Simulazione di 2 cluster veri
Ora usiamo il model-based clustering (Gaussian mixture model) su
questi dati, valutiamo soluzioni da 1 fino a un massimo di 5 cluster
(componenti)
fit = Mclust(d[,c("X1","X2")],G=1:5)
Quanti cluster/componenti ha rilevato il modello? “2
components”
summary(fit)
## ----------------------------------------------------
## Gaussian finite mixture model fitted by EM algorithm
## ----------------------------------------------------
##
## Mclust VVE (ellipsoidal, equal orientation) model with 2 components:
##
## log-likelihood n df BIC ICL
## -7475.668 2000 10 -15027.34 -15041.5
##
## Clustering table:
## 1 2
## 1002 998
Vediamone i parametri… sembra averli colti molto bene!
fit$parameters
## $pro
## [1] 0.5004552 0.4995448
##
## $mean
## [,1] [,2]
## X1 0.005055991 4.980269
## X2 -0.025455527 5.028909
##
## $variance
## $variance$modelName
## [1] "VVE"
##
## $variance$d
## [1] 2
##
## $variance$G
## [1] 2
##
## $variance$sigma
## , , 1
##
## X1 X2
## X1 1.0010470 0.6496645
## X2 0.6496645 1.0566082
##
## , , 2
##
## X1 X2
## X1 1.9614423 -0.2884035
## X2 -0.2884035 1.9367773
##
##
## $variance$scale
## [1] 0.7972769 1.9276152
##
## $variance$shape
## [,1] [,2]
## [1,] 0.474828 1.1609043
## [2,] 2.106026 0.8613974
##
## $variance$orientation
## X1 X2
## X1 0.7220534 -0.6918373
## X2 -0.6918373 -0.7220534
##
##
## $Vinv
## NULL
Simulazione di 1 solo cluster vero ma in uno scenario “critico”
Simulo i dati, N = 2000, due indicatori, centrati su zero, lieve
correlazione positiva, skewness a -0.20 e +0.30 rispettivamente nei due
indicatori, cioè molto poco
set.seed(20)
d = data.frame(mvrnonnorm(n=2000,mu=c(0,0),Sigma=matrix(c(1,.2,.2,1),nrow=2),skewness=c(-0.2,0.3)))
Come prima cosa vediamo la distribuzione dei dati
ggpairs(d)+
theme(text=element_text(size=20))
![](data:image/png;base64,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)
Ora fittiamo un mixture model e… trova 2 cluster!
fit = Mclust(d)
summary(fit)
## ----------------------------------------------------
## Gaussian finite mixture model fitted by EM algorithm
## ----------------------------------------------------
##
## Mclust EVI (diagonal, equal volume, varying shape) model with 2 components:
##
## log-likelihood n df BIC ICL
## -5588.801 2000 8 -11238.41 -12425.84
##
## Clustering table:
## 1 2
## 918 1082
Ma cosa avrà mai trovato?! Plottiamo
d$class = as.factor(fit$classification)
centers = data.frame(t(fit$parameters$mean))
ggplot(d,aes(x=X1,y=X2))+
geom_point(aes(group=class,color=class,fill=class),size=2.5,alpha=.5)+
geom_point(data=centers,color="black",size=6,stroke=2,shape=4)+
theme(text=element_text(size=25))
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wLnmZURFTcq5v9vTrLK+rL73QeP1Jf+epwL52RKhXxAZ4URfdr1vEzeCdMwNhLGDouFUm6boJqCAAyhQAeAIAB5mRLbehpFvefB0OXhYe7neWVzvKK+aD/4H7hzbdGGcDUq1TIFdD73kNJHp7e9aMbbwlD96Uism7CPeR2y+oTwAOYEJbQAwAQqbKzHRVjSPJtNlZQx5xmt7Jorhsv7tUleg8eWXjzre6zp/m9IO4RYGd5ZeiV2DBFbZ0wOZYwTPSOuB/sntV3f3UAGAUBPAAAkdLbUpsp8acp68bl/3uNg9DovedLX8rvBUk0cnP7AEYR/yGaSglDLWlWP+XhAIBSLKEHACBKSltqs0aSh9I1TZgt0yRcl3Xj+p9RCm++5a+fz/sFiT9HyxTDy1lSfnCvW1lUp++9qbQPNCWaPmAhPYDJIAMPAECIOUm+VXa2JZkse9r1znYdz/u1Dcdsc/f3v/MuXVY5vyAqySkX9+pULxuFLu3eunZdbjyvcVB+cE9y8rmeBgKAlBDAAwAQIqUttZlS2dkuP7gXmnA2W6YdX7nqNQ4KzaNC8yjqqbzGQfHau/qfOb0gmpxy/DFTzw/nWrDsgl/bOL5y9fjK1da160M84dhr2gNANhHAAwAwp4p7dVm3HMrc+t5ZXlHtdtSRAzbG54QV1Mnpe42D4v5z/WVG9QSBoxh7dYnm5pbjj7BuAkCuEcADADCPXHb4663vfm2ju3QmNIb3GgfHV67OQDRrRYByRoXmUbeyqL+UUhLJv/rgI4LAoaVU2n2MNe31GNxffQY+AgBygQAeAIC5M1zLtO7SGaWU5KXlSyk1Sx3RdQSou+X5a+tKKdk+oDcR+Gvrud7kP12pVpcYb017svoAMogq9AAAhJjt5JuOZFyWvnuNA7/WO9Kvbfi1wc+fuwuiSQRobgowL5E83o8SUwnYKjvb1kKAGYsM9b0n11k/btafNw9OdJ2bm1tKbYVm+IerWXB44+bA9QJUQwAwSWTgAQAIMSfJN/eK6+5yfUFiRm5uFhhigbcLXZVdf+kHZ4zuShja+2BEEk4X9+r6S41Q0z7LneoBzCEy8AAAhJuT5NvxlauyXDzmGH2aM39BZIG3XwvJD1ubBWSB97imKiTxHnptZbJgZlLxXuPAa4Tfb1JzITQVn5Sk4kd8EvOpxpjVB4BREMADAHpmfu3uECT5FhVOzEzyTSquR8XwheaRPs34C9J5/CjvF0SfnctmgTEupHeryj4Ln8dC80gqC4SSW9Flm8aEHd64GfwNSfQOYPII4AEASvUzq1YIUb17Z87/Qp3V5Jt1OhKshubhvcZB69p1PZUTc0E6jx+VP/jw5YsXaQ16drlXZQ+95czAsrWwUFk/n9mpt+rdOzHRu5A8vKx3yNR80Biz+gAwNPbAA8C8q+xsR8UPEjNQcHu8W2qzIHSHv4RMVpH5zvJKMBoMvSDlDz5Mf+AzaMSq7Na2ee/SZZXVbfP97QmDyy5I74NcF1MAgJSQgQeAeTc/a3dHMXvJt9Ad/ta68ZhVBsELcnb8Y5wLiTZimB/G3G2b16N1Kruw//yLD78/oZEBQH6QgQeAuea+dnciw8FEUV47KEftA92m3jJK9rpHfddrHHQri5McDwDkBQE8AMyvEdfuIu+am1uHN26GhnmSe89U/nYy8tI+MDj1VtyrLzzc9R/cX3i4u/BwV8L7zE69+bWN4ytXQ2N4adcXn58HgLlFAA8A8ytRgi7L2TyMYvZ2+I8oalLDNN0ShsGpN91WvfDmW2Zb9YxPvYWWXbDa9QEATOyBBwBg3s3eDv8RTbJ94BCL9s0BSL/6mLbqqvf+Tl/Udv3QpnFzuH0DAFyQgQcAADhlkpsLrEX7shJef1nfCr5uVPQuOssrhebRuIY6orxsTwCALCMDDwAAZoTZEV0pNWIZ9sMbN4NPmMbKed0RQGqzWwG5NEUPXbQ/sJa7UqpbWYxqIB9lvJfRFNr7wDLd7QkDpXdxAMAFATwAzK8cFdwGBpLI0LpRk8aulkluLig/uOevrQcf7yyvhH6ruFd3rPQmO+Ed48w0LqM1mIltTxi7tC8OAAxEAA8A86u5ueXSRk5lPieGOZe7jujCzOUW95/7a+uh6+G9xkHr2nUr66sGLZ7X5BizgXz8eNK+jDInEvqbJ8u/Z3J6jwGYPeyBB4C5lv2C28BAeeyILg3eJJ3rNQ7MBHtoVXazJ5z7ZnKvceCe0J7kZcxd74M83mMAZhIZeACYd7le0Qq4rCKR6Dcj8aGVyzVXwneWVySvHpXp1SvhD2/cPHvrR/EvJA3VHUc1+cuYo94H7hdH/flfTGREAOYXATwAzLucrmjFrEpUJCzYET1Kon3gqbImxayV8BLDh3ZWU6dXwncri/pnvcaBVJvvFrxit9OtLKr+4nkXebyME5Po4rR/+YvSe99IeUQA5hoBPAAkM6sliCdWcHv2zOotkbbQ65a0SFiiFSIu+8DT5pLLlf7tA5PncsDCw91C86hbWZSgvVAsdn1fHjFfaGDh93xdxklKdHE6jx8pRQAPIEUE8ACQwGyXIM7RitbsmO1bIj3B61bcq5+9da917Xrw4JkpEuaey+0srwyMG5ubW2duf6qU6lYWT5q9FzxVLsuOemkyJ3tkuCEBYDYQwAOAk4EliNtffoeVk3Nl6lWpc5r5j7puUshNx5zWd/tFwnJwgjES5XJjFtJres+8fqS0sOAfH5vfVYroHQBmB1XoAcDJwBLEncePJjgcTN90q1KbNcx1KltXKc+y0Osmcbs6iTlDmGXYZ4n7TnV1eiW8TBLFXDER/10AQL4QwAPAYC7bVr1Ll1u3b01kOJi+BFWpx62ysx316vKKlZ3tsb/ouETVSrSquC083A39camgZj3i/urZ7KcgbeRcjizu1fUiC70a369tHF+5GvoMUoX++MrVgbfEDFzG9CQ6X+/S5dQGAgBKEcADwEDu21a9S5ezHDthXJKW7B7vq+e3H7W+bsW9+sLDXf1V3H9uHSk7wEOfxHrcvSO6Gf1mTVQErhX36uUH95RS1bt3ZI7GOmspaOc1Drq//53VQF4FLlrQbFzGlCS6OGykApA2AngAGCBROJTZ2AljNMVbYoqZ/9HJpZDsemd5RX8ppYIxvPvC78MbNwde5IxUcYt574Ir4fWqhIWHu1IgwNwuEbxikoovXntXsu5J8+Q5uoyTx8UBkB0UsQMAIB/y3qzbaxx4jd3QLd/dymJx/3m3sphoQ7gm6w6iLk6i0nGmsZcJ1H3ygt/yaxt+7aQWgKx+L+7VrVy61q0sRhX8G1pKl3E2cHEAZAQBPAAA+ZD3Zt2F5pG0Nwt1qhdaQtIBMWqD/XB50ZQaBB7euBmzjEKC9uL+c39tXf+fqIMlaT+wUr27NC5jvBx1Upj8xQGAUATwAADMrOwESNW7d7qVxdBv6cclDx8T5KvYVeiHN24Gz3eIyCrtBoHxuVylVOvadcnVt65djzpGF+1feLgbzM8HX9F9eOO6jAOlNEWSqoldHACIQgAPAANQnxmWvNwS2QmQ+ov/66Hf7SyvyPp5pVS3siiNzUPX0g9MdUqadMTRupUJHP5VXHK5UvvQrMZvrZb3axuyhF4K/sUMeIj88FguY4y0p0hSlfbFAYB4BPBj9fTp/d/+7W/+oV7/7LPPTh69ePHixsZ//LP//Kfvnj8/taEBGFrMtlVL5/Gj5je/nf6IMGXut8Qk19bq/dJKqULzSLXbrXe/FjxsKgGSRGt+bUNKqWt607u/tq5j+ELzSHaAB59kAhfTvUzg6GvpY3K55Qf3/LV1axbDSrYfX7kqMXzMQvpsru5Oe4oEAGZYodvtTnsMs+Dp/Z/97U//5lefDTru4td/8PH33h0tjH/x4sVIP5+O1dVVldWxzY/V1VXegvQM/LO+8vxp+YMPeQuma5KfgoG3xNhjp5iOdLr4We+l+8Fw1OLqNOK6mP8QyLWSQeqxCb0x3mscFJpH3cpi4fWr4NSDhHxpTzok7fmXxngkqpdlCMHvWpXqpWpAt7Ko3+gvVat/ODyU/z+Zi5ZUBie/xog/h7JguP8QyHsHZB8Z+NE9vf/jT344OHZXSin12a9++N1fXfzOTz79Frl4IGcGliD2vvzOZEeEKZt8VerQzH8w2JMGY/JIVKHyseSQ3Zn156VYnbXvXafii8+eqJL9x8nEYrkslAmUMXiN3dDvSsRulQkoPvk89HkyGABPppNCdko/AMDY0Qd+VPd//F3X6L3vs7/57kc/vp/SeACkpLm5FdUKWP5QLr33jYkPCtM08JZII2YIvqIVvUuGVgd4we7imgRIYx9hqELzSA+ys7zir62bBed1/XmvcdB692vdymJxr66/lFIZDERTEpOd9hoHMtMhUx7mt7pn31h4uLvwcLe4V+88fpTlizawm/rQB2vVu3dUry3fhq4BIQ8CwAwgAz+Spz/76Ie/sh67+PXvfNvc7v706dMnf/vJT39l7opXn/3qhz/+s7//3rsTGieAcaEEMSyTvyXMzL+1cl4pVXj9qrt0xnwkplD5ZHYaV+/eCRaW99fWZc38yWD2n0vR9eMrV+czX2pmp4Pr561lC+bEjSyykGmj1dXVl/O6fjvXtfEAwBEB/Aie/uyTvzmdew9bHH/+/Pnz3/v03e89/dlH3zUPJ4QHcooSxLBM+JbQNcxVIMzzGgfdpTPB2G9gofL06KA0ONcQHGeWU8cTYL5HumRA71unCweo/lp6pZQu+Ccxqvrzv5jciDOG2ngA5gFL6Id3/29Ph+8Dtraf/9anP/nORfORX/30Z09TGhsAuKjsbFfv3tFfE1tQjdEd3rjpNQ7MLxVdsk4Fip9NjF6bcHzlqjkGWRCuv+Rbxf3n043eM9UgUF8xr3FgRe+aVa7fr220f/mLVEeVWe7tAyYyHABICwH80O7/5tTi+Yvf+XhgYbrz3/r4VAj/2T/8lggewLSwUzTvOssrx1eu6q8pNpx3pDfkyxZu2c4tX0qp4rMnUWHqxDQ3txz3XRf36hNYjC1XzNxoYAqtVN95/CjtUY0ipSmSpLXx3McAAFlDAD+sp6f/C//1bzvVlT//rW9/3fjnZ3tPxjooAHAhifeYnaKz9wfu/Kw1CO09FmXCMb9f2+gsr4QG6oXmkX/uQqF5NPW3JqowoWliBd792sbxlauq3Q75Xrudi1kbS0pTJBOojQcAGUEAP6Snv/0Hc/381//MdTP7hZqZg6/vkYIHMHFuO0VnxwyvNSju1aX8uC5C7tc2HFfLTyaHbPEaB/65C0qpQvNIf6l+2XypPz/hIQXFfwTSqyYQ9bRSldC+YucupDGGCcjUFAkA5A4B/JCe7Jnx+8VaXv8zCmDuzNVO0dleayCBemd5RX8ppaTgfDCGtzLzk8wh6/+vq7JJJzn9ZVVTn/q9N5UGgSo2O21dMTXx1RPjNa0pEgCYAQTwQ3r3e3//k5/85Aff+c7Xv37xotqouayfB4Bpm7edorO61kAmJqIC9YWHu+p01TqvcWBeh0kGSDooLe7V45f360Fm5N6TCY4Jd6Q3Jw708opC80jX+VOBwnUW79LlVEc4FtOaIgGAGUAbueGdP3/+/Le+9a76lvqe+w9ZS++J/AFMVKLILe8tl9zXGuRusa5+H4+vXA1tzyYxnnzLivcmvzj58MbN6t07oRXXtOAgs3DvuTQIlN7j+p9DdxrXz+M1Dor795RS5toEKfsnzeRiLmNxr176879QY+oDP65Ti3J442bwJYa7OTPVPgAAUkUAP1lW/M7SewBIR9K1BjnK+JkTE8W9eqF5VHz2RJVKSikd3UkeXmJ4ZVTtGjpAGpFf25CgNFR8bJ9l8l5Yd9oQU0Knn6culeeL+89ltbxSyl9blxg+hkzNVAe9lmNYPq5Ti+cyReL4PC4Tdord9QDyjwB+kp7+7JNTreMv/sc/JQEPAGmY1bUG5sSEJNglxpPcrPwfeURi+FcffDS9wZ6QhfShgXr8gvDMkjA4qrzCmdufKqPuQEzuOvg8+ip5jQOZmpF3VkbNJNMAACAASURBVP5XllT4Nft5HG94l7A8/tTkGUac8Eojty8LPeIvAtE7gBlAAD85dvju2noOAIAeiayCwbC/tq4bhkvUZy7AzojjK1dl5PoRaWU/xSENLSZg1jsXzAOictfW85gbIjrLKyqwA0IOkOUV5pMMjEvdw3K3yhHDx9vp5fZlbFGDpzYegNlAAD8pwfD9B99zbT0HAGPCTtHZEJrKNh+R6DFTJfp0gbpg9jjq4AySMFjWO3iNXSmbr79rTqxYYXZo7trKGIfW+bOeRyZBlBHqO26LcAzLU60ckXZuXxbkh54CuXcAM6PQ7XanPYY58PRnH33XDt//flD8/sd//Mehj//jP/7j2AYGYP60bt9yqVPdefyo/MGHExhPShxPU+ToZFu3b3V//7vCm28NPFIOy9R55f3ek/F3Hj8yH+z+/nfFa73/oPsP7gffGvOUzVNr//IX1pGhPy4vob54efLv0kLh3HmllPtVcrzy/oP7+lxclN77hvvBLsMY11vf/uUvzLfJu3Q56VABILPIwKcvGL2TfQcwPeUPPpzYn9FTlKiZVi46bwnH6F0pVXjzre7vf5f2eBIZ7703ySBNXktGbr0FhTffksA79K2x3gLv0uXW7VtygvoJ43WfPVXtY6WUOvvGqQeTDD7RZJbjwZ3Hj5RKcMFdJhHM6zOK0nvfSDQ2AMgRAviUhUTvF7/zE6fwPSrT/mJM7WHGa3V1VWV1bPNjdXWVt2CKcvQpqKyfL/7LP8XvFH2ZhxMJOvkUfOWryapS5+R8z/i+f3zseLDn+5O8IV0+AuO693pv7rpRSubwsPjXf5XSMumqjPnwUCm1EHwLzpwtPt3z19ZV4K3xfP8Ph4enHlo/3/z53zU3t6rHx/7pb1nP7DUOCq9fKaVUqaTa7a7vnxxaLhdevzr64f99fOWqteY8+B+CavQFtyz4fvfFvzfXnQr0FI+P3X9LVHa21fp5ZV2KUP3r4/jMWZOj/xDMsOH+HJL3Dsg+b9oDmGn3fxwWvX9K6ToA09Xc3Dq8cTN0g7REs/n969kUdY6m3O2MlepoLkdmszfb6Pde9e6ds7d+5DUOFh7uLjzctYqZV+/eqexsj3XI9k71KAPbvJ0c6VabQEoSSoPAEKWS+1NNXaJx5uWkAGAqyMCnJST1TvQOIEsOb9wMNnPKVzQ70ExWpZbu7vHBuZQuDw2E0ujglZT7vWcdJpMXuju6sGrFjbcpoNm3L163sjjipIn5s8X956rdjozelepWFmU2Z+y92QEAWUYAn4an93/8yQ9/ZUXvX//BT773LtE7gCyRos3THkWKZrUqtURuUbFizLfS6+CVlMu9Z45WCrz3ktKnSZ12XRB+6BrpoYKzPDEhenB4MQcH70m/tqFb0Cl1Ovd+OpIvNI9kFkOev7KzPXAWJtjALzgA9/UdoeMHAEwAAfzYhabev/6DTylbB+TbJ/svdl6fbODcXKp+vMZ+uXzI9VoDa+RCmrGF5uHNtuFWH3Ld/Eydjt/G0sFrvIL9xiSw7FYWlTS6Vycxrc5F6wZ1fm3DJaYdjg6zBx5ptXC3NDdDppZkeUWheXQq/d5ud5fO6GN09K5fRal6zGyIHrA1ZquZvBwpt8dAuZ7/AoBcI4Afq9DUOwvngfx7/7PPN5eqm0tV68GfX3x7WkMaRRYWUU9YTtcahCbMyw/uta5dV/2W4FZaVYdkZohVvXvHaxxMcuX5iKzoXeJPmYAovH7VK+pWWTw5fv+5v7ZunlGqpxPcxWAORsRE7/rUDm/cDMbwneWV3gyFCETvwdeKEToBpF/IXLmglCru1V998NHAPf9DRO+J0vXk9gEgBgH8+ESk3j9m4TyQZ5J4t0J3sblUlcA+X6n47CyiHi8JVFoLC9XjY5X/WYlgClprXbtefnDPX1uX91GnnU06xJLnCV1UP8aV5/riK6Wqx8cjXnwrgCzu1XuDb7cL7Ve9vHSpVHj9Ske23cqihPcTqGugF/MXnz1RpZLk/2V+QR8Ts4vBin6DZRr82obXOChI4/fT2+Ct3LtJB+ryEdBvgTx51HoNc+WCHlgalSNClxtEPX/efxcBQKoI4Mfk/o8/IvUOpGwqi9ijonc9BnNIGRcTE2ZwEXUielaiXK3q1ly5npWID5P8tfXi/nOXEEuCuqhgciwrz82Lr5SS6z/KXIB1XifBcKejyuWTb5RKZjq6W1ksNI/M0xkLazDWWnQJ2iX/L2+Kis29B6PTyDIN5bKO3mVrfbeyGBW9y80gz6A/AtW7d8zxR9VNCObhU6ocEbrcYIzPDwBzgjZy43D/x//Jjt4vfucnf0/0DozR+599rpSSdex6Nbs8mOqLxkTvQvLwqQ5jXAbEhL1F1DlT2dmOigpSaio2AQPjHL+2IXn44LfMZmzyPPFlySR+M3/cfZxpXPyoART3nysv8EdLu23+q7fAfqyam1sypOJePZjE1hF18dmT4rMnUog+JnqPelslai3u1eVLSbh+7oLMC8hX6CyMrAWICuy9xoG+nn5t4/jK1aibITh5Zw1JnmfE6Drql4xc2/KDe1JUP4+fWQCYGDLwI3v6s49++KvTD1FwHhinaS1i/2T/xcDoXQ/jk/0Xn6xmeiG9y/rV8Zbvngy3WYk8LStw71vWunbdCofM4nzuz9NZXhluXfTELr7XOOhWFgsqpAS9rVTqLxqPHFhSkjqOWhUvD8p35eIPl7u2yjTEvKJJ9hGEnqz8uLUkIapuQug7NfbKEaG5fT0tIpUdRO5+EQHAxJCBH9H9H1v73i9+/Qd/T/QOjNO0FrEnetqML6R3j+VkEXXKwxkb91mJiQxnPJKugzi8cVN/mUnURM/j3jxMm+TF12vIrZR7KEk7j3czSPz1kVBZn+xYcteHN24ObOpWfPaku3QmptC9CqywUP1UvP6afMU4fX0k6y4PBuvhk4oHgFBk4EcRSL6z6x0YN/dF7DktCD8ZifKreUlZJ52VyOn2/mya5MU368N1l870qtBHkJ3w403eVna2JbwMLqH3GgeSA/caB15jt7O8Iic7lty1NHWLysMX95+rUsmlm93QKyzSE7PNXsvj8hkAmAAy8MN7+rNPTiffv/4DondgrJIuYk97PMiU+Ayz5PfMr0mNK3NcYjzNMcxLlN5PdHBwAH5t41TivVQ6+efpSP4kUT9WevwSxnuNA/mSZm/+uQtS1k6uc2hhguE0N7deffBRaB5eHmldu+74fg2xwiJtM7l8BgAmgAB+aPf/9lT4fvE7P/neu1MbDDCbZmkROyZJwnUdVklkNbeRwMA6dtrYV54PQReNM3WXzkhwrpTqVha7S2dUu221gpeK9MdXriaasEhK1p/LS0jobg+1sjjetd+HN25K8bni/nP5kjp5UYXrtDQmbsZlVjf1AMAEsIR+SE9/9tPTles++5vv/qe/Sfw0rLkHsssx+T/EwUhP5/GjhRf/Hhq65KVVXqJQyjxYdwIPOr5yNbQNuCarrDNSNizYb0yy0GbTOGnArqN61W7r3eATiEXjy8uNfe13f03+KdW79fif8msb8W+6Nvm3fiY39QDAZBDAD+fpb//hs8FHAcizj9dWXXbgK6V2Xh9mfAf+0DGhZgWHmQ2Du7//XRqR1SRPv7k5YG+wZsZduhm7eUD5wT1d2TuqDbgyarCNNvBxkndKD0l2g0ujdYnbu5VFfS5e4+D4Wq8EWnwsOpb30SUqzkhDh4ETNyoDrdeDVfEzdSsCQNawhH4oxO/AfPj5xbcHrszPfvSuIpYlhwpdRC2LzyU+1FHi1FekB//KX3i4W3jzrdCDdQwzxK7ayZ/+4Y2bA98vHXfFNGOXXvHyVFFtwHX/s0Sh7OhTQvGam1vWRZDB+2vrOg8vG9GVUcA8PhYd+n00x1/cq8fHw+adlura79CrWtyr+w/u67oPMtqY9QJTL24XuttlnitWAMBAZOCH8mSP+B2YgCwsYpc2dVFPHt/iLlP82kb5wT29Ajk0zRWMfyRjGfon/tRXpFuZ6l6sEnak7BnW/3Sviz7F07dS0BbzWwOasa+tF/ef6wOsNuCF5pG/tj5EAna4ZQJJHd64aeXMvcaB2S3ceqGo8Yz4PponG7943rrTUl37HXwLJNleePMt//jYHFJ89F7cq+vV+JP8OMt9GDo2aX1HKh4AQhHAD+Npwia9AIaThUXsH6+tqohudrnIvYve+uq1dfMv5oWHu1awERrSZ7nPk7lZOmZ9eLBRtuOwp3j6MX22givnY55HUs3mWnq/tuHX7OcZQnCnetDoy7OD/dgGXpPQYYz4PrqcbOidlio9qphgWFt4uGsWAtRDtU5qMiv/B+7Pl4UDcqMSxgOAqdDtdqc9BiTz4kUWe2Wtrq6qrI5tfqyurs7kWzAwhp9MIP3J/gtzOf3mUlViey1rnwLJOurSXzqdZf7drDc/h8Y/E0ixjk4nV+W8SgsL7UD6MWm8J88p263VoE25aZ9+zLbtRCu0rTX5Y8m1WpntL1WrSqk/HB7qV0wpo5toK/u4bmP9gXKvIzCBj0ZwVOZHQB63NhrIwIr7z+PXMqSaiq/evTNwxkEZ+zvSG8nYZe0/BPNpuD+H5L0Dso8APn+y+V8F/ouVBbMawEvkHL+I3YqlpyJTnwIdtFjhuvwRby2ibl27HvxjPen23enWtNPxgBW9RGVEYyIrndI0HxyYXJ3K6TuGpiK9YFIPwwzgp14aTYz9Nj5760fB/m1Rt4fjpID+p2PYHNxWoIy99/ojoKN3+ZY5SPm1EFO8MNW3T78pAwvsyZizWS8zSqb+QzC3COAx21hCDyDrZmMR+8SYSVHr72NzZ6msTRWh64fz1efp8MbNM7c/9RoH3WLR832lVGd5Jel6ZvPSWenB+E25Uz/96dI71TsLC0qp4vGxX9vIQvSuUriNW9euB6umR91p8S8d2jhg4Ap266d0mTrVj+TlIyCjMn8DSKdAc+26uUw9OPL4kYxSz1+/KfEF9uRbc/7hAoAgAngA+fDzi28HF7ETvQfpP45Dy2WH/snuXtQtyySI+lK1qpdwx4is4B0dccVEO5Cd6pK/ejnTucfm5lb1bt1lbigmiT1cUb3Qn5Io10yn649AML/tNQ6UqgdnpkJPJ+bXwnBTD6Ev4dfC8/DmcqGBz5OXJpcAMBYE8AByIwvr5DPOXFMdX+HZ+pN9BtJcUpRbffmdgUcOveE/JtqBoxmItUav3jdcUb1EE0xR7e6CvxZ0Zj50nNYw0ujLYHVGUAmXz4xrNgEA8oIAHgBmRGVn23G1cMyf7Ll2eONm6e9+qtbPxxwTGlnl9NKl3Yx97GYm1nJv8hcUH/zrUFY22+t42H2CSf3Jn6lB7e4s7ktLUurLYG3qcZTlJpcAkB4CeACYEYkCy4F/sucuOBTepcvFf/mnpJFV8PH4Xt/BPQhJxzkWk2nGPhbjirWSJvBTuo0dm/wFxU8VyWJy694LnfWI0lle6Tx+FD+HNTSXm23g5nk1vjfFZTahsqPyvuIDACzetAcAAMii5uaWy+5TpVRxr56dv4lL733j8MbN0JFLZOU4VL+2Ya7pjTHe06/sbFfv3tFfA4uoR52sNcKpp7jdMrcDVO/eUf3O9jqmlQejpHoby1Ut7tX1l34w5lWiHo/Ysq782kb5wb2oHwzONHWfPV14uFt4/aq4/7y4/9xamj7glKK5r1KRzfMxB4zlTXGZTfAaBwsPdxPdMACQfWTgAWA2JfpjPfRP4dH3+k6LrouuHxmiLrpVxDvUeE9/uBXmoyznjjHGzeqjZ25HSeCnehtLKn6IH7TEr3jvVhZjysWbd2lx/7kqeJ3llWLzqFtZ1A/6a+v9snB191GZF2289fxHfFOiZhP0BoRC80i1292lM8E9L6yuB5B3ZOABYDaNJYccnxrNzm7woObmlhV+JGoJLhnRQvOo+OyJlcY0jxnX6UviPSZAjRl8c3NrLIsOTEPkuqOMJXM7YgI/47fxwHkipfe3hzm+ctVrHHiNg+L+cx206/8j/7/47Im8ROivhdBXT3tlzShvSugPyvXRexC6S2eUUqEfXscVHwCQTWTgAWBGBP/ejckhn6TsYnOPQ+/1nbpE2WzrMGsrcnH/ueqnMVX/0o339EevDTaWRQcqhcJgAyMxK74KPvkoCXzzmpQf3JOycNYApnsb63LxXuOg0Dw69b12W4LSwutXXmwBxc7ySvHZEwlZTx7px/OF5lF36YzO4Vu/FnTDNmtU8VX0rZX5Q8yAjPF3i4zH/MCaExmF16+C181lrz4AZBMBPADMiNCSZrpBtPmg2WPZ5S/vcQWHkzFECKovnRUJ9H5qbV3CleKzJ0op/9wFNWircyLjqg02luXckywMFqzZ5jUOrNNMmsA3R2JN4sjgJYzXj0z4Ng6ei9xvEnPqsLPw+pUqlVR/tkhWS8oxoQvpvcaBf+5CL3D90pd6r7W2LnNP+nx1E0T9ayEqek9aaW/o9opj+d1ifma9xoG5+kAppUql0A0IwRsGAHKBAB4AZkdwZ6lf2/BrKjThlijNNa69vhMwXDZbLl3UVmSdI+0sr4w35BslQB07x8JgXsOO1pImM0MnSoQ1yTLc1uuoSRyJ5+VbU4ncgrNsheaRmTGWzduqVJIt3PItHeGHJpN1Dr8XsVeXdHrcCmV1Dl9+LZhzGeazRa1SiXnXZIW/TsUnSsiP+LvFWmRUMDb/W8MLnarIy681ANDYAw8AMyV0e6f85Sq7ZFV/B2lmU+ijaN2+5ZjNDj4eXzJAQpeonx1aor24qW7cHTiVoCulSxxofksuS/uXv3B8rfiabaNvUR5L0fuU2AUL2u1TAacRvStZAd48Ukr5a+uF5pEkk60n1I94jYPWtevFa+8eX7lqfpk/ov9/ca/+xYffl0vhUkW/ublV3H8e865JPl9NpC2FfnP15EUMubzBmxYAcooAHgBmSlRJM7+20Vle+eLD77/64KPhCptlX2Vn27t02eXIYL20ys52MNrRZNmCzi4mqoeXFwPDG2uhsvVdv7bRefwo+FPBQDqmZpt+fJSJEvctCcM9/+j0DMLCw11ZKi96K+clhu/rVhZl3q1bWVTtdlQ1u5g5ET1/J9vszUBdfl3or5hfC9W7d1rXrsdPcnWWV8oP7k1gZlA3ohtYp7PQPIq5aQEgjwjgAWAGDdGhegaMks3W/zSjHfnSDw73QrPBpVK6d+ly6/Yt60Gr6XdMytRrHEjgLal+r3Fw5vanxf3nUQX2Fx7u6i99zBjbladHwma5pKcWz/dz79YicGkj11le8c9d6O2ZP31NzAmmUH5tQ+an/LX1Iebv9FXVafZQXuPAX1ufzFWN6rxgKjSPgnsEACDv2AMPALMpR7vWs0Z2CENzWagsvEuXgxv1zdIMUYli2eO98HBXstCy8VsCQhWokRZTR2287cqD9dXGuHRFj7+XeG+1VLlsVpI3FZpH/ShdFffqkpPXhisg505f1WBNDc0srjGZ3zx+baO4f8960JwQCW6GDz5DGgMDgFQRwAMAMDWOIYRu3KU7tE9yE0T8lnVLaPymS8eF/0i/BZo0POs92Cu6viHhog4aYwYjV2lcky+JOhEOR08VLTzcLQRqzp3Sbh9fu6p/ShkLaqIy3qHN3sYSsspEifXkaU8iBMniDut+kIJ/yqi9H2XqHQQBYDgE8AAATE1o8z+Ljl3NGGnsXawThXbu8bzQTb+tx73GQeH1K+nMZxZjV0YHb923XCLG0Jc+Sf/u31MjNyofohPhiKSRu6qEf7e3uj5C6C0Uukih/ODeFx9+fwzDzcwqFRmG9Xbrvo8W82oQvQPILwJ4AMCMSBSkWQeP8rMjCjb/03SCMdive+yRpMtUgghtHh4U2t/7zO1PzeCq0DwKjd57+h285QpIPfbQ8ejYrFtZLN//tX/uwiiNyofrRDgKv7YhJxi8CLKRO74Am3kLdR4/Wnjx76FL3FvXrgfvmVS3CaRN37SB2QQ7M2/etIn2WQBA1hDAAwBmRHNzq/J3P1Xr5wceGcy/uYevo+fugiFT1ApzHb1HtUwfIpKMCdhiphLMIblEwlHrz62t7LLO2WschK4el53w/di7LkF+fGAmi/CDV8xqVK7PPWrk8Wcnsycj3gbWq+gNAuY8RbeyKJfIOp3QFvdyC3V//7vQ6L3XK/70PeO4TWCK01sDhd