To ensure adequate coding, we need to add +1 to the observed values.
In order to take into account the ordinal character of the data, penalized ALS is applied where the amount of penalty can be controlled by the smoothing parameter lambda
\(\in \mathbb{R}_0^{+}\) using a second-order difference penalty. In addition, the function provides the option of both non-monotone effects and incorporating constraints enforcing monotonicity.
Comparison of different penalty parameter values
We can apply the function for different values of the penalty parameter. As we specify lambda
as a (decreasing) vector, the output will result in a list of multivariate matrices. Note that optimization starts with the first component of lambda. Thus, if lambda is not in decreasing order, the vector will be sorted internally and so will be corresponding results.
ehd_pca2 <- ordPCA(H, p = 2, lambda = c(5, 0.5, 0), maxit = 100, crit = 1e-7,
qstart = NULL, Ks = apply(H, 2, max), constr = rep(TRUE, ncol(H)),
CV = FALSE)
ehd_pca2$pca
: List of length corresponding to lambda, e.g. for \(\lambda=0\):
summary(ehd_pca2$pca[[1]])
#> Importance of components:
#> PC1 PC2 PC3 PC4 PC5 PC6 PC7
#> Standard deviation 2.2881 2.0538 1.3062 1.20639 1.05816 0.96313 0.83058
#> Proportion of Variance 0.2618 0.2109 0.0853 0.07277 0.05598 0.04638 0.03449
#> Cumulative Proportion 0.2618 0.4727 0.5580 0.63073 0.68672 0.73310 0.76759
#> PC8 PC9 PC10 PC11 PC12 PC13 PC14
#> Standard deviation 0.82684 0.73470 0.70546 0.66612 0.65706 0.63456 0.57075
#> Proportion of Variance 0.03418 0.02699 0.02488 0.02219 0.02159 0.02013 0.01629
#> Cumulative Proportion 0.80178 0.82877 0.85365 0.87583 0.89742 0.91755 0.93384
#> PC15 PC16 PC17 PC18 PC19 PC20
#> Standard deviation 0.5458 0.52864 0.48645 0.44536 0.42629 0.35923
#> Proportion of Variance 0.0149 0.01397 0.01183 0.00992 0.00909 0.00645
#> Cumulative Proportion 0.9487 0.96271 0.97454 0.98446 0.99355 1.00000
ehd_pca2$qs
: List of matrices (of dimension Ks x length(lambda)
) with entries corresponding to the variables, e.g. for the second variable (e9):
ehd_pca2$qs[[9]]
#> [,1] [,2] [,3]
#> [1,] -0.4046272 -0.3957913 -0.3795494
#> [2,] 0.7922099 0.7232103 0.9765504
#> [3,] 1.9948217 1.8145257 1.2336156
#> [4,] 3.2505365 3.3247656 3.0541415
#> [5,] 4.5318967 5.1081132 8.2666190
With an increasing penalty parameter, quantifications become increasingly linear:
plot(ehd_pca2$qs[[9]][,3], type = "b", xlab = "category", ylab = "quantification", col = 1,
ylim = range(ehd_pca2$qs[[9]]), main = colnames(H)[9], bty = "n")
lines(ehd_pca2$qs[[9]][,2], type = "b", col = 2, lty = 2, pch = 2, lwd=2)
lines(ehd_pca2$qs[[9]][,1], type = "b", col = 3, lty = 3, pch = 3, lwd=2)
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)
Visualizing some variables:
par(mar = c(4.1, 4.1, 3.1, 1.1))
for(j in c(1, 9, 12, 13, 15, 19)){
plot(ehd_pca2$qs[[j]][,3], type = "b", main = colnames(H)[j], xlab = "category",
ylab = "quantification", lwd = 2, bty = "n")
lines(ehd_pca2$qs[[j]][,2], type = "b", col = 2, lty = 2, pch = 2, lwd = 2)
lines(ehd_pca2$qs[[j]][,1], type = "b", col = 3, lty = 3, pch = 3, lwd = 2)
}
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)
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)
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8z7jsF4Gl8kJbRmKQorH2wBO6OnhhYYri2nA78Pf/TFeldMMFJjhVAU6ZMyRI83t7eoJcxcnd3h6urq7FqfJ0RsDoCtDFDmzSkjtiyZYt0W8qHfHp8kQ6IBJCro6vZllt6Hf7/CW8RpYUKlzECOQSBEydO4MMPP5SjWbZsGWrUqKGqkbEAUtXjYGYYAdMhEBwcLE1TyHTlo48+StNjwHS9Za2lHLsEyxocfBcjkDMQILOUwd17Yb7w6XpYsjqGf/tthgNzdkgRBbQEsyTZnACikBtkiJgZeuutt0BBl5gYAXtDYPzoMegf5opK3nlRrf4r0iQlIwy8nHNhbJkp8HHJm1E1k1+zOQFE4TZoB4qmlRMnTszQ0pliAzExAvaGwE/rN6DsvvOolK8IkvzyoMLkFB2QMRxezSeCkVmYbE4AkS3D4cOHpTKNIh+OHTvWwpBxd4yAehGgeFm3pi5CVz9/xLu5oNzizxHjqcD4vq51xmSTSmia2UydOhXTpk3Ds2fPrIMc98oIqAwBCk2zrt8HUvgkCqdSn3lDMD50HIad74FoYeejRrK5GZAGRE3QMY7/rEGE3+0ZAfJ/nNljAAZ6FxNRNhS4ftkbU5NmITwxDGU8K8DVISXgvNowslkB5OTkhGbNmqkNT+aHEbAKAnM/Ho+ekW4yvo9rn/aIq1cS4dfDUNOnPsaU+RLOjur8qquTK6s8Qu6UEbBNBLZv347Na35E28pNEVWvMip/kJLPa1n1X5HXxVdE1BDrMZWSTeqAVIols8UIWBwBSkNFCQRPvAjC3o4iiPzc/zLG5HP1U7XwIbB4BmTxjwx3yAiYBoHIyEi8+eabiIgOR9eVrRHeMBiJySIulkqXW2mNOlMCiCKoUYYJCndK9jepiQJaMzECjIBlEXj33Xdx/c41tFn1KlAhFgFR15CoJIhZRaa+1pZlNp3ejHJKQYwoRIWPjw8aNGiA3LnNF54xHR65mBFgBFIhMGvWLPzyyy8o16EEPCu4IJ9LfkwsPwvuTrYVgM+oANq3b5+0NiYDJwryxcQIMALWReDovB9QdP0eFHH3wjdD5iNPKXfU8KknFc7W5ezlezcqgMimgOIrs/B5eXD5DkbA1Ajc/mMvvDf/jZq5/DB+8DC82elNU3dh0faM7oKRrc3t27dx+fJlizLGnTECjIA+AuFXbuLwroU40TQa+1xjMXz+N/oVbPDM6AyIIv/16dMHTZo0AcU/ptkQGQHq0qeffqp7yseMACNgYgTiQ55h6fZRONlfZClNBhaO3pChI7aJuzdbc0YFEOXcImUXUXqhLXKSACLfsrt378rxZvSPtkApQysTI2BuBJKjY7Hpm+E42TMSDiJV+xvOvVHEr6i5u7VI+0YFUJs2bRAWFmYRZtTQCZkcfPXVV0ZZuXPnjsxBZrQiV2AEsoGAIjKXXvzwK5QNTEapU84o7tsC/Xu+n40W1XWrUQGkyy5tyd+6dUtmgyCP9JyYdfSNN94AvYwRmSSUKVPGWDW+zghkC4E7s5fB5dpdRCYkwvNSFXy4ZEK22lPbzUaV0MQwKaGbN2+OEiVKyPdKlSrJ3OxjxoyRnrdqGxTzwwjYOgJBcY8REH4dl//YjdikRKxwj8CkhXNtfVgG/BudAZHlc5cuXUA6D0rY16FDBxne8eDBg5gxY4ZMTTNz5kyDhrmAEWAEsobAubATmHNrMmITYrH73DH4C33P3lPHjYZVzVpv1r3LqADau3cvLl68KF9Vq1bVcktLEPKynTNnDlgAaWHhA0YgWwhci7iEGTc+ExtdSbi78wniEoHlm35CgQIFstWuWm82ugS7ceMGKBC8rvDRDGbgwIGg1B+kkGViBBiB7CPg6OAIV/F3c20gzky9gUWLFqF+/frZb1ilLRidARUtWhT//vsvSAFdvHhxvWH88ccf0iaoUKFCeuV8wggwAllDIH9CYRzteUP+qA8aNAhDhgzJWkM2cpfRGRBtw/v6+oLAIEFESe7Dw8OxY8cOuV1N4QAo5SsTI8AIvDwC5OqUrCQjOT4Bj2Yuw5JuA6XwqVu3Lr777ruXb9DG7jA6AyLv961bt8qsijVr1pR6HwKNqGXLlliyZImNDZnZZQTUgcCz+GCp74lOEhs8v72GqD3HUTYiBvnz58evv/4KNzd1xnE2JXpGBRB1RgpnUkSfPHkS165dA7lnVK5cGfXq1TMlL9wWI2A3CNA2+6SrIxCa8BRFYvIhYu8xRItspl/ePoON2zYbqDtyKjBpCiASNH///TcGDx4MSvWhccXQBeHJkyeyDpWNHz9e9xIfMwKMgEAgWAiZMy+OoWX+jnBJlfL4VtRVKXzKxZdEt6lxSE5WMPr6Ebz35QS7SraQrgD65ptvZLhH8oui44xIDQIoOjoaV69elQHTSpcubeAwmxH/fI0RMAcCmwN/xN9Pd8o4PamzjjbM1xy5b0UDn2+AU6Ijvgg4ieJtmuDjjz82ByuqbTNNJfSIESPw/PlzVKhQAaSEpuOMXpYcHdkdTZr0X+Bt6psMIvPlyyfNBchFhPjevXu3JdnivhgBAwTik1PCF8crhmGMYwPuw2XiFiF8FCx7eAXX83ti5cqVBm3k9II0BZDuoMnj+/Hjx7pF2mO6duDAAe25JQ4oMuOZM2e0Xa1evRoTJkxAo0aN5AOk3PG0a0fW27Rrx8QIqA2BxOfhuP/JN0iOjsHOkHtY8+Ke3Ojx8vJSG6tm58eoACJdUHrOmRSMvmnTpggNDTU7o+l1sHz5crz66qsgi20K0k0ZU0+cOIGKFSvKQPrp3cfljIC1EIi9eReJwaE4G/4Un986KcPclC1b1lrsWLXfNHVAsbGx6N+/v/T/CgkJkR7w7du312OUtuJpR4y26a0ZrpWU5MOHD9fjjU5Igb5s2TKDci5gBMyBwNO4YJwLP6HnnP3g4UXAEzh392/hUPpf7KiI3BFY9OgkTty/h88mTUTHjh3NwZJNtJmmAKJtdsqEsW3bNukARz5frq6uegOiMlr2DBgwwOLJz2jpl5CQABcXF3Tu3BmPHj3S441OaJnm5+dnUM4FjIA5EFj9YBFOPD+o37QQPkSHko/i0L2jKSf////uK1FoUaUtJk+erFdubydpCiACgZYz9KIteYqEuHDhwjSxIeW0JYkE3/79+2U4kGrVqiFPnjygIGLdu3cHGUpS7rLp06dj3bp1WLx4sSVZ477sGIE3CvaEj3NeCLtmiULkiQu4nushQvMnodQNVxQvWhVu/ilRDIMDn8KvTAV88+Vsi/94q+0RpSuANIySsSG5XpDLxdOnT5GUJGJCCqJ32vomZ1Vyz7AU0bKK9DykYD537px8d3Z2RkBAgBRA5CKydOlSuSwj9xEmRsASCFTMVRX0Ioo8dRH3F51B1AAPIYAiUeukJ2oFRKHszx/AyVtMi/xFpdeoJpNRAUROqJ06dZIzjipVqsgvfevWrWWWDBI+tC1uSaKlYI0aNeSLvPE1lCisSIlIYU4xiyh4PhMjYGkEKIRq0MIfZbdxfpTEMxJJ+fMi6UwEQlb9ikIf9rM0S6ruz+gu2OHDh4WVZrKcYZBPGAUo+/HHH6UCeujQoTJaohpGSLMgoiJFirDwUcMDsVMenm/dg7g7D/EwXqTOuZxiBrLo1AHhcKrg2ea/EHc/0E6RSXvYRmdAZANE8Ui8vb1lC4ULF5bb3C1atJAKNH9/f5DtDSmE1UQRERFSgf6ynvpkWrBp0yajQ7l37x7IHYWJEdAgkBQeiYffr5eZ2WcGnEG+vP7yUry3BzZfDkCPQmVx95tlqPDdl5pb7P7d6AyoVKlSegHHyL7myJEjEjjN9jspftVGFL+aduhelmgHkLyRjb1I4GpmXS/bB9e3fQTIz2tfyA4kKSlLfxpR8Ipf4ByXgGMvnqDV2OGY2/97NPdrj11L/8GF0r6ISIxH0vnriDjGBrKaT4DRGRB5wpOtDelbaKZD57QEI0vj3377TX5RaRakNho5ciTKlSv30mxR5Me0oj+mbmjLli28zZ8aFDs5P/n8MBbf+RrRSVHI5+qHmj715bKLll9EPh5eaBMnVgxz96OTMASKxyZMrdoIjw6eQC5nV6kj8q77ChycnewEsfSHaVQAUbRD8lGhLzQFpR82bJgUQNWrV5dpeb788ktVbiVOmTIl/VHzFUYgiwg8irmP2bcmiu12BfXzNkaVXDVkS1H/XoWwQpTHld1yIXyvvt2Pg7hSzD1FjRH/4DESQkLhWjh/FrnIObcZFUA0VLKxIYM/SslMr7Nnz2LPnj2oXbs2yPPcmkQW2WQeQHyRQyoTI2BOBGjG0yBvU1QQW+4dCnbTdpW3YzMkeLhiyDvvSmtoskUrUbyE9vqOnTuwYf0GGUdrskivw8InBRqjOiCqRl/yzZs3gxSvRGT8988//8gdMVlg4X9k+UyzMVr60bY8ZQwgB1QfHx/QzIxCGlAaISZGwNQIeDh5YkzZL6Xwoe/Fi50HEHPtNhxcnFGwbRMU6tQS24PuoPXEMdjy6AYuCf/SWQd2YuCSb7Hj6T00HDMUXtUrmpotm20vUzMgCslB1sf0ohkPAU8540lX8u2330rDQEshQEKQXEDIIppmZsQPzXzonJxiKUMHCUsKablv3z7OXmqpB5ND+yFFs7ODM5r4tdEbYVJEFB5N+Q6Rx87Bo2o5lFqasuSfO3euNFGhvHnkSaBLFEaGVhJMOggIYZIhCWNDRcwylOvXrxvUW7BggeLp6akIS2iDa+YqEI6nihBAinCYTbcLYaukCDMB5Ysvvki3TnYvCA985dixY9lthu9XKQLRiVHKNzc+V7qebKz0Pd1Wj8uYgPvKjR4fKZcb9lKutXtPiTxzWe+68FNUVq1apQgDXuW1115TBgwYoIiwNXp1+CQFAaNLMJpFUF4wCvSVmvr27SvdMe7fv5/6ktnOyQWDPPUzCthNW+QDxa7dX3/9ZTY+uOGcjcBvjzfg5ItD8HTyxqgyX2gHG3X2Cu4MmYSER0FwLl0MC3JHY8m+HdrrdEDmGe+88w5+//13abKyZs0aNG7cWK8On6QgYFQAkd0POaSSS0Zq0uQFo9xhliLxi6K1Q8qoT4pjZEm+MuKFr9keAg19W6BtgS6YXXk5audpoB1AzKUbUGJFDOd6VdHx0K/4fuMGGUxMW4EPXgoBozogCvZFW/H9+vWDWNLImRDFCzp16hQmTpwo9TAva238UhymqtynTx+QEAoKCsLbb78tdTykgHZ0dJQ6IIphvX79euzcuVMGKUt1O58yAplCoIRHKbxXcrRBXd++nXAo+hn6fvyhnP2TlwDpHJmyiEBm1qJiiaW88sorZOSg9+rWrZsiFL+ZacKkdW7evKk0b95cEUJHjx8NfyJfmSJmQCbtM3VjrANKjYjtnj+JDVQWBUxXLoWdy3AQIgKEIhIwaD9zYpmVoS4yw8b4okTA6AyI5BqlZKZYzORyQToYsrmhpRm5aViDKHwl6abIMZb0TzTroQBlGkdUmhExMQKZQeBc2AnMD5iCKJEc0M3JA1VypxgWpr6XvAF69+4t9Yqk46HdLjLOZcoeApkSQJouKMSFmsJckA0QCSN7jaereS78nnUEVtybL4VP3TwN0afoYNmQIkK7BH3/ExICg1Fs6ke4KsLO0Pb5rVu3pOsR5clr0qRJ1jvlO7UIpCmAMpOYUNuCOFBDXjBdfviYEcgsAoNLjsHzhGdo6ttG2pIlPH2OhxPnIebSTTi4uWL75i3oO+Q9UHSFWrVqSYUzOTozmQaBdAWQrSUmNA0c3Iq9IVDDp652yNEXruOBED5JoWFwLuCLP/29MbpPL2l4S5sfK1asgCU3XLSM5eCDNAUQ6VUIcErwR4CTM+pbb72Vg2HgodkDAjuDfsXJ54fwUelJyOuqrycM/XUXnixcR7GG4Va9AibeP4ef522T+s6ZM2di7Nix9gCRxceYpgAiPypyOCW6ePEivv76axZAFn803KGpEEhMTsSC21Nx7Pl+2eTT+GCtAEqOi8fjb1ci7M+D8ppDm9fQ+afvcVmk+SYXn59//hmtWrUyFSvcTioE0hRAzZo1w/fffy93lXLlyiXT3lBw+vSIdEZMjIBaEbgfc1sKH08nLwwvNR7lvCtJVknZfHf4V4glZ1J3NwS1rYcu0yYgLCwMwuxExruydrQHtWJqKr7SFEDk5Llx40ZpcUzJB8nJk1LgMDECtohAaa/y+LTsNPh7lkUBt8LaISTHJ4Bi87gULYhdZXzw0biRMv55165dsXbtWthjqmQtOJY6MGYPJcJuKEL/Y6ya3V1nQ8Sc8cjDg4KVXt26S+NCMmydNm1azhiYjYwizRmQrvCj3O/0YmIEbAGBkLgnWCTCpXoJJ9Jx5b7OkGUK3UKhhcnIlmJJkQsPpXRishwCaQoge7YDIiOzTz75xOgToGwhIkQJyFeOSR0I3Ii8jK9vjENkUgRKepTJkKm9e/eiZ8+eUr1AVv0U35x2fZksi0C6Ashe7YDat2+PjBTumsdDmWJZQalBwzLvUYkR+PzqcNTN2whvFxti0OnZF8el8Knt0wAjS3+uvR5x+AyCf/gZ+d/rjtxN6kk3ik8//VRm96VElpR6PHduSiLIZGkE0hRAI0aMAL2IyOrzypUroHxgqSkmJkaG6khdbsvnpHjMjPKR4hGpLReaLeOeGd6fxAXiYew9uIa5pSmAuhbph5p56qO8VxVp1SzUIAhZuRlP12yRzUeLpIDDRVQHEjgUQZOiOVDyAjpmsg4CRuMBUVwd+pVIiyiJH+mHaJeMiRGwNgIujq6o4F1VChQKmfrg09kpwsfRAa6926PjgmlS+FCSTQqhMXXqVBY+Vn5oac6AKN4PRR0kg8SQkBDphEdLE12iXxfaoqepqyZBoe51PmYErIVA7O0HePDZHBm10Cm3N0K7NUOXz0YjODhYxo+iSIVVqlSxFnvcrw4Cac6AKDto27ZtZcYJCj1AU1TyPNd9UR0KDk/B33kKq4MoH1oVgbB9x7QhU93L++Nws0po8v5AKXwouQIF0mPhY9VHpNe5A5kL6JWkOqEdMVozL1y4MNUV+z6lDLGUKZZ3wczzOXiREIpvbn4u0hmHaztISI7Ds4QQkXvdGX5uhbTldPCqSBLY/nRpPJmzSpbnat0Q0+6ew7LVKee0s0k+XRQ5k0k9CKS5BNNlj3aEMrMrpHsPHzMC2UUgPOEFAqKuIxlJBk0lIhFP4h7qlV+PvIQ2z31lfi73/p3QY9lcHD9+HCJri3Sm7tWrl159PlEHAkYFELF59OhRzJ8/X0ZEpCiEqYmU0UyMgCkRKOFZGstr/Cryr6ckmEyKjsXJ6ZOxodcjFHjsjKGPOqHAO5oIDQ7wcy0Al0quCChfCC169ADZaZUsWVLa99SokXaUQ1Pyy21lDQGjAoiyYZA+iCxFadmhVnuJ6OhoXBUezMQf2edQ2Fgm20bAxyUv6EX0ZIWw1XkUJ4+dEx3g8vNJ5GvbFW6lisky+kf6SAojQz+S5FC9adMm+Pn5aa/zgfoQMCqAKPYyrZvJXF0Nu11z5swBxeelLVQNzZgxA1999RVEgkRZVKZMGSxZsgStW7fWVOF3G0Yg7v5jhP4icrwVSbHXccojjAaTkkX8nh9Rct4E7cjImpmEz4cffgj6nNAGCpO6ETCqkSMdNcWBVoPwIShJEJ45c0aL6urVqzFhwgS5I0eB00gxTEHpyceHAugzpY8ABfInPcnu3bvl8jr9mpa5Ehz3GAtvT8e/Yaf0OgxalBIozLluytZ5vIcrHL09EXXqIsjKWUMUQoaeucjYy8JHA4rK340KIJrK3r59G5cvX1blUJYvXy53osi3h3Jxjxo1CidOnJBZO0hvxZQ2AuvWrZM/LLSspu1pynxC7iVk92Ut2vZkIw4+242joX9rWYg8cV7mX49zUPC2eJ5KkoJ/j1/C3Fspgido8f+gJCTK+mRgWL16de29fKB+BIzOUcneh9bVlAWAnPdoNpRav0J+NdYiWo6JfPEG3Q8ePBjLli0zKOcCgFIFU+pgIrKJITcbkedeKmwp8wMJcNo9sjR1LtQLhd2LoZlfO9m1kpiExwvWyuOFt//F8+cJiJjrgqi7TlgVcAEdcxdB2YfAs1/+hF+ftK31LT0G7u/lEDAqgM6fPw/yECcie6C0yNICiHzQaPlAvliULuXRo0cGbNEyjRWQBrCAsPv444/lhVmzZmk9/ykOuEjoiEuXLslomJo6hi2YpiQ6KQqBsQ9Q1quitsH8wranQ8Fu2vPQLbuRIPQ/z+Jjcc/TEec37JUzNapAoVI3L16B8aVrIWT1FuRp+zqc8+XR3ssHtoGAUUNEtQ1j4MCBMlodOYNSlMY8efJIM4FDhw6hZs2aUpcxffp0rFq1CosXLwbNhMxBtmqISJsKJGhq166N1OYTpMSlZRjNdvfv36+FTWQElUtbip9jCnKslADXdmLDIJeChot9UOOOO/a6x+NpqYLymdEPi5KcjOsdhiBZ+HRlhnzffgMFh/XJTFWuoyIEjM6AjPH6/PlziyqoaVlFeh5SNp47d06+025HQECAFEA7duzA0qVL5bJs0KBBxti3u+u0ZCUiG5nU5O/vL4s0dTTXnz17JmdFJIiySk5wQLVcvqjdrDie98glmykZ4IomjzzgnuyIp1dvYvnebXJDgXhzEDuvuRrVxpWde+WsjbLwpl4WUqZeit9chBJmVi2fVdb4PisikCkBRAre7777Dk+fPpUxVIhf+jCS7c0NkTVSs/1tiXGQPxoZltGLZkMaShQBxonIc5+i2qkpg6uGRzW8U/AtogMHDoAEi24a6y1bUsJWaOpo+C1QoIDMkkI2YVkh3z+Pw/vKPTiKGMwvRIaK36+FodIlD1R9WArRDYrgWaki6FSwL94vUkRPMBb9fBi+uH1azGa3YEyzMWJrfba2+/DwcDSuVAmBgYE4sfQEctero73GBzaEAPmCZURCN6CI3GCK+BAqYkdMEbFyFDFNV8qXLy/j6Ap7i4xut9o18QFVhIA0W/+2HBNaOBHLZ1enTh3lyPpflGuL1ihTp0xRxExSlosQLCbDLSkuXrnScoByuWEv5WbvMcrj+WuU8KNnlaSY2Ez1IcwEFOHsrFC8ZhG/RxE/eMrhw4eV1157TfIqspWK1VpyptriSupDgLI+ZkgbNmxQhL5FEalpFTE1V8T6XB7TQx86dKgidqAyvN9aF4VuSBHZPczWvS0LIKHLUUSgOcXD0Un5p05nKRzeLlxOfqG//PLLTGNGn4HoqwFKyNqtypOlPynJiUnae+OSYpX1D5Yr/c60Uw7e3qbEP3mqvfayB7Nnz5a8id91vfciRYooIiTMyzbH9VWEgNElGPnU1K9fH2RjQURbtrRN26JFC0yePBmkNyDjP7VFBxw5ciTKlSsneeZ/+gjQMyP92Z7hE1DgQZi8OKpMLQxc8i1adumkXznVGeVOjzp5AZGnLkhDwKQXEdoaedo3gVvxwogXXuufXh4soxc6CN2Pk483XPLpZyLV3pSJA8pKKmZrMiIDGaLSZ5Gs3MnDPX/+/JlogauoFQGjAoiUf+IXU8s/6QeOHDkiBZDGOpqUgVRPTUShNrNCpOciw0tjRMHaaEvbVsk7LgnVgqLllEL6U915iKIBT9McTmJYBJ6t347I4/8iTgT70iWXgn7wql8NuRvXlcKHriUpSQhPfIHiHqXwvv9YGaVQ956sHFPkTXox5SwEjAog2m6mXRFS+NJMh85//PFH6epA27b0C0S/qNYiMZuUynEyjqRUutklck3Q9TNLrz0SyqQAtQUSSyUZzYDMFMiynUhaEAulsE+bRvDr2xkBA8fh+e97kbdLS7iXKaE3rLC/DuLZhu2yjDKIetWqDO961eBVrzrcShjGCvdw8sSy6lvg5CD2vhwc9NriE0ZAD4HMLAeFV7FSsGBBRQSnV548eaKI2Y5ci5NiUMw0MtOESeuIGZcijB8VsV2rVZyKQSnCE14RtkHKmDFjpJ7KpJ2masyWdECkpyN8GjZsKEcReeay1PtcaTFAiQ95Jssez1sjy+6MnJpqpIoiZkDK05//UCLPXFJENlG968Gxj5Xvbs9UDj/dp1fOJ4xAZhAwOgMiaUWpmsnimGYZ9Dp79iz27NkjjdksnZrm3r170vGUflmJL+qfZj50TsHxaWZCAccpNAMZ3ZFnvD3T119/LU0oyKWGogYo0ot8rYTEr19nuPilzBrzv9sVYbsPI/rsZYQfOCnT12hwo7jKvj07aE617/88/RMr7s1HXHIsnosIhg19m2uv8QEjkCkEMiOl1FSHfs1pG1kEzk+XLRGSQRFKcuWLL75It052L9jCDEhYg2tnqkIgyyGHbt0jZzo3uo5QkmLj9GB49uuulGvdP1Ro+9wYjbrQX+l6srEy59Zk5UV8qLHqfJ0RMEDA6AyIdCLjx4/PUJjpmu1nWNEEF8kCesCAASBXjPSIduQGCp3VokWLZJyg9Orl5HKyCB8yZIgcIrmkvPXWW6BUNcHLN8myvJ1bIiFIX+nsWaMSnPPnQ0JgMEI37gTNkDKiT8tNQ1hCGCrmqppRNb7GCKSLgFEBRF/01EkJyQqVUvLQ7he5RViShAGa3IUz5uNF+cyKFi1qSdZU0xeZSfQQYUnJOpyS7w0bNkzyFvrrLiSJHS0iyhRKr/To6Y+/wbdXBxljmepcjbggdswUVM71X7iLwu7Fhfd68fSa4HJGwCgCRgUQ7Zz89NNPBg2JuRTI1oa8qC1JFBqEhFBQUBDefvttqeMhdwKK2kg6oLt372L9+vXYuXMnyIXE3ojy1ZMrCrnJkC+c7o6ee4XScCtdXBs/h7CJdktEaJ44FAvy0oOK6sHZCZEiHfLq+4tw4NkuODu4YEPt3XB0cNSryyeMQJYRMFiUvUSBUPgqQilt9h2n1CzdvHlTad68uTTPFwOXeg7dd+HtrZjSnSB1/3SuRh2QMAtQhEmExKNjx46KmAGlxbpe2Tc3Ppd6nHtRAXrlmpNld+fK671PtVT+ePKLppjfGQGTIGB0BpSRZKNZCDmlkkeyxlI6o/qmula2bFm5w0Xxf2kGRrMeig8kTPOlE6qug6Wp+lR7O7QsbteuncSCbLU2btyoDRwXff4a4p+EIE+b1w2GEZGYYgkdmfSfRbNupWa+bYUtM9CxYA8UcrfPJa0uHnxsWgSMCiD6cm/btk2vVxI6tNyhcKhkGW0tXQt5xpMwopc9E0UjoBjYFDyOnsf27du1oSte/HkQgTN/EObJycJ4sDqc84qA7i9BZb0rgV5MjIA5EDAqgITxoTZqni4DwitehsSgAOBqINJ9dO3aVUZttKc8UGTl3L9/f/zzzz9yBvjXX39pQ2w83fAHgpesl4/Hb8CbLy181PBcmYecjYBRAdS+fXuLxvvJKtzCLkgGziflqz0R7UJS/ivK20bCh4J5icU5gr5bj9Cfd0goCn7UH77d2yEmKRqPYsWmgbiuoVhRRvQw5h5cHVw1xfBy9uYdLi0afGAuBIwKIHN1zO1mHwHKdU62TmQq8fvvv+OVV14BBXIPnLEUYbsOy12sohM/gE/L12Rns0Su9YsRZ9PseNm9OQbl0yp+xzY+BqhwgSkRMCqAMmOIqMsQxWK2tHuGbv/2crx27Vp89tln0vyAkgVQHOfk2Dg8nDhPeK2fh4OHG4pPHyOdRjWY1MrTANHJYsajMwOiGVFscgyKuBUHOZFqyFPMgAq6GTqaaq7zOyNgCgSMCiAKuSEiImLXrl0yBEflypWlFzjZ2JCXPHlXC0dVLS/WykZZqFAhUAgOEWhLy0tOPfjzzz/x3nvvyeEtXLgQ3bqlZJJ4vnWPFD5OeXKhxLfj4FFR3w/ujUI9QC9dmnR1JK5GXsD7pT7RMzLUrcPHjIC5EDAqgGh7ndwfSOAI2xstH7QTNmLECFy8eDFNQ0VtRQsdkBCcNGmShXqzXjcnT56UTrhk5UwZYXVzouVqUg/xj0Pg26MdXIsVsh6T3DMjkEkEjAogSttL1tC6wofaJq94MvOn4O8UNTG1u0Ym++dqL4GAMMCUVs5RUVEysSClH9Il1yIFUHjMO7pFfMwIqBoBozb1IsYO6FeXIgCmJhEbSOogLGmEmJoHezknrCmFMkVsJFeLzGZ9fRYfgqdxwfYCE4/TxhAwKoAoiR1tcVMqXzJ0I0EUHBwMSuFC8XjI6TFXrpQ8TzY2dpthV2PlTLGOKD43bbtnRte2N+QPjLz4NsZeHpTuWOvlfV1mJ6XwqUyMgKURMLoEI/sSigFN+bZSG/iR8PnhB2Fly2Q2BMjdhLKVkh6uQoUKoDAb8ftP4f6idSg8dhB8WjRIs2/ht4U1DxbLa03zt02zDhWmpZhOtzJfYARMjIBRAUT9Va9eXWYevXz5svwikBU02ZykTmBnYt7svjkyKCQrZwotQjo2MjRU/jyCwKUp0QmEt2m6GOVz9UNht2LoUfQdvO7bMt16fIERsCYCmRJAxCAF+dJkJLUmw+bu+9SpU9KR01g/FBqW9DLmpNGjR0teSA/3pwgv4r7tEII37YSIP4tCowak6Vyq4ee1fM1ALyZGQM0IZFoAqXkQpuSN8o9nZkePBHJm9DBZ5W3WrFkgPzuycv7t1y3w/f0wQvccSbFunjRcb+kVEheEvSHb0Sp/J/i5Fchql3wfI2BxBFgApYK8SpUqoJcxosD3fn5+xqpl6fq6detkGFwKsrZupbAs33kS4SIZoKOHO4rN+Bjedf4LgXo89ACW3J2F6KRIuDq6oWuRflnqk29iBKyBAAsga6CeQZ9kcU6RDEn/s/jbOai9/wqirgbAKU9ulJgzHh4V/tutihMZSOcGfIlk8Vc3T0O0LfBmBi3zJUZAfQiwAFLRMzl9+rQMKULB1SgRQL/6TfBgy2y4CAPDknM/M7BudhMzngHFPwD5bTXza6eikTArjEDmEGABlDmczF7r1q1boNAnZOVMWT80ObyKTRsFma1CzIDSog6FuqdVzGWMgE0gwAJIBY+JQtuSlXNISIgMq7pixQrJlYOTI3I3rS+PwxKeY/m9eUhUEjGu7HROeayC58YsZB8BFkDZxzBbLUREREihc/v2bdSrVw+//PKLwe7a7agb+PrGOLxIDEU+Fz+p8xE5arPVL9/MCKgBAaOuGGpgMqfyQFbOlDDw3LlzaFyxKv7Y+hvIyDM1nQ07LoVPlVw1MaPyUjg5sPBJjRGf2yYCOWYGRKFYr169CjLao4Bo5K2vZqJdLsreSmFORlesh/d8SyNhrQj+/9lQA7Y7F+qNqkL4lPeuwjm5DNDhAltGwOZmQHPmzDGI+0MK23z58qFOnTooX7689JmiMCJqpo8//ljGUfqiQn0pfMi62at2in1PUGyg3IbX8O/i6CJCo77CwkcDCL/nGARsTgBduHABZ86c0T6A1atXy8BcjRo1wsqVKzFv3jyZFYLS1JADpxrp22+/xaL58/FtxYbo6VdKpj8uNuVDODevjnkBX2H4xd7Y9mSjGllnnhgBkyJg80swyk0mspTqpWGmTBG1atXCfPElX7NmjUkBy25jlDZ68vgJWFK5CRrmKQRHTw8Un/kxPGpWwqhLAxAoYjS7O3qgjFeF7HbF9zMCqkfA5mZAqRGluNR9+/ZNXYzBgwfL+EUGF6xYsGfPHowZPBSrqjSVwscprw9KLp4Er1pVRPZRB3iKoPAVhJ5ndpUVqJq7phU55a4ZAcsgYJMzoJiYGJmKmRxCO3fujEePHhmgRcs0c/lqGXSWyYLPRn+MVRWboJRn7hTr5nkT4Fo0JaC/g9ABzazMsZUyCSVXyyEI2NwMiL6o+/fvl1EYyW6GBA1lhqCtbKKHDx9i2LBhIIdOCphmaYq9/QDXO72PkDVbDLqePP4zlPD2gXt5f4TP7YxT7pcN6nABI2BPCNicAKJYyCRsli5digYNGsisrRQWIyAgQD43ihhI12gJRk6dlqYnc1cjKTQMIau3IO7+Y73u3+jbG2W3Lcaeib6Y8fgrzLv9FcihlIkRsFcEHIQ9yn95em0YBUpTQ4IoMDAQlC+dsnWYk0j40Y4bKcA1dGDuUnjs/htb3n6B2sc94fe4AOqtm6dnXPj745+w7uFSODu44J0SI9CmQBfN7fzOCNgdAjapA0rrKWmCgxUpUiSty2Yv++yTT9H8n6t4VtsZtyqKWU2cCKd6PgJDG7bAvD3bkT9/fslDHRE2IzD2AdoV7Ap/zzJm54s7YATUjIDNLcEyCyb5WJGy2hK0bds2hP68A0XdvRHl6SK7TC6YV773cvTFsCH/WTcX9SiBYaU+ZeFjiQfDfagegRwrgChFM4W1sAStX/w9BherLLvy75sSFCxfhTJwKOSH0mLHy+vkFZm80RK8cB+MgC0hkGMF0MiRI2UqIUs8jEYhCcKGxxlO9arCrXRx2SXt1hX7/yylw4pXwbXTKbt0luCH+2AEbAWBHKOENhXglPSP/LSMESVnXLhqPsIq3cLzixeRLHT5yWWE4jufM+5E34CPc16U9iqPwCOnkdtRqNpEQLFOr49Ag3xNjTXN1xkBu0GABVCqR01e9aGhoalKDU+fPXuG5/mfYPGjrw0vplNS06UGPq+xIJ2rXMwI2B8COWYXzFSPjtLy0MsY0TZ/wrMSiF7ki3i3/ywZHpSMx4E2kSh21wVNd+ukrBZVajZ/DahhrGW+zgjYDwI8A8rms44U6XISAoPxTMyayPH1Rt77SBaGhjgegzwLE9CzZ08ZJsTB1UWGV3X0dM9mj3w7I5BzELA5AUQxf65cuZKpJ0DRBv/3v/9lqq6pKm29tBHrY5bAN7QI+np+IDPKmqptc7RDQfApFrW/v785mjd5m5SRlmI/5cqlM7s0eS+maZAiXt69e1fGqDJNi+Zt5fHjxyhXrhyqVv0v75x5exRJfm3NEvrQoUMydQ093IkTJ4KS96VHFJysY8eO6V02S3lYgrCCbl8Ned184fxM/bOdsLAw6cxbuXKKGYFZQDFho9euXUPBggWRN2+KnZUJmzZ5U7GxsTJKZ82aNU3etjkavHPnjnTu/uEHCzpFkwCyNbp+/bri4eGhzJw5U5Ws16hRQxH+aqrkLTVTf//9t9KsWbPUxao9Fz8oyvbt21XLny5jN2/eVMqWLatbpOpj4cStLFmyxKI8pj99MIeINVGbNLOZOnUqpk2bBtqNYmIEGAHbRMBmd8E0UQ+TkpJsE3nmmhFgBGCzAoiyXoilAz9CRoARsGEEbHIJlhbeQi8ktfdqDUSfFs9cxgjYOwI5RgDRjsPly5dBlsxMjAAjYBsI5BgBZBtwM5eMACOgiwALIF00+JgRYAQsikCOEUCFChXClClTQHGAmBgBRsA2EHD6UpBtsJoxl97e3mjSpInMDZ9xTfNfpbCwr7zyCoSxpPk7y2YPxGOZMmUgDOay2ZJlbi9QoIDcbMidO7dlOsxGL5Q2qlSpUrAVK3NycSFeLZnOyuZcMbLxeeBbGQFGQGUI5JglmMpwZXYYAUYgEwiwAMoESFyFEWAEzIMACyDz4MqtMgKMQCYQYAGUCZC4CiPACJgHARZA5sGVW2UEGIFMIMACKBMgcRVGgBEwDwIsgMyDK7fKCDACmUCABVAmQOIqjAAjYB4EWACZB1dulRFgBDKBAAugTIDEVRgBRsA8CLAAMg+uiImJMVPLpm82OTnZ9I2aqUURMd1MLXOz1kCABZAZUF+5cqVFHfqyMgTKrda+fXvpvEuZYCnf2p49e7LSlEXu+euvv9C9e3eZD6xKlSqYN2+eRfrNbicHDhyQqaMOHjyY3abMdv/gwYNRsWJFgxfljDM32WxMaHMDk9X2t2zZgg8++AAUs1qtFCqyuLZq1Qrktb9s2TIpLBcuXCgF0vHjx1G7dm1VsX7//n106dIF7777Lv755x8cPnwY48aNAyUkGDt2rKp41WWGvsDEs9pnbbt27QIJ9fr16+uyb5mkmhZNApSDO3vx4oXSp08fWh8oFSpUkHnL1DpcMUOTfJ48eVLLYnh4uCJCmigjRozQlqnl4L333lNEyBBFCBwtSyLrrVK9enXtuRoPxA+RIr7YEmsxE1Iji4r4MZL87dixwyr88RJMT+Zn/eTs2bPyl3nr1q0YOnQoHBwcst6Yme+kTJ0iAR3q1q2r7YlSHVMcGCFItWVqOVi0aBFoCaObBTcoKMgyv9BZBEEkfMRPP/2EBQsWZLEFy9x24cIF2ZEme6uQQpbp+P97YQFkIrhr1aqFGzduyKWCiZo0WzP0YRNZMPXaP3r0qMxj/uqrr+qVq+HE3d1dLheJF0ofPH36dBC/w4cPVwN7BjxERETIpdfs2bO1fBtUUkkBCSAvLy+5FKeEn3ny5EHv3r0tlvCTdUAm+iD4+PiYqCXLN0O6CvoylytXDmK5Y3kGMtnj3bt3Ubp0aVm7U6dO6NevXybvtGw10ktRhMlBgwbJ3PCW7f3leiMBRM+fMsp8/vnn2L17NzZv3gxKc3Xq1Cmz6zJZAL3c88pxtSMjI0Ff5oCAAOzfvx9ubm6qHaOvry/Onz8P2lmi2UXDhg1x5MgRs39JXgYQ2kncsGEDNEubl7nXGnWF3hKNGzfWCvMBAwagQYMGGDlyJEid0K1bN7OyxQLIrPCqu/GwsDC0adNG/trRTggtI9VMpKeqVq2afOXNm1d+aU6cOIHXXntNFWxTTjqa9fTo0QOko6IXzdqIyOyBYi5XrVpVnqvlX1rZhbt27YqPPvoIlOSTBZBanlQO40PseqF169a4d++e3NquUaOGakd4+vRpaf8jdhe1PLZt21Yek9mAWgQQCZwHDx5g1apV8qVlVhyQzo2U/mLnUbfY6se01KLEBLrZZMgujMxIdJX+5mKUZ0DmQlbF7dJOR8eOHfHw4UMcOnRI6n5UzC4GDhwIynpCwkZDNGMj0uiENOXWfC9WrJjUpejycPv2bbzxxhtYu3YtXn/9dd1Lqjju3LmzxJaEvIa2b9+OhIQEi8yIWQBpULej9zVr1kjBQ+t8UjTSS0NknNi0aVPNqSreyVJ31KhR0vqZhBHpgKZOnSqN59q1a6cKHokJSsOTOgWPxhzD399fpuhRDbP/zwgZSpJRJ+nU6Hjfvn0yvx4tdUk3aHayivVRDu907ty5ipjGqnaUjRo1ksZn4sNl8C50QqrjW/iqKZMmTVKEglwRX2jJs7DkVsSWvOp4Tc2Q0P1IftVqiEjGnePHj1dcXV0ln2LppQgXHeXp06eph2KWc84LZnYRzx2YCoG4uDhpB1S4cGHYstmDqfAwZTvx8fFSYU7LSNIBWYpYAFkKae6HEWAEDBBgS2gDSLiAEWAELIUACyBLIc39MAKMgAECLIAMIOECRoARsBQCLIAshTT3wwgwAgYIsAAygIQLGAFGwFIIsACyFNLcDyPACBggwALIABIuYAQYAUshwALIUkhzP4wAI2CAAAsgA0i4gBFgBCyFAAsgSyHN/TACjIABAiyADCDhAkaAEbAUAiyALIU098MIMAIGCLAAMoCECxgBRsBSCLAAshTS3A8jwAgYIMACyAASLmAEGAFLIcACyFJIcz+MACNggAALIANIuIARYAQshQALIEshzf0wAoyAAQIsgAwg4QJGgBGwFAIsgCyFNPfDCDACBgiwADKAhAsYAUbAUgiwALIU0twPI8AIGCDAAsgAEi5gBBgBSyHAAshSSHM/jAAjYIAACyADSLiAEWAELIUACyBLIc39pImAyEGONWvWpHmNC3M+ApyaOec/Y1WPsGvXroiJicHOnTtVzSczZx4EeAZkHly51UwikJycDAcHh0zW5mo5DQEWQDntiVp4PMuXL0fTpk2RP39+9OvXDwcOHNByEB8fj88++wzVqlWDl5cXypcvj1GjRiE6OlrW+fDDD7F//34cPnwYderUwePHj2X5pUuX0Lp1a+TLlw/lypXDhAkTkJCQoG2XDnbs2IH27dvLOq1atcLBgwdlG3fv3pX1kpKSMH/+fFSuXBm5cuVCvXr1sHXrVnlN869Ro0bYtm0bGjRogLJly8r6xMe5c+c0VeT7rl27UL9+fUREROiV84kJEFCYGIEsIrB69WrF2dlZ+fzzz5UtW7YonTp1UnLnzq0IvY5ssWfPnoqfn58yc+ZM5ZdfflHeffddRXxklcmTJ8vru3fvVmrVqqUIAaVQW+ILrly9elXx8PCQ5StXrlSWLFmiCEGk9OnTR8ulEBCKm5ubIgSe8ttvvykjR45UhICTbV+5ckXWmzhxouSN3n///Xdl8ODB8rrQN2nb8fT0VIoWLao0bNhQEcJMOXnypOLr66t88skn2jp0QONo2bKlXhmfmAYBmKYZbsXeEBAzEikoxo8frx260OUoxYsXV2bPnq1ERUUpVatWVb777jvtdTqoXr26ImYs2rIuXbrIL7+moFu3blLgUFsaIuFFgosED5GYcSliZqO5LN8HDhwZb8U5AAAEcklEQVSoFUAPHjxQXFxclOnTp+vVISFWqFAhRczMZDkJoBo1aihitqStN2zYMMXf3197TuMg4bZq1SptGR+YDgFegplgFmmPTdy4cUMqj7t3764dvru7O+7du4exY8dCfLlx8eJFfPDBB/Qjhzt37sglEOl8xJdae0/qA1rCNW7cGJcvX8aZM2fkq0CBAnB0dMTRo0dlW2fPngUtu3Spd+/e2tN///1XLtloSahL/fv3x5MnTxAQEKAtfv3112XbmoK3334btIw7deqULNq+fTtoOffWW29pqvC7CRFwNmFb3JQdISCWSnK0hQsX1hu1rkKZvsRiCYQjR45IoUM6INL/eHt7692jOaFrISEhEMsq+dKUa95JuAUGBiI8PFzqbTTl9C5mNtpTEnbER5EiRbRldFCsWDF5/ujRI1SsWFEeixmbfNf8E8sxlCpVCps2bULdunWxceNGdOjQAT4+Ppoq/G5CBHgGZEIw7akpzRcyLCxMb9jPnz+Xsw+aaZAimRS3K1askILj+vXrqFmzpl593ROh+wHNokaPHi0FFs2UdF/Tpk2D0NFI4ZK632fPnmmbojo063rx4oW2jA40dUqXLq0tFzos7bHmQCzV8Ouvv8q+//zzT9A5k3kQYAFkHlxzfKsVKlSQguDEiRN6Y23RogXef/99uRtGAoCET69evUAzJVp+0dKKljQaopkKlRPRMc1MaAZESzjNi4QZtUG7UySghB4JJBh0Sfecdr6IaIdNl+icZl/+/v66xQbHffv2lUvGxYsXQyi75QzIoBIXmAYB06mTuCV7Q0AIBbmLRDtYtPMltr0VJycn5ebNm4rQoyhCbyN3vEihLJZOyqBBg6SimJTTGqKdrJIlSypiG10RSzBFLH1kHaE7Um7duiV3xTRKZ43yePPmzYoQVorQyyjCgFG26+rqqlVCU9tt27aVyuRjx44psbGxcieMduiEfkrTtUJK6Llz52rPdQ9od05s38udO91yPjYtAjRVZWIEsoRAaGioQkKIhI74OZRfaBJCGpoyZYoUUCQc6DV8+HBlzpw58pjuJdqzZ4/cuqf7xQxFltHWe968eWWbtCUvdDDK6dOn5TXNvw0bNsgdLBISzZo1UxYsWCDrk+AjErokhXbUSAiSsBKKbGXcuHGa2+V7RgKIBBPxtHfvXr17+MS0CLArhmkmknbdCrlSkGK3RIkSEIJGDwvxcYUQClIBLLbG9a5pTqgO6Y7I8FBDVCa206WBI+mGdImU26THIV2PhtatW4cBAwZIBbWukpt4oyUcKZZfhoQAkoaJxDvtwDGZBwEWQObBlVs1IwJieYXg4GD8888/cncqKChIbt3TrheVZYciIyNB7ZEu67333pO7eNlpj+/NGAEW7Rnjw1dViICwrEZcXByElTXKlCkjFdzk6iEMFrPNLW25k1sGza7GjBmT7fa4gYwR4BlQxvjwVRUjQEs02hmjXTGhyDYJp2Q8SbZGZAyZeulnkg64ET0EWADpwcEnjAAjYEkE/g/qEwpl+VvWmgAAAABJRU5ErkJggg==)
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)
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)
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)
k-fold Cross Validation
For selecting the right amount of penalization, however, k-fold cross validation should be performed over a fine grid of (many) sensible values \(\lambda\). Due to time-consuming computation and undesireably high dimensions of outputs, we recommend to set the default CVfit = FALSE
. By doing so, the function only stores VAF values for both the training set and the validation set.
In addiction, the function provides the option of both non-monotone effects and incorporating constraints enforcing monotonicity, specified by the logical argument constr
. For the ehd
data the assumption of monotonic effects seems reasonable.
lambda <- 10^seq(4, -4, by = -0.1)
set.seed(456)
ehd_CV_p2 <- ordPCA(H, p = 2, lambda = lambda, maxit = 100, crit = 1e-7, Ks = apply(H, 2, max),
qstart = NULL, constr = rep(TRUE, ncol(H)), CV = TRUE, k = 5, CVfit = FALSE)
lam_p2 <- (lambda)[which.max(apply(ehd_CV_p2$VAFtest,2,mean))]
ehd_CV_p2$VAFtest
#> [,1] [,2] [,3] [,4] [,5] [,6] [,7]
#> [1,] 0.4562018 0.4562027 0.4562039 0.4562054 0.4562072 0.4562095 0.4562124
#> [2,] 0.4763869 0.4763883 0.4763901 0.4763923 0.4763950 0.4763985 0.4764029
#> [3,] 0.4465576 0.4465585 0.4465597 0.4465611 0.4465630 0.4465653 0.4465682
#> [4,] 0.5237630 0.5237643 0.5237659 0.5237678 0.5237703 0.5237734 0.5237774
#> [5,] 0.4730329 0.4730340 0.4730354 0.4730371 0.4730393 0.4730420 0.4730454
#> [,8] [,9] [,10] [,11] [,12] [,13] [,14]
#> [1,] 0.4562161 0.4562207 0.4562264 0.4562337 0.4562428 0.4562542 0.4562685
#> [2,] 0.4764084 0.4764153 0.4764240 0.4764350 0.4764487 0.4764660 0.4764876
#> [3,] 0.4465718 0.4465764 0.4465822 0.4465894 0.4465985 0.4466099 0.4466242
#> [4,] 0.5237823 0.5237885 0.5237963 0.5238061 0.5238185 0.5238339 0.5238533
#> [5,] 0.4730497 0.4730551 0.4730619 0.4730705 0.4730812 0.4730946 0.4731114
#> [,15] [,16] [,17] [,18] [,19] [,20] [,21]
#> [1,] 0.4562864 0.4563091 0.4563372 0.4563723 0.4564158 0.4564698 0.4565365
#> [2,] 0.4765147 0.4765493 0.4765920 0.4766454 0.4767121 0.4767950 0.4768978
#> [3,] 0.4466421 0.4466648 0.4466929 0.4467278 0.4467712 0.4468250 0.4468914
#> [4,] 0.5238776 0.5239084 0.5239466 0.5239943 0.5240537 0.5241275 0.5242188
#> [5,] 0.4731325 0.4731593 0.4731923 0.4732335 0.4732847 0.4733481 0.4734263
#> [,22] [,23] [,24] [,25] [,26] [,27] [,28]
#> [1,] 0.4566184 0.4567184 0.4568396 0.4569852 0.4571621 0.4573675 0.4576054
#> [2,] 0.4770250 0.4771814 0.4773728 0.4776054 0.4778919 0.4782304 0.4786310
#> [3,] 0.4469728 0.4470720 0.4471919 0.4473356 0.4475094 0.4477097 0.4479398
#> [4,] 0.5243314 0.5244695 0.5246378 0.5248412 0.5250893 0.5253807 0.5257221
#> [5,] 0.4735223 0.4736394 0.4737810 0.4739507 0.4741555 0.4743926 0.4746654
#> [,29] [,30] [,31] [,32] [,33] [,34] [,35]
#> [1,] 0.4578763 0.4581851 0.4585184 0.4588735 0.4592497 0.4596216 0.4599897
#> [2,] 0.4790991 0.4796486 0.4802648 0.4809508 0.4817148 0.4825217 0.4833808
#> [3,] 0.4481987 0.4484894 0.4487958 0.4491184 0.4494360 0.4497446 0.4500211
#> [4,] 0.5261160 0.5265701 0.5270712 0.5276241 0.5282098 0.5288264 0.5294480
#> [5,] 0.4749732 0.4753184 0.4756858 0.4760691 0.4764617 0.4768387 0.4771945
#> [,36] [,37] [,38] [,39] [,40] [,41] [,42]
#> [1,] 0.4603319 0.4606287 0.4608768 0.4610542 0.4611597 0.4611790 0.4611137
#> [2,] 0.4842490 0.4851322 0.4859840 0.4868130 0.4875745 0.4882822 0.4888944
#> [3,] 0.4502637 0.4504552 0.4506024 0.4507030 0.4507609 0.4507931 0.4508058
#> [4,] 0.5300704 0.5306708 0.5312268 0.5317346 0.5321736 0.5325299 0.5327917
#> [5,] 0.4775075 0.4777759 0.4779887 0.4781518 0.4782675 0.4783442 0.4783922
#> [,43] [,44] [,45] [,46] [,47] [,48] [,49]
#> [1,] 0.4609601 0.4607229 0.4604067 0.4600177 0.4596415 0.4592546 0.4588131
#> [2,] 0.4894113 0.4898415 0.4901455 0.4904646 0.4907380 0.4908885 0.4909116
#> [3,] 0.4508160 0.4508725 0.4510101 0.4511376 0.4512577 0.4514542 0.4517094
#> [4,] 0.5329492 0.5329946 0.5329225 0.5327305 0.5324236 0.5321435 0.5317465
#> [5,] 0.4784219 0.4784416 0.4784532 0.4784642 0.4784765 0.4784777 0.4784661
#> [,50] [,51] [,52] [,53] [,54] [,55] [,56]
#> [1,] 0.4583423 0.4578553 0.4574154 0.4570382 0.4566423 0.4562782 0.4560226
#> [2,] 0.4907850 0.4905980 0.4903708 0.4901828 0.4900356 0.4899373 0.4897991
#> [3,] 0.4519462 0.4521686 0.4523213 0.4524094 0.4524397 0.4524574 0.4524645
#> [4,] 0.5312765 0.5308215 0.5304965 0.5302086 0.5299833 0.5298190 0.5297227
#> [5,] 0.4784541 0.4784108 0.4783794 0.4783348 0.4782991 0.4782673 0.4782383
#> [,57] [,58] [,59] [,60] [,61] [,62] [,63]
#> [1,] 0.4557980 0.4556046 0.4554319 0.4552787 0.4551440 0.4550337 0.4549337
#> [2,] 0.4896392 0.4894830 0.4893340 0.4891949 0.4890784 0.4889671 0.4888785
#> [3,] 0.4524575 0.4525033 0.4525448 0.4525758 0.4525989 0.4526176 0.4526313
#> [4,] 0.5296651 0.5296170 0.5295830 0.5295544 0.5295282 0.5294757 0.5294374
#> [5,] 0.4782119 0.4781878 0.4781700 0.4780690 0.4779855 0.4779200 0.4778577
#> [,64] [,65] [,66] [,67] [,68] [,69] [,70]
#> [1,] 0.4548553 0.4547835 0.4547215 0.4546769 0.4546356 0.4546082 0.4545815
#> [2,] 0.4887941 0.4887314 0.4886711 0.4886161 0.4885806 0.4885462 0.4885286
#> [3,] 0.4526405 0.4526480 0.4526535 0.4526577 0.4526612 0.4526633 0.4526643
#> [4,] 0.5294109 0.5293872 0.5293719 0.5293572 0.5293440 0.5293374 0.5293307
#> [5,] 0.4778105 0.4777655 0.4777335 0.4777024 0.4776740 0.4776564 0.4776394
#> [,71] [,72] [,73] [,74] [,75] [,76] [,77]
#> [1,] 0.4545676 0.4545423 0.4545307 0.4545193 0.4545085 0.4544987 0.4544899
#> [2,] 0.4885104 0.4884924 0.4884752 0.4884591 0.4884442 0.4884305 0.4884182
#> [3,] 0.4526651 0.4526661 0.4526668 0.4526672 0.4526673 0.4526670 0.4526666
#> [4,] 0.5293243 0.5293183 0.5293128 0.5293078 0.5293033 0.5292992 0.5292954
#> [5,] 0.4776310 0.4776224 0.4776138 0.4776054 0.4775974 0.4775899 0.4775829
#> [,78] [,79] [,80] [,81]
#> [1,] 0.4544821 0.4544753 0.4544694 0.4544643
#> [2,] 0.4884070 0.4883971 0.4883882 0.4883804
#> [3,] 0.4526660 0.4526653 0.4526646 0.4526638
#> [4,] 0.5292921 0.5292890 0.5292863 0.5292838
#> [5,] 0.4775766 0.4775708 0.4775656 0.4775610
The optimal \(\lambda\) can then be determined by the value maximizing the cross-validated VAF on the validation set, averaged over folds:
plot(log10(lambda), apply(ehd_CV_p2$VAFtrain,2,mean), type = "l",
xlab = expression(log[10](lambda)), ylab = "proportion of variance explained",
main = "training data", cex.axis = 1.2, cex.lab = 1.2, cex.main = 1.4)
plot(log10(lambda), apply(ehd_CV_p2$VAFtest,2,mean), type = "l",
xlab = expression(log[10](lambda)), ylab = "proportion of variance explained",
main = "validation data", cex.axis = 1.2, cex.lab = 1.2, cex.main = 1.4)
abline(v = log10(lambda)[which.max(apply(ehd_CV_p2$VAFtest,2,mean))])
![](data:image/png;base64,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)
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)
Selecting the number of components
Note, that the choice of \(\lambda\) relies on a fixed number of components p
, which must be specified before \(\lambda\) is selected. One strategy for selecting an appropriate number of components, is to use the elbow of the scree plot for standard linear PCA as an initial guess. To make sure that the choice is valid, we could then look at different scree plots when extracting different p
’s in that area (here: p=1
, p=2
, p=3
, p=4
) and inserting the respective optimal \(\lambda\) value:
# evaluate model with optimal lambda for p=2
ehd_pca_p2 <- ordPCA(H, p=2, lambda = lam_p2, Ks=apply(H,2,max), constr=rep(TRUE,ncol(H)))
# evaluate optimal lambda & model for p=1, p=3, p=4
set.seed(456)
ehd_CV_p1 <- ordPCA(H, p = 1, lambda=lambda, constr = rep(TRUE, ncol(H)), CV = TRUE, k = 5)
ehd_CV_p3 <- ordPCA(H, p = 3, lambda=lambda, constr = rep(TRUE, ncol(H)), CV = TRUE, k = 5)
ehd_CV_p4 <- ordPCA(H, p = 4, lambda=lambda, constr = rep(TRUE, ncol(H)), CV = TRUE, k = 5)
lam_p1 <- (lambda)[which.max(apply(ehd_CV_p1$VAFtest,2,mean))]
lam_p3 <- (lambda)[which.max(apply(ehd_CV_p3$VAFtest,2,mean))]
lam_p4 <- (lambda)[which.max(apply(ehd_CV_p4$VAFtest,2,mean))]
ehd_pca_p1 <- ordPCA(H, p=3, lambda=lam_p1, Ks=apply(H,2,max), constr=rep(TRUE,ncol(H)))
ehd_pca_p3 <- ordPCA(H, p=3, lambda=lam_p1, Ks=apply(H,2,max), constr=rep(TRUE,ncol(H)))
ehd_pca_p4 <- ordPCA(H, p=4, lambda=lam_p1, Ks=apply(H,2,max), constr=rep(TRUE,ncol(H)))
plot(ehd_pca_p1$pca$sdev[1:10]^2, bty="n", xaxt="n", type="o", main=NULL, xlab="", pch=19,
ylab="Variances", ylim=range(c(ehd_pca_p1$pca$sdev^2, prcomp(H, scale=T)$sdev^2)), col=6)
lines(1:10, ehd_pca_p2$pca$sdev[1:10]^2, col = 2, type = "o", pch = 19)
lines(1:10, ehd_pca_p3$pca$sdev[1:10]^2, col = 3, type = "o", pch = 19)
lines(1:10, ehd_pca_p4$pca$sdev[1:10]^2, col = 4, type = "o", pch = 19)
lines(1:10, prcomp(H, scale = T)$sdev[1:10]^2, col = 1, type = "o", pch = 19)
legend(8, 5, legend=c("p=1","p=2","p=3","p=4","std"), col=c(6,2:4,1), lty=1, bty="n")
axis(1, at = 1:10, labels = 1:10)
![](data:image/png;base64,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)
As can be seen for different p
values, for the ehd
data, the first two components are by far the most relevant. This can also be confirmed when viewing the scree plot for standard linear PCA.
d4b1b5e8bdb2525c677c2bebababe2e56804a737
plot(ehd_pca_p1\(pca\)sdev[1:10]^2, bty=“n”, xaxt=“n”, type=“o”, main=NULL, xlab="“, pch=19, ylab=”Variances“, ylim=range(c(ehd_pca_p1\(pca\)sdev^2, prcomp(H, scale=T)\(sdev^2)), col=6) lines(1:10, ehd_pca_p2\)pca\(sdev[1:10]^2, col = 2, type = "o", pch = 19) lines(1:10, ehd_pca_p3\)pca\(sdev[1:10]^2, col = 3, type = "o", pch = 19) lines(1:10, ehd_pca_p4\)pca\(sdev[1:10]^2, col = 4, type = "o", pch = 19) lines(1:10, prcomp(H, scale = T)\)sdev[1:10]^2, col = 1, type =”o“, pch = 19) legend(8, 5, legend=c(”p=1“,”p=2“,”p=3“,”p=4“,”std“), col=c(6,2:4,1), lty=1, bty=”n") axis(1, at = 1:10, labels = 1:10)
As can be seen for different `p` values, for the `ehd` data, the first two components are by far the most relevant. This can also be confirmed when viewing the scree plot for standard linear PCA.
### ICF data example
#### Monotonicity assumptions
The International Classification of Functioning, Disability and Health (ICF) core set data for chronic widespread pain (CWP) available in the `ordPens` package consists of 420 observations of 67 ordinally scaled variables, each one associated with one of the following four types: 'body functions', 'body structures', 'activities and participation', and 'environmental factors'.
The latter are measured on a nine-point Likert scale ranging from −4 ‘complete barrier’ to +4 ‘complete facilitator’. All remaining factors are evaluated on a five-point Likert scale ranging from 0 ‘no problem’ to 4 ‘complete problem’.
For a detailed view see Cieza et al. (2004) and Gertheiss et al. (2011) or type `?ICFCoreSetCWP`.
Again, we need to make sure that the ordinal design matrix is coded adequately:
```r
data(ICFCoreSetCWP)
H <- ICFCoreSetCWP[, 1:67] + matrix(c(rep(1,50), rep(5,16), 1),
nrow(ICFCoreSetCWP), 67, byrow = TRUE)
head(H)
#> b1602 b122 b126 b130 b134 b140 b147 b152 b164 b180 b260 b265 b270 b280 b430
#> 1 1 2 3 2 2 1 1 3 1 1 1 1 1 2 1
#> 2 4 3 3 4 4 3 4 4 4 2 3 3 3 3 1
#> 3 1 2 3 2 2 1 2 3 1 1 1 1 1 2 1
#> 4 1 1 1 3 2 1 1 1 1 1 1 1 1 4 1
#> 5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 7 1 2 1 3 4 4 3 4 3 3 1 1 4 4 1
#> b455 b640 b710 b730 b735 b740 b760 b780 d160 d175 d220 d230 d240 d410 d415
#> 1 2 1 1 2 1 1 1 2 1 1 2 1 2 1 1
#> 2 4 1 3 4 4 4 4 4 4 3 4 4 4 4 4
#> 3 2 1 1 2 1 2 1 2 1 1 1 2 2 1 1
#> 4 4 1 1 1 1 4 1 2 1 1 1 2 1 1 3
#> 5 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 7 4 3 1 4 4 4 1 3 3 3 4 3 1 4 4
#> d430 d450 d455 d470 d475 d510 d540 d570 d620 d640 d650 d660 d720 d760 d770
#> 1 2 1 3 1 2 1 1 1 2 1 1 1 1 1 1
#> 2 4 4 4 4 1 3 3 4 4 4 4 4 4 4 1
#> 3 2 1 3 1 2 1 1 1 1 1 1 1 1 1 1
#> 4 3 4 3 1 1 1 1 1 1 2 1 1 1 1 1
#> 5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 7 4 2 4 2 4 2 2 2 2 4 3 1 2 1 4
#> d845 d850 d855 d910 d920 e1101 e310 e325 e355 e410 e420 e425 e430 e450 e455
#> 1 1 1 1 1 2 5 5 5 9 5 5 5 5 9 5
#> 2 1 1 3 3 3 7 8 7 8 8 8 8 8 8 8
#> 3 1 1 1 1 2 5 5 5 9 5 5 5 5 9 5
#> 4 1 1 1 1 1 5 7 6 7 5 4 4 5 7 7
#> 5 1 1 1 1 1 5 6 5 6 5 5 5 5 6 5
#> 7 3 3 1 1 3 8 8 8 8 8 7 6 4 7 7
#> e460 e465 e570 e575 e580 e590 s770
#> 1 5 5 8 8 9 8 1
#> 2 7 7 7 7 7 7 3
#> 3 5 5 8 8 9 5 1
#> 4 4 5 5 7 7 6 2
#> 5 5 5 5 5 5 5 1
#> 7 3 3 6 6 6 6 2
xnames <- colnames(H)
To this point, we assumed the quantifications to increase or decrease monotonically, as in the previous example, the affected variables of the ehd
data are supposed to have consistent, negative association with depressive mood.
Monotonicity, however, is not always a reasonable assumption. For the environmental factors from the ICF, in particular, also non-monotone transformations could make sense, while for the other variables monotonicity seems reasonable.
We can simply specify for which variables a monotonicity constraint is to be applied by the logical argument constr
. Indeed, non-monotonicity is detected for the environmental factors (prefix ‘e’):
icf_pca1 <- ordPCA(H, p = 2, lambda = c(5, 0.5, 0.001), maxit = 100, crit = 1e-7, qstart = NULL,
Ks = c(rep(5,50), rep(9,16), 5),
constr = c(rep(TRUE,50), rep(FALSE,16), TRUE),
CV = FALSE, k = 5, CVfit = FALSE)
icf_pca1C <- ordPCA(H, p = 2, lambda = c(5, 0.5, 0.001), maxit = 100, crit = 1e-7, qstart = NULL,
Ks = c(rep(5,50), rep(9,16), 5), constr = rep(TRUE, ncol(H)),
CV = FALSE, k = 5, CVfit = FALSE)
plot(icf_pca1$qs[[51]][,3], type = "b", xlab = "category", ylab = "quantification", col = 1,
ylim = range(icf_pca1$qs[[51]]), main = xnames[51], bty = "n", xaxt = "n")
lines(icf_pca1$qs[[51]][,2], type = "b", col = 2, lty = 2, pch = 2, lwd=2)
lines(icf_pca1$qs[[51]][,1], type = "b", col = 3, lty = 3, pch = 3, lwd=2)
axis(1, at = 1:length(icf_pca1$qs[[51]][,1]), labels = -4:4)
plot(icf_pca1C$qs[[51]][,3], type = "b", xlab = "category", ylab = "quantification", col = 1,
ylim = range(icf_pca1C$qs[[51]]), main = xnames[51], bty = "n", xaxt = "n")
lines(icf_pca1C$qs[[51]][,2], type = "b", col = 2, lty = 2, pch = 2, lwd=2)
lines(icf_pca1C$qs[[51]][,1], type = "b", col = 3, lty = 3, pch = 3, lwd=2)
axis(1, at = 1:length(icf_pca1C$qs[[51]][,1]), labels = -4:4)
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)
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)
It can be seen, that monotonicity constraints (right) on the environmental factors clearly distort valuable information contained in the negative categories/barriers.
Thus, in the preferred model, monotonicity constraints are only applied to variables corresponding to ‘body functions’, ‘body structures’, ‘activities and participation’.
Visualizing some variables:
wx <- which(xnames=="b265"|xnames=="d450"|xnames=="d455"|xnames=="e1101"|xnames=="e460"
|xnames=="e325")
xmain <- c()
xmain[wx] <- list("Touch function",
"Walking",
"Moving around",
"Drugs",
"Societal attitudes",
paste(c("Acquaintances,colleagues,","peers,community members")))
par(mar = c(4.1, 4.1, 3.1, 1.1))
for (j in wx){
plot(icf_pca1$qs[[j]][,3], type = "b", main = xmain[j], xlab = "category", bty = "n",
ylim = range(icf_pca1$qs[[j]]), ylab = "quantification", xaxt = "n", cex.main= 1)
lines(icf_pca1$qs[[j]][,2], type = "b", col = 2, lty = 2, pch = 2, lwd=2)
lines(icf_pca1$qs[[j]][,1], type = "b", col = 3, lty = 3, pch = 3, lwd=2)
axis(1, at = 1:length(icf_pca1$qs[[j]][,1]),
labels = ((1:length(icf_pca1$qs[[j]][,1])) - c(rep(1,50), rep(5,16), 1)[j]))
}
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)
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)
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)
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uU77F3q8YoN2tsvtcf5gLPgB4GPb6XEbBhBOaGz8LROweEOccJTwZ115M0eNQApBw9I9oUvfbcJw6OjijZoUXuZtXOWQGpBmUOo9Twa4gcNxv+z3ZEQN+nVebO7BgB0xA4HP+XVD6UzbCZX6s8N5Vs0xT0sjaxEVrFT2Dx4sX4uc8ryLwVi2tzVuD1vgORlZWl4gjMihEwDYGI1MuyY/+yw+HnUsq0m6zQi21AKoE+d+5crHtvJubUbK3luCv+Bt68+DcSEhLg7u6ubecDRsDcCGQpWbh17xpC3SuYe6iH4s8K6KHgy7k5IiICVStWwslnX0W2mP0EDOiOOOFVUFLTML9EEip2eQxvvvmmCiMxC0agaCFg10swRcnfgJaamgp6WYL27t2Lz7r2kcrHrWJZBA7pjcCBPeTQL5csj183brKEGDwGI2B3CJikgPbv34/nnnsOLVq0QJMmTfK8LP3Uy5cvR8WKFVGiRAk0b94c+/btyyNC37598eKLL+ZpN0dDdkIiWiXkKEPyLjg4O8G/Txe4hATBJToej6a7mGNY5skI6CFwJGE/FkZ8jvTsNL12Wz4x6gWLjIxEp06d4OPjI//YS5bMCVCy1kPt2LFDKpa2bduiX79++PHHH9GmTRt8+eWXGDlypFXEahqZJL2Zni0awqtZPSmDowjwCh7ZH9cmfYZeroHISkzWiza1iqA8aJFFID49Dl9emo5UUd30ycDuKO9R6YGe9dChQ/KH3NXVFY8//jiqV6/+QPcXtrNRBfT777/DUcQCnDx5En5+foUdR7X7FixYgCeffBJbt+ZEbk6fPh1TpkzBqFGj4O3t/dCzntu3b+Pq1atG5SW7T8uWLeEZmwjs/wfk62rz9XScmDhU4kTLw8lrv0eDhFt41Lc0ohevRZk3Bhnlyx0YgcIgsPLaAql8mvi21FM+6bdikLzvGPy6dYCDS94/d/qePv/88zh69Ci6dOmCtLQ0+UP+4YcfYuLEiYUR5YHuyStRrttJwLJly9qE8iHR6A9fd2nl4OCAadOmSXf30KFDERoaKjV4rscw+fSvv/6SCs3YDefPnwcpw5b7LsiuJUQelZkde2J24w4IKBWAu3fvopKYLbbu8Bgyjv6L+J93wP+Zx0E2IiZGQG0EXEUieV9nf7xcfoyWNc26I0bPQMb1KLgEB4AimnMTKZ81a9YgMzMTTk5O8vKsWbPg7+8vVz2vvvpq7ltUPTfqBbty5Qpq1aqFw4cPo3Zty6RpLOgJu3fvLoFav359nm4DBw7Exo0bQUZhmhW5uLhIcPN0VKGBbE9fTPsA3lMXmcwtaPgLCOjfzeT+3JERKCwClOM54s2Zcrd7iWphCJs/FY5urnrsKDyEVjWJiYly9aB7kf7eyY567tw5uQLSvabmsdEZEBl6SRCyufTp00fOhjSaUiPI+PHjNYdmfydZ+vfvD5rtkHZu2LChdswlS5agV69eUtZSpUqhUSPzbKDTDKh4e8o9MuniF8YY0aY/nydaGuvG1xkBowh8d/VrXEw5i/erfwEXUUbHEN36cllOqg1/H/kdza186B4yNTRo0CCP8qFr5Gyi6wV5mqnfw5JRBfTPP//gp59+kuOsWLHC4HiWVECkBGn5M2PGDAmcrgJydnbG6tWrMXz4cCxdutTsCojAMDStNQgSNzICKiFwOGEfotNu4nZGnMFCgrc37EC8eNGPXrmZb8ElyHAkdFBQEK5fv47s7Ow8s5ybN2/KJRjZf81JRhUQGXzv3LljThkemPe7776LcePGyQjj3De7ubnhu+++k0ooKsr4zCT3/eY6j42NRUZGBsqUsWzlSXM9D/O1AQQMxMGlHD2NW18slcKFvD0MHrWr5itoYGAgatasicGDB8sfbN2OZEulH3KysZqTjCog3cHJJX/x4kX5R1StWrU8WlO3r7mPaWlYunTpfId55JFH8r1mjQtuUfH45KVXUOHFXhjxmnkNe9Z4Ph7T+gikX7uFyMlfyERipYSt0adj3k2oulKSKYVsqQEBAfjvv/+k3fTevXuYP38+ypUrh3nz5ul2N8uxSfOry5cv47HHHkP58uXlO2lNcnnT9gJzrxHN8tRWYBq//GcMdA3Gxa+W4vTp01aQgIcs6ghEffOjrG7h1bIxgl553qTHJVtpcnKydMF/8cUXIDsqueMvXbpk9tkPCWjUC5aeni4NUiQkRUN37doVZGshT9PMmTPlNI3cdsWNyAv2+eef49FHHzXp0WlqTC5RRUxp30m8gB/+3ssbVE1Crnh3WioqWZxMPKoHwvXUCBF3loUQt3Kilvv9KHvvuy4YdKAJKgwdCEePEnr32OqJ0SXYzp07cerUKfmqU+d+OQ/6A6T14aefforiqIAe9AP1bFwHpV54CnE//IqxflXw9pg38eWC+Q/KhvsXMwSO3zmE6/ciDD71jbRIvXYnRyd4DZ8m3O32oXxIeKMKiDxO5JLTVT6apx40aBAmTJiA8PBwuTdL087vhhEIGtYHKUdOw//CFVQ6dB4///wznnnmGcOduZUREAjMqvWN9HhpwIhe9BPm19yGRN9sDFpbCXXemSj3HtL1ks6+8HM17PHS3G9r70ZtQGQNP3HiBMgAnZt+/fVXGRRYkDE49z3F+ZxC4UPfHyndo094BmHlm5Nx7dq14gwJP7sRBCiXcwWPyvIVdNUBnmv+gVNWjmfK979keG36T3vdFOVDEwqaTNDWKlsgowqI3PBkqBoyZIhURLRXhCInN2/ejKlTp6JHjx5sy3iAT9KtQihoxzzROxUa4NUX+ss4jAdgwV2LKQIUXEjk6Hk/wXzs0g3IvJ1gEiK0z7Fz586YNGkS6tXL2TRt0o1m7GRUAdHu9w0bNkirOAX9UWY/2hn/1FNPgVzxlnDVmfH5rcLav8cT8BI7510zstAXfjKo0iqC8KB2g8CdHfuQeuo8nPx84CQi8InIrpideg/RC1YbfQ5KDUxOpJ49e8qdDUZvsFAHowqI5CCDMxmid+3aJRUOBfodPHgQlBqDgpmYHhyBkInD4VquNJq0aok5c+aAci4xMQKGEMi+l4ao+avkpeDhz8PH1Q9OotJF+UF9hRXXCQlb9iD1v5wc0Ibup7axY8dK77WtOYwMGqEpN8gff/wh91vRhjXNVgzdh7t165bsQ21vv/227iU+NgEBZ1H4rcoPn8ueS1rVlCkRSMnT7JKJEdBFIHbFRmRG30aJ6hXh06UtJmY2QHJWEkqVKIfM57ogbtUm0PKsothwaoiWLVsmTSb0d23urRWGxi+oLV8FNHv2bGnfod3wdFwQsQIqCB3j1yi2irxhtMGWUiMwMQIaBDJEjnFSMET+vTvLaqbkZC8BV6QjSmxwbiH3fdHyjJZpuTc8k9Kh2c+ff/4JX19fyceW/jMaiGhLwtqSLA8aiGhMdjLuN23aFKNHj5YGf2P9+XrxQODmx4sR/8tOkx7WJTQYVVeLrRj/J9pQSt+pb775RtpsNe229G5wBqQrICV2p2WYoU2UdI00LKXqYHo4BGgTLc1+WrVqJTMt1qhR4+EY8t1FAoESNSvB9WhpKGLHujHybHQ/Xxf9oJGHmlLWkMPIZkns5SqQRKyP0rhxY4N9xHYMysSuxMXFGbxelBvFFgzlwIEDqj5iZmKysvGN95QW9RsqYlOgqryZmX0hsCD8U2X4iecUUd+9UIKLrKGK8HoV6l5L3mRwBkQ7Yim7IO3/iomJkTvgaYOaLgkh5Q5actPbQq5oXdns9Zi8GZVFhPS8xh1x9uxZmSzKXp+F5S48AscS/sb2mF9AaVazDaTcMMaZCjRQ8LA9eFYNuuEp1QVVwqAM+bTxlPZ80bHui/rQcmHdunUW2TVrDPSicL1kh+aycobLuQiUv3irKDwSP0MhEFh94zt51/Ohg+Hj8mCGYyoiQa72X375BR4e9wMWCyGGZW4xNt0S8T6KqDiRbzcRXZnvtaJ8wRxLMMLrzu6DypmWzysX+owpyvDxsxWAwM7oX5UlEV8pmdmZBfTKe0mkzVHE1ilFeLzyXrTRFoNLMF3V16xZM7n1ggxalNWPIiqJ6J0qP9DeEjJ4MamDQMm2zRA69XU4i4hXXVKysnHvQriIBanEM05dYIrgcYfAroV6KirWaW97C40qINqE2q1bN5mAjKpiHD9+HB07dsSZM2ek8qF0HEzqIuAjlmIaEj9ceP/99+G0YRd6lQzFsjtX4S+y3VEWAiZGwN4RMKqAqE4WJa2mDGk066GtF1Qa2dPTEyNGjABlS2QyHwJPP/00wv8+gp9qd5CpNgcGVMJj702VycS/+uor8w3MnC2KQExaFO5tOwT3hCwEDHzGomNbczCDRmhdgSiYifIre3l5yW0CFA9E+8DIME21txYuXCiTrevew8fqIEAGfso6sOXFMVL5OIi6Tg4ZmTj89ixQKpTdu3erMxBzUR0B2qpEP9Qff/yxrFVHnuX86Ma9SIw+0Rezs75A9JK1UMRnnB/98MMPMok8FRSkFKoUi2fPZFQB0bqSEo5piALk9u3bJ0817nd7W3dqnsXW32k/3oq330fKwX9ECgZ3hM15T+YSSv79AN7q0UduBrb1ZyiO8h05cgR169bFb7/9JsNY3nrrLZlFIikpySAcc/95D+mOmQiJdEWZsUMMllCmG0eOHCmX4xSFTzNj2hROni4KFLZXMqqA6GHpASn7YXx8vNwZT5qdEhp99NFHckkWFhZmr89v03Kni1+36v9clTIGDu4J95qVUapvTlRrw3PRuJuSYtPyF0fhKH6Ltj+sXLkSNFuhv5ELFy5IhUF/S7lnQpEn/8Y5x8vwTHJEX58B8HuqvUHYyA44d+5cGXtHewb79esHqtlH6TVoH6HGOWTwZhtuNKqAKNvh4sWLsXXrVtC0kuw+ZBOqX7++TEj2yiuvsFfGTB/wM8Lo7JF4V6TtKAP/nk/KUQL6dYNzgB98E+6ii19ZM43MbAuLAC2LyEFAjhpdopLhtGLYvn27tjnt6g3cfXsxnl/ih1FnuyDsRZFeIx8ihUaOHzJ96NLatWulgjOUsVS3n60eG1VAJHjv3r1lmVZKQBYcHIxjx47JfUuk2alIIJP6CGQmJKLy2euS8YSjv0P5f4XKLJH/5ZPw47K9/LFLyL6bv21BfamYozEEyFmTW/lo7qEKKvQ3Q5QRG4+ronZ7VmIyGns2R/vx74OCeydPnqzprvdOFUwrVaqk16Y5oXa6bo9kkgIiVzBp2oiICPmMtK2fkpNRyR4m8yAQvXANslNS4dGsHk4hVXodyRlAReRiK5WBW63KyIpLQMzyDeYRgLkWCgEqd5yfTZSKetL17LR0XB07G5Rqw712FVSY8QZuRUdLUwelOTZEFSpUkEuu3NcyMzOlTdZezSAmKSDKC002IFqCEZFCovUnJbemKSeTugikXbmOhI1/SKZp58Kxud6TON7pJSwOaoCDj/XDbKdQZETmfBa3V29BRlScugIwt0Ij0KtXL1krT2Pr0cxQyWtJVVBodpQUGYHdIWeQWrMUyn00XpTRcZU/MDQDomqlhogM0DSDouBfXXJxcZF/h1Q8wh7JaBwQTRn37Nkjq3nSEoyI1qHkCaM4lIkTJ8ot/7RPjEkdBLLuCG/J/zch0rE8F6zp14KSMugmZqA0DVlJyXAJtq9yLOogZXtcnn32WYwfP156vXYMn4Ayp6/ir0blMPyrj+QGUTJhfJu6Ett7JIpo96po7ONt0kO89tprcplF8XeUAJC8X+Rla9OmjTYzqUmMbKyT0YRklMzo+++/17redeWnLPtUMYOUVJUqVXQvFfljtROS5QaMbECaX8/c13TPnbw85AZW3TY+tj4CWxYtQ/mlW+WPRryrI3w+H486wnFzPvlfTDo7QuZ0/rj2YpR3r/hAwlIMHhULpZkQzYioygVtGLdXMio5xf1Q0jGyslPBel3S1AWz5PSPiiT++++/umLke0y/RitWrMj3uqELtLeNyk4bo2ixZqewBHORs29JgF5GKCoqCh4OitwqY6QrX7YgArVPX4MmSMIvPRvB/12DcB3j5j3xLqhnmQEPrHzoPrID0quokFEFRFqWXPEDBgzAe++9J0vx0Pr28OHD0mJPHjIq1WMponrsFPtABnDyGBSUZFuzZHwQ2WjDLf3KGCMKKsu9Hjd2jzmu02dBe/SoQgmVTWKyPgKJfx6RFXAdRfmc0mNexI3p8xCzZB18OrZG24COqOFdF8FuZawvqC1IYMou/atXryoislNmPxQya9+FwU2xRjqOc+fOKULpKSLviSnim6WPUMyqZ0QsjKA3Plqk7Bs8TqlWpYoiEsgVhgXfoyIC2ekZyvner8uUKr//+pXy3tnRyonJ78nz67O/VXGkosHKJC8YLb0o8pmWYZs2bcKWLVvkJlQq16PZjmFJZUozm+nTp+ODDz6ASAdryaFtbqzkwyfhey4SY2s1l6H6NidgMRMobo3wSt6IhlvFsjhVPQFnko4jrn8dCPcWEjbtEilVckJZihks+T6uSQpIc3fZsmVlgmsyfNEeMWvSmDFj5CY/ew1BVwu7kAlDJauW8VmIOXQCP/74o1qsmc8DIkDBhTcW5lQpDX59IBSHHAbOAb45kezCs6kpr/yArItsd4M2IDI6GytMqIuINeqCUbxE+/btdcUolsdUnrfUC08h7odfMbuq8Iq8PkYaKa39A1EcP4zDk2bDNzMb3q0aw6tpXeDSz1oYAl96Fne2/4m7J84icdffKNn+Ue214nyQrwLiwoT287UIGtZHGj3vXbiCxU/0xgsvvADK42TP7ln7QT9H0lQRMOrz7xVx4iADQyPemoWUR88AYUDsyo24FnFU7HJ3kZ2j5q4USqpJvrveZadi8p9BBSSMzrKAffXq1aWHizajkkubyTYRcHBxRuiUkbg8eCJCI2LR1itI5mqaMWOGbQpcBKXacnwlDg+7TfpHUI5d8pZfhnzS3yv8i0N+54AGOQ/unHEbw6P+Q9mywjZUzMmgDYjK8Rw9elRCQ/XKP/zww2IOk+0/vltYKIJHDZCCDnIKwMblK+V+PduXvGhIuB4HcbFmGi7WuP9K9smJWY8KydRr/6/uPVwqcaNoPPhDPoXBGRDZVubPn4+QkBAZ4EY7bSk5fX5ENiMm6yPg3+MJJB84juT9x7G492D06N9fei8pWp3JfAgkJiZi21v78dO+H4RX2Fc70Iabq6QXrHvpF1C3ZCNtO9X7qulVT3tenA8MKiAKLly9erXcfvHff/+BtlzUq8eA2cMXJWTScETP/wFhXduhv0sKBolNxBQ6wWQ+BJYtW4bHWz+B9mEd9QbZHbtNnlfwqIwGPvn/gOvdVNxOjIUzibQbirD/GOtW7K7bSiBiQcCLaHFZVnvOnDkFdeNrD4mAsJUqVKY8N31+cZrS81AbZU/s9tyX+Pz/CBicAekq4Xbt2oFeTPaHAKVqoJks7R2iXdOUp5hJXQSoEillgmjdurW6jIsJN4MKyB7igIrJ5/PQj1m5cmXQ/rk+ffpIx4Il9+09tPB2wEDMLvONQPdwyimN7OFoByWSrYS1wXQcBCqlWv37779x5coVUAmQgsicu8ILGtea18ydjkPtZ+svDNJUWonSqzCpgwBtTaLc6JQB0VAd9qTMRJxLPo1GPo/C0cGgw1kdQeyYi8EZEGVfoxdR+fLlZfoLqgeWm6gmEXvAcqNie+d3du7HjOA6ONkozGBaFduT2D4kIk/xiy++aFD50BN4O5dEE98W9vEwVpLSqFqmLRlUg8gQUf0jsg+Rl4zJdhFIOXxK1harf/xKnpxOtiu1bUuWlpaGRYsWgTIVMhUeAYMzIMoxM3DgQFBAYkxMDCiZdpcuXfRGEUZsWaOoZMmSVtkRrycMnxSIQODQ3kgSOWqS//4H8T/vhN8zjxfYny8aR2DNmjVo1KgRQp3dsHH+WDz6xEsIqlLb+I3cQw8BgzMgSo7dqVMnad2n/USUA5os/bov6tOqVStQ+eDctYr0RuATqyPgEuCPMm8Pk3LcC79mdXmKggBUJJBmPyv+eB/LmxzGmohFReGxLP4MBmdAJMXgwYPli2w8lNaUEtAz2S8CJds0RdW1X8uihvQUKaKq6ujRo3Fl1z7UdHDHP6U98IHYckPueqaCEaBtSlQhpkaFklgRcFGm6Gtb+7mCb+KrBhEwOAPS7UlbMFj56CJiv8cupQPgIAobUi0p8ojdDI/A1zVaYUTp6pjc4km0bdtWzmjt9wktIzl5iV999VWc2rMOWeInvHVsbdQt3dwygxexUfKdAek+5/79+2X9L3I3GipGSMZoJvtBgEopUXzQkp4vIW5VzjaN8v+E4+S+A2jZqaPMs+Tv728/D2RBSSkDJ9X3mvnKKMSN/QivHA1Bmy94s3ZhPwKjCohiHcge5OPjA4p9IaMzk30jQJ7NH7+ej7jZy+SDuFWpgLSLESj11ylp16MfnKeeesq+H9JM0lNqmmeeeQbp63eKzBsOqPfI03ATlYKZCoeAUQVEoeZUeYJyQlsj/3PhHovvKggB8m56bN4HZGbBp0tbBPTvhksDxsucxZX8PUDxXUx5EcgWRSDnzZuH9V/MQ/In38OhhJvMRpm3J7eYioBRGxC52ykXNCsfUyG1/X7P1xd1pU6cg6N7CQS/8jzcyofAv9eTshpr08vxBaZesf2nM5+EmzdvRliHEOxMX4V012xQ+hNZv818QxZ5zkYVEOUGunz5Ms6cEeklmeweASUrG32Qs2Q4VcEXzqVyjkv06ojbGffQ1CcIfpdu2v1zmuMB5n0/B6WHeuBQxUjElXVEqb68TH1YnI0uwSjep2/fvtJDQhsaaTZECeF1iWphM9kHAvE/7wBuxMBB1JLvt+QrTPjjF1l4kqrNzur6HNpEJIFyFnu1bARHN1f5ULT0OH78OBo3bmwfD2kGKSkYN6VZFDydfNAI9dF83EhR293HDCMVL5ZGFdA///wDqv9FlF+ZY1ZA9vGlyUpMRvSinM8yoPvjuD3jDURERMiYoAoVwlDS2wuREz4RSdVjZZWNwEE5ecAp0JQMr+Q5GzdunIyKL27BpxR4WK1ZDZRwc8KIGlPg4VrKPj50G5fS4G54G5fZJsSzt93wBFrMd+sQs3itSfiRgbX6loVwdM2p5ED112j7wccffyyN1Dt37kRoaGi+vGg7DxHNoO2dqAQ3zfzpx5iKdDKph4DRGZCxoSgVBxuojaFkG9fda1dFieqVoIhARGPkVqmsXtkYWnZTuR96iSyZMhLYkAI6fPgw3njjDZl7iGZJVLeekqJVqlTJ2JA2e51m/hSkycpH/Y/IJAVEv3Y0BY2NjYWmEim90y/D+fPnQTuDmWwfAa9m9UCvh6X8CkJSoCpFzn/77bf4888/5TBr166VS7c9e/bY7TYPinympG5M6iNg1AtGgYjdunUDBadRik+KBypdujQSEhJw+vRpzJw5U32pmKNdItC9e3esXLkSQ4cOlRuUaQZEBQ6oXLQ9pq1IyUzC0IO9EDLcA02dvMTMMcsuPxdbFtqoAqIKm+QFuXTpEjZs2CC3Yixfvlym4njllVeki96aD0hxSpQyhHMSqfsppEVcR8qxf01mSptbz549K5douW8i7ylt3oyOjs59yabPl0XOQ7xjDGoElcK1yV8gae9hm5bXHoUzqoBu3rwpk5rT5kXajkGZEQ8ePCh/4aZMmYKFCxciIyOnAqSlAKA6ZRMmTEBYWJhMERIUFASqfUXyUYrMt956S+YyspQ8RXGca1O+QsTr05H0l2n7/OiHgOxE+XnH6Br9kNkLxaZF44/YLVAyFDy7ykPaw9zrVbMX8e1GTqM2oIoVKyI8PFz7QDVq1JD1wjp06KA1PtPan/pZgshtTHmINNN7Mm7Sxkk6p1kQyUp2B8pTRNtIyHXM9OAI+HZug6ivV+D69HmotGQmXEODC2Ti6emJqlWrSoMzzXh0iT4P2s5DPxT2Qn7CzV4qvBxqHklFQLQzfJ99DJRXiUldBIwqIHI3k71nkChwR4Y4OqclGMWF0K7gwMBAORNRV6z8uZEbmGY+ZBh3c3Mz2JFKSXfu3FnKOXXqVIN98ms8cOAAqNCcMaLo8Bs3bhjrZrfXS/XpirsnzyNpzyFEvvMZKi6Yrg1MNPRQ9APw2WefyZ305IKnXMlE27Ztk3YgyqFDSsgWKUvJxNGEv2X1Uvf/V7JQshQcH3sAoys0k7Mf2i/HpD4CRr8RZHCmHcBbt26V6/gRI0bIqTQtdeiPm+xA+U271RdXbGE6cUKmi81P+dCYZCwnhUkyPyjRbKphw4ZGX/SLXxRiXArCJ+Sd4XAtV1rslL+Km58sLqirvEb5wckx8fbbbyM4OFiW9h41ahS2bNki05caZWClDn/G7cRHF9/B+psrtBKsX78er1UQddQUwFdUmXURdiAm9REwOgOiIcmTQR4OWsfT69ixY9ixY4cMzbd0fEeLFi3kEpA8LQURpZwwFKdS0D10TVS5lC9j/ZYuXSqXfsb62fN1Jw93lJ3xJsKHTsad3/bCo041+HXvUOAjUdwPzQzJdkhEP2C2OvPRPEhq1l15qHmnk7VzvsEURSw7RQK3gAHPaLryu8oImKSAaEzKB60hX5H/hJSSNYj2pZESioqKQr9+/aSNhwzQ9CUnGxDVMSNXMP3q0jKN6eEQKFGpHEImDMX1aXNx64ulIpAxDO41Crar0Yw4JCTk4Qa24t0UetLHWwRi3snImf2IfXNM5kHAqAKi4oQ0pS6Idu/eXdBlVa81aNBAxiLR0o/sDIY8K48//ji2b98uo1dVHbyYMvPp2Ap3T19A/PrtuPbeV6i65ssijUQZbx/UTBLR4mK2H8izH7N+1kYVENlachclTExMlHFA5P0aM2aMWQU0xLxKlSrSw0XpYa9evSpnPRQKQL+6tGeHZkRM6iJQetQAZNyIBrnb7ZmylCycTTqJTOV+6Mi11Aj5SLHpUThx5xCU7CzE9qkI93JlkR3oZc+Pa/OyF3ozKn0RycBIOXJ/+OEHm39QtQW0x82oamPwIPzIa0h2oZYtWz7Ibar33RK1Dkuuml7h5cmgZzC0whuqy8EMcxAwOgPKDyha548dOxY0G6FgRApUZGIE8kOAZqZU8mfjxo1W9YjVKdkIjUW55Mzs+zOgqLhw3HKJhV+aJ8oH1tI+gqODEx7xba095wP1ESi0AiJRyBBMm1Lv3LnDCkj9z6ZIcSQnBuWN+uCDD0AubmtRefeKmFh1pnb4GxcvY/OWN3CrO1D1EPBMox6o1s66szStcMXgwKgCIq8S/WrpEikd8jjRzIciowvj7tblx8fFA4Fhw4aBgkQpVqhOnTpWf2iyHy7rPgChT+dEODsIifaOnIzob6bLaHurC1gMBDCqgChVJ2XBy00UiEceqS+/LNoekdzPzef6CNz8fKnYouAnYmXEFMIIUeAm7dObMWOG1e2GtDH2sRp18XPjLjjkkJIjuYszWviWxmvd+uDL3b+hXr2HT11iBJJif9moAurSpQvn+yn2XxPDAGSnpSPh111QxLvvU+1MypFMFUXDwsJkHqlq1aoZZmyBVsrs8HHTJ+AoMmx41qshRjwIj1pVxPtNzGrcAUsXLcZnX/GPq7k/CqNbMcwtAPO3XwQoaX252eNQ+s2X8iifu//8J9J5nMnzcDRzptANmgVZk7KP/4fqWS5w9PZE88dfQi3v+mjTqC9cw0LhnZqBcudvWFO8YjO20RmQKYGIumgtWbLErtNv6j4LHxtHwKuJsOXQS4fSr0chYswMEU+TjUrfzQJFU+sShW9osixYKouC7vhKRiaaXUmQTUFDesE/sCamBea45pNfd8XVN2ei/V0XZN5OgLN/Ttki3fv5WD0EjM6AKN+zu7s79u7dKzd50iZU2gFPCbopzSZtgaBARc3L2dmoTlNPeuZkkwhEzVkh8uiISGJRgyzq6+/zyEjlvSlDoqWyaZ5OPIa54bOQlHlHyhL3029wT76HK2kp2HovVk++yyKH/q7b1+GarSD629V61/hEfQSMaguK76Ed6LSv6rHHHtNKQJ6wkSNH4tSpU1Y3KGqF4gOrI5B85DSS/jwCB3c3OIgfo5TDp2RSM+9WTfRko8T1tJH5vffek9HrehdVPDmTeAIfnp+AdCUdLf07oA5qIHbpBjlCWEAQzn+6EruXbIaXp5fM9hkTG4PWYcI2lZiChM17RMXYTihRpYKKEjErXQSMzoBoTxWlp9BVPsSAdsVPnjxZ7kzX7HzWZczHxQ8Bqroa9WVOLqXAF59F0JDeEoRbIrGZnBHpQEIza3LLz549W6dV3UOK1qc0G6R8ngh8Gg18miIrIRHZmiIKSSmo5umLoHTAIz4ZvinpqOruA2ehfCSJ+zOi49QVirnpIWB0BkTT5UOHDskUp7mjnSnPLy3BcrfrjcAnxQaB+F92Ii38GlxCguD/XGc4iO+Gpi1uzRYE9NNP6kWR9OQJe+edd2TaDrWBomj9xwK6wklENPcrO0yyd6sQiqrrvkbWnWSjwzm6l4CreBYm8yFgdAZEO8spw91LL70k7T7JyaK6poihoGhWSsnx3HPPwdvb23wSMme7QICqrsb8v+pq8Mj+sqChg8ilEyw2sRLRsoeMurpEtsRBInEcZbk0F71Y/lX0L6efNI9Sq5aoXN7oi5WPuT6V+3yNKiBK9L5v3z6ZiJ4CD0nZULa7nj17omnTpliwYMF9bnxUbBGIFhVXSQl5Nq6Nkm2aanGQtchaNkZ26j1EL8hr1KUg1++++07WnNPexAfFBgGjCoiQIM8XleU5fvy4/LJQiV4qwUIVL2mJxlS8EaBlV/zPOyQIgcLuk5V8V+8V+NKzwmjoiIQte5D632U9sCiFyvPPPy/zSetdKMRJTFoUJpwZhlXXFhq8m3JHUW6rTZs2GbzOjZZHoNDpOCwvqm2NyOk47n8elLQ+aY9pNbM8RWXWCp9NvH+zOKI9WTS7ppQdlG2zMBSfEYd3z47CrbTraO7XDm9VmZqHDXncyJ7522+/WTSPeR5BuEGLgEkzIG1vPmAEDCDgWlbkffbygKOnu9GXa7kyeTiUL18ePXr0eKh9hduif5HKp7JHdYyoOD7PGFRgk0pGU8UTSxZRyCMIN+ghwDMgPThMP+EZkOlYmdKTlviPPPKIrOuWn1ODshmuuf4danjXRUOfR/TYxqXHYE/sNnQM6g4v5/tOESqnfCc5CXXr1pXZGzp16qR3H59YFwGeAVkX/2I5OtmB4n74VS82iApIUi23OXPm5ItJZGo41t38HquvL8nTp5RrIJ4N6a+nfKIXCVtlhxfxwcCh6NWrF1j55IHN6g2sgKz+ERQ/AWKXrkfU3JVyvxh5zjRE8UBU/PLu3ZwyOZp2zTvNgIiyFeMlnm8Lozi5/mk/2qVrkZg1a5aGDb/bEAKsgGzowyguogQO6wNnkUOIdsyHD5+C9Jsx8tEpuV27du3wzTffPBQUSfuO4dZn30kes26cxsxVS/OtovtQA/HND40AK6CHhpAZPCgCtDu+4rfT4SaCAdOv3kD4sHeFe/6SZPPuu+/KwEQKfi0MEZ9rU8TOdrGZdJ2wC7V5e5TM2lkYXnyP+REwuhXD/CLwCMURASp1HDZvCq5N/kJuWL0ycjrKTn0ddVs2ksbohYu+RfmegWIHe6IWnoSM2/L4dnosVkTqB8DWK9kYNVLK4+q4j6HcS8O5AHeccPLBOiMVdLXM+cAqCLAXrJCwsxeskMDluo28VDc+Wog7IkgRjg4oPWYQLpf3x8BJL6DWDNOrq4a6lsOoWUFIj7yJe5VC0GPXGpw4eRK06ZXJdhHgGZDKn01cejRmXZiETkE90CGwq8rcix472i8WOmk4XMsEIkZs5yDbTe0lH6KCc2XUvloPDVrU1z40udq3Rm+Av0sAOgeL6GodClj+r1A+l+EkMhr22vkjvv9xFSsfHXxs9ZAVkMqfzKWU8wi/ewFHEvapqoAiU69gw82V6BM6GMFueYP5VH6Mh2Z3LOGAqD4qMg/6tTaJV+BLPUEBjckH/5Hv7707BX379sW7Fz6EJsndpZRzUgH5KN7oUaafHt+bjotxt0omJt44iX5DXpI1yPQ68IlNImB3RugmTZrAw8PDpFf//v1tEvTCCLU3bjvo9fdtsVRRkSLuXsKO6I2ql1z+7NJUfHJxCjSu8/xEvpuVgt2xW3E++Qx8nmiJ0MmvwsnDHbTEpXStq1at0t6qyTGddu2WyOkjkvjoUJlxQ7CpQRlEJiVgypQpOlf40JYRsLsZEMWJ0E58qgtPCdEoH1F+ZM2qC/nJVNh2TU32bOTEwhSWT+77lkXOw8nEI6jgUQXVvO5XBc3d70HPM0QSMJJVyu1g+O7lkfOxNWq9TBhWtkQFfFF3uV5H8ogNHz4c8odE2Ipur/kNGCi6iHSvcSs3InBwL21/ShFMie5pr5dmxqS9yAc2i4DdKaDWrVuD9vXQ5kVKC0tJrZgKj0BGds5MIlPJKDyTQt65//YfUvnU9m6IZ3MtqYhl+/btZSoY+rFJXrMV2bfi5UhUSid25SZRCqg9yJuWmpqKIUOGYP78+XLWVEhx+DYrIGB3CogwopnN9OnT8f777+Pll19GqVKlVIOOUjVMnZp3J3XuAf777z+cvHocv/n+gHtZqdrLKZlJ8vhM0j8yNYT2gsjO93jgUzI1KLWlZt3FZWEvcnMqgVIugfBzVe8ZtGPa+MHsWt9KOxFto8iPAgICkBEbj5jvf0ZwqjNecHgWgddjRS2yi4iatwpl3x8liyYcOXIkPxbcbsMI2KUCIjyptlSjRo3kLEhNfFu0aGFSkjUqWe3XxBPbo380OPzdrGRcuntO71qga7BWAS2M+EzYdHJy6DjCCZ/X+Q6h7jnJz6+KPU9bozaIJcz9LQcXkv+VvA7G/4motJtavs4i3ehTwc+hdIlQ2UbbFNKy76GEo7vFdn1T1YnI1AitTHSQLfIpE22L/ll4153kMf1XpkRZmZuZjn1cTHORRy/4EUpqmkh01gw9m4xGRtlYXNz4JhJ37sfdnk/Co65IIs9klwhwHNBDfmzXxR9eavb9GRBVYfj+2nxZ6G5guVe13B3ggLLuYXBzdJNth+L/wpaotSAjrJtjCYyv+gG8nX3kte+ufo3N4pqp1CfkJfQOHSS7T/r3VZxPOSNGc0BVz1qYUXOuVhGRrDQzU8Q/DW26tVqmsSAlRspBQ55OXmjh314oD0ekZ6dh5oWJuHHvKtKy7qFdQCcMKj9Sds3IzkC/ox31lKWGR37vyxpuhqezV36X9dpTz15C+NDJcBBlkyuv+ASuocHyerRI/0p7ykpUr4iKi2Zon1HvZj6xeQTsdgaUG9lz585J4/SKFSukfSj3dXOda2YtGv4UpUtEf8BVPGtomvO8N/NrJVzUrfK0U0OvkIEo715JzCLuG5wPxu/FicTDaObbWqSiaKa9z9nRBY/4tdGeBwkX/dXUy7gnlGKKmIWRsiFlRDQnfCYupJzV9tU9+DVqje6pPPZyLilnKzSjIi8VvRPdycixxdCxixj/5QpviDEv0amWKD8Pjd0xsJtUYpoLISXKm6x8yIB964ul8lb/57viUuJtHNu9UxZBaNG5JZw378a9c+EyiNG3azvNEPxuRwgUGQVEe4fOnDmT705qO/pM5EwodxAjLbtIAVX1qokngvSrS+g+25jK78pTWorR7EWXeocMkvFJum2HE/5CvNji0MSnJfx17FAeQoHW8Koju9LMbEH9tdJu5e7koZfygjp0NCDPjphN0gU/uPxoODsW7muWuGMfUs9chJNvSUz6/Rf8MX0c2ggnxO3bt9FnZ0/s+XguvNfvRpRYonm3f0S673WfjY9tH4HCfTNs/7mKvYS5lQ8B0sj3UfnSBSfy7BWpgLqV6SOXjbrXdI8pyZduoi/da+Y4ptlP1Dc/SNZUy+stUVDjrTAxY4yk5aMfZjfvDQjlQ5R1+w5ur/4NMve0bOH/7AUB/Z9Ie5HahuX0FssWIo09x4ZFtWnRKG2qa5kgscZzFl7GTDi4uuR5ZYtE9+limecoAhedAwqXS9qmQSgGwhWZGVDp0qUxbdo0UH5ha1JN73r4sOZ8lBMGZzWJbD1Erg6uarI1Gy/y7GWJf0KPFJrC5k7B1q1bZZbEX3/9KQ+f69evg7yWERH6Hrg8HbnBZhEoMgqIapVR5KwtkJoRxZrn6RL0rJhVlUT7gM6aJlXeNS5yR6g7GaZigBTk6OTwcF8xKvsUFRVl8FljYmK4LJRBZOynUd1vnf08t91JWtLFF12De8HDyVNV2Z8u/ZzwVHVHJU91Y2lI1mfK9H1oWRs2bIjIyEiQdzM30TXKI81kvwhwHJD9fnbFRvJTp06hXr16MviUSoTHx8fjk08+kV5PqqbBZXbs96vAMyD7/eyKjeRUUoeKFpLi6devHyZNmoTGjRuDYr9Y+dj314BnQGb4/NatWyf3p5UoUUI17uSW/vfff1G7dm3VeBKjlJQUkC0lLCxMVb7Ek0ohk21OTSKDs7+/P/KrHVbYsWhvX5UqVVTdSU+baGnLjtpZGRISEpCcnIyyZe9Hrhf2uXXvu3nzJqpWrYo6dXLiv3SvmeuYFZAZkKU/EPpyeHqqZ6+hP+bDhw/LfMlqinznzh2QN6lWLfVScZB8xJOyFajtlSRFQUpN7VSrtJm1fv36cHHJ8TaqgTEFx549exZkq1KTSLnT50YKU00KDw9H9+7dTdoLqdq44peVSWUERKoQ5fjx46pyFSknFDGjUpUnMfvjjz8UkfZCdb4iN48ilkqq833qqacUkbFAdb4io4ISGxurKt8LFy4oQkmoypOYLV++XBkwYIDqfEeMGKHMmzdPdb4FMWQbkGqqnBkxAozAgyLACuhBEeP+jAAjoBoCrIBUg5IZMQKMwIMiwAroQRHj/owAI6AaAqyAVIOSGTECjMCDIsAK6EER4/6MACOgGgKsgFSDkhkxAozAgyLACuhBEeP+jAAjoBoCTqK0zfuqcWNGEoGQkBDQ/iV3d3fVEKE9T7RdgqJ11SSSsXLlyqpH1fr4+KBGjRooU0bdMtJBQUFyqwCl6VCTypUrJ7FVs6ghRVVTdVe1o8y9vLzk9o4KFXKqqKiFA0Xwk6xUCslSxFsxLIU0j8MIMAJ5EOAlWB5IuIERYAQshQArIEshzeMwAoxAHgRYAeWBhBsYAUbAUgiwArIU0jwOI8AI5EGAFVAeSLiBEWAELIUAKyBLIc3jMAKMQB4EWAHlgYQbGAFGwFIIsAKyFNI8DiPACORBgBVQHki4gRFgBCyFACsgSyHN4zACjEAeBFgB5YGk+DZQ5Q1bJ5Hg3NZF1JPPHjDVE9jCJ6yAzAz4nj174OjoiL1795p5pMKz/+GHH+QGTzc3N1nupk+fPrh27VrhGZrhTlFlRBYlpHI8lSpVwvTp080wijosqX5bly5dZN16Dw8PNGnSBDt27FCHuZm5vP7666rXcitQ5IJKZvC1h0NAFI9TxB8L/WQrQhE9HDMz3b1x40Ypnyh5rAglqSxatEgRu+MVsZtfSUtLM9OoD8ZWFE+UOPbt21eWO1q6dKki/rCVadOmPRgjC/SOi4tTRDYERSgdRSh2RSge5emnn1bELntF1B6zgASFH2LXrl2KyLqgiIwDhWfygHfiAftz9wdA4NVXX1VEJVObVkBPPvmkIlJG6D3V6tWrbUrm9957TxHpNxSqjaYhUj4ibYQiiv9pmmziffHixRK7Q4cOaeVJTExURAoNZeTIkdo2WztISkqS3wP6vlpSAfESrMD5YeEvioJ/oKXNl19+WXgmFrhz6NChmD9/vt5IlMOGiKpv2gJt374dnTp1gm6p627dukEUEpTVYm1BRo0MVAVVFPdD06ZNNU2yjDTl2KGSyrZK48ePl7mAnnvuOYuKyArIDHCLXxMMHjwYH3/8MSg5mS1Tz549IWZBeiKuXLlS1khv3LixXru1Ti5evJinDnpoaKgU59atW9YSy+C4pIBEhVG9a/v375c14h999FG9dls5+f3337Fq1Sp88803FheJFZAZIB87dqzMMDhkyBAzcDcvy7///lvWBh89erTNKE+xhAFl69MlX19feRodHa3bbHPHwn6F1157DVWrVsXLL79sc/LRjyV9T2fPnp1HyVtCWGdLDFIUx8jMzERMTIzeowUGBkIY8uSvycmTJ/WuWftEGMRBXzYNUepRkleXjh49ClF7HY0aNbIpLxPJ6uTkpCsqKEUtvYShXK/dlk4Ic1oqXrp0Cbt37wZ5GW2N3nrrLZk2dtiwYVYRjRVQIWGnZUHNmjX17qY/YPo1oXV0VFSUfF25ckX2Idcs/YrXqVNH7x5LnXz++ecQxlztcCTHqVOntOd//fUXunbtKnNZb968WdV81tpBCnlQunRpxMfH691N9hRhyJWubr0LNnJC9jNa2p47dw7btm2TSt1GRNMAPdjIAAAJuklEQVSKQXZK4fXE8uXLcfDgQdlO4RcZGRmgmTDlnFY7p7d28P8fsALKjYiJ58HBwZgzZ45eb4r3iYyMxJIlS+RL9yLZBcgwKbwjus0WO+7cubPeMqZUqVLasclGQddbtmyJ9evXg2JXbInoj4AUui5pzjUGc91r1j6mJWPHjh0REREhZ8QNGjSwtkgGxxdhAVKJDxgwIM/15s2b46OPPsK4cePyXFOzgZPSq4gm/XJcuHBBj+Ply5ch4kCwbNkytG7dWk539TpY+YR+oUkxdujQAWvWrAFVcrA1evfdd+Uv9fXr12VQJ8n36aefYsqUKaA2qsBhK0SzsrZt22qXXWT7sVUSMUt5FDt5RMl7S4Gz9COr+0NljufgGZCKqNIfb+4SLGSnIAoTJXVs8dd6zJgxIHsWLb9++uknPTTIa0NRx9am4cOHY9asWZgwYYJUOqdPn5YexqlTp9qU8iGcRJAk/vzzT4waNUqGCBw+fFgLH3lE27Vrpz239gEpl9wKhuyCZG/L/T02m6y2FhBV1OQRth+bCurTxffGjRtSNvHlMvhOUdG2Qr/88osi/lhkpK6wpSnCaKoIxWkr4mnlaNWqlUEsCWMK+rR1EkrdooGIvAQzm2pnxmojIP54ZTwNFRFUs4Cg2nIyP9MRYAVkOlbckxFgBFRGgAMRVQaU2TECjIDpCLACMh0r7skIMAIqI8AKSGVAmR0jwAiYjgArINOx4p6MACOgMgKsgFQGlNkxAoyA6QiwAjIdK+7JCDACKiPACkhlQJkdI8AImI4AKyDTseKejAAjoDICrIBUBpTZMQKMgOkIsAIyHSvuyQgwAiojwApIZUCZHSPACJiOACsg07HinowAI6AyAqyAVAaU2TECjIDpCLACMh0r7skIMAIqI8AKSGVAmR0jwAiYjgArINOx4p6MACOgMgKsgFQGlNkxAoyA6QiwAjIdK+7JCDACKiPACkhlQJkdI8AImI4AKyDTseKejAAjoDICrIBUBpTZMQKMgOkIsAIyHSvuyQgwAiojwApIZUCZHSPACJiOACsg07HinowAI6AyAqyAVAaU2TECjIDpCLACMh0r7mkGBGJjY7F06VIzcGaW9oAAl2a2h0+pCMvYs2dPpKamYsuWLUX4KfnR8kOAZ0D5IcPtFkEgOzsbDg4OFhmLB7E9BFgB2d5nYlcSLVy4EO3atUNgYCAGDBiAPXv2aOVPT0/HxIkTUa9ePXh6eqJatWoYM2YM7t69K/u8/vrr2L17N/766y80adIEN2/elO2nT59Gx44d4e/vj6pVq2LSpEnIyMjQ8qWDzZs3o0uXLrLPE088gb1790oeV65ckf2ysrLwxRdfoFatWvD29kazZs2wYcMGeU3zX6tWrbBx40Y0b94cVapUkf1JjuPHj2u6yPdt27bhkUceQVJSkl47n6iAgMLECBQSge+++05xdnZW3nnnHWX9+vVKt27dlJIlSyrCriM59unTRwkICFBmzZql/PTTT8rgwYMV8ZVVpkyZIq9v375dadSokSIUlEK8xB+4cvbsWcXd3V22L168WJk3b54iFJHSt29frZRCQShubm6KUHjKzz//rIwaNUoRCk7y/vfff2W/yZMnS9no/ZdfflGGDh0qrwt7k5aPh4eHEhoaqrRs2VIRykw5dOiQUqpUKWXcuHHaPnRAz/H444/rtfGJOghAHTbMpbghIGYkUlG8/fbb2kcXthylXLlyyscff6ykpKQoderUUebOnau9Tgf169dXxIxF2/bMM8/IP35NQ69evaTCIV4aIuVFiosUD5GYcSliZqO5LN8HDRqkVUCRkZGKi4uLMmPGDL0+pMRKly6tiJmZbCcF1KBBA0XMlrT9RowYoYSFhWnP6TlIuS1ZskTbxgfqIcBLMBVmkcWRxfnz56XxuHfv3trHL1GiBCIiIjB27FiIP26cOnUKr776Kv3IITw8XC6ByOYj/qi19+Q+oCVcmzZtcObMGRw9elS+goKC4OjoiP3790tex44dAy27dOmFF17Qnp44cUIu2WhJqEsDBw7ErVu3cOnSJW1z69atJW9NQ79+/UDLuMOHD8umTZs2gZZzzz77rKYLv6uIgLOKvJhVMUJALJXk05YpU0bvqXUNyvRHLJZA2Ldvn1Q6ZAMi+4+Xl5fePZoTuhYTEwOxrJIvTbvmnZTbjRs3kJiYKO02mnZ6FzMb7SkpO5IjJCRE20YHZcuWlefXr19HjRo15LGYscl3zX9iOYaKFStizZo1aNq0KVavXo2uXbvCx8dH04XfVUSAZ0AqglmcWGn+IO/cuaP32PHx8XL2QTMNMiST4XbRokVScZw7dw4NGzbU6697Imw/oFnUG2+8IRUWzZR0Xx988AGEjUYql9zjxsXFaVlRH5p1JSQkaNvoQNOnUqVK2nZhw9Ieaw7EUg3r1q2TY//222+gcybzIMAKyDy4Fnmu1atXl4rg4MGDes/aoUMHDB8+XHrDSAGQ8nn++edBMyVaftHSipY0GqKZCrUT0THNTGgGREs4zYuUGfEg7xQpKGFHAikGXdI9J88XEXnYdInOafYVFham25znuH///nLJOGfOHAhjt5wB5enEDeogoJ45iTkVNwSEUpBeJPJgkedLuL0VJycn5cKFC4qwoyjCbiM9XmRQFksnZciQIdJQTMZpDZEnq0KFCopwoytiCaaIpY/sI2xHysWLF6VXTGN01hiP165dqwhlpQi7jCICGCVfV1dXrRGaeHfq1Ekakw8cOKDcu3dPesLIQyfsU5qhFTJCf/bZZ9pz3QPyzgn3vfTc6bbzsboI0FSViREoFAK3b99WSAmR0hE/h/IPmpSQhqZNmyYVFCkHer322mvKp59+Ko/pXqIdO3ZI1z3dL2Yoso1c735+fpInueSFDUY5cuSIvKb5b9WqVdKDRUqiffv2ypdffin7k+IjErYkhTxqpARJWQlDtjJhwgTN7fK9IAVEiolk2rlzp949fKIuArwVQ52JZLHmQlspyLBbvnx5CEWjh4X4ukIoBWkAFq5xvWuaE+pDtiMKPNQQtQl3ugxwJNuQLpFxm+w4ZOvR0Pfff48XX3xRGqh1jdwkGy3hyLD8ICQUkAxMJNnJA8dkHgRYAZkHV+ZqRgTE8grR0dHYtWuX9E5FRUVJ1z15vajtYSg5ORnEj2xZL7/8svTiPQw/vrdgBFi1F4wPX7VBBERkNdLS0iCirFG5cmVp4KatHiJg8aGlJZc7bcug2dWbb7750PyYQcEI8AyoYHz4qg0jQEs08oyRV0wYslWRlIInKdaIgiFzL/1UGYCZ6CHACkgPDj5hBBgBSyLwPzmrdPNmr29eAAAAAElFTkSuQmCC)
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)
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wvmcHquNG2bVvT7sTDsIoX7EuwRSAfG0UNjJLp0SSM3oByswFxl03lwT9+qM16aBtM7969VRoPGxuwVbDANDp27KjSeMhc2TG0LQV1YO1D8dM2IHv8//e//5llgh93m9QxfnnukuLFQ/QqDaNsyK/tLWPGjFHnWTgZenQM5bEgNsAL9QFmINaI1HGpUqXUMf45cq94KF9dB17c7TFHqXCsR6bAS9cpp1EwNs6bdhrcb9wrjITi3rEQAguDu/dmO9944w2DtSWz7OHDh6s8wJ81MzMd7eaPhIHnE3XSNiBLmyIwwaipfi4sR8GcgS0qhucf5fOMeVXPvP7DV0jIBgJ46ACs5XCmZTZLYcK2InUKxj0YQ3Edf+ENnt9j8FfT8jKDRz7MYXcYuPHgID82LYB4hMPgr75Kw0ODIV39QlgOw+OFg4DAtRiWhZFUP5DctSuQAMJLhpcWvDGlAEZf/pKqFxtpqNejjz6q6oZjno+k2umoAIIhG4JEG1FRf+5GGjyaZeIVExOj+GMKBMrg7pjBI1ymARgZIdx53pT5kiEfpkpw10nx0QIIwtySHLlXH374oSlgwBdTF1grtmRjns9JACEznpWrrrpKtQF8WANTz4FmhHZy99Z8LiA8IYiQFwJOE54PCCc8N3g+WVNUUw+QjzVxnc14/PHH1fOHdNbmjDVr1ihelgLIGdiiQC2ALIWyWREHdkQAOQBSXrNwF8Gc42HrWswN4WFspVVgBAsPCjYtgPQ1OMdD/frQ5i+r4uplwxfS2QQhgS84dz+sWKN93PWySsvvAXgDi6xlWPKzxMsy3XIfWuiBAwcMtitZJqt9vKjcbcqWjgR79wp58EGAtlVQwkuPe5oTYV4TyrJF0FIXLlyoRuW422VmgYDBs5NVAECLRNvsUUGxhcYMjY5tUfaKsnneC6ncAKEiQgAzYrXNhwWQuV9E1Sl2xWJ+ULdu3dSMYe7OeGz7YDPCbHEQbEWYl7Z582Y1lwijdZiXZTkCWxgNhR0TAyH4zW3UMde62BRLklhoCOSmARVaJYpxQZi9rm1wnt5M2MHQjeIX2tzQ5bbsfhV2G9mdxpwFn5+yRQPKVTy7/iRGM/QsYsyGZeOk6wuVEjwWAWjJGHrHqBNGvDCihxFBTyURQJ5656TegkAxQEDmARWDmyhNEAQ8FQERQJ5656TegkAxQEAEUDG4idIEQcBTERAB5Kl3TuptF4Gc4jMX51jXcBGBvyDcIzyBRAB5wl2SOjoNAYl17TQoncJIBJBTYBQm7ogAApchJrZ2IkUdJda1e90pEUA27gc8qRGnZ9CgQcq7GhHsEHYC4R0w49SS8EAjLAVUX8zJeOWVV0xPd53PXh5cj/LgtYwYN+w3pF4UhKtgfyni8KeE0A2Y98G+aSoqn+Zt65en19Ozzz6r+CAuDzslKi/9rHlnz55NiD+NeSTw2kb0Q3h9a0JICNQLUQHY2VXFRUb9Pv74Y+Ip+MS+YGr2LWLUaK9xXItZsbgOcW/g2Q5vdnaeVHGR4b09b9485b2P9nD4WKsyHYmHjRAo4A/PcniHY1Yw2oBojdqzHPXggHEqnjVCXYBsxbpmnzDFC5EPLYkDvKl0YGeLCtJGezGiC8Jb1xURExEbCc8t7i37qulT6tdeHTDLGhg/9NBDKhYWwqIAZzwfn3/+uYoOiXhO4I+44zpSglUhjhzkZ/Zicb8GTpeMnfK0hkOmju+MNDhE6li+iLWrHSXhIAjvZOThkAomRI7kgfe65o1f8GEXDeV4iWN4PrOQUt7xOIZDZm4E50zkw6adU7GPdmnSzo5I11712IcDrfYr4wdY8WBXEeU0il/kgYc/fKvgSAonT6Rhhi4LbsUeDrhIA1ZoC4cMUdcgDY6Y+IWHO36xsYDQ1TKdeXXcZ5zIGg+bQ8Oq64A5vwCKl3ZqhV8SZj+DssZnthXrGv5S+r4heoAmHV2SBblOsvrNbxvhe2UvRnR+eaOC+llC1E48m9oTHjh/8803qg2O1OHnn39WGMNJWOODKJmItQ1e4A+Peh25EU7Y8HXLK4kzqg3EtAAC0PDQ5q+FCp2Ahx1pHL1OXYUwFToPHDc5hou66bhhOnC5I3n0Q8OBrwz+8hiY3g7CzQd/vHAghAqFUOAgXFYe4erkf//glIhr8EKuXLnSgLMqPNWRhhAhIAgKHGPj2D7qweEVGMyQH3pqvxZAECRwGYHDqA4JASwQEgQPHeoNXvD0B+kXCGkcH0mlaS95pIE/hJwOacKxblQe/MODjDyOCCDke+qppxQvhGfVbgp4eUBZBRDqyrGuFX/W9pSHP/JB6IIX0kBw5NQfHUQVsEX5bSMwQlkcGVHdTzig4sVGGj4KoPzyxrX6WWKtR/FHFAMtTJEGcqQOWgChXtwTUB79eDYRAQFpuJ+acB/hJgKH2bySdMEYzdwIXSCo9wiWheVzQFBP4UKhg1zBIQ9BpljbUCE84ZzHgsChPJZlcxgFdT2i54GwhAuI4/AQQsEiRKyOnscCRp3L+g8RAUEIGIaNhaGKmIjA9TpYF4dnUHkQHhSRA9F9RHeTXwSVvnz5cvWr/6HriUBhcBPRQdWgjuN6XKvT4CZgSeg26i4MugEgFhKqG4mRGh3uNOt1ljzs7SMQGXiha4j6gHIKjoW6slag8qD7gO4pCNEkQQgUB8K94w+Kapeutzph419e28gfN8UF3W7cGwRiQ7cTlNWhM6+8FZP//qF7iuWE0EZ0hUEcU1sFMMtLHXAdFlNo06aNul8aYywQgC4aRhoRkZLjZ5nPAa5xlEQA5YIUovbBvqFJrxSBUKusupuRD7FWE24MNv2Ss8bgUB7NG78cb8bykDhWkIq8CHsLawTEwexVvGPYZnIiW/GOuRupworiRQXpmMc6xrHmpQWQ9k3T6RA+mvQLrD34ka6FIYSyJVl6Z+uwq7Al4MUD5XQdzkGIa9J2Kf666iTzVwsRJOj40lnrYWbOYYfjLalrER4XIVixKghIr4CSw2UqOa9tBH+QvRjRyJNX3rhGE+xumvSHDPgh+kJe6oB7pIUO+GFFEKzlBsJKJoiOCeGENccQMzyvJDGhc0EMoVDh+AfjMgiCAISYwqzqqn38Y9XZjBusE+FY6kgenR+/+gXSadB8EMoThlJ8HbFB08JyNTAAZxVYuE7HW0Y+TXiBYVhHOxC6Qcc8hgHXkvQxjMOWpAWFZRq+zvbIVp6sbcyJB7DXpMO+agGq03Fs6byb9bzOZ+vXUpjhPkHDhOGZ7SRK2OMaRwRQXtsILRmUW4xolYH/5ZW3vg6/HBtJhSHBvr6v2MdgQF7qkPV+4VqEA4YWBUHNXTVC+FgMtGCRBq1toSxHSDQgOyhh9U4QRpZ01wRdDnTLoOKC8DBD5UXQdqjviEGDh9qRPIrBf/+0loBDdCO4X614ouuHLya0Lgg2lIcHAARtBZPOsHYVSMf7RTdLd23wUqG7gy8quhb4YoEQ4Fyv3IpRE90F0JqeylTI/7RmdfS/VScgiPQIi6XQyG+1tPaltSrNR3fDpk6dquJQY0RNC2qdxxm/ukuXW4xoZ5QDwaDxwj6IBwPUBygvdUCX2ZJgAsCzjl4Aul34QMNMAdJde8v89vatudvLXQLPYwgXC8HhhcDifxASCDYPgoAA+AhajxvBRk5lp0FQc/0lcCSPhtXyC84jPOom4+GBjQm2FNQB0wCgkejgVFguCA8Fj4wRG3eJQ7aqqQDIBw0J3SptF4KdB180pEGoIYg7lnNGVwxfNQgnCFU27OoqFfovtDSo9limBt1JfFlhv3IWAVcQArqzkV5hANwxDI/uHILggxzRflTGPP5jg63qWkMjRbcFHwZMF8D0BG0vyyNLm9nxgcLwOASI/lhhKgUoL3WwfCZxLbrj0Mjx7KArj2cRmiMIq6XklUQDygUxqJuww+AlgPCB+gpDJeblgCBc0B2CQRNLpuCBxovNoTPVl8bRPIqZjX8ffPCBmjsDbYhHdNSDiq8YlqCB0dWStG0Gv6gHjJx4qCHAcA0Eol4zHao9bEoc/F7N48DDBA0PxlBoG2hPURE0ENgvIMx5tEbZH/SKr1lfhvzUEfOOYBODNonBBG2wxodFCwCUg1VKXUH4KMBOqOd64QOCZX8gEDHQ4SyC5g47JIQP2ob7P2LECMW+IHWA9gOjNOqM5wn76O6Dv9aE8tQGVtOEsiDAN00NNbIAUmcQg5c1CnN+TJbs6hBD5Ho1B1vnkeZInpyuZW0gx7jE/LU2Xn755WyXIp40hspzIwyHo22YRuBOxC+P3XjY+a0v2mor1jWGm/nlUcPi+eWdl+swLQDtdCXhmcvt3hakDpiewlq5WhUmv22QgGQ2xDVsKuimQAPCMKk7E7QkuBxApdc2KXeurzvWDV1Y2MN4LpSaOoG13bQ25I71LU51EhuQh99NdFfw8lgOlXp4kwq9+nCf0UPId999N/GaaIVeh5JaoGhANu48jLGw+WDExBUjITaKlKQiRAB2L9iEYBvB6JdQ4SEgAqjwsJaSBAFBIAsCMgqWBRA5FAQEgcJDQARQ4WEtJQkCgkAWBEQAZQFEDgUBQaDwEBABVHhYS0mCgCCQBQERQFkAkUNBQBAoPAREABUe1lKSICAIZEFABFAWQORQEBAECg8BEUCFh7WUJAgIAlkQEFeMLIDIoSBQEhFIjYii2FUbycvXh8rf1YV8SgUXCgwigAoFZilEEHBfBIyMTDo5biqlHD2lKpm87whVn/RkoVRYumCFArMUIgi4LwLRy1Yp4eNXqQJ5BfhT3G+bKeGvfYVSYRFAhQKzFCIIuCcCGXHxFPXJ16pylZ4cTBUG9lT7Z9/5jDgAlssrLQLI5RBLAYKA+yJwjoUPhFCpVk2p7A1tKGxAD/KtFEbJB49RzI9rXV5xEUAuh1gKEATcEwHYfND9Im8vqvTkEFVJb+6CVXrsfrV/7qNFlJGQ6NLKiwByKbzCXBBwXwQi351PxAbo8nfdQoF1L6/wgtqW69Kegq9pRBkxcRT16VKXNkAEkEvhFeaCgHsicGnDDkrYtpu8/P0opFtnSj191moL7Xt5tdaLS36mlBMRLmuEBCRzGbTCWBBwXwQODx1PKYdOOFTBcrd3pGoTRzqUN6+ZZB5QXhGT/IJAMUCgVIsmlJl4eaXfXJvDSxQFNamfa5aCnBQNqCDoybWCgCBQIATEBlQg+ORiQUAQKAgCIoAKgp5cKwgIAgVCQARQgeCTiwUBz0Mg/UIMHRv5MkV/t7rIK19sBFBiYiLt2LGDDh48qFa3LHJkpQKCgJsiEPH2p5TIvl6Jew5a1XDlue9oe/RGqzRXH3icAJo2bRpNnDjRCpfXX3+dQkNDqXXr1tSwYUNq1KgRrVy50iqPHAgCggBR3PptdGndVvIOCqSKw/qYkMSnX6KPj0/j7W0zrTB2PG4Y/u+//zaX0QVAn376KU2YMIG6dOlCAwYMUGu5L1y4kLDE7qZNm6hFixaFgaOUIQi4PQJwq4ic9qmqZ8VH+5Mf+3xpyjDS1W76f7863dW/HieAsgIye/ZsateuHf3666/mqdGjRxPWTH/nnXdo3rx5ZrojO1hnfdmyZXaz/vnnn/TCCy9QmzZt7OaVDIKAOyBw7oOFlH4hmoKaNaDy99zqDlUij+uCZUUtJiaGBg4cmDWZHnroIfrrr7+ypdtLwHrwPj4+drddu3ZRRITrpqjbq6ecFwTygoCRlk7R37PRmSMeVh3/MHnxc+4O5JEaUFJSEqWlpZGfnx/ddddddPr06WxYwiBdoUKFbOn2Epo3b07Y7NGKFSuoYsWK9rLJeUHALRDw8vOlas8/Rt5lSlFAneq07vxKOp961qxbckaS2k/JTKZvziww07FTr1RjalHONZq+xwkgL54avnbtWipTpgxdc801FBISomw9ffr0oWuvvZZOnTpFkydPpgULFtD7779vBaQcCAIlGYFyt3VUzY9KiaT3jk62CQUE0MLTc6zOBXoH0eetfrZKc9aBxwmgjz/+mGDjQRcI9hr8+vr60uHDh5UA+vHHH+nDDz+kkSNH0rBhw5yFk/ARBIoNAuEBlenhWk9l0YCS6adzX1OAdwB1r3RldAyNrs8akKuo2PiCpaenK0F05swZyuRQktWrV3cVZopv+/btafr06coA7tKChLkgUAgIxKZF07Bdd1NZ3xCae+3yQijxchEepwHlhAy0IFDVqlVzyiLpgoAg4GYIuIcp3M1AkeoIAp6OQFrURTr1wgw149md2yICyJ3vjtRNEMgnAhFTPlbL61za+KdDHLy9fFQ+n/9+HbrICZmKTRfMCVgIC0HA7RH4448/lJsRpqJgAm7Pnj0Jc9csKXblRorf/Jcacg/r383yVI77ZXzL0pAaj1GoX3iOeVxxwrrmrihBeAoCgoBTEIAPJKabYA5cuXLl1ATc0qVLU0pKisk/PfYSRb77mTqu/PhA8g0NMc/pnS9PzaY3D02kDCNDJ6nfHpX7UYewm63SXH0gGpCrERb+goATEHjvvffo1VdfJUR9CAoKUhyfffZZatCgAfXr14++/fZbwhy5s+8t4NUsLlFwy6YU0v3GbCXvjN1CSyM+5+H2QErNTKEgn8JZAz5bRf5LEAGUEzKSLgi4EQIzZ84kdL+08NFV+/fff9WMfHgDhJy5SLE//65Wuqg6/iGdxeq3vF8FqhFUh3pXHVzkwgcVc0gAwascjp2YZZyammrVIBxs3749W5okCAKCgPMQOH78uM3IDph+0rRpUzp+8BAlfXB5Da/wYb3Jv1olm4XXDq5H05vNs3muKBLtCqCTJ09S165dVZ8Tk+/Kli1bFPWUMgWBEo0AJtZitj+ETVZCiJqKOw5SWkQUBTaoTWH9umfN4rbHdgXQ6tWrlZUdjSxfvrzbNkQqJggUZwQQ8WHw4MGqtwFbj6ZWrVpRqVKlqFx4BbrIjqZVJzxCXuzxbkknko6Sn5cvVQmsYZnsFvt2BZBhGMqtQYSPW9wvqUQJRQCxp7Zt26aUgc8nTaGQdIM+2b2Fjh49SnA/CgzkCIdD7smGzpGEAzTh38eonF8IfdT862znizrB7jD8TTfdREeOHKG9e/cWdV2lfEGgxCIAreeHH36gxXPnUZNVO6nO6l3Uu1ELOnHihBI+toBBiI1ph1+kdCON2oRc9oS3la8o0+xqQJCsCHXauXNnNdyHvigCdlnSuHHjLA9lXxAQBFyEQIeoVIrJvMy87bEYKsXvZ06EeD9nU85Q3eCGapJhTvmKMt2uAEJUwSVLlqg6fv755zbrKgLIJiySKAg4FYHkg8co5vs1xBoA+VUoT6knI+jiN7/kaHSuHlSbpjWdSxUDqpCft79T6+IsZnYF0O23306xsbHOKs/t+WCaASZ72SOE/8jIsJ5Jau8aOS8IFASByBnzidgmG9r7dirV+mo6OXYKRc39hsrd1ol8y9sena7Fw+7uTHZtQJaVx5D8mjVraN++fSrmjuW54rL/9ddfU506dexuCIZ24MCB4tJsaYebIxD322ZK3PUv+YSUofAHelGZ9i2odLsWlJmQROdmL1K1nzp1qtWKMW7eJFU9hwQQjNA333wz1axZU/1eddVVKiTqmDFjWCAbntBOh+sIe1d0dLTdDathAAchQcDVCKQnJdOB1z9QxVR8qB/5lL7sPlFp1CDVHUO3LPngcQopH0KDFt1NT+8ZptwsXF0vZ/C32wVDlwRrbMXHx9P48eOpe/fuKvLg+vXrCQsC+vv70xtvvOGMuggPQUAQsIHAhhffoopJaRRQvxaF9LjJzBFQsyqF9rqdLi7+iSJnfEYVn6tPpU/50snY45Rp/GepNnO7545dAYT1tnbv3q22Zs2ama3ArGgMDWKlUhFAJiyyIwg4FQEEFiu3aQ/z9KIK9/eg9IsxVvzLs0CK+f43itv9Dy08yQZqnqO4a/Jh2vfafpuuG1YXu8GBXQEEOweWPLYUPrreQ4cOVVoRJkPBbiIkCAgCzkXg2AfsuQ6pwnT65ZxXefHlPLduqEx1Bg2kiAHRNGjQIMLSVOihuDPZtQFVq1ZNrTwBA3RWwsQozAmqXLly1lNyLAgIAk5AYNOJwxTv502+YeXN7Y/uGfTNsATyrhBipuH8HYmdqEt4dxUnCGE6XnzxRSfUwMUs2IicK/EQvFGpUiXj1ltvNXjkx0hOTjaQxsLHYKO00bt371yvL64nORqdweERimvzpF1ugABP9TB4kQVjz549VrV57K/+Rq+tNxhnk89YpVsenDt3zuCFM43NmzdbJrvdvl0NCN7vCHak191CPBJEY7vzzjupYcOG9MEHl63zLpaTwl4QKHEIYPVdjDxn9YA36PLIM0uTHDEJDw+nWbNmqa4Ywre6K9m1AaHiMDjDEL1161Y1BwjuGU2aNKG2bdu6a7ukXoKAxyMwe/Zseugh24HFHGncvffeS9988w0hciLiebkj2RRAEDS//fabanxMTIzpimHZgMjISJUHac8884zlKdkXBASBAiKA92vdunX05ZdfFogTlifHANI999yj/DkLxMwFF+cogKZMmaIqfezYMcJ+biQCKDd05JwgkHcE5s6dq5y/f7v0I+05s9OKQUzaRXU869ibFOBzxRm1vF8YDas5ysrvC2F05syZQ0OGDCG2JRGC2LsTFZulmQsbVFmaubARLznlwbZTt25dglvQbN8pVmu420Phvas/txl4bPjw4WrE+qOPPrLHolDP29SALGsAAxa6YVWqVLFMVvs4h+4aQnUICQKCgHMQQBTSkJAQahZehZ5LeYbO1rQ2In/Imk9MejQ9WutpCvELNQsN8Q+zKXyQYfr06cqYvXLlSrrtttvMa4p6x64Agi0I8wlsBZ5H2o033kgXLlyg0NArQBR1o6R8QcCTEYDxecTgoXT04YlkpGdQq1WfKq8D3Sb/k+8RpRNdXbYVVQqsqpNz/S1Tpgx99tlnalQMXTEIOHcgmwKI5/qo+LPw/4qKiqJDhw5Rt27WKyxCTYRXPIbpJVyrO9xKqUNxQOD8+fP0888/05vturL/ZSKVanuNlfApSBsR3RTG6FGjRtH8+fMLwspp19qcB4RhdqyEgWncWPYDPl/Yt9yQp2PHjmqYD+eFBAFBoOAIKC2lx92UgMBjTBUf6V9wphYcMKCEZbaWL19ukVp0uzY1IFTnwQcfVBtsPIiE+O6779qsJUJXCAkCgoBzEPj444/pqzsHk3FsD5W96ToKapTdxzLIO0gVZjkC5mjpwcHBKrY0HMgRYgdds6KkHAWQrhQmG8bFxSnVDeqhjgKIX0QOhLOq5drU+rqi+EWdMH8C/mtCgoCnIfD7779TNb8gCtj+D5G3F4U/1NdmE8bUe5mi085bGaBtZswhsXHjxjRv3rwczhZuss0umGUV4ITas2dPpbb5+fkR1geD8ylGxmDMQkygwiYIGayV/fLLLys7FMqHoRz1QtB89p9xGxWzsLGR8jwXARifn2vWgSgjk0K6daaV/r/T4D+70aH4f60aVS2oJjUr29IqzVMP7GpAGzZsUOFX4QsGDQM+JjBgYTG0ESNGqCV7CrPxED4dOnRQy5HAJjVjxgw1URLhKHv16kWIVIguI/bZEU+FEinM+klZgkB+EMAH/Z+Va6hK/Y7k5edLSfe3oQUnn6JM9Zezz1d+ynKna+wKoIiICLruuuvMGZSYD7Rlyxbq0qWL0jpq166t5hhAOyoMQgA0jLxhreyAgABl0X/44YcJC7dBIwI9+eSTyn/tzTffpEWLLsfLdbRuELiYhWqPIJBPnz5tL5ucFwQcQgAfzTHNee2uBKLy99xGqbzqRXBUKbqzcl9qWLqJQzwKkgm2Xjz7+Kjj3S6scMN2BRACjSHgmCb0Hzdu3KgqqYffT506VWgByQAUAqGhmwWaMGGC8pfp16+frqL6xdTz/HjqoxvXqVMnK162DuCnA4OekCDgDARgfJ41YgyVjYil8KH3kE9QaZrX8gdnsM6VB6bT4N3BIguYaoMQzE888QRNnjxZvVu5XuyEk3YFEFwOoB7ipcdsShyjC4Y40cuWLVNdMmhBhUXNmzcnrFWmCaEKoOkgRIglAVCOh2KZ5NB+/fr1CZs9wgOjBbC9vHJeEMgNAXxUMaBz/aNDnDbnJ7fyLM/1799fOZtjmSm94Ohrr72mJhbjnRo5cqRldufvswS0S4sXL1ZByf755x+DbTAGa0XolBre3t7GpEmT7F7vzAysJhrc3TNYIBq8LG021mw0Nx5//HGDVUnjk08+yXbeWQkSkMxZSAof9tMyeDDHiE+7ZMSmRhcaIDyFRr3HPMqdrUxeh97gD7HBdt9s55yZgGV1HCIeajcQoQ2EikMosR3EoWudnYkDpBkcj8hgn5lsrHl+g8ETI42nnnrKyMzMzHbeWQkigJyFZMnmc+nSJYPdIozDpw8aj+7qawze0c1Iy0grFFC4J2G0aNHCZll4d/AR1++8zUxOSLQ7DA+di8tRnrkw/ILgR4IFCtFfLApC9w/TATATOysNHDiQzpw5Q2+99Vahq7NZ6yLHgoA9BL766ivlT7kkYS5FpUZS9aBa5Ott1zJij61D52GiwEAKC5ts+fEOoQvGvZxs55yZ4BB3LM8MGxCGwEEQSLDDINBRUUVaQ38VFvushEmIEiQ/Kypy7K4ILJ39KQ1+6H7aFrORSvmUptF1Xyi0qmJKDWyo8HrISphPh6ksLnezsqdF8UxnpYrt378/W1aeg2PwSJCB7llJI+mClbQ77vz27v5wgbG3Q38j6svvjV0xW43jiUecX4gdjuzdoOxAPNXG+Omnn4ylS5eqBSiw4IQrTRi6WnY1IMQmwbpgCECfldDdgfWejcFZT8mxICAI5IJAZkoqJX61QuXwrxJOzcu1oZpBdXK5wjWnwsLC1KrHGILHpF64aGAfETBcrv1wk+x2NjHvB8OEcMmoUaOGFQp6XTDxvbKCRQ4EAbsInOPllEunZZJ37WpUpnPRLu4ArwZM5C0KsqsBcVdD2VSw0iKCk2HSIaTjwoUL6fnnn6c+ffoQluoREgQEAccQyEhIpNW7FtAXwy5Q+cfvLRRNw7GaFX4uuxoQ4v4gfkj37t3V7GfLKvKihPmabWzJQ/YFgZKGwM5ln9J3vTmyBL99iU3DS1rzrdprVwAhN7peGPaG9rNr1y41YxJdM1kP3gpLORAE7CKQHh1H84OXKeFzs3dnqhPcwO41xTmDQwJIA4ChOWxCgoAgkD8Ezi9YRvXj/Skwzo8eGvR8/pgUo6tsCiAYne0tTGiJgawLZomG7AsClxE4lXSMNl1cQz0r96dAnyDKiIuni9+uoptTy1DgZOv1u0oqZjkKIFmYsKQ+EtJuZyGwLOJLWnvhF6rGs5s7hN5MXgH+lFChLG08d5JG33i9s4rxaD42BRDm9QwYMIAaNWqkRrjYqZOwzrSQICAIOI5Aema6ypxhZKhfbxZAE2IO0LARwxxnUsxz2hyGx3I8O3bsUE3fvXs3wT1fSBAQBPKGQNI/h9QF+hdxtRAmRj7mV3C0qQFh/aBZs2apoF+Img+HNQSnz4lgMxISBASBKwgk7j1IqWfOEfGCwrErOaxx22HEURxozJgxNn0Yr1xZsvZsCiBMLkQoU0Q+xOKDFy9epGuuuaZkISOtFQTygMDppBO0NeZ3yjQue5ZHr/uVzlVNUxz21jhPySsnUq3+zdTxD5FLqEt4dwrykYiaNgUQUOrbt6/a1q5dq1agmDNnjgKvuP/DOmeY72SP4AOHFWSFBAEg8OXp2bQlev0VMNpc2d17bTLtpc1Ep3n7jyB8IIRKOuUogDQwWPsdW0mh9evX08SJE+02F+4ojggqu4wkQ7FAoE/VoVQtsBZlpqVS9PLVlJmUTIdvDKIzvlHUNLIKhe65RAG12O/rhtYU4B1I7cp3LhbtLmgjbAqgkjwP6K677iJs9gixsR2JHW2Pj5wvHgjUDq5H2M599BWd/9qfgpo0oeV9/ejMxdV0Y9O+VHn6MjJSL1HtpjdQcPPGxaPRTmhFjgJI5gE5AV1hUaIQgNH5wqKfVJtDH7uPzp//iFc4JYpKjKem9/ek859+Q5EzPqM6cyaTl4sjDXoK8DYFEAd1J2wgDkxEHIyesB5YVkpKSlKhOrKmy7EgUBIRODvzC9Zy0sinQwtq0/duqvtkBSrd1o/Gjh1LgftK0fct7qDkA8co5qd1VP7Om0oiRNnazPI5d4JLRo8ePWxm2r59u7IPYZRMSBAoyQgk/rWPLq27PB3l+OoN9Fn9DnRD2csf7enX30lTyjem2KjzCqJzHy2izOSUkgyX2XabGhBGdwYPHqwipUVFRan4P4iSZkkcUlEN0WOVUlkfyxIZ2S+JCKRGRJnNrh5Ymiguma773ouCzpSi2mvjKTD4yrp1mfEJlMGbd2CAeU1J3bEpgBADqGvXrvTdd9+Rr6+vCpiUNQA8wjViVQqsQFoYoRtL6g2SdnsGAiFdO7HhuT49/MADagGH9u3aU12uegdU/z8vpremvUWVK1WmoaNGkm9YiGc0zMW1tCmAUCYi5WPDiBjWrX733XddXBVhLwh4NgIBNavQpXLBdD7QhwIb1MrWmINJcVSp+jUifCyQsWsDgguGCB8LxGRXEMgFASxhNW7cOLV0lWW2gwcPqiXNb731VsvkEr+fowZkiQxCsmL9L0y8s7UYIYzRQoJASUJgyel59EvUcnq50Tsq3Abi/FBGJj3yyCO0bNkytaAf3htEE/3jjz+UV8GSJUuodu3aJQkmu221K4CwGgbsQVglEZPvYHQWEgRKMgK/Rf1Ei858ylN8fCjdSKf4zbsoctpc8goKoNDet9OKFSuI13qnUaNGqcU8GzRoQFhBBnHVhawRsCuAsC4YlmdFTGgZ7bIGT45KJgJfnpqtGv5Q7f9R9cwqdHjK2+o4/IFeJiDPPvssYRPKHQG7AgjD7YgDLcIndyDlbMlB4OHaYygpI4k6V7iNTr/2IaVHXaSgpvUprL9oOHl9CuwaoREb6MiRI7R379688pb8gkCxRKBt+U5K+KRFnqdYntXs5e9HVZ8bIe4V+bjbdjUgzAlCeNbOnTtTv379lDbk4+NjVRSs/kKCQElDwDc8lMIG9iSjdlV6+4vPCEuVZ109uKRhktf22hVAf/31F8F6D8J8IFskAsgWKpJWHBCACeKj49PodNJxeqHR2+Tn7Wc2y8vHm8KG96EbbriB7rnnHhE+JjKO79gVQJjXEBsb6zhHySkIFCMEvjj1Mf0a9T0F+5TmEa808uM/S5owYQKFhobS008/bZks+w4iYFcA2eODCIJioLaHkpz3RAQupEbRssgv1XD70/VezhZC9aeffqKFCxcSegnijpS/O+yQAPr1119p5syZHN+E17POuLzECH4RlvTAgQOUkiKevfmDX65yFwTOpURQuH9lK0ES6leB+lV9gAON1adryrW2qiom5Q4dOpSWL1+uNCCrk3LgMAJ2R8EwEbFnz56EWZ1+fn5qPlDlypUpJiaG9uzZoyZcOVyaZBQE3BCBrdEb6LG/+9PyyIVWtYNW06faUGpTvqNKT+CQG6dfmUnJ5y+qARl0uzA5Vyj/CNjVgDZs4CVFMjPp8OHDSvsJDw9XPi2lSpWiESNGqCH6/Bef9ytbt26tAqQ5ciXWX8rJcJ7T9b/88gu9+eabOZ020xGk7dixY9SuXTszTXY8E4ELqbx8DtP5/35ttQLLKp9+YQalX4ihb07sp5CQEBVozFZeSXMcAbsCKCIigq677joqXZpjnDAhMuKWLVuoS5cu9OKLLyrflunTpyvtyPFi858TZfXq1Uv5pD3//PNqlnZO3Bo2bJjTqRzTsfyQIzNYn3jiCYIwFioZCERMn6eET3KNivTmz0tp165dVt21koGC81tpVwDVqVOHsKKjpsaNG6v1wiCAtPEZ/WHkKwzq1KkTQStr0aKF0sicPfoAAWsr/GzWtsE3DlqgUPFHIO737RS3aiMRTzgc9vtyWrR4EYWFhRX/hhdCC+3agNDHhb0HBjeMeOF4/vz5yhY0depUpQUUtocvNJtXXnmFXn31Vbpw4UIhwCRFFCcELqXHUXTaBXNLzEhQzUvJTDbTcD42LYbQ9Yp48/KaeAu5i9b/iRF0/fXXFyc4irQtdjUgGJw/+eQTQpdj/Pjxyu4DAdS8eXPV/XnppZeKRBUdPXo0tWzZ0hyVK1IUpXCPQeD3C6toxpFXbdZ3zfkVhM2Sbj9wFXW4GEuRZQNoh+FNP8qsf0t4CrxvVwChBCzVjLWy4IKB7c8//6RVq1ZRq1atqG7dugWuRH4YoB7wUxMSBPKCQHm/MKrgX4nSMy8vm4xrofkkZSaSv1cATzi06FanplPQjgjK9CtL4/7ZQL/s2FIkH9u8tM/T8jokgNAoy5jQGAGAUBISBDwNgWZlW9KHzRdbVXvF2aX0yYkZdHN4Nxpea7Q6Z6Sn04F7HqeM6FiacW4vzWBfL7H7WMHmlAO7Amjz5s30zDPP5FoY1o8XEgSKFQJe3uRXNZzXe4+gOg/0oQ4dVHj5YtVEd2iMXQEUEBCQbVQoLi5OLcmD0S/YYoQEAU9GICMhUVU/I/aS2Qw4mga/PJI68eKbhTXCaxZegnbsCqBrr71W+btkxQRewjBMnzhxIuspORYEPAqBuN82EzUnSti6m4ymmQThA8IAjJBrEbA7DJ9T8Zimjjk4CNURHx+fUzZJFwSKHIGE9Ev02oHx9Nhf/TiS4WVtR1cq4c+9FLo2ggKTvKjK7hSK/m61PiW/hYBAvgUQ6nb27Fk1DC7hOgrhTkkR+Ubgm4gF9GfsZkrNTCWD/zQZvIpF5DufUc1j/jR2bhtqviOYzs1eTBmXLs8L0vnk13UI2O2Cwd8JK6RaEjzhsR787NmzCTOjq1WrZnla9gUBt0KgY+gtPNSeQndXHmA1zH5+6S+UcuQknUlNpFcP/UHD4oOpFdc84uOvqPpTw9yqDcW1MnYFEJwux44dm639cEOAO8SMGTOynZME5yMAmxsEP1YowSbkOAJ1SzUkbJaUxgbng9PmUIivP7V64xlae3N7Sj58gg4NGUcXl66koNs7UlizRpaXyL4LELD7JHfr1k3F+0HMH8sNGtBvv/1GV199tQuqJSw1AohEAOdYaJmhpcuosJ9wQxGyjUAaTzD8PnIxHUk4YDvDf6nbX3xbCZ/ga5tQeRY+oMB6NSns7lvJl4fg97xweamd/7LLj4sQsKsBuahcYesgAljKFzPPt7zxPqUv+IG8ht9LTR7oq0Yf0QUWuoJATNpFevPQ87Q/fi+1Crmenm3w+pWTFnspx05TmR37KJPTKj852OIMUTjHeD7PK12En4ujSxv/pDIdWlqdlwPnImBXADkyEdGySnPnzi0y9wzLehSHfYwwQstMuxBNh/qPUU3y/vpXSo6Jo2vatiYsGomoBAUldO+cHVI0nWcSgy+C2DmTziSfpBC/UCtbjuY/6+hUJXwq+FekAdWG6+Rsv5HvzidvtkWfZf+u2uznFb/1b6s80dXZXeNIJJ19fwGVvu4a8vK1+5pYXS8HjiNgtwuGkBtBQUG0fv169TDBCRVxcBAHd926dcoeoUNY4Ne3hN8sjKCceeMjit++x/G7kEPONWvW0HvvvUfnPl5EmYlJKlcGC5+Yz5fToEGDlADK4VKHkyN4SeED3R+mlJMRDl+TW8adO3cqHz3Ej0LIko4dO9Lx48dzu8Thc1EpkfTk7kE0/fDLNq/pENaFbgi7jaY0+ZhqBdezmSf50HGe73NZ4FSKS6ETY17PtkH4gFJPRlLcum02+UiicxCwK9rxICH4EuJC33zzzWapMIg+/vjjtHv3bpsTFc2MJWwHwiLmh7V0adNOqv/VdPIJDso3ArC5VUhIo5gfNxH5+lC1iSPp9Evv0YUlP1P5zo0oJjU137xx4fmtu+jit6vIi/ePvD6LrvpgUoH4IXgdIhS8++67ylkZWhWiSyJcC0L6FjR8aVx6rBpGj02LtlnPG8JuZQF0q81zOtG/aiUqxwbmdNZ8DvOCm4cPHaK2bdtS2bJlKYlnPW/btk3N/G/UqBF5BwdScDNr47XmI7/OQcCuAFq5ciVhNrSl8EHR8EZHREIs24wHz5EgXs6psvtySeYh3ejlv6oKZvADfn7et1TpsQH5rjD8j0rP+4nI8KOwPndQuS7tKWHbbhZwa8jnm9V0/aRR2XgjZtP27dupTZs2Kmxotgz/JWz+4w86/fgrdFVQOZVi/H2Qnr/7Ppq09It8jbKhu3XnnXfSvHnzaMiQIZSZyt7mRqbyI8Sz8fDDD6sYUs7u6uXUPst0gw35cb/+QYENalFAnepKkON8Ld4OfvQR3ccjuZhuAkM/FuEc/FLRhJixrHNJ2bcrgPBl2Lp1q5rtrMOyanAiIyPVw5o1XZ/3xF/4t6F7aY/wol+6dMV3CPnPzviMKNOgUm2uVoLiwuKfqPxdXci/WiV77Gye71mlHp3L9KOL6SlU9/4eKk+5ofdQxA+r6YaQKlSjat1s12HUbPLkybRjxw7V/Vmxwjq+DS7A1Io37hpArzVsR74VynMdb6GoT5ZQuxNx9PILL9LLr+Z9lC05OZn+/fdfGjx4MGWmpNKRoePJ4HAWdRdMVQLpqaeeUquqFHYY2zRet/30pJmUuPMfKtWqKdWa8bwVZo888ghhEyoaBOwKoFtuuYXwcD3wwANK46lXr55ajgdhUeGK0bdvXypTpkzR1N4Fpe7bt49mzZpllzNmgWMqgqa49dsoYcde8i5Tiqq/PIoi3/9crRse+e4Cqjkl+6J1RnoGpRw9RWnnLlA6vyQB/HUObtpAs1Mv8UWelQv6JuMi3VK5opr0eYi7DJM730m38lqRZ99jI2nrq9lI6mNe57P9H/qq1zDyGT6GzrPgQkQ/n7KX43nrTK+/NIkmNmPv7tQMpaGVvbkdxa78neqeJPr5659p/6CBhC6IJUVFRanuFJZmQmwobJak5yhBwzn/5ffKfoLzWguEbRCG6bxQdOoFSsy44uYTxUvngNJ4RjNWKrWkCgGVKcA7wDKJEEo14vWPFAbxbO2s9UAvq/NyUPQI2BVAMCRu3LiRevTooSYeWlYZwucjVmGLE0HgYrNHsGfUqgUlnpUe7m6cZYEDqsjDuHjhKz3Sny6t2ULxG3dQPHebSrNWZElnXvuQX/oNZpJf1YrUYPGVSZ0XvviO0s9dpMCGtWna7M/pOda4zpw5c3k+UNlydHjQWEo9foZtOCtV90wzOvve5wRDtaazERep6rOP6EP12/jwOR5YqERBLPDK3tpBjYBVGjWYTo6dSg+G16N/tm7PJoAgPCpUqKCEYLNmzaz44QATU+vXr0/L5y2ghp9f7oYiHVrgjmAMeBNVquS4Jng88TCN3Tuch8ovX6sY/PfvZPIxenKP9fB549JX06tXva9yQAPD/Yhm+xZoc8J5yhx8J7VtcZU6ln/ug4BdAYSqYuQLy/Ls3btXGaTxsGECItwwhIguLl5BaWfOKftCeZ7IBvINC6EK3F06N2shneVh31Lzpphe1jgf1KQeJR85QX7cBfIND6N//TNo3nPPqe4Tug3nv/ge2chIS6dTz05T+yH8H15Klp5KUXO/oZDbO5laTs03x1HCzn/ZyMrxjHm2b7lundW1+l/q6bN0Z2BF5RFVefQQc/i9TPtrqdR17BK+5S+qto0n8Q3SV1z+DQ8MpjGPjCDfcra1XWg+b731Fu0c+QI1CK9F0Kq8gwLZgL6Wjkz5mL799ts82ZYw1N6gdBNC/GZN8OU6nxpJfl7+FM4ajyYvNqM3KdNCHcIOd/rFd5V2mcHW9Y8vHKH+H0+jDjwaJ+R+CDgkgFBtzOeA6wU2oSsIYJ2o8599qxIqPckv9H+hHJAQ1rcbG6VXq5cBX+PQ3rebF4b27srHXZVtDTGVMN8HI40gDBUb/BUHoZuGLSfK5GH/lBNnzNGaoKvqEbac6OzML/gF9qJ1qdHUNEu+fdfUoMp/7KTSuw6qOgTWv6zhQWgdGvAUsS8IeZcKIv/qvHLI2GEU1NjaBnV9pZpUlYVPcmYGDZz/HhmMxexKLejmsGpU0zLU6X+VQzc2J62onF95mnzVTKtmHIjYQRNOjaHK8WVpeusFVudwkPTPITr2+CS2PaVRhJFKX5VJoynLV8jKpdmQcp8EhwWQ+1TZvWpy9sOFlJmUTP41q5KRnEKXNuywqmDpdi0omn2LzrGRt9xtHUxNBZnQtR04cKDq8v3999/m2mvQRmq9/wJlJiRZ8bJ14FOutCl8bJ23TEPoiUtsqwKVJR96g43QXbveQQg6h+7dzm1bqUe9pkSXEilyxnyq/d5ElRddyuCrG1LygWOqTsn7j/D+USsBhFEweJaDqj3Qm2be9ASlG+lUc3Mcnf/oK2WvKvXpG1b2KsxzmjNnDk2aNMmhlSbgo0VtWQ7yCGPi3oNWNjOUm8nSo1FoAAAYrklEQVTaosGDAN/FnKKgIXfR7LHZbW/IJ+Q+CIgAKsC98IpPpNgV6xWHVNZCTj7zVo7coKlE8/ygCgPuVCvNPsfdLQxZw50Cw9dZqZQL7BWwRWm61r8sXVuxLNGf+1R3rAqf6FmxjhI+yJP4N7sqsBbmHeBPPmxYr80CEZTO3bqM6DgKqF1NHet/sey+AMHkGx5K4YPuovH/9KZUI4UW9PuBYnnaALS46GW/WmmB/fr1o9N0jJ5Z/TiV/jKUJt7/So5zhZL2H6V4CHcWQKCzEJAfTTK7kEgr1bwx/darLd3S/knCCrpC7o+ACKAC3CODJxmG9r2D0EWxR17chS3T/nL3dfHixWrIGlpPYQ5LV2DBgG4V7Er2KKBWVSV8suaDDSirHSiDZ2mfZS0HhHlP3oEBvMpEAmUYGWT4elPlJwaycJ5mpQXi3MSdj9CBegepYr0yVD0ihEYPHErzflhGV12V3VgciSkOrGUp4lE/dLdif9lAIV07XU777//jHKVTyHMQEAFUkHvl7UWVefQorwQ7Wv/+/fN6WYHzY1Y2JjM6m84vWK66ReALo3MMa0NGfx694qHvE0+/QT68nhaxPQha4LlPvqYq/xvK06Uy6WzKGSqV5E0ttwRT+3Xe9HCVllQ2Mpooi/yJ/XUTJf29n7z9MinxaDKd2Yah+VA6+8EXVLZzG2XsdnabhF/hIMBPhpCzEMCkPziHVq1albDGPKYowDaSlYrb6GHyviNmExPYBw6ztbW2Yh5z9EEQumkgP28/mtXqa3rXfyrdV/EBqty8LY8M1qfwhtYGdHQDj741W10Tck8P+qnvFlr42mY66ZuphN6RmdmN0Sqz/PMIBEQDctJt+uGHH9RcqUWLFtENN9ygjLpYuBFCCP5FcF1xV0J3yMcr//Xzea4XxRxlwWElbDE/LJNi3urB5u4rvEvVvtqEwd8/mPw7tiHClgOdZuO9f3wyedWqQtc+PlTlwohsp5mv0tFHXqDE5b9R6oC7yJ/nUQl5HgIigJxwzzCChImacMzVk/SwogK0H8yXevvtt21GlXRC0QVmMffEe7SWlyOe3mwehXEYi7xSemY6jTv+BKVSCimv1iwMZnh9bJXie8KXPg37noJ8gq3SbR2kneX12ZesQE+Oao17mLwsIkFi1rjP9c3Ja9NfdHbm51Rj8hhbLCTNzREQAeSEG4SFGXv37m0KH0uWU6dOdWsBdJQjByZmJLA9JiJfAsjX25e6VryHTiRe6Yah/bviMNxvUPMyrXmk6kpPv2pgDQr0DrKEKMd92Hi80zLoEmtScKvAZkX/9W4vcciMhD/Z16tlE6vTcuD+CIgAcsI9SkhIyNHzHPGUsJCjp9O/l/6mPXF/0smkY9Sn2lCqEVTbbNLgGiPMfb3Tb/vNahTs2YZTCEIqrwQPdj1nqQzrQBe/+jFXFnFrt4gAyhUh9zyZ9yfDPdtRpLVCuJIpU6ao+T1ZA8bDBuTpc1I2XVxDbx9+ycS4cZmrrQSQecKJO+hu1Zg6jlJ4Vvjvv/9Oy5cvpyd5xngNDv+SyZMNf1n5C63mmeOIjx3EMavK3nydE0sXVoWFgAggJyANAdO0aVNlaIbTpjY4v//++2qyIWxEBSU4Z2J9q/uqDacqgdULyi5P19cNbkjXlmunym3GPletQpw/lG+rQnDgxXb3fXdSUqcW1GPcOEpLS1PRGGBr++qPlVS9Zk1bl0qahyAgAshJNwrOlvCQR9iJO+64QwVpQ8ygAwcOOCVY24aLqwmaSL3gRnRXlfvyVes5x6fTmvM/q6iCmgFCW4Am7X+KvC1sNaV8StPLjWcQbDaVA6vRc9yVygvBQRTEbmdOofvuu4/69OlDCAsCZ2jEoMqqbTqlIGFSqAiIAHIS3HgZtmzZouIfIzBXaGiomgsUGBjolBL0fCJb4SkcLSCelyhOyUy2mT3dSIPN+ArxCJ4WTlcSHd+7veLdvBJpCg/vO+8Rg3CXyJuO3wNPyOm8p6OQWovuDiL6OUL33nsvff75545kdVoexAjScYKcxjQPjNZfWEW7YrfQ0cRD1CakIw2oPty8enS9F2hE7XHmMXZeOfAU7YvfQ883eIuuYtuOJhiOCyI8HqgpLhEaS/nNGQGPE0DTp0+nXr16USoHZEdM6tzU8IYNiyag+K7YrQS7SVm/kJyRd8GZBNZw3j3yqsm5ckBVc1/vBPhYa2ReapYNkb+PP2U9p6+RX0HAVQh4nADq1KkTIRws/KkQBhRhYd2JMFT96oGx1Dnsdnqi7oR8Ve0Yay8rzi5Vw9iaweGE/Wr3j4trORzpCZ3Mq3j6sk2oPxuIa1Ap3zL0ZN3nKTkjiZcibkS1g+ub+WRHEHBHBDxOAAFEaDYYfn3ppZdo+PDhFBYW5jRsly5dqpZCtsfwxIkTdPDgQWrXrp1V1sSMRHVsGcvYKoMDB2vZULz6vO15L0cSDxA2SwoLqEh9qg5RSZ3sLEtjeZ3sCwJFjYBHCiCAhiiCWIMKWpAzCfGgtTtFbnyxFBFC1eaXYKA9GP8vC5P9VNY3hDpXuBItsTcLkzrchWN3S5P9JtZ8dsZupvblb6SWIVeEHuw0bUI6mPnyuoMh/YMJ/+ZrFnRey5L8gkBWBDxWAGGuzU033ZS1PQU+xjJE2OxRQe1LGPbeF89e40ze7KzZIbSLOWO4NHelOle4zaoK6HZBANUt1ZBuqnCH1bmCHDxS+2kaUuMx1X0rCB+5VhDIDwIeK4CyNnb//v3KOI1Rr8KMW30gfq+yuej6wH4DikuLob9jr/guwR8KhulSvqXVeazikMEhS+sEN+CJfdebwkedLMR/8IKH7UhIECgKBIqNAMLaZVi1IzHxsg2mMMDcGv07TT30vM2i9ifspUk8xG1J6CqNb/CaShpYw3qpHMt8si8IlBQEio0AKoobVpdnJWOuTXLmleDx0HyOJx2mMr7lrEahMDP4+tCb811NP29/da1/lsX38s1QLhQE3AABEUAFuAkVePRpfIPJVhy2Rm9greg5aly6mantWGXI50G3Sr0ohJequSHM2jaUT3ZymSDgFggUGwGEAGBY3qVmMXVOLONbluDeICQIFCcEio0AwgJ3EydOLE73RtoiCBR7BIqNAHKXOwXn79O/nafQaido84XNTqsWnFHhA4ewH84kBFODh3nt2rWdyVbxzOSgYjmtfJrfwo4fP64cfcuUce7I3b59+9Ta9nB4dRbBXejYsWNq4qyzeIJPTEyMWlG3OsdGciZhbluDBg0cmgfnrHK9+MG29IF2Ft8SyyctM43CwypQtWrVqGyZck7DAS8zgttfd51zA2/FxsbS6dOnqUkT54YzBU9MEnV2lxiCAkINkSadSdu3b1cTSxHw3lmEkVlERkDAOmcSPhi4b/Xr13cmWzp69CjdddddaiEFpzLOjRkEkJBzEeB5SMbOnTudyjQpKcng0B5O5QlmvCa9wRM6nc538uTJxoQJE5zOl1eRNb7//nun82V3HuP8+fNO5cuuOgYLCafyBLP58+cbgwYNcjrfESNGGB988IHT+ebG8Eq08NyklJwTBAQBQcAFCIgAcgGowlIQEAQcQ0AEkGM4SS5BQBBwAQIigFwAqrAUBAQBxxAQAeQYTpJLEBAEXICACCAXgCosBQFBwDEERAA5hpPkEgQEARcgIALIBaAKS0FAEHAMAR+Oq/ySY1kll6MIVK1ala6++moKCgpy9BK7+bx4hT+4SxQkDKytQlDHevXqOX1Wbbly5ahx48ZOX8erYsWKylXAkaiVttqbU1qNGjUUts50xcCs6jp16jh9ljkWZURETmcv/4S17DAjvkKFCjnB5PR0ccVwOqTCUBAQBBxFQLpgjiIl+QQBQcDpCIgAcjqkwlAQEAQcRUAEkKNIST5BQBBwOgIigJwOqTAUBAQBRxEQAeQoUpJPEBAEnI6ACCCnQyoMBQFBwFEERAA5ipTkEwQEAacjIALI6ZAKQ0FAEHAUARFAjiIl+QQBQcDpCIgAcjqkwlAQEAQcRUAEkKNIlYB8WHnD3YkDnLt7Fa3q5wmYWlW4kA9EALkY8HXr1pG3tzetX7/exSXln/3ChQuVg2dAQIBa7qZfv3506tSp/DN0wZW8ygjdf//9qn5169alV155xQWlOIcl1m/r1q0bwWE2ODiYWrduTatWrXIOcxdzGTVqlNPXcsu1yrktmSHnCoZAfHy8wS8LPtkGC6KCMXPR1d99952q3wMPPGCwkDTmzJljsHe8wd78RkpKiotKzRtbXjxR4ThgwAC13NG8efMMfrENXoo7b4wKIfeFCxcMjoZgsNAxWLAbLHiMHj16GOxlb/DaY4VQg/wXsWbNGoOjLhgccSD/TPJ4JeUxv2TPAwKPPfaYwSuZurUAuv322w0OGWHVqkWLFrlVnV944QWDtQkDa6NpgvDhsBEGL/6nk9zi95NPPlHYbd261axPXFycwSE0jMcff9xMc7edS5cuqecAz2thCiDpguWqH+b/JC/4R+jazJgxI/9MCuHKhx56iGbNmmVVEmLYgLD6pjvQypUrqWvXrsQLM5rV6dmzJ/FCgmq1WDPRDXawCiov7kdt2rQxa4NlpBFjB0squyuNGzdOxQLq27dvoVZRBJAL4OavCT344IP05ptvEoKTuTP16tWLWAuyquIXX3xBCMzVqlUrq/SiOjh06BBlXQcdS1+DIiMji6paNsuFAOIVRq3Obdq0Sa0R365dO6t0dzlYvXo1ffnll/Thhx8WepVEALkA8qefflpFGBw2bJgLuLuW5ebNm9Xa4E8++aTbCE/uwhCi9VlSSEiIOjx37pxlstvts/2KRo4cSQ0aNKDhw4e7Xf3wscRzOmXKlGxCvjAq61sYhRTHMtLT0ykqKsqqaeHh4cSGPPU1+fvvv63OFfUBG8QJD5smaDioryXt2LGDeO11atmypVuNMqGuPj4+llUlhKjFxoZyq3R3OgDm6CoePnyY1q5dSxhldDd66qmnVNjYhx9+uEiqJgIon7CjW3DVVVdZXY0XGF8T9KPPnj2rtmPHjqk8GJrFV7xZs2ZW1xTWwfTp04mNuWZxqMfu3bvN4w0bNlD37t1VLOsff/zRqfGszULyuVO5cmWKjo62uhr2FDbkqqFuqxNucgD7Gbq2+/fvp19++UUJdTepmlkN2Cl51JPmz59PW7ZsUemYfpGWlkbQhBFzukqVKmZ+V+yIAMonqpUqVaL333/f6mrM9zl58iTNnTtXbZYnYReAYZJHRyyTC23/jjvusOrGhIWFmWXDRoHzHTp0oKVLl6q5K+ZJN9jBSwCBbkn6WBvMLc8V9T66jLfddhsdP35cacQtWrQo6irZLJ+nBSghPmjQoGzn27dvT1OnTqWxY8dmO+fMBAlK70Q08eU4ePCgFccjR44QzwOhzz77jDp16qTUXasMRXyALzQEY5cuXWjx4sWElRzcjSZOnKi+1KdPn1aTOlG/adOm0YsvvkhIwwoc7kLQyjp37mx2u2D7cVfiOUvZBDtGRDF6i4mz+Mhafqhc0Q7RgJyIKl5eLGtiSbBTgGrzkjru+LUePXo0wZ6F7teSJUssq04YtcGs46KmRx99lN544w0aP368Ejp79uxRI4wvv/yyWwkf4MSTJOn333+nJ554Qk0R2LZtmwkfRkRvvPFG87iodyBcsgoY2AVhb8v6HLusru42Iaq41YdtP241qc8S3zNnzqi68cNl8xezot2Fli9fbvDLombqsi3NYKOpwYLTXapn1qNjx442sQTGmPTp7sRCvVAnIkoXzGWiXRg7GwF+edV8GiwiiJExIc9HQASQ599DaYEg4LEIyEREj711UnFBwPMREAHk+fdQWiAIeCwCIoA89tZJxQUBz0dABJDn30NpgSDgsQiIAPLYWycVFwQ8HwERQJ5/D6UFgoDHIiACyGNvnVRcEPB8BEQAef49lBYIAh6LgAggj711UnFBwPMREAHk+fdQWiAIeCwCIoA89tZJxQUBz0dABJDn30NpgSDgsQiIAPLYWycVFwQ8HwERQJ5/D6UFgoDHIiACyGNvnVRcEPB8BEQAef49lBYIAh6LgAggj711UnFBwPMREAHk+fdQWiAIeCwCIoA89tZJxQUBz0dABJDn30NpgSDgsQiIAPLYWycVFwQ8HwERQJ5/D6UFgoDHIiACyGNvnVRcEPB8BEQAef49lBYIAh6LgAggj711UnFBwPMREAHk+ffQo1tw/vx5mjdvnke3QSqffwRkaeb8YydXOgGBXr16UVJSEv30009O4CYsPA0B0YA87Y4Vs/pmZmaSl5dXMWuVNMdRBEQAOYqU5LOJwOzZs+nGG2+k8PBwGjRoEK1bt87Ml5qaSs8++yxdc801VKpUKWrYsCGNHj2aEhMTVZ5Ro0bR2rVracOGDdS6dWuKiIhQ6Xv27KHbbruNQkNDqUGDBjRhwgRKS0sz+WLnxx9/pG7duqk8t956K61fv17xOHbsmMqXkZFB77zzDjVp0oTKlClDbdu2pW+//Vad0/86duxI3333HbVv357q16+v8qMeO3fu1FnU7y+//ELXXXcdXbp0ySpdDpyAgCEkCOQTgU8//dTw9fU1nnvuOWPp0qVGz549jbJlyxps11Ec+/XrZ1SoUMF44403jCVLlhgPPvigwY+s8eKLL6rzK1euNFq2bGmwgDLAi19w499//zWCgoJU+ieffGJ88MEHBgsiY8CAAWYtWUAYAQEBBgs8Y9myZcYTTzxhsIBTvP/55x+V7/nnn1d1w+/y5cuNhx56SJ1ne5PJJzg42KhWrZrRoUMHg4WZsXXrViMsLMwYO3asmQc7aMctt9xilSYHzkGAnMNGuJQ0BFgjUYLimWeeMZvOthyjRo0axptvvmkkJCQYzZo1M2bOnGmex07z5s0N1ljMtLvvvlu9/Dqhd+/eSuCAlyYILwguCB4Qa1wGazb6tPodOnSoKYBOnjxp+Pn5GZMnT7bKAyFWuXJlgzUzlQ4B1KJFC4O1JTPfiBEjjNq1a5vHaAeE29y5c8002XEeAtIFc4IWWRJZHDhwQBmP+/TpYzY/MDCQjh8/Tk8//TTxy027d++mxx57DB85Onr0qOoCwebDL7V5TdYddOFuuOEG2rt3L+3YsUNtFStWJG9vb9q0aZPi9eeffxK6XZZ03333mYe7du1SXTZ0CS1p8ODBFBkZSYcPHzaTO3XqpHjrhPvvv5/Qjdu2bZtK+v777wnduXvvvVdnkV8nIuDrRF7CqgQhwF0l1doqVapYtdrSoIyXmLtAtHHjRiV0YAOC/ad06dJW1+gDnIuKiiLuVqlNp+tfCLczZ85QXFycstvodPyyZmMeQtihHlWrVjXTsFO9enV1fPr0aWrcuLHaZ41N/ep/3B2jOnXq0OLFi6lNmza0aNEi6t69O5UrV05nkV8nIiAakBPBLEms9AsZGxtr1ezo6GilfUDTgCEZhts5c+YowbF//3669tprrfJbHrDth6BF/e9//1MCC5qS5fbqq68S22iUcMla7oULF0xWyAOtKyYmxkzDjs5Tt25dM51tWOa+3uGuGn3zzTeq7BUrVhCOhVyDgAgg1+Ba7Lk2atRICYItW7ZYtbVLly706KOPqtEwCAAIn/79+xM0JXS/0LVCl0YTNBWkg7APzQQaELpweoMwAw+MTkFAsR2JIBgsyfIYI18gjLBZEo6hfdWuXdsyOdv+wIEDVZfx/fffJzZ2Kw0oWyZJcA4CzjMnCaeShgALBTWKhBEsjHzxsLfh4+NjHDx40GA7isF2GzXiBYMyd52MYcOGKUMxjNOaMJJVq1Ytg4fRDe6CGdz1UXnYdmQcOnRIjYppo7M2Hn/99dcGCyuD7TIGT2BUfP39/U0jNHh37dpVGZP/+OMPIzk5WY2EYYSO7VO6aANG6Lfffts8ttzB6BwP36uRO8t02XcuAlBVhQSBfCFw8eJFA0IIQoc/h+qFhhDSNGnSJCWgIBywjRw50pg2bZrax7WgVatWqaF7XM8aikrD0Hv58uUVTwzJsw3G2L59uzqn/3355ZdqBAtC4qabbjJmzJih8kPwgdiWZGBEDUIQwooN2cb48eP15eo3NwEEwYQ6/frrr1bXyIFzERBXDOcokiWaC1wpYNitWbMmsaCxwoIfV2KhoAzAPDRudU4fIA9sR5h4qAlpPJyuJjjCNmRJMG7DjgNbj6YFCxbQkCFDlIHa0siNuqELB8NyXogFkJqYiLpjBE7INQiIAHINrsLVhQhw94rOnTtHa9asUaNTZ8+eVUP3GPVCWkEoPj6ewA+2rOHDh6tRvILwk2tzR0BEe+74yFk3RIBnVlNKSgrxLGuqV6+eMnDD1YMnLBa4thhyh1sGtKsxY8YUmJ8wyB0B0YByx0fOujEC6KJhZAyjYmzIdkpNMXkSc40wGTJr188pBQgTKwREAFnBIQeCgCBQmAj8HznvxkL03+2MAAAAAElFTkSuQmCC)