMxM1wK149M+iqpe4SoMUPdQ1GeVFvJ476VzrB9z9+lQWyOpecfVDWal0F9JxPYUlZ5h+rTMv80sGXSbKUvQ7Oc+n3T2TDVbnWbPwhlzplo73lNRVSxcZQFK86lxWv78/31vmxc6bRbFNZKqd1zd27dif6Une06HmdeCU9J3WD66KyNzYrS/zVT2CBIZI1fYM9VNwc2ehWNzplY73lNR1SxcZQFqZpP0esw+LZ/e/+afjBnVPC1qWxwo3nGVb996/ZW+bFETzsMfPk/GojMByraZyiPos39TyN0zddjq1E3BzepCITnTqR3vqahqFq7CTXh6Bb9l9rn5xUPztGiskVS946rfvtX6KwdpNfdMh+WjvUoy1734q+nzhqOme+PnTSPztzrNnYXDS1Zm7XhHRVW3cJUEaDdGSE7Lp/f//P1/JVvtYkSLR17239y0WZU1kqp33BK3b6X+yjF9Os0922FJOwUz+2VZpVPe/0nXbFnJZx3ZYqt1Sr2M5taOd1RUlQtXQYCeT+pv6GnR6HRjt0lx0TVLGuzal9wpb6p33CK37/z+Si99Cs090mHZnYLzuZguhEmX0uIjf82Wc4W/Gym2+ad06ND2M5pVO95TUVUuXCVroMM5dbNJlPZNcadFXFl5vjerEOhpyX7oi84dVzuYUW5/pYvznU5zj17Kw2BITr342ZxDHYKyNVsnk0zhRex1zmaeUnObYRnNmZO/p6KqW7iKAfTZ3jeGBJ/PeuaksmHChkbxsD0o50R9NT7WT2O/OZU7rnYw7ekpfRSd5p7XYekmNYpEttjMuUQevzNJY2u2bIqFkb285pVb26HtZ1RcO95bUVUtqaUA2u9J2FUrxtOS2WhUKh6j3MqXN9e5otp2lN9xtYNpT08Zx310mnt6e32Mk1sf7/22aKrsaFZ4zZZ4z9QTy6t0q9NRfLXVmDjpfq57K6qaJbUQQM0GW0PnSt8+y9tik+wiID4tfx5/dzpSYZ6epTDZWhEHisGUp6d44z75zT2tXFp4vGVdIo92MDu4ZkvY9zHOwdW8PEIEFdaO91hUFU9FIYDaSTIajWO+A600+2/jjZWelfw1cOTxNvnnRTXYINXpKWzcJ6e5N/vkIoHcEPe4TFpYTRnG14bZRsE1W5I9U+3IWFmCSmvH+ymqBQpXKYCSea7DjS1PfAda4ey+/uEEXZcgWfmSPW/Ge7xN7nlRDWakOT2FjoVkNffs4IxSR9k/sWd0eASFsJry2G3zYdKjtGbLzcHNz+u0Q9vcKqQjg/spqkUKVyGA0tZE9q4/gR1oZcWjGw34+65L8M39eLlPaGOPt8ld+qIYzElzegpbTydt7pFJ6gq59Ia4sxY1nmvYf28JqrZm6zmfoH8akzft0LZlQfZEgd0U1UKFq1gT3hasN2kt5c+2Daa1A+3b2EAjrZ3MlS+Tx9vkLH1RDdbp8St/i2KN6SkqF543SV0hIsN61iq/bz8Zgmqs2RqUTdAxDcod2mOYXRRV9cI1qtggEul3++9lZ/rN5k9tB1ozfcSWkdyHIUwfb5PRxa0azO39c8rvr6RS4B2bpK4zrqqzTLorpfbqyF+zZUQJKii2b6G+u/z1libMHoqqcuGy0gboOOJIbhznirxs/1PbD6L2HOh+jKA/LeO9NnsWmOrjbXSfleMt5VaYnmIlJqiZYzmZpC67lP9Ptou9xo4GQ9pMoc1esxWYgyvLq61iK3Zo76uoqj+IapQyQO2Io71x9COZj5LM236Q/B1oR/2bv/6O3tgUaheqj7dRDUb3/jnl9FfyByKKCfrI+hb5JPX0cGzbEI2nPg8NRXP1itdszXdZChUgaGaH9s6Kqv6DqAYpA9SNOL71axu6K/A7afeF6Qchl0/+8wftIpBnGz1Dqo+3UQ3m7/2TH4iOYYoI+kjPZmCSeqLeeKnKWSb9t95+Id8SqMhUoMtyQtDcDu2dFVX9B1ENUu8D9frLTZ1F2P/rSr/OI9tZ0Ex9+qd6LZYhoF4wvb1/Qg9EFBHUzbFUebBIx9+hUkwmkt/LqtmP9DcartUsghbpsvQIqtKhvZuiql5SifQHkegjVczLZ9HJdv0g7hyLL8E3W7iUTsvQ16bUYhmkFkxz758BAuyBiJJxHzfHUuXBIm9jz5hjZtb6I7o9uen/FBO0RJelH1SlQ3snRbVASXUqMAo/7e15kzXTSD/IKXcHWvoUlD7oW+4N/D/+tdn6J7/FMl4yas0fzb1/+lRNHogoGAvx5ljmT1IfJxnRgR4ZQbsI/ykBwKf3fV61Cao4Bzd7vaXRPoqqZkmdSA+gM7v+/Kl/L64yK1UXh4mHpqvrjZwiud7szuK5LRZ7yag1fxT3/hmrFAoPRPTnWGZPUn/2ZxjkDW/9tn8+2xBw7PX99D6joafeZekFzdTeiqpeSZ1KDaAzI46P9uIWSuW08Kktbxp38LEKlN1ioZdMfjCXOHc+Mvf+6YPZkyB/ICKdY6kwSd2ujTbjW7/9IYeg/RZ9Y0lTmF6p32V50iLo7oqqWkkNSA2g4RHHT/+t8P5ht8dVOS20Y+c/qPV/mCpQ5uNt/Esm91k5J7OETntrKIWVPnSOpcIk9Ue7hd139nrJIejQNP7qD7nLewfpd1melM7q/oqqUkkNSa8Jr7pIgk6aye8HodsQKE5hyFp17aR8yZjp6doEVVjpQ+dY5j9YZKxJmeml4xyVzx+++p8EsR7dhnX3X/1fKpUU/S7LE5m9maPdFVWlkhqS4iCS4oijtz1ufj8IOSuf/zb/JmmfsZ77KNleypeMW4CkTVDhSp+5OZaZDxYZwv32h0eeyT/LTompiY3PFtHaxEVvvsyoZ40q1F6Kqm5JDSoToHw5nc6II9seN78fhCyvyO/M//SejPrmFzTdS4Zu06FAULeFonSlj/Ycy2nqlG4Sti2rV2EsQVDhMPkui6pySQ0qD6DT5XQaI46T7XFlGvqezJQUC6lsgP7Lf23vsqJ1b1y6lwzdpiOboHz5UXpnnv4cS6IedWoFwy0V+vl7JeypNgIGPQvvsXssqtolNaQsgAaX02WPOAa2xxXIlvc+wCNpsij05g/Bv8vduMKkSO+SYdt0ZG7Z9TxZfpRavygxx5LoTZVPSvvDUal0WY56HmvvorK116KqWlJDygLo7HK6rIyrbI87Tvoy6wdph75K7WLoKvtOpZ87/5L50/j/ZJuOrC27+BaKnyXPfCgwx9LpnCLFOdElCKrSZdnL7Kkhu0L2W1Q1S2pAeU346XI6jQ4khUkz5iGotpnXxRxmqucUES+rdMWEPNi3p/xLhj7WJn+bDqvJFoqijTsLzLGkSVStWOgTVNxlOdGf/3UW8HZWVFVL6pLyABpYTqeh7Ekz50+51Dzf28cN3udOPLz3TsWbGWHJCTb2VWZcMnbvCp1tOsw+9oEtFEUV2gJzLK2Uq6D6BBW3a8PB5BDYV1FVLamLyhyFDyyn01Du9rj+fX/cAGNsKsj1bKeA2+jypqjXv5h5ybh6gMI2HY/kxq2zhWKBOZYktm7F4vE+a8MPoqwuywLaU1FVLanLygRoaDmdhvK2x+Wfylnh62QvENfoyA9m+hfzLhnWksrZpuPRRVLbQrHAHEsjdUL9af2QKOV1WRbQjoqqakldUe5E+tByOrHYg5vFFyDvzh5atrlyK4be8ucJTh/RkiVC0LxtOgg/FbdQLDDH0oX+p4WmSOcps8uygPZTVFVL6opyARpcTifU5MHN0nM8aUxkdeX/SzM50OUtf+xC+xEtjqBZ23Q8ehUAvS0UC8yxHPVWpmWmIeURrlzdflEtUlJXlL2UM7icTiS9BzdPzop8ByE3BZeeFtscEkv9ES2OoBnbdPj81NxCscAMIShRt15Uy5TUFWUDVG05XejBzcK4k18t42fs+rKG80IWM+RPUdN/RIulnXyglfDzz/Z5Y0pbKIKgm+vGi2qhkrqibICqLacLPLhZelomHSlZS2FN0SfLXoSTcYZBFEM57Ue0eLv/ZLbfP3/whmx1VqyCoNvq5ouqXkmNV/5uTFrL6QK9guLT8sw+l7eQy03DMVFkK4aex46jsY9S/REtmXtXePy0r/W2UARBt9bNF1WtkpqgfIBqzWUO9QpKTwtfdJi5lcCjm53Wp0bWJdgh86v/5/uxQqfYv2iVtXfF57+1pBSt2VyX3hxLSKTbL6o6JTVFCvuB5g102Z36gr2Cwu1x2d7YOWNIpyE9dnHPsCBOcJLtBPWxr6bEI1qyl7/1Z7IQP/XmWEJC3X5R1SipSVIAaMZ9bZxZPa6cCfUKCrfHZYsQsn9GcmcTdgk+elPdTR1UcUJzr7wSMhC0GD+hrbWDoppfUtOksSO9eDmdyaW5l2n2Cj7amWkqdTzTgfcsHMj0Jgh1F2OXNv1HtGTuXdER9P8AP29XOyiquSU1URoAlS6nO3+u//X/X9vzptkraIdshLchNrkobwiETbAkvdy6yt27op/pAn7erG6yqKqW1FSpPBNJtpzO24elk3KvoNmhQ7pF3L2/viLnvDzyROhvMqG0d8Ub+HnTusGiqlpSk6UCUNlyuml/nX6v4LOUBrbJ4hIkPy/dE2PZhfaovEpabe8KEPSmdXtFVbWkpkvxqZyJomsE+juQ2a6wkvLbn4VHem7+F/l5mdyqdR9Gobl3BQgKMVVeVFVLaqq2A6ibMaux13EB2fuYd26UCFrgMYFa+yaAoJCv2ouqaklN1JYAHRHiupBr2Xt2lNcSGM+NeCo4I2j21NSCAkEhT9UXVdWSmqbtADrOSeu7MMaei9qK7aQv5TFjpaRPUL1n5RQQCApR1V9UVUtqkrYDqLuduQWEtVXKVHujKUG1n+WjLBAUoqq/qG620cKGADV1bbKDRWVnpRhBi80D1dLb/X/977ZOA1SP6i+qWxF0S4D207bdiaiyW7AMQXW2tYWgS6n+oroRQTcFqC/tqZE6KkHQybx6CLomVVlUtyFoPQB9q5Qq+gQFP6GrVqVFdROCVgPQC+w8JZQ2Qe/rvPwgKE7VFtUtCLo9QJ/HPaRrbBUMUico+Aldo6ovqhsQdHOAvl145YBEqlupP4Of0FXqCorq5R96sCCYb6YAAAL4SURBVDlA/8RmSFQp1a3UsS87dJW6hqJ68cK1OUBPF3jwEwRBGkJR5aoBoBAEQVcpABSCIEgoABSCIEgoABSCIEgoABSCIEgoABSCIEgoABSCIEgoABSCIEgoABSCIEgoABSCIEgoABSCIEgoABSCIEgoABSCIEgoABSCIEgoABSqXk93Tn/xN0tH/vifXypNENQJAIWqFwXo3d0vfjd74MPdry+YLAgCQKH65QP07u7LmeNe7wBQ6LICQKHq9UTA+LBQBwVAoUsLAIWqFwXo6eO7u7tf/jF4HAAKXVoAKFS9PIB2mJxpxAOg0KUFgELVywdo14r/lXtpm/SvXg/p62JvKQTpCACFqhcD6KuZzOQGl7o2PQVo186PmPUEQZkCQKHqxQD64xdDnZMOzv/aA6jlJwgKlRUAClUvBtCfvukpeeboYHcv+mEl0wfaHdAjtmPqrwIBIUhJAChUvcIAfbVwPFc4+4qmAeirHac3lVUIKiMAFKpeYYA6nTHpAfTBURMD81BRAaBQ9VoGaPfWA+iZp3ai6LlyijY8VE4AKFS9pgAda5iv/liRAyjVzKx7CFIQAApVr5lReDLW7gGU+gAoVFQAKFS9pvNAOyiaiuZf/A3rAz0DFNCELiMAFKpe4ZVIT3aSJwOoeQtBxQWAQtVrsha+a8G7nlC7NGkE6GSUHoJKCQCFqtdkN6auAuoA2rXlvWlMrm6KaUxQWQGgUPUiAO3nLA3gfBgx+WT3EzET6Pve0S/HYzCRHiooABSqXmxH+skcJuMNw+9f+n9CBRQqKAAUql4+QO0A0YNx/pOx07OvnrKZTOAn9P+3b4coAMNAFAVVIfc/cSERXf0gUDHj1z61/yYB5fdmQOeD0snk+mbxu6DPuLFC4i4BBYgEFCASUIBIQAEiAQWIBBQgElCASEABIgEFiAQUIBJQgEhAASIBBYgEFCASUIBIQAEiAQWIBBQgElCASEABIgEFiAQUIBJQgEhAASIBBYgEFCASUIBIQAGiF+0GPJ3GPWHCAAAAAElFTkSuQmCC)
#plots all temps