601l596yYh9w4g1wrdbnfaY0AyL168mPYQQqyurqqsjm1+rK6u8hZMEZ+CLFhdXT38678a2M886i/4gcHb6H/9h76EPK31Lb1uPD5gTjSkmFeX/x+6elwH/L1a6BGX6EvVqlKq9S//pKKjOFlTIJuoTx4MS7+bJcRlpX2vxZrvq0pFN/cOXrGYLdADA7mkFdRHTFaHvuPBw6x7IOYdP3vrR4XztfbxccyPq34KOq4qwV7dSsVPbHprCDFbHqTgn8wEqYmsL+A/BFkw3J9D8t4B2UcAnz/Z/K8C/8XKAvkv1if7L3ZeH+oHN5eqH6/x36RJ4FOQBaurq1/8/O8SRSammEhg4M8O5PLkqh8t6/3ejvnMmFHJ6+oV2qHPaZ1a6J5qNaja+Zeq1c7jR+3j44GTIOr0uvdgAG9G77riereyWGgeSbV2abdmnosZ/RafPZGV+UF6+iA0znQMU/WJjB6sDozh3aN3mX2oPH/aefHv+sGoW2jgnoLgC01gemsUAyenJoP/EGQBATxmG33ggZny/mefK6U2l6r6Sz8IzAlpsh3VPDy+CfYoPzuQy85qGcDhjZtS1tu9Rn3Ut3TVeqWUv7YuwaFE48FX1/+UmKe4V9dfx1euDixc13n8SDmsoNb7vaMO0FvBvcaBGdsXXr9SSinP61YWu0tnpLOanIvd6K5Uito0Lmvps7MF2rryVqN1ay9A/C3Umxm5dFlavvcav0dE7y4Ds4oOWkMNvvp0r2rwplVGrX4AmBlk4PMnm9O6TDlP3Sf7L/6/1vGflBdCv7vz+pBUfNr4FGSBmXgZpTrX2Ct7JV2BPHoquHr3jo5+C69fSb5afzd0MXx8dnfh4a4OrUN/trSw4F26/IfDw9BnsEgMKUM6FaWfzr3r8atOR5XLSinJvZsHy3SAuWZestZR7co7yytD76GwTnlc8aHL7omBLydP8qVqNf4t0CsgHKv6WXd+RhLdmcV/CLKADDxmG0XsgBmx8/rwvf9p9TDi77bNpaq5rh6YB9K6bIw/O3RUX9nZdozevcbBmdufnmzkTt78rPdUxj5wr3EgEW9x/7mOciU+tGp3+7WNys528KQkZpN4T0fF5hpsid/e+Lufuo+20DxqXbveawDWbhdaL5VSyvMkeS5X4GRdvY7elTIbqnUri3JSxWdPzCfXXfdC25XHpJGn5fDGTfPtk/F3llf0I1LDfyyvFVUTMVSwSqI11PGODQAwEAE8MAve/+xzWS0fY3Op+v5nn//84tuTGRIwYxzrdYdyWV2sG3d7jQNZZK6SND/Tw9Mhqw5uddpcHtEFvYwC76eGagZswX37ZlRcfnCvW1k8vnJ1iPhNhuTXNrzGrn/ugrUNvvjsyUma/fUrVS5LW3illH5cP4/XOFClkp6eMHPLSduVT7Hc+ijzTROWo6GqnPfJA4AgAngg9z7ZfzEwehebS9VP9l+wkB5IJKb4XNJm7MGEsA65g23PVETzs9Dn1CGrfn4Jd4tPPlfdbqEfMPfqwBmvMnBbdWjHMh0Vy779+LMOJaem+mfqr61bMXyv7LxSqj94M/dukjPqRfKDKu3Fm2Q3wbFLNKHgnoTPtVHm3QAgmwjggdyT/e3uB6c6GGD2mPXhg+G3ezN2nWO3HlRh0ZRf2zidk48e3v5zvRa9F/Q2m6pYPAl3m03V3wavjMy8fDPmydPuiG4VbJPJhZMYXprGdTrds28oo7LdqWOMn1VKFV6/iio+bzHLs1nzL6F9xS1W9G7leC3m86eaDZbZB/XldwYe6b4BPr/GOO8GAJlCFXoAwLyo7GxX797RXy5Nv3UspyNt/aUfDNbrtkix9NCcZ6F5JNXUg986vnJVN5OLKhtefnCvde36yXcl6C0UlFKq1eq/RkG1WqpUKrx+ZSWrYzju21f9nfNKKe/SZZfjhewUMGP4zvKKLPg/dVy3q/rF6uSyhxyjVGd5RWYoBo65/OCeTLvoL3U6nlcJy63rOv/yJacjZ2c9v3Vk6EuP6PDGTekFEM89es9Ouf6kXJo+TG40ADA+BPAAgLkwRPgkQWxxrx4VfktoLaFC/HRA6I97jYNuZTG4rN38/zqGD8YbEreX7/+60Dwq7j8vfPFSAvX+s3uq1VLttvI85Xmq3e6F90qp/rLzIB3zJApv5ODSe99wiR6VsbdfauOZswm9pQGdTu9cCgWrwrw+RuY+Cs0jOanWu1+LaU0ng5T5juC3ZApGv4OO3QRlPsi8Yvo+0TeG/sGzt34UOirrpUfnXbocP/vgXsZv6P0RU+e+eGQiwwGAcWIJPQBgxg29mFZ+KrhB3WpjXtx/HrOQvnr3TlRLM6u8nHREM7OjsttcNxUz17oX9+q9dPpJT7WmKhZPEu9KKc/r1W/XD5ZKei196PmOuDe4/MGH7b/+q4Hrz61LESwX3z37hu4wF/ok1jPIK3YrizF5V3PjQFDwHRxYbt16Les+Md8yr3Egb27obgX3XRhBwRGW3v/mwVe+OqjZ2+Ct/hnc5O8o6eKRnE5SAJhbBPBA7rlvgE96MDAb4oK6vbrXOCju35MoKBjJBwNvqbXWS5v3E9rl32x331gOPr+OJaJieE1i+ND8sMS3heaRnTg93RG9t3Le85Tvq05HeV7vn62WKpdlJ7xSSpVKoQn/cQVsEo7GXPDQ1cvBcvFyuazlCUHmlMfxlatRVeiicu/WGKz9/DHl1kM7t1vHWIX6Qsv+65eW9oHmIwMDy9AKba3bt9Q3vz1w9sHlbYp/9cxKNPihp04AYFoI4IHcOappJQAAIABJREFU+3ht1aWNnFJq5/UhbeQwb2IyjWZVOR0HmiGclVOVxLuul6ZKpZP16qVS4YuXZ25/+uqDj8yXMGMJSclGxfDxYao8iR5Yb+mvWZW9P5WglFLFovL9k3/K+vlCobeKXg4ulcyzHmPAJkFvfAa4erc+8Hn0lIfV491kRu/6yYOxq1JqYPQuHFOyVo43uKYgSlTZfx3/W7vro6ZUYhaVeJcuG4tKIk/E5W0CAGQQATwwC35+8e33P/v8vWpcDE/0jjkUtZg22LlNR1bmonorqJbovZd4j2hpFrMg31wPb31LtnkPLCxnvkRIWTvPqGsjMXyxqJRSnY6UglNK9QrU9+vY6eg9GLCN2BF9YAbYhUx5dJfOhE58mA9ap2DFrom2OlspWTkLvWmiW1mUUZmJ9ETzMsGtEPrHrW/F7O9wq9C2pQbVvR/lbUqjoj492wFgIAJ4YEZsLlX/20HjT8oLod9N1GoOmBmRWcqIgFDCJx3/mO3KTrqUR0XvntevOVePyXxa+71lUiBmb7YmJ2JOSdjd1Eol1WqdhPGFQi8PL0vrpbGc1LHzfXlduT6hAdvoHdFjMsDuW5TNEgDWaggz957Sem+5AsGXVkYdvhHFBP8qYnt8ogptcqS+37zG7sLDXXOdSHyiPkoa/dWjntPac0FUD2DOUYUemBEfr63+t6v/S2ibd8m9f7y2OvlRAVNU2dku7j9feLgrXzoGiN+LLiT+0UXgpVy80ivng/pRvTxzfMpXSq8fX7naunZdMroDz0XXAzcjmc7yip3gLZdVpxP+FOawi0V/bf34ylVdUD1UVCV2a2BDxGzNzS33QugSbRaaR8UnnxefPSk+exJcOT/2iE4qzKuwu0Va1sm3RmxF5n4rmgNznFXREw3qdPvDzvLK2Vs/GrruvVV7PzjUIZ455jmlBaMy+kcoh8+X+0vnd6s/gLlFAA/MFFkkv/P6UH/pB4G5In/iS3hstm13364sqVdpciZxcqF5FBW9m3XdpQe4hDEDwwOziVrUwGKC5JOm6Gb3OInhZdl8sdj7P+22arelN5t/7oJjH+z4w0ZJfbvPDkho17p2vfWn/5t/7oJc6vKDXt3BlHZrRzUg6CmVCs0js4n9cC/hfivqqNhxykAGVnz2JPQl/LX18oN7w8XwafRXD31O3ZYveJ3jZwoSTQ+RzAeQOwTwwKz5eG315xff1l8k3jFvYrJ5UhEtadDVWV7plYgzC8Vp/dy7taBdQgiXWELiEwn7g9+Nipd0YCbb8ruVxd7wSiVVLivf762c73RUsagqle7SGVUq+Rfe7lYW5Qld+mA7dkQfzsDZARVYLm4uXkj0QokO1lUGQqNfr3EgsyHFJ58XmkflB/fimwtYN4Y+OHgfxjxPoqhYRh4536SU6sfw7s8p0uivHpN71xdE1/M3XyXmmqS3eAQApo4AHgAwU6zC7/a3TzdRM4W2AZNn6y6dCf+pdru7dEZC6Kjoa2As4dc29BoBS0yQLPlhGaTk4btLZ04mGqR8nTIS8kqF9pl3ScNKnFPcq+svNY7U98DZARUbe7sne91TsrLbwmsclB/cKzSPgjG29KXvLbgol1W//5/jrFDUNE38txLpPH7UWV45KdkQzV9bP3P7U/dnjlm9L9ly/SUHj/KcoTsXrDcxfqYgvcUjADBdBPAAgNnRun3LStgGIyuJuKwHo8InHWH26szJQnT56gdyUkM+ZlQusYRjkGwO0lx+fzKAVuukD3ylIll3f209qomdewx8eOOm/hrjwuOoEx9vstclJVt+cE9mN+QqSQCsbxWvcWBGxb3pEmNRRuhNJesFdCWFqLp3Md9Kqvv73+mSDS7cF9JHXcDgNnullGN6P2r6JnLtw2kxM1CpLh4BgCmiCj0AYEZUdra9S5fV4alSjrqduPmgNFEzFzPHhE9+bcNr7CqlVKkUjIt0Z3gtGHs49tx2qQduFYc3w/LO8opaXlFKFZ98rsrl3hRDf2xjDBHHLnjijqXalHPndtWfRonap1Dcfx46CyPTPSf7FExS9l8pJfnh/efWTWWuAI96fjWoEH3wLAYeo4fqEsYHq9y7C7Zj1LqVxZiWivESXZCo8euOdAsPd+WCyHMO0c4QADKFDDwAYEZEZQjNIlg6pNFL4mOiBQmWmptbrz74KHRNsuTerR5jeoe5dfC4FqKbeUXZE25nJk9H7/LdzEbvoRJt+U60iCA8Jbv/vHXtelRs3K0sFr54GXz3u5VFVS7rG0niczPZbj7hFx9+3/px3fvdOjKUPsB9O0DMto5xceuBF05qVeg+ESPW87foFnryAWlduy73P4l3ADOADDwAYMaZ7cSt7cExeWmrxtUXH37/zO1PzTZyun+7LlMvW+JjIvPhem6HnpGZTLZ6y6tWq3v2jQlE7DrJKdpffqf03jfSftERHd64aQ3baxzEl8QrNI9UuVx4/crsNaD5a+vBPfDmhm2d8g19afNtOvUmSnWD2oYK3Iou+wsGbusYnXsPvOBnQbd8N6cAFh7ujn7TyhWO6XJHG3kAeUcADwCYCzrK7VYWpY+32ShbGfGSiqhQrZ/BjFtkOkCWWEuFvOKzJ6pUSjVUCK7Jl0kKGbl/5aqKjgYtQ5fy0jGY+WDr9i31zW8P94RJ6RMsNI8SXW1zGqWysy3XTTM3wPdIo4FSKbiKXv7pr62H3jkSTBb36tW7daVUf4SnBqnfRB0P65R+cf+5LLwPLYUQFaYW3nyr+7IROtcQlChFb77cwB54+rvWHgcrwDafRErNW097MjvWf934O9atyx0BPIAcYwk9AGBe6CZk/rkLqtMxy27pRvEqOgaQNdjKWCatk/kSY/Q2Hi+dkXrvxb16on5aSclgFh7ulh/ck6+Fh7sSJUoJsdCzMw3XB7uys33m9qde40BXHddZZe/S5ZgG3WNkFk7TjfGGuNrBlds6LRzSd+B0H0HdCj70bjFXceuZjuAIpV+dBK69EveVRf2llCo+exK8njHbAZRS3aUzLpG5jNx9BsdcvR9fdd+6JuY4rQ+XVWbSKrVoXhDV36QQ7Cen/38aXe4AIGuKf/mXfzntMSCZw9P1mTKiWq2qrI5tflSrVd6CKeJTMHVeo7GwsNA+Po4/rJdFX/ufvcZBd/F0QnVxceFf/7n9R1diwtrWH18vNJsL//rPheaR8ryC3y74vQ3nsm5ZnrO7uOg1DtqX/6jym22v0fDf3hjDGQZUfrPdvvxH/rkL8tVZWy/u1Rf/639pXbte2qsHz660Vy80j7pS6y6wyqCys135zfbCw/8hX1HDrv6//0/nP6x2Fxf1l1KqtFf3zteUUq3qUnGvPuJaaK/RiPpWca9eOp3+7S4uyhl1l1eSXu2Fh/+jG2wfuLZe2qt3/sOq9/JAlUqF45byPKWU6nSkdZzqr1GXaLO0V5dseXH/eaF5VGg2K78JL8IXHKH/9kbpX//Fe3ngvX5lpfd7t9PZNxb+9Z8LbT94UsdXrpb2/q24V/deHshXd3ml+n/+Xwfv/K+L//W/xCfhZfV+ca9+9H+873it5BUrv9nuyj6UxfAKecFtKd7L3iOhAbZcbf1s8sGxLoi5I8C8jc3xV3a2g29lqO7ySmnv31L6SPIfgiwY7s8hee+A7CMDDwCYEc3Nrc7jRwMPk4yfZOPln/pLKdW6dn1gPa3m5pa/tu6fu9DLDfYTs9auY1kS7N6uPBGpARYMh7zGgb+2LlnKYJpU1/MLrjJwyRhXdrbP3vpR6ObqzvKK/+C+XP/Rk5wxpdqsLQx6H4Ru4R5caDAEuVC9nREBspZer+4OdlBzb18vb6LehaG/lHE7+WvrUV3Zotr7ta5dD7a10+Qahu4TGSj+fo4paxfTWcAsM6kCC/tDGz3IChdz/GkUPgSADCKABwDMjvIHH8b/aS7Rnc4Q6kX1vaX1/QLy8fGnhCJ6CsA/d8GqRa9JmJTGqt3Qdf56C7H8b0iBeqU6yyvlB/fMYC9qLkD1L4Vewr3wcDemNFrhzbe6v/+d/sERF9KHLhG39kjrs7N2Q5y99aNRXloZ8zvB85VssBVjW9+NL6uu7we5kXR5RX9tXX9Zt5O/tn7m9qfu429ubkXF8DpDPlz5A5kyCJ3XiK+oH39BzHtVr5yXuYyoD1f8Mn4AmFUE8ACAmRKTIZTHXbYHx8ef+vkHlvJSRsJ/jDvDo1rKB0uCRa0yMAfjVvfLaYd54c23dAJ89CSn9VZaJyjr1UOvv4S7MRdc5iyqd+9Ixt4aanGvLvl8eZVev/dWS3U6Zov14EvrZu9WSjn01HSJO/dKcoluoebm1hcfft9863VDQcldj1JhUer2B5859GDHmQL58d6kQ7utlPLX1kNb2ctMwfGVq+YFMYsyjL0vHQBkB1XoAYzBJ/svdl6f7DfbXKp+vLY6xfHMCS57qGCFdk3afTs+j0u16vg+2EM8oYuopcjBwej8v1Vo3RyMY92vM7c/Pb5y1WsMXp2uX3TgkQNZb6V5grK+Pf7iR11ws36+9BdURg8znQ83f0RWy8umd6WUNBoILuY3o01zAkWFNQXQPzXiLRRs5qe+8lX9z1cffGQdoCJ6HCbS3Nyq3nWqdJBoob6uIGgsEwi5dOZV1bexCszNjaUvHQBkDQE8gFG9/9nnm0vVzaWq9eDPL749rSHNAy57vGDPbb+2kXZn7MlIFB57jYNg9K7FbEsOfd2xvKgj8+2TGLvQPJJAztwmECPYhDy0SfjxlasStMs+88ibpN2WBLvXOND14XTKXYed5k9IDK+UKrx+pUoldTpvr3/WYjVOi5+nCG3mZ511sHfdWLi0ox9um70ldAZKM97TuvUt3ZcuOMixTDABwFQQwAMYnmSArRhSbC5VJcIkJzx2XHZHYT2361MayzTFNIRPOhcw7qFFsuJSid/KD+4d91vcO2atrSbk+nyta6Jiz04WdfvnLshacbOmWreyKN/tLynftX+w3ValklkQXsft+metH9Fd04I/YgqdjNBnLRdwlEXyLmLa0auwjnHuz5xoVYIuXRFsI9/v82f/yOjTCgAwLeyBBzC8qDBSbC5VzQXeGBcu+9Q5hiLSKL7QPNIF0lMeV4jC61fKoSG8I/ewSg2b5IypqNetLMre5kRXUqfx9dOaPeT1l1yoYFAtC+P1znZ50CwXH4y3Vf+t71YWVadjfVdeolcZYW1dtzA4+ZGwEw8J9d0qF6Qqph19cJt9TGcBi9VGPkZx/7l5ZFTVRvOGJ3oHkHdk4AEMSTK98cdIQphF3WM0S5c9uMR9AgnDsRzc3OxtzI4JaHUwZuZOrbXN4xW6bVtWbgeP9BoHQxTVC01yhho6TIqJS+V1HaN3a5CyWUCC/+D4ZVW87t+m37vgWv3O8kpoPly2W5sRfreyWHj9qtdA/jSpr+6vrfu1DekeL2XtQ6P3QvNItduq0ym0255SsqDAsXLBWO63gZ/T0O0qoa/rsupeRRfDsxT36sE3Qu7tqGIQ46rOAABTVOh2u9MeA5J58eLFtIcQYnV1VWV1bPNjdXV1Ym/BJ/vJXmgeVnRP4FMwS5c9qo76iPHGwE+BS/zgOBJ5qmBAq1dZS5CmH9TLv2OmKlwmNWICb3MwVhRqjVBKkSvnSQ0Jfc0yb8FjSgsLSqn28bHXOHj1wUcuT2sZ+O7ISxefPfHPXYg5TA9V9d/KqDerd0z/WulKdfrNCjn42ROJ9vUjepu6vIR+95VSqt02189rcoy8Svn+r5VS4YfJ5vl2W15RfiS+NtuXqtU/HJ5agzPKvNjYP6cxK/9V/9PhGGaXH9yLqkkZ+qnsLK9MIPfOn0NZMNyfQ/LeAdlHBh7AMOJXcQcPTnUw82M2Lrvj3t2U8vNjrLwlkYYugaYf1/GbTqia8WR/bfOA6ujmg9ZgYhKwejASkZozCJrZBnzh4a5jtTm/tuE1esvXC80jKcMe1UrNvdS/yaWinpxgsAK8ybzaJpe1A7JY3XzjQn6k05Ejzcfkp/xaL0WvlJLd76ErIPT7Ih+E7tKZwstG8JjeM7TbqlQyf0Sfi+NUlFLDfJpS2mMf1yTi5HM3eIlBaPpdk/kpa7FGzId68quBpvu6AHKNAB4AMFEue3erd+suoexwXCpvufxhrUMRc9VuMHIOBoGO1dHNg60BxExDDIzezcHEp3PNEEjmI8wflzDVWk/effb0iw+/H/ps8So72+UH93RUHBOdygmaCXBT6NUOfTzKSfI87MkLzSNVLgeXu8uCebli8el3a2anN4FSqRRevzp1cD9617l3/SMqojZbFMeJIYvbHvsho82Bq+5dPqTxO+qt2vUxBw93fUY3rdcFkHcE8ACAyXFJrPXqewWCk6R5v6ggfGAOMNEf1hKKKFU3y4wFV84HzyW0Onqo0GApKsKRTtp2NBg9mKi27WY7dJkRkMhZR8JWU/RuZbFbLBa/9r9HnUUMueBWPj9qZkHemvJv/3vwW8ET1EndqJjc0st7+75uXGd9V8+MhBScK5XMLnfFvX/rvrEcfP7QvHG3snh87ar0sVNKqVZLNs9L9B76I1af+VDFvXrUgoj4T9ME9tjHN7dzSdSP3lRiWpX8s9BBAEB+EcADACbEZY30SSo7Ijp1zPsNDMLDG8X3/3oOPmHMH9Y6FDlz+1N9FkqpzvJKTHylT2S4YCkY4ei5j8IXL7tn31Cn673FDMaaC5CoT/Vz7FImvbN2ErTrrLuOt+Vdq/75XyilVJKtpzGRTEwTb6WUf+HtYNP1qOhdBVa8W3ob4GXDeamkdBDerzCnjH3y+n+DeXjZn6+kIXylok5PAehq9lFa1673Ln65fHKm0T8SNfmiyXKAqO9GfZpcPqf6Gcx5qOHErHaJT9QnKkcXenCqqwxiTOt1AcwGAngAw3DfiZ30YMTI+2UfWJvK3KUctUJ4YN7PPbsV1ig+LpYe+Ie147Zka7SjBEs6wjFL1nlGwXaXgt7WXIAUaVMSfLZaSinlecUnn3fPviE5eYmcrdkBx/O1xN8S8QvFZZ9z/Cpr66lixln44mUvbJa160qpfqwuExlmlTtlRPhmT3illCqVJOnt2DKtuFeXiQPd3C60soDJ/G7M9XHZ8x/6aUpUqj1RqBmMxuW1YibaYhL1jtX4VURVi0lW8s/C6wKYGfSBBzCMj9dWHWuk7bw+zHIt9HyZ7cte3Ks7xoESysY8j0MQHsL9D2uXQTpK1Kw75uDWtevHV64eX7lqRa3SON3lyaWhd/m3/11KphW+eKmUUuWyKpdVqaTK5cLrV8VnT1Q/GJaX0y/q1zbav/yF+7mowAUPffetJt6azMK4NyFXEU3CRaF51D37hmq3rV3rneWVXpq91VJhC+Dln4XmkbSRl4x3r31gbWNgx7tefr5U8tfW9YYFeaooMkk08Jnl0xTTUL24V194uLvwcNdrHJy5/ekQPQWTkg+O3CoyKnn14JHyKXMZUtQNYAqN3pNOnLkc6WJarwtglhDAA3Pkk/0X73/2uf5K2pPM8vOLbw8MJndeH2a/G3m+zPBld+zvLaL+am/dvjVcEJ7fP6yDExZW3/L4C2v+rNc48C+83VsifvaNbmVR1s/3lEpKKb0NPvgWdB4/ch928IJHxaXB1yru1c1V1vKI/lJh9cbltUKvRnA3u/lP6dCuPK/wxcvQ5eiSM2+9+zU9naGXzcdMGXiNg+KzJ7IloXXt+qnDSiW5yKE/JScS88z6yJj1Fzrbr2cNVD/ATkNlZzs4OyZ3UdQc08AadY5HRk3njWviLKlpvS6AWcISemBevP/Z55tLVWtZ9fuffT5KpLe5VI1pbJao59l0fbL/woyKN5eqk0xfJ331mbns4mTn9utXxebRwPXDMSo7296ly+pw8CKF4HL0sSwbHn1TblKhqwb80w3PY6qdmclJHb8Ft3afKJVUu11QRyp28baL0Ase7MknzNcKJlTjy6HpY/plEeydGidr489dUEoFm8x3K4uFZiNYkU4/g133fm1dn13U0v3C61f+uQv6W9aJh1bCtwLy+KmZqNJ38nEL/YjFFIAYUfC9tu7P0HvJcRm5W1+68aDrG4AsIIAHZp/Eh6FB3eZSVQL74eJV+Sl5ButbOUoCpzG1keqr5/eyDyh13o8bpWzYEGF8ca+uvvxOgoPHWiYquBc9JhYaS2gRs2rACghDq52ZY5Cn8hq7IcXVLf08/IDD3FjNuvUe+6h3P9E8i0X3FzCbhMv+c11ezmsctN79WnBUXkQd+5guA3p3tzVloPpVBkIDcsnnq35H+vhmhPLMwVeXHumhFyq+EIAf27wt6kfiDwiG1sHNMlFzTO5F8uLL3QW/NfAJg+j6BiAjCOCB2RefkpV07ijP//OLbwdzyFkOI7X0pjYm8Op5vOxm0amYTGC3shjMgmac/uNeZ7+9xkHx2a/1hmoznjcj51GCJZcKcFFFAfXPmvMOJ4Xc4vWbk7uPPJQ5faNJWGslyQuvXy083I3KKruz4moVqJvY65B3uoW4UkqpuupvH9AP6RXg5iPy5FZa2Joy6C6dCc7vmKG+vB3dyqIMKWqaoLhXf/XBR1Z0qr78jkxVBI93LGsnzzZ0cThT6BxT6Ac/qqK++0Rb1EKM0MC7uP/c/aPnNQ6GaE4BACkhgAdmXGie1iLh4iixX+7qpYm0pzbSfvU8XnadBQ3+Ea8zurKYOX6FdhoLfYcTLHovvcS6S2ckytWbAiTHaB08YiXtGKG5X+updGzT29b+xUvVjzB7h5aMvxPabdXpKKVUt1t4/ar3/w3epctRg7GDzP46i+CRunuc6ofuuq+bvkpDpz1jllubQXIwAy/zMt3KohlIh05AlB/c++LD78v/t9LC8jzx0y5yh3Qri70Tb7dVRP8//SZagWt1dVW9eBEaCUdF78HcvnJY7OByQybK54+4KSMoriHF2npMk8KQ48fU9W3yu2wAzB6K2AGz7JP9F47boTeXqiPWtMsd96mN2Xv16fJrG+UH90JTcIXmkd6AHVV+XJ2uYTbGUQ13sBUhSOznn7sgCWpzM3NneaX84F4wWTd0JW0XEvt5jYNC88is8RZaV0wppVot1ekUXjYKX7zsvRdSx67fT055nioUVKmkPM98g4p79dJ73wgdg1V+3K9tFPefq1ZLuqwHC7aZu7v9cxf8tXX/3AVzqO5VykOZde8KzSMZg1JKqrKXH9xTRoE3c/JFv5VSwj10r37r2nVzbFIqX3+53LeyyN8/d6FbWewunYmqwRZ/xzY3t6ybKqacXmi0P1xxuEyJGaQ87lI4s/zg3sBejKF1MUMF35coafyWAzAbCOCBWZYogZxqtjlrpju1wcSKXXa7T5YNWzu3rWNiQtlRslvD/WEdVVtbGQ3GlFLFZ0/kfKPag6caLPUCwrV1M4YM2RK//1x5nlJKeZ4qFuXBXh642ex9S2u3VamkS4hHvSmh0wTl+7/uVha7Z9+QSQGz17omqxh0Hj60UN8oNbp1XC2733XNhd779eRza3JBzrRbWZQXDV0Ebq7AH71+uLxrofsUQpvkBemJIZluKLx+FZwuialUn7RLX9YMXNgiJx41SygWHu62rl13eTnfuTlFqhN2AOYBATyAeTTdqY05n1iRP151Zlh/yYNWbW0rzo8PZZubW46dzEKzW0n/sA7u77Wysp3lFQkO/XMX9GLd0GTdcMHS0BMWVmwjiejeFoZyubc23vNUq9WL3gsFa8G8ubc/ZjtxcHlC+cE9/bM6hlf9mm367S7uP5cybzERpnvaM5RMLpj92ArNo95yg3JZ/o81udBZXjm8cTN0/YiMU5/siGPTZBpoYJO8yB+vbZTv/7q4/7zQPFKdjm4KKGcUX9BOOHbpSyRRfcrhpq4cu0L2ymdGfOqTzsK4Hz8DqxsATBF74AEA0xFWKsxp53aM8gcftv/6r4beuxu/RTkYjlr/jIlMzP29UbW14ytpBw23fz4Y23iNA39tvbj/vLfj3fNUp9NbLd9sqmJRdTqqXFatlvI85fuqUlH94FYWjYfuAQ5dnmCPrFwufPGye/YNZWw3OGnt9vpVfC3DmCrlAzt+6bdPauYVXr9SytjzL/vPK0oZVRX92saZ25/K+Vqb5F0qqMuQvMaB1+i1YR/43ul6ePGHharsbJcf3PPPXehVKGy35eykxoE+o4HPM/QAVET47Z9uc6gN95EP5RgDy28b2dgS+tJDz8LE336TbH0HYPYQwAMAMkdX7Zad22pQKGtKFIRbRvnD2iWfaT5baFAUGizFBAO6KGDw+c3EsrkM2LoCOpTqxfD9ME/nxpXqZ+PLZdVsSvSuC91J4NpbP/z+N80xhy5PsJbKdyuLqrKon03y8KofzEftALfONGruwPpZs/RdyEWTSQpTqSQDk5HoKZh+Hfv4cdljM/oUnFzz0N5p+melzl/1bl0lbznei97X1pVS/tp672boZ+ALX7xUnqd3doSWxHd/rRhRc0xWowEVtph/YqGsXuZw8ojzb5tQrdu31Pr5mNtPRE3Y0W0eQDwCeGCWOW60HuJgTMbO68OHf2jqUnaptrXLGgl1hvgjfoggPLRN9Bj/oB/FwFg0OGFhVkeX7LqKqNxurRroVhYL6qgXw0u4rtTJ4vlWq/vGcq+r2TU77LSLzA9annCyXl0p1emc2uzdaqnK4knYGWBNT5iJ7rjC4/2OXyoQoBZev+qefaPwxctTP+B5EsPrVQCyXzppsfTgkHT4qkvuByc7lFLW7utEtfd19C46yyuq352u8PqV7BGQuQk5TE8ljDhxEBQ1x2S2OQyN3ie5jHyUVQamys526/lT79JldWhvffr/2Xvf2DjO9E7wqT/dRXaTbFJDczkyKVMe0hNouRnNCDPWsD3RIMAcQvnDGMjCp13cwYcsIH6ZmDps7EEOXlwW8SJnOzmIvvlCHvYQbW4vgnEL2B8sLhAgsHMiI+1CE2XCVTAmY2tEmsNwZItNsklWdf3ql4xBAAAgAElEQVS5D0/VU2+/9VZ1dbPZIsX3h4ZBVlfX+6eqZf6e5/f8HkfUcC46ruw2LyEhUROSwEtIPMl4va83jds5AMyVdw55C/Hm4vGGNlJe8Pqj0mA2M9pusOfvs+HfYUBrGimll6MTuyBOiArn7YnJxoZuFtJwUbN4gQ1YILNlG5sTL2LpK4FTDfglwasrPodXFADw89KBa129QgNqfg66HnYKRG880qvbNqbc/VxoYF8nBNe8Da9PDCeZ+DmiJufa8n0k6n7pOwUsXBerBqpUA7Yd9thLvQkJ9BV/oIgA7Vh0B4QMUIiO6Slhiz7PaFO2Nv0bGugLaBqZhbtohbCfwIEQQlEMiREgstjDIyOv9x8rbfm++vUzySfERQpSft/Tz+eQQwoNJCQahiTwEhJPOD44faomhz9u7B0ed2ij5uhz5Z1lqzKYzSxblUs9BfYt7C23z1T82+sPWW+8Fif2D67zeXSg5Kwa/cUsbOjd+e5b1rnzCX9TJi8B9f/0K3HX9EjHRUMtvTH3MaZYiQFyWc2U7ujOyQG1tKFsbYLnAfjUHbO1CZZyUbC7qpFJnmVRMTYH1M+zGxXldXHhA2Q4aabnDA5xNc/Y045obdXZlgWOUxV6sDb9avlawFR257tveUabWuLT7KyWHskz2TpCUJggnHwCA0TYfzEb95Zi7vlBClymrtMj6j+utu32NR44iEOCKAa3hezxoElql2ZFCev6xyrNuLiZwgXW9X0/6pBCAwmJ/UC60EtIPPko5nMJTuZz5Z3jKZ7/4PSpmgbvBxfaSB49jr0jkm9oTaAgv5jP0YsOtgyHpJESzkHopwUATl9/9vbNjump3PVr+OLaRHGd59iLUCE3viDS1r7mH/ppaINTbXWuLd+3zp2vjJ7FV1wqL03va7fQ7QycAk0DTfOdz8w9iCeWHDCUIM6iow0eieer4fvY6TqIuscJ2XtdluY0StXjZ9t8kzw8iKZ9ilI1W1UFXcfmeQlD4L3GHnVsM3nuNJa0Ywt6oR8eC6eWv31cIwYMjmBv+XBFVBVv7gEAOt5lFu7Si3hpvZbsUcQZ2lNLP7bN4T7RxHbrKf+xitLRODiihnMNfN+PKIStJRG4wJTd+CSahdkJhcNEbAxQ4rBAEngJiScfr/f1xtFFJKjHp6yaw+MNbcSNjsp55PAJn22Acr+9/jAu848XbGXP+WRK0IIKWPwjMkEQjp3MlPJ24D02hJ9iz2H/uMerqaUNLo1MynC2a3oyZ0jZBAsYMpD+I1iAneZM0HXn5IDfCa+vP1lEwInShRJuXzlvGOA43ED0o2e0gW1r62scjxXGWViSj7cy5dIoipFZuFsl5iegD38wvTDrrusQCOCFV9aW7+NUoyfQA8AedAaHMOACANa582luopABJoOM/RF+FQDWC9i2trqCsQZ6dDHowMYdmsIeD4Krx6GJUcI0/1jVFeDgTm7g+350kbLIRUJCIgGSwEtIHBdgJnmuvEMvOnhs8XhDG8LR58o7lHtPDh8U87l6+XZySGKfif160Vjn82YB/2KOy72zJNzLd2Tv3KK3ojki9i/OyuhZpbzNsXdOE66tr8VxBsxN5a5fy965VTPHS8DT6vqr1y104/nJfe+sc+e5ZmkJc6D7ReJY9rNsah0AQNN8hzzwC+CrLqfrTl8/u6KoBx6InM/YpSWALkWXxahBeAbm3v1hVJySrza3bdyWuGABvhWdGz5Uirmnra4Ib26VjV8t1Etyohf3U/HZLIZpIEjRR0+muMMhZ4/09SG9TLOihAf9j9V+yP/RwvERGkhIHCgkgZeQOEZAxkivY5t45/B4Qxvc6Au7JgAIlfNR1MW309T8N5bY3w/iVLUHPS6OFcdIOdYNEUd69lf2j/vMwl2sFafroIKaTkZPeOGfp3gQqa9ntMWJroVAyTone04G+YoJM8kkTKiMnsUTooJ2ApvGtP9ilvXw11ZXtPU13wSO7UuHeXjLinrCKeVtNFFj9zk6yQTpRM0aAWdwiBrOQ2BPEArLWUW967JOe4q5h1yXLOi4rabcO1+9z5ZUBE9IWh1E/aivrMC2tfU1ZWsTbFspbwvjCCQoOLTskf36kF4Gn8xmEe/H9Y/VE4NjJTSQkDhQSBM7CQkJCXi8sQx29JTWevXi7fWHKS+Lif0We9o9FmemKMvyfbwsC1RVsatc07nOYVEnKuyVhT97QWNzTkbOZmVTdj6LazPGQltfYzk/ItpgnGu9hlZhuevXqKVZ6LoXkGr8iGLuaSsPvM4u4SS5g+6ni9D/NHmzqVw0JGpfx/ioIaznX8AfEpzP6vLSE4LN8LtBfzXQdV9VjgSe6wzvuhBUCrAO6qyBfDT3jhvIxYPQaDDNzW0A6rMjzs5OnLqEB7r32XbVStlQSwCabfNm2hykbBzIxeAaI96P6x+rJwN1FUY9SY59EhJNhyTwEhISEk8+6qrnb6WQ/vAgLFxnmAzycOH5mCPiMngsc2MJM0Q84dk/T5P/ruXajFXNefk+V9vMfopN8FIXN2q7DYHnM2a6tJUHuHDPaEMfckwaYzN2N2jJzsUFoiXE3qMvMw9/RTTPt6DHvVVVvzEb9aXLZtkYhzCpjjNEA3y6ppC909KU8jatPY4e+6Ru3S+OCMu/DVA2SwDVNfDgp+W5/moY+yBmiO3T2bmFoYEIMGzB3twG+hQIof9gXPvJn1BcJu40xdwD03QGn9FWV/ioiqritLmPJ1T+J+Cgu4WlqaneufTKQbPBZvneS0hISNSEJPASEhISEscaVTlSLkVM7mWG4IPJOSJM0tZEXG8t7tdoRh2qGW+UqiFFxOJzCkMgycSTqdbULXQ7DN9jN0RbXXFODuBakIZlb98EAAoH8FGM3V33qT5+K5D/IyUOODxbawCJSXV0FE9TOpu9fdPLd2C/ejouFCOQHJr20N8oow00LWTvKKoXutwB4NZRCCN6K1Ma/uPO16Up4AZCkow3zlRUNZvVVm8CgIaugUKYptdVAICw7z1B133PggjqKtSHg+8WhtePBsu4jn0t6E+2n+6YkvxLSEjUBVkDLyEhIXGIUJd+/nj2/2sK2D+CowrnKsTxn4aAFuWZhbva+hpabaVs9pZQbk2ibvoImfB5RpuytVllP260aasr7ECowAempRnGLKivGF3WH+jkABUXqKWNzMLdjukpPMGafhfa24ULdwvdXmeXl+/wOrsgm/X5oW2jbz9EGtRx21KTtODGOicHhHcze/sm+gLii+gTOsADUwyPa/enGrwAAH34k+cQnZJb6Hb6+tOQXsxLN9b5DKMwGIlw+vqVk0/7IwZxB3oS6CPKZsnrKvhhDq6FXuAp6BltvnkBg/QygRZ0CyMrSqi2zdfW17K3b3Jt8FpQU92w730Tm95JSEgcB0gCLyEhIXGI8Hpfb0oF+1x5R9oQNgz6IzhO4RzCtrlcccNgmYZntCHljnMyI/c4AvursNyaPkIkVilvQzbLTh5t2Ngmak5fP82BKDryVcpjIwHO3r6J9fBg28rWpmLukQ688923ctevqc+OKD0n4pbvFrpJFABIiU8OCFvWR1lKTYYT52nnu8flOyAQKbiFbnIroNw+TqMyetZ6/gW83fSCQEGQIMWPmxL+EJfNZmdOjmh1MUAkycD02FNLG97q577DPPgKAn8h2ayyWVLK20p52xl8JtwurPxHVHsKYq1+OPT6mmLusTbvyfM86G5hSNHZ+x6aBTLfWXy8W2O/5wwOuZ8ucgcpbJe9c0stbQj3rYlN7w4tpNBAQqJZkAReQkJC4nAhrrMdC+xyl/6aT15iH3va06uBDvbbE5PY/jrppIC9c13NhEjymQt6g9MRVvoe5xufUHKMiWskfpRY9olKsKiwbVtAz5DYo9AaOTnWlhOBjDrzhwQYiwtM05fBBwXzEMjytZUH7qeL6rMjCbpxSkfjuMIdi2MpCQyHpa/WufMYyGB7AUIgPcBgAZsBjl62MnoWm6JTFCNO3s8FGsgsDe+FUt7W1tfCxHg1hycJAxe/qKvzGfURoLummHskgkBbPuyQh0l4MAygJvDsZPD+Ri0GGc28trri9PVj4IlU8dF+ChhT6Hz3LQxOJaxl/93CFHOPFs7dbmDiJvgVa6B6vwGYxQvZiVdZDk9hOwDAhxNE+wZ13vqjCCk0kJBoFiSBl5CQkDh0SG7JXpcjHeJJSuy/vf7wa/cWrz8qLVuVZasCQcShgQZ4Xr7DL3EnsATGttEjHbXTUQLA/T2d8Ocplx/muGscUcfMsPAtxdyjt0g87A/BdCznPkI00s/QBmJp5JncGllGpJS3wXXBNEHTAABUFSyLvMp9rbWqeg/ug0g7wILE83GUuN60LQUd2E2ujJ6lSEGYSD85QB9nLxW9LLuE2Nx+JNBgFi9k79yC4I5QoQHZAYbzCZ666CakbzmOAnU2MBSVk+BuY+u7yuhZ69x56/kXWC09sKp4pu0CC7W0oa2usCoGAieGJ16KgY+arRD3o2zPXb/GzlZYOkFVAKT+aA2yE68CAKbcIfhasfdaWERw0N3mDwOOg9BAQqIFkCZ2EhISEocOSKGFLeXqzb0TPjh9qmaPuoYvzuLt9YdssKCYzzUxIvCtn/8DAIy2V3nKXX9UutRTwCb2P9je+VFH2uiGW+iGQjeRE6AqaF2n3Htcil74VyY2ZuMoKJd7F6Zz3UJ39s4tdiwy4qqMng3buQUFvZ7RJvQYxwkr5W3F2gTPA8eht5DMVC0ncC/Dj3B/WIc6fMzkmyYAhBdUFPA89uKKtQndPc7Nj+Bb3xH2Qqd1qaUNxd6GiFE/AGxPTEY/QhA2lsOB2F3Vlu+zzuqsmzrr50/eZsLLUlSlZqCBNZDDTeaq5WnnKdBQOVfDrw699xM6n2H5N6uYiOtHQC3raM5eZxe37UTy/aJ3LvRjb+O7wkcXp2HMhXvC3frkbnmNdQvD5aslPzSQUAhDy/eMthZY2RFqOi8GYSN+7TVv/VEHLjxuZ54AoYGERAsgCbyEhITEIcUHp09FyfB+CDYm9uM4fAOJ/SgwRsBd54efPWhiXGAwm+HeGsxmrj8qDWYzxXzuo41SegIPvlf8ECbKfDDsPc63LCFHxP15yonSo9zGPy1gIEL7dDK0pxRc9s6tuLlRAMJfCwDYNlt8Loauc9XOVc3bkbcrSnSsUI+tqrC1CXoGl49t0qMcHkkg6szZ40jw0lAsjuHg0ohY4mU5lXiUVCPYXoBR4oTzjH6Kvfvksq6W7pJSA637hXJuYVwD+X+Yvh4cMosXkluOC8XzXEY65OGuq/pXDq/AUfHYnnOOg8L7hDYB+A3ieuxhRCOccOCV2BTg8sOy/8RCGBLSC1s/HhDSONLHPfBPdrd5YbwMIXPvdWBpafbDd95/b2EB5ufnw8NjY2MwOvryS6+9OD483NoJzc5++P779xb4GTGzOvPSi02YFg4UWXlzB2nRKI1D8ZgIusSRwMOHdZd6tgC9vb1wWOd2fNDb2ytvwWPEUfkWNDexT0CCnRwd2E8q/oefPVi2KlH2Tli2Kpd6Crlc7i9+9TDlWtg/ItlsMFmXsScTgUHykEwD6MosLxJSIIwdUK47OigSD440CgdVSxvK1mbYx940kXoBhO3Qqjje1qbX2UVLdvr6kXmyTB67hQe/VBN4zwNFAVVFtqyYe6CoYFe8XJ5Nhkf7e+HBODaYZntZ0FZTTzhhPpb4LSka6Lh17nzCcHFtzPF49C77q1hdiSo4lPK29fwL3PUx4hDX6C551UL9vKJpsFmqKgaxLFBVcBy/bxxAdEQs2ucCH2EnwvK2l++Iu2U0DdoNoXRFuPzGOBv7/arRRSK49fTlPWiK2Nvba//F7O5OqpIlxOHUxsc9+Ufi+o39OYT/Ez/cWFqafeeVN2d4iizC2NjlN65Nj9dimbMTysWZqiOXb3jT42nnMzv1zptXZlJMh6Z1+eobr03WnNY+Rxq7fOPaaw1Q7NaMsn/IDLyEhITE8ULTE/uI5AR+clV/TWB9ewJ7hyAP/zu5XDGfe3v9YZpgAWcexrVtF9rOpSQAlM5Ftzb8uJD/JFuUB0LuKuPxONKomHtVLcE0jW9jbttVDe2Zk/3OYfkOtgm8/5E4KArSwnAh21vgukp5m4y7orsKANr6GpetZREnLa6JONF+OD1zj0oP2KgKJHYmZ9OheE9z1+8Dk9WPOv8B1tuvr4UVGQCe0YZF+NGYkVCXjhy1XkqjmHvgODx7B1+LgTvgFrq1FYFhBM2Z/azX2cV1LuDAehA4g6At348GAhBevgOVI01MxVdGz2Zv36x6qqOw7Zo1C82F++ki9D+d8uTGnvaDBklLuINNDH882UKDg0C9XHl+fubiyMzY5RspWHxj85l45WI91N2f1syVizNX6pvW0lRx5EpdI/lrrytW0JpRmgNpYichISFx7PB6X+8Hp0/Ra/816jWr6wEAa9QbuPjb6w+L+Rz61SVjMJv5aKMEACmDBcmuyNQhHO3c8GD6v1/Rksrp6xd2SkMgmUzm8BBpIEfT09bXwhdSMpa56To4jm8wHhxhTfuo1Ra5ebuFbvYEIp8AovQ78n9F8fvGl7cha+AoCQZmUa11FHX5k8eFM4RQtjaFp6XpTI5TCgTzG8jeE+zN8QTU0lNPPs4mECK2cOyUuIcTDd7xpa2viR9d2wY9E/6MufcA9KR5nV3ZO7foCmEKnXPaU1U6iKXs0QGjzQ6F7D3ufACgRTXYHJ5cG0UIezFIpAM+ZnFNExu8RxL7xuxEceRiXZluH/MzF0eKU0tNns7S7ERxpAH2TpifuTgyMZtqWrMTSp28OhzkSurFt2aUpkESeAkJCQmJfQEJdpozMTde7/XrSt3f3zNrn8Qg2RUZfeDdQvfWqz9uugs0pS6FbcYQKDWvjJ6N/tGcWbjrp80xZYrKeWwGhrBt0DT+sgHbQdLu9PUr5W1Wt0+EP4n5eJ5vRx9A2dr0T1ZVNmnPNcnDtvPxWxIivT+5WbyQkr1jPjmWb8c38eIoDZtyx5BH3DXxNKEtPynnk33OKJDBhg+cwSFi2nQym+0HCJwL0MjQ86hFHDrq4a3HsBSnIMC3UC/g5Tu4t5ItxEndkCwqoUBA9s6tcEXxremgOnjBnYDxEeGIWBiS8pGTQDTQCULioDE7oeyHLMP8leYSzNmJfZH3ADMXX6k5q6WpIifwrxfzV0YmZg/FKM2EJPASEhISEvtCXQR7P0L6A8KBtl9O+CxH6pA1YcIfX8CIq9kZakFX+ZD5Mzl2AADLQh8+v+g9cJv3YdtsbzyUzUPQNw47xilbm7702rbFpe8s6Pp2BbIGJ7cmO3ckiuk3Mz1P4PrwCSuiqeCfY3osQY3L/OMzQA3etdUVarwHUCMDzN5HaiWAty+upJwFTimaESUVgLbyAOejlLfBcfwnwbLAcUBR/DulaeC6XDWEMzhknTufvXMrGlyIdqfnliME25XdM9qUrU2lvM29wLIwaoAt1oRajGialw9eVBtPCrQD1Diwr59r2SgdzpOBTxo96v4DX/1NrEsgI7F/7J9cAgDMX6lNltOhOfNBzF95J5H1Lk290lhWvBozFxPJdWtGaS4kgZeQkJCIxdvrD3/42QN6NZA9lmgxNmz7+qPSwq6Z/pYdaPvlZJU+C0q20yuObHDF3n6CEXPvHJNHepPNVpE310WKy46ora4AUl9d9zq7vM4u8DwwTS/fAdksGIbfNA5z72ylPWnpbRs6uyCQLUBQfYCUL7NwV1h9kEwV0oM4PJLkkD2i3KC8HXr7MeDYHYgy/2QXBzEN3oHpNw5BHIRexO1xW5y+/p1Lr9QXyIjxb8e75nV20Q0FwwDHgb1dgKDkAe+X60I2iwUUKLggHm6dO482DcKwUSpdg2jCAIEkRNf9+I7rgq6DqvpOe5ulhMQ4xdQS5NwYfSA3fgi0A/TimgsCgLZ8vzV2ceqzI+lPPjwxBfTXYB/1uFqY9AIZif0iiVyOXb56Y3Fx0QuxuLh44+rlMeHZTaLws+/EzGfs8tWrNxar5xNMKW5OADNvxk8qZu1j/rpFA10eEw80834st27NKM2GJPASEhISYmDBNjZFo9ZojVVxS+wfyQ52iIVdE88cbTfqvWVIL7Xl+/SCeirek69ck5cmuLJHzxTQKl338h3hK0g1k8beL0uuLoomX+7Mwl1s9E1sUylvg6aBYShbm/6nsPF7tXIeHMc/4nmg67C1qb3wff+dwSEuHiGsAoBaVCElcDgKQ/ju+ujctrXJ2e/TTsb1eKefcc5xEn3i7SiC0FZXtJUH6AjgGW344lZUL1ujQonoJDMLd30Xg2xW2doM38M7hS9FAdetCriIEBc2Im6cALaXGwYvwsoOXQfT9EdXVV/TgXfEMNTSRnL1Su76tRpy7qAKQFikwH1TWtmiTP/BeMpQVMtiCmmAQTTho87VwkA9AhmJfSCOvo9dvrHoeXPTk+PDVRbow8PD45PTc97iDRFjrpXvTjWhNwXZ97GrNxa9uenJyfHhYd6SfXh4eHxycnrO8xaFNH7+vQ9jGPzSh+9F1n75xqI3569bNND03Jy3eFUwTGygoDWjNB2SwEtISEjwwMS7sK4bndhkKr6VwBuR7GO3bFUWds2Cpnbr+rJVYe9dzVtG5bX4J6kzOLRz6ZXmVrwnq/ST7dNZGHMfC7lKFNRVHk/2WWW+wxk4hf3AiBfR6GinZ507Xxk9i+2+fCas687AKT8PH3jOAwC4rp/mdV10vFdODSVMSVgFED0tShXSgAtD+JEIywIAr7MLLItTuafcc2pNF3eCZ7RhwQIAgONgohuCDedWVC9bE/rbs/PHnDPgGh0HLAs0LQyy4A/BlLCqwst3kFggDWo+b87gkLa+hqEQvqObbfuNDF0XXBc8D1xXMfcwvMIVPgjXmDw3qgKIXo2rAthnIUwDSBO2O2xtz9kiiChq3i+J5kOc7b58Y3GuhoH78Pj0nIhh7jdFLJrQ2NXFuVQe7MOT03M3LkcOz99bFJ+/eI9vJ391MY1x/fCkaO1xw7RmlKZDOnMePRzmNpWHeW7HBPIWNAX/ZeWXP3gqdid/kMt9tFGK2+pjeAt+sF1HWfsPcrl6t+jt3t7v3/2773cXfieX+9O19aE2Qc+oTdPqyWY2bLsb4Hee/mp00LhbZk2/qz47Al8/wx40/tP/k514ta5J1sAPfzscK4Db+5QK4D36UvtOnLqQwdfP5Hp7rbXP1WdH4Dtjzp3bSs8JetPL5RXu/N1dyOWzzLqcO7fVnhMqAPQ+1Z7L0UGl9ymM5Xurn0N7e/bv/87/QCarWBa0t0Mur/1qHXJ52N2FnhOAf8Rjdhf/a7SBZSpDz+Lq6OIc3EyGlu9sb9G4AvQ+pTz6Ujv3fC7do2J//Uy4kN6n2Le81c8V5LSOoyChzeW17a2EPXczGXpUzF+tKyef5uYZ7vbuLtgVMNrAroDjgKqCEpybySo7ZdAzkMvrmQz0PqWsfm7827dwa6xMJhuzSyyc7S2l54SnadyWsncNAODpQXj0JQD4+XaEovj95DDmomegq+BPO5dXdnfDZyCXj7tl/ob0PqU8+tJ/3piHx3/300X1e79pfLro7ZShsyt8Drc2IZPFrQAAsCtYYQGlDSWXB0XFbcn+/d9p554XDPrpIj4GtTfqe79pfLoIwSZDe7vSc0L9zhj9get+upj90b8GgM4aF2oment77a+fcT9djJPTu58uql8/k/IJbwGs6Xc9fFYTwNwv9mtyOHHIp5cGs+9Hs90p6SUADE/O3bjHt3ifeX92ejxtj/cIlj5ZiM7n2mQdDdTGX7s6NpOu4Dwy2NjLL6YdaXjy2tX3OFN58dJbM0rzIQn80cPDh4cx9Yf/UB7OuR0f9Pb2yluwf2DufWcniZR+J5sp/tefcr3Tj+234EcduTRt5ABgrrzzwelTDWzR/zvwVRziaU39tLzDyekx9/7IqhQ0dajNEN676C3Dnt7O4BBEz+9/2v7Jn9Tswo1XoF9rd+3+7X/JfcRXcSc+bECZuocPc5WKs7MDAFpHp/rwV2G6rKOT7eDtJ0IdZ5e5Mn4EUDmPF1m+Dx2dUKkAgLa64uU73A6G43R0aqsr4Lme0QbZLDiO+1Sftr7mdXQq5W3AP/QtCzwPzD3ru78BAO0AALAbsxytUtn55rdz16/5Oe1KUl9A1XGsn9/b+Oa3k3cGkfv5PdVxHOEFn+pTSxsKsuuNR6CqzskB8U1n5rn58CEAGHMfZ7JZwWWD3VYqFug6eK5Pkl0XPBcAwLZ9Im3b4Lmu4wCA+1Tfzk/+BDOuRv/TNW86AGRwUR2dFnsfmbtWNaWNR15HJwAomgabJTJBCFPijHpC8Vy6TVpHp/Pze0kJ6v6nof9pss2H6snginI/v6dpmhcMoZh7oGn+buA+6Dq+qygK7JQ9o83f2JjRMw9/5Ra61epnOA5apbJz6RVj7mOtUlFLG/D5svP5Mna8dwaHzN/+l9DCf5bD/xF889vwzW8La/jD3Pvh+P+FMfcx9D+defgr8ZeIRXC/6GtyONHYn0OHjPML+Pv+6fJ+CKZAbX75jXrmAwDDL748dmW+6jILnyxB07uoD7/48tgVgLHR0dEzL7303MjISEQNf2RGEUESeAkJCYkQ9XZE238H9ScDH5w+VZPDI3tveIhiPjdX3inmc5CH649KxOGXrUpBU0uOCwCXegq5XGzwhbtl6bolxRJy/Lucu0Lu+rVkTaxZvMBdM86jiyDU2TqDQ85gVW021gNjo29ymOc+AnCfPYJEWi1tKOVtFJ+jAxyd4OU7lPK2AnsAALatBmyQGn0rtg26XrOvOzcNtVSjyp2q0425j6MxES4IAqLdYOEWujFZ7TcVqyWlZnXXsef09WsrD8LWfapKdQR+zTkeMQywbQX2PKMNL4srMosXat53RLRQP1bSr6qhgp1tJhcRrLBCd6oRyNMODg0AACAASURBVN65RYxXOBN8i4tYsU+mde589vbN0G2BmQPfGd6yXMbBTi1tOIPCMesAfR/ZSx2GCnM/shC/b4cB+I9hykIevF+Hx3vviUWUv9dJ36HZBHN4cs57cWlpcfHDT96/997Cwvz86Et1xwKGnxsFaKzf+pVXpl6cS7sDw5Nz3uShHWXfkAReQkJCIoRPEVOffKCTOVoICbYIdW2sEEi8MUxwqacwV97Bkvh12wGAc7m26PXpHASbt09Dn9BGK/qndpi6j/lI7VR89UcSQgnJUYbK6FkkYHSE2HvcpcziBaITaD+umHvI3pH/CyzTbBs7w0Ut39I2YAeAgBhjXXdCYTn7VjSGgv2ruCXj3BIu6xa6UWJQkytGwyVsxThSXH8C6O2PLuusSxxSdywuwMyz0YZl8MHcLgDAzqVXkh9Cbfk+tr4jq7/aTyyauuXyfE94BviEUGsAYDzn6WD0RtPDkxDSAgDr+Rf87m7UtU7XefaOlvjNg7Z8X1tfS+hIV9f38SBQc98OCdCCPqU3xGGLQTx5EPD39OJuQtMJ5vDw8PDw5Pg4HDhtFTD9+SsjxXs3rr023rw0d2tGaT4kgZeQkJBoMt5ef8hy+2I+9xgT9Qc6mejFhUR9n7l3Fh+cPkWDEiG/1FOInolZ+qjYHoJuSWmGw25J3F//+0zdE9i8XPbOrWhyOPpXcnRcLuUIDKnG/yLDR9qmLd835kI6gWp2pHO8/VgA9DnXln8BmkZu6pSM3Z6Y7Jieooy6o2lKzwnof5pdgu+iZ+45ff3GXDhnmmdV2t+2fYl7zHYRRQ8/YlmKbVNndSEDUUsb1vMv1PS35zZcW18jXQN30N8ugzGrwzZ7jF0cfQSn6ha6MRbA9tBmnyU2FoP02+vsYtcipNYhdB2wAfvuLmSzqJ7gTqG7rJh7HHtnbwr+l51YerbmP06sdL96AnWx9zRkEg3wY+eT+vvYRNh/MZv7+T12Do9dCJAScd8gFoq5J9n7wSNabt4Ifz/SGDkzFs3Vz89cHJkBgLGxyy+//NKLL+6bZbdmlKZDutBLSEhINBOHqvncgU5GeHHEXHmHXgCQnr2j/z+9hNbxr/f1fnD6FL2i7eXmyjusxp5FQVN/+NmD/820o2/FgdNRp0/d06/kco8v7EyGJwSi3yHMH2Jf64Qmdmm6yvvN4dbX8ILIeK1z50nwT3NjyXACBQLb5rrHqaUN7Oueu34Nh0NHdPQ5I55MqWMAwAkAk9D257m6QlTcM9pQCyBk2pmFuzhhvELYp01VQdeVrU3qKAZMC3q2sblb6Oa86FmwXBpvGe4J0nU6zTPatNUVME3sqQ4A4HlhebltA1NiUHV9DATYNt10kiRwe6WYe6Dr0ToIpNbCJWAgxl/jyaf9c4Ie7Iq5p5S3sdUcChbogtx1iM9r62uNNVPEfn5++r0afglDX7/wXQ6op6j5XUO2mUw4ue/jQcOafheYrzb3pTv8SHabTw6XSDQPEXN0GH3usJHI+rC0NDs7NVEsXhT0oRNiePKNqGd9gPn5mStXLo6MKIqiFIsTE1OzS401cGvNKE2H4mHMWOLo4HBaZB1b+65DBWlit3+kNGNDcInln2zvfLRR+k5Mu3JMTbcsFY9p6mRBe8OTOaCLCze/Zvae+1Qul/u/Pv9lXNP4Zatyqadw67PPPrTTlj+w6cdoJ/NkcKXOlAwHy8LkqtDdqma+Lk3ZPCnzOY09Jc9JLstlmFlge3M/q2xZ6FRHQ2AumoZwC91oYW1XKsiliYKyK2WZKqt458rv6eO+R9r1a5TJxzr/kARiL3pdB8uCbDa5IJ/bDXZDWJqKO0yxElah4EvTTdNvkAYApgkAYBix24jp9CD1zUktkJOHBoTlbS/fwW0LWxaB285en6ob8IbqmYxdqYT7aZpc/AUcBxSFvZtxe5WeunNfjfBRD0DVBzRn9lfhF0F4PHqOsLhDiINOg6NIBFs/RL330ny1Hxei/7LFKVlwqw/nKlgcfRO72QnOQH7s6mLqyuz9jQSXb3jT+zVSX1pagsXFxU/ef//ewsLC/HxC1XvCypamiiPpPOuDa41dfvmN1+rMmLdmlOZCZuAlJCQkQtRVp82d/NFG6fvdAi03ndzKmvnkmvN9TqbpF8fEu/Ca0S7uXJaeO/9P19bj2DsEqvvvlTcvdpyIOycBdTUnzyzcZZk2S1y9zi5MhEZTzckd49Ocw7J3GpReOBM8IZm9AzBWZLYN2Sznn0+l1Jh0FWbtuHbcNBnMjYe17tVJdXxpqytk/IYn++wd89667r+QnVoWZLNgWcm7R9Xy7BFUE9ARumvO4BAuCtut+yl33BBFwSbzYatz245N77subbJntEU3yjPaKqNnkRo5JwfY6YUl9wGcvn5tdYWdP53P3gX/STPanMFnwHXBccKXpnmdXdnbN5P3CutHEk4ARl2iLd9H/Qh9FqdKLzYkgX5pOFVhmh2f3rhW6try/czC3czCXW11RVtdSenCUPNrJVTK1IV0xTWHEVFpT5yS5TD4Ah4LCBq2HWIsLc3OTk1NTBSLxaKCGBkZGbl48eKVmZmZRPaejOHJa4Ju9gmYn5/xM+bF9Ony1ozSXEgCLyEhIRHi9b7elORzrrzDJpl/+NmDBPaOQC66r/mlQxodQcOTOYiLp4wIvL3+8Gv3Fq8/Ki1bFXSnQ+n+9MNHdB1hl3jEslWhUb5nW3/UJtA5NxGKuUcaaUpnEWHGNDKKoqOe6smCW7N4IYHb0FsJruxI7Mm1Xjx/IqtBRbda2sC1ZG/fVMw9ZN0Ug8C/+L1HXxK91NbXoqlRZMWKuYfjqqWN2CCCrmfv3DLmPialQNWsmNN8GznLAlXVVsQPHjJMnyQPDiFhphcRNs4foSowgfEC2w6T/1Trrij+W9FtROF6eZtE7CxIAY6PgfB+RbX0zskB3A1hfMR79CUwUmffLd8wwDBA03CqmOfXVleSKWXyu9EyEDYmJYzpUAoXb4HwCcFnGFlilPSyMSkIqhVquhvUBLeWBnTvDRTXHCpE/0nhviZRoYpES3EIFfRLs1MTRWTrFy9euTIzM78Prh6D4cm5xauX66LXCJ9jFyemZmsT7NaM0kxIAi8hISFRhQ9On6rJ4Tldd73N5/Y1v1o40MkcxMVTRgQG/tsn1x+VRtsNtKbDXPr1RyUAmOjtmX74iPOc54DiefzZK3QDwP+n82ZalNnz83spRLxxyCzcJVJKOVKufNQz2rT1NWHFaZrkJ/4lTTXzVK6MFFTox45sWVtfU8w9pNmhIr0aWIYNUNUPjEzRvHwH+dUr5l4oNX92ROk54ZwcoLyrkAFScjjBPI/qpVFh7m8d25yMRTbrc3jXhRjaGWdUjiCiGP0s3iCy6PfyHV6+w+vsQud5f/6BIz3nG6dslnxzO8yBZ7PAbCPL2ClCIQTx1TAdattC6bgzOKSdex5vMWD4gEzjMNyAhvk4VV1nk/npgcnq6FeDJB64jdyzzT2T2vJ9vCPRZ5jOYWNVbCAMr0a1BsJAGFR/o7X1NeF3Km4tEPDtNKn4en0x05zZeqSR9rRuNhKHGktTE0Vl5OKVmWYTdgGGJ6fnFm80Qq/BZ9jFidr0ujWjNA3ShV5CQkKCR70d0Q5V8znh9LhuanRCvZPZ/0o543pIUbaA8zcUJfrWYDaDfnWj7cbCrlnQxFHpZavC6urtwWcyC38LX+ljzxG6YWXv3Np69cfJ04uCOqVBdRo8SlaRxCL94MhYGutsYXsq1qq96jjXJQ4d1B0HO3LzaXCkykGGmS2G51bhm7oFkQ7v0ZfQ0UnvCtu2IRsnL4DouviNsiwF+NbiyNWDKwZ911UVHCc6KJr8RwdiQdnRqGuAkF17+Q5ls0Qd+PwMvK6HMRGsjUeFP3aJDxQE+FTwtynR2i1Itvu/Yi5UzKI/XbTOndeW72PvgNh2bsH9zd65lWwcEEUclyMre2oVTs72XLihOpdb4zn3W6mvr1EBAnUcCFftm96Fn/Ib2lUj2hgyne69xgzrIretd8VPCfz3RPhQydy7RIi6S8abgOHx6Tlveml26p0335upO80/P3NxBFIU9rdmlKZAZuAlJCQkeKDPuZB/Yu79MbaFqxeYo6asNZu4ToDQDf7t9YcLu+b1RyV8NRCJiBrXL1uVmpNZtiolxy1oaslxo+8OZjOojZ/o7VmtCCgQ5t65MEFl9BvKnp925jJ7BLW0YZ07z6bgUv6NThwjThTNIuwxxqQZMWHYWCFulL3HydSR0Wnra+Rhjsp2xdxDehxSPssSOqv70PU422psV8aJGnC9Cc55bMk0APjyeACwLLAsME3f9R15O6aUsbt4YLrOXjCzcJc88GtCW/4Fpq/pvgCAtrrC7Y9fD68o2upKWMCf70CBvc/eKeRE6gDLAtcF02St4PcDoQojO/EqWgx6XQVfL5DviCtSQDlAXbXZNbXi6DJALRUoSR6XZk8DTNezcm6IuOiHtSHL97O3b/pLxpIH2wbbzt65xSXVj7ru/SAQJ+15zNOSWPjkUPifN8zex8bGLl+9emNx8Ua86XstDI9PTs/NeZ63eONqvYr3mYsTs4dplH1CZuAlJCQkxGBbjiOK+Vyz+pm3AJi4Fjq6UeJa+EHUtHOM92v3Fid6ewqayn7q+qOSsAd7FAnG9TQZ4btI7+NS6+wVLvUUTmb0+3umSz29AAazmbgZem1t2t/fS1Cb40E2Bce5yicA8401OypzH1FLoQqAzL3YnCHbOh5i+ksL9fCxTnWKAkwQgQ6zhF/Z2sQ8eYLdnc+dvlP1tw4yW24HKGtKLcE5r3JBqhxd3/0zvJAYo/88IqiBR57MuqmlvAV+wlZRol3fQddxQxxSKwTCBGoUj7vkd1/H2aoqMI9iGGgwDLBtBfbAtiH14xGHqAqjs7pgnkfUQcC2hUIJEEWsUmrFqYy8KYZncYNSJwU64nfaK2/7NwJtCyB0K8jevumcHMBvdL269+Nj3iaU9khIAMxOpGHvY2NjAKOjo3DmpZeeGxkZGa5ya28GwR0en5wcn5ycBlhamv3wnfffW0iRMJ+5OPFSXfnx1ozSGCSBl5CQkIjFEcq0RxHH3hGYuOZOENJsDASMthvXH5VKjjtYfZEE7s1dJOEcnAzkBZ8azGYStPHsFfDkzx03ZUzhu1/96s43Xul8960oY+TkvpiCQxYdp1tmoZh79WqS1dKGUt5GPTYHHJ2M5bmho5JgDjV85lWVThOKzJXyNqiqUt7GFLe2vga2DSKjQLfQ7X66GC4nprreLXRrqysq82vC5IGLR7DsHQAUBTui+atQVXAcr6uA9oGkaPB72sXfMtLMe0abUq1jR58CpH+YNmejIdQoXi1tQDarbJZAUfxJBhvrp9/pZ6xIR72961Ztu7C8PwY1n8C4t3wbf3YsVyBsgRjV9MFpxROCUwmDRsNkymYJDKNqjeQ1CIDWfc7JAXKtO4i1SEjsF8PPjQJUkcX5e4sAj9fHbmnqzZge7mOXr7780nMv8ly9BRgeHp+cHp+EaUCa/eH778Wr32fen50eb4Rbt2aUeiAl9BISEhL7xX6azzUdeP2EBDvBp80MhDSbeH5cMj/OOo4ulcamDmMB0aGTP8WdXMznNhILiQnYRMCY+9g6d/7f9Q381qnnvjt05pvPjn7z2dFLXz39HwZOcwUCrPVUTaunOMKcQKRD07gA0Wr8lD5b7CicbZ4Aum6dO4/nsGlbMqgD18WJeZ1dfgl9xKotJLSPvlR6TgCT8xeOjmQ47l3BGpHiIlfngIQZ4bqgadQinuzEcZQEo/IqWq7rHPv1jDa/oADT7CRMMPdYCzqnrx80zZ9MNhvmftnpqcwfXboelgYEy+Qs39BxEF/slPbZysuX+ieixTXP+zGBZ63ytNUVv+yftUuo/mb5HD7oEdgU1OXuJq3gJFJg5Ayv3W5QQ780VVSKxeLExMTU7Oy+Wp7NviPIvo9dvrHoeXPTk5Pj4y1n7xyGh8cnSf0u1L43ow6hNaPUgiTwEhISxxrCYu96kbL53Fx5B83S9zNWmsmkYe8QFIfTNIQ0m7vUaLtxZ4dP7gm5N7XZSzauZy+OWfSECdfMwwPA2Y58+iYC2vL9ix0nvEJ3wfP+med826l826l0ZbM/+eozAPDnG1WLItJes4tb1BscyZhi7ilbm0p5mxONR5PkXHNsrFGPo6BcQIHlMwmZWGBoNlakY4aZej77LF1VOQrkc/tgFSyPDTbhF2Dbwq5pNEMAANNkHcVZssryMZ+9I3UnMly1DAUcx08j6zpYljCVHWdUjrvK7r/T18/vWzbrF71ns7RqVrDguwzkO0JJPwBYlv8rdl9HVh8BNYTDrl249rCuPvAdZAu8a1Lr2pERtumdyn+tWuk3bsx93DE9hf3nOKOElCbwtG/+Y+M4XO5d6P6QvXMr+dtRF6J91IUtLaCh4Mv+G9RLHEEMPzfKHZl/78MGeOHSh+/Nw/z8/MzMzJWLFy+OjCjFqcbo5ez70fT75Rtz0+P1sfbWdLgfHp+eW4w2d5+/t3j0RhFCEngJCYnji6inGh2sFx+cPvXRRpIZG3Yvn+jt2f9YNcFmxZetysKuSS/2OErNqcV6lGajKJ07eC7XtrBrcgc57s222Uum0+hjR78mpNxLjpsmKgFM33ghSGXw9vrD3zp95pmd8t/tmYVqDvPr5u7rvSf/6kTfn2/EevUldHHTlu9n79yi/mdVZCwwXfeZ/NamUt5G2zO27RwbAiCFMBndRcH6bLE8MAGsVxx+BADYts++6th1oxTIf8u2OR4LW5veoy+9rqBdX2cXBFyUg2e0gWEIyarfvXx9TVtfC2sKVBUMAyCGwyOyWaGtPZsn57YFLda4eAr+lz9IOvPqm4UIj6DbvG37qXXX9UMPoh4K/pwxbwyATE8pb2srD9jr0yajM1zs8kVLjgNruQe6znV3ozbsLUD2zi30faAXMHKJZLULi8roWcXc800HcF2sC6MQ6dQ6KcEG9Zw7tyHoX8AuqgFdw/4b1EscUURT8I0w+KUP3+Oz5g02lBcQ77Grr9WtFBdMKPbUpaXZ2ampiYlisVhsIO4wPPlGCr+81ozSdMgaeAkJieOIBE+1Yj6Hueh6C+C/3134aKP0nQjJpC5uUf7Z8Fg1gRwezdu5xDWWlHOTSRbPRxF9i4rY62o1BwCXegrJkgH0nx9tN2gg1o6eW8v3uws/6vCDI8KQBBtZ+H5582dGeyGSgQSAXzd3f2a0/w+ZzINKpRgzsajVExar4wtbwStbm6CqVUXjaMmmaeA46GeG6VAF9kDUK5v9VWg2RiXcHdNTbqEbOY+wvTwBCSdf6o8ObVg6HvScU+JIDua6g3dRhQ56BnZ3w8bjAMBIDNh8u+/uvvwLDRParCZf1336all4Jnb8Vsw9MAzfH46l8Yri15xbFmbIOXbNWp1xHfu43WapMm2C/x460uk6uC5nFkCn+bZ8uCeqyje9syxuZ3xYFjCUW0PvgMA4kIvsYH84wUWqgU9g9vbNBAbr10eoKpgmqh7w4UlmmE3UihtzH8e198PbhPPB2yf02OPgGW2KZUE2m7I0oy6ktO7LLNx1NE3pOQEVQSxSLW2kN8PDUGBC4YzQw/LIIY0x5/HE8Isvj12pLrOev/LO7GRd/mgCujx2ZqSh+SzeixDvBkIBIhm+qLpfZHb/4dLkZHM1+q0Z5UAgM/ASEhLHEckkMzmFG4c/GDr10dl/Fv0gsvdoJ7P9jHVAmCvvUJc4tKwTnlbQ1Es9BWG2vLE2e3GF9FFWj8l/jEpQbAIPogrgD4Z8fo5Efa68Qy86CAG9X7cdIXtHYB7+VCbz54naCgTKXNm/tt1Ct1Le9mkYIzgH2wbD8B3UkewFQl9tdQVJC12kZiIdc5WU5WM/Wxk9i9f3255tbSqbJXzhwajUH6sDnMEhatnlnByIUxo7A6eogZzPM9vb8Wfn5AD7QdLna+trmG3210WEHCvGg7pxZWvT6etHNk5RBmR6fnofSTtR92wWHAe3WkgIWUlCnJCBVxMEl2L76oFtIwkPNf+rK5iTZ6vo+Uvruk/duWiI64JlOQOnvM4uEiP4EoDOLrxlrD2Bvw8pupqhots5OcC5FYSLLW/TWqyxC3i7IYVpfFQrHoeaWvHMwl3hzUKwESiu5XsSPK8O9q7rzVoLwixeiNM+4GNcGT2bvmNfugb1RxtSX5CE4Rdfjoiz6+tStjT1SoQuj738YtPoab213ktTxYsxLng8ohUEMH/lnToN7KOiAS560ZpRDgSSwEtISBw7pPFUw9x4AxfneOP0w0cJncz2OVYCMEOOWeuS49ILAEbbDSFhFnaMj6rlCbioZauCL7x4Y232ivmcMCJQzOcWds1LPYWJ3h4sARCWwRc09c7O3rJV4UZ/va+XvdFz5R1qaI9xk92I3JrDr5u7/3dnz6lMZq68k5yCi/61rZY2fBIbNLLy/6vrYNteV8E/7jgQFKs7JwfSG2vFta8HADToyizc9SmcbfvSYkUBTQPDAMvyjDaOFNH8uYQYpZfDLvEBucVyceTkxBWJlVURYMtCOuqcHMBwg7a6AqbpdRXYTt2+8rmzy7e7jzSZU8w9r7MLstmqJvAAoChJ3fKqCWF0k+M+i+50GE0Aw3BODoBts5p/gLCeHK0EqvT2LLBNPbtSz3MG/CeWQgy0yV6+w+vs4jqf002pWQiNifQoh8doDgRWdmzjg5Q153EGECxqasXTkDQq+4fE+hGCr9FIDc9oa8paCH63iHPPg98VMnSUoGBZyq7yT3yD+mjEk5DyOTwGEIqzZy6mVXmL6DtcfqPR9HJU0l8X2V2anairgfz4S6K1T8ymDxmI1s9rBlozykFAEngJCYnjhWRPNRbFfK5hT7sPTp/64PSpYj6HRe8HN5YQrL4daTy92OPI2HHohV1TKGIvaCpbOR+d9qWeAr5G2w1h4j29nP5STwGz6PhCFcBouzH98NH1RyUzvvi55Lh9uhY9HudxgNn4ZavyWf/Jnu2t5Fn9zGgHgBOry3EpOGPu485339LW17K3b2Zv38Tqd6LWTl8/OreD62LqG4LSXP+4YXj5DipHZ0lLMoTt6wlIGML6c8OAbNb3UbNtr7MLiTHZayXkGCkBTi9uXOfkgGe0Wc+/oJ17HpPwBOS0gCb2TLjEp9CahkwVdN3Ld/gvsq93HByO6giQTiPZDs/Hj3geu4fRVSRbA0QXJYRa2kCFfxjLQIN6FFCsrwEJ6YUcXlVpzuA4zuAz0Wmwm5zwMKQU0gOA9fwLVcEXNPnTdWWzhAIKzjcu5ZWTGzHUFM+nlOKzvL32oH39ws6FCRdPddl0U2UXpT47wtpJcFeoGX+pt0F9mjMPG46DvqAJGH8t6pAG81dGlOJUMsdcmhLT5csvNdzeTJCtxnBCTba7NDtRVEYuzqRn7wAxa5+5OJJiQIClWYE4XlSz35pRDgCSwEtISBwv1KVX36e4vZVjEd5efxinb+eAHB4t9KnCnAWmu7EEnftg9OQ4op7Soh8C+T2+AADjAsV8brTdWLcdpOhRVT8ewZNJyIDNBeJqFhZ2TZrST4e/XpPDn177/H++8FvCt3LXr+EfmiGlDNgdkWeknV5nF6UH2Tx2lHIkJBuJZMbl3jlQ7KAqvx2ED9BAXi1tJOQYMc+PaXbWHz6EbbOhBGwjx4JNbtNKla1NpJE4DTZXT5vjdRVYh3YaOnqyYu6BooSa9nhgMEIx98h3EACsc+drCh98GUJQfYBHMDPPtoUPdfhUDC+CsrVJVn+Q6DmXJvMcB2qXYJ077weSUDZvWWDbzuAzFCaAat84Lq8bdUGv2YghWXBe14ro1tQc1BcdRJsIRKCUt61z55FApllLGh/4uhaVfHITL3U48cTrC5qH4clrAoIJMH/l4ohSnJiaqu4Lt7S0NDs1UVSUkSsiunz5Rl0F9BxE2WqcSbE4MTW7VN2hbsmfS1Gpzd3FUnxRCQEESy9OTM3yQ/rrn5ooKiMXRR3vRNUDrRml+VC8BENXiUOJhw8PpPXUPtHb2wuHdW7HB729vfIW1EQa/TyB9Tyriei3oOZY5G8HACXHnejt2b+bHQ1as5kcJeoTzifVOtnIkX09t5DkjUqzFXgF9BcExpEerfjov+ynTM87l2tjr5zL5X7UkUsejpre4XpPr632bG896ugUnryoqP9284s/HPmntECcobpZUvb2/sfPP/vvf7GUzeW5Tylbm1hgTOZtWN4cLbQGbJbGKJmBMaJn/zoXHuRAfxYjw2f91YQScTxO//WP2rZzcoD1fvPnKVqCtvLA+u5v4M/tuRwA2P9lPrRkq+6Qh59VSxuhips5Hp0efRwXLgxbUKCEnRvnz8d/hAlYEJdIjoloqyvgOCzrBobJVx0sb2MphO93wJbE27aX71DK26DrtF6aatwEhGtJiLlE/0eAPmE0JS/fETcQa8GAJFzItXB0Y+5jDO7gQc9oq4yeTVMrjtdMGYTC5bPrTbY963z3LXqkhRfEGwRBlQEh7rIJOxBdFATfgt2dpKhlsiw/Db9NealDiHolA4152jX25xD+T/ywQeS01ggu3/CE/H12QuEq0+PObNZMUk+tmQOOXV2cE5cPtGaUJkNm4CUkJCQeD7iac+TJTSyGj3OGQyB7X7YqRHSFefvRdgM5c0FTsda9AfYOqVu7QbVpP5XiA4Dpeeu2U3bdLddFOf1ou/HqUyc4ov7RRilNjGYwm1m3Hfz5s/6TcXn4nu2tX/Z85S/PfpuOkCz/N75Yf0FXL3yxvqdnfqZFAiWqCradUtDr5Ttipd1B5pllccKT2dbx5EJPafaEtCQdJ/G2l+/QVleyt2/yUvmAc7LZ+GjbNlKq4wTEI7oua5COlviC5ff1syXcnLU+tegjIQMNF9f13b8sw44o+xrn26+WNrTVFdB1r6vA7SHmtNmDaOCHm+DLosOG1wAAIABJREFUHwBY+YNi7lnPvxDXMvCAgElmLGdADwLhabQD2AexY3qq8923UKDBnekMDnW++5a2fL8yetY6dx5fdTm0QYped9yI3HLoxRE869x5jOMIH/g49i68rKzTPgg88fqCpmN4cu7GZVGWuB6MXV3cT/Y9mEkTOqaNXb0RERXEueHFCRDqx+Ub8by6NaM0GZLAS0hISLQaWOAdJ0T/4WcPmlIPH+cMB0EWvZjPRbXx0fMp771uO9E5p2wah74AQg7PGtd/6+f/IOxdt247hqIAQF5VBzK6oSij7YZwaff3zDTsHQD6dI29wk+Hvw4APdtb9MKDJFJgZfmZhb/1Ct3/00//+n7PVwCg23N/pmUeqNV1+LqulLepNDoZCV3fKqNntfW1ZLbD8UCyQ6Nf/fLsoPN8qDy3bTS0Y9mOW+jGEm5tdYWblW/qdnIA060QQ8NwObHBC9uGiPl/7Mm6HoYYquvYuQQ426kO4rc0Wu2PBbdxRfKYMMeLRyMyXr7Db/nOyBzIt8xXrQfu+s7JAevcefos52LQMKFNiZpPEc4he/smBLtK1gBsKT5WVaCSIjqr9LSWLYuoMfN0JvAIs3jBOndeW18TllpYz78AqXevNXXaafT5Escc49Nzi/vgmM1LC49P72ceMHZ10ZubHI9U08/fW4z5xPDkvlZOwyZHL1ozSlMhCbyEhMTxQl0tyus6Of3HhRyVjjS3sRznFU897eImHOX8aIOHVejciuptGpfc2g3DFtH28mXXRfZuKArm3lEOgDX83F5txBces8vEj1MSHoGpeHp91n8SFQpz5R2s5Mfl68u/8Ard3//sE2TviG7P3VCY/6Vi6lXX0QReW10By/IN4SNA3XKcxRrWMCcsJ9nNDukluqOjsTmmvkPJeoRLa+trlFdPUBBk//qvcPRorhuXE10sZtp9FzcOtu0Xsa+vscX2ntHGNT/36whWV1DjQAejGxg1gRPqjdkqaLw4+YdrKw+ckwMoBNDW15Ro13ps+ba1iVlf7kZURs9ivh1N/rgGgVFv+YMgtAhj7uOa/dUw0IN6EKW8zQUX6C7T8yb02EtDa2nVCbaCLOqViJvFC1uv/thXiOCTb7Q5ff34INUs0UfUW6ddV0iFThb2UUvfiqLecSWOLoYn5xajqevaQM7cvLRwo1x37PINmkjU0H7m/Xg7++HJucWGJQhjl1OuvzWjNA+yBv7o4XAWOcsa+MMAWQOfEinL4OsqgIeYb0F0LGHuPSpNr3d0Ql3Z++uPSkIyzxbnA8BgNlPM57iZF/O5/Vfss/javcWol97Crml6HhJ4hOl5fboWV5M/8+XG5ROpMplcJTx1wkNgRcOlngLeCPY+cun3oUdf0Kc2FPXXHX/flPK2b0WOfmZMLTRb781WtoeF0wBYqMzW9wqrtYUabL8APrBzE7BlrNIP5ublO9jqcf+EYCZswTaC+qjhDHE4tbShf2cMmOpfZHdxpfVseTxXEk8TcPr6tfW1rVd/DNUlyly1djix5fvCcAaeiQnVBPLGVUH711xdAV0HywJVxVQ8BGl57swwPx/UmdO40bHieJewMpwtjqDcMkTKv3EJxtrndqXCnZC7fq1GoIdxHOCq9An4bCRML7xUijZytDkJE9PW16xz5xurgoZa1fLJH6xrILZavmYNPDkIJGT4s3duOX39Ncn5kSuAh1ZV+D9JNfDVWJqdeudNoUUdj7HLV994bXK8JqtMXwNfNY2JV1L6yovmER2ztkog/crxgmOX37g2XXv5j2WU/UMS+KOHw8nQJIE/DJAEPj3Se6qlR9y3gB1LmFoXFpYjGmPI6SMUUI/KgN0TsppD7J/Mv73+MBraQAu9qPM8gtg+u4HvbW6/3CXgq1HMlXcWdk2U4qNDHvsuDjrabkT3hyPwAHD2lysbbWH7tFOu47NfhsB7+Q5laxMz26i1RtIbNTBjKb3QZ4s4tpDE0tW0lQdkpMedEE4vQuB52zlGQI5zY/vAc/PXtreUnhNm/9PsNLhFAUNo/eICjG7YdjTQgBXL0b/gkzkAx4GjLmgp0fm//zsBYw/mSTfRXwvWyTOWgWRih0yMo45xS+AILbtvGBDhbnrUkK89l2PZI55Q09C7Kp6ytel1dkVJNd59jtgnlPEns2V2B+LsCTF203o0TDJz169lv34G4gk8nVxziOydW8nSm6PI3kGa2DULS7NTH75/772Fhfl5lmyOjY2Njr780msvjg+3glQuzU59+P577y1AZBZwYNNYmp398P337y0s8KMGw5556cX9j9uaURoHHz+WkJCQOA5AXXQcd01Z193AWFHxvFBOT9NobEQuYxx38Q9On6orXU8XxItz1//hZw8akwzQfLgjy1aF+thRDTyCy8lj93jc56E2QT88IeiORN/C9D69VfN5uPvVAeLwG4p6ChwipeD4Kn3F3HMGTiFNQnaHPC2BsKFAl+V+ZvECQKwzNgHz20TOBWcge1dVsKw4ko9A13TF3sbwhlLeFnqY+wXnmuY9uJ95+CvuXS7FSkl4z2gju/5oQlsx96IH0wDpOlcqXxfVocxtuC00EyyLCBrgAQU1dN032Df3wLLw6WQ3P3f9GjsHJNXRm+gMDjmDQKIGVp0BgcKfOz9ZxY0n4KUSjO6rHgDPE56GgYmamXyEtnwfn9U4kPUARG4ZIpm+Hk44g0Pup4vqsyPCd2m9qfT5ff0JHD59g/rDBrN4IWV85IhGKFqE4fHJyXGYPAyzmGztLIbHxyfHD7zYvDWjNA5J4CUkJI4jMF0sZLkNa9cbGCsh975PpIxQvN7XW1dBASbe4/qr46WiqfjG0vVsVrxP1zgOz2HZqszBzgenT/1ke2cnsYETN+c52AEAsColxze3NxSF9POQOoyy0dbevbeLHD7M1pIJuesiQeLM0rlmWlFqFFQU80SI6B9He/icfBwBdl3wPD+4YFmKbXN97Kqg62hZl1m4G3eaMziklu7C7i50dik7Zdav3st3RGknXk0x97zOrjj9PPnkcdQ3DZAGQ6A515bv567fh9Qian9Xmd3zjLaq22rbYAA5FPJN+Aaq/gFRSxvOoCAcwzJYDrg/EKgVUDYfx3mcwaHkbK0zOKSt36LLRuk3+0zi7WCb83Hnp2mskAYYjSIuR7cMjjJzM4sXOnt7rel3IdChEGhRxtzHaegrlsRnFu7W1UTwSCAuesXiqK9RQuJA0VwCv7Q0u7j4yfvv3/N/P/PSS8+NjDRPYLA0NfHOvaojZ16bbqlngISExJMEYqR0pJjPNZe9c2OVHBeCvO5gNnNA7B3qiVCkT9dDrVy00H4vfbo+uWs9OtgRh48q3i/lcwDwB0Oniv/1p3VXEPB93EMU87nph4/YC3qFbgBgHezo19HV5S/bcmVVA9cDAA2gTdchSORq62t+LzHLTztjpSteIU6KjMQv+rcs0raocRoSP2qKTs3bQ0s5h7Hu0zRwHC/fEZ5mWUpQ+s5mZbE1nXCLSESgZzLeoy+B0WNj4UD2zi38Vaz5p2w2FR2gr16gpXAGh4y5jxtQ0lKenx20ZjgAE9q+ioEBtXDHX5XNEu4eKGFgibqUsUCzN7SsY8MxHINloS3f356YpPkk56LRE17I9Ah0ApnzV/Fw28bdJkFE1a1nqu4JYZcB28Z9biwhTNXg4VQHh446c8tOvGp+8J/iFlVX8hy/dE/Y/kBi9AqOsr5AQqI1aE4NfM2K/ybV+Dfks/DE4XAWOcsa+MMAWQP/eJHmW5Ay3Y1oihYgTfY7Ia8OAWmvN1ef/rL4K16cLYPHAnjuU5iHL7vu8/mw5hzLEHBQ/BakCUmkvxE4K/b8aBk8APyj7bQpyjMbX/7T7U08onrur9rzfboWzXyi0Tc4jtdVgPhqdhYsg81dv+ZT7uoadYS28gCTwD5VI5k6KeeRwwfEk9LgfMY+KI8n+h2dFSsi0DMZALArFVawjSslWsuXza+uoCa/qgabcdSLegTQuAl7xRUmcCdTMTm9S3uLBbo0c+6yYZQBQwz4Q2AlAIH1ILD8Fnc4MPyDeGsDdmncfJJXyv4arYFnV02mg2zKHRjDRa+zi3uLFk7iEa57HwQ7yUWgjnQGdT912jX/R9AaF7cjgbjo1f6X/OTXwEscb+w7A780O/XKxSu1zPrm52cujszA2OUbj8WqT0JCQuJwoJVN7BBpxOpp0vVvrz9MOR9smc72XYs7jYssAMClnoLQpZ+AWvq8qi5XCxm4zH+aCoL0HH4wm1m2KmyWvjL6jczC3/7pt76LHL7kuHue16YoAPCF0bbt2ADQZplrJ/5J9/bWz4z2Z/72p50nTrDXdAvdWlDjnYa9s5lbLGn2k6JBx3Vkwng1r7MrYFP3tdUVn5/resg8AUBRwPNA08B1OYc2ViuOPwvZLA6RvXMLyJdeUaG9HTo6FXOPKLdb6IZCt7a6ghwe09FE+aznX8gs3EUHOGKGlO/Fk5E3cluULBon9h7VNRA5F6bl2dQfF1YQgFIggWYBfyOnA/ZcbXWFtOKcoICsDaKomYrkDBRIhR5FZfRs9vZNdmfCEEMgfMBQi1raULY2w0clkEiQRoPtMsjdLHqYDzqDSoaO9NhwXRsSPkW/xp0v67RbgydSfyEh0QLsj8AvTRVHapJ3BvMzF0cWLl+9JmXvEhISzUXTTdEPCA3ksVuG5IKCulLWc+WdNMvEsnkcgnYG2fJgNhNNvwNAyXENRZno7Yleiv01TUjih589SLmcYj43vfuIO+gVupXSxv2erww9+uJ2Zzey93/U9P9u44u9rNFmmXtZo3t7a6Oj85ntrV/k8qMxFw/IZKqZEGnhenTjD9RcTS3dpR7dyMdA18E0AQAl38jbQVH8YvhqhzZOKw627Ze4MyD2XpXI1TQIKgXcviq5Aeg6tbUDXUeKG9r1xZTWc3lsFta583GtttgAAZcT5nqYR/0CuUtRDQJtBetrAOC7CZBOQSlva6IMNq6a+G1Ng7emIOqPwL5bJdnAVnm2DRR9oKAPAATmhcjefTVHNXuna+LDfBC0lmV6qOrnghHa6opa2sDIjpCW4y3m7nJcSYWs024NEqJXEhIScRD8eZQWsxP1sXcf8zNXRpTi1FLjA0tISEhUAZkYFlpTuXV6etZifHD6VE1ftNazd8Trfb0fnD5Fr4aDIMtWpa50Pf6MO1PM5y71FJDDcw3k0NYuyt7nyjvCqVLdPr3oYL0YbTe4u2YPPlMZ/cbHJ/r+9ZlvfWPzEQD8o6b/YGcL/Nx7LwD8zfCvIYcvqOrCnhl3cSLbNYEEJq4WnfLkeAJRX6wD97oK/quzy8t3eJ1doKoQLaPDTDjSOeyCdnKAmx6OEjtn2wbXJepINm94KefkgNPXT0rsOF90BLJiv1IgAmTX3EGq1dfW11AIgC9h4INL/QkbttNUq4Iauu7zWFUFTataQuA1oJh7SnmbXmDbQiHDAYHKBOiFe1UZPcvNQS1tePkOsKwwNoEIKD3+rJS3wbIoLS9U2uOI2Tu3mk5r0ZgA6TR65uP9BeYBozBKZuFux/QU+3Fj7uM4No6xG6FmPu6RQDRcp13Xp2QpuISERBSNEvilqeLF1F3uo5i/MlKcmJUkXkJCYn94ez222hmzu3W1SWsZhGZvhOY2sXssiOvczmKuvHP9Uen6o9L0w0d0p2hn0N4PG8iVHBcvWNBUUtezHweAuBvdrJAExNy1j06PFFT1/zz9a1+A8pu/+mX/lw8BYC9rAMDfDP/a6bXPNzo68cwCI/snEAVCDs++oswBGUgyA8TrOINDoSkdACQ7hytKyNMQto18m8zzo23VIS6OsLuL5Bb75MVJ0PGz2Tu3Etg7+1kv3xHdEGdwCPPw7EHcH211xenrR4c/oq/RTeA2E/eNW5pb6Hb6+qvYOwMv30H++f45uo7UHQDwV/8FoK2vpQ/WNAz308VoWIQaxWVv31TMPW19TVtd0dbXfC8GAGfglM/hmVoGL99R9Wx4ni+nL29H3RNpIKevv94a8gRw3BujMBQ+0FaqArX4zOPEWFqeTLbjiLpZvLBz6RXhW5h7b6xFuVm8kBAX4EZpbAgJCYknG41J6JemXonNvY+NXX75jZeew18+ef/N92bmhafOz1wcgRuLsiReQqIKR0UKfkjQgCn6YUArm9gdTmChu8/Gg3Q9yelD4/o8zJV3MBvPttyjjy9bldF2g/t4StTrRyC8a8tWBfpP/pVVaf/GNz8NDv6r//z+Z/1PAwCm3+nkkutySnmiQMgbOUEy5yueMheHieWqxmaxp7peVwG99Dh26ndxO3eeZNjI+py+/oR24gAAdgUl5QCgbG1SsXQUTl+/tvyLuHfZzuQo1Y4rNLDOnWfpEIrYOU0+XQ2DAglRA6evH8kev0YuO41HDCOUkbPqescBwwAOuo55Y2ylHjcBfj61bnq0mMJ79KWwURzOkNoT4HFMv/v5ebTiC5rkIXzlPC5KUcA03b5+J+YZYBvXN0sXzXJv3/iQIju27c+Z2WzcZHxgAO7H+fxziOv1AAdTpy31+RISEvtBQwR+9h0xfR+7euPaZBUhHx8fn5yGpdmJV4T5esnhJSSqkL7hlgSkc3Rnq6wPG1rZxG7/qIvuCsvXEUTIhe9+7d4iptmvPypB0FiOZe/sx1lKD8G9/sH2zo86Uk21MT8C7q6VHHcw0AsQ/v1vvUQcPg5qacM6dx6Tsay5NwvW760uID+MU54jFHMP5dB+xTsVdQMAANWWsw3VkXUk9JMDAHBdr6MTMB2dzcYJrX1oGpnbRaeHH4wWWgtBVKfz3bei59PVasY1/OZ8g0PROIVntLFEMXZpaC7AwbYxqEFucDVXhKjppkaxBnL+V3qfgkqV1kMtbaD6nTaBOsNhI4Cwbt+A6DPjGW0K7IXd/pju9MB0HHQL3Ql97BoDu3Z88CgWw1ktkg4CJ0zlEh3TUylnldCt8CDqtGUfNQkJiYbRAIFfmnpzJnp07PKNubiGbsPj03Pea2IWP3NxBI5hKzgJCQ4JDbeQlshUPIcGTNEPekoN4HDOSoi66G6CjXwce8ek+mi74dfP5/1LEXPG7wj2lsOLcLQZAIr53EcbpZQEHgA+OH0qTcM5LqrC3rW4j3/W//Tptc/jrknsAo3BWe7BAfONW6/+GGuA64Jb6FarXcoJ1CLe/13XWdLLObSzoObz+CtPRHd3MSigBAb7VblcEWvFFvRxFL0urgsAuevXkLxRXzQAvqs8S1+FwCQ8ju67uwGAbSuwF2bgXReyWerK5ha6/cQ1NZZjEbB3dl3pF4VxE6gW/LOdC9BNEJUIeNM5+JJ4EcVVSxvgumCaClHxfIdS3uZ64LFPC8ZcohL9phNOY+5j9pqseD58wBC6zjfGM/eA6ilSk+HWmAsiMChwcH3UJCQknmDUXwO/9OF70Vx6AnsPMDw+Pbd4dUzwzsxF6WkncexxRKXgjxF1bYjcvaYgvf1e3MM8/fBRyXEXdk18UU042zqO0u9QbWSAtHmit+dST+FSTyFuiO93F+ryLzwgP4K/PPvtf/9bL7VZAuM6zJTiX+2Zhbu+RDkGWFHcMT2lra9hbTzWlqecRpgUtW1la9N/lbd9FbdpKpslZbMEpokO3vTBuGp8s3ghECf712fL7JWTT4OeweG4mVBlcnSGcZJyjDLEZfu7Xvrn+KIjyPf8+nM0mcOXroPjsIllGjHu4mppA3ce1QGe0QaOQyXibX90te2td9v+8I/pIv78RUXyobSeWZRntNVVJY7zYR3pgDER1JbvY9BBuI0+8Vb5v/ewJgIAIJv1+xHoOgSZbXQQIB8B+gi3HAKqRVKWdqdE0tUiD5jgSICWGQc2AGpeSC9g5CQSEhISQtSdgRfx97Grr6XLoA9PznnPTUTt7+avjBRhcU42l5M4pjjqUvBDAhRX06+D2cxRt4I7hEjTXx1i0vXTDx9FpfV3dvb6dI3LyQ9mM3QpItgHpLnYpx9B8pT++sw3Tq993r29hb92A0CbQYJeVosuNHsjUTTm4dmTk3PIELBKHEstbTgnB9gh/Lp3TQs/oOtYPQ62TZp2vzvX+ho2mSeBcWX0LNFFX6iv6wDgrX4OdkWpWOC6fjra8zAZLiyGp5wwe0FCtEUZ/czy9q6X/nn5//hjAMDohng7FAVcV9nahGyWlPnRFvGAVGp9DTvM4877C1QUAGj7wz9mT25/483dN9/wTfKonh9rxRHVuXc2S5wy2YvV1zhPksrTMrO3b4Kub736Y/y18923uI/jlrIxF5oJtXP3jDbFNEHTfHKu62DbUeGGZ7ShqUHcJrMNEaX8Oz1kHzUJCYl6UTeBX7wX4e+X36iHeY9Pz90AIYefeE5K6SWOIZ4MKfhjR5UpGnMwqrI+/DjMRobp6S6rTudiKwRs6l5y3NJuVaba5/l5/1eMXuHPeJ2S45qeZygKnhkN1tSruWjYjyC5suAvz377X/3nz/9m+NcA4EGl8i+6Cw7zLsuRsISY00jH1cCjntlvq84qt5FFByZt6GZHo4QqaMsCAL8VvOeBolBnbzBN0DT8iH8yJjZdVylvsylWqo0HAPSB94w2RdMA2mGzBJ7nBwhQTJ7NQtC7m10+hieiF4RI9pUl2yx7R+R/9/d+dekV8k73C7nZRDHmnzGsgFp6266cE5RGY+Idf8awAl2KY++I9jfe3Pvxq87AKa+roGxtAgB4HngemCYYBsfe6crpfQ1Y+TdK5dl38frovoYpfW19zXMcjezig0GrvN8AwLarcvJ0p8CXDChbm1pA1PGJQlOD5NnSEytzyBISEhIHh3oJ/NInC/yhyy/Vy7rHp+dugHKRr6SfuVg8I9PwEscOdWl0pRQ8igRTNBRjJ9RjH0IcCSPDlHSX0vV+U/dqlk6d4dZtBwD6dI19Fw8i8BavVOxOVQUA0/Po5JLjjrYbkBisSRkQaThKklxIj4Z2H3+l7190x8aSiJ1yLusse8fK7fA90wRFAVWtkjTbNgryMYdsFi8IHN3M4C44wQ4TkQty8pSKp3wspmoZ9b7PKjFAgENo62uQy8Purn81RcEhiMSSBzurDoiSUn8ujA+8MFXO4amnntr7/SshYca4Btu2HXuYuy41e4teBKMJXN016hHyv/t7sWNns9rKA2fglLa1CarqO/Cbe2BZSjAHLCOna2JoIHlFELFwY4MLLNTSBt5o3Fs9k7ErFah28ocgghMqJjhHffSZp4PZLCsf0FYeeJ1dfBQgBgeUfvc99tN5IrDtD5vo+S8hISFxGFAvgY8m4MfOjDQw7vj04tWFEd7MXqbhJSQkUoL4UoKlOVQbmB9yHC0jwzQzwXO+dm8ROTYLJN53dvbWbcdQFABYtx2WwxuKgsEXSrkjy8TEO51c0FS0taNgzQ9yfOyjBQGR5MqCj7/S93fZ9j/rOEFHvmdbv7/nl2RvffnlL3L5uxt+2f+pjK8m4HLvSnkbZfAA6AxnhJ29CLqOKnH0M+uYvovaabyOtroSknYWeJDtfGaa4a8MDSYHdW11BakOKyJw+vq17S2wTH9KngcAVSr94AqcPJs6t3Hzovx8WDsQU+aNaPujq3s/fjWMR3AcPpslDi8kgcio2UgB1Tgksffg4r4gglkpBNulmHthwTkA6vNrAjPqpFDgjNYJ1Mgd/fa09TUvl4eOTggc5lVmA9l6BzaE4Rltir0NUP0YBM5wirmHDQXU0gbYtmJvc8l5djKo+2iKJpx7JCimo62vCeIvEaMBpoTkbprhpHWchITEUUH9JnY8Rp9rLGU+PCn0tJOOdhISEmnwel/vXHknZYL9SCgXnkgjw7fXH0709gDAslUxPa/kuJh4R0pve54R8E/U0nMfv7OzN5jNlBwXpfJmcD5yeMrh4w/E9mnouMQ4643XFLze1xvn8DdX3rl25mz7N775G1+sf8+28AUAFztOAMDDL774m+Ff+/Lk4KlMBl8A8OcbJbY8Xi1tEGPxjDbfSg0AXBc0zVdr2zbYNlgW1XgjsB2atr6mLf9CzN7984JAgG2HKXrTBMvy8h3sBf0+ZPmO7J1byC2xIB9fsLUJhW4v3+F1FUBRQNOwtF4wIJNY3rn0ys6lV+Iy0qzdOvJDrHgXou2td/3sOkvwcHOCWgBQVaGjHusyQMNBLfa+92+Cd10XslnektC20TIQXwDgGW3RPL8QKEzASgrF3EP2XqXCAAAAZWvTfzYYeo+nocO8srWJd8ePm2Bcw7b5KAZepKuA0w6fqMCMwDPalM2Sc3KAjP2Q22srD/wHYHWFvVn7h1m8wD0VldGzoQyBVRAwy+HYu7Z8f3tisqbe4Ylh78bcx7nr1+hVl1eihITEUcH+Cfw+MDw5d+Ny5Oj8lZGJ2ccwGwkJiSOGNKUHmH5H+4AWTKlhpDcybM18mgXktMV87lJP4VyubbTdGG03MOaysGvq1e2yTczZAkBAy/t07XZ5F9m7C2Aw5xuKQudjHh4ABrOZP11bh1opcTiYgAhm9efKO+wL37r+qPRnTw/9x2z7f1QzN21XKW2cXV8r/vp3/5dvCXqznMpkHn7xBQUjMAtK1mteZ5fPrDDVrGmA5E3XnYFT6BmeWbiLbM2vWrdtQWdyDp4HlsWT/Gw2Sr999mvbWPLNslPQM7C1Gc4zYNHYlgyZLc7QbyTOsCbWjjuzcBcDBKzdutAOIIqqSvUgCe/lO7x8h9fZ5XV2YSU8xzPRyB2q7fcVc68Ge3/9d8E0/QBKNuv09SvlbaevHxdLWn3/180SWBY2AsjOf5xAKZGDESNllfBYhoCRBbW0oa08YOvS/Ruxu+sZbdrKA8yc+2J4ow2I/2OvOJxVcF8AAAzDf9hwu/Id2CoPwO9iAIaBV8C9UrY2/Vp65PknB4CRDDQF0chO2AqeqgAYqT/OP1SdBA8YNl2PG+WJabqO7QadwSF60UEJCYknCQ30gW8qxFJ6WQ0vcYxQl1O6tFVZKBiRAAAgAElEQVRngf3GEyT07FsHmr5G9Xtm5ZcAUKlU6tW6t8bI8LF74xXzOVJMLFsVqn6Pgk2t51U/wZ5VFJPJ2EOQhyctPd7uoTYDR2luZ4fGCum/9fN/oBoBAChkjcGODgfgz6wTADCYzSz+Y1VC9UGlsuk4APCc561WbAAY2viCrMhCIkfGdQFQYE+/kgWdW+jWVh6AqvoCciZEIgC+SwJ4/AFT6LrOJmz95uGqWtV827YhkwU9g17l/hww0OA4OFvFsrBQHESV7dQZmzvuDEL2zi2229zev/k9oaUcou0P/3jv96+EQnGmFz0AYJk6S+ecwaGdS69gGTkbI0ibe0cEJBa9+nxFPTJMFDiQNN22vXyHtrqC5nPRKyOfJOE31+Hc17RjK4GIq5xi7oGiYiWF74lQ3iYxPGbRwTCEWgPyMhCUGDiOn5wPTvZjNOy4ABA8e9SwYP9A7k0EG80OMwt3/U22LNqEaO6dPvXEN13HbgXCMIQzOIQLb9YdkZCQeOyoNwM/cobPFix8sj/Fe1wa/hWppJc4HkApeJoz58o7h6cE+pAAU7tCh3PKvR/0HDArXsznvt9d+H63P2JdqfIW9LSnSdIL6pxkU0A3Czm5IUoLo2CeNPP4X6TufbpmVlNQVniPP9zfMyF1qCulNKOx3Rv4b5+giACXgytCpQCWEixbFf2f9P+vXV/B8xf29gCgS9O6NE1XlLymZjZL/6hl/Arn9TVs4R724qY+55rm5Tv44nDbBqyLhpj+5HFAE3WAkO1zhmfI1lQVXNfPxGIW13XBrgAAdhpDHuh1doX6fJQMBI3Zo0ZumHkWkhDyJCNH/QQhPQC0/dFV32wfgJXxK+Ye6DrapNMLANiMN6J27p2DqlJuHLvuoSyC9eEHCD0FkMN3TE9xIue4HWCBCfakE1Cmoet+5XxQQaCYe2EcgQEKB/Dnqntq21jBQeyd3uK2i0wWcQeyd241S8JtFi9E8/B+iEfXvc4usCz8XuCUiL3vXHqFo6xPcNP1ZBFBsgBBQkLiyGH/Evr5e4v7vcT4tKAaXirpJY4P4qpnWaRpSX1sgR51y1aFXnTw/2fv/WPkOM8zwferqq7qmZ6ZnpGHLZqaEYcxGcfeic2YSCRrJMu+wDlLvjsZt4JB7CJWDpcTL8BZZABHhhHnEMA2Aiu+jSjvwRgiuVvZQcAzfICVg8XFZr227Awt5ZYxk50T1iFt/hhqlh7SmumZ6Zmu6qr67o/nq7e//qr6x/zgDH/Ug4Yw011d9dXXTVLP+z7v89xS7OSU9aZxuy1Sn1Qv25ZOyEMp5xuhL+V8I+QRd34JBFhXzgP6r3NBY6LopWfpO6DzH73N7d4LCzc/8JOfcsqdjrJtnVurkza6f0jG/zfZs/X6UKvfGxENh40967WaZS85rvSKHBSXOc2eTudWlJ73p3P7PRNZHJiCQCdvcXk4quyNKnvJdWlwiPr6VIkhDJWMHIP6RIrKQnDuedBa6xyvMwmBdlo3wFv/4uc7rL345ZcoCFTpIdGxY6kZ+vnxiY313tO1pyS2jYiifWPq48DVU7HworaK/RQry7rm3Jt5jdfWYV5AaeM1CUazRhME1NdH2ki8+uCiiIjgVG8kGljVJaPEw59ptG8MP2MOny+R6QIId0PeZKu6tI0S7jT3jsYnVp777Oqx4yuf+aPgoUdZPdGZlqMcwI+7oyndS9EHffgdWU6OHDluOTYqoT/4y5NErYL3U98+M/3EFo3jDx6fefXNVLDcqScFvZqb0ue4J9B5ZHdDUXP3JqZK/RwbvmO4I2zndneR6Uvjk3rpxtv4teLYEJnX4piI9hUcImLZeSClJ0QoZSmxFgcl1nXpDF/KoyPl/v7+Hy9nuKZtDpvbvZnammGqbwBFBzW6v3ffuaH7fvD/fv/8nmZC2PXSwN7aan8jmO8rlSzLqFmQEEqanqjEEVrGrAwTwoabWk83bFwF4824EJ+wWxh40/sd8uYgaImaTxbDYXIwLe+FhBhFCuHX6587UfyTF9sdX/zyS3qrPNo3Bv6v0za+Lpucd2fvRog6NZm50qjDWh+2/0KQlDyKb4bYhaHw64MvfXnluc9SawlDD9IzgR3mbwXXBaCM4L1i3z6oHohIC4THVuAjyBxc55dY9aC+YFZG70ddLhFlqAvNXcYk9rZIuCGD3+hLWwF06fzr7alC14s+nRGNT2zjaEOOHDl2ERvuwKc19HTq29vRKX9iOkNJn5vS57hX0NnF+pUDD+bi+TR21z7gjrCd2/VFtpsQAbmFkjyUcllj7zosopU4o52Ot0NaH2rm9qcXq//m+kItjrelKrG53cOven2hGsULYcSPMEnCo6Qh7wnx+49/jIgO37iOBxHdV19fKyjSy8c3YVmqAcv+6qBVaH3XVuEh3zzeCJzrBTghXwgn5+6r42QQuZVlWlqkOKYgUG724P/GkYkmHzZ70fjEwPTJriQEFgD6JDwM+c1Z9FYUX/gqJSZ/oKx6b9YgP43Jw72wd6WNZ2gmakREQkApQI5DnkeuS57Hjff0OANuKq2lp8R0vUvyuX71pHSiuu6oFFiW4V+AMDkcY9gN6IelX1IhCG2WQWRye/6k7kQJ951iCLehjb3jPoUcOXJkYsME/uDHP5lm8F/cFpKdqaSHlD7n8DnuDaRdrPnJHGnson3ARm3nuh7T+6V7P3h7F7lpZFamxt3CuFuAKX3JsoYsq5TV1iOiQcty2mjRK45dcWy8Eb/CxA7PnF6sbmXZm9s9vEs3ZQDx9oTgBxHV4hjT+7ra/+X3Hn76g7/50d/4yEd/4yO1KH7xXe8pRM22uSdE3Upa+kytQZJ1XT2HqGHUGbyd2++9c3hdz5/YjKteLkPjosr5DMl2WB46z+D/BmsNQx7a1x3pOyxHl3DjB6u6xHSxC4f/kxe5HZ0Wz+u/Dn3i6Q7nqX/2ueYEu1dkC3Tz7iyLB8jVzYI/p49MgDvK3AF0v9PzEUSkPln9nCi1JMFyOhDYbi9cV6fi4XztKs070OYUzMVk6S9QC+CgO37oy76DJNwdvBhwF3k2W44cOXYXG5+Bz2Lw2zWvnm1oR6eePJT34XPcK0Arnh95470zdss+YHtt525RJWIHvPF6RFpqziwXpm5l20IyPHNaiMb3FZxaHFcc2+C6jGoU+1Jinhz+9pfrPk417hZOL1a73leHuZXeb5AP1t+FxnumUZ8jRC2Oa3Gsa+N5K/7o4uzMOyoR0XWvb6AR8GHVgssT3RTHRmO8hXKDNILfSqm4PbvT9YIoUg9chbX0RJT4ogdHHkaruelbzu16vlAUtVObM7vjULROyxmfyDDS09CFw3/hK+Q4q8eOd9APd2Hvz3+apJSlgWaiW2mAggDPYNpf1FbFyjJi6tTbEic5sVxVwoT2swzR+EQ65j0an2hMHubpehNaOoAajA9DcgrqK4FHFInaKivnKRlxl4NDVnWJQ+l5/9F7byuICEPkHTRT6BBSgOkALVYQ19LF+ZBwd9jk2wS5IVyOHDluc2zCxO7g8c9na923pVH+xPSFLA5/9sShqWNn/mnr58+RI8ddhs5T3HeKfcDdbWSYOSFydKQMysrJ8NyTP9JfhANcNYofKvWxL32awzO9B2mfCxq/s7fC1QHdMC8Tty7ZAf587dg7/qvfzOy6zyqDX7vxcyKyif6vsQPLBXewEYRSwiNAOYoTkWWRlGTbTSavjVWzploOlTesnGcIod4LGp+M3INJQv2u4s3DsEkvdck9TqL/2r4L3RWILm95qvVU3Tl8e3Rm7+tf/Dx5HglhZKfDb7+pV4f9O3rUQdBSZIEwAbUMXYXeegtRZW8mOVQcnmsEUYR6SjNSDh7sQUCOQ4FPROpylkVCkOPY166CUesOdo3Jw3F52D33Ogbd8byhnNdb8VZ1CV+tpstdZW9TtK/P9mtvL8ye55u6/alvbgiXI0eO2x+bcqF/4g8ypO509tSTh8TUsZMnz1y8uBUmfzBbSk9nTz154lT66Rw5ctzbuGvsA1CJmKmtnV6s8kNv7d4RlYgOyJwQSWvjgck+byGM8CqoO2i8zuHnG+G+goPniQg58HiJ8+rQh8+8BJ5/6tJVPLZ3iKCDEz5s+YjIIgqkDBNDO0qa9rwjEdG3H/yllYIbEw2Hjb7A99fXiRIaDPaOXreeUgaT85VlIhJJ6PoGwLwdHXuOlEus77nlC2rHAWMJjy2oxeCN4JCgrGGod7A3BHvusqitUhiKlWUKArSLmzp2IAzrnzvR4SR79uzJfL4ze1/+9rfAn8l1pVdk4mqKzHV1PT4XTBAQkeHjgNkHPGBYkNxFZhMeaEwexuy9HBzCnqsyTRg2Q+BahRJERFGk2vKuqzIIidjBDlcMjjwMa4DgyMPp63JzHm/pZKrHwwIJuOHfWV5x+2CjhnC3eDk9occFb+LgHDly3LbYXIzcweMvZ1FsIjp76sSJJw8dOiS2pHk/eHwmk8PnyJEjRzbuAvsAFBrAQvlBRKDxd1AlogOMCZHJPo+ZtoG5oHGkX5EBdOZ9KfEDuPFCGJUsC713dNqPjpT1Gge338fdQrq+M31zcdwtGNHuH/jJT5nPz677mx4rgLCfiFY0nbwvJWTz6KUHmpqdqxh60z4iKlmCiN7qL1lE/zA4/J/LIz8Zvi/aNxbtG1O9Vh6GB1hgTyQHh2RpQMWwbwignRihb+3egzAjJ4wSOzTSEssoDCnwKQybb4QOX0qozdtds0NkGiUybCSry8EhvY/dlCQk9965D29w+Gh8oit75xVGlb1wleNX0fdWa0jkCcKvy8Gh5AIRBQFJ2cLh2VDQ89izgMUFmU14e+4ymuQqpL22KgeHVPh5aUCWBoyBc76QHCo3VQ+JdyDOoHM5tJQzE9eJqDF52F64Dl29LrZXwFfRcPIjEn6dP1b04VO7e9vhTjSE86ce73El9tzl3II+R467A5tUstHB4y+/+uYhM/dNw+QvH9zkqZMLzFygqUMnznY/NEeOHDkoIcA7g+21nXth4ebpxareSdZfBY1/YeHmRm+w83Vnamv6hbh3vfM4OlJOL+boSJmIqESnF6tYG5zn54JG2bbYy71sWyh5qOM1IK8Ob58LGpwyOFNbm133j42OGMfzkSD2/GT6zGnw8VOlfm74g4qjwb4cx54QjsaHQykjIpEo6qk1Gy8i4on2N0bvJ6L//urP3uovlS1rtu5PFj3V5WYqyKpsy6J0BvhGAc08YuR4pl0I0EUisheuR5W9SrZNROD2HokgoLAh+0tiuUqe19Iej2NRW9U5nt7Jj8YnrGoGwbPnLnOvmDXeSIMjy2rqC/RQPaLO2XJ79uy5ceMGfu6RvetA7p1VXYJoHJuAsXBAveR5ymJQtwOAsR//FzF7YUiOE1X2NgPbxieMMWzDVS7aN4Zj+HmrugTNhYqsU9tnC7/eImt3HB5ZN+6LM8bWjj6Tjk8LjjzMS9Kz5ZSVYGoygqs8DHYr7AV3RH7b7YO1o890Vf7bc5f1/IUcOXLc0dgsgVdK99l2DPuR9x7a9Jn5CsdnLvzysWeePJWT+NsFLyzc1FtSU6X+u6AlmCPHJvB8ZbSXjDHqYXCdz4MpbkCfiAal3EQ3uMMiQVaZtM8FDcSh7ZZmYarUP0NNDj8XNGZIjQwwva9G8TgRs+vpm4vt5Pc68PZq1AyWmwsaBnvH+XkOH2wfVBwKfJ3Sp8Efsf43JOfbE5EvpU0USGlpdD0mGrKslThGK74axczef/COCnrvOv5q7MDjby8Mr64ME62s1YbDUJYGROIuTuwDr0HUVpUtPCvtewG7xxOp0XdSZmk8/W4vXOc2bNNuHe+NoiZ7d5wWRTezR6+ot/FBiVePHTdIiD132Z6/Ro4D3s6+aFgDMZ9HPrnmGydLA+tf/Hzf57/Y7hbB4dsp6gGdvTP5wQqj8Qmiy5SlGlBLBT1OMuFbNpZImRcAQUCui62A1DyJqX+cd0NPg9fT3aLxiWhce1XKZvRAGKqffV/90APsuctIU28Tq95cEi9VafJTvffMQYnMaLo0tE1uefLO5Z87UI9IF310dLbly5Ejxx2HzUnoFQ4en5EXXnw2S+u+1QZ8coUnpmcuvJp5hRw7DYQbG4rT3c24zpFjF7F127kXFm6CYHOTGQB7h1CcafZc0NjEH7f0IjFjr18O4nNKIs1vXZ5cGnqjm5Kb1WcH+LCjI+VjoyMQ3vPwvH7w9M1FuAb8m+sLhvn8VKl/ss/De4ko3VHXh+dJG5uHvL+zE57+EcOn4OhIGZp5TwjE1Ot9dWTX+1LiX99By7KIFsIISnu88S/e8/6Hbv5cv0o9lpWC88bo/T8++Cs/Pvgrr+x/lywNxOVhCsM0e2dHdKVdRwu9dys7kEwI7y2Logg8nEfQreqSaq5ifpu07DqnuY1KWO66LepxxzFE+GDv4Ga6v3dh9ry9cF2pvhFuv7IMN/VmunhlLxHBnk1xyCCgRMe+/sXPd7jLDbF3Jj+8wsyh7ownmTzrEQDM3uOYpNS5bsvdjU8UZs+7b/ytqK3a89cyHeYoyYpXlQK43DsFpZwnUn3+1upGhxvvDHxM2AFdEKGr9/HhZs5ECL/embjelfltO5Mn3278gZLyUy5hyJHjbsKWCDwR0cHj0zMXLrz67CMtJHs7GvB8hSemZy68ml0nyLEjYJqRfmnn/48/R47bB1s0wMcBM7U1vRPOvXfDsA00chMc3likQVaNXzvf0bbj+cooWHemgF/PgYNd/AsLNz/wk5/OBY3Ti9WFMJpd9zmLjrdrougZ/J+RGe2eeXWWPLCoPtMJT/+I9b8kkfGuCwTQeLeJBJFNZBPtKzhl26rFccmyoK5HrD3e9S+nPsocvh7LYqohD6YHMsaz6NR0knNaeLvefheiJXCuA8DhhSDfV0PdydS9MlpDwHtCsNUAvFck2ybfV/1/31cGePoawpASWTjTY+5Sum/8rfvG3zYb+4m3Oab67flrpimaZTUHyMcejPaNsclcZw7fDuneO5OfDjQJSzJ049IrNoMA4A4ohNpYqBs8z7B5b0weBo+lxLgOrgdRZW8nKzjPI88jy5KlAerrI+6KczkmDElrlXc2HegA7AAeK899Fn54yiHfr6d3QL+1di8xdj2/bXsN4Xa+HsEVFn7wk7sFbAI/7sQSTI4ctyE2L6HXcPDgE9MzT0zTxYtnvvOdb7/5zdnZbWrAN6/wxPHpJz7+B2f+NBfU7wY685Ad/j/+HDluH2CEJLO81btyXqfQBusr29bsus/S+nG3gNy1TS+yXe9dxw5r6Tv3t/HqDKnNnL65yHFxRORLOd8I5xrhkJVd8mD1O7Y6/VeZXj0xwEJ6HqQ33q5/xEZpAIs8t1b3hPCEqMUxxt1jIkkErs4Hr8SxK0Qo5XwjLFkWfwHeGL3/oZs/f+2+SqXQ9l9q0DAolhXjxShyGKrmOVFTtg100NKzxrt5gZgoGaXWIL0iJq4x+q7e7ddJKL298q5D/xkqek4+S6boMVadkqaTVV0Sfl0NkAPazDY4PGbOreqSumXfJ69o8EPQ3dpXv1L6dCdbOwO1r36FEpYYjU9kkp+1o88MTJ/U6XRbe3YAg+66m2AUkecZ6e6sR8DmpE8DKzhYBvCTnAAnvaIIlvXjpVcU2lei2eoPQ2pNaDfO2Tv4jfpAfhodXmL0nt/WIyPdhHDdn3q8l2VQbyPlvdUjtrkx3mb8YXdw901D5Mhxm0DI3ufibhNcvHjmO3/6xW/Onj17lujZV+X0E7u9oh3GzZs72u7ucdD374LG9w//6g6vLYeB0dHR/CPYFWD4uVAoEFGj0ehqD6GLVphU63PvBvQW/bhb2By7furSVcMorvMf7R1wuMBfL/oIehpY89GRMrN33ihY2TlJKtu+gkNEy1L+M8/V3847lv7brF3zn1LVDVjfcTHF+Igzz4xqAtg7IIhcISgx5MP6S5YFpT0i8dCTx/Fl2/rWj757fk+Tlz5YKBDRffNzv/Q7zxJR/+mXrerSD4v9V/pKbGi331//0I3rTQKfbsKnoZurGc/ALY+b4Zi9R+h3ECBZTb2jtkoFl8KGuq7rNgfg2WyPzxmGmAIAXY8qe/V5bzXTjva+46QHqkVtNXjoUT5eNfP1SXgiOMPhxx45PJvbdUWa5vEseoYZAbN0LA+WBIkOgosR6u3z1yhplfOt6WfTJ8mb+eog8LhQf0kmxYKMyotfpzDUXff0025UaG00VPVx/cwFtzv/RhuzXdeZycN7NHLboiHc6OgoEa396/9tuwoBdyJQPek8k39LVf2b+98hfHY5ctz+uAMJ/D2PnWRovWvj+/v7ieh/Gbizc6rvdOQEfneBf/t7+Qh0vte0SW8DJKXhZ2aVm2DXPRbjgK4Kgq3D+OslrQ5AGBtz3SP9RTzJkekrcSyJWFzuCuEJMeIW4ijKLHlshcBTxz3J3NuXbrxNRCgx6M8HUg5aFsbd2etuJY7Hkk477pEX9syb5w/fuO7HccVxiOjS3gf+w+FfxxfAm3nt407/n5/74ZW+kp7+feQXN0pRqF+UbLvZAWainm65G7DtZkufyHAab0k+ZwIf+CQExXEzmr5VVs2Na5A63c9cJ8CqRkDm2HZTWh/HcnAI5B/n1KkjE1oetu/gaQf0zt4pi3C2GLOnoFQSGCuAtz/a8tA4WJYsDTTJNtzpk5+jMfNbx5TYuKi6ShBIbfP1ncQzykAhdU600zdKq9LWg4Y2gVv0HZhqj31vvkSHU22dOm7xDKOjo+HfnFlf24Ay8e4bUN91V/ycwOe4u7HlGfgcdzU2pI3//lLGjGiOHDl6ga797oq7Y2jFuAuw5bmgMRc0zq3VQWKP9BfH3UI1ikMpZ9d9ToC/1ghX4pgS9m4RWYk/HGmbyZlwO+/TMVNbC6VMs3esdiWO2dyu4ti+lK4QC6Ei2MYswMvvPfz0B3/z//lvnv6Lj33iLz72iS8c+mdg7y8s3PzYvgMPHzhwpdi/f73Gx79/8ReOlD93i9VCk8VRFLWMvmfOxvNS+eeU/xyi4Pk5pu7KM6++rmzzUE0IQ/J9CkN74TqM69FvZ6aqN2zj8jCs2sx+O7zrsS7dMy8pWNjz12Bux+/gk0iviOtmZKRvDR3Ct9mbXa0Zcegw/HMcxcylJN+nKCLLwjPq1jA4YFmw3JdekVzXvnbVKAqkI9lwUUQSiH0P6AtQboKUeBY4Trsm+eaGzA1TgGh8ojF5mB+9sPftxdYH6bduCBf/7ELXdern7P3gOwK9T0PsyHJy5LgLsS0z8Dly5MiRY5PYUAD7Lqa17wA4TO5If5PCIfgdJu1BYt7uCsE/x0QxkUWEqLZrvl8SFrW20FEs6F2AQFve6rmgwdp4g8NzxrsvJUh7KGVMNGhZrC/Q7Q/0+YK06T0RvfbOcSL61M/+MxENN4Klgrs3CosyrluWun8sQJ/BNhrv7frzBowOPH71/Za34+RxrKLpbbulf76yDD88UVt1z71OnLuGMDzI8kHg0+nlpIoIHE0vVpa5U60nouslAIzrF7/8knkvKezZs2f529/qpTfLvxZmz2fmokWVvVDCo9NuL1w3JAlELTsjwsTwz7ZbgveSOXaxsmynahAGR9LvGqqElrJFUnZJO8npKv0NDZnrK7lNMsy2cZB+7egz6Sn6u1Luvr3wZl7r8eOOxie8mdfuPvVBjhw7gDuawF88c+w7NH38XpuBz5Ejx62AHuJNqSHnWwd4y/VyZKbn3F2G9DA8OG1ERFK6QvhaKhtgJRyeiCRRLKkmY8qKi3u+Mmpo3XvXz1N7/v/Cws25oHE6qPI54TXIFYdQY8txwt4xuo9xd9wRVPQ6h+f5f7y3nek9tOIvv+fw8f/0H0lYw40GkShGERH949DI+1aW1OS5nkOeCSGak/Pq1FLxcCkxUq7850np58VylYRQLXF0j/VLtNrdi9oquW5TRt7KOdWZLUvUVmVpoEVFT8r1TZFbPaM+DCmK5FCZyaoRQi78ei/sHRj6xNNpIT2zODT2W/3eLrvnXofhnCEBUBsihLKvE6IZyR7HatN4W1C5aAecCvSeCKYAwq/DhU4RdXgT+HV74To9ME4pn3lEzaXdBNLZ7B1oVTtbOCO4XsdO9t63nTreVoZwdwo2VK+5FTZ+OXLcC9gogT9z8uSh48e312J+U7h48tgzJ06dffbV6d1eSY4cOe58gA4ZDO3WmbEbFzo6Usa8dDvMrvuYBu8ws73Ri27jwduFzDF49N7xTCAl2uxuFoeHl/uAYy+HUbv1v3LgQZ36pp35qQ17bzcAj7MdHSnzec6t1SmxqbvWCNF+Z66+HMeUpMo5ST2CR/15RoCLFMdGR9ILSOfhxZW9v/PGa+ffUSEi0QjIst6/+Isl1y1HjSv9pf31dUXLjVY5gGuxYzwfg223LDBk4sHyYLnp/W7bTZk9CgQY8MavrKXH7Dr3z6U0m/masz25Lkh4i1sekdGaJlIcXg6V0Yq3F66n28vFL3wl/al1wJ49e3QOz6RUT0Hjxjsctt1zr8OED4xaDaKvLMuhshIOcCGDrfVtm8JQUJ2I1A2idJJY96OKQURqT7C32qtQwtvXrqKxr4+121cv0zsfMO5L1Faj8f3UOqIfl4czFQRpWuXNvOaee535P1cx9Fb2VlrWm8tvMy6XLkZ0QE4dc9yeWFlZ2e0lKAwODu72EnK0xYY78G+eOCS++eKrLx9/YtdY/MUzJ5958kSeJrcT2ND/xH94+C7vDea4K4HGe+ZXHYFqt6IVn24FVxzbyJAD5hshzMkrjq0bs6XP2VVBkL5oO9wiBztjhemL6kQaVvNlW6nQKclgIyKjp03Jk2h31+OYiKZvLmIzdbN9LGAuaEyvL8IlzuDelCUBoDYbYnxz4JOPnz0hQMJRU3CEcISoJUP7uqI+TKzs8Otkn4fyAdZZjWIW/+sLSH9jP3zpny4PjYgolLb6Z9y0kGoAACAASURBVP0fRt4BDl+1C0TrGTPtPAavS7tdtyW/jYjiGOyd2MMcLJobwgwpqdhH9fXmmXV6D86PX9FLNyTl+tXDUKXT6eQWpQHjo0chwHUpCOTgkDEr3tW4LhPg8LqTmWEFb8S5BUceLsyeJ7qsGLVliXAVkwKyNKAYOGnCB7YGpGQbrZQhkTb533wVce6J3sGevyYHh8RyFcycIR6csN+aI03ggPEErDYa3/CGDEyfpJT2HlUMyNGNVvyGL7Cp/LZ0RJlVPd9uqGGHYf3SIerZxG7H5gty5Mhx12BTJnZnTzx5aOrYmYvbvZgecPHMsalDOXvfMTxfGe3RLuv7S9U/ntih4OgcObYR7dg7gJCzW3HdVw48qJ/56EjZsC6rRjGz98k+T2eYR0fKT126qhuzPXXpKlbLD36yw0UzcYvYe3qFU6V+ZrykVSXmgoaeqAeKaxPBcD7Sht4NWEQRUZj058fdAjbt9GIVtRgs4OhImdvaGF7gFADsbTorPv0NeWHh5vTNxbmgcXqxenqxmt5VL+muc8odEUWpZceJfp6IuOKABR8dKU/2ea8cePCVAw92LiHJ8vDE4i+oWJSlARGFRPSNffs/8+73/7e//vj/8KsP/c+/+utf/KX3kOuqB/fb0S2HxpsRhmTb6gGkaLYsDVAcK3IOQo4z2DaFDbKs5gh9FKGdrt6JRjroKNTvxpm9Igmhi8mlV2yq+jkVD7eAH8IQh8nBIbGyrE99d2bv9T/qFCy3Z88eZu+Z0WgIeONfmTTCMV4f+29q/rGl2BYGfsVO4r6CQAnm0ZCHoQAfHMcUhk1TOqJofL+at9cQVfZKr8hOcpQ1+t4BVnWp//TLA9MnB//Vlwa/8gVsbNpIrzB7Hru0LTZs7XzjdIC9ezOvtWP7vKqtr2crcD76RI9rsOcu50PgOXLk2Cg27UJ/9tSOk3iQ91M5ed9Z9Ph//N8//Ks7s54cObYRvXSkmfttO4zqADg8EVWjGBlpaNVyhhxp6m5+7wsLN9vdBVZuGLB3Lkl0LmdsDh1WeGx0ZPrmorEeQ4kQE0F8LhIODzbsCKEb98dEYEUDRluYaCGM/tXCL2bXfZ1ss0gePBwcvp1y3uDPT126enqxiqoKlwleuvH2ZJ832ecxXQeHJ6KSZQVSOkJ4Quj6ddQa+EPnGs24W9hQ2Sgc368nhH3mVw6TlO9fXnx3bfld66tuHH9j7MD9H/r4b33g0d/6takvHpqEU5ocKqs+MLrcTKfR4IVrvW0TEXzjwY0VD4ScGz9YlopqR4Pdssi2SUrVgW9lm+S6zYtmQQ4OtVBWoiazxeX4zCDGjiNqq1ibHBzCtYRf74W91z/7XIdjEB1vz11Os3e1rvIwNPM6rOpStG/MNL3n6Di4DNg2zPkpDFssA8DzYVjAMAwILQsFFDlURooeEcnSQNObILW8jXrI8Wi9shWET34YEvsUaJewF64XZs9b1aXBl77cf/rljca5G+hcC+Ab6XxHRm1lt9B7PWJHlrNz2Nw0RI4cOTaELcXI7SCJv3gyJ++7h53/P/4cOXYA6UHidrhFOWTPV0aNAhko3GSf50v5wVIfQtT4VUPdDX6+UQVB+qKMTLK6dXRe4WSfB8s3QO+9E1E1imFch1qGweFdjcPjGfAe3eXu3FrdE2JfwaHWnjxp3XgExf/9u9+F1fKDiAwxAooRlHK/mwsaFceeXfdhPk9aph1+His4SJUTREEyFFBKpNEQWRgnpOSL99Slq/xo9z2UpQGq178x+s4/ePCX31dbkZaNx78bfefbrre/vvb+laUrXj9GqX/r1x8H90PjOqrsjcYebIaNhSEFAXkemHxU2csPUFmxsty0xMNhmNn2ik2VOA6IY7SXhV9v0eqjXhDHYmWZ6XcTUAc07y1h7HgIgbJCs8uN0foEwZGHO8+91//oM+oeu/Xhhz7xNKigVV2y56/Z166qx/w1Tp5nkmZVl+yF69gilDlU1YO5t65lEIIcR5YGmkoHvWyRvn006qUkbPXgkHrRK4Jp4wdj/eDwiD3rUZ3OY/wg50TEBRdI+hHLp46HJ4Jfj8vD3OHfSjaYkd+G9eDhnnsdQv0OSns9kjBdWzGwA9Sxx3rEXYYOCYsGcvVBjhybhpDt3GizceaYePKU+eQjz7768vStm4m/eHLqUDvR/LOvyul7zYX+5s2dDjQGMntorLYdHR2l3VtbDmB0dDT/CKhnP/keB8KBXoTlm/5TYCyY88N0ZPaHMbzd9S46jHDzr72P+m/ojT1uMo+s60Arfr4ROkIEUoK6W0mn3Sbi5wGwdtcSFVsZCiCkjSfMdZ7MEfH4tcfBAdxO2veO6w4sH6hGyntPj5Fjt/nB1plnDOTrz3CxJvNv3fST/+O//faV/tIfjB18X71GRKIR/MPgyM9d7/7AJ6JyHIo4lpZ1pa/0qWuXiOi1yr7Hasv/6/nXo31jfBLmYyBjVnVJ1Fb1A9jwXM2ie54ayQb0fjKT1TBU9vXz15qxczDMg3E6bOrCsCVtrrZKCUUXy9Umy0UYWxiyE3tzC3C2bolx9c8+h4F5oiaj7onwG5KB5L7YOK0we97YruaOMdiHD/Z7pQHh15VZPbVPByDNsEAI1YTnV/w6LwNr4LgBONtxj7frkDmGBez5a9G+MbD0liAASjYZLn2tbv/oe2MrQE23ws3aeeZ1HXE35h06JNvduta38Q/Brpvz7wq6ftlu9Q5s7n+H8NntLnITuxy9YFti5M6eevLQ7LMvvjy97fb0uV/dbYRXDjyY/h/3W+TRnSPHprHDfvLbgrRCm1qd6sbdQqa6Ww1vl7qcH43ctKfdhhaJP/7MVHX22257e9c4HBsdOb1Y1d3Xmc9DeU5E4OoIUY/w0AiPzu3x9oUwYurOTzIxNrYuc4sM9FKMgJFBLY5LlsX3gmXMNUI842rm854Qek2BTRBW4uwkPEpUFUZB59LeB54f3fc+f12R24IL9l63rPvDQMSxLLhEtD/wv75v/28vvPVYbfmHxf7goUftucvNzm0Yktcclo7Lw1Qe1v3bFHMLV9ESl16RPFKUnkixerBHMNXWLHcKAtVLTyD8uso/FwJEXfHD0kBj8rB77nXFtNGaTrTcTF9bouYcp2tiXP2zz5GUijBrNZT6H32mA4cvfuErGY16x6EwbFYl2kDtGC8ybVbH2gE2DqAsJs+vGruqQXHX8rBTKIQN9beHLnpfO/pMB1qls3deuVqhNtEgVpZhN8AqABysnyrpPJs+9pkRdGngSITztVtnu7tAFQPfWKu6lOnYt8Pk+d7Mk8d3oEMB5a5UH+TIsWPYKIF/4g9efXY2S8p+9tSJQ7NvbieJv3jm2DMdRfNo/G/T1XL0gp2Jxc6RY3PYFT/5W4SpUn9XWp7pl94OW7Ti45qCLg04vVjlgfzM7d3QfM24W+AOOagsODxIryeEJwQy2JilgwjqlB6M+VojdIU40l80BPmEUXPtinwL1G2LeixGoPFesqx0Xr2XGNEDfAAWyfcL131JVI3i6ZuL7LenY6rUP0NK5I9Cz/TYwX8+97MbA4Pl0oDw638zdN/9Qb0urL1BXVoW2Duw31//Qfm+D1XffozoyXdUXh1v2pIb3Us0VKNxAskHC1VUDb13IoLPnKcy3pUfG7e4g4AsqyV7XDdg56l4SuLr4lisLEdjD6KmgMaynhtPhj8cbN4Tetylkf78p5vE2GDIYdidw3/2uYySBE/4d0RzkWyqT0QcrYdAvsyFGUDTvrZKrQKdtFaieWmvqLvEt6NVGPW3F64b26usEFrrDmK5Sp5ndOANwJ1eb/5Ta4Id0eX+09lEupcR9w5e+nFr1WlDJ79FuAfz5HHL96b6IMetRFOV/ciLF2Zuh1zzXcKGO/AHn5ieufCJbGp99tSJQ6e+uR0b2iN5v3c/txw5cqSwW37ydyh6VMJzWSStGx93C7CRB/OcXl+krZX5EKIGJq8T75U4xi88/Q7Ai14kLxHRoGUJS1Rsofv5dwDs4nqM1uvlML21bnB41CDAz0uWxaS9GsWQ+rMAwRGilJjbvXTj7SP9xfSlp0r9L914m8MFq+v+v584+F9f+emVvv7rQyMVkvWC6wkhowbZ2j/0UShLA1djKetrsjz8WBj8SXHgc/VVSkGP1I7GJ4guU8KIlLg6WG6R08MQvuBS4FMYsu0ZRZEyMA9DZbqWPK+E9ACOR+JA0tZGxxgqALGyDON6Ea4qzzyG41AYFv/kxQ6fS/35T5tPRZFi40lLvwuH//JL9c+dUPRb99iTEoUPqAnQ8ZZe0SSQYPuOo6oboMRpZX4viM3vNjQL7Q7X++E6rdLFFxxZJ6iumvZBIMKQWotQzaujQNOewOO68LTDheLysLEn8Lo3WvG9hMlhxL2dlj4an4jGqTB7Xvh1Hunnrd6QG3+OLeLeVB/kuHW4ePKZXJYNbMrE7uAT0zMXXn32kcwXz544JKZObsHZrqtf3SMvvnphJmfvOXLk0LAJP/kNmS/uolPjTG0N9untEss2gR5j5yghrmn2TtrgN8zhJvu804vVLTr2j7uFc2t1Zu9gtpgYd4SQrXQdB3E4/KBl1eJ42HFAjHVvvA7QRxW6Ap9FNYpn131Y1uF5LNgYAag4ts7hy7ZVi+NQypgIDvaQG+DJQMpASv34hTDC7f+otg7XPWMZFceuRvG5tfrsul+L42oUXy8N7F9fu2bZtTiuOHbZToalo5CiUDRUPJvsL8nysKguEdEPnWZzPtYoeppr6YepNHjmn9ykDXxyvaZtWzInD4apbPNKAyZ7TyCHyvDGjyp7mdSpMXI06tGv1ggnEUmv2IW9s9u8kVDg+y2z92FY+2qnHn7xT15s2u/DA9+yyLbFctWqLkmvSK4rvSKKC4Zhu7pxvV2vR8H3CCggDB1+GJL22RlQpnrjE7q33NrRZ2Adrx0XK3N7r6huAaZ6ac0/G+anxALpNcCFrl0/HK1y3W3Om3mtx/a4bh/YGeqr4ji4L5x/K057OTYEGBPyI3ety7F55PRdw6Zd6LuQ+CcPbYbEXzxzckocOtGevD/y7IsX5MzxnLznyJFDw+b85J+vjPZIhmdqazupvdfvhYPK9cQync71rqIHNhQ7hyMxbK8fqUe161QZh3UwS+8MrOpIfxFBejofdpKGtqVlwjtClCzL1g7YV3CWEo5Uti1/Yy6tLTDs3xH5jnsE8cbt497H3YK+WoYnBHrseBBRTDRWcJj5V6N4X8FxhBi0LNQpWGaPjr0nxKBlzTdC/UPXp+WP9BdZe3+m/I5vjh0oJgGEgCwWZWmAbCd8YDx65wPxUJmIwvH9jcn3i1bf8mh8wqouJcr5iXY7g3Z6U/utczzLosAnIhVj7nmKuCbR7sKvi5VlNrFrPtiyzq+DZSGTDL7u6Jq2EGAtPa5LYhzYOzZET6SDp32y2ygxROMTy9/+VoezFV/4KpEmdMfIgBBiuRqXh4MjD4MuouVrX7tKQaDb7KtbQDGidba8mW+fCdjvk2ra8wmhzG/XVbaqS/w5cj8cIeocEa+oNZZkWVitqK2qogxyBDIhBJdR4IGfIZZeuE7tiwv8EtPprpzcGPHIPAZVAzjzE1G0b4wzFOLysHvudffc68i9G5g+ucXcuxw5cuwUzhxr62h+L2JLMXLdSfwGMuaQ8t7hs3nk2VcvzGy/T16OHDnueGyoKa0f3C5QzTh+hw3wUFlAlzWTn2N4m4jmgkbvlQv80PugAZdF0j1qQ+IOczj8jCXhJBvVODxfGQUfRpAeJWFs+HnIstC+pqQDj5Z1nBjdwStu2HGYt4dSoo+Nh7Hs9AL4Z0OhQER4Ox8w2efhV9Qv5oIGp77ru8SddnD+kmWNFRwm83NBA2Z7zPxDKaPWGDygZFkLYQT9xfTNxYUw8qVcCKNaHGPHSpZVcWyk5b3tFT0h1tbWRb2OBxFFlftRdpld9/lUjcn3E5E9d5kfYHR6fFdh9rxBqzBuLb0ihSF5XlrRTUQIe2sK3S1LjUz7PqbiQeybD69IunEaUTQ+UZg9z9RU2Z6jW86T50HQE3vnJXEiHRHFMcT/YmWZiDgkzz33eudsOcXho4iiSLnKSUm2reb2942J5SoRKbU8j7snxB43Gzz0aPDQo02zACKSkiyLPE9xdeM70Mqio8pelVEHD4Is6EMQAD5HYwjcbI9jSh/VGXTgEQeYCcfhZaQF7fbcZQrDDuwdQB++K5HmZr49f02PsksDd8Q5fy0nWbiO7dqu3LscOXLsCDJD0O5pbInAE3Uj8T0GxYO8d1LNP5ur5nPkyHEr0Hk2fkM2bNuIVw48OLvud+iuY1C8x/Y7Kwg2NGjQblvSznBEZMyc4ySb0DhgDH523a84tv7AYQhOj4gsIotIElUc+4OlPi+ZGAeQsr4QRo5mgAeC3W42nheQqVBAzDtzdTyJ1rr+A3N4TwijWIB3IS6OyxNg8kzXEXdvE3UQDkAtz3fkJDfObynbVijlUmngxn3vuDx8X1S5P6rcHw+VwfPLtgVtP0s54qGyIXBFEx7tSp5b5l6rPX8NLDouD6u5bjRvwYfxICLXZTNzZTWvpqY9vYGsA3FozLjcc6+L2ioTNkpYq2rpOw7FcRfP+c+dMJXezIqFINcl1yXbhps6GsiguNIr1j93osOZFYcnUj1q28b63R/9wJ6/RrbdVMUnY/bkOGJlmck2KiMUhoohC4GdUW9J1qZC71uV/03GnnTj7YXreDCtbadaNybM2bZQnZNV/RyzBw6vZ9TzNqqhiSBj4J+I0H7vbcK/a2w7XsW3kb369DEK447S7N2qLjF7l16RpQGF2fMs9+hlqTly5NhpXMzZewa2TOCJtkji85H3HDly7CKer4y268Oj974rxvVPXboKKtvuADaE711BsLlBg/R1OzSx0yfZdo0Dj8ETkUgKB9wPZ3BbG4PoRORLmSbhlPjY8QLSJRvoINhajy8EKs4cvhbH4MbQwKP3rq9HfwYlCV/KWhyzxICS3nsoJV7ih5+UJJbb9EIrjj3fCLEYtOsp2Rx93gFP8jKQpcefNcTVoD2gzcwJZWnAXriOjDGdFzUHyDEQLiU5DpTz4JBQL4ORtnDFhNtzC1fXgasMcMfRCZu9cB3HiJVl8v0u7P35TyvOadvmtHZqtFvUVsHl7LkrFIaitkpRlOF7p6HZh4f3Pu7LsshxZGlADpUxYN8M2IOHX22VEiKqKiCUCPLTbvZg8rgL1s9HEbYiOPJwtG+MwpCn1nn2Xi6+nTkEYajc4TyvtqQ8rOQPWAYMDkirUOjWffgZ5RuitgMXYdjBpt5AZk2HND28/iTkGOQ4hjwEd5TZezc88/H9pGSWnms3OXLkuK2gOry7vYzbENtC4Ik2R+LzkfccOXLcHgB/g3AdD35y5wGmPVXqPzpSzuTwyABndXePCoJNDxro6NHdXT9JpsaBnfmmby7qHBJIE3JgJY5tIlcIRwhHCIvIl5J7y+3Whvw23UxuIYwgJocDHB+Z7r3r8/9YlWGPhzIKLg2h/kOlPhRf+EEJY9cxVeqvODak73iVLeihlnaS24SOIEh4fky0krB6XWy/r+CgdgCuzruhawH0oD7cPhFN31zE/rMtOWgzy9rt+WuZGwuwGJ4ch5IOJ7VSMoPIqeHkyl5+6P55aS6n9PNe0Z6/Bjv6Zg88C4p7w3AOc+86hzfYOwQCgJ5yhx5+exRf+CoJQb6Pd6mGsO+L2qqaIcdpHacZ/5ZWHzgO2XYzSy8NboNjK4bKjcnDwZGHQTvZOACD62JlmcKQVpbdc6/rQxAgusalDRW6EjiUBtRe8eKxAKQDgsxHEVkWBYEsDehp8DrsucsIIDCkAZ2RWXRIt/dZAM90nQ9ODw6QppzXwbuhZh9aff5y5Mix2+gqz76nsW0EnqgnEn8yIfH5yHuOHDm2C9viJ49WPD92MTFep7tIKTfYIEeXA7daQbAhn7z0wWmNA7vBEdGx0RHcDo+d4xgmxngEUtbieNCydHs2/MyMGgT7ehA4QhgO8A+V+vhdaM6DDFcc+9joCLv3pb8bRgGFs9+MHv5kn4f5c0S+ofjCj/Rp07vEMoGwjX6en7WSe0ejHm5/bFl/rRHivkDmjd67bryH/QHPf+nG20fOmW7h3D9HDxyUyTBXb0EYUtigLEYXl4dVRzcMwW/FynImrxO11bQlG1aiGBea/O1Rf/7TLQPkPPeebKyqNXBvnJSFW5PfIvxcCIqilin6FJQKIIooCNSYuhBqgDyhvlFlrywNNCYP86g/bpyz7pXJH4vtDYQhua4sDaAKsHrsuD/1OM+xK1V5YvInB4dkaYAGh1QdYWWZBQ5EREGgU/p2hZKMoXeuL6CO4HnkONHYg+3m2wuz59X3JDEpBJPvsJMAbk0/T7tLWNWl4MjDanXnXoeDA2WN4quAgB7APn85cuTYXVw8c2xKmOT9kUceyWaY9yS2lcATdSXxyJjLR95z5Mixjbht/eS3BV3ZIN0aBQFfaKrU3zVrDcywg6kesuheuvH2v1r4BRrglFQi0I2fCxrvevPC6cUqiCglxBgPVwgMwHtCgOKGrQltLGUvWqr/HCYta9QCQO/nGyFpPJlLIVOl/umbi12/RSybz+z2e0L0UkviXUrT+DAZg9dpPG5EpI4sWVYoJYg6RuJLljVoWeDwjhBQ9eN47r2D0s83QhgH4HF/HBLR3g9+9EuVscw1q1an45DWuTV5URyT07bWE+0bUwHveFiWYrOJVt9euG7PXdHzzDN4VxyTEB3S2pu9d/PyEffhFXGFW5vrmlcJQ9WHd128pbuWHmcWIsOw3XXta1cRSM5kW3pFOMA3DdXGHsRi1AK0xYD2QzG+euw4tc6xR+MT2Dp9MIGWFlX/33X5bPbcFXJd3DtbGxikWtUCLItcN72H0diDsjQQPPRocOThqLI32yVu7nJh9ryorUqvqLYxSf6jMOzQiuf1rx19hs32OrB3jDyo+Q6viDdmHt9OnJ+JXEifI8cu4+LJqTR3J3rkxQszL39yd5Z0W6Inf5GN4uAT0zMXPnHsmWyOfvbEk092ePMjL776ci6az5Ejx8bwyoEHuzq07byf/E5i2wsTz1dGeUuPjpTbWeJTQg4h7M88AOdB1lopEQPPrvucMI8zjyd2cefW6kf6m7QKnnY81l6yrJU4HmwVQnMfXljiSH9xLmgcGx2h1sg9IkKfvBrFOMY4w1zQoFL3nZns89KD9EdHyiidZH4Jeev0XZoq9etq/FoS/+Ykk/D4AaUCiygiEkRR6viwVUvvCrEQRng7Nq1sW7rUf74RYh8YwveXXO9967X/ffSdRPSHC9e+VBn7YanZS3+stvyHRJiBt+evUXmYMD+cUEcV1d7XR1nAYYiC5/R44dfJ95UKHev3PEpYJTzt8HaruiRqq2290BM0e++ZKgYpybZlaQA0z6oukSb152w86RWb7miWBU5e/+xznUbu+XJg8npvH/D9OCvprcVNIJmQJ0oS5iwLknvMt+PgdFK6ove4PrbUcZSnPbY6CEQQkOdhn0UQ2MlAOKYSiJr2ddIrqo9YiGbQHQwOtP52ND4RjZN77nVugwP2wnUKQ0g2rCTlTr3mOBSGIlylFM02dO+YSG/nw8dDFoZHXS6Az5HD/sF3rSuX+Nd4/4HoQ7+5i+vZDC68edYkj4+8eGHm+EGiDaeT3824JQSeqBuJz8Yjz774ci6az5Ejx+aAWet2HH63/ORvH2xi0EAvi8DwLNN/Huw9Te/hY4edP71YrUaxPgpejeKvLPxirJVJjrsF0PVza3WYpfNFmcP7UrpJLLxOXNFYfnRo6Gfa4Dp49VzQwHshIwebTQP5fHjL7LrvSxlIOd8IocnHYsCB0dsfdwtsQzB9cxGM+o3aesmyJvs8fcOxA5Tquh8bHXnpxtsVx2a6jtY6JaP7HJsXEwmNxlPC8ylptpe0igY87aDnx+3zDvhSmuw98GVyKnD4H5aGHqstP1Zb1g/72IH3/rvqklVdQpOcm5+itipLA1Flr9HO5Z4qNMxMt8Dx1HQ6+6tDtR6G5JH0imJlmYerWwaYdSu1VrTtveuI4yZ7Txggs0c0yVvugrPupezE4TmgDj/jXvQCUxTZ165GY2b1EFF5cVINoeTqxhABqOza0WcoFQLHpuvNlD7dsh57xXuit+U9UnTacQy3OXvherRvjC0D9dXqv9pzl1ee+6w38xp3rdXiE9PBuDxsa/UatZ9haJwZd+dPPc7P+FOPEz0++NKXKQV8GTJz77GZRJej8Ymu2XWkfT97OfiWQt9DIorGJ/TdyJGjRxS+8efx/gPx/gPGk43f/t3dWtLW8cizr76cK7KzsO0Seh2Q07/Y08RCPvKeI0eOreH29JPfBLZlpD+NzQ0a6KHuaB3ryepQpLOpXvokeC+4q0H+fSkHLWu+ERqdcGjUj/QXdSt1AJyWs+WgHtcXExNdrvvGYtD8P9JfhBq/80j/uFuYvrkInXnFsQctq2RZnhALYfRGbZ2SJDZPCE5im765+EZtHSFwnhCgx7PrvtH8h9Ag/XnxnZLG3gGm6FL719oTQmov8ZF6+Fw1ih8q9aG9jw8OO0BZdnroGNeF9Y99pb/rH1y17LOlIb39DjxWW/6tw49cjSIiisYnIAJvTB5mwqaTQOHXWaSNSWw2M5NesUnCOXbO8yiKYAUnaqtoR+vRX83jszTt2ZPq2CItU10ODhk+Z/rPWHAGOfQ8ImqnpTefTGvpk5u1565gXkAXdTcmD+uqclwdi+Q5eWbvBlhkrjwClqtG4BwRKXUDiiMg0kHQtNyLIpVFp0WyoS3PPu2Usq8nrY7gTz2OAMJofCJNrdWv+lCA41AY6mcmosy7y9yKdpF1QGPysCoijE90ts3j72f61nYYEA5E4xP8oDyaPscGYf/gu2Dv6Zfi/QcK3/hz+wff3flVbRGPPPLsqxdkPk/dj1iqagAAIABJREFUDreUwBMRHXzi+MyFLhw+D4rLkSPHduG28pPfHG7dSP8mQt3SZRG0iylhm5mpcjgJuvdozreLeStZFqoAOqBmP9JfRBucrezKtvVQqQ+nqkYtPWcspt0/aV1n+CmRGJxbq+uj42XbQswbbpmj2njm/1ojXEmk7Iip4zcuhNFLN94+vVjlL2GmIf9Uqf9IfzEmCpImPCOQctCyXCFsIsy340nROiTPO6D/MFXqL9sWXw5N+HYRgD93PSIqRyERDcSRI+UV1/vLkT3GYY/Vln/38AeNoWKQeSV4Xl8nTf0OHigHh/ScM7GyTERyqKxmrV1XEUshlBVcHGPkWyxXW9g7d7lbaXPbGXUcrL0Ljm46e9fZILM+5SqnI/lc6s9/2ry0MNwJkuPB2/XoNSEIpv1eUY89N6zUeUIeD8ryZuf1t/wM9o6aCB6oJuCPhWbXpxQQjqPqJkRcOlFW9o6Djcr0dbfnLq8dfcboErcznGuxDASSegH2P207x9DrRM3vWEcERx52z71OWmUk03+eqwPG1XeSzCO1MfOKeTR9jg3BunIpk70D8f4Duq7+9scjz7746gU5kxPDjrhlEnqFi2dOPtPJa56IiM5+89vf+eVD+eB7jhw5tgV3Sqe9A27FSD/U7HNBY3p9sWxbmd3gdoMGWA9bmoM562PqGGVnPTnE8zzibpytGsW69L1kWcbQOyV0GtPmhuJ9ss87t1bXpea4HSKaXfcnip6+mA4wFjZV6n9p7W1KNbcrjn2tEbpaQjtPDcw3QovIESKQUp8FgKkeet3jboE/Jnwz058sD8PX4ha5ASYFKo7N5Q9cyyIqWRbPwOvwpSxZFub/sYc81c859r5B/h23KGMi+XP1AxFR1Xbet177y5E9+wNf19J/qPr218cO/MtWITeh+Tl3mfr6qLpEhQKrqY0Wuur0Wpaaafd9MoB2N/iebYvlqhwqC7+e9odr4e0dlPOIPfM8ImLrNSISft2Y38ZdKCJaHravXW26r4MJc/ngcyea60lfmg/GMVgA4DhiZRlaelwo6btmEGB77jLU5vbc5f7Tlzsrq5vOfEQkLMLn6PuULmphsJ+/Obbd9CCAuj4x9nPf+FvIKwyBd2bDvJ1XXItbHtP4KKL2ygK+kP4ryw2MoEH05FsKMZW9hdnzjcnDqIzoTg2kBcKnywEoTLRbz7bDTv0h0pFE0+da+hxd0K73rgN9+DtDS//E9MwTu72GOwG3ksBfPHnsmQ4h7xrOnjrx5Klv5nMOOXLkuFsAtsy/TpX6N1pW2N6RfpDGqVI/6BzU3Zj31s/ZuSIAWsjQyTlzRT4JYuEy9epGgDlgTNFjqacXqybbTIzuMs9ctq3Ldd8grplIW+6dXqx6rUJ0YCGMXCEwow7+jMXPJ2bvoZTwjdPV6aDK4PlPXbqqb+wrBx5Mfz0wMw8Tfn1zcE708ykx4QfJLlmWHjvH1J/rHVOl/un1ReNeDOOAWhyTEHVhF6OwSOZ4+f7Av+J6j9Waz4gwvPDof/XHRH/8H75j0I9ofMK5/pZ15KHgJ2822REGrdUSNeU8ot30X9OA191yNeOlXoDbjGM5VOaWr/DrIE6Zc9SU9MPj8rAcHBIry4qNG6fVqwlGyLxxJPgznyEMIeMH57SqS9G4egUVENQXmLobJQYoq7l7L1aWbXaJS2fIpxPp2q2ZXfTDUE8BIMdBj7rzSLYa4Q4CsPRMlTtKJ4IS4p18E1grni5P+FOP6w1qnYobTXV7/lrw0KPNa41PEF1Wn/I4oSEvVpZhoCAHh7DzmbKCDre5vWjXe9eBPvxOrirHHQf7B9/tyt6BeP8B+wffvfM87XK0wS2S0F88c3JKHOqNvScwguJz5MiR4w4FR5rzg5/sHdsy0v/Cws0P/OSn73rzwlzQYC03afFp0zcXdY13hztK1wuMjHoiOr1Y1U/Si3CdkRnMdnSk7Akxu+6fW6vjMbvuV6O43Rz7uFv4nb0V1AKMEXQdafaOHcBwe9g6TM4JbaGU4OpE9EZtHXweQgAcA50/z+T7Up5bq2OpLyzc1C+HD5cfz1dG2e3/uT33wWZvss/TmTYuUbYtR4hBy0KhAQvDA+365/bcp39Sk30ebq0axbU4Nuomeg9/1XYyiej+wGctvfDraMnO1NbYU40fROQee875aLN7ovqunCUGa3Ro2nUajF+xEt9X5ufdPOe7QAilz3dd4dch5G5MHo4qeyH/bkefWiYCXJdsW+XJoRvPefL6TqYnzwHWrruuKlKw/T4RESELTb80S8qDIw+nVwhBO+a3hV+HTX3Tgk5K8n0KAgp8JZLPlPdjY7FmHMZwHEwZYIVqDqJjshqPcCMXkIPuMy5bHo4qe/Gg1qnvdoPfHCmHTTMNEZLno31jhdnzxjrx/XTPvd58Sxzjy2AvXE+z9x0Wz/d4uTyaPkdnbEgbf2cJ6XN0xi3owF8808V7/pFnX/zk7IlMXf3ZUycOnfqmigvIkSNHjjsMf3z56t/cuJnZG58q9YMGb3RqPd2t7VE5z6xbl6Bz15278V0b7xDDZ77EJ9EPzrzBdtPXmTD4OSvkKSkKpHX1pNFydODH3QLrFPQTZhrmw16ec9HxM7WKBeBR50u5EseSKJaS0+kBhNsZJBl2+jNkFmLSHyuvlp3zKalrgNJjkaGUaMtDDM8NeSJyhZi+uchbjdvkwXtDbw/XPSgLilG4bNnciWUh/RXXq9pOXVhfrow5Mi7G8VCxOJ4sG27h+jkHicK/OaNaoGBxcaxawY6jXNABkHae09ahU/d0snov0C9ERGEoqA4tuk6cdHYHNTu/1Jg8jM6tiotHOBw7zLOtuu+3ZMhRSlEP9k6KzKf5Z1we5lWhCWy02Ulzy2c5uj1/TZYGVEPbcZRIgRfAE/g6DC09AvPCVTWz0NrA17vo7frAaLw3N81x9LeDbKdb8UoAjz1pBS5ktOKhJI/GJ0x1ABFpenhDzsDLMyQMPKfA8wu047132mC9IBfS58iRI41tJvDdyXtCzo9//OTUoezh+LMnDomcxOfIkeMOxPeXqh2U7ZkeZjoyhfebGOnXw9vSZPWlG2+jl0tJEJqh8TawIbl+uxtEPlwvNJ55OEhs2bb0FHqm2Thbu3x1yO+JCPUF3ooOYfUAdO/jCaXnbrwnBCvkWTzPXB1Eut29sck8oznR0Arean3YQZ9TIE3UAF09KggrcWwRhVIGUi7HSjWAg58/MAr1R6Dp7Z1EaIC3121HSlm1bJsoJhqKo3IU/mNfqRyFdWEVZVwncX/YkP2lahSPE82u+97Ma4XZ89xMhvUaPfXP459doL0PWNUl9gnjBQs/pYkw2LvBgdMT8r0g3XaOY9VMXrgOqgaiGBx5WJ8850g2SprkIIeN5DB7/ppOU4mS+XadLeuRcuiBw/4dhDkhnDqs6hLqHdIrDr70ZTBVczx7/hq7/avr+HXk7TWXwcPtyOdDcQR58lxHAKSkMBTBMpE24Z+MvqsramFv6AMbEneDhSJHkM+gp9Mby6ZMq//kQgZfbUbKOeb/r7IXHQA5A7fWM0lyy5xC4lefa9Rz5Mhxx2EbJfQXTx6bOtSBvSMPgFn5weMzsr09/dkTh8TUyTO5nj5Hjhx3DD58/j99eLgTOaSkD5/50rYI7wHwwBktDh2AUxqbq3EQGjznNnGhDkizU+TDEVF6AJ6f0Qk2WuVYpBpr14A+uX6kcU6uAuDRO3vHz+NuYbLPK1kWIutIy6uLyBwWD1MG8sbd8VJfWLjZzp4Qjv2G8v/oSJlvHLd5bHQEQn3UEXwpl+MYwn5HCFcITwjQ+PlGuBBGY//fP51bq0/2eWMFhwsJoZRRwt7hnCeIwN5doqplXy14q5Y1V/CIQKcFGBRKJwerix8X7hcOTbIoGvQpmH6JWg3JldibdeP6LhnNagjsLautIr0XcAA7N5zDED+jpmBYf+sO8BBXU9LxBgXFsnGYLA2Yg+UwcjduBPdo23KoLAeH0DfGFkWVvWlai8A87hXjeF2Fbi9cl6UBhPCpIfDSgGLIfJvg8FD4O46qKeheekGgFi8leV6TDyeWe0ZlAV10Xq0hUE+PcCNGzrCXM7T0PCTf2bzN0NJ7M68FRx7mj8NQ+OuAnIE6hsOxsz02PE9c3yjwJ4gfucI/R45dwfYQ+K4j70h5TznUgcQ/24bFnz3x5KGpYzmJz5HjngNIDj+2nVveCrywcLMrewfSbLkzqdvoDvCpdMY7FzT0BjhoGH7GuHiHifHNoZ2QHi103SvOlxJNdZ2Hc8OcO9I6ldXvIjOFPhMQ1bd7FcvIfIkN5PAABw2SW8h0gzdQti3UYjrLGRDYbiwS+6DfJtwE9xUcTOyL1gpCkGgB8AzUAbPr/rhbGC84RFSyLLy0HMfLcRwTQT4QE0mikMgm8ogiEhZRKKyqZftCzAn7WiO0l5ff8/aNBdd9rL5mZMXH5WG5+La8/DPjphRrZeqbuVe6p93WEceKoEJ37ThN/bnRNx6fQHg4u6MxBUWDF5bmlPjnZ3B40oQD/Eh4OGkyb3XFyl5ErIONo6uPvrGoreodbDB2q7qEJ6VX1A9osZ2HCoAV/ui662UFVEZg+6/vMxvm27aorRrFhbRYAGg3wq3uopXDG5HvfFgHGIPf4OSNycPImeeCUeZ7reqS3off0IVydEWeWn+7oUcHu00cnOM2x9YJ/MUzx6YOdUqK65LyfvD49EwHEn8qJ/E5ctxb2MZG9E6ix+T2zIM7k7quwnsd7ebVeaibAcKMn9M57b1jprYG/o+HzrH//t3v4jIBXwh9+Ipjg8PrMWlMUNs1zPErx8LjptoZ2qEkoX+R+OSZxx/pL2aeyrCFJyKLyBXCFaIWx2Dv0K7HRHjGsLLn0L4P/OSnXQsNfABrBygh9vqtYdNwdSvh6lgGqLid/Aq65kuJz2JfwVlOWu58O0QUJa32mMiRMiCyiXTpP+56OAwk0b5G8H8O73mstvyxA+/VFy9G7iMp001m6RUVw0w7wFGrkD6KNjn3rr/dskCzmUU3Jg9H4xP2wnVmnvbc5cLseTxwMLd27flrpDV4uf3e5MwGh7csOVRW92Xb5Hl8O6gC6GwT/ud4SK8Y7RsDTy7MnjdU4roEgKFy+IjgXSe9ohwckkNlsixltkdJUBwlZRH2C+QqCSbe9Ww8uAy23hcWr0/j89a13f7KXqMP3yyI1FbBwNu9t+slONq9A+Dw18slOlzoVmNDhnk76a7XAXlq/e2J6EO/2aM1nXXlUm5BfzdhawQe5L1T4/3FC3Kme8B7TuJz5Mix3Y3oXYfBbNvxxq5579RReJ++aPrJdsPnOmnnFnHm1dtdDiQZQnd+6Oc5NjqCJvnsus8PXsxKHBPRQhhN9nk6V0fDOZNOw56dH2lpPSU7z/L79L0wN2aG/Pfvfhf1ZpsP7zeeh4+0VrwrBKzpqTXRnXquwmDlc0Fj+uYi9o1fgkkBDuAn2YUOv8ZEYO9YCX6NtIn3+UY43whhxcc1BtBlptSuEKEQ/HxEJIgEUUz0nuVFN4pC2wmkfKdf/7d9g+9fXvpSpWU2m2ybwtDQTitHdxDItHKede9boe64NPgz6GjCySGWtucuM3sEKUWWGzzqwaJVg7d12hxHgn+inZ7dh4eWPo4xVS5WlnEw2vv84OYwDxpA+J1JO6VXNPPhHEdR4tYvWNPgDTw8kfE3tzSKmjtjWS0c3vOaJ08KBDxhzrr0XgBFAzZTVR/CULFupABsjY7qIw9psFrhNoc/9XiPW2rPXb5NRP69pdbn2AU0fvt3u3J468qlOyMEPkfP2DyB72XkfWa6dyO6g8enZy68mpP4HDnuXWxjI3rXkWa2/KSODgbvBjY9pg4fOCLSE84Wwijdcm93iecro+mdZ5JsXAuNbq62PF8ZhdcaG7zzYiqO/ZnKOzwhjvQXjU2oRnFaFc/kFmFyHcg2yD/L79O3SURGihueMcoBqDWwWIASU/oj/UWsH0/KhDPrV3GEqMXxShxXHJvz9totGODvDD4aLk+wCAXhc+NuAQ15jOuDnIdS+lodgTRVPAvslxPKh0EAFlILoojISpwIYGsvNUoviSyi/etrMVFg2whtj0jOe95KHP/7/sGW23DUVyKDaLF4W+fweDKOt8re1dUdVlmjGxwceRjNdvvaVau65J573T33OrNlnfKxar3dmYnHAZgwh6Hq3kNgP1Qm15WDQ+R55LoUhqD9nK8mvSJqB8zYMa3dqbFsWaaioU3Au/SKyqlu5D7VjYfzPxEJoTQCyYKbUoiUOz2It86EO4yUZ6IxeTguD6u7dhz4vffYe+8MDvlLvwRpw4ba77sIPSGvHXbeHr8dek+t35Hl5DAR7z/QgcNbVy7l4vm7D5tyob945uQznUTz9Mizr77cXjTfHgefmJ658Il2RvZnTz15aPbZF1/eQFUgR44cdwp6b0T3GKK2W4B3emb3GNPm+kvbYvDeDrptO3Tg6Rhw4+B2l3jlwIPGB8RxbvphmM2mpNoCM3zQ1+mbi/qRoPGnF6s/fe+htPd+OiIO5JY98LDyamuYHHZ+4ebbHomFtfqR/ra9OP2LpF8dzvOU8H9WCqBlra98ss8z7j0NNMDbKfx18HeG0+y4vMLfGY4h5KWOuwVOofelNP45j5MKPZrwsZTUOhXvCOEQBUkrHi/h+wH2boTCl8OgGEV12xbaYQUhAiln6/5ksflByNKAWFk2Jt2lV+TYMyIi3yfPU5HvlDK0o4Rb9s7qPc8Qb2PuvTnBDiYcBOS6bLFuMFU+A4a3dTbIL0WVvSoLjVS7G2SeD25RH6CnnZB/PAf3fpxHn9Zu2z0OQzL/QKRi4ZIjZWlAqN1uXtGeu6LOn5xHddrZLEBHEERjLX/HCr++0T5wND6BUDdmof2nL2/oDPqpjGd0M3kgLg9jJ++gVnAzIS8LOxxN3wEbTa2/TSQD9xSiD/1mRFT4xp+niXree79bsWEC30NQ3KsvdxfNt0c3En/i0Oybty+Jf+utN370zb/64eVLl5qlsAMHDkw89i8++cGHHnhg9xaWI8dtjY02ojeRrHarYTCrdof14oW+jUs6vVj1pUxPcQOOECxo77okPaj89GKV49zwKn7lkHkcP31zkSn9sdERzjYHeJfSn6Yuwse7jMsRERg1s2iujOx13cWggfa4vp707XDYXvO7VyJCrSG5Ip4Go/al1IsC0NLHUlqts+JAIKUrxJH+4lzQwGk7gL8zaasCYgf+UicRSgcbfEeIqJUeh9qv+uL1JLwUn854UhBFUlokiGi27pct60ChQH19+hQ6Iy4P2wvXVaZaGDZl265Lvt8yHo8fYLrGv6ahZ87ZtsFyQb+ZaasJ9jBUPeow1DPPWu4xyTBvTB427PQxG99k70QUhtG+MT2WDE8SJXWKIMBW6LJ8nMooEPAWmavSR9MTsi38egbxTt1I8xfbplZ7OZwtquzFTanMOVK7qq+NEwEZmxvh1t0HDO6dPqH+jD/1eKbpvZ76zmdeO/qMN9P76nZzwhwJeZnN7dun9055av2dg8Zv/679g+/qrfh4/4Gcvd+t2CiBP/OnnUfet4dZdyfxp26/oPi3vvVnL3z9exkSlkuXLl269KXvfZ0OfORT/+KTTz+U0/gcOUzc0kb0zuD5yujT1/7L5brfY8f1Fi3D2MajI+WvLPxiMLNZR4Q0+IUwem7PfV3PDJr91KWrc63kllrT17hdfHqxOtnn6Z8sZ5vryJRU6EZub9TWicgRAmUIXBf/XQgjNJP1lHghpR4Fx+sxLnF6sTrfCPcVnNOBEq7zMcdGR04vVnUvOk+IyT4P/Bk1iGoU8+5BEQDlOWOs4HAAHm9C5ncD4oLZdR+OdJnVFtwIxgqmby72/oeFiAIp0+10BmoQksiXcsiyanHLaDUk73HSn08DB/txXHGcKrzxRu6jt+YQe25wVESFUxDIwSHClPW+Mau6JIgoDFWGORNySqXEtwN677VVdJVx0cbkYffc66rD77qitqqa+bg/y6IwFOFqJg3mZjtKAHwLsjRgz1/jgXkMz/MdqSdrq8oEPgiQrM6T8GkNeQZxbU1TV4sJlnE5tUtEmcvWWb2RkQ4du34wlxsgl2hJiQ9DSnLg01UGasOoM6ETUbwLJzTOafjGG/QV7mjuudexLZmEX3/X5pa3W1g7+ow385quGsij6XNsGmjF57gXsG058Bsdee+Kg090mom/zYLi3/rW8f/u9zLZu45L3/v6l37v+J+9sTNrypEjh4FbnU7XS4wch4HdIkM+Y1799GLV1eTfOpCahlnu3jPkXjnwIDLV2AeeiHQdO9rFHEHfdfA7cytwF6cXq7PrviMEVOKgtbg6gDZ7TLQQRvC9I6LDAy1FgkyXOygISpbVzqHg6Ei5ZFnP7bkPj2OjI3qa3dGRctm2MKN+pL+I7S1Z1qBlDVrWWMH5YKlP5+q8gDTxnqmtsVpev830R8bxciiL4Mmu8XXU8z/zdjJSIbVnGEHWV2ivXyeiD6yobmrZsv5htUZQbochJYFhyEJrJqK5LqasdRG7Giln9s5lBHD4dslzUkbj+2HzLksDwUOPRvvGQA7dc6+T75PjyMEh1fanpL2PehYuYVjEtUKfuLaqS6K2yl70WD939ZHBJlaWiYhclxxHzcBrTW+OhSMiWRrQzeEytfpNuK46M2bahVCJd3iSiAzGvr6us/dMazc8AzWB2qLUAfb8NTW+niLDmxjh7uBSjkkHnNB4VzO3LHHUo8SD0LiWvsg7a8Lcn3p87egz/Mgl6Dly5OiKbSHwbVLet46uJP7JPz2z7RfdMN761vHf+3pPIQ5ERJe+96Wcw+fIsfPYgXS67y9VJ4peV3M1/AwOtqFWao8Hv3LgQZwcLLri2LoNG8DhbWChTA67XuKpS1crjm34wBvHjLuFc2tmkFgHpPUIoPRQrRvtaE8IduBDG3ys4HhCwNot02wf7Wu+Fuv/Mw/jrfOlfOnG250TBIAj/UVHCMMYX3fdr0bxTG3t79/9rnR84Lm1Olaif0D4dNJGffh1qtSPUHciSn+yiI7DZDsnw1nJ1rF4Xmf+ksgTAuHw+wqOaKXulJyh6ri+FiF+3Sv+2vLS+aHh/2n+Mj857DhX6j5ppujgwAZBbWfDphBFJGVz+j1JVs+A57G7u/DroGSKlYUhbNt4BF2xd2SqoUkex5mhd8ZgPIe04zwg2IohB0GzGe77UBY0gQl59q73ikiPi8Yn2MGOd4l/jsvDbJVH3Hh3XeU/5zhycEjNBQwOweteX7Dw69TXx0toZ+0Wl4dRX1DueoYnH6b9941Z1aV2Ruidp83Tums8085GHs/r7zJyy/Riik74KaHixiI3urwcOXLkuIOwZQLfJeV96+hC4ncdb/yZyd4PfORTf/i1r/21wte+9oef+kirqcSl730pp/A5cuwYdjKd7sPD5aMj5UwOz713/clMg/dMzNTWep/818XecDVHs9qX0peSvev0zjna5p0v0btVgSdEL5Fs7QDNeaZwgBJLOXB4VtR3tpTjCgVWlcnzKWnXg+2j8EGJ7j0tUtBZOmnT+PhBd92vxfG5tTqqRdM3F3XPvLRaHuydksH7zHXig0M9SDnYCUFJn9wispLsN9JS4sDS+SSBlODzduI/D7hCxEkIfJRUASKiK339RORFERFd94pP3Lj+46HhP3vzx8balsIQMunVY8fBoPTMNjDJ4KFHIbCH/lzUVsXKssozw4O77vhB3yVkxZFSzjc93rWiAITuRNTsvfN79fBzyyIhyG/55pjicyJCE7s0EBx5GAxc5dJhehykN47J85oh7QzH4fw5/WmE0ovaKmfRG8yW5QnQEVDCsSE3aDJ81yXf16Pmo8peMXIfLxvPZxvdp2LnZWmAHCfaN4arY4X2wvXMlG/0jTNJcppRMxXvYCPPp+WTZNrXUVL4sBeu4+qZjfQNLS9HB9yJqfU5ctz12JQLvcK2jbx3ReeZ+N3EW9/6q+/pvx/41NdOPt0y5P7AAw89/fsPPf3J1jb99770Z4/89e8/tEOrzJHjdsetaEQzdj6d7uhIOW3Y1s5NLW3wnsZMbW1D3vvg4e968wJsnmCZzvltmfbs1Sj++26X2JBVQTWKUyZTPUHfjYpjt3PgMwC238GAYC5onA6q426BtyJN45ULPdE4EY7Ez5Qap18Io4pjG1v6Rm29ZFnGaecbYcmyJvs88G38wIP31da6g6E4QGEi7bTPTvXw4T+3Vg+ljLTOOSzoHSF8KZESp592X0H90495hH0FR99k1vBjct5OouCJ6B8Ghw+vLN0oeHv9+o+Hhn9teckRRESeZf3rd+7/u8EyCWGFYcFxHj5w4HmiaHxCpabBvi6ZP+d55uDIw0zv1TFEqj1OprOaAjrztq03yTGOjiArJofN3rsOvQ+P/Pko4ka00XsHQAKNIW174To5jlLgx7GaIXcc8v2WhHbLQjAbpvT56cLseRjI6b1x4df1mXN43UXj+9WZqktwwlMifDbMHyrb167KwaG4PKz2c3QPJb13Prnhyccj7kb3nqk7d+b5Lf2nX05TZXzEXJ6QXhHHc6IY83b9XR1s5GFj3mGIXbev6xqTnk+Ybxr6vuHb0pWc3z5TCTly3PXYLIHfbFDc5nE7kvi3vvVCS/f9I39osPcmHnj65NdI5/Df+6tvffKhdkfnyHGP4fnKaC8xcrRxKrtb6XSZhm1pwAh9LmhMry+WbSvTbm1DtFkH92nxKzhnOqGNtKz4XtCLS9/mDqasJj+k/no33hMCPWp9Hh6YKvV/c3n1gax70Z320r/yk9gHJtv6LIAa76e1ucTl3jhPybJ0z3+smdlyM4CglITqtYoUuPeuo2xbPHmxEEZqYj8JMpi+uXhurV5x7PlGaCe8Pdai4HnHeD3pS1BSKOFlhFIOWdZyHNuJTR0lZH52oHyk+jYR/ek//WPaY14gAAAgAElEQVQoybMtP44/894P/MZK9TdWqsVGEErZt/edIdFTl67+zdxl8Ma0Nxu4Ipg8KB9CzsRyVbFrHYYWw2v54EBBdbJKmT7tKArgvzDM40oBi8aT3rvOqw3/OabB0isKVBwSyzrF5w3PSBjRe0SOA0bUZOmOozN2MGq+nL1wnScRdDaedl+npMqAeHkx/xbtqRgbQponH0/F49L4aLCNTOl1JYJVXYrGVdB3ND7BnBm/6hcqzJ43CgdE5J57HZoFHZk28rgFb6bXRm7X3LI0e88b770An6w+v1CYPW9Vz6e/VIycvefIsZPYDIHfefKe4DYj8W/96Iet9L1zS/2Bp5//1A+bFP7S17/5xtN5Ez5HDoVb0YjeYjpdOp+8s8K8FxM7/Wy4X6b6EGkbyWcbveX0VfQ6QqZZHVhlLzIEbh1ndsVRgOCfq1GsB+bp/u3oM4MqGzWLzGpFu+JCmKWx/529lf/jrf+SLhzoJYBM9s6dedLkA5gF4LNhvB/9dpbKG2/nk+MZ/VpsJs8u+p4QHG7f7jYRTc9zEKSVRaCtmGuE7DOPPjws8QctC0UBtsrXR99ZOIB18mAC6iPzjXC84Mw3QkubpY+JLCH+4/A7vvd333vnWu1Ho/f/5d7xn/UPHFpb/WnBHQ4bo5731/sPfnJogIg+fOnCxw6890NvL3xe6+gyYMwOK3jbr///7L1/bBzXlS54blV1VZNNskmHYhRKlCj/WE8cOVFGiWVb/hmsg5cM9uUBGwy0s8g4+xaIMMBDnNmHySCYLJAFMpid5GHfOBjse/LuDuJkMdBm8xaTGUw8m2Cff9KxklGiOIzf81ixaJGi6RYtskk22dVdVXf/+Oqevn2rutj8IYoy60ND6K6uunXvrZat75zvfAcicHvmMlFaT3hSznZInvs+eR43bNfZOwiqvVQlSli1I2EOds2jIVuudYOjdrZsT09x7hFJ47Z6cn1MNMNLQkvycwk3vsHIcad6rTWd3qmOTfVTRm4H06fBX/wsfP215AngzO75VxApaB1X4ZVYsS+ECAIjuMAjoE8YiLFOs/XNQYyDv5Ve0TiSje3qW2awUD6Y88wMJJ8sgLhPp+eYewrkyLHD2CiBv+OP3pC339DubbuHxLfz9yO//7vrkvEDn/29R7/zp6y5f/blc394ImfwOXIo6J3Gk9hEInor3ela7Lr9YAad/tr4oUcu/OqeduqY1NKjxVoy2c4s+sx8Kxv/gyOHNhpH0M80jmRo+7uxryNFHcfcAuTiRtKY9d5jbmG2tsZN4LFeXb5Oiugip516x26U86knI9fdKfmfmujupEEo29apoTK3qZtc80ccG4NzAMK4nAvyDfbOczu7UAWjBmdGjzpqjyAYiIX96l54ZJgVyuwxoC9lQ0pk4BERwJ6Dw+sCAbjoY3A8BcxkOYrQdHC04MCo35eSpCy1Z5UfvefRw/XVb77282sF95Pzc0QUCTEzMPjD940cK3pE5Ey/JcuDD1XmXrhlRLwxCfb+9UO3v1COy7NFFD00/85X35gk26ZGI+5qpozlUrYAOXnPoyBAXpp94JIObW0+9jqQJOdUPKTvQQD5fTgWa+OlV3TPv0JKEI78c+q9pFcUKKHn0nok9ikRhvB9QUS+D2s9SkjcW3Aczn5vghR5E89Hc1dI9V0z6JY9PbX8xT/2Jp63K6/otnlcy8DTi89PdL9DHj45N0P8z5vW6Qh11xB+c+jEQnn+eSq+EzL2LRyLFRbJ55jHRHLk2GFslMDffmPZe4wWib+BkzD4+4P3dSOHP3H/o/RszuBz5EgFdxpPlZFvr8Q9AyDMGaZ3GRT6uWN3n/zZz/laJq76OWfmF9BUPHV8JMx5vZuIIzBSCxNStf3Z28sbAqaNGuySZcEMb6YZoNwatJBZ6IlSD/vGgVFDpM1SbU8IZLM77apeum+gEoQwWp9pBkRkEZ0otZy3MdXzq3Vm9cgwYzKdLAA6OdiTCnyAlkNBgMAHoiGwCUxennoQgxj5duxDp/XWoghV9KTJJThCgbug0ABL0wM0iCzoX+nxCB14EKSFnDguEEi5HEWYliNEIKUjxJWe0n/3sYfKtvV3wyOtUaScqvvNZvMRpcR+uDL72Mce+tGvfvrJu+8hore8HiISUhLRC7eMfPLeT/zo3LPoyh4XpXPReyqNh1Jd5asNDmxPT4naio3ctZQtBzsuv8dx3AhQ4YDWChJqfKt6gQv1U6Zk27Egn7QCe+5gz6sQghoN3BcxAq4DTxqzI96BoMaGOC2oqXXrHeHqKrLlVnXRrrzC4QDulK7zNHt6Kmbvad3muGO8tiFmIEOvrgdgFK/vpHEEl6w7zuaQnRBmHcHWb/QeQ4b1AIAfLUQcOJJ7CuTIcUOwFRO7GwuQ+BvXRc7Qz4+PdVfOfnDsCBFfODV9hU7kdfA53tvYaAI5Nee8Y+ydtmx6xyekJoFBjZB2zr7Lb7/+m9SSeOoijsDYlsIE3hBoB8AYkdGtRZErRKCs11BmXwnC471FPEdEK0h5uenDQtM+3WhSKX1XT5Z62bBNPz7TDFwh3PamaOdX60bc5HhvEZf7Us40A6mluDPy8zr0EgBMhnPgvCFUSilMQBm5HlMgFfhIestDG49Sdnyrr1c329cnkJw/V8u3iu0VdMJPCSEGWPqYJv3ga3lp6F8giOCWVxLCl9J4LtUw+uhAHxG9WVvlOmrpOER058ceJqLD/tr4Wq1Fbon++dzMq/3lcrN5eK1GpErTLatFiYlIypbiXUrizmrtxnIx93Mc6RUF1SkM4xdRPKYODhY4DvNnjNCpdNxwmGtx3Shq4+1AMgCBRanaflFbcc+/ghCDPXOZXNcgzzDST2Y7O8GqLibZF9eZg9DqOWf9zLjuIFHmwCtt62Y/PWWk03EkeSEa3XPPPD5CnXQTaqupQ51/l1iXhZLKw+fMU4c38Xw30SKuSsglDDly3EBsSx/4G4bbP3VDSvGJiGhmuq3+/f4uE+kH7ntQ6yl36cWfXNnWWeXIscuwue7rXx4Z/sGRQ/zqvn3a1tG96V2nbzF57tStg63RQLG2Ms/uzfOzz1y3yiC5IbpPG3Py5Sj2mdPL4ydqq6eHhybXfOjtjUHQp60aRnB046iEfhqYJDPeShCCveOjI4QjRKRavn3r6rUz8wvfnqvoJetE5AlxX6lnrNAWsM7ef5DhTo0DDPAk+aXvDENn5gb1RbgBHnVHezyd4deiaLTgMCfn+ovUmfCFEOrz8ZOlXqO7IY6cGiojOY/1ogYejfQmaqusHzna4x3vLY4VnH7LcoQYsCxo9Tutbswt/J/7RokIHm+vlgbecb3D/hoR6ez937z283LQfOGWkb97/4E4JQ7ey5QYLxal2zYk9OHIfojeMQ4SyC1jOZi96/UXelf5+BobR7gunTpLuMOx8WQruKg82PpoWaZ2wHj6dqtkIy7dL/XFPeTR4x2e+UTCr4vaiqitUBSJ5SVRW3HPvcSt5jIam1Nmrj7ZFB1JeOoi6Q09P1L0pPWuZ2T0hFNsvNXEzqoudmLvlFFW0BnGqrtkoaQM8DZ0r/c2sn9dWzk5R44c246bNwN/g3Gl7T9eR8YOdnvhgbFxLQV/aXqGKE/B53gvYitC9O3CRrvTbdH0jvGZS5dPDw+lVpsz+2I/s9QRcBqy0xlz6EZLv5XCBGNDJmqrY27B8H5HLTfec3rZYONxKbV2CVeh4xL8VFjCrd8UFdrghw0pmb1DyI27s4x8phl8tOg1m7HMQU9fo2cb3OlQGY4ebDitpgIQWItuyNcNcD7fMZAykFJPehvaeMMOADjeW8RB7IneUg4/JMgfiIjWUxBgJsiok3JegANfbICvpq1X8jMJr4ZRZbVuOAXA/R5PH/X2/FWy1P9wffXF0sDDtZXvjhwgomIUEZFQefXPTb/5kaWFXw4MEVE5aFadwnc/cOhzM5eIFAG2bdOCTmvzbjBGJoS691uc8WbA2Z5T8YgRuC4kwaunHs9O28pSHzQFek04vN/iWnoMy4l3zvzrAQig0ZD9A8Kvo4U7LADiOcKBHx3psF6l9mfGa+jSgVSbdwPJnPPqqcf7zjzZDXsnLZ2efRdG/CyCgKsP8JhEbQXN8FIvwdKaR491syJKq742SgOya+x3uZA+t9DPkSNHJ+QEfpNoT8B3K6DPkWPvYOe7ryex0e50XZ7MlxhHvjZ1+bnF6pswoltbIC3RmiqGH3MLqbsEntzNHLLjCDo2V5hgTG9a80JPGtEjfwsiB6qJdDF1tpEHyrbFAvjkg2CZOortIZuHxTqpVnlENLnm+1K6Qjy/uDRgWUQE03W94h1F5nDaA3Vn4bq+ClJJ9U5IPh0m5BiKye2kihHot8B77lEXSMmmd1gOrz1Zi1FVtJ/9AlPL7DkKwBd+6+q1471FLnQnojPzCyh2SC6QxRTGSvH0uasfyiJ0PzyGtKy3XO+FoeGqUwBFF+DMRETE7D3ekGazWii8cMvIQwtXiRTZTpavE1GjQVKK5SVyXaSO9XRu3NLcI2SwyfNwPhG1/lRkOzx4iIjc86/A1G1daqo3WtOF9KKxFFNxjg5wjX0UtSIRTMhdNy4BwLowHzbYlzK22QtD8jw0lhdLVVv1tE86usOsjjPkUXmQ7rwrdQmpTdcy8uF6i3hSzeS6AdT4qGXQn45dmTPjMh2mAVO97Gx8tndapxp7jAluL/w6G/LtNm6cW+jnyGHi9icm5BM3ehK7BTmB33HkVfA59gBuVPf1JK5Hd7pUfObS5cf2DT8yWH6ztqpnMpnbpObbU3PsXVZoA93HQbaud9Bl0iBytajN7FvvczZbW0OyF8ntjDZpROQJoQcLUvsR9Ks0fiClqyzW+duybc02AyKyBcFdD9ySiS6fBpU4loMYBNLafNXRHi+1TYBhAs8wpBakWeJjArrvvd5kDnlszBPfxml5ZWRIGlE3wH6BejLflzKZ2Gf7wJ/U1votC1OtBCEkDKhu0GMBvC0YLXl37oGHRaX/Vm2HouiXfeVyoHZGief/za/Pt9i7yuKXm81XBwYfulZpSd+5pzrbxTMbVw3b9ZR7Wwk3p8RxLVGbvp1I9g/g8nBkf4ZjuQ5umW4ctP06NRqtaeN2nIEHYKfHp8GxT5tPq7IAR9gCAJdgzmp1qMYHl4Zbvi5AsCtz4dtXCr2lTu2+9JwzzsEgaOlHRLGPgNYHPhWFyQtxJCIMEV/ADA3azwhH9tuzM6ndATop5zOeS/ZXGTX2mDbaFlrVRR5k93Dj3EI/R44c6yIn8JvDphX0OXK897FdQvTtwrZ3pzOgFws8t1hlYkPtLAuaeW4wfjNCV03jo17pjW9B+SbXfPw7vWxbfrvFXafB9VjGl0eGYYDHXHS2GYwWHNK6lxvXskmesMRSEB5UJ/tSnqutOVpbtTEiGNTz4GzwTlqfvGRs5WSp98z8AvfG0++OYVM95DmyQFrnPD3EY5xcCUJQd8SeUtk7n4yfk25fn5wAdsaX8mDB4RL9hpSQMCCIgKeGWAA/L3yVGk5iIQYmwLUDwm8Q0YAQh4tFsuy6FOUwICKm8Z+bflPPvRMYriQiqlt2m6M7c1qwcW7/FoakVPRieYksK+4eD+U5isxdNy6GR74X9u9a0ziQN07Gdtphht653a7M6cJs6RUjUFM1N6J22zzflwPlWDOv1PLxOfGgIbWLWeLlty9Z1FZgmA927Z57iaDtr63YlTn488cU2rbFas2qLlrVdZLYRFSYvIC28ILq8R2DQAQdhe5RedCenQlHD8YRE091sA8C8kgsLyE4wpvTdrFKvxvK9tRJRuXBTqUN2bn37Bp73chAx+7hxjfKQn9D/Q7yru85ctxY3NwmdjclDrT9Z+/S9MyNmkiOHNcJG9LG74yQ/gdHDqXeCLn3LUYQ9BDAVN03hOW66/iGyqo3cf6OoRpGSQk941xtLfW4J0QlCA3Kmgp4BJ4eHuIdiIhAg0GAoYTHC+zR0SaDMANXa4PYs/Ic5+C5YCGg7qeGyrq5oOEDR8qTz/ghsakBTOBmmwHmqT93Ry2cSbsu0ABF1w3wphtNVo7A/b7TRqH6AKx7uhlQe0QAwQuwdzgFwEwevQP0sn9w+OlG82iPF7S7FRiWBzxtNM/jLYVof9BxBh2HiF4tFCkISAghZdUpxA52RB9ZWqAE/nb/gW/e9sH/49Btn/z4w5888Ymv3/4hIs3QDhlp/Mku7stLRESWRY5Drhu709dW9PRv3B8uCFoa9SAgx4Fd3IbM0nQbNnSA018tOup5bal45b0nlqrk++T7cSTCcNQz/PbS3stSH2Yu/HpMQcMQkYh4jZoTHimSj4RzpwiFN/G8XZnDCFF5MBzZHx48RI4jS32y1GfEKQB7egoyeF3vIL1ivLFLVbIsTJKIMIG264MAwQJ997KpIIi6PT3FLz6Yigz2TkodwL3xjDOTVn87j+4t9Lf91uxruC7s6akbHubIkWOPI8/A71587GMfSz3+j//4jzs8k+4xPLxzbuE5UrEbHkFh5u3e3m5z2oVGc7vmjBJ0/vjIYPlr4y1h/MTwcPKEibt+Sx/hsZUNRBMe6+0dHh5+5MKvHtsXz//bc5XxorcYBJbdlmcesu1f+41jfSUi+mih8MrS8r0D/fjKCqPkXllLK4VCYaruf37/CK2HbdzAJIwNKdqLWJofhsVEprdIwrJtPwz7HLseRa4lhCUs2y5qPKRIoh5Fxv4Q0ZBtE1Fvb2+h0fzszNu8pY+pzfmfL8/sd93FIDi/Vt/vukPaCHPIagoSVosIVdpnWCRRCUNceH6tToJu1WIuvM+43bfnKkS0GARE9NS1xUHHGS96RDTx8d8m9TN7ZLBMRM8tVi3b/rXfWAlDRwgShDjCkFvALi1JOeg4IGxDbmG86F1YqeHbxSAYcgtXwgg3wuTBfj+/f+RjF6d4Vv+ytxc/LSIaag9/zDUa8TIjedjz5hoNYcUrJaIgCPAs9nuufnI1CB0Rd3QvWhb2h4iWpCwUCo5V9yk+TkRBGBUKcRhlKIwwbRwZCqPLdf9Q0dQIWLY9ZNuLlgiCcLHY+5GFebJtIqG9iEiSsEjKb972wTtXlu6sLdVs5/7qNSL63Myl7x448rm33+K+cW05eXjCOY5YrZEQJJRUvtkkyyJhCduO/ySiXk1EsbYmRg8QkVy45mpV4lGhQETuuv/Juuf+8Pw5MXSLtO0e4+R77g//v38gr0hBkwaHaHmJHBV6a/hxlCEIqNgTH+GFkCY0AIzmc6iityxh29RbwhLkwjWqLlKxR6wsO8P7pJTkqkdQcMVqjZyC6Omh3pJ9tSJGD4iFa7y6qFDg/1w05q7QgTHjX4GytyTW1qinh3pLYm3NKWgxxOF9YvaKODAmF67R2prQ/xYPlKm6SI5DUUSuR0FTNBqifXC5cI0Gyk6hQMP7vLkr1q13ZO93a6qf+a+Nr/o7XBL8+Bl+TMlv5ewV6i3Fe91bsq9W7AceMU+68y7nP/y1e/qL2XPrBpv4z3Lw42c6+ReYuPMu9xc/cx771IanlY1/9a8bZ76V/WiiN99w/9W/3pJobaewG/45lCPHdUJO4HPkyHETIJucE9EjF371yGAZtEo/+Nyxu1uDjK9T6P618UMYZ935PLdYfe7Y3V+buswnP7dYBcUaTHNpGnScqbqPE+4d6L+wUgOfH0+QHxzMZu/PLVan6n5r2lOX113a5mBsyKDjLAZBPYqKlsne61G033XnGg39q3oU4Sr9eNGy5hqN/UrwTESLQXCsrzRV9/GIO+0/bp08iJGXgpAo0u9inFm0rMUgwNMJDJrUGck7YquxLa8sLRctqx5FfbbNmwBCjonVo2jG9/tsG1s3VY9/HljyhZUap6z1FeENhwlI/STGix5CAMaDiMMHRHz3Gd8PJdmCcJDA3hN74gixEob65C+s1IqWZTwyHRzOwFRdS/CuGqs41ld6YXFpMGhQsUi+TwR2ipcgYf3tyOjrpf47V5bIEmQ5ThSRlA+9+85bvaXD9dqrfQOHV2ux9p4Zr23H9eSQnfNzjI3rC9TTQ2vpApAMJBlL9OYbcuEafxRDt1i33iGGbpEL15LkMHzpORKC6mtkWVRdbAkHuJ8cDPwafsy0weeT3eb0HxvTe6xXBxLjDZ+klJd+Q0Y4zClQ0CTqISLq6cGEw/Pn7OMn9JUyTzPorhi6hYZIzl6hnh7q6ZGzVzjqQWtr9gOPxFEMukbg+WtrhGcExYFlxTGLhi9n29rkYhxA39tOWJfhJxG9+YZ16x328RNJDi8XrlFPT+szJt/hvsGPn9l+btwFMP/uTyba/klat96RMY0NzTBHjhzXDzmB373olGmfn5/f4Zl0A0Q6d+fc9g6Gh4d3wyNoNpurq92mspvN5rpzhpb4Hk1Pvrq6evJnP4fzHJegJ296j1s4+bOfb6hf3fcPfqBL07v5+fkfX21V+79ZW0VS94CqezeuqobRAXVQRhJm9aeGyslpN5vNKAxxPNmLDjXJGAqGavpubB1Js3pe5gHbikJRlyQjsxh+xLEXGk2PhIyk7tm20GiWbWvEtnXJvUdiQRmzQ4+NJTebzdTnSET6CHN+g8evK8c1V4ggkpJkTUaCzBnyPCMRkqSSsH6xtALtOm81qd2GJP6A7U43mnVJURjiYR2aOHdqqIzf0j1u4a+uvE2SVoLQEQLTGLHtKAxlJGfqPhg1IgUykpfrvqVmW7atASF+sbRStq2oXU2N3firK29XwygKQ/7N3+MW7nELkOt/yHO5Uh27XRIWFkJEA0IM2HYlCEuWwMcoDKthhEfTupN661A8eZIUheGAELg1NrwhpSR6pbpMRCOODfc+TAM/8gHb1l30oK1YaDSP9nhv1lbvK/WcXxWH/Lrs7xe1FRFFRJx5jl7vG7hzZQn8s070/qBJUh5eq73VUyLbPlytvdVT+vCyUnGDqwdB3HEdPu22LXtLBOm4bVOzIV2XXFfUVqQWIYrhumGzSURWGK7pv7H9B/yPflyXLset0fu0RG+zaf305ebRY3azSc1mqF0OE3ghIyKK28LBRZ9UFUAQxH74QlCzQVFEhUJcEcBG9IARkgDgC7Baw13kpd8QUVtcwLapvkaeFgp0CrRUjcMEUSRXa0QU/PRlVJXT/Lw38TztP0BYxQfvTmkFv2+Ey8XllWkiCkf2hx+82379Nerrp2aT+vqpr9+euUyuG0cQwrDVuk9Kcl2SEdvahSP7rfmrzaPH4t4BxiNIIK5y3+D/znrVo7H7+q35q/qi7NWa7gIovSJ1noM9PbX40Y9v6NY6Nv3Pod72n1Y27GZz6Xr87/6jH6f2vw6tO05PhWPj9uuvNV5/DUd2g2VAJ2zun0N50j7HzYKcwOfIkWObsdHu6xnfdtNMftv71W3d9E43FUtFRptxtsT/zKXLsTuaOhO130Q0pj6yHTrvxhbr+bnuWj843WhOUNyn/Vur11AyzWyc3+MNl1ujWJ1UyXfyKlJl6pNrfi2KSpaVbe8XaOZquh8+4AkRSLkcRaQ6zGWMA/5vbC8f4c7wEJmTZkZwZn4BOzxRWz01VP7W1Wuw1mMgylCyrOUo6rcsTLgWRfeVetA0ji3oU0M8+HbMLVRWU6y2Tg2VEWKoKcrnCYF2AMY4pMzz2J2+k2EBaRurj4BL8NTYNRCdFJix84TZmU9IWY8ijwSpVnzTjeYv+wc/3KyT7UgKftk/CGr6zVs/eGdtOWbvQhSlPGQJ6XkkiWz7I9fmFwtuOWjWbKcUBkTt5BawbQrDmIy156hh7RbXwBOR1s8caDmoR5HsH4iZyfQUdS6ijsqDaE7un3wYPuHc6py8uOa81T0unoeMCTZ713GHOV1EwNZ9qcIQ5b0nqE6+H8cCDHheHDvgfYiiOHUfBDGLrq2QWpdhk2Z04+OD8cmVucbxe43NwdrjhvbQjEB3gFXAgY9IEEmvyJ3kufNfyjI16B51m+uFHo6Nh2OUEpjQfgnrTmMvY/XU48mdN94Au8e9P0eOPYWcwOfIkWObsdHu69knZJPzVFfw5Gkb6lcHhpa6hO4bzoHedOLw1TA6VeqF13pqb/ZvVOaT1mU8IGi84U+OpuvGaN3z+YxYCXgju7WB2S5HkSsEaa3jSKXiMU9un1YJQvaf1/PwbCxfCcL/YeR9cIxLbbY3UVsF04YlGyX88IGSZS1FUdmxB4To5LFXDSN2zq+GEWlBEE4sU8Jgn7upHe3xbnvtjbJtYU/0WzDp9aVEoztEJTCx84qQG13l9MuNX8tMM2AXPe5pd7LUO0GreBAZUQCswkmLdBCRTYQecslrfSkbUlpEHBLQpzqmVABwy9fbAcCH/0oYfX7/iK6hODVU/l8q7/7M8bz+IhF96e7BUzNTMz29R9ZqDSEsKQPLIqK7Q/Vrt+3Dy0uLhTh/7sioWiiUITgn1SKePd6FIJVQZf+2GI7DhnY6e9cd1AW1uFw4FpPSTr3T0HMOBuD+yYeJHkaWEiyRB4w984hiFb3ezU53m0danpvDd2LvpNz1HSduNd8JiALo4nxNkC/8OjkOG60bl2bQXazaP/lw79kp/TjvLYzoCQECtMqD4b9lkeMYm8mRAqMbX9s6tODCFnuhN48eQ5yFiBAB4WhCjnWBHzne553tcuTYbcgJ/I4j70CXYw9gW7qvdzMCWnYnKZ+BTfSr+8GRQ53YdTfI6CsGr29MptOUkOAlzeSch+Lk8HSjebbRaleOM40u5d1HLtaPlawtIEOOvLSrJOJ6+hfsHew6bnLmFkhzrQe/hTB7wIp92g0emOzBzrL2kmUxK06iFkWCaCUMBxwHgQODwwftzNmXkveKm66DmrbU/kKQMnsnZdg+2wyQCdcfLme5mRs77aIDiOeTpu6k5d4BtIjnDcEb/p3zbnDemwcp25Y+DmabvB186Q0OH6iUe0NKnAAmb0hFWKGAp2bUdySNG84uVNHoPg5w2OwPgwYAACAASURBVM7/ffj2qNl4cGGeiBpCOFG0jyTBtHxkP81cGqyvLRZcUlOrW3aZgpigUiIV32ggDyxLfbE1vUKcFVfNzKzqItLyMdnW/Oq5PTj8yZMcT29UDgKpM2G2ZI/bqi1V4TxHpKXciWJmS0ppHwQxyaeEd50OtHZDcluHccRxWiQfVQYKsYK9ukiZRuttdFdtCw7G05+eErWVuO+9ZYEPt02A+94hG+/7IOrSK3JoABweKf2M/nCbY4ydYhNEKeGJDLP6G4Vd28jtRnW2y5EjRyfkBH5zODA2TnRJfbo0PUN0IOP0HDn2HrYoRO+mmTxLoLuRtW+iX926hF+/aaok3qBYmPC64QY9coFMLxKqoO4ly+KO6GBr6JfODcz13ehSWp8dKwFZxVpGHDsZUMDdJ9d8UF8jvcyxDFK1A6wgMMINfL7Rg70aRlXV/g3qdLedYBNRLYpGCw5auM02A0dT9eMEX8rRgsOT168l1cncYO+cKsdBX0qc4AiBRPrx3qLB+RFb4WEDjdXjZHzkrvXYE2bdeot4dJ7jsgIObRh7xSKC5Ld6C3oGL2q2GYDDR0QQ/GP+HJNwhfCEwAKZt2MEVBacLPXqj8lAy1Cg0URRAAcUeqT8Rf9gfxj8F7XlD66uBERLrtc/sp+I3nK9QVomK7aXrzsFImGavSEPD5Ks8sxg72J5iduhs1obVA3sPU7Xd8i08yUZjcqNPLYeCIihC+kNyQB4ta5195UbJQIT7F2nD4URXDc+GatGV/nkzhC1LPSCIJkGD8fG3fOvdOLGYYc6ljiugWkrfwGjTkGNErYmqaInybBIqkibU+ubY4z+yYc7tWEz6LoekUkdv9NX1xUZ8zegVxlcb3Tf2S7X0ufIsWPICfyOY2b6kvZpfCwn/jnem9iiEL0bTs4w+N6OQS8WOFnq/d7SStJVHvRVZ6rZy09GLrgTeDWM9Irrsm1xMhZqcG5Iru/Gui4A68ZK+C56m3Q9NoGscrJqQH+P8yGnZ4bcKZYBssq81BiqbFszzYBT2Q0p+y0LfBi93FgIEKg8M3LLzG+TsgiI/KvKEo+0cgBfq73nm4K0G+zdT9OlkybIP9rjnautjRYcTMAov2dtBe5yvLd4vr0SXt9/vor38NRQmTk8L7BkWclF8VfYIqgh9Pljyczb9afGIRgIQDKiUfyzwfvjvUX+wSw7hbWCK/z6YLH4drFIRNUouptIVBefHxk9MV+Jm8MRLbre8FrarxfEGLXfSLZzyr3REIrZgqTZ01P2zGXZPxDLvImS7F1Pv2ezOwIdzaY0ek1+ECBwAAc+CPjbvOUhLjD6yRGRbi8PNk5EjUbLzy9xI8XtPZJRkr0XJi/o79dZo8rGC7/e/60/Z4kB7yHujo9xK3iY2PEqLAsGAbiQdQoqq/+wLtLWsRXGaIgj9PM5CZ/9fHeSGyfRaf46dnKG3sTzXYYzwrFxb+L5XEifI8fOIMvpJ0cGDo4d0T5NTV/peGaOHHsZYKoTtVV+8cH3Bn5w5BDT48/vH9G7uzG6Z+/UWSmQWsxcDSNwSJDnTmMiD7/ROwLJvC5zyDG3cLTHO9rj6Rp4fW7JdPGIY4MZnh4eMqIGyZPPLlSTdwcOFpwRxz7eW/zivlvuK/UgN05aUr1sWyOOPVpwSpbFyfPpRhOThxObvgPMwHHEcObjMz1la0dEgZS87biwIaX+wpnGCKhLJ2U1B+iF955yFkC63mDsY26Bgwg6Q+Zvcf6YW+Dx2ceuFkWBlGDjGGTEsUOltPfVtBHswNKgqsBC8Kw5QIDna9guMBB2mVzzJ9f82WZQDSPMFoOULGvEsZ1S6ce9/UMry0Mry+OrtavvvgsV/VxPz2Cj9ffoN30DrWw2UZxbxlNQ6Wtk1KPyYDiyPzx4SPYPEJFVXbSnp5Djbdz3UFQeDEcP4rT428pc/JqdId8XtRUKAnt2hog66cyTYKH+OtD4dpzKbjRiOzo0e4egwHVjX3e0uydNKs817Z5Hnhe7vgeawiLR8lCv/I/Kg/wKR/aL2orO5w3gK2wU6saj8iAGMe+CqnueAHQEiCMYzoJeUdRW1hWub5Qxph5PfXzNo8es6mInk0LgxrJ3IKPMgdbTJmw7uv+LsNGTc+RYHxcvPvPk6dMnT54UOk6ePHn69JPPXLx4o6d3Q5Fn4DeJTWvo8xL4HHsNW/RF3/3QiwXGi96btdWksTneb0hWoINN4AzoCVX4xhnOdvokN+oCQMo9zjioZ3oNsP2+UdTNAKtMvRYmfPpXbJNmRC54cGgNIOxHgKNsW5X2xmxst6bvPKoSjvZ4qD4wYh+Gct6YJ5/qqIw03PhmmgElguIh0Wjiwel3ZM0858mZ8GPm3DiQLx9xbA5DJPeQSnHMhZ8FNCA/qa1BEq+fP90M7i/1cGIcWgaeHiv5IR84v1rXHe+Xo4hN+w39y0RttfU4gpBlI9jz6UbTlzIOQziF7xwY559K8eLr/URTA0Pjy9XBhr/oekRUDlVimbuUMWBit7wExt46jJJ4xavZo053VpdesWXP7jhxG3PXBR21Z2e6p0nhyH5OLxOR2bYdt4A3vpoSqLU9cznWxgOcY8c0dDd7Up720MyjnR6A8w00GhzFELWVcNT8pwak70hK6ytF4p1jHKSJz8PRg/bsTBw1wBrVJMVSlUhFWCCL8My//sKvh6MH8SwysCGC2klIzxaDyUuM9W761t1gcxb6GfPfDfGFHDl2ABefefKbX//SUy+nfvnyyy+//PLLTz31JaL7v/DDp8986vYdnt2uQE7gN4uDY0c0Bj81fYVOdMPgr/zkRU1Bf+TB+3IFfY4cm0WnTmyp2Bxz7gZcLPBYb+8jg+V7tFrlDeXeO8FwO9cRtHtfIcmcMc5Gb53M8QJJVhkzc0U7U8MNpLhxp5IHPTRgGLnpJffM98bcwreuXgPJ5zL7ewf60WKdJwbxNt8RyWE0L0DwpbJax06iZB2T15XnOiyV59e72c02g37LWo7aspOWprpnkQKU/GNEkMfzCOxgr28d9oq7x5FmFH+w4CTd/ngbcb4vJdsH3FfqQbs+p11QMKnMBXwpLSJQa56DHsJoSImP+t5WtTgIEVlLK4tBsBKEJcvi1D1fVbYt9BHQLQZ9KTnwVJeyn+i5D3748+eev/C+kWPvVt7qKX24XovTvOzWzj52UpJtgxgz7YTPfPwIqovNo8es6gXONsf9z5Q7fZuU3bLi5md+naLIPfcSf6Xb3YVj4xQEPKCorVgqD5+uM0foATQ+itp83SyrLYNNREThwdZ/JWKxPUaIIpT36wGL2HtfXwURNXweJL1MXa0FGWmdUXdi7/E+lPrEUjX2z8esdMt91vaDvQcBRRH7CHIzOXDazZHb7pFaY79y+gnqINHfdm68RQv9bI+AHDneu7j4zOnHP92Bu5t4+alP3/HU/X/xxsQTe47E5wR+szhw34NHvnNJkfFLL/7kymc/2wUZzyvgc+ToCt3wbc7ZrsvkN02eu8cPjhz6y5XV5xarzWZTVzKDNm/Iwd6A4XaejU6p7+2FnulNfvvFfbdw/zMd7IGXEWXgb43EOLdG07cCA3IoAdlmVDHo5m3namuOEEwyqT30A4uBMbdwfrXuaOw0u3c6nzDbjBXtIMBJBztjHHYugEieVOxDjx0A/ChjO4ASnV2otqQHahWpXRjQbe7nd95GRLe99gb3wCPlPsjd5iD+94SAxx5mazgC1KIoVCtqqBYD/Iy4t9+YWygUChdWgkiZ+aHMnn37+AgR6Rwe4pGybd2l5v/tEw9//tzzf/uBsc/NTbf1WgM4boUMfG2FiESwYiX4KtNFKMAtw3POYO/4U3mwwdYeVFk3vXPPvSRLfcxs8XPBCS07+lJfi8NjtolYgD07g3H07H2KGh9ie/arJ4pd9/lGsIVHbTwiSCw00GIZSXD3OK6HN6rEkxr7qDxokbLZ18HmfCqExe3lUlvTIeCiD0vXoaN4pxr7682Ngx8/E735xtabrnWaf44c72E8c/qOTz+1sUte/tIdJ1/74cSZT12fGe1S5AR+09gUgz/38rPap0fvP3F95pYjx02PLpvJnxoqr9sKfgfYO/C18UNEND8/v5VBUpesp6B1JC3TfCk3qjXY0Pk69cWsuPwbkwOZ1JPGfDIS7OtPpkTfunotNYfPZvsAi8/HlFjgZKm3t7f3r668Dbs4veFcLYqL1b+475bUWx/vLZ6rrWVPD2XqPHjZttC7DtDT74FqxobkMyeZMUnsg24+X4siFpaD1upCA5xvbD53YUim4rlY4zOXLp8eHtKfBXPvyTUffv66xZ1u14cl1KIoIrKJIvV7w1T5AaFbHp7CK0vL1NlcJ1DBAgQI9C53eI5zpb596uQXhvc/ND8XN2arrbRJstnIrV06Lpaq4dhh46Ytoug4Zu5az1qjBxuPjxNcFxEBeLC1ztRs1ZmBMw9vkXCUuAvBgnMOLnDfO7u2gonF2fj2mcfE3iuK5SXyPN2Rrr13nbqv78uBslCrzmDvzKthKacrFAzX/eSFNtr1QRSgi4BQg0BIwlOq1b9VXUx9TAgi9J59el2N/bbgunLj6M03rFvvoNV0xdPN1XRt13a2y/GexMUnTybY+/1f+Iuv/tHvfOp2lWK/ePHiG998/OtPvazn6F9+6tOn/4XcUxQ+J/Cbh8Hgv/O9c5/9w2xCfuX7f53z9xw5ukWXzeTBTzbdr263oVPkgkua+UhS410No07a9U3cMQm9IoALrfERyWRdqZ7aY6zLqgdehW6YhzBNatqfJzZRW72ytIL5jBYcbkpPRKES8CfpLg+IUvaDhZT/M3Jf9EBK5vnVMG5KvxRFROQK4UuJqTvteniubuAN5BZx/Fi5IIKjIQy2A2DoIgijEJ0jVtxfIPVZGPb+k2u+nhUHuwZ7NybjCBFIib3lcoPlKJpc87m3fEnZ2uMSlu5zt3m9+oC36MeDwx9+Z1qWB1903K8cOEAHDgjo2A2vdSnjTmyGhZvncVpbn3DroyLkwq8nK9Vb+nzk4XGC4yDdDe06uS5IqW6Hxrl3g7Ki/pynrbN3XIJad1jotwrgeTqa1B9Zd32ycMtvHQwCWeqLRvaHY+M9vb1rq6t6/rztTCIiahy/tzXU2DjRFHVHwOzKnOwfMHwHWkX+CIs4jlhe0msBWtOAAj+BqDyYbNW+LnYhY+w9+7R1513Z59xETdd2Z2e7HO9NXHzy8S+1K+fTxPG333777WcmPnXm4pMn79BP32sUXsj2EsocG8GV7z/xB9/RJPGP/snfZlD4c//2n/+pxt+P/P6/e7Ib0X0CW8zvXScMDw/Tbp3b3sHw8PB77BF8ozK/LjnfYr+6rU+PPz62b/hr44e25RHoy9Er6pn2QAKtp7j5q4zOXhkmdp02kN/rJDlZG8+ibs6EJ4fCOaCIR3u8jJABuGWnhRhDkSpox4W3lnr1GniA2SbvmzG4HhdApze9SBtEFFlo6OQxVC2KmKkGWqSAOTyOIAlfCUIk//Gz/Myly1wUwMbypFL3pDrbQ+ZAaTUF2EBjN1ikoHsrpu6wUcsAKz7Smt77iX8eCEXmeWkcocBuHCx6RLSgDatTd8xeqv1hOX0gZagGd4S4Z6X690Hrh+eeeynpr550rVPbZ/ZOi6l1bSVOFzPzNwg8Os/pZfacTEbPeUjrhWBeipFZc250mMeRcGS/PTsTl4s7DikJfYucK+rL79GVjRP7GATBgk4O6lZ1saX2X14iryhVqMKQ6JMKHxit1KAnN3haklGznKHVPY4/sp5f+e3z5mh3eQvsPZmZ5/GbR4+551/R4wudsCHG6E08X5i8wL8T6RWbR49te88zuOL39PYS0VqHDLyO3dB0rRszgl3V2a5LbO6fQ/in7I3F8vLyjZ5CjP7+/p283TOnRVv6ff3SdpPD76li+LyN3FZw4LO/96j++dk/feLfnkttKHfl3Pef0Nk70aO/tyn2niPHewPfqMx/5tJlfn2jkv4/2i+PDOt92nSABTEj3fl+dWjMdrLUyy8ieuTCr7ZlcL15OxNLZLyrYQSuDj4/2wwqQTjbDGK/8Q4p7onaarYFfWq7eG5Bb/T0zkikp5a4swIctd9g1xly+moYZYQhTpZ6Tw2VTw2VRxz7aI/HXB2k9JWlZV81S5ttBtif5SjypZxtBr6U52pr1TA6M79gTPv8ah1tz0h1tvelXIoiJNVB5nGnQKsDZ6LLmWfwfDSE85RAfbYZ4I1Oqo0UNMrLWfZfsqzZZoD5LEVRJQhxL19Kro3n3SCi473Foz3eqaEy/xrZoE7HRG31zPxCNYzOr9Znm8F0M5hpBjPNICSqBCFkHctR1EgL7ltEEVGkJdI59KCz/bJt8UewdIxmEVmKvYeqqAHnDFiWKwT87R5wrN9xWnEHWeoLDx6aGvnAL4ff/+rA0DteT812LlvtShMtFQ81e9wlbuYyNRrQqxMReR5FUUsqr18OQTiSwyxsYQ08/vQ8cl30mSMiNFdjs7dwZD9oOSfnY5rqOOHBQ+hgh0v0OvyYusPprdQHki9qK1Z1kRoNEGO+IxqhGXO3K3NI0WMaXLQP7YA9c9lg7/iIjHd2369ksKAVKHEcrJc/tsITjgP2buT87ZnLcqDM5v+d7liYvNA4fm9Gi7t4tI0wxt6zT8d++yP7+SkUJi/0nn26yxG6xE3XdA07ALM9ttxLbsuu6myX4z2KZ/6mTTx//188vS4Xv/2Jp//ifu3zy9/7+73TWi7PwG8VRl6diI4cefT3vvy7Jw6An1+5cu4n3/vr7zx7qe2c7Fx9NnZnijXPwO8G3CwZ+E1ky41cNyfebwg66QJ6e3uJ6MdX57drerxRen6YHdf00mVue5Za4N29EiH10eguA9kK9qT9vpGu1z3VO6Xr2fZv3dnyT4KjD+dX60XbkpEkLffbUP+fE0SSSO9zrsvy9Y5uqHLH4JxAxkdOuXMJNwQFWN1sM+D8OVNxPCAUfsNYjpS3nFEWkWxctxRFdvt9WUdA7SUG1F7jQFrcxFBzsFkdtojXYhM5QjSkdLXqdFJbRyp5zpfwVCEiCKREBj4KQ2rP5AstXRARSTUgEaEIX/8No+ffK5cuPeBYX6mvFCYvvOr1lC1L+PXB+tqFDxwcX3iXiBaF9eEwXj4Swl8/8lsvDL5P2rYIQyJ66NrVr771T8RJb7ZeQy4dqXgARJ0N1V03Jvnced5o9qbSy8gYo/VaPBNYyrlunNIHldXr7TUtvX4JRPJ653amwXqeX78d0t2cveeKd6dQkFem40WhI50aykh9cx4+NQNPiSQ8hxLYEp+nQdSWdUf5gL5SQ6GQjTgCktnvrZv0NRLvlBaMICUo2MZUPDLVXWbgb2zWGon3De3wzdXZLs/Abx07moE3sulf+GGXcvj2vH3Xl938yGvgt4oTf/jvfn+qTUh/6dKzf/oHz3a+go48+iebZu85ctzUyJDEnyz1gj2mUt9d1Uw+u64+NZW9OfzgyCHsGJvYccGzXhHNfbyP9xYz/My6CYLwHfXT2GUgtS28zs91ZzVckpq6R0k2cuCV1TrL73ELxBq6Kcs/Werl4IKebYag3VECeBxkDtmQ0pcStBlzYHu5MW2ckmUtR5EkIikjIlcIlKZz3phvwaiGkV54z9NAyTdOgHADnQWSpgaBqrTXEar8v94inn8P51frRnm8Di6P14Mm4O0c4LDVLjmKxuMj4h0AR0BYy95QVQORFivRAVoeqNw719JL9acgcoVgZzu+ChO+98iRF99++/HfvLFvbe0wdk+ICx84SERTQ+879vYMFXtetQuDMjoUhUT0yd9+4KGF+YferbSK2G37kx89+f++dj6eENh7FMV6eF2WLyVao8VV3PFUVKl2e5s3Uk3jWg9obJx91wqTF8grwsId8nUi4ux0nBjnOnzo87G3S1USgmXzOMGgu1wo3jKNHxkkiPnbgwLhyH575jJJ2SqtV43cdGDA5tFjnYgcLwR34bVQey1A83ibiT0pv3pW6YNFb4i9r556fOuMkXsQpH6LEMxNZCm3jchOm6c67eWd7XJcP1z8++/p5e9f+Bfd0vA77rqfiC+d/KeLtEfawucEfus48Nkn/x21F8Nn4Mijf/JkTt9zvLfQfXp8x6jv9UOXxPIzly5vi4Cfd5JjH8kc+JhbIMXhO/mZYdrGzFMn2enZfebS5dTSdz3lqzurTTeaZxtVI/fOZ6IjGkIPSE3jfE5Qd2lh+Ju77sBpnOUmRa256BpgLmoRhUokD97IERDAlxJN2kHaUfFeCUIrYfvvSzlgWVzOwAbvlOjnB4s4bMupofLZRpWIalHEBB75as7eIxMu2+/FjnEg2CgQKFkWyzF8KfUIDjbfMLGvhhE2h9fiCOEolz5bo+h8d33NUkn9wcmxRbAMMOrU9dp+XQohNPaun8zvMeFTQ+X7PvCBewoP/18zsSjSYh94ogsfOAgOvyis7xw68mJf+aEFlW3jVnBR9OBK9ZN33/NQ9dpXL19kK3gi1fDM92O2LwQpNTsRxel3ZLD5IYDwK1WFbjsPFCYvxJn2IMB7u70zvAjiEndynFgOwL3xUJwfRRQEwq+S53H79PZNjTkn2r/pvDpZrC77B9oK7JMN6hTccy8hew9rfYPXcRhCesV4Ce0iAuHXwQY7Venb01OitoKQim4csC62yBjhaZ99L8z5ZrGU2y5040uX6rSXd7bb5fiz2XdeXF7hjw/2931l9P03cD7d443XdP5+/1133LCZ3CzIJfTbhSvnvp9UyrfjyJHf/70vf/bEVkvfd6dGOpfQ7wbcEAl993r4Lq3Od6zr2ybQqVYfgIR+VVNObrtwgHt66zD06qTYIyIp3RsBrovffv03+sdUszoe9vxqnR3O9DNTPfBIaeb1+XQ5829U5pFIj4XcJB0ylfMA26dFisaPFRyQTKMBO95ATo88vK3c6Zj3wm1uOYr6LUs3nOdBWOWOAfUHx4Qf3dFJS0EDcfJfwSbSHeZwUHfOQ087/aZ6UQOn6/Fmphm47bcDn4fWXb+v0HLv1P4VH7SI2POvJqM+2x4QQt/G5Siy1LbzCLrPX6CZCHA9AmmSjb968UeX9h+wKnNUbBHa8YV3B+tri8We/+ZDH//0u3NEBIr4lldcdAokiYQgIcph8FZv6Ue/+ilx6zhd4q6s11p+bEtVIjLF9vCxA8JQDsShKOHXYbcGgzROSscJcMsyiG58U+6+lpTo+37M5F1Xapl8HiT2k8cSFIy0NiT0LZM8zW3OdJVTzNxIlRtt5Hh1umiftIy6bomnTzgcG4+VCKoiwLgwFZyB73RCN+g9+7StRXzWjRp00uR34/Gmn0zXwcRuQ3PoZrQNnb8bnPY2gT0oof/06795sL/POPji8soPVVh8o9hhE7uLFy++8fd//zevfW/yqaNf7VoJ3y6930M2djmB316g4v3FqUuXWkz+yJEj4w8+eP99W6fuwO4kyTmB3w3YYQK/IWaYTX2T2Bbqu+2V89kxCIPAb3skAnuY7K/eaUoZ/vw6MuZpbGDSvD0DeuW8juwq+uR81o0QYVvQOn62GTiWIBlniZmxE1GoEU4m8LqK2zCNh7ccGqGzGl9odeCc9A6Uxp6npzdyhybfYO+kNbFfiqIBq001jwQ728hx3T5L6IHlKCLl3N6Qst+y2IKeFPtFlQFuhCx3JQh1gzrcmJfJ+0btde8tl3wF5vaeUiiMOLZl2zO+P+qkxxr0Qez2vUU0RK/wn1zz9WDEf/8Pf/OWZesEHvif9h/+7ZUqEQ3W18i2f1kaGGzCeY6kMrqr2s6i5/3oVz9Fp/SYNoNIWxZk822adlBo7BIL77nDHKBVlbMFfWtz2l3xW8QVHdRJS+zzmNwVD0X4jYbsH+CK9zYROyapVQoY/d7bCLwqsKd22syN5XAa028usOcSdCbkcVc81ezdcOBnYs9T1Qv4k957em2/AYQDtsIbkXtPPpQM9/vUkMEmNPy9Z59277yL1iPw3RcCbHvleZdt4bZ+oxuLPUXgkXhPsncAX20iFb/DBH5T2Gzp/M2PXEK/vThw4MRn//DEZ2/0NHLk2AlsSA+/oX7s2yKk7140frMAe5ja0zv1ZNqa4N/YwInaaiUIwZMpM3CQgVT2nj2f1LJ8fbbYluO9xelGEwbpSF7r7J3aWailCcVZb89WaqDuIPlgmNzajS8x5iwTKXSQcO4A12mxEOEjja+P7wghtdL3RnuhON+UFe+Yqh4m0IspuAIfRJrr+UnbB31YY13JfnL63QMpwd5nm4EThkQ03Qz4q4io37IMT3vU0i9Fkb4iVjGgwr/W3jru0v4Dt771m6l2Av/d4Q/cGjQCKfubjUWn8FZvaaDZkETCatuochiQT18Y/63/7dVzMTknRZjDkJCEB7WGnN7IkJOS5UsZ09cgIN8XjQZZVjK3zEbrrKgnfiyIAui7gTEtixqN1nHfJ8+DFgAF9u75V4ioxfBxoVLgGw3tZKNBjYZQxnLkugaVJRVi4Pw5H8ftCpMXINS3p6d0jt048QC159hxa+kVsUZm78tf/ON2ojjFJ8frTtjU69g0e2dvNqtq+thz1UM3Av4MjzdoyzulwVdPPe78h7+2bs1SAHfJijc9hxx7DRnsnYge7O97cXnlK3RzaOk3BqN0fi9J7/M2cjly5NgMumeGOzMfHehRl2GVt1E5wPVAl4309JMn1/yzC9WzC9UuAxzfqMx3ybFPlnr1CSQ3EEXUI46NBKl+sBOSrDXVA6+b+aCbIF4IDOlbh22ZbjQrQegK4QhhEbkiYaqmUsoREegxtTN5zm87QiC5HRGFRA0puecZ5+obUtaiCN3pcLlOOMFFz6/W0fItuWouR8cdIcLnFwbi6IOnZqujFkX6AiOi0YJj9I1DMXnZto72eLUoqmmE2RUi1CIaS1HE7/WKA2MPhXqRCohItRukRP6YMKvlVKF5hwAAIABJREFULaIlpRTACJgDBufYRNQenijblhFZ+I/HPv6/f+bU+NV39IOv9vbXIklETx++Y81x+qIIhDaKpBStn5+Q0WDTPzf4vth53nVjquw4ZNtieUn4dbIsklKW+lo5dtuOs/RhyFZzJGWrt5xlURTJUh8FAarN4z+Xl0RtpcXeHSc+Dr6ajIbgCO4rRPzyffK8tm5qCDfocQ3Y7KFyHg3nkKLv6YnbzqPsv9GIM89BgBZ39uyMTPO0YzSPHovKg+75V9CQj93a8S0y6mjUl9QdWNXFcGR//7f+XB8wHBvHcZ20g1Ebt7Yrcyunn+g0sXXRxniDAA8ifnEVwEbHSSC7rZp16x3Rm29sbuTtmkOOvYNU5byBB/v7Pt1eAfeewMUnH/9SG3//3d/ZG/J5opzA58iRYxPYNDPcGex+q7zUHvKdgh18st7pPZs8AxtaZie5xERtldPmY26Bhd+k+GHqXTr51W9uPgxj3zCgLyW25XhvkX3RU2GpP5NNziMiblCPPmpSY7CivfQd6etI+4rt2X0pwZOxRV5KGIFIFfwbmW3ER0Yc29U6tGFFdvucfZWiB4X2pZRKk29sMh4ZwalOCEQHAtXaTbT3ZmfXAI4dSFU40N513US/ZaGHPGsTsNWhVrlgGAryxkoiiAKMiI/V3lkAv8P/8hP/1R8dvP1/HD3yd32D+6/NF4KmI2ji/QcWbLsgZWDbjUJBEEW23ZSa7F9KklSU0XdHD8dHIIwPgramcbYtlqoUhnEeHrw9lW8jZ64DvnRQpOvkOYpaHB717UngXlHiZxsE0AUUJi/EuXfPI9cl141JfrxTcZShreW7o+krLSuudS/1gZmHowf1LHRqRjocG28cvxfl8YZNfTg23jx6TNRWkh57XAyPygL9KzSxNyi09Ir6aXZlDp4Cm4Oe84+7CeBBqMeBOSejBhnjdAJy4KlfOY99yj39xVR2jdx7N2nzLc4hxx7Bn82+sy57Bx7s7/uz2XfWP+/mgUnf6Qtf3SPl70SUE/gcOXJsAptmhjuA6yoN2JBoPPXkDakDMk7OIM9bhHFHw3DuaI8HoghyFeu024EC9e73Co5uEBd0WpSxFXpYwRNics3naTQiyZzWoESR4ttSO4L3XMFeDSMwfJ3E6gi1RmhEZCn+aSlCPlpwjvZ4R3s81NIbWXFS6ffTw0PJOIIOlu43pCxZlt6bHUEEToZzS3awaGMcX0p44KNY3VKXuEK4QvDZun1dRGSr6APOdJSiQarTQi2djtNqUdRn2322DeU8CvvhMoD9sYn6LStQZfYcIgnTIh2OEIhH6C76Y25hoKfo2faFDxz8xIlPTJf6/3P5lndsx1U744RhYNtE5MhIRJGQEXrCkyWI6LC/9kL5FpwpvaIs9cn+gXBkP3keOU44ejAcO0xEKVyaoc+TT4OhvWe6SxJRbDXXaMQ5/DBpJqAy8IauXghyHJLSnp6KGW87J2+95yiDlNwDT3rFVvc7Va7PGnv95lZ1MYModspXFyYvoPAeve7wIpWl5yr6NgWBihQYeXjh15HMRwDCnp7aqMsa4E08j4XY01OFyQuy1Ne2Y4BSQxiboPec53HWRTg2njFViOTt6Sl+8cHu17LFOXS65DqdnGPnoXvOb+/Jux1J+v7DvVL9DuQ18Dly5NgJbJ36doONSgM26mn35ZHhLXrpb8U4INk9Tu8Ylz1UlzA2MLVknR3RuOU7mn4Zc+5yrybXfGjXW8yzvf+cMSyghxW4bVt1zS9ZlrBENQiFxjPZed5Vte6cKObqdx7ZyIozSyc1CEYO1beo8SaVIfeEMGbOG8Uz573qt6xaFJUsM5JuzAfUHbqAmtK66w5zXKIPFp1q8o9eg7xqPu4m+u2RMsbDRukN57hs3iIqWdZSFHFnOxQd1KOIiGBHxzUFeL6YIRzpPa0IHwMa214N45HhR6AvJxoo00C5Pjc36nn/2fWIqGZZpSh6t9jjhOFyTy8R9a+tNgoFIgqDsGAThWEE8bukmWLPPZEsIh+ruZoZqeCUxLt+HPXneBB+PW4jTy1+2AbHiTP8XQLsPR5dwM3e5KLw0k8OG4aitkIDZUJhv9ZGjmKu3na67h7fPbgwPtm7zjgzKg/qOnAusGfnPyIi38dqG/c9xBeu29ctaczON2rz/AuClK0LAkGtCALO56x49xJ3ivvMd0ynb7rp2jbOIXVWXfrY7YyD3fZ67OfYEzCs62jv0fc8A58jR46dwZdHhrvkkxO11U17xW9RGtBNXfoPjhxa9y6d2PuG1AHJk1k0zuDkZHICm9tDI3yQWrI+5haQh2fKPeYWcCEWzrfO3qvpRhNeZdCu84uIqmE0uebz/icL8vWJjbmFShCierxsW/Uo8kRcAM0cPlSp8tGCY3BFCMv5vlyCHrafQ2l96QBUwkP3nppy540ybPzLtjVacGqJfG/ZtrAtJS00AN5bsixbTcAVAl5xegjA0UMhREQUqNWNuQX0jQ8SO4Akua2G5XIARxHvQEqpdhJYiiJdDt5vWa4Q+113v+uWbQsxiAHLstrjEf2WFbbfhZvJ69sF44BKEDqJgAi28eot73vHdoSkd21nVVhrJJ6/ZaSkdnK5pxd2eo6MMLIg+vDyogUJRhi+YxeSnuRxGpk7w9t266VL1oniI3jTaLTl3pNZX9TME8VjZsPwuqcOoQR2vEvWaDgOoapfmw8WCzrNJ67bI53SGtFTGlEHOlnKG0faQgZBQLYdjuw3lPMQh3fKLUM3Ho6N84tU/X9bE7uR/S1vfx0If6jpbb1l3U2H1VOPr1s/vzPsPfVR5nUBObKQZO97kL7nBD5Hjhw7hq1Q3x1A93Xp2cntTjn2DakDOlH9U0PlJIc3JsN7uEXVw3SjCY6N1/nV+vnVOn8EJ8Q5OI2Iks9O3yuDiVWCMDX/TCqpjtiEsW+pYQUWe1fDaL/qjw1hOaTgaPzGLmsgvSXljo5kL6IAXBbOxMhWkvWkqRs04f0q+61rEyhh45dMjEO/cKLUg5gCYiKg3ydKPZUg1EdAEIH7rrFin6X1SHo3pPSlPFdbwxymG01HCPxsphtNxC+SHJ60NL4vpaUavwVKVlCyLCj2bVVugGKEShBSIn+ur91RaXzjXqQ6+RmPn9vdTTeanRwEqmFUCcJ6wS3aduxEUCjUC+53D4zvVwnwwLatoBXJeLV/8L+dfYuIjlUXVnp6y83GO3ai+qPRkF6RpCTHiQvLGVK2EWnUwKN2Hab0zNLj2wdt1/JCMsT5+vmkRPL4MRtXgb0jiJCk95hJEAi/Lkt94ch+vVid6TRy7+umYQ3On4FsKb4BVNFLrxiOHpSlvk5G68lbexPPc/YYUnl+ESmvfg3xwpMc3rLYnG9vqsSzPfA2JAHYHPRHaSA7fJNjTyOFvd//F2/sPfqeE/gcOXJsAptmhpujvtcbG3Wthyl66kKeW6zqKWjSsvpn5he6r1pPZnEZybJz/aO+h1tUPYCbISsOFbSnktWgWL6Up4bKeB3t8VJz/vpe6QqCyTUf+fDUFmvIwRLRZy5dNpaQLLlHNAFz8xXhdDT5N+gic0iUrJNiqg0pZ5vBTDMIlCM6wBxed63nym1KkHlKaBPYQA7Tnn7g3pfvOf7ND32Qz+cNGXHs471FXYNARMd7i2jPhjZskMdHSgiAPDa3o1+KooaUkZaor4bRudoahvrmhz44/cC90w/cS6otnKPVEZBqXAdne1vVwJcsKyRaiqLlKGIneb2pHn4SlSA0+Hk1jDhUgcnoBFQQIXQSKit7ljZw7h3BDvgIJH/tbKfvS9mvgg6IOHx/ZHTasmthtOgUKl7RkpKIXh0Y/PPXf0lER2rLF8pDxYY/d8vwWv9AVRHj2FlNjyXBrL4T34amXesJT5als0RY0xO1p98RBegQlWgl+REXcJyWe7yOIIjZO6aRTOlroQfYxTdOPMC+8ZyZ71I5H46Nd5OtNaT43fRp41R5xslJkzYmlmDsUXmQX0REjYZRtA/HvlYeHqGWRoPCEKaDK6ef2JuCbf/kw52ebPdOe1tB7rG/LejSwW4TJ+9GPHM6jb1P7CXruhbyGvgcOXJsGJsuBQfHS732BubeN+dan+xP/lhv73PH7p6fb7F9vZU6J2CNinGdn3TTXB194FOr05N7+IMjh9Z9UsmrMCtwJKjKda+yShAi2+wJgWmsO2dMA1GJWcUqOR9uAOPj5Mpq3RMiY/zpRhOMF3+iZJrfR+0ua6DTJcsq2xa+PVhwiGimGbjtInnSpN2c68ZAltY4zVE0Ejn886t1T+XJ8b5sW1gOyDPwzQ998I9+/Z/w/tRQ+cz8wunhISIy7AzOLlSP9xaxD6iWD7WogVC5d8wQ9epg9ctRhJkfLDj6fYlo+oF7x156BZtcsizucs98ng3wURdgaz5/MN7H7VDxjss9tRu4cDEI9Hb0AEdMSJshEQVSslvBdDPAcz/a450aKuOndbTHO1nq1X/t1TAyth3sHVGbtYI76RR+/8rUpZ4SEQWW/ev+gY9WF6woGl9d+fah2wPbnmvEHK9sWZN1/2jRi8qDcak5KVU8I9V2zjgIN3utMTuR0mlzA3km58lW8IDO7T2PfD921EveKFuHDxd9BFzYE35sHNXv4GZdSpRZRK1XmCeRlOKHY+O6lD11ZHbUyw4lwKQNZBIJW3t6KlX8L72iCAIKAnt2BgZ7rUFQcr+kVRsJQa7bPHosWWy/7R5vm6jx3jGfudVTjyentzPK+S499vdadcNG8ZXR93fTRo6IXlxe+eGdt+3AlK4TUlLve5i9E5GQyf+L5Njd0OnB7sHw8DDt1rntHQwPD+/kI9gEM2QY1PdkqXfTde/GsBs6f+umdDr0vwVYYKfKbZD5VLMxlEm3SF3mlED+kbfstIfJmRiD6BdiAzFVZLbBP42rmDthFaeGytn7YxjIn6utwecMg+hAkbaelp9tBqMFh0MeRuSCxfxANYyG3MKCionUlKcaKU34aMGphhFL93mB+DZUHnVCubthnvhK3wccGbBibYK+URDSg8TiEb98z/HknoDD898C4wHxcVj0Yw6RZi8H1morN3hXS4yzEoEefSD1cXjPTfCScQTJcEeV8SOpPqpFNzA4JABSxQscRcKJCNGQJSkHHeeAbVG7ioSfNTafhQNcEUBEI47N+nkQeLzhDZluNLHJeHy6bQHCCjxUQ8pHrl09tFb7VV/53//qp5agt93i/zN6+BcDg2de/2U5UbUx5hZahmeNBrluzL2JYmaeCtyO8+EAst+WFXvI4XKUtYch2fY6A2K0KCLLCkcPWtVFsbwUH1RN3c0Odhw1kJKEkP0DwralCjEwPQbv5cr/bOZsT0/ZlTnO/4Nz6tp1PjNjHObwSaqGr7q00EMcgQXVGaEBe+YyKhpkqU8/BwvnOgJsAt8dsQmdVG/R403/H0HqUN2Ul+8qn7ntxUa18ZvTAmzun0N4djcWy8vLG71kXQ6/Ofbe39+/0UuuDy4+c/rxTz9lsPcv/PCNM5/aq+yd8gx8jhw5Ng2kprOZYadrt4Wupw67IUJ+/Vzr1y0HOL9aP96bYhAFX7pkUXHqlJCzTZLnZHwkdT7JC788Mnzba2+AfHZi70TkCTHbDE6UenjCujdbciZGGcX51Tp4LyfzSVG7ZFo+UrfoJtVPRONF74Ci9Bxc4EjHmFs4Veo9M79wtMdjQkhKDc58ksktNgGO66iQZwjFS1GS7bUnmYExt3B+Nb0R1zc/9MH7f3qe9z+1ex/mj7VPN5qIbuCEQGPvUmng8VVM7DuwdyxWT5JzEARxB/Sc40IAJP+JaCmKdN7Ot4MLIJ7mveV+Imo2m0R0tMdDpIa02Acq8KGAIM0dEFIIjn2cXahWgvCL+27hSZ4s9U5QbH+gi1Z81VYgahdQPHfLPleMBFL+5ZE7r/X1E9E8iTOv/5KIKkEwolnNVaPoOyMHXzpw2+dmLn1kafGX+0YPN+oPvVuJqXjG30S2keO28OgqHwREFBNvCOPB3kkVz8OXPpmHV+w9PHgIJeXhWMylCRnmpMU9kc7eSRlAEJFOWUF62+n0lHv+ldSm61CnhyP7dQKJXChna+3KnPSKUXnQYOAIE/AE7NmZxon032E3FnrGyOsm9uPNdxyxvETaaUn2rl+k1NotlgiRQjZ/Xpc5Y68yaryzU/HbMofdievqsb838WB/34vLK504fMZXNwNSU+9f+OHEXqx715HXwOfIkWOTyCgFN9zIdxIbssq7Tg3tU4MIet4YXbI6FbqPuYVO9l2pMO6V6sYHTNRW+UVpnnPfqMyfHh5K1pkb8KUcLTjrnkadAxmce69FsXObr1K+BvB/Ka78TzXGZxgV9Tj5ZKmXC/Xx88Aasc865WZSiubkPJ9au+M6S8qZtBvPi23YflJby3iUemaef5B4gTwze8daIAcgLXFta83bsRaYw2ewd0yPf3tcg8DsnUsSjvZ4nMxHpAB5eG4v56sXqZDHVL3tJ32i1FOLIjb5Z1cF/Rxm78m5GeDfG5sLcEKeiNBqHoEYDmoQ0d+M3fq+leV/KvYerS3D4s6zrEoQcAH8H9x5TPj1hxbffatv4G/uuOuhhatE9N3Rw+S6WeydH6uUbY53QSBLfegwT0ThwUPhwUNt0voooiAgz0sf3HHCg+bfShDOTi3ZybLY9y5pGg+nN9ar6x3dGsfvdc+/oqfTcTIRJf3tuBx99dTjq6ceX/7iH+u90wGjLl16xcaJB5LGclhLNxZ6ybVkc37pFeNyd8viOAJiDXxffq8PlSy237rH29ZrvG+4z1yOmwVfGX3/D++8LbXNO3LvXxl9/87PahtwMaXqne7/izf2PHunPAOfI0eOLSJZCn6y1Hujqtl5ApuWBmwFX5u6/Nxi9c3aKhGhk7mRedal6ZToEM6YbjRPDw91o6Kn9ix6hlqe9yQ7qoJzwJYRZUgm4ZmvVsNoTMtyJ0fLVkMwkQMZS8rpAUcIo+F8av0/adZ3gNGzDWDNBUcEkG1mGo92666yZ0OBNwq2Qyl1XT02Z6YZ9LdLmjGN86v1QMp+yyrbVvmlV4xadMa+ffuuXr2K9/qjwdYZlvs6DWbBP8rUiYiL5LPZu/fcRFyW32iCCevm+TqZJ2WtXwnCkuLJpOvetcoCrsC/sFL7kNfKA3NMRH/KEDWQyuonJ6k/7tRVYIf1yRgaCiLiub34vpFv//KV//T+0X8Yv/2fTV2cK/V5luVH0V8eOPLT/vJD71bIEtJxQO2e/q2PPPLWxYeuVV71esqWc3itlr6PnH5H6bvnxfZyjgOmLb0ieZ5dmaNGo5Vs50J3NJ/T9fBhKAfMxXKKte/Mk0QkGkspM0FVfBhyv3cdnOhO1as3jt9bmLxANBXfrjJnJN51GJlqvTA+WZfOH9UtWoQ5HBtPMefLhDfxvN7UHcn/5GlRedCuzMlSn1CN9KzqYmruPbkberE9qRbumxbAN858a+s13lucA+Ut1vcYfnjnbX82+45O4x/s77uJ6947pN6f3tPC+RbyGvibD7uzzjyvgd8N2OEa+F2ObqzyutTbp16bvN1j+4aJ6K+uvK3XuhsM5Mz8glGzbTh+6ZdkEJjNLWfdSn59hG9dvcbkVpdAM9MG60OcIlXG3+kuyU2gRGKWv4KunsX2uB1zeM7K8k4WCoVms5nK3ikRvsEajXNQdU/t9dVEhBJ0vXqfmT/vD2abLAfoROAB5vAMPIhkqGJyzefHwWQVMYXlKLLWY+/2sy+h3J2IQqKxgoPNx9YhtKT/Jo1k+LLyoudKeNLU+76UtqCDnrfQaOJJIUZwstT7ravXAiWeZ2f+WhSdKPUgVMS34As5UsPPy9iNc7U1riCwNUN+FgXgkfSrm/74p89e2LefiI5dnUMq/nc/cu+j165Ovm/f3UWPiCwtVWstLxHRC7fs+9Er/7HjbupJeCJUwuv2aXZljnw/PhMqer1snpP2SOCjbL5d4M2MC0zMnp0hSnSV093vXFd6RdTAg8FyxXsyYd6ap3K220TRNRLX9uwMqaoE7GFSWq9ftaEq6MLkhebRY4XJC9lK+Na9KnM8E1FbSXL+TrX3qax4Exx48Bc/I6K11a4UW0aOPXX8zfHwrTD/Td+0G3T5SwM2XSawp2rgrxNuZA38M6dPJqre97RnXQJ5Bj5HjhzvTeyYNCAj751avM1OXUkkE/LdSwkM9p7qb4+ueF1uAjNbTmx6Quh0F23kOl2eMXNdqk1pXcQBpJpHCw72BDTv/GqdNQLI04Jk6luaqmtAiAH1BcYaDQIJBl62LWbjPE92UNOP6Bpybo1ulAOMdU7CU3seHsjYunMJWT6q0Ndl7/CuQ6LeJhJEs80AVnzYQ8jdjYiGUSAAuQGy8WwfgJ8HLlsMgpilazEU2On7UlaCEAGRkmWxh8JY+zzhTQATO3TCS+7G5JofqaoBPXqCRyNUqIW0X9cfPvzPHn/twrGrc0Q0V+r7gzuPjUbB/3r7XUS0f+bSXKmPBoYG11YPWS1a/tC7lU+e+MSPznXm8DpUDh+wqout3Dvq3rn0HY3iMG3XJd8n29bz5+DbOm9BMjbOwy8vxXl7uOKhax0REYnaighWCJn8IEA0oRun92xOpVe2k6qHb31bmWP2nn0Lvkq3xMsA6v9RqI/sOn8lvSLX4RtXoSmg9Iqg/cYJG629x853fz4RRW++Yd16RzdncsGCfjCZlt/oHLZYfk+KYxsjbJcn/I557Oe4WfHMafHpp9oP5eTdRE7gc+TYK7hOxu+7GesucNMN7XVka/JjqbbqEIYEo+GdDiSTxmNuoVMfOCPjbbjxIWpgkFjk8zfkxqeTK2RKmc2WbauT6H1doP95RiBDz2xzBfgY0eSaz73rOEOLQXixU3U/GVboJD2IB08eJzq/WneUqzzy/yCKJ0o9Rl6aeWz2hgw8//LSw/d3+tbg8LBjTD3TaWetnH6XmexdPPsSxxqEUt2TsuKDuqEWRdBc8IZg7XhfiyJLvTHayHNxPhHVo0hSXGGB/+AgcMY/4zPzCziTIy+6YmW2GWBw/DxKljXdaJ5tVE8NlVlzgR+hRRSofeDJQCMA4z12IoRh3nSj+fRdx55WNyKiXwdhEEUnSj1FIWJresf5laS7perEJuVD1ypfv+PoV9+YTNlTPfBk2+T7kZYTFstLsacamroDnhfn5EllzkHpcT5Gqsw1jt+byq9WTj/Rd+ZJ2T8Qn2zbRtQAOXyqLoooIs8DWe3K6b0y14kp6QZ4gFVd5I5upJL8qVfpYxoa9a5M2hR7x+X27AxpciUQ9dQLUd6fPN6l7/0OgIsO9MgI0CXHzh68i/L79MG3Tv7XRZfhG7ppXfpybAkXnzxpsve9bjifipzA58ixJ6A3JNcP3thi9RsO3bU+uyV7kjCDnICKT9A6HN4Qw8MCHTSVvdk6ZbO7kRJwEAGrSC0RZzlAp3mSFqSAj1pVMVWwrCTR1TcNO9llaACt8jpxeGaDRn0BUvekuB9z++lGEw9izC18fv/Iart4NSPCkipTB0B3wRU9IZaj6KDSAvDjC1R3NyJyhdDryTGIUV3vPTfhP3Ky054YHP4HRw7d9tobyT3nunRH6+6Wzd7tZ19yVJ6cG79jYpKoIWUgJdgyKRu5+Im7hdlmgK1gnbyjJeSZJEdo9i7o3oH+ZrPJG278HpBXNx46er+jpp3VDTgHKo+zC1W24sf2VoIwUnIAau/whw72jmaYjzb1lSDkJoUclcDt6lJWgoCIyHaI6GeR9REhmBa/cMtIa658I934IIooilDBDj7GSXJZ6hNLVS7eJiLuEkekOsBZlp5Cl14xgyCtnH6i9+zTNpfZw9wOkwcchyxL9vVnaOa7RKeO60QUjo27519BM7ZO5ehWdTFs//kavDG7vTzGb7vp6EHdkY5UHl4/jSk6mL/w68yQu4xl7AyyhQDZHDsbW2yxvhXy3z3ewx77ObaGZ04bde+54XwH5AQ+R473OLKNzTZEut6TQG6Q9dj6V8y6U0vNUfjNDPPsQvVf9sbuaMm7jLkF4ykwH+5GBdD9A9LZe6fq4gwOj4gGzjGE7mBZ+o1ImY3p2oHuo0JMg/kI15yTJoE2ULYt3Esn3mgO102rvOQJGa54I46N1VWCsN+yKkHIZf94fNwmjXPXeM9uc57W8Dx2rd8Ih8cWGXPD4LDQC4nWzb3bz74UtfeZI5W7xtyWo8hR0Qe+BefhkV0HS0ewgNvI6REBcGmf5IWV2oAQ3OBQnwn2uZpmMg+pfClByFlwQar+vyEl2tFbaf7/pEISmI8eXsF6EZTxteVPrvl3EXn6j82yfBJFPcGOu3CvOPOWcSv4VuM3rVob8nhOsMdQfdr1QIDw6+HowXXznDBmiyXlCA0gOhAEFEXk+xjTnp3ZIoHPIJmFyQtg7xmXR+VBlK93OiHDpK0weSHZ4i4cG7crc3olPBFJr6gb9eHN5rjfjqm1oZyPKwKCIKlWoC4s7lLhTTzf5SoMQQSwRfK/IWSHb3KP/T2JRPI9F853Rt5GLkeO9ziyBd5goTs5n92Gb1TmO7VDQ8r67EKVN/AblXld0G5k7L89V3lusQp9eHK0ZBe06UYzm71v1C1fJ6KsT+YXDnLReCoM57mjPZ6umZ9c87EKPQFuKP8RFTIk/UQ0UVvFZp5dqJ6ZXzgzv4ChOEE92wxAFGECP1pwUjuK4abI3mM+xm4/t1jNaJX35ZHh5A+eHel1+FJir+DGf7THO95b5L1Fzp+rrEtWSwfuCDHbDJC4xrdMdAlm6c9NpGy9wr59+/TNrIbR+dX65JrPmw/r+GoYHe8tDlhWNnunZ18C19XZO7gjU99+y+JOb8bjxhtPiFAx9pCoISWINFvo6YPXo2imGZyZXzi7UE39i5DUXBgmCDwZ0qJO+Dl5QhwsOCXLcoUoWVYgZa2dTmMot707oGyPCCxHkVAnI9oyl/BvX3O92WKlTu/fAAAgAElEQVRPJATZNlmCXJdcN6bulmWm3z3PqGDXh4rZu+tSMiCFYvgoYuN6kJaM/mHexPPNo8eaR4/F9A9d04KAfB/TkwNlKg9iwFQZeZfI6Lgu/Dq+isqD6a3pFaL/n723jZHrSs/E3nPvraruLnZXN9Us0y02hxwNrcwMJ9GKmNFY9FhyAAfO7A8ZziKhEyRaBIvVjwDa2FlrscmPDBADa48Xxo6wQcAgBnbg/cFdDAIIC3t3s8EMuWZrRO+2Qq/bM9BKGtHsnga3xWF3dbOq696695z8eOq8/da5t25X9YfEIc+DgtB969a555x7i+rn/XiexmzfN371TmXldrhxb+rat6eufVuK2IEKhqt3+EWDHm8SyaWv5ivnWXAe1nSSvceXX9rXrQ0IV+8clUhbeQN8uHqHb7epTZj6CSwWrF4CHHusS4+42MKTxyX/Y0yrCPHllzpXXi2cMO6gF8x/0vDBt14dTL7/zT/27H04PIH38HicMYrKOhjXJzOfRxBL7Q5MwktoPCfAy6Mh5yZq8MEuGY3p/TCZdDmxsSoj2HKM68nz5zArGyYRL23k+COS1LUyLSMRhfl8RIUkVUbhNBLXyPT2c7zVClhxbA3GSTSTI1N6q70LBstc/c2PH3BIgusmEGdZandenm28df4sXoUbeLk+BXqJF5bs3LLVpFdTCnt1cbLGa+QahLVeytp1zSiMjVnZjdtaQ6RNcsrUlnNLDjkKh8e38rX5uWYUMrte7nRXk97FyRpuZUlTPRGF37tJRGaQvafGqFx1Q0i03kuhPy9vN+5vbIyyC1HWed5YvXeWf9/W/Z4Csip3vAr8Q4RNZhd3ANXsCHA4Knp4QvDzmx8/IEv+L07WuCKArPYeWfYe2hBDbG9EaKcKxl61j1liDEb4s/mfOT1IRO/VT8xkWawGv0TM4YlAvIn6KXSnS5yh2g9V3DXTM/1UOQIBRBSGSNqTUlStoghcJqvzzuT9O2UJD+hf/yic5KpVmM+Tra4nosrK7VFInVOsvq/j+h6iqDwPH7S22EYOEQqwRLk6cDl+lTM3jENEKu7ihQ4C7F4+czuMJUocbbV29Mv/uf7R+8MuFK6vSS193mcULDhTHYuQHxKHIf8HRmH4xlfOP5H45783QN9f/Afv+8r5MngC7+Hx2CKfBR0GCJsd93weQcgAB+g0WCJzRai+SRJSPuC5iRqT1WEc/spcA5nwknH29XtzINP+JeJwZClQuW27JLSopXcYF3gsYhAl3RlvnT/L3cuUiyyAgq7sxs0ofLE+Gds2bOl2XlOKG7ORdl7udAu14lAuQUTXt1olG4VbiflL8k/iAQBvx3ycJnyykYszlaimFNLySLY3woCpLIzW2lqz3ptDmGtKgV0Pw6lTp3hjufEel0PpwUaalbN35N7JytTx4QzN6oOIlFqoRGDdMmSDazWjkDsaZK5cEYHY72gNR3fwcJy8kWYbaXa5PvX8ex/K3UMAApdoZbo2qIfHkG52KILAKvBBiPzHtv0+sZKHshwATwn2vRmFeOEeVZWC6x7vzL/8zDMOh/9g9mQvCEyW/eKm/bcxTc30jKmfMPUTZqZBVvcOxeT57KWKu3sic0iVE1Ga7qXigwBKeE6xOvLVQWvrxNVvOflqgIXlsuZpiqL+rERhOUGaPo4LZdIcgL5KSha0toLWVrhxj188iHRWp1IlOZyMFD0GUXGXOSoiFAdI5GaL58DVs+ZpvEz9BNvRF/L/kooGOp5q7eprrxdeMWhtsRpC3glvlJv1+GGs8I3H44oPvvXbg8p1b/+PF9T4uPytDz6lBXzi8ATew+OxxVi18U9gIX0+wAHiyi9+l8UCRhmW292H5eGX2p3X5udKRijP8xfijeY8iM2w3DsDvChfmp7fDRnRYP5MRJyaLq8gyEeFCiMLbd3PsqKpG6ehe5zPqSm13kshk06WwsFrHSEA5OdBDl+ebRRWlMj2B+fugPxz9cGHX7iwWK28fupk4bqwG0TUCAOUBkQitR4bU1UKVesZUb75nFEPgpkbb+ePM37vi59nFXeeLd/fkkZ6IpIZfjBUUNxE9H47aGVaEyE00NZ6tZeu91JObqP7PTEmJOJXYJeJSzAP32sWUOraZourNuRa8ETJyIIMc8hHhZcseT4/MwuV6EwlqirV1nrH9ufjk9DVQyhirZeu99KNNONBUJiQGoPjG2n2l5NTDoffqVRvPPUz//N7/46IBoToGFqjB9vp9O7T2jRlroti6X6buoRSlCSo/cYBzleD0ufz1TI97oi6uajVwo17SO0OO4WTz9Clq6zcrqzcVtsttJrzC9fKr1Q3Zgck9IiIiMm/2tmmLOOu9ax5WpaLl/Nqnh6mhBefj2kg0KDibnnmtqRau9+OvnonX9t/SORX178LSaLaD9XONqVpnq6X3ywPj8cUH/zRPy37v6FHHl7EzsPD4wnFWDx5ZTfOnzwsi86+cVfmGlKnHVfk1Poo/nCjw9GcKwRnNRthADM5R07f0d6/XJ9iAzyAxcDzLe55Df+r9zcRqgCLc+bGtfSQx0M+/Pvt3WqOYcbGLFQiSIjjVzD8SCk5Jsb5R/c2/suZE3mrvPztdu4ObjE0/3Fmob6ds5DYGHQBYAPXeil6+BOr8V4oxcfOba/9xQ9/74ufz58AvP2VS8vXl7jiAHGTVqbLc++LN9/B/qTGWKm0fsX7jPB7k0CFf2CfIlxxrZcaosyY1V6foWFMXRT7D601XWpMXQVoksdpO1o3wkAaMWDnKemt9VKyH5TsnXPvHC7JQz7wzShc76XGknys2lG5wxpTq4FHue6GW0/9zL825r/98R1uib/xVPN/f3BvN6rU4xgi8zzDShI/rE3+i3Of+2vv/+Djk/MLYmKcRzW51vp+P/wgh8/OnEUSuFz1nQXG9qTaNu5RmqrUBh0GLeUYOL8wz8wH+77fzdP91vowJEjiDy6BqbKzKDltxBRMbaKv22dN8rIze/+sgaZCua1QEQ2zyjvY4WA/A794jlXuR0nbdq68Co80uTN5jb2DKbTJkZNKJfjsBUeiD63vpjbRtyewzQ6Oij5Z4YCDFQV4i3WPn0p4/j4+fAbew8PD44AYplfnnAML63effcbpygZRZ8W1QtG1cSFr3fNvSS601O4gUw1FfbbjRj35WJAt7lyXfvX+Jl8Obu3I4XMmn+uo0WuNM6tW+I1fRASBdywMQnepLZmW0+AOf95MxrACCllz8dr8HD4lP1vSCsFWZAA4Z2Bd2XBQiW5wsvPf0Ro0EmJvizfLlMbily9zxQGusi97R0k/bw7v0YzQk3fmw+SZKfFaLw3sx0NxMoniAk2U2UL6viy8NifCsK11aisR8JG1XrqRZo4V4pW5xplKhPp8sjedBr0D5fOcL2Tgav+NNKsHAXr760EQ2oCC/AB67IlIExkiZTPwcsCaUn/49LlY69Pth+tB9NJPNs7f+/F3LnwhefEl1X6IV/rw4UQSf3xy/gcXPv/STzZ+57/+Gx+dfvqH77/HTbzZ4jn0aRfXlgdBvxO+WiUi0FoQ/lGsxZh0DUjQWyF6R1IORLp38Tlkqp0BOffOJDNbPDcQAogi9PCTrfce5huHmAUS73vmdmQF/9KUqlVZh08izDFMEa26/M4wgzqZih9LfI6rtbHeQoX8A9T2oz4C7f3Z4jmI2OEgdriycjtcu0vcVSHCInDCc+4OfkVAB6UBI07pMKJ9nvx7fGp4/weev48Ln4H38PDwODhKTMgYJUn1IzTwQzQBwun5pKXMagIru3FhJf9itXL1/iYJtXAnLS9RYjtPROBsPLG8pbmc3iLRatJDKhUdzhKcN+aK9LbW+dMaYbCVpjpTckqHEYNADUJhHp5sZIEPsjwbEr/QbIfjOpvJkdWER709KOjMjbdLaPn2Sy+2v3cTi337K5dK5j9z4+1WphcqEarTI6Uy0984kPB8wzkc15AwR5YeiXdMjwkwPp4RZUShGEdm+EGYt9MssEn1YLAv/fvtXcp5KxRubB6tTKPcPVJK2tQvEi13uk4oB0NM23oNZ8mB5fAIc+wMRlhqSn137hTNUT0IPmjM/b/nPkdEv/bsM/Hll/7t//PPT66vNkRJxR/8yq8S0Xef+zI99+XfaHeEJedL02/+Ljj80BL3JEEaFo3i1Vs3KYpAgIfReHB41X4Im7q93DsRF+er7RYFgapUiIid3noXn3ME0rLFc6wfJqv3ZW6f50m1Cc4SM/GW6mtIhldv3dyjpnHMjvd7LveDEQ32mctbi4erd5JLXx2mhM8m8wcWnzsqt3Mk3guHknaA4eqdQOxY3s0+H+tBIb0TYhilOuDAFuvx5WJLvxE/7uFxYHzw71c+7Sn89MFn4D08HluM1Uc9btO1B6MkSUsHamg/GLgNHkQ9n+7mMzHbYZXJzP9lOn1YWr7cVb6m1L4VChKYaj0IhrE4NiEf1lhORLNR5OTGDy8Ggdrvld14udPd0Xq9l+5oXdhJTkSNMGDFNfBeWJfvaK2t3Lr8LDLP5br02S/9wkaarf6C64wtMXPjbQ5zYA7NKKwpFQ4moutBwJR1R2t0j6fGBJbQGqF7x13uANN4jDOwy7Z6woifAb5lVaWWO12nwIFE4IOGPJa4ociu12zfBKotVpNearfXWOFAsuydrA4iv/jBCol27Mn4OBr+d4TnHxsQoFblf7vwxe98/df+4Fd+Fa/vPvdlOUnHkpO7vl1uhkb6JDHTM30vd5xfPyG7zXEwT1+L+VWSENl0N8TtLf2Gblxl5TamAd7OUmGSsMnW+r42HuT6pmfyxJtpPKv3VVZuZwtncMV+IUCWUbWazzY7Q+UzxjyrElE33ZitLr9zsDzw6G7n+w41SiAgf7n8UyF3hpX/8gUCI1YHHFi075NX7PfwIKLP/a0lczR4gnznPIH38HhsUWh5XYhxHcseD4zFq/Nq5HIcR6+OOS1y787eQk2NX0eo/39xsial4/nlmM9TUfc+whDM3h0PdpZ5Y8ZFVJCXdoA06QFq8qUQOsMIKjiMvQPjBg5GAbTTL01NnKlEC5UIBBXEEvuGV2wMJ+d5kvgf7XQQnKlENOhJDhl2HHnxT5dLJlCuWgf2ntoqdAa62Z3/008HAYhudTAhX1NqW+tQSM3r3A/K0nvOzxt7fmxMoIhErTur2fFVmlG43NmjLtyEgn4K6RtHdkz083N1PT8bjTC41d5tZTpSqh4E09aGkAR7dxAbA4V8Y2v+iahqPx4phXoEjIPOjpXdGCJ8p1feG6VfhgUUdWMWtevIXe95nhFRkqByfi8TO1gFADoXbtzLE63Kym30uveHSlNKkgKHea1NbQJl2+DbbDLPvNTx/XaosiSZEOqT7/b76jfusXkbO8OD/JNSVKvlqw8Kh5K/yllBcL6QwwetreRSWTxrGI7Q7XzEfHXh/PNZd94ZHC+vwii/4mEs1j95xX4PD48DwBN4D4/HGW+dP7svhz+watpPO8YKcOy7k0jS3unG3IZNRQ3tsu0cLz54eDgW7nlI9u4wpcv1qY00k/lP2ZpOluFfrk9B7I3J/DDExuTzqw6GVQHkvevIppFT4Rh/TMjr88lQhVwOCrBZjY9z79IDDxR6oRI1wkCq66N+XprJL3e65Xn4YahdX0IWHRRU7lsr0y/UJ9klTioLkJV8Q14aOvOhTbAzOafBHwIiY73Wq0qFNm+viGpKabOX7U+FgJxMfTejED0agAx+FT4PNduDwIUhFydr0I2v5zT5XqhPEhH83vNDsUc9BykyEU9BjQBCGzA+wHEE79CYsG80irswnC5rlnPPmqeTn/9FaKfv8duiiINkvxBjry6/A3H7PQcyrd3Pak3VGgWB2tmWb+1l120Wd18eKElmYT9/cumrGMTlqGlK1eqw3oES2zkqMhiXgvPczM+Bg/IljDL+wU4eMRDACoIOIUekw9kKFXeRh88WzpQn9kepDjiYxfphyL+Hh8cnBt8D7+HxmANcq6SH+Ukunn/r/Nl9/eE4wLHvyS/PNq5vtf7t584Vvgu99xLXdNFAe0C80Zx/5aO7w9ryYdsOBoKf5bvXNluXpibYAh0HQXgkd716f/PDL1x45aO75cXzq0kP2uzl4I59J3CAH1BQADqKGu+8oXrJyKOcVghsI9+p/EovTtZutXdJNJDLd+GHh07+xWpludNFIhrJdpwDxp7/mