library(ggplot2)
lines <-
"deposit sold returned
2.0 500.0 72.0
5.0 500.0 103.0
10.0 500.0 170.0
20.0 500.0 296.0
25.0 500.0 406.0
30.0 500.0 449.0"
con <- textConnection(lines)
bottles <- read.csv(con, sep="")
fit <- glm(formula = cbind(returned, sold - returned) ~ deposit, family = binomial,
data = bottles)
summary(fit)
##
## Call:
## glm(formula = cbind(returned, sold - returned) ~ deposit, family = binomial,
## data = bottles)
##
## Deviance Residuals:
## 1 2 3 4 5 6
## 0.1754 0.4330 0.5784 -2.9193 1.2710 1.2209
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -2.076565 0.084839 -24.48 <2e-16 ***
## deposit 0.135851 0.004772 28.47 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 1108.171 on 5 degrees of freedom
## Residual deviance: 12.181 on 4 degrees of freedom
## AIC: 53.419
##
## Number of Fisher Scoring iterations: 3
exp(confint(fit))
## Waiting for profiling to be done...
## 2.5 % 97.5 %
## (Intercept) 0.1059309 0.1477395
## deposit 1.1349710 1.1564067
logit <- function(x){log(x/(1-x))}
qplot(deposit, returned/sold, data=bottles)
![](data:image/png;base64,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)
qplot(deposit, logit(returned/sold), data=bottles)
![](data:image/png;base64,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)
bottles$linear.predictors <- fit$linear.predictors
qplot(deposit, linear.predictors, data=bottles)
![](data:image/png;base64,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)
ggplot(bottles, aes(deposit)) +
geom_point(aes(y=returned/sold)) +
geom_line(aes(y=plogis(linear.predictors), colour="Prediction"))
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAIAAAB7BESOAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdeZRU9Z3///e9t3aaXuhmEZBVQUEREEVBBbpRQASRRSBiHJN8k28yLplJcnImx5PMyWQmZpJDMkk8M2fym8zPqKyyisjaIIsijSCLKC0ISrNDN910163lLt8/LhLCDl3Vn6rq5+MPT30+dan7wqKr+lX31udqrusKAAAAAADIbLrqAAAAAAAA4Ooo8AAAAAAAZAEKPAAAAAAAWYACDwAAAABAFqDAAwAAAACQBSjwAAAAAABkAQo8AAAAAABZgAIPAAAAAEAWoMADAAAAAJAFKPAAAAAAAGQBCjwAAAAAAFmAAg8AAAAAQBagwAMAAAAAkAUo8AAAAAAAZAGf6gA5qK6uLpFIqE6BqygsLLQsq76+XnUQpEVeXl4oFBKR2traZDKpOg7SoqSkpKGhwTRN1UGQFoWFhT6fT0ROnTrluq7qOEg9wzCKiop4lc5hxcXFmqY5jlNdXa06i5SUlKiOAKQGR+ABAAAAAMgCFHgAAAAAALIABR4AAAAAgCxAgQcAAAAAIAtQ4AEAAAAAyAIUeAAAAAAAsgAFHgAAAACALECBBwAAAAAgC1DgAQAAAADIAhR4AAAAAACyAAUeAAAAAIAsQIEHAAAAACALUOABAAAAAMgCFHgAAAAAALIABR4AAAAAgCxAgQcAAAAAIAtQ4AEAAAAAyAIUeAAAAAAAsgAFHgAAAACALECBBwAAAAAgC1DgAQAAAADIAhR4AAAAAACyAAUeAAAAAIAsQIEHAAAAACALUOABAAAAAMgCFHgAAAAAALIABR4AAAAAgCxAgQcAAAAAIAtQ4AEAAAAAyAIUeAAAAAAAsgAFHgAAAACALOBTHQAAAABATqmsrKysrEwkEqFQqFevXl26dFGdCMgRFHgAAAAAqbF3794XX3xx8+bN52Y0TRs9evTLL7/ctm1bhcGA3MAp9AAAAABSYNeuXSNHjjy/vYuI67pLliwpKys7cOCAolxA7qDAAwAAAGisZDL57W9/u7a29pL3Hjt27Hvf+57ruk2cCsgxFHgAAAAAjbVixYrPPvvsChtUVFRUVFQ0WR4gJ1HgAQAAADTWhg0brrrN+vXrmyAJkMMo8AAAAAAa69ixY1fd5ujRo02QBMhhFHgAAAAAjZWXl3fVbVq2bNkESYAcRoEHAAAA0Fi9e/dOyTYAroACDwAAAKCxxowZEwwGr7BBYWHhww8/3GR5gJxEgQcAAADQWO3bt//xj398hQ3+5V/+JT8/v8nyADmJAg8AAAAgBZ5//vmXXnrJ7/dfMB8KhaZPnz5lyhQlqYBc4lMdAAAAAECOePHFF8eMGfPnP/95x44diUQiHA7379//G9/4RocOHVRHA3IBBR4AAABAynTr1u0Xv/hFcXGxpmmO41RXV6tOBOQOTqEHAAAAACALUOABAAAAAMgCFHgAAAAAALIABR4AAAAAgCxAgQcAAAAAIAtQ4AEAAAAAyAIUeAAAAAAAsgAFHgAAAACALECBBwAAAAAgC1DgAQAAAKSSZln2++vFcVQHAXKNT3UAAAAAALnCdX0f7witL7frz2gi2n0PqA4E5BQKPAAAAIAU0E+dDJUvNw7s84b2qmW+u+9VGwnIMRR4AAAAAI2imdHQmhW+3TvFdb0ZvXNX3+MTXX9AbTAgx1DgAQAAANwoxwlsqwi8t06Lmd6E2yIv9lBZwUPDNF13+Ro8kFIUeAAAAAA3wqj6MrjqHePEMW/oGkZi4APJewe5fr9omtpsQE6iwKeeYRh+v191ClyFpmm6rvNM5SpdP3uJDZ+PV7lcxuttDtO++tXf7/e7X52Ri1zivVDzKp29tNrT/hVv6599em7GuaVHcvgot1XJBU+q8hdqh7MAkEM03hRTzrIs3o0AAACQm6yktWaV/e5qSSa8Ca1VsW/sBP32O9TmupxoNBqJRFSnAFKDnpl6pmlalqU6Ba4iPz/fsqxoNKo6CNIiEokEg0EROXPmDD+PuaqoqCgajcbjcdVBkBYtW7b0Pg0/ffo0BxtykmEY+fn5vEpnHd+nH/vfXaXVVHtD1x9IPlRq9b9XDENqas7fsrCwUNM0x3Fqa2tVJP0rx3Eo8MgZFPjUc13Xtm3VKXAVruvyTOWwc7/uO47Ds5zD+CluDmzbpsDnMF6ls4h+8kRozXLjwOdnx5pm9boz9mCZ27KliMjln0eeYiCFKPAAAAAALkuLxwMb1gS2f3iupdut28TLRtk3d1YbDGiGKPAAAAAALsV1fR/vCK1brTXUn50Ih+MPliXv7CtfrRcLoClR4AEAAABcSD98KLT6HePo4a/GeqLvgMSgIW44rDQX0KxR4AEAAAD8lRZtCK1d6du9U75agcLucHO8bKTd9ia1wQBQ4AEAAACIiIjjBLZVBN5bp8VMb8LNL4gPfTjZ43bRNLXRAAgFHgAAAICIGPv3hcqX69UnvaFrGImBDyTvHeT6/WqDATiHAg8AAAA0a1rt6dDqZb59ledmrG63xEtHOkWtFKYCcDEKPAAAANBMabbl37QxsPk9zUp6M05BYbxspNW9h9pgAC6JAg8AAAA0R/49uwPrVuuna7yhGwgkHhiW6DtADENtMACXQ4EHAAAAmhf95PFQ+XLji/1nx5pm9boz9mCZ27Kl0lwAroICDwAAADQXWjwe2LAmsP1DsW1vxm7dJl42yr65s9pgAK4FBR4AAABoBlzXv2NbcONaraH+7EQ4HBv6iNW7D5eIA7IFBR4AAADIcfrhqtDqZcbRw1+N9UTfAYlBQ9xwWGkuANeHAg8AAADkLC3aEFq70rd7p7iuN2N3uDk+fJTdpp3aYABuAAUeAAAAyEWOE9hWEXjvXS0W8ybc/IL40IeTPW7nnHkgS1HgAQAAgFzjO7AvuHq5Xn3SG7qGkRj4QPLeQa7frzYYgMagwAMAAAC5Q6+rDa56x7ev8tyM1e3WeOkIp6iVwlQAUoICDwAAAOQCzbb8mzYGNr+nWUlvxikuiZWOtLt0UxsMQKpQ4AEAAICs59u1PbRxrVZX6w3dQCDxwLBE3wFiGGqDAUghCjwAAACQxfSTx0Orlxtf7j871jSr152xh8rcvJZKcwFIPQo8AAAAkJW0eDywYU1g+4di296M3bptfPhIu2NntcEApAkFHgAAAMg2ruvfsS24ca3WUH92IhyJDX3Y6t2HS8QBOYwCDwAAAGQT/XBVaPUy4+jhr8Z6ou+AxKAhbjisNBeAtKPAAwAAANlBizaE1q707d4pruvN2B1ujg9/1G7TVm0wAE2DAg8AAABkPNsObNkU2LxRi8W8CTe/IDZ8lNW9h9pcAJoSBR4AAADIaL4D+4Krl+nVp7yhaxiJgQ8kBw5yfX61wQA0MQo8AAAAkKH0utrgqnd8+yrPzVjde8RLH3EKWylMBUAVCjwAAACQcTTb8m/aGNi8UbMsb8YpLomVjrS7dFMbDIBCFHgAAAAgs/h2bQ9tWKOdqfOGbiCQeGBYou8AMQy1wQCoRYEHAAAAMoV+4niofLnx5f6zY02zet0Ze6jMzWupNBeAjECBBwAAANTT4rHAhrWB7R+KbXszduu28eEj7Y6d1QYDkDko8AAAAIBSrhvYujn4/noxo2cnwpHY0Iet3n1E09RGA5BRKPAAAACAMvqhg6HVy4xjR74a64m+AxKDh7ihsNJcADIRBR4AAABQQIs2hNau9O3eKa7rzdgdO8XLRtlt2qoNBiBjUeABAACApmXbgS2bAps3arGYN+HmF8SGj7K691CbC0CGo8ADAAAATce3f1+wfJlefcobuoYvMXBwcuAg1+dXGwxA5qPAAwAAAE1Brz0dXL3Mt6/y3IzVvUe89BGnsJXCVACyCAUeAAAASC8tmQi8v97/4QeaZXkzTknr2LARdpduaoMByC4UeAAAACCNfLu2hzas0c7UeUM3GEwMHproO0AMQ20wAFmHAg8AAACkhX7ieKh8mfHlgbNjTbN63RkbMtxtkacyFoCsRYEHAAAAUkyLxwIb1gY+2iKO48047TvEykbZ7dqrDQYgq1HgAQAAgNRx3cDWzcH314sZPTsRjsSGPmz17iOapjYagGxHgQcAAABSwzhcFVz1jnHsyNmxrif6DkgMHuKGwkpzAcgRFHgAAACgsbRoQ2jtSt/uneK63ozdsVN8+Ci7dVu1wQDkEgo8AAAA0Ai2Hdi0IVDxvpZMeBNuQWGsbKTVvYfaXAByDwUeAAAAuEG+/XuDq5frNae8oWv4EgMHJwcOcn1+tcEA5CQKPAAAAHDd9NrTwdXLfPsqz80ke/ZKPFTmFBYpTAUgt1HgAQAAgOugJROB99f7P/xAsyxvxilpHSsdaXfuqjYYgJxHgQcAAACulW/X9tCGNdqZOm/oBoOJwUMTfQeIYagNBqA5oMADAAAAV2ecPB5ctcw4eODsWNOsXnfGhgx3W+SpjAWgOaHAAwAAAFeixWOBDWsDH20Rx/FmnPYdYmWj7Hbt1QYD0NxQ4AEAAIDLcJzAtorg++vFjHoTbqRFbMhwq3cf0TS10QA0QxR4AAAA4BKMw1XBVe8Yx46cHet6ou+AxOChbiikNBeA5osCDwAAAPwNraE+9O4q3+6d4rrejN21e6x0hNOqRG0wAM0cBR4AAAA4S7Nt/6YNgYr3tGTSm3ELCmNlI63uPdQGAwChwAMAAAAe3+d7g+XL9ZpT3tA1fImBg5MDB7k+v9pgAOChwAMAAKDpOI6zbt26Dz/80HVd13X79u07dOhQv19xQ9ZrTwdXL/Ptqzw3k+zZK/FQmVNYpDAVAFyAAg8AAIAmsmPHju985zt79+49f7Jjx46vvPLKoEGDlETSkonAuvLA9g/Ftr0Zp6RNrHSE3bmrkjwAcAUUeAAAADSFbdu2PfHEEw0NDRfMV1VVTZo0acaMGUOGDGnSQK7r+3hHaEO5dubM2YlgMDF4aKLvADGMJk0CANeGAg8AAIC0syzrueeeu7i9exKJxPPPP79p06ZIJNI0eYyTx4OrlhkHD5wda1qyT7/44KFui7ymCQAAN4ACDwAAgLRbv359ZWXlFTY4cuTI0qVLJ06cmO4kmmkG16/27/xIHMebcdp3jJWNtNu1T/euAaCRKPAAAABIu82bN191m02bNqW3wDtOYFtF4P11mml6E26kRWzIcKt3H9G0NO4XAFKEAg8AAIC0O3XqVEq2uWHGoYPB1cuMY0fOjnU90XdAYvBQNxRK304BILUo8AAAAEi7goKClGxzA7SG+tC7q3y7d4rrejNWl+7xspFOq+J07A4A0ocCDwAAgLTr16/fVbfp379/aneq2bZ/04ZAxXtaMunNOPkF8eGjrO49UrsjAGgaFHgAAACkXWlpafv27Q8fPny5DQoKCh577LEU7tH3+d5g+TK9ptobuoYvMXBwcuBg18cvwACyFa9fAAAASLtQKDR9+vRp06ZZlnXxvZqm/fKXv2zVqlVK9qXXng6uXubb99dF763efWIPDHPz03KKPgA0GQo8AAAAmkJZWdnrr7/+wgsvHD9+/Pz5oqKiX//6148//njjd6ElEoH15YHtH4ptezNOSZtY2Qi7U9fGPzgAKEeBBwAAQBMpKyurqKh48803KyoqbNvWNK1fv36TJk1KwfJ1ruv7eEdoQ7l25szZiWAoMXhIou8AMYzGPjgAZAYKPAAAAJpOJBL5+te//uyzzxYVFdXW1ia/Wl6uMYwTx4Or3zEOfnF2rGnJPv3ig4e6LfIa/+AAkDko8AAAAMhWmmkG16/27/xIHMebcTrcHCsdYbdrrzYYAKQDBR4AAABZyHEC2yoC76/TTNObcCMtYkOGW737iKapjQYAaUKBBwAAQJYxDh0MrnrHOH70q7GRGHBf4t7BbiikNBcApBcFHgAAAFlDq6sNrl3pr/xEXNebsbp2j5eOdFoVqw0GAE2AAg8AAIAsoNm2f9OGQMV72lfr3jn5BfHho6zuPdQGA4AmQ4EHAABApvN9/lmwfLleU+0NXZ8vce/g5MDBro/fZgE0I7zkAQAAIHPpp2uC5ct9+yrPzVi9+8QeLHVb5itMBQBKUOABAACQibREIrC+PLD9Q7Ftb8Zp3SZWOtLu1EVpLgBQhgIPAACADOO6vo93hNaXa/Vnzk4EQ4nBQxL97hFdVxsNABSiwAMAACCDGCeOB1ctNaq+PDvWtES/e+KDHpJwRGkuAFCPAg8AAICMoJnR0JoVvt07z10izulwc6xspN32JrXBACBDUOABAACgmuMEtlUE3l+nmaY34UZaxIYMt3r3EU1TGw0AMgcFHgAAACoZhw4GV71jHD/61dhIDLgvce9gNxRSmgsAMg4FHgAAAGpodbWhlUv9lZ+cO2fe6to9XjbSKSpWGwwAMhMFHgAAAE3OceyN6wIr3tZiX50zn9cyNqTMuv1OzpkHgMuhwAMAAKBJaaYZWjjbqvrybFP3zpm/70E3EFAbDAAyHAUeAAAATUevqQ6/OUM/Xe0NrW63xEtHcM48AFwLCjwAAACaiFH1ZWThHDGjIiKBYPKxJ2Lde6gOBQBZgwIPAACApuD/aEto9TJxHBFxCwqD3/xuLBSRZFJ1LgDIGhR4AAAApJnrBsuXB7Zu9kZ2u/aJSU+F2t4ktbVqcwFAdqHAAwAAII00ywq+vcBf+Yk3TN7WO/7o43ogqDYVAGQjCjwAAADSRYs2RBbM1g9XecP4oCGJQQ9xoTgAuDEUeAAAAKSFXn0y/OYMvfa0iIiuxx5+NNmnv+pQAJDFKPAAAABIPePgF+FFczTTFBE3GDTHTLS7dlcdCgCyGwUeAAAAKebbvSO07C3NtkXEzS8wJ0y1S9qoDgUAWY8CDwAAgNRx3cB764LvrxPXFRG77U3m+CluXkvVsQAgF1DgAQAAkCK2HVqxxL9ruzeyuveIjRnv+gNqQwFAzqDAAwAAIAW0WCy8aK7x5X5vmOx3T6x0hOi62lQAkEso8AAAAGgsvaY6PG+GXlMtIqJp8WGPJO4eqDoUAOQaCjwAAAAaxTh0MLJgtphREXF9/tjoJ6wet6kOBQA5iAIPAACAG+f/9OPg0kViWyLiRlqY46fYN3VQHQoAchMFHgAAADcosPHdcwvOO8Ul5oSvOQWFqkMBQM6iwAMAAOD62XZo1VL/jm1nR526mI9PckNhtaEAILdR4AEAAHB9tHg8/Nabxv593jB5192x4aNYcB4A0o0CDwAAgOug1dWG5800Th4XYcF5AGhSFHgAAABcK+PYkfC8mVpDvYi4hi8+elyyZy/VoQCguaDAAwAA4Jr49lWG3pqvJRMi4oYj0ScmOx1uVh0KAJoRCjwAAACuzr91c2jNCnEcEXFaFZsTvuYUFqkOBQDNCwUeAAAAV+S6wfLlga2bvZHdsZM5brIbZsF5AGhqFHgAAABclmYlQ0sW+D771Bsme90ZHznWNQy1qQCgeaLAAwAA4NK0hvrw/FnG0cPeMD5oSGLQQ6JpalMBQLNFgQcAAMAlGMePhefP0M6cERExjNgjo5N39FUdCgCaNQo8AAAALuTbvze0+E0tkRARNxQyx06yO3dVHQoAmjsKPAAAAP6G/6MtodXLvAXn3YLC6PgpTkkb1aEAABR4AAAAnHPBgvPt2pvjp7gt8tSGAgB4KPAAAAAQEdEsK/j2An/lJ97QuqVn7LHxrt+vNhUA4BwKPAAAAEQzo5H5s/TDVd6QBecBIANR4AEAAJo7vfpUeN4M/XSNiIiuxx5+NNmnv+pQAIALZVOBr62tnTlz5ubNm0+fPl1cXHz//fdPmTIlEomk6vFN02xoaLjkXUVFRYZhpGpHAAAAmcM4+EV40RzNNEXEDQZjYydaXbqrDgUAuISsKfCnTp360Y9+dPLkSREJhULHjh1buHDhli1b/v3f/z0v70oLqzz11FNnvOuXXsb06dNvueUWEZk/f/7s2bMvuc0f/vCHzp07NyI+AABAJvLt3hFa9pZm2yLi5heY46farVlwHgAylK46wLV65ZVXTp482a1bt1deeWX27Nm//e1v27RpU1VV9T//8z+NfGRdP/s/4fDhw42OCQAAkDUCG98NL13ktXe77U0NT32D9g4AmSw7jsB/8cUXW7ZsCQQC//RP/9S2bVsR6d69+09+8pPvf//7a9euffrpp1u1anW5P/uHP/zBcZyL5ysrK19++eUBAwZ07drVmzly5IhwsB0AADQHth1ascS/a7s3srr3iI0Z7/oDakMBAK4sOwr8Bx98ICJ9+vTx2runW7du3bp1+/zzz7du3Tp8+PDL/dlLdvtEIvHaa6/l5+c///zzmqaJiOu6R44c0TStffv2afgbAAAAZAotFgsvmmt8ud8bJvvdEysdIXrWnJgJAM1WdrxS79u3T0T69et3wXz//v1F5LPPPrveB3z99dcPHTr0wgsvFBUVeTP19fUNDQ3t2rXzc7FTAACQu/S62sjM/z3b3jUtXjoiNnwU7R0AskJ2HIGvqakRkYuPjd90000icvr06et6tMrKykWLFj344IP33nvvuUnv/PmOHTtu2LBhzZo1R48ebd26ddeuXceMGXOF8/MBAACyiHHoYHjBrLMLzvv8sdFPWD1uUx0KAHCtsqPA19bWikiLFi0umPfWn/fuvUau6/7v//6vpmlPPfXU+fPeCnZbt26tqKjwZg4ePLh169bly5e/8MIL991338UP5TjOM888c/H8888/750agExmGIau64WFhaqDIC3OLU6Zl5fnuq7aMEifcDgcDAZVp0BanLt6a0FBgdokucTdsc2ZN0uspIhoeS2Np7+Z17GTqjDedxh5lc5h3lOcCb9uxWIxtQGAFMqmAn/x5eJuoMBv3br1448/HjFixAXH870j8LZtP/HEE8OGDWvTps3+/fv/8pe/fPLJJ9OnT//P//zP4uLiix/tk08+uXgyGo36fNnxP7aZ0zRN54zBXHeuAyAn6brOT3HO4y01VayV7zirl4nriojWpq3/2f+rtbrE7zZNjFfp5kD5TzHvFMgl2fGv+cofzSaTyWt/nNdee83v90+ePPmCu4qKih588MHnnnvu2Wef7dKlSyQS6d2797/927917tw5FovNnDnzBqMDAACoZdvWvJn2qne89q53vzXwvX/IhPYOALhe2fGpdmFhoWmaDQ0NF8zX19eLyLmF6K7qww8//Pzzz4cOHVpSUnLBXSNHjhw5cuQFk4ZhTJgwYfr06Xv27Ln40XRd37Jly8XzdXV1J0+evMZIUKWwsNCyLO+fEHJPXl5eKBQSkdra2mv/jA/ZpaSkpKGhwTRN1UGQFoWFhd5Ru1OnTnGKdWNo8Xj4rTeN/fu8odX7LnPEY9IQlYao2mCGYRQVFfEqncOKi4s1TXMcp7q6WnUWiUQiqiMAqZE1Bf7IkSMXF3hv5toL/PLly0WktLT02nftXSW+qqrKtm3O8gIAAFlEq6sNz5tpnDwuIqJp8WGPJO4eqDoUAODGZU2Bl6++pn6+Y8eOnbv3qmpqaioqKkpKSvr06XPtu/aWRwqFQnx5BgAAZBHj2JHwvJlaQ72IuIYvPnpcsmcv1aEAAI2SHaW0e/fuIrJ9+/YL5j/66KNz917VqlWrHMcZOnToxVU8Fos999xzzz33XDR64elkVVVVInLzzTd7C2kCAABkPt++yvDMV8+293DEnPJ12jsA5IDsKPADBw4Uke3bt5+/4PzRo0crKysNwzj/cu5XsHHjRhG5++67L74rFAoVFRV9+eWXK1asuOCuJUuWiMhdd911w+EBAACakn/r5vDCOVoyISJOq+LotG/a7TuqDgUASIHsKPCdO3ceMGCAaZq/+c1vvIPktbW1L7/8suu6ZWVl538Hfu7cuTNnzvz4448veITTp09//vnnhmHceuutl9zFqFGjROQvf/nLqlWrbNsWkZqamj/84Q9bt24tLi6eMGFCuv5uAAAAqeK6wdXLQquXieOIiN2xU/Rr33AKr3W1IABAhsuO78CLyN///d//8Ic/3L59+1NPPdWhQ4eDBw+6rtupU6dvfOMb5282d+7cWCym63rv3r3Pnz93sn0gELjk4w8aNGjMmDFvvfXW73//+1deeSUSiZw5c0ZEWrVq9cMf/tBbzhoAACBjaVYy9PYCX+Wn3jB5+53xUWNdluAFgBySNQW+uLj4d7/73YwZMzZv3nzo0KHWrVs/8MADkydPDofD1/LHvQLfq9eVvv31rW9966677lq8ePGhQ4caGhp69Ohx2223TZ48uWXLlqn5OwAAAKSHFm0Iz59lHDnkDeODhiQGPSSs4AMAuUXj2qopV1dXl0gkVKfAVXAd+NzGdeCbA64Dn9u4Dvx10U+eCM+bodfViogYRuyR0ck7+qoOdRVcBz7nZdR14EtKSlRHAFIja47AAwAA4GK+/XtDi9/UEgkRcUMhc+wku3NX1aEAAGlBgQcAAMhW/o+2nFuyzi0ojI6f4pS0UR0KAJAuFHgAAIAs5LrB8uWBrZu9kd2uvTl+itsiT20oAEBaUeABAACyjGZZwbcX+Cs/8YbWLT1jj413/X61qQAA6UaBBwAAyCaaGY0smK0fOugNWXAeAJoPCjwAAEDW0KtPhefN0E/XiIjoemz4o8m7+qsOBQBoIhR4AACA7GAc/CK8aI5mmiLiBoOxsROtLt1VhwIANB0KPAAAQBbw7d4ZWrZYs20RcfMLzPFT7dYsOA8AzQsFHgAAINMFNr4bfH+duK6I2G3amROmunktVYcCADQ1CjwAAEAGs+3QiiX+Xdu9kdXt1tjYCa4/oDYUAEAJCjwAAECG0mKx8OK5xhf7vWGy3z2x0hGi62pTAQBUocADAABkIr2uNjxvhn7yhIiIpsWHPZK4e6DqUAAAlSjwAAAAGcc4ejg8f5bWUC8irs8fGz3O6nG76lAAAMUo8AAAAJnF/+nHwaWLNNsSETfSIvrEFKd9B9WhAADqUeABAAAyyPkLzjvFJeaEr5/5ox0AACAASURBVDkFhapDAQAyAgUeAAAgMzhOaOXb/h3bvJHdqYv5+CQ3FFYbCgCQOSjwAAAA6mnxePitN439+7yh1fsuc8RjYhhqUwEAMgoFHgAAQDGtrjY8b6Zx8rgIC84DAC6LAg8AAKCScexIeP4srf6MiLiGLz56XLJnL9WhAACZiAIPAACgjG9fZeit+VoyISJuOGKOn2K376g6FAAgQ1HgAQAA1PBv3Rxas0IcR0ScomJz4lSnsJXqUACAzEWBBwAAaHKuGyxfHti62RvZHTtFxz0p4YjaUACADEeBBwAAaFKalQy9vcBX+ak3TN5+Z3zUWBacBwBcFQUeAACg6WjRhvD8WcaRQ94wPmhIYtBDomlqUwEAsgIFHgAAoInoJ0+E58/Ua0+LiBhG7OHRyTv7qg4FAMgaFHgAAICmYHy5P7xorhaLiYgbDJljJ9pduqkOBQDIJhR4AACAtPNv/zC06h1vwXm3oDA6fopT0kZ1KABAlqHAAwAApNMFC863a2+On+K2yFMbCgCQjSjwAAAA6aJZVnDpQv+e3d7QuqVn7LHxrt+vNhUAIEtR4AEAANJCM6ORBbP1Qwe9YWLg4PgDw0TX1aYCAGQvCjwAAEDq6dWnwvNm6KdrRER0PTb80eRd/VWHAgBkNwo8AABAihlVX4QXztFMU0TcYDA2dqLVpbvqUACArEeBBwAASCXf7p2hZYs12xYRN7/AHD/Vbs2C8wCAFKDAAwAApExg47vB99eJ64qI3aadOWGqm9dSdSgAQI6gwAMAAKSCbYdWLPHv2u6NrG63xsZOcP0BtaEAALmEAg8AANBYWiwWXjzX+GK/N0z2uydWOoIF5wEAqUWBBwAAaBS9rjY8b6Z+8riIiKbFhz2SuHug6lAAgBxEgQcAALhxxtHD4fmztIZ6EXF9/tjocVaP21WHAgDkJgo8AADADfJ/+nFw6SLNtkTEjbSIPjHFad9BdSgAQM6iwAMAANyI8xecd4pLzAlfcwoKVYcCAOQyCjwAAMB1cpzQyqX+HVu9kd2pi/n4JDcUVhsKAJDzKPAAAADXQYvHw2+9aezf5w2t3neZIx4Tw1CbCgDQHFDgAQAArpVWVxueN9M4t+D8g6WJeweJpqnOBQBoFijwAAAA18Q4diQ8f5ZWf0ZEXMMXHz0u2bOX6lAAgGaEAg8AAHB1vn2Vobfma8mEiLjhiDl+it2+o+pQAIDmhQIPAABwFf5tFaHy5eI4IuIUFZsTpzqFrVSHAgA0OxR4AACAy3PdYPnywNbN3sju2Ck67kkJR9SGAgA0TxR4AACAS9OsZOjtBb7KT71h8vY746PGsuA8AEAVCjwAAMAlaNGG8PxZxpFD3jA+aEhi0EMsOA8AUIgCDwAAcCH91MnwvBl67WkREcOIPTw6eWdf1aEAAM0dBR4AAOBvGF8eCC+aq8VMEXGDIXPsRLtLN9WhAACgwAMAAJzHv/3D0Kp3vAXn3YLC6BNTnNZtVIcCAECEAg8AAHDWBQvOt2tvjp/itshTGwoAgHMo8AAAAKJZVnDpQv+e3d7QuqVn7LHxrt+vNhUAAOejwAMAgOZOM6ORBbP1Qwe9YaL/vfFhj4iuq00FAMAFKPAAAKBZ06tPhefN0E/XiIjoemz4o8m7+qsOBQDAJVDgAQBA82VUfRFeOEczvQXng7GxE60u3VWHAgDg0ijwAACgmfLt3hlatlizbRFx8wvM8VNtFpwHAGQwCjwAAGiOAhvfDb6/TlxXROw27cwJU928lqpDAQBwJRR4AADQzNh2aMXb/l0feSOr262xsRNcf0BtKAAArooCDwAAmhEtFgsvnmt8sd8bJvvdEysdwYLzAICsQIEHAADNhV5XG543Uz95XERE0+LDHkncPVB1KAAArhUFHgAANAvG0cPh+bO0hnoRcX2++Ognkj1uVx0KAIDrQIEHAAC5z//px8GlizTbEhE30iL6xBSnfQfVoQAAuD4UeAAAkOPOX3DeKS4xJ3zNKShUHQoAgOtGgQcAALnLcUIrl/p3bPVG9s1dzHGT3FBYbSgAAG4MBR4AAOQmLR4PLX7Td2CfN7R632WOeEwMQ20qAABuGAUeAADkIK2uNjx/pnHiqwXnHyxN3DtINE11LgAAbhwFHgAA5Brj2JHw/Fla/RkRcQ1ffPS4ZM9eqkMBANBYFHgAAJBTfPsqQ2/N15IJEXHDYXP8VLt9R9WhAABIAQo8AADIHf5tFaHy5eI4IuIUFZsTpzqFrVSHAgAgNSjwAAAgJ7husHx5YOtmb2R37BQd96SEI2pDAQCQQhR4AACQ9TQrGXp7ga/yU2+YvP3O+KixLDgPAMgxFHgAAJDdtGhDeP4s48ghbxgfNCQx6CEWnAcA5B4KPAAAyGL6qZPheTP02tMiIoYRe3h08s6+qkMBAJAWFHgAAJCtjC8PhBfN1WKmiLjBkDl2ot2lm+pQAACkCwUeAABkJf/2D0Or3vEWnHcLCqNPTHFat1EdCgCANKLAAwCAbHPBgvPt2pvjp7gt8tSGAgAg3SjwAAAgm2i2FXx7oX/Pbm9o3dIz9th41+9XmwoAgCZAgQcAAFlDM6Ph+bOMw1XeMNH/3viwR0TX1aYCAKBpUOABAEB20KtPhefN0E/XiIjoemz4o8m7+qsOBQBA06HAAwCALGBUfRFeOEczTRFxA4HY2ElW1+6qQwEA0KQo8AAAINP5P9kZfGexZtsi4rbMNyd8zWbBeQBA80OBBwAAGS2w8d3g++vEdUXEbtPOHD/VbdlSdSgAABSgwAMAgExl26F3Fvt2bvNGVrdbY2MnuP6A2lAAAKhCgQcAABnJNJOv/49vb6U3Sva7J1Y6ggXnAQDNGQUeAABkHPdMXeIv/5/rXS5O0+L3P5QY9JBomupcAACoRIEHAAAZxow6c1+XY0dFRAzDfOQx6467VGcCAEA9CjwAAMggWjwWnvvG2fYejpjjJlkdO6sOBQBARqDAAwCATKElEuG5bxjHjoiI1jLf/39frNd0b/15AADASjAAACAjaMlkeO7rxpFDIqJFWvi/9T2tpLXqUAAAZBAKPAAAUE+zrfDC2cbhKhFxAwH9mf+jtWuvOhQAAJmFAg8AAFRznNDiecaBz0XE9fvNSdOkYyfVmQAAyDgUeAAAoJTjhN6a59u7R0Rcw2eOm2y376g6EwAAmYgCDwAA1HHd0PK3/JWfiIjoemzsBLtLN9WZAADIUBR4AACgTLB8mX/XdhERXY+NmWDd0lN1IgAAMhcFHgAAqBHYuDawtUJERNNiI8Yke9yuOhEAABmNAg8AABQIfLAh+N4673a8dETyjrvU5gEAIPNR4AEAQFMLbNkUXFfu3U4MHprof6/aPAAAZAUKPAAAaFL+HduCa1d6txMDH4gPekhtHgAAsgUFHgAANB3/px+HVr4trisiiQH3xR8qVZ0IAICsQYEHAABNxLevMrR0oTiOiCT79IsPfVh1IgAAsgkFHgAANAXfgX3hRXPFtkUkeVvv2MOjRdNUhwIAIJtQ4AEAQNoZVV+GFszx2rvVvUfs0XGi80sIAADXh/dOAACQXsaxI+H5szQrKSJWl+7m45PEMFSHAgAg+1DgAQBAGuknj4fnvq7FYyJid+wUe+JJ2jsAADeGAg8AANJFrz4Vmf2aZpoiYre9yRw/xfX5VYcCACBbUeABAEBaaLWnI3Nf16INIuKUtDYnTXODIdWhAADIYhR4AACQelpDfWTu61pdrYg4hUXRSdPccFh1KAAAshsFHgAApJoZDc95Xa+pFhG3oDA6+etuXkvVmQAAyHo+1QEAAEBO0WKx8JzXjJPHRcRtkRedNM3NL1AdCgCAXMAReAAAkDJaMhGeN8M4fkxEJBwxn5zmFLVSHQoAgBzBEXgAAJAamm2FF84xDleJiBsImBOm2iVtVIcCACB3cAQeAACkgm2HFs8zDnwuIq7fb06aZt/UQXUmAAByCgUeAAA0muOElsz37d0jIq7hM8dNttt3VJ0JAIBcQ4EHAACN47qh5W/5Kz8REdH12NgJdpduqjMBAJCDKPAAAKBRguXL/Lu2i4homjnqceuWnqoTAQCQmyjwAADgxgU2rA1srRAR0bTYyDFWrztVJwIAIGdpruuqzpBrksmkz8fy/plO0zQR4d9/rvKeX+EpzmmaxluYevbalfayJd5tY8x4Y/CQVD0yP8XNAT/FuS1zfopN04xEImozAKlCz0w9y7ISiYTqFLiKcDjsOE48HlcdBGkRDAa9z9Hi8bht26rjIC1atGiRTCaTyaTqIM2XvmmDvuJt77YzZLjV7x6JRlP14OFwWNd1ETFNU/lv/0gHXdfD4TCv0jmsRYsWIuK6bjR1rww3xrIstQGAFKLAp14ymaTAZ75gMGhZlmmaqoMgLQzDOFfgKXi5yivw/BSr4t+xLbRyqXc7MXBw/N5BktLnIhgMUuBzm2EYXoHnVTpXRSIR7yQLXqiBFOI78AAA4Pr4P/04tPJtcV0RSfa7J/5gqepEAAA0CxR4AABwHXz7KkNLF4rjiEiyT79Y2Uj56puuAAAgrSjwAADgWvn27wsvmiu2LSLJ23rHHh5NewcAoMlQ4AEAwDUxqr4MLZzjtXere4/Yo+NE5xcJAACaDu+7AADg6oyjh8PzZ2lWUkTsTl1iYyeKYagOBQBA80KBBwAAV6GfPB5+8w0tHhMRu2Mnc8JU18eFbAAAaGoUeAAAcCV69anI7Nc00xQRu+1N5vgprs+vOhQAAM0RBR4AAFyWXlcbmfu6Fm0QEaektTlpmhsMqQ4FAEAzRYEHAACXpjXUh2e/ptXViohTWBSdNM0Nh1WHAgCg+aLAAwCASzGj4Tmv66erRcQtKIxO/rqb11J1JgAAmjVWoAEAABfSYmZ4zmvGyeMi4rbIi06a5uYXqA4FAEBzR4EHAAB/Q0smIvNn6cePiYiEI+aT05yiVqpDAQAACjwAADiPZlvhhXP0QwdFxA0EzAlT7ZI2qkMBAAARvgMPAAD+yrZDi+cZBz4XEdfvNydNs2/qoDoTAAA4iwIPAABERMRxQkvm+/buERHXMMxxk+32HVVnAgAAf0WBBwAAIq4bWv6Wv/ITERFdj42ZYHfppjoTAAD4GxR4AAAgwfJl/l3bRUQ0zRw11rr1NtWJAADAhSjwAAA0d4ENawJbK0RENC02cozVq4/qRAAA4BIo8AAANGuBTRuC76/3bsdLRyTv6Ks2DwAAuBwKPAAAzVdgy6bg+nLvdmLw0ET/e9XmAQAAV0CBBwCgmfLv2Bpcu9K7nRg4OD7oIbV5AADAlVHgAQBojvyffhxauVRcV0SS/e6JP1iqOhEAALgKCjwAAM2Ob19laOlCcRwRSfbpFysbKZqmOhQAALgKX2P+8EsvvdTI3f/iF79o5CMAAIDr4tu/L7xorti2iCRv6x17eDTtHQCArNCoAv+v//qvjdw9BR4AgKZkVH0RWjjHa+9W9x6xR8eJzul4AABkh0YV+OLi4kvO19XVJZPJc0PDMAzDSCQS52buuOOO3r17N2bXAADgehlHD4fnz9KspIjYnbrExk4Uw1Ad6hJc162srDxy5EhRUdFNN93k9/tVJwIAICM06kP3k5fy3//934ZhiEj//v1nzZq1f//+WCwWjUa//PLLBQsW3H///SKyd+/eyZMnz5o1KzV/CQAAcDX6yePhN9/Q4nERsTt2MidMdX2N+hw/HRKJxO9+9zvvg/7hw4fffffd3bp1+/73v3/ixAnV0QAAUE9zXTeFD/fpp5/27ds3Ho//6Ec/+tWvfqVd9J0613X/+Z//+ec//3k4HN6yZUuvXr1SuPcMUVdXd/7pBshMhYWFlmXV19erDoK0yMvLC4VCIlJbW3v+CUHIJSUlJQ0NDaZpqg6SHfTqU5GZ/78WbRARu+1N5uSn3WBIdagLNTQ0TJo0qaKi4uK7WrduvWTJkm7dujV9KqSJYRhFRUW8Suew4uJiTdMcx6murladRUpKSlRHAFIjxV97+81vfhOPxwcPHvzyyy9f3N5FRNO0n/3sZw8++KBpmr/+9a9Tu3cAAHAxva42Mvd1r707Ja3NSdMysL2LyE9/+tNLtncROXHixLPPPmvbdhNHAgAgo6S4wK9cuVJEHn30Uf3yK+Louj5q1KhzGwMAgPTRGurDs1/T6mpFxCkojE6a5obDqkNdwokTJ2bMmHGFDXbv3r1kyZImywMAQAZKcYE/cuSIiLRr1+7Km7Vu3VpEjh8/ntq9AwCAv2FGI3Nf109Xi4hbUBid8oyb11J1pktbs2aNZVlX3mbFihVNEwYAgMyU4gKfn58vIlu2bLnyZt4Jcq1atUrt3gEAwDlazIzMeU0/cVxE3BZ50UnT3PwC1aEuq6qqKiXbAACQw1Jc4Pv16yciM2fO/Oyzzy63TWVlpbf+fP/+/VO7dwAA4NGSicj8WcbxYyIi4Yj55DSnKKM/N/ddw5L4gUCgCZIAAJCxUlzg/+7v/k5ETp8+PWbMmE2bNl28waZNm8aMGVNXV3duYwAAkFqabYUXztEPHRQRNxCITphql7RRHeoqrmWF+e7duzdBEgAAMlaKLwA7derUV199deXKlXv27Ln//vuHDx8+cOBA7+123759H3zwwapVq7wtH3300UmTJqV27wAAQGw7tHieceBzEXH9fnPSNPumDqozXd2wYcNatmx55syZK2wzZsyYJssDAEAGSnGB13V9/vz506ZNW7RokYisWrXqXGM/38SJE1999dVLXmcOAADcOMcJLZnv27tHRFzDMMc9abfvqDrTNWnRosWPf/zjl1566XIbjBw5cvDgwU0ZCQCATJPiU+hFJC8vb8GCBYsXLx45cmT4by9Uk5+fP27cuOXLl8+dOzcSiaR81wAANGuuG17+lr/yExERXY+NmWB3yaZzzr/zne+8+OKLl/x8f+jQof/1X//V9JEAAMgomuu66Xv0ZDJ54MCBmpoan8/XqlWrTp06XeH68Dmjrq4ukUioToGrKCwstCyrvr5edRCkRV5eXigUEpHa2tpkMqk6DtKipKSkoaHBNE3VQTJIaPUy/9bNIiKaZj76uNWrj+pEN6KiouJPf/rT6tWr6+rqfD7f/fff//TTT48bN44T93KMYRhFRUW8Suew4uJiTdMcx6murladRUpKSlRHAFIjxafQX8Dv9996661p3QUAABCRwPryc+09NnJMlrZ3EbnnnnvuueeewsJCb136U6dOpfVgAwAAWST3j4cDAJDzAps2BDdt8G7HS0ck7+irNg8AAEiHRh2B/+Mf/9jI3T/33HONfAQAAJq5QMX7wfXl3u3E4CGJ/veqzQMAANKkUQX++eefb+TuKfAAADSGf8fW4LtnL/iSGDg4PmiI2jwAACB9OIUeAIBs5f9kV2jlUnFdEUn2uyf+YKnqRAAAII0adQSeRWUAAFDFt68y9M4icRwRSfbpFysbKazTDgBATuMIPAAA2ce3f1940VyxbRFJ3tY79vBo2jsAADmPAg8AQJYxqr4ILZzjtXere4/Yo+NE5w0dAIDcl67rwNfW1r7xxhtr1qzZuXNnTU2NZVmtWrXq3bt3WVnZ008/XVhYmKb9AgCQ24yjh8PzZ2lWUkTsTl1iYyeKYagOBQAAmkLqC7zrun/6059+8IMf1NfXnz9fXV29d+/eRYsW/eQnP5k+ffq3vvUtjZP9AAC4HvrJ4+E339DicRGxO3YyJ0x1fen6LB4AAGSa1L/rv/zyyz/5yU+82/n5+T169OjSpYvP59u/f/+nn35aW1tbX1//7W9/u66u7gc/+EHK9w4AQK7Sq09GZr+mmaaI2G1vMsdPcX1+1aEAAEDTSXGB37lz50svvSQixcXFP/3pT7/1rW9FIpFz95qm+ac//ennP//5qVOnfvzjHz/22GM9e/ZMbQAAAHKSXlcbmfuGFm0QEaektTlpmhsMqQ4FAACaVIrXvPnjH//oOI7f71+8ePELL7xwfnsXkXA4/MILLyxcuNDn89m2/fvf/z61ewcAICdpDfXh2a9pdbUi4hQURidOc8Nh1aEAAEBTS3GBX7NmjYg8/fTTgwYNutw2DzzwwDPPPCMiq1atSu3eAQDIQWY0Mvd1/XS1iLgFhdEpz7gtW6rOBAAAFEhxgT906JCIDBw48Mqb3XfffSJSVVWV2r0DAJBjtJgZmfOafuK4iLgt8qKTprn5BapDAQAANVL8HXjXdc/99wpYfx4AgKvSkonI/Fn68WMiIuGI+eQ0p6iV6lAAAECZFB+B79Chg4h88MEHV95s06ZNItKxY8fU7h0AgJyh2VZ4wWz90EERcQOB6ISpdkkb1aEAAIBKKS7wZWVlIvLaa6+tW7fuctts3Ljx1VdfFZHS0tLU7h0AgBxh26HF84wv9ouI6/ebk6bZN3VQnQkAACiW4gL/wgsv6LpuWda4ceN++9vfNjQ0nH9vNBr9j//4j8cffzyZTOq6/vzzz6d27wAA5ALHCS2Z79u7R0RcwzDHPWm355w1AACQ6u/A9+rV61e/+tWPfvSjmpqaf/zHf/zZz37Ws2fPzp07i8gXX3yxZ8+eM2fOeFv+8pe/7NWrV2r3DgBA1nPd8PK3fJWfiIjoemzMBLtLd9WZAABARkhxgReRH/7wh8XFxS+++OKZM2fOnDmzZcuWLVu2nL9By5Ytp0+f/s1vfjPluwYAINuFypf7dm0XEdE0c9RY69bbVCcCAACZIvUFXkSeffbZCRMmvPHGG+Xl5bt27aqpqRGRoqKiO+64Y9iwYU899VRBAZfAAQDgQoH15f6tm0VENC02cozVq4/qRAAAIIOkpcCLSH5+/ne/+93vfve7aXp8AAByTGDThuCmDd7teOmI5B191eYBAACZJsWL2AEAgBsQqHg/uL7cu50YPCTR/161eQAAQAZK1xH4i9XU1JSXl1dVVd16663Dhw8PBAJNtmsAADKZf/vW4LurvNuJgYPjg4aozQMAADJTWgr8kiVLFixYUFJS8qtf/cqb2bJly9ixY48cOeINe/TosWjRottuY2EeAEBz5/9kV2jl2+K6IpLsOyD+YKnqRAAAIEOl/hT6f/iHfxgzZsyf//znPXv2eDOJROKZZ545195FpLKycsyYMZZlpXzvAABkEd++ytA7i8629zv7xYaPEk1THQoAAGSoFBf4devW/e53vxMRv9/ftWtXb3L58uW7d+/+f+zdd2AUdf7/8fdsy+4mgU2hhiAQmkSQdqAgIoIUAQFDqEG+eijWE8V2fhXFryKip/7EU1HuBA0SCISiFAugKEozoCi9BwICARKS3U22zO+PxVyOEkommc3m+fhrMjuZz4u27Cufmc+IyEsvvbRt27YJEyaIyO7duzMyMrQdHQCASsS0b7dtUbr4fCLiaZ7o7tmX9g4AAEqhcYF/8803RaRmzZq//fbbW2+9Fdi5YMECEYmPj3/22WebN28+ceLEXr16icinn36q7egAAFQWxkMHrAvPtndvQlP37QPFwMqyAACgNBp/Vti+fbuIPPDAA02bNi3e+c0334jI6NGjjUZjYE///v1FZO/evdqODgBApWA8mm3LSFO8HhHx1W/gvmOw/PlfJAAAF6MoiqIo7777rt5BoBuNC/zBgwdF5Nprry25JysrS0RuvfU/q/LExcWJyIEDB7QdHQCA4Gc4fsw2b5ZSWCgivrh4V9Jw1VRxD4UBAACVl8YF3uFwiIjL5Sres3z5chExm80dO3Ys3ul0OkWEJ8kBAKoaw8kT9rmfKi6XiPhq1XElDVdNZr1DAQCAykHjAt+oUSMRWbNmTfGef/3rXyJy66232u324p2bNm0Skfr162s7OgAAwcyQl2ufm6o4C0TEH1vDlTxSDbPqHQoAAFQaGhf47t27i8gnn3ySkZHh9XrT09PXr18vIgMHDiw+ZuPGjdOnTxcRngMPAKg6lIJ825xPlTN5IuKv7nAOTlFt9kt+FwAAQDGNC/yjjz5arVq1oqKipKQkq9U6ZMgQEalVq9bw4cNFJD8/v1u3bjfccMPp06dFZNy4cdqODgBAkHI57emphtMnRUSt7nAOG61GRuqdCQAAVDIaF/jo6OjPP/88NjZWRHw+n4hYLJb33nuvevXqIuJ2u7/99tvA/rvuuuuGG27QdnQAAIKQ4nbZ535qOH5MRNTwCGdyilqtut6hAADlaPPmzWPGjGnUqJHVao2Pj+/evfvUqVOLioouePD27dsfeuih5s2bh4eHR0RENG/e/MEHH/z999+vaMTLPMnRo0cDS9mnpaWdf5Ivvvgi8Oru3buLd0ZERCiKEljabP78+ddff73JZGIlfL1ov+ztzTff/Ouvvy5btmzTpk01a9a88847ExMTi1+Ni4tr06bNgAED7r77bs2HBgAg2CieIntGmuHYHyKi2myuISn+qGi9QwEAyouqqi+//PKLL77o9/sDew4dOnTo0KGVK1dOnTp1xYoV8fHxJY9/8803n3rqqcAcZ8COHTt27Ngxbdq0SZMmPfXUU4qiXHJQTU5ySe+9995DDz1U9vOgLMpU4H///fcWLVqc/7ehTp0699xzz/nHx8bGHjp0qCwjAgBQiSg+r23BHMPhLBFRLRZX0ghfbE29QwEAytE777wzYcIEEYmNjR05cmS7du1yc3MzMjJWrVq1a9eukSNHrly50vTn00NnzJgxfvx4ETGZTCNHjrzxxhtFZO3atbNmzfJ4PM8880x0dPS9995b+oianOSS1q9f/9JLL4lIzZo1ExISEhISynhCXB1FVdWr/2ZFadKkyaBBgwYOHNixY0eDQeML8iupvLy8i10eg+DhcDi8Xm9+fr7eQVAuIiIirFariOTm5no8Hr3joFzExsYWFBSUfHBpsFF8PmtGmmn/HhFRzWbXkFG+uvX0DlVpOByOwAfcnJycsnxWQdAyGo1RUVG8S4ewmJgYRVH8fv/Jkyf1ziKBO3wrQHZ2ZE9ejAAAIABJREFUdkJCgtvtbtq06bJlywKP6BIRVVXHjx//1ltviciCBQsCK3zn5eXFx8fn5eVFRUUtWLCga9euxef54YcfBg4cmJOTExkZmZWVFbgfWUQCU6dTp059+OGHA3uu9CRHjx6tU6eOiMyePXvYsGHn5P/iiy/69+8vIrt27WrcuHFgZ0REREFBgdlsrl27dmpq6s0336z57xsuX5kq95tvvlm7du033nijU6dO9erVe+CBB7766iu6KwAA4vdbv8g4296NRtfAIbR3AAh5H330kdvtFpGpU6cWt3cRURTl1VdfjYyMFJHVq1cHdn722Wd5eXki8txzz5Us3iJy0003Pf/88yJy5syZzz77rJQRNTnJ5fB4PB9//DHtXXdlKvCPPfbY6tWrjxw58tFHH7Vp0+bf//53r169atasmZKSMn/+fOY2AQBVlKravvzctHObiIjB4O6f5GvApYYAEPoCK71de+21t9122zkvhYWFTZkyZfz48U2aNAnsWbFihYhERkaOHTv2/FONGTMmUPhXrVpVyoianORytG3b9tZbby3jSVB2GixiV7NmzTFjxowZM+bMmTNLly5dsGDB4sWLZ82aZbVae/bsOWjQoH79+lXYVSsAAOjOuvJL02+/iIgoiqvPHd4mzfVOBAAod6qqZmZmikibNm0uuGjc/fffX/LL3377TUSaNm0aHh5+/sHh4eHNmjXbuHHjr7/+WsqgmpzkcrRs2VKTlfBQRlretR4ZGTl06NC0tLTjx48vWbIkJSVl7dq1d999d61atbp16/bOO+8cPHhQw+EAAAhClu9XmjPXi4goirt3f2+LVnonAgBUhDNnzgTuJq5fv/7lHH/q1CkRadCgwcUOCLwUOKxcT3I5AnfOQ3flsuxcWFjY7bff/tFHH2VnZ3///ffjxo07cODAo48+es0117Rv3/6VV17ZunUrC9IAAEJP2Nofwtb+ENguvLWX57rW+uYBAFQYr9cb2AgLC9PkhIG1PItPWwEnKeWwC87wo+KV77rxRqPxpptu+sc//rFnz57Nmze/8MILHo/nueeeS0xMbN68+TPPPFOuowMAUJEsG36yfL8ysF3UuWtR2w765gEAVKTiteIv87rjqKgoETlw4MDFDti3b5+IREdHl/dJimVlZV3OYdBRBT34TVGU66+//sUXX/zll1/27Nnzxhtv1KhRY8qUKRUzOgAA5c38S2bYd98Etos6di7s1LX04wEAIcZoNDZv3lz+vC/9fDNmzBg2bFjxnfCJiYkisnPnTqfTef7BLpdr+/btxYddzFWf5IIXRO/YsaOUsRAMdHhye6NGjcaPH//DDz8cOXKk4kcHAEBz5m2/Wb9eIqoqIp7W7Qu7sE4vAFRFPXr0EJENGzb8+OOP57ykqurrr78+Z86c7OzswJ7Aou55eXnTp08//1QfffRRbm5u8WEXc6UnKV6I7vzLBPLy8mbPnl36LxC6K9Mq9M8991wZh3/55ZfLeAYAAPRl2r3DumzR2fbeso27Rx9hnV4AqJLuv//+f/7zn6qqPvDAA0uWLKlXr17xS9OmTdu6dauIFD9hbsSIEU8//XR+fv5LL730l7/85cYbbyw++Mcff3zppZdEJDw8fNSoUaWMeKUnqVGjRkRERH5+/syZM8eNG1d8u77X633iiSdOnjypye8Dyk+ZCvwrr7xSxuEp8ACASs20b7dt8Tzx+UTE0zzR3bMv7R0AqqzExMTx48e/8cYbv/76a7t27UaPHt2mTRu32/3VV1+lpaWJSNu2bYsf2O5wON5888377rsvJyena9eud999d8eOHVVVXbdu3YwZMzwej4i89dZbgbvcL+ZKT2IwGG655ZYvvvhi27ZtN91001NPPdWwYcOtW7fOmDFj1apVffv2XbJkSfn+HqFsylTgY2JiLrg/Ly8v8HclwGg0Go3GwDMVAq677rrS7+UAACD4GQ8dsC5MD7R3b0JT9+0DxaDDvWkAgOAxefLkM2fOTJs27dixY6+//nrJlxITE9PS0iwWS/GeMWPGnDx58tlnn/V4PB9++OGHH35Y/JLBYJg8efKYMWMuOeKVnuT9999ft27d8ePHN27cOGTIkOL9vXv3/uijj+rWrXsVv2pUmDJ9zjhxIR9++KHRaBSRtm3bpqWl7du3z+12O53OgwcPLliwIHBRx+7duwNPjNfmFwEAQIUzHs22ZaQpXo+I+Oo3cN8xWIxGvUMBAHRmNBo/+OCDb7/9dvjw4XFxcRaLpX79+j179nznnXc2bdrUpEmTkgcrivL000//8ssvY8eObdy4sc1ms9lsjRs3Hjt27JYtW5588knlMq7qutKT1KtXb9u2bePHj7/++uvDw8MdDscNN9wwbdq0JUuW2Gw2jX87oDVF2+exb9++vXXr1oWFhU8++eRrr712/l84VVVffPHFl156yWazbdy4sUWLFhqOHiTy8vJKXm6A4ORwOLxeb35+vt5BUC4iIiKsVquI5ObmlrwgCKEkNja2oKDA5XLpMrrx2FHbnE8Ut1tEfHHxriEpqsmsS5JQ5XA4As8uzsnJ0fazCoKE0WiMioriXTqExcTEKIri9/uD4bbq2NhYvSMA2tD4Sr833nijsLCwc+fOkydPvuCPixRFeeGFF7p06eJyuc65pAQAgErBcPKELX3W2fZeq44raTjtHQAAVACNC/zXX38tIrfffrvh4jcBGgyGPn36FB8MAEAlYsjLtc9NVZwFIuKPreFKHqmGWfUOBQAAqgSNC3zg0e61a9cu/bAaNWqIyLFjx7QdHQCAcqXkn7HN+VQ5kyci/uoO5+AU1WbXOxQAAKgqNC7w1apVE5GNGzeWftiGDRtEJDo6WtvRAQAoP4qzwD7nE8PpkyKiVnc4h41WIyP1DgUAAKoQjQt8mzZtRGT27Nm7du262DE7d+4sfgqitqMDAFBOFLfLNjfVcDJHRNTwCGdyilqtut6hAABA1aJxgf+f//kfETl9+nT//v3Xrl17/gFr167t379/Xl5e8cEAAAQ5xVNknz/bePwPEVFtNteQFH8UF5EBAICKZtL2dMOHD585c+bXX3+9Y8eOG2+8sUePHh07dkxISBCRPXv2rFu37ptvvgkcefvttycnJ2s7OgAAmlN8XlvGHEP2IRFRLRZX0ghfbE29QwEAgKpI4wJvMBgyMjJSUlIWLVokIt98801xYy9p8ODBM2fOvOBz5gAACB6Kz2fNmGM8uE9EVLPZlZziqxOndygAAFBFaXwJvYhEREQsWLBg8eLFvXv3ttlsJV+qVq3awIEDv/zyy/T0dLudZXsBAMHN77d+kWHav0dEVKPRNXCIr249vTMBAICqS+MZ+ABFUfr379+/f3+Px7N///5Tp06ZTKbo6Oj69euX8nx4AACCiKravvzctHObiIjB4O6f5GuQoHcmAABQpZVLgS9mNpubNGni8XhMJhMXzAMAKhHriuWm334REVEUV587vE2a650IAABUdeVV4JcsWTJ79uzVq1efOHHC5XIFOvxXX3118ODBpKSkqKiochoXAICyC1v1lXnTBhERRXH37u9t0UrvRACASsDn8+kbwGAwMG8a2rQv8G63e9SoUfPmzTv/pZ07dz7yyCOPPPLIhx9+OGrUKM2HBgCg7MLW/mDZePZJqIW39vJc11rfPACASkFVVafTqW+G8PBwCnxo0/iOdFVV77333kB7r1Wr1tChQ0u+Gh0dLSJut/uuu+567bXXtB0aAICys2z4yfL9ysB2UeeuRW076JsHAACgmMYF/ocffkhNTRWRgQMH7tq1Ky0treSrI0aM2Lp1a4cOHURkwoQJ+/bt03Z0AADKwvxLZth3Z59+WtSxc2GnrvrmAQAAKEnjAv/BBx+ISJ06dT799NPIyMjzD7j22mtXrFgRHx9fVFQ0ZcoUbUcHAOCqmbdtsX69RFRVRDyt2xd2uVXvRAAAAP9F4wK/ceNGEbn77rsjIiIudkxERMTYsWNFJDMzU9vRAQC4OuYdW61LF51t7y3buHv0Ee4hBAAAQUbjAn/w4EERadGiRemHNWvWTES2b9+u7egAAFwF077d1iULxO8XEU/zRHfPvrR3AAAQhDQu8GFhYSKSn59f+mFHjhzRdlwAAK6OMeuAdWG6+Hwi4m3UxH37QDFo/J8jAACAJjT+jNK4cWP580L6UqxcuVJEGjZsqO3oAABcEePRbNuCNMXrERFf/QbuAcliNOodCgAA4MI0LvADBgwQkZkzZ+7atetix6SlpS1cuFBE+vTpo+3oAABcPuOxo7b0VKWwUER8cfGupOGqyaR3KAAAgIvSuMA/8sgjsbGxHo/nlltuWbFihd/vL35JVdX9+/ffd999KSkpImK32//2t79pOzoAAJfJcPKELX2W4naLiK9WHVfScNVk1jsUAABAaTSeanA4HBkZGb169crOzu7Ro0dsbGxg/w033LB79+7c3NzAl4qizJw5s06dOtqODgDA5TDknrbPTVWcBSLij63hSh6phln1DgUAAHAJ2q/T06VLl/Xr13fo0EFETpw4Edj5888/F7f3Ro0arVixYvDgwZoPDQDAJSn5Z2xzP1XO5ImIv7rDOThFtdn1DgUAAHBp5XKz33XXXbd27dqffvpp6dKlmZmZJ06c8Hq90dHRiYmJt912W58+fYwsEQQA0IPiLLDP+cRw+pSIqNUdzmGj1chIvUMBAFDuGjduvGfPnnN2RkREJCYmdunS5fnnn69WrVp5Z5g3b15ycvJf//rX6dOnl/dYoaq8VutRFKVTp06dOnUqp/MDAHClFLfLNjfVcDJHRNTwCGdyilqtut6hAACoOIqiGP58Wqqqqvn5+evWrVu3bt3s2bNXrFjRrFmzigxz//33T5s2rVmzZtu3b7/873rxxRetVuszzzxTxvNUUjzqFgBQJSieIvv82cbjf4iIarO5hqT4o6L1DgUAQIXKyMjwlpCdnT1t2rRq1aodPnz40UcfVVVV74CXNnHixMmTJ+udQjflMgOvquq+fft27dp1yb8BvXv3Lo8AAACUpPi8tow5huxDIqJaLK6kEb7YmnqHAgBAT4qi1KlT57777nM4HEOHDv3yyy+3bt2amJhYYQH69OkTGxtbvPC57uepFLQv8D/++GNKSsq+ffsu5+Ar+hlPbm7u7Nmz169ff/r06ZiYmBtvvHHYsGF2+6VXHnK5XAUFBRd8KSoqquQN+Vc9BAAgaCk+nzVjjvHgPhFRzWbX4JG+OnF6hwIAIFgkJyffc889BQUF27dvr8gCP2DAgAEDBgTPeSoFjS+h37t3b7du3S6zvV+RnJycxx57bOnSpSdOnDCZTH/88cfChQufeOKJ/Pz8S35vRkbGPRdx6NAhTYYAAAQpv9/6RYZp/x4RUY1G18Ahvrh4vTMBABBEFEWJj48XkQMHDgT2pKamKory7rvvFhQU3HXXXZGRkSXvOd+zZ8+YMWPq168fFhbWoEGDlJSUzZs3n3NOn8/3/vvvt2/f3m63R0dH33777T/99NM5xwRGuf/++0vu/Prrr/v06RMdHR0ZGdmuXbtXX33V7XYHXho8eLCiKCKSm5urKIrVai3lPN99993IkSMTExOtVmt8fPzo0aPPuUM+8F1vvPGGy+V69tlnGzZsaLVamzZt+sQTT5w+ffqqfiMrgsYz8BMnTiwqKhKRO+64Y+zYsQ0aNCheI6GM/vnPf544caJRo0bjx4+vV6/e3r17X3311UOHDv3rX/969NFHS//e7Ozs8h4CABCMVNW2/HPTzm0iIgaDu3+Sr0GC3pkAAAguqqpmZWWJSKDGl9w/ZsyYtLS0kju/+eabAQMGOJ1OEalZs+aBAwcOHDgwZ86cGTNmjBw5MnCMz+dLSkpatGiRiCiKoijKsmXLvvzyy1GjRpWeZPLkyX//+99FxGQyVa9ePTMzMzMzMyMjY82aNRaL5ZZbbomIiJg5c6bZbB4xYoTZbL7Yed56663HH388sB0bG3vo0KFPPvlkzpw5CxYs6NOnT8kji4qKbrvttjVr1jRo0CAuLm7Xrl3/+Mc/NmzYsHLlyuB8dJrGBX7dunUi0rdv34ULFwZ+OqKJAwcObNy40WKx/P3vf69Vq5aIJCQkPPvss+PGjfv2229HjRoVHV3aQkRHjhwRkalTp15zzTXlNAQAIAhZVyw3/f6LiIiiuPrc4W3SXO9EAIAqQSl0SwUuCKdabWX59rS0tMAdx9ddd13J/R988MGOHTsef/zxrl27tmvXTkScTufo0aOdTufDDz88ceLE6Ojo06dPT5o06fXXX7/77rvbt28fWMd+9uzZixYtMhqNr7322l//+teIiIi1a9empKTMnDmzlBi///77s88+azKZpk6dOnr0aJvNtnnz5uTk5I0bN06ePHnChAkPP/ywiMycOdNut8+YMeNi59m7d+/TTz8tIk899dTf//53h8ORnZ398MMPL1iw4L777tu1a1fx1L2IvP322zabLTMzs02bNiKyfPnyfv36rV69+scff+zSpUsZflPLi8YFfv/+/SJy7733atje5c+fC7Rq1SpQrQMaNWrUqFGjvXv3ZmZm9ujR42Lfq6rqkSNHFEWpW7duOQ0BAAhCYSu/NG/aICKiKO7e/b0tWumdCABQVZimv6ecyqmw4Yr+92W58v6lqmp2dvbixYsDdbdfv37XXnttyQO2bt2akZExaNCg4j1vv/12dnb20KFDp06dGtjjcDimTJmSm5v74YcfTpky5V//+pfP55swYYKITJo0afz48YHDbrrppsBj6nw+38XyPP/886qqTpgwofhi+NatW0+fPv2WW25ZtGhR4JyX44UXXvB4PKNGjXrttdcCe+rWrTtv3rzWrVtv2bJl2rRpJS+vPn78+Pfffx9o7yLSu3fvO++8Mz09fevWrcFZ4DW+Bz4qKkpEYmJitD3tnj17RKT4t7VY27ZtRWTXrl2lfG9+fn5BQUHt2rVLucSijEMAAIJN2NofLD+vC2wXduvpua61vnkAAAgGgwYNUv5kMBjq1av34IMPnjlz5pprrnn77bfPObhZs2YDBw4suWfp0qUi8sgjj5xz5NixY0Vk9erVIpKVlbVv377IyMiHHnqo5DEJCQl33nnnxYL5/f5ly5YZDIYHHnig5P6bbrrp+eef79evn9/vv8xf43fffScixZfQBxgMhkBvX7VqVcn9rVq1uummm0ruady4sYh4PJ7LHK6CaTwD37Fjx0WLFmVmZp7zu1BGp06dEpHzp9Dr1KkjIqWvMRC4fr5evXo//PDDqlWrjh49WqNGjYYNG/bv37/kVfFlGQIAEFQsG36yfL8ysF3YqWtRu4765gEAVDVqzVpqWJjeKS7AZDKVvLXbYDA0b968S5cuEydOdDgc5xx87bXXnnNhdWBe8+23337//fdL7i8sLBSRwALhu3fvDnxveHj4OSds27Ztenr6BYNlZ2e73e64uLhzngZnNBpfeumly/8Fut3uQ4cOKYrSokWLc15q2bKliOzdu7fkzsA1/yVptYhbOdG4wD/++OOLFy9+5513Ro0aFZiN10Rubq6InP83ICIiovjViwmsYJeZmblhw4bAnqysrMzMzC+//PJvf/vbDTfccNVDqKr67rvvnr//tttuK+VmewQJg8FgMpnO/xNHaDCZzr65Wa1Wi8WibxiUH4vFcv7/ssrP65TvvglsqzfdYu7Rp7TrrxCsiv9kw8PDr+ihs6gsAq2Ad+kQFvgjVhRF949bgTW2K5g3eWTFD3o50tPTz5lUL8U5Xdrtdh87dkxE5s2bd8Hj3W53UVHR0aNH5c950HPExV30Ma6BBfBr1659mdku5ujRo6qqxsTEnP/eEogUWK6vmIaltWJoXOBvvvnmt956a9y4cX379n3vvfdat9bmksVAfw506ZIup8AHZuB9Pt+gQYO6detWs2bNffv2ffLJJ9u2bXvzzTfff//9wAX/VzGEqqoXXIahZcuWzZuzTlIlEOjweqdA+QoLyh9+Qytms/mc26P8mzd6vlgQWDfIeMNNpn6DruKeQASVkksNIfTwLh3yFEWx2cq0vlrZ8UPAq3bOMuxhYWEOh+P06dMnT54spfcGlrIPtLBz/PHHHxf7rpo1a4pITk5ZFw6oXbu2oignT54sKio6p8MHRj/nZwTart1WATRuLwsXLrzmmmvGjh07bdq0Nm3adO7cuVmzZvHx8RerSc8999zlnLb0f3Wl358QFRXVpUuX66+/vmfPnoE9iYmJkyZNGjdu3IEDB2bPnh1YzLAsQwAAgoH/102eOaln2/tfbjQNTKa9AwCgFUVRmjRpsmHDhq1bt3bu3LnkSy6X6/Dhw1artV69eo0aNRKRbdu2FRQUnHP9xS+//HKxkzdo0MBoNGZlZZ05cyYyMrLkS//7v/+bk5MzadKky3kumNVqjYuLO3To0LZt266//vqSL23ZskVEmjRpchm/1uClcYEvuUShiKxZs2bNmjWlHH+ZBd7hcLhcrsCzDUrKz8+XS1320Lt37969e5+z02g0JiUlvfnmmzt27LjqIRRFmTx58vn7GzVqdObMmdJ+PQgCdrvd7/e73W69g6BcWK3WwMSs0+ksZbFTVGqRkZGFhYXFF0Ya9uw0zU0Vv19E/Imtim67XfLzdQ2IMrHb7YGZn/z8fGbPQpLBYAgPD+ddOoRFREQoiuL3+8//gF3BvF6v3W7XN0PI6Nq164YNG/7f//t/5xT4V1999f/+7/+eeOKJ119/PS4urmnTpjt37nzvvfeefPLJ4mOysrLmzJlzsTObzeZOnTp9//337733XmBV/IDdu3dPmjSpRo0a59x1X3rIWbNmvfXWWyUfNef3+wOr9N18882XeZ7gpHGBL6dbXBwOx5EjR87/xx/Yc3X3LTRs2FBEDh065PP5jEbjVQyhKMoFny2Xl5cXWMUBwcxms/l8Pv6kQlXxldUej4craEJVZGSk1+sN/Cs2Zh2wzftMfD4R8TZq4urVX/hzr+SKr7ktLCykwIcko9EYHh7Ou3QIK741lY9boeSZZ5756KOP0tPTH3vssRdeeMHhcHg8no8//vjVV1+1WCx//etfRcRgMEycOHH48OF///vfLRbLPffcEx4evnnz5uHDh5e+kvykSZO6dOkyYcKEmJiYlJQUq9W6f//+lJQUERk+fHjJa93PnDmTl5dXrVq1C57nxRdfnDNnzsyZM+vWrfv0009Xr179yJEjDz744K+//hoXF3fO2viVjsYr7OVfocs8bWBFxPPvowjcxnD+eomXI3DPldVqDSyTUx5DAAAqgPFotm1BmuL1iIivfgP3gGT573v2AACAJmJiYj744AOj0fj2229HRUXVrVu3WrVqY8eO9fl8H3/8cfFCYEOGDBk0aJDP5xs3bpzD4YiKimrXrt2ePXv+8Y9/lHLym2666dFHHy0qKrr33nsjIyNr167dsGHDdevWtWrV6tVXXy0+rHbt2n6/v1mzZh06dLjgeRo3bhw4/tVXX42KiqpZs2bdunUXLlxotVqnT5+u+6IMZRTUS+QXS0hIkAvdMrF58+biVy/I7XY//PDDDz/8sNPpPOelwEMO4uPjAz/LueohAAA6Mh47aktPVQoLRcQXF+9KGq6yOCUAAOVm2LBhGzZsuPvuu6+//vrTp0/Xq1dv+PDhW7ZsGTFiRPExBoMhPT39/fffb9euXVhYmKqq3bt3//bbbwcMGFD6yd9666309PRBgwbVq1fP6XS2b9/+lVdeWb9+fcmbID744IOGDRuePHky8CDwC3riiSdWrFgxfPjw5s2bO53Odu3a3XfffZs2bTr/3upKR9H2srTAY9USEhL69Omj4WkPHDjwyCOP2Gy2Dz/8sHr16oGdR48eHTt2rMFg+Pe//13KVfTPP//8L7/8cs8995zzvIQXX3wxMzNz6NChI0eOLOMQ58jLy9PlYRW4Ig6Hw+v1Xv5lIKhcIiIiAitX5+bmcnFmqIqNjXUe2G+YMU1xFoiIr1Yd19BRahgrlocIh8MRWAE3JyeHS+hDktFojIqK4l06hMXExATugT958qTeWc59HFo5UVVV98+W4eHhQf4Yc5SRxn+648aNe+SRR1555RVtT3vNNde0b9/e5XK98cYbgbn03NzcyZMnB36WU7Jap6enz549+/fffy/eE/hRwieffPLNN98EVkk5derU1KlTMzMzY2JikpKSrnQIAEAwUE/mGFP/FWjv/tgaruSRtHcAABDaNJ6Bb9Wq1ZYtW2rVqnX06FENTysiOTk5TzzxRE5OjtFojIuLy8rKUlW1fv36U6ZMKXlBxZAhQ9xu98iRI4cOHVq886OPPvr8889FxGg02u32wBLx0dHRTz75ZGJi4pUOcUnMwFcKzMCHNmbgQ56SfyZy7qdqzgkR8Vd3OIffrf73I2dQ2TEDH/KYgQ95zMDrghn4kGd88cUXNTxdjRo10tPTCwoKunfvfs0112h4Zrvd3q1bN7fbnZOTc/z48djY2F69ej322GPnVOv09HSv19uqVavrrruueGfbtm0bN258+vRpj8fjdrsbNWrUuXPnJ598sl69elcxxCUVFhbyQJTgZ7Va/X4/P2oJVRaLJfDRv7CwsPT1TlEZKc4C++yZyskcEVGrO5zDRqsXWYcWlVfxKrMul0vvLCgXBoPBZrPxLh3C7Ha7oiiqqgbDv+IKe4yc7p8tLRZLydXaEXo0noEXkX/+85+PPvpo3bp1Z8yY0a1btyr4F4gZ+EqBGfjQxgx8CFPcLlvaJ8bjf4iIREQWDBvtj4rWOxS0xwx8yGMGPuQxA68LZuBDnsZL9S5fvjwhIWHChAkvv/xy9+7d27Zt27Jlyzp16lzs+fDPPfectgEAACFM8RTZ5882BNq73e5LuccfWV3vUAAAABVE4xn4K51vD8mfqTMDXykwAx/amIEPSYrPa5s323hwn4iy494CAAAgAElEQVSoFovl3kdcMbHBcGUmygMz8CGPGfiQxwy8LpiBD3kaz8BfbKYdAICyUHw+24I5Z9u72ewaPNJa/xopKNA7FwAAQMXRuMDr/jMnAEAI8vutX2QY9+0REdVodA0c4ouL1zsTAABAReP6CgBAcFNV2/LPTTu3iYgYDO7+Sb4GCXpnAgAA0AEFHgAQ1Kwrlpt+/0VERFFcfe7wNmmudyIAAAB9aHwJ/e7du6/o+MaNG2sbAAAQSsJWfmnetEFERFHcvfp7W7TSOxEAAIBuNC7wTZo0uaLjWVcWAHAxYT99b/l5XWC7sFtPT8vW+uYBAADQl8YFHgAATVjW/2j5YVVgu7BT16J2HfXNAwBA6RRFiYyM1DsFQpzGBf7zzz+/4H6v15uVlbVjx47Zs2efPHmyb9++06dPDzylGQCAc5h/+Tls9YrAdlHHzkWdu+qbBwAAIBhoXOD79etX+gGTJk0aP3789OnT77nnni+++ELb0QEAIcC8bYv166WiqiLiad2+sMuteicCAAAIChW9Cn21atXef//9rl27Llu27N///ncFjw4ACHLmHVutSxedbe8t27h79BFF0TsUAABAUNDhMXImk+l//ud/ROTjjz+u+NEBAEHLtHe3dckC8ftFxNM80d2zL+0dAACgmD7PgU9MTBSR7du36zI6ACAIGbMOWBfNFZ9PRLyNmrhvHygGff6TAgAACE76fDbav3+/iBQWFuoyOgAg2BiPZtsWpCler4j46jdwD0gWo1HvUAAAAMFFhwLvdrunTJkiIk2bNq340QEAwcZ47KgtPVUpLBQRX1y8K2m4auIppwAAAOfS+BNSWlpaKa+qqnrw4MGZM2du27ZNRHr06KHt6ACASseQc8I2N1Vxu0XEV6uOK2m4ajLrHQoAACAYaVzghw8ffplH1qxZ85lnntF2dABA5WLIPW1PT1VcThHxx9ZwJY9Uw6x6hwIAAAhSOlxCHxER0b9//8zMzOjo6IofHQAQJJT8M7a5nypn8kTEX93hHJyi2ux6hwIAAAheGs/AHzlypPQDFEWpUaOGgYWFAaBqU5wF9rRPDKdPiYha3eEcNlqNjNQ7FAAAQFDTuMDXrl1b2xMCAEKP4nLZ5qYaTuWIiBoe4UxOUatV1zsUAABAsNO4wL/xxhsi8vjjj5c+x37w4MG5c+fWqFFj9OjR2gYAAAQ5pajInjHbcPwPEVFtNldyij+KO6oAAAAuTVFVVcvTKYqIeDweU6lPAMrMzGzXrl1cXNyhQ4c0HD1I5OXlFRUV6Z0Cl+BwOLxeb35+vt5BUC4iIiKsVquI5ObmejwevePgPxSv1zZ/tvHgPhFRLRZn8ih/3birO1VsbGxBQYHL5dI0IIKFw+EIfJbIycnR9rMKgoTRaIyKiuJdOoTFxMQoiuL3+0+ePKl3FomNjdU7AqANHe5F9/l83333nYgcP3684kcHAOhF8flsC+ecbe9ms2vwyKtu7wAAAFWQBpfQn/8DrVq1agWm4i/I5XI5nU4RiYvjcxsAVBl+v/WLDOO+PSKiGo2ugUN8cfF6ZwIAAKhMNCjwOTk55+y5zOtkHn744bKPDgCoBFTVtvxz085tIiIGg7t/kq9Bgt6ZAAAAKhkNCvwLL7xQvD1x4kQRef7550tfxM5sNnfo0OG2224r++gAgOBnXbHc9PsvIiKK4upzh7dJc70TAQAAVD76LGIX2ljErlJgEbvQxiJ2QSVs5ZeWn9eJiCiKu1d/T8vWmpyWRexCG4vYhTwWsQt5LGIHlAeNa/bYsWPlzxoPAEDYT6vPtneRwm49tWrvAAAAVZDGBf6DDz44f2dgQp5WDwBVjWX9j5Yfvg1sF3bqWtSuo65xAAAAKrfyeozckiVLUlJS6tevb7fbLRaLz+cTka+++mr69OmnTp0qp0EBAMHD/MvPYatXBLaLOnQu6txV3zwAAACVnfYF3u12Jycn9+vXb9asWVlZWSXvTty5c+e9995bt27dTz/9VPNxAQDBw7R1i/XrpaKqIuJp3b7w5lv1TgQAAFDpaVzgVVW99957582bJyK1atUaOnRoyVejo6NFxO1233XXXa+99pq2QwMAgoR5x1bbskVn23vLNu4efYS7qAAAAMpM4wL/ww8/pKamisjAgQN37dqVlpZW8tURI0Zs3bq1Q4cOIjJhwoR9+/ZpOzoAQHemvbutSxaI3y8inuaJ7p59ae8AAACa0LjABxaxq1OnzqeffhoZGXn+Addee+2KFSvi4+OLioqmTJmi7egAAH0Zs/ZbF80Vn09EvI2auG8fKIbyWmwFAACgqtH4c9XGjRtF5O67746IiLjYMREREYGnzWVmZmo7OgBAR8Yjh20L5iher4j44hu4BySL0ah3KAAAgNChcYE/ePCgiLRo0aL0w5o1ayYi27dv13Z0AIBejMeO2ubNUgoLRcQXF+9KGq6aNH5SKQAAQBWncYEPCwsTkfz8/NIPO3LkiLbjAgB0ZMg5YZubqrjdIuKrVceVNFw1m/UOBQAAEGo0LvCNGzeWPy+kL8XKlStFpGHDhtqODgCoeIbc0/b0VMXlFBF/bA1X8kg1zKp3KAAAgBCkcYEfMGCAiMycOXPXrl0XOyYtLW3hwoUi0qdPH21HBwBUMCX/jG3up8qZPBHxV3c4B6eoNrveoQAAAEKTxgX+kUceiY2N9Xg8t9xyy4oVK/x+f/FLqqru37//vvvuS0lJERG73f63v/1N29EBABVJcRbY0z4xnD4lImp1h3PYaPVCzx8BAACAJjReYcjhcGRkZPTq1Ss7O7tHjx6xsbGB/TfccMPu3btzc3MDXyqKMnPmzDp16mg7OgCgwigul23up4ZTOSKihkc4k1PUatX1DgUAABDKtH88b5cuXdavX9+hQwcROXHiRGDnzz//XNzeGzVqtGLFisGDB2s+NACgYihFRfaMz4zHj4mIarO5klP8UdF6hwIAAAhx5fKMn+uuu27t2rU//fTT0qVLMzMzT5w44fV6o6OjExMTb7vttj59+hh5MjAAVFqK12tbkGbIPiwiqsXivHOEv0ZNvUMBAACEvvJ6SK+iKJ06derUqVM5nR8AoAvF57MtnGM8uF9EVLPZNXikv26c3qEAAACqBI0L/LvvvisiCQkJrDAPACHI77d+Md+4b4+IqEaja+AQX1y83pkAAACqCo0L/Lhx43w+X+fOnSnwABBqVNW2fLFp53YREYPB3T/J1yBB70wAAABViMaL2LVo0UJEdu/ere1pAQA6U1XriuWm338VEVEUV587vE2a650JAACgatG4wE+YMEFE/vjjj++//17bMwMAdBS26ivzpg0iIori7tXf26KV3okAAACqHI0L/ODBg999912j0Thy5MiVK1eqqqrt+QEAFS/sp9WWn9cFtgu79fS0bK1vHgAAgKpJ43vgly9fnpCQMGHChJdffrl79+5t27Zt2bJlnTp1wsPDL3j8c889p20AAIC2LOt/tPzwbWC7sFPXonYddY0DAABQdSnaTpIrinJFx4fkFH1eXl5RUZHeKXAJDofD6/Xm5+frHQTlIiIiwmq1ikhubq7H49E7TiVm3rzR+s0yUVURKerQubBrd70T/UdsbGxBQYHL5dI7CMqFw+EwmUwikpOTE5KfFmA0GqOioniXDmExMTGKovj9/pMnT+qdRWJjY/WOAGhD4xn4i820AwAqHdPWLcXt3dO6feHNt+qdCAAAoErTuMAznwkAocG8Y6t12aKz7b1lG3ePPnKF11gBAABAWxovYgcACAGmvbusSxaI3y8inmYt3D370t4BAAB0R4EHAPwXY9Z+66J08flExNuoibvvIDHwnwUAAID++EwGAPgP45HDtow0xesVEV98A/eAZDEa9Q4FAAAAEQo8AKCY8Y8jtnmzlKIiEfHFxbuShqsmjZdKAQAAwFWjwAMAREQMOSds6bMUt1tEfLXquJKGq2az3qEAAADwHxR4AIAYck/b0z9VXE4R8cfWcCWPVMOseocCAADAf6HAA0BVp+Tl2tNmKmfOiIi/usM5OEW12fUOBQAAgHNR4AGgSlMK8u1zU5W8XBFRqzucw0arkZF6hwIAAMAFUOABoOpSXC5beqrhVI6IqOERzuQUtVp1vUMBAADgwlheGACqKKWoyJ7xmeH4MRFRbTZXcoo/KlrvUAAAALgoCjwAVEWK12tbkGbIPiwiqsXivHOEv0ZNvUMBAACgNFxCDwBVjuLz2RbOMR7cLyKq2ewaPNJfN07vUAAAALgECjwAVDF+v/WL+cZ9e0RENRpdA4f44uL1zgQAAIBLo8ADQFWiqrbli007t4uIGAzu/km+Bgl6ZwIAAMBlocADQJWhqtYVy02//yoioiiuPnd4mzTXOxMAAAAuFwUeAKqKsFVfmTdtEBFRFHev/t4WrfROBAAAgCtAgQeAKiHsx9WWn9cFtgu79fS0bK1vHgAAAFwpCjwAhD7L+jWWNd8Gtgs7dS1q11HXOAAAALgaFHgACHHmzRvDVq8MbBd16FzUuau+eQAAAHB1KPAAEMrMWzZZv1kmqiointbtC2++Ve9EAAAAuEoUeAAIWeYdW61fLTnb3lu2cffoI4qidygAAABcJQo8AIQm095d1iULxO8XEU+zFu6efWnvAAAAlRoFHgBCkDFrv3VRuvh8IuJt1MTdd5AYeMMHAACo3Pg8BwChxng4yzZ/tuL1iogvvoF7QLIYjXqHAgAAQFlR4AEgpBj/OGKbP1vxeETEFxfvShqumkx6hwIAAIAGKPAAEDoMJ47b0mcphW4R8dWq40oarprNeocCAACANijwABAiDLmn7fNSFZdTRPyxNVzJI9Uwq96hAAAAoBkKPACEAiUv1542UzlzRkT81R3OwSmqza53KAAAAGiJAg8AlZ5SkG+fm6rk5YqIWt3hHDZajYzUOxQAAAA0RoEHgMpNcbls6amGUzkiooZHOJNT1GrV9Q4FAAAA7bE0MQBUYkpRkT3jM8PxYyKi2myu5BR/VLTeoQAAAFAuKPAAUFkpHo9t3ixD9mERUS0W550j/DVq6h0KAAAA5YVL6AGgUlJ8PtvCucbDWSKims2uwSP9deP0DgUAAIByRIEHgErI77d+Pt+4f4+IqEaja+AQX1y83pkAAABQvijwAFDZqKpt2WLTru0iIgaDu3+Sr0GC3pkAAABQ7ijwAFCpqKr1y89NW38VEVEUV587vE2a650JAAAAFYECDwCVSdiqr8xbNouIKIq7V39vi1Z6JwIAAEAFocADQKUR9uN3lp/XBbYLu/X0tGytbx4AAABUJAo8AFQOlvVrLGu+C2wXdupa1K6jvnkAAABQwSjwAFAJmDdvDFu9MrBd1KFzUeeu+uYBAABAxaPAA0CwM2/ZZP1mmaiqiHhaty+8+Va9EwEAAEAHFHgACGrmHVutXy05295btnH36COKoncoAAAA6IACDwDBy7R3l3XJAvH7RcTTrIW7Z1/aOwAAQJVFgQeAIGXM2m9dlC4+n4h4GzVx9x0kBt60AQAAqi4+CwJAMDIezrLNn614vSLii2/gHpAsRqPeoQAAAKAnCjwABB3jH0ds82crHo+I+OLiXUnDVZNJ71AAAADQGQUeAIKL4cRxW/ospdAtIr5adVxJw1WzWe9QAAAA0B8FHgCCiCH3tH1equJyiog/toYreaQaZtU7FAAAAIICBR4AgoWSe9qeNlM5c0ZE/NUdzsEpqs2udygAAAAECwo8AAQFpSDfnp6q5OWKiFqtunPYaDUyUu9QAAAACCIUeADQn+Jy2dJTDadOiogaHuEckqJWq653KAAAAAQXljUGAJ0pRUX2jM8Mx4+JiGqzuZJT/FExeocCAABA0KHAA4CeFI/HNm+WIfuwiKgWi/POEf4aNfUOBQAAgGDEJfQAoBvF57MtnGs8nCUiqtnsGjzSXzdO71AAAAAIUhR4ANCJ32/9fL5x/x4RUY1G18Ahvrh4vTMBAAAgeFHgAUAPqmpbtti0a7uIiMHg7pfka5CgdyYAAAAENQo8AFQ4VbV++blp668iIori6n2Ht2lzvTMBAAAg2FHgAaCiha36yrxls4iIorh79fcmttI7EQAAACoBCjwAVCjLmu8sP68LbBd26+lp2VrfPAAAAKgsKPAAUHEs69eE/fhdYLuw081F7TrqmwcAAACVCAUeACqIefPGsNUrA9tFHToXdb5F1zgAAACoZCjwAFARzFs2Wb9ZJqoqIp7W7QtvvlXvRAAAAKhkKPAAUO7M23+3frXkbHtv2cbdo48oit6hAAAAUMlQ4AGgfJn27rIuXSh+v4h4mrVw9+xLewcAAMBVMOkdIASFhYWFhYXpnQKXYDQaFUWJjIzUOwjKhcl09s3Nbrf7/X49o+zbI4vnic8nItL0WvOwu8xGo555QktYWFjxnzVCjMFwdo4hIiJC3yQoJ4qiSDC8S6PcBP6Ig+HjVlFRkb4BAA3xuUd7iqIUf+xAMFMUxUiVClHKn1PcBoNB0W+6Wz2wz5/6b/F4RERp2Ngw4n/EbNYrTEjizTaEFf/L5Y06VAX+iPV9l0YFCIaPW/wdQyihwGvP7Xbzc77g53A4vF5vfn6+3kFQLiIiIqxWq4jk5+d7PB5dMhj/OGKb86niKRIRX1y8a0CyWlCgS5JQFRsb63K5XC6X3kFQLhwOR+DyitzcXFVV9Y4D7RmNxqioKB3fpVHeYmJiFEXx+/2nT5/WOwvX8iB0MHcBANoznDhuS5+lFLpFxFerjitpuMrcOwAAAMqGAg8AGjPknrbPS1VcThHxx9ZwJY9Uw6x6hwIAAEClR4EHAC0puaftaTOVM2dExF/d4RycotrseocCAABAKKDAA4BmlIJ8e3qqkpcrImq16s5ho1W9l94FAABAyKDAA4A2FJfLNjfVcOqkiKjhEc4hKWq16nqHAgAAQOigwAOABpSiItv8z4wnjomIarO5klP8UTF6hwIAAEBI4TFyAFBWisdjmzfLeOSwiKgWi/POEf4aNfUOBQAAgFDDDDwAlIni89kWzjUezhIR1Wx2DR7prxundygAAACEIAo8AJSB32/9fL5x/x4RUY1G14Ahvrh4vTMBAAAgNFHgAeBqqapt2WLTru0iIgaDu1+Sr2GC3pkAAAAQsijwAHBVVNW6/HPT1l9FRBTF1fsOb9PmemcCAABAKKPAA8DVCFv5pfm3zSIiiuLu1d+b2ErvRAAAAAhxFHgAuGKWNd9ZMtcHtgu79fS0bK1vHgAAAFQFFHgAuDKWdWvCfvwusF3Y6eaidh31zQMAAIAqggIPAFfAvHlj2PcrA9tFHToXdb5F1zgAAACoQijwAHC5zFs2Wb9ZJqoqIp7W7QtvvlXvRAAAAKhCKPAAcFnM23+3frXkbHtv2cbdo48oit6hAAAAUIVQ4AHg0kx7dlqXLhS/X0Q8zVq4e/alvQMAAKCCUeAB4BKMB/dbF88Tn09EvI2auPsOEgNvngAAAKhofAYFgNIYD2fZ5s9WvF4R8cU3cA9IFqNR71AAAACoiijwAHBRxj+O2ObPVrweEfHFxbuShqsmk96hAAAAUEVR4AHgwgwnjtvSZymFbhHx1arjShqums16hwIAAEDVRYEHgAsw5J62z0tVXE4R8cfEupJHqmFWvUMBAACgSqPAA8C5lNzT9rSZypkzIuKv7nAmj1Jtdr1DAQAAoKqjwAPAf1EK8u3pqUperoio1ao7h41WIyP1DgUAAABQ4AGgBMXlss1NNZw6KSJqeIRzSIparbreoQAAAAARCjwAFFOKimzzPzOeOCYiqs3mSk7xR8XoHQoAAAA4i+chAYCIiOLx2NJTjUcOi4hqsTjvHOGvUVPvUAAAAMB/UOABhJTc3NzU1NTly5cfO3ZMUZRWrVoNGTKke/fuiqKU8l2Kz2dbONeYfUhEVJPJNWiYv25cRUUGAAAALgsFHkDoWLVq1QMPPJCTk1O8Z8+ePQsWLOjWrdu0adOioqIu/G1+v/Xz+cb9e0RENRpdA4f66jeokLwAAADAFeAeeAAh4tdff73rrrtKtvdiq1atGjVqlN/vv8C3qapt2WLTru0iIgaDu1+Sr2FCOScFAAAArgYFHkCImDhxotvtvtir69atS09PP3evqlqXf27a+quIiKK4et/hbdq8PDMCAAAAV48CDyAUZGdnf//996UfM3/+/HP2hK380vzbZhERRXF37+1NbFVO8QAAAICyo8ADCAU7duxQVbX0Y7Zv317yS8ua7yyZ6wPbhd16etr8pbzCAQAAAFqgwAMIBU6n85LHuFyu4m3LujVhP34X2C7sdHNRu47llQwAAADQCAUeQCioXbv2JY+pU6dOYMO8aUPY9ysD20UdOhd1vqX8ggEAAABaocADCAXXX3/9RZ8S96euXbuKiPnXTdYVy0VVRcTTun3hzbdWRD4AAACgzCjwAEKByWR68MEHSznAarXed9995u2/W79ecra9t2jp7tFHFKWiMgIAAABlQoEHECIeeuihW2655YIvKYry5ptvNixyWZcuFL9fRDzNWrj7DKC9AwAAoBKhwAMIEWazedasWY899lhkZGTJ/ddee+3cuXOHdfyLdfE88flExNuoibvvIDHwBggAAIDKxKR3AADQjMViefbZZx977LGtW7cePnzYarUmJCQ0atTIdDjLlj5L8XpFxBffwD0gWYxGvcMCAAAAV4YCDyDU2Gy2rl27Wq1WEcnNzfUfOmjLSFO8HhHx1Ylz3TlMNfHWBwAAgMqHK0gBhDLl+DFbeqpS6BYRX606rsEjVYtF71AAAADA1aDAAwhZas4Jy+wZisslIv6YWFfySNVq1TsUAAAAcJUo8ABCk3rqpOfDqUr+GRHxV3c4k0epNrveoQAAAICrR4EHEIpcTs+MaerpUyKi2sNdg0eq/700PQAAAFDpsJITgFBjOH1SWThXPX5MRFSbzTVklD86Ru9QAAAAQFlR4AGEFOPB/fbF88TlFBGx2jxD7/LVqKl3KAAAAEADFHgAocP8y8/WFcvF5xMRxRFlHn2fOzxCPB69cwEAAAAaoMADCAk+n/XrpeYtm85+2TDBfNcYxR4uubm6xgIAAAA0Q4EHUOkpzgLbwrnGw1mBLz1t/mK6I0mxs+Y8AAAAQgoFHkDlZjhxzJaRZsg9LSJiMLh73O65vm2EgUdsAAAAINRQ4AFUYqbdO6xfLFA8RSKiWq3u/kneBgl6hwIAAADKBQUeQGVlWbcm7IdV4veLiD86xnXncH9UtN6hAAAAgPJCgQdQCfl81q+XmLdsPvtV/YauOwarNpu+oQAAAIByRYEHUMkozgLbgjnG7EOBLz1tO7i79RRuegcAAECoo8ADqEyMx47aMtKUM3kiIkaju3sfz/Vt9Q4FAAAAVAQKPIBK45wl61z9knwNWbIOAAAAVQUFHkDlYFnzXdhPq0VVRcQfHeu6cxhL1gEAAKBKocADCHaK1xu2fLF522+BL33XNHT1Z8k6AAAAVDkUeABBTXEW2BfONRzOCnxZ1PYvhd16sWQdAAAAqiAKPIDgZfzjiG3BHJasAwAAAIQCDyBomXZtty5Z+OeSdTZX/zt9DViyDgAAAFUXBR5AMDp3ybqkYX4HS9YBAACgSqPAAwguitcbtmyRefvvgS991zR03TFYtbJkHQAAAKo6CjyAIKIU5NsXpZdYsq5DYbeeLFkHAAAACAUeQPAw/nHEtiBNOXNGhCXrAAAAgHNR4AEEBdPO7dalCxSPR84uWZfka9BI71AAAABAEKHAA9Cbqlp+XP2fJetiYl13smQdAAAAcC4KPAA9nbNknbdRE3e/O9WwMH1TAQAAAEGIAg9AN0pBvn3hXEP2ocCXRR07F97UjSXrAAAA8P/bu+/4KMp9j+PP7Gy2pJAeaiiBg5RDFYhAFDD0Ik1MFPHqEfG8jp5j99qu13Z5cdErvlDweIgNlFAUUJogKJHQIgcNXRQChBBKQnp2k93ZuX8MxJCEAJJkdjaf91/7PPvM8EvCJPvdmfktakSAB6CPqi3rho5ydadlHQAAAHBFBHgAOjAfOWRbt+piyzq7v2PCXUqr1noXBQAAAHg1AjyAhlWlZV1EpGNioickVO+yAAAAAG9HgAfQcCS3y7ruK79fDmpDd/uOzrGTVItF36oAAAAAQyDAA2ggUmGBfeVS+dwZbUjLOgAAAOC6EOABNAT5zGn7yqVScUXLutGu7r30LgoAAAAwEgI8gHrnd2ifdf1qSXELIVT/AMeEu5SW0XoXBQAAABgMAR5AfVJV69bvLGnbf29ZN+luT3CI3mUBAAAAxkOAB1BfaFkHAAAA1CECPIB6IRUW2Fcukc+d1Ya0rAMAAABuEAEeQN2r2rJu2GhXN1rWAQAAADeEAA+gjpkP7rN9Q8s6AAAAoI4R4AHUnaot66IckxJpWQcAAADUCQI8gLohuV3Wtav8jhzShu4ONznHTlT9aFkHAAAA1A0CPIA6QMs6AAAAoL4R4AHcKDk7y75yqVRSLITWsm6Mq1tPvYsCAAAAfA0BHsANMR/ca/tmze8t6yYmKC1a6V0UAAAA4IMI8AD+qMtb1ilRzRyTEtWgJnqXBQAAAPgmAjyAP4KWdQAAAEADI8ADuG5SYYF9xRL5/MWWdWUDBpUPuE1Ikr5VAQAAAL6NAA/g+phOZ/mvutiyTpXNZaPucHX+s95FAQAAAL6PAA/gOpj3p9s2rpEURQih+geUTrjL0zJa76IAAACARoEAD+DaVGlZ17S5Y2ICLesAAACABkOAB3B1kstlXVepZd2fOjnHTKBlHQAAANCQCPAArkIqyLevXCKfP6cNaVkHAAAA6IIAD6A28qmT9lVLJYdDCKGazWWjxrs6ddW7KAAAAKAxIsADuKLLWtYFBJaOn0LLOgAAAEAvBHgANVFV63cbLHvStJHStLljYqIaFKRvUQAAAEBjRoAHUJVUVmZb86X52G/a0G2lQHcAACAASURBVN2xk3P0RNXPT9+qAAAAgEaOAA/gMqbCAtuXyXLOOSGEkKSy/rfRsg4AAADwBgR4AL+TT52wr1pGyzoAAADACxHgAVzktz/dWrll3YS7PC1a6V0UAAAAgIsI8ACqtaxr1sIxIYGWdQAAAIBXIcADjZ1UVmZb/aU5o6JlXWfn6Am0rAMAAAC8DQEeaNRoWQcAAAAYBQEeaLzkzBP+Xy0XjlIhhGr2Kxs93nVTF72LAgAAAFAzAjzQSPntT7dtXCO0lnVNgh0TE5SoZnoXBQAAAOCKCPBA4+PxWL/feFnLuokJaiAt6wAAAACvRoAHGhepzGlb/aU546g2dHXuVjZqnCrzqwAAAADwdrxqBxoRU0G+feUS0/lLLetuvb283wBa1gEAAACGQIAHGgs587j/V1/Qsg4AAAAwKAI80Cj47fvZ9u3aSi3rEpWopnoXBQAAAOA6EOABX0fLOgAAAMAnEOABXyaVOW1ff2k+frFlnbtLd+fIsbSsAwAAAIyI1/GAzzLl5dq/XGLKyxWClnUAAACA4RHgAd8knzzu/3WllnVjJrg6dta7KAAAAAB/HAEe8EF+P/1o+26D8HgELesAAAAAX2GkAF9QUJCcnJyWlpafnx8eHt6/f//ExER/f/9r2fbYsWNff/11RkZGdnZ2eHh4TEzMlClT2rZtW3mNw+EoKSmpcfPQ0FBZlm/8SwDqncdj27TOL32PNlKat3RMTFADAvUtCgAAAMCNM0yAz83NfeaZZ3JycoQQNpvt7Nmzq1at2r179+zZswMDrxJO0tLSZs2a5Xa7hRDBwcGnT5/Oysravn379OnTx4wZU7FsxYoVS5curXEP7777bps2beruqwHqheR02lbTsg4AAADwTSa9C7hW8+bNy8nJiYmJmTdv3tKlS+fMmRMVFXXq1KkPP/yw9g1LS0vnzJnjdrsHDBjw2WefLVq0KDk5edKkSYqiJCUlHT9+vGLl6dOn6/drAOqT6UKu/2dJF9O7JJXdFu8YPZ70DgAAAPgMY7y4P3HixO7duy0Wy/PPP9+0aVMhRPv27V944YXHH398y5Yt06ZNCwsLu9K2qampJSUlERERTz31lJ+fnxDC39///vvvv3DhwpYtW5YvX/7MM89oK7OzswUn22FM8skM+9dfSA6HEEL18ysbTcs6AAAAwNcY4wz8rl27hBDdu3fX0rsmJiYmJiZGUZQ9e/bUsq12jj0+Pl5L7xXi4+OFEMeOHdOGqqpmZ2dLktSiRYu6Lh+oX3570vyXf34xvTcJdkz9C+kdAAAA8D3GCPBHjx4VQvTq1avKfO/evYUQv/76ay3bZmVlCSFat25dZT4kJEQIcf78eW1YXFxcUlLSrFmzKjkf8GqKYtu4xrb5G63hvKdFy5J7H1QiaTgPAAAA+CBjXEKfl5cnhKh+brx58+ZCiPz8/Fq2feCBB+65557o6Ogq81rsrzilr10/36pVq9TU1O+///7MmTORkZHt2rUbN25cLdfnAzqSnE77mi/ljEst67r2cI4Yq/JxCQAAAICPMkaALygoEEIEBARUmdf6z2vPXkmVz4rTFBcXL1u2TAgxcOBAbUbrYLdnz54ff/xRm8nMzNyzZ8+GDRv+8Y9/3HLLLTXu/NChQ9Unw8LCrFZrbV8PvIAkSSaTyWw2xiFQnelCjmX559KFXCGEkCTXoKHuW+JkSdK7Lm9hMl28vEiWZVVV9S0G9cfQRzFqJ136hWY2mzmKfZL2i5rf0o2B7r+oPR6PvgUAdcgYr3u0iF794+KuJcBXd/r06dmzZ585cyYsLGzs2LHapHYGXlGUiRMnDhkyJCoqKiMjY+HChYcOHXr77bfff//98PDwKvvxeDzTpk2rvv+33npr8ODB11USdCHLssVi0buKP8Lz2xHX5x+J0lIhhLBY/O6619qtp95FeamrfswkDM1ut9vtdr2rQP0KDg7WuwTUI35L+zyTyaTduKqjUu0lE+ATjBHga39r1uVyXeN+XC7XypUrly1bVl5eHhQU9PLLLzdp0kR7KjQ09NZbb+3Ro8fw4cO1ma5du86cOfPxxx8/ceJEcnLyo48+eiNfAlBXlG0/uNes0G56l0LD/P5jhtSczosAAACA7zNGgA8JCXE4HCUlJVXmi4uLhRChoaHXspMTJ068+eabJ0+eFEJ069btiSeeiIiIqHh25MiRI0eOrLKJLMuTJ09+++23f/nll+o7lCRp6NCh1efDwsLKysqupSToyGKxeDwet9utdyHXQ1HE2pVi966Lwzbt1LvvL/f3F/x/q8ZsNsuyLIRwuVxcOOerrFar2+1WFEXvQlAv/Pz8tEus+ZPqqyRJslgs/Jb2YdotpaqqlpeX61sJfyngSwwT4LOzs6sHeG3mWgL8hg0b/vWvf7lcrtDQ0AceeGDQoEHStd0t3K5dOyHEqVOnFEWRL28PJknSrFmzqm9SWFhYVFR0LTuHjkJCQtxut/YekCFITod99Qr5+OUt6xRF8J+tJoGBgdoBW1paeu0X6cBYrFZrWVmZw+HQuxDUi5CQEC3AFxcXc4+0T9JuZOO3tA+zWCySJKmq6g0vjIOCgvQuAagbhgnw4tJt6pWdPXu24tlapKSkzJs3TwjRv3//xx57zN/f/9r/ae29Q5vNVtETC2h4pgs59i+XmPIvCCGEJJUNGV5+c6zeRQEAAABoUMYIpe3btxdCpKenV5n/+eefK569kuzs7Llz5wohEhISnnvuuRrTu9PpfPTRRx999NHqLS5OnTolhIiOjr7GM/ZAnZOPH/P//GMtvatWq2PS3aR3AAAAoBEyRoCPjY0VQqSnp1duOH/mzJkjR47IstyvX79att2wYYPL5YqPj586deqVQrjNZgsNDT158uTGjRurPLVmzRohRI8ePW70awD+EMu/d/l/uVhyOoQQnibBjnsecMd00LsoAAAAADowRoBv06ZNnz59HA7HW2+9pZ0kLygomDVrlqqq8fHxle+BX758eXJy8oEDBypmUlNThRCxsbF5Nal4R2DUqFFCiIULF27atElrdJGXl/fuu+/u2bMnPDx88uTJDfn1AkIIoSi2jWus323QGs4rrVqX3jdDiYjSuywAAAAA+pCM0hgmNzf36aefzs3NlWW5ZcuWmZmZqqq2bt169uzZla+Kv+uuu5xO59SpUxMSEoQQLper9uwdFRWVlJSkPV6wYMHq1auFELIs+/v7a/02wsLCnnnmma5du157qYWFhbo328RVeXkTO8lRal+1TD51Uhu6/tyjbPhY9fI2iqhFYGCgzWYTQhQUFNAeyVdFRESUlJTQxM5XhYSEmM1mIURubq5RXqvgusiyHBoaym9pHxYeHi5JksfjuXDhgt61iMofPgUYmjGa2AkhwsPD33nnncWLF6elpWVlZUVGRsbFxSUkJNjt9lq2On/+/LX/E9OnT+/Ro8fXX3+dlZVVUlLSsWPHTp06JSQk0LUSDcyUm2NfQcs6AAAAAJcxzBl4A+EMvCF47Rl487Ffbau/lMrLhRCq1eocN9ndjpverxtn4BsDzsD7Ns7A+zzOwPs8zsAD9cEwZ+CBxsCya5s19XvtpndPk2Dn5Lu56R0AAACAhgAPeAdFsW1a77d3z8VRdJvS8VOEvYZPPQQAAADQOBHgAf1JjlL7yqVyVqY2dP25p3P4GEHLOgAAAACVEOABnZlyzttXLjHl5wkhhMlUNngYLesAAAAAVEeAB/RkPnrEtmbFpZZ1Nue4ye527fUuCgAAAIA3IsADurmsZV1wiGNioieSlnUAAAAAakaAB/SgKLZN6/z2/nRxFN22dPydtKwDAAAAUAsCPNDQpNIS+6plv7es69bTOYyWdQAAAACuggAPNChTzjn7iiWmgnwhaFkHAAAA4DoQ4IGGU7Vl3R2T3W1pWQcAAADgmhDggQZyWcu60HDH5ERPaLjeRQEAAAAwDAI8UP8UxfbtOr99l1rWtW5begct6wAAAABcHwI8UL+qtqzr1dd5+whhMulbFQAAAADDIcAD9ahKyzrn0NGuHr31LgoAAACAIRHggfpi/u0X25qVkqtcCKHabI6xk5V2tKwDAAAA8AcR4IF6cVnLurBwx6S7PaFhehcFAAAAwMAI8EAdkxS3df1qv0P7tKHSup3jjjtVu13fqgAAAAAYHQEeqEtSaYl95VL59Clt6OrdzzlkOC3rAAAAANw4AjxQZ+RzZ+wrlkhFhUIIIcvO+FG0rAMAAABQVwjwQN2gZR0AAACAekWAB+qAZVuKdccPQlWFEJ6wCMekRFrWAQAAAKhbBHjghkhut/Wbr/0O7deGSpt2jnG0rAMAAABQ9wjwwB8nlZb4r1pmysrUhuW9+5YNGUHLOgAAAAD1gQAP/EHy2Wz7yqW0rAMAAADQMAjwwB9h/vWwbe2qSy3r7I5xk5S2tKwDAAAAUI8I8MB1q9qybnKiJ4SWdQAAAADqFwEeuA6S221d/5Xf4QPaUGkb4xg3WbXRsg4AAABAvSPAA9dKKin2X7XMdPqUNizv3a9syHBa1gEAAABoGAR44JrIZ7PtK5dIRUVC0LIOAAAAgA4I8Gh0CgsLd+zYUVRUpChKq1at+vbta7FYat/EfOSwbd1KyeUSQqh2f8eEu5RWrRukWAAAAAC4iACPRkRRlPnz58+ZM6dIO5EuhBCiVatWr7/++tixY2veRlUt23/4vWVdeIRjEi3rAAAAAOiA23fRWCiKMn369Ndee61yehdCnDp16oEHHnjnnXeqbyK53bY1K6zbU7T07m7fsfTe6aR3AAAAALogwKOx+Pjjj9esWXOlZ2fOnLl79+7KM1JJsf/ShRUN58tjBzom3KVe7WJ7AAAAAKgnBHg0FvPnz6/lWVVV33///YqhfOZ0wKIFFxvOy7JzxNiy2+JpOA8AAABAR9wDj0bh+PHjmZmZta9JTU3VHpiPHLKtW/V7y7qJCUrL6HovEQAAAABqRYBHo3Du3Lmrrrlw4UJ5WVnQrlRL2vaLLesiIh0TEz0hofVfIAAAAABcBQEejUJAQMBV14QE+DfZsNrvl4Pa0N2+o3PsJG56BwAAAOAlCPBoFGJiYux2u8PhuNKCVkGBa6dOqUjv5bEDy+KGcNM7AAAAAO9BPkGjYLfbr/hJ70L0ad5067S7bmoSKITWsm4cLesAAAAAeBsiChqLF198MTIysvp8YpeOm+6e3DwwQAih+geUJtzn6t6rwasDAAAAgKsgwKOxaNmy5Zdfftm6deuKGZMkvTFowMdjR9jMshDCExFZeu+DNJwHAAAA4J24Bx6NSOfOnX/44YclS5Z89913Z09lvnFz92HNo7SnaFkHAAAAwMsR4NG4BAQEPPjggw/dOTlww2r1RIY26erZx3n7CCHL+tYGAAAAALUgwKNxkRTFkrbNb2eq6nYLIYTJ5Bwy3NW7n951AQAAAMBVEODRiMjHj9o2rTflXdCGqs3uGDdJadte36oAAAAA4FoQ4NEomAryrZu/MR89cnEsSVKfWBE/SlEUXesCAAAAgGtFgIePkxTFb2eqJW2bpF0zL4QSEVU2bHTQn7u73W5RXKxveQAAAABwjQjw8GXm40etla+Zt1jK44aU9+orTHyAIgAAAACDIcDDN0mFBbZN63+/Zl4Id9fuztvi1cAgHasCAAAAgD+MAA+f4/FYfvrRsi1FKnNenAiLcA4bpbRup29dAAAAAHAjCPDwKaasTNumdfK5s9pQlc3lsQNdtwxUZf6rAwAAADA2Ug18hORw2L7fYD64T6iqNuNu16Fs6ChPSKi+hQEAAABAnSDAw/hU1bInzbLjB8nhuDjRJNg5dJS7fUd96wIAAACAOkSAh7HJOeesG9fKWZmXxnJZbJwrdoBq9tO1LgAAAACoYwR4GJVUVmZJ/d7y827h8WgzSsvosmFjlMgofQsDAAAAgPpAgIchmfen237YLJUUa0PVP8A5aKi7a3chSfoWBgAAAAD1hAAPgzHl5tg2rZNPHr80NpX37FM+cJBqs+tZFgAAAADUMwI8DENS3JZtKZbdO4WiaDNK85Zlw0YrTZvrWxgAAAAANAACPIzBfOw36+b1pvw8bahabWWDhrq69+KaeQAAAACNBAEe3k4qyLdt/sZ89MilseTu0s05aKgaEKhrXQAAAADQoAjw8GKKYtmZaknbLrld2oQnItI5dLQS3UbfugAAAACg4RHg4aXk48dsm9ebLuRqQ9XPUn7rkPKefYQs61sYAAAAAOiCAA+vI5WW2LZ8az64T6iqNuPq2Lns9hFqUBN9CwMAAAAAHRHg4U08HstPP1q2p0hO58WJJsFlQ0e523fUty4AAAAA0B0BHt5Czs6yfrtOPputDVVZLo+Nc8UOVM38LwUAAAAAAjy8gaPU/v3GytfMK+3aO+NHeULD9K0LAAAAALwHAR66UlXzgb22HzZLJcUXJ4KaOIeN5pp5AAAAAKiCAA/dmHLO2b5dJ586eWlsKu/ZpzxusGq16VoXAAAAAHgjAjx0ILnKLT98Z0n/t1AUbcbTMto5dLQS1VTfwgAAAADAaxHg0dDM+9Ntqd9JRUXaULXbnYOHu7t2F5Kkb2EAAAAA4M0I8Gg4poJ86+ZvzEePXBxLUnmvvuUDBql2u651AQAAAIABEODRECRF8duZaknbJrnd2owSEVU2fIzSMlrfwgAAAADAKAjwqHfm40etm9ab8i5oQ9ViKY8bUt6rrzCZ9C0MAAAAAAyEAI96JBUW2Dat//2aeSHcXbs7b4tXA4N0rAoAAAAAjIgAj/rh8Vh++tGyLUUqc16cCItwDhultG6nb10AAAAAYFAEeNQ9U1am7dt18vmz2lCVzeWxA123DFRl/r8BAAAAwB9EoEJdkhyltu83mg/uE6qqzbjbdSgbOsoTEqpvYQAAAABgdAR41BFVtexJs+z4QXI4Lk40CXYOHeVu31HfugAAAADANxDgUQfk8+es366VszIvjeWy2DhX7ADV7KdrXQAAAADgOwjwuCFSWZkl9XvLz7uFx6PNKC2jy4aNUSKj9C0MAAAAAHwMAR5/nHl/uu2HzVJJsTZU/QOcg4a6u3YXkqRvYQAAAADgewjw+CNMuTm2Tevkk8cvjU3lPfuUDxys2mx6lgUAAAAAvosAj+sjKW7LthTL7p1CUbQZpXnLsmGjlabN9S0MAAAAAHwbAR7XwXzsN+umdaaCfG2oWm1lg4a6uvfimnkAAAAAqG8EeFwTqSDftvkb89Ejl8aSu0s356ChakCgrnUBAAAAQGNBgMfVKIplZ6olbbvkdmkTnogo59BRSnQbfesCAAAAgEaFAI/ayMeP2TatN+XlakPVz1J+65Dynn2ELOtbGAAAAAA0NgR41EwqLbFt+dZ8cJ9QVW3GdVOXsiEj1KAgfQsDAAAAgMaJAI9qPB7LTz9atqdITufFiSbBZUNHudt31LcuAAAAAGjMCPC4jOl0lm3TOvlstjZUZbk8Ns4VO1A1818FAAAAAPREKsMljlL79xsrXzOvtGvvjB/lCQ3Tty4AAAAAgCDAQwghVNV8YK/th81SSfHFiaAmzmGjuWYeAAAAALwHAb6xM+Wcs327Tj518tLYVN6zT3ncYNVq07UuAAAAAMBlCPA+KDMzc+/evYqiBAYG3nzzzcHBwTUuk1zllh++s6T/WyiKNuNpGe0cOlqJatqAxQIAAAAArgkB3qdkZGQ8//zzmzdvrpixWq3Tp09/7rnnbLbLzqib96fbUr+Tioq0oWq3OwcPd3ftLiSpQSsGAAAAAFwbArzv2L1795QpU4qLiytPlpWVzZs3b+vWrStXrmzSpIkQwlSQb938jfnokYsrJKm8V9/yAYNUu73hawYAAAAAXCOT3gWgbpSWlj744INV0nuFvXv3vvDCC5KiWLal+H80vyK9KxFRpXffXxY/kvQOAAAAAF6OM/A+Yvny5adPn65lQd6PO60L3vMrKtCGqsVSHjekvFdfYeJNHAAAAAAwAAK8j0hJSbnSU62CAucOHzK6fVtxKb27u3Z33havBgY1VHUAAAAAgBtFgPcRZ86cqT5pNpke79vr+QF9A/z8tBlPWIRz2CildbuGrQ4AAAAAcKMI8D7CXu0m9ltaNp87bHD3qAht6HQrPwaG9Lz/YSHLDV4dAAAAAOBGcf+zj7jpppsqD/8cGb75nskV6X1rZlb/T5cU9riZ9A4AAAAABkWA9xGTJk2qPNx/PnfdbxlCiMzCoskr1gxLXpFvsfbv31+n6gAAAAAAN4oA7yP69OmTmJhYeea5Lanz96T3/Th57W8ZkiTNnDnT79Kd8AAAAAAAw+EeeN/xf//3f0KIJUuWaMOjeQVPbvpBCGG322fPnj127Fg9iwMAAAAA3BgCvO+wWCzvvvtuQkLCp59++tNPPxUWFrZo0SIuLu7hhx+Ojo7WuzoAAAAAwA0hwPuauLi4uLg4vasAAAAAANQx7oEHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMw612AD5Jl2Wq16l0FrsJkMvGT8mGyLGsP/Pz8TCbeqfRZZrOZo9hXSZKkPbBaraqq6lsM6oP2y5nf0o2B7r+o3W63vgUAdUjij2Kdc7vdZjPvjAAAAAD6Ky0t9ff317sKoG6QM+uew+EoLy/XuwpcRXBwsKIoxcXFeheCehEYGKi9319QUMD77r4qPDy8pKTE6XTqXQjqRXBwsPZu+IULFzjZ4JNkWQ4JCSksLHS5XHrXgnoRFhYmSZLH48nLy9O7FkGAh88gwNc9VVV5qWEI/KR8WOWfLD9l38bP1+fxu9pXaT9Wfr6NAT9ioA5x0xEAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGIBZ7wIAfbhcLkVR9K4C9WX//v3nz58XQnTu3DkwMFDvclAvysrKOIp92I4dO4qLi4UQvXv3lmVZ73JQ91RVLSsr83g8eheC+rJx40aPx2O1Wrt37653LYDvkFRV1bsGAKhjb7zxxqpVq4QQSUlJPXv21LscANft/vvv379/vxBiy5YtvA0HGFFcXJzT6WzWrNmaNWv0rgXwHVxCDwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAPgY+QAAAAAADAAzsADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABmDWuwAAqAObNm2aO3fuBx980Lx58+rPFhQUJCcnp6Wl5efnh4eH9+/fPzEx0d/fv+HrBFDFsWPHvv7664yMjOzs7PDw8JiYmClTprRt27bKMo5iwDsdPnz4iy++OHnyZH5+fsuWLbt06ZKYmBgUFFRlGYcwUFf4GDkAhqeq6ssvv5yenl5jgM/NzX3mmWdycnKEEDabzel0CiFatWo1e/bswMBAHcoFcElaWtqsWbPcbrcQIjg4uLCwUFVVWZanT58+ZsyYimUcxYB3Wr16dVJSkqqqJpMpKCiooKBACBEcHDxr1qyWLVtWLOMQBuoQl9ADMDaPx/PVV1+lp6dfacG8efNycnJiYmLmzZu3dOnSOXPmREVFnTp16sMPP2zIOgFUUVpaOmfOHLfbPWDAgM8++2zRokXJycmTJk1SFCUpKen48eMVKzmKAS+Um5v76aefCiH+8pe/LF++fNGiRUlJSZ07dy4oKJg/f37lc4QcwkAdIsADMKrdu3e/8847M2bM+Oijj6605sSJE7t377ZYLM8//3x0dLQkSe3bt3/hhReEEFu2bLlw4UID1gvgMqmpqSUlJREREU899VSTJk2EEP7+/vfff//gwYMVRVm+fLm2jKMY8E5r164tLy8fMGDAhAkT/Pz8hBBRUVFPPfWULMv79u3TzrcLDmGgrhHgARjVjh07vvvuu3PnztWyZteuXUKI7t27N23atGIyJiYmJiZGUZQ9e/bUe5UArkA7xx4fH6+99K8QHx8vhDh27Jg25CgGvNPJkyeFEAMGDKg8GRUVpV08n5mZqc1wCAN1iwAPwKgSExPfueRKjXCOHj0qhOjVq1eV+d69ewshfv311/ouEsCVZGVlCSFat25dZT4kJEQIcf78eW3IUQx4p4KCAn9//8qxXGO1WoUQ2o3ugkMYqGt0oQdgVJGRkZGRkdpjWZZrXJOXlyeEaNGiRZV5rdddfn5+fRYIoDYPPPDAPffcEx0dXWVee0FfkQo4igHv9Oabb1afLCoqOnXqlBCiTZs22gyHMFC3CPAAfJnWETcgIKDKvNb2VnsWgC6qf1acEKK4uHjZsmVCiIEDB2ozHMWA93O5XEVFRRkZGUuXLnU4HLfeemtFF3oOYaBuEeAB+DLtlUH1T6nhdQPghU6fPj179uwzZ86EhYWNHTtWm+QoBrzf008/nZGRoT0eOXLk9OnTK57iEAbqFgEegC+r/DE21blcrgarBEAtXC7XypUrly1bVl5eHhQU9PLLL2t96QVHMWAEbdq0UVX17NmzDodj69atMTExI0eO1J7iEAbqFgEegC8LCQlxOBwlJSVV5ouLi4UQoaGhehQF4DInTpx48803tY7W3bp1e+KJJyIiIiqe5SgGvN+TTz4phFBVNSUlZe7cufPnzw8NDY2NjRUcwkBdows9AF+mtbOu/rpBm+F1A6C7DRs2PPnkkydPngwNDX3yySffeOONyuldcBQDxiFJ0uDB8poHWwAADaBJREFUgydMmCCE+Oabb7RJDmGgbnEGHoAv0143ZGdnV5k/e/ZsxbMA9JKSkjJv3jwhRP/+/R977LEaPw+SoxjwQnl5eZs3bw4MDKy4VL5Cly5dhBDnzp3ThhzCQN3iDDwAX9a+fXshRHp6epX5n3/+ueJZALrIzs6eO3euECIhIeG5556rMb0LjmLAK1ksloULF/7rX/9SFKXKU0VFRUKIsLAwbcghDNQtAjwAX6bdgJeenl65z+2ZM2eOHDkiy3K/fv30Kw1o7DZs2OByueLj46dOnSpJ0pWWcRQDXiggIKBZs2Zut3vXrl2V51VV3bZtmxAiJiZGm+EQBuoWAR6AL2vTpk2fPn0cDsdbb71VWloqhCgoKJg1a5aqqvHx8dx6B+goNTVVCBEbG5tXk4rX+hzFgHcaN26cEOL9999PS0vTzsMXFhYuWLAgLS3NbrePGTNGW8YhDNQtqfaPdgAAQ5g6dWpRUdEHH3zQvHnzKk/l5uY+/fTTubm5siy3bNkyMzNTVdXWrVvPnj37SpfsAqhvLpdr8uTJtSyIiopKSkrSHnMUA17I4/G8/PLLe/fuFULIshwQEFBYWCiEsFqtjz32WFxcXMVKDmGgDsmvvPKK3jUAwI1asWJFeXn5uHHjgoKCqjzl7+8/ZMgQp9OZm5t7/vz5iIiIESNGPPHEE7xoAHR09uzZNWvW1LIgICDgjjvu0B5zFANeSJKkIUOGRERElJSUuFwup9PZunXrfv36Pfvss507d668kkMYqEOcgQcAAAAAwAC4Bx4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAwmIiICEmSXnrpJb0LAQAAaFAEeAAAdJOamipJkiRJPXv21LsWAADg7QjwAAB4nVdeeUWSpIiICL0LAQAAXoQADwAAAACAAZj1LgAAgMarX79+2dnZQgizmb/IAADgKni5AACAbiwWS7NmzfSuAgAAGAOX0AMAvJGqqkuWLBk5cmTTpk2tVmvbtm1nzJhx+PDhWjYpKCj4n//5n9jY2LCwMH9//y5dukybNi01NVVV1crLkpKSJEnq1KmTEOL8+fMvvPBCp06d7HZ7RETE4MGDFyxY4Ha7a9z/4cOHH3nkkU6dOgUEBAQGBnbq1Olvf/vbgQMHalycl5f3yiuv3HrrrS1bttSKmTRp0tatW6uvDAwMlCTpjTfe0IZ//etfJUl69dVXhRC5ublai7u33nrrGr5nAADAx3EGHgDgdYqLi++8884NGzZUzJw4cWLBggWLFi1avHhxjZukpqZOmjTp/PnzFTOHDh06dOjQZ599dt99933wwQc2m63KJunp6WPGjMnKytKGTqczJSUlJSXlww8/XLt2bXh4eOXFb7/99rPPPqsoSsXML7/88ssvv3zwwQczZ8589tlnJUmqeGrr1q1jx44tLCysUszKlSsff/zxOXPmXPd3BAAAgAAPAPA2qqree++9WnoPDg5OTEzs27dvdnb2unXrduzYcc8991RO0ZoDBw4MHz7c4XD4+flNmzatb9++gYGBBw4c+OSTT86cObNw4UKHw7Fs2bLKmxQWFo4fPz4rK6tbt27jx4+PiYnZs2fP8uXLz549u2vXrgkTJqSkpJhMF69T++STT5566ikhhNlsnjp1av/+/YUQO3fu/Pzzz10u13PPPRcWFvbQQw9pi7OzsydPnlxYWGixWO69996BAwcGBAQcPHjwn//857lz5955552hQ4eOGTPmSl/+vHnz3nvvvddee+31118PCws7e/asEKKiEgAA0KipAAB4k9WrV2t/oTp27HjkyJGKeUVRnn766Yq/Xy+++KI27/F4YmNjhRAtWrSovF5V1aKiogkTJmjr16xZo00uWLCgYieJiYlOp7NifVZWVp8+fbSnPvnkE22yoKCgSZMmQojQ0NAtW7ZU3v/WrVu1E/VBQUH5+fna5Icffqjt4Ysvvqi8+PDhw35+fkKIv/zlL5XnAwIChBCvv/565cn//u//FkKEh4df//cPAAD4LN7RBwB4l/nz52sPPv300z/96U8V8yaTafbs2b17966yfseOHbt27aq+XggRGBi4cOHCpk2bCiGSk5OrbNisWbOPP/7YarVWzLRo0SI5OVk73f3+++9rk4sXL9Yuhn/ppZcGDRpUeQ9xcXH/9V//JYQoKiqquLb/p59+EkLIsjx+/PjKi2+66aZHHnlk/PjxfLo7AAD4YwjwAAAv4nK5UlJShBBDhw695ZZbqjwrSdKzzz5bZXL9+vVCiIiIiNtvv736DoOCggYPHiyEqN5A7h//+Ef1G+M7dOiQkJAghEhLSysqKhJCbN68WdvPww8/XH3/06dPDwoKEkJ8//332kxUVJQQQlGUr776qsriOXPmrFq16n//939r+tIBAACuggAPAPAiJ06cKC0tFUJoV8VX169fvyoz//73v4UQOTk5sixLNVm6dKkQonJ/O031Nwgqz6uqum/fPiHE/v37hRAdO3bUrnWvIiAg4KabbhJC7N27V5uZNGmSxWIRQtx55539+/dfsGBBZmbmtX31AAAAtSHAAwC8yIULF7QH7du3r3FBdHS0LMuVZ3Jycq5lzw6Hw+VyVZ5p165djSsr5nNzc4UQeXl5Qoi2bdteac/aU9oyIUTXrl0XL14cGRkphNi5c+eMGTNat27dpk2bBx98cO3atVVqAAAAuHYEeACAFzGbr/LxKJIkVQnw2se29+nTx3U1VXZe+e73yrRWc0KIawzb2m4rf3r85MmTjxw58t577w0bNkzb28mTJz/66KOxY8f26tVLu2QAAADgehHgAQBeJDQ0VHtw9OjRGhecPn26vLy88kxYWJgQ4rfffpNl2Vyryh/VLoQ4fvx4jf9ExT+tdZjXSjpx4sSVas7IyKgoo0JISMgjjzyycePG/Pz8zZs3v/TSS9HR0UKIAwcO3HHHHRWn6wEAAK4dAR4A4EXatGmjfWab1li+uj179lSZ6dq1qxAiPz//5MmTNW6yePHi9957b+PGjVXm09PTa1z/448/ag+6dOlSsf8jR45oN+dX4XA4Dh8+XLFMCJGTk5OTk1NcXKwN/f39b7/99tdffz0jI+PVV18VQpw+fbqi4x0AAMC1I8ADALyIyWQaMmSIEGLTpk3VM7yqqrNnz64yOXToUO3BzJkzq+/w8OHDU6dO/fvf/1493s+ZM0dRlCqTGRkZn3/+uRCiW7du2n3sWnP7wsLCpKSk6vtfsGBBQUFBxTIhRI8ePSIjI8eNG1dlpSzLd911l/b4Su81AAAA1IIADwDwLn/961+1B//xH//x66+/Vsyrqvrqq69u3769yvpRo0ZpbeQ+/PDDZcuWVX6qpKTk/vvvF0JYrdbJkydX2fDIkSNPPvlk5XvXs7Oz7777bm3mb3/7mzZ5zz33BAYGCiFee+21HTt2VN7D9u3bX3vtNSFEQEDAtGnTtEntk+pTU1OrXyywZMkS7UGVz6u/EofDUf0tBgAA0GhdpVcQAAANbMSIEZMmTVqxYsUvv/zSt2/fu+++u0+fPufPn//mm29SUlJsNluHDh20j3bTmM3mpKSkYcOGKYqSkJCwdOnSIUOGNG/e/MiRI//85z+1c90ffPBBxd31FQICAubOnbtz585x48a1atXqp59+WrZs2ZkzZ4QQffv2nT59urYsJCTk7bffnjFjRm5u7qBBgx544IHY2FhVVXft2vXJJ59oje7mzJlTsf877rhjzZo1brc7Pj7+oYce6t27t91uP3369OrVq7WPrP/Tn/40bNiw2r8JWuu70tLSd99997bbbouIiGjdunWdfHsBAICBqQAAeJni4uIRI0ZU/5tls9lWrFiRkJAghHjxxRcrb7Js2TK73V59E4vFMnPmzMorFyxYoD21cePGkJCQ6pvcfPPNZ8+erbyJx+OZNWuWyVTDZWsmk2n27Nkej6disdvtvvfee6/0Z7d9+/YHDx6svHPt4+Vff/31ypMbNmyovNWbb75ZZ99cAABgWFxCDwDwOgEBAevXr09OTh4xYkRkZKSfn1+LFi3uu+++3bt3T5w4scZNpkyZ8uuvvz777LPdunULCgoKCgrq27fvjBkzDh069Pzzz9e4Sf/+/Q8ePPj3v/+9Xbt2FoslJCQkLi7u/fff37lzZ1RUVOWVkiT953/+Z3p6+sMPP9yhQwe73W632zt06PDwww/v27fvmWeeqdzfXpblRYsWbdu2bcqUKd26dQsJCfH39+/UqdPo0aOTk5MPHz7cuXPnq34Hhg8f/tZbb7Vp08ZisbRo0SIiIuJ6vn8AAMA3Saqq6l0DAAANJykp6aGHHhJCFBUVaTe3AwAAGAJn4AEAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADoAs9AAAAAAAGwBl4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAD+H0w5bp3U7vmeAAAAAElFTkSuQmCC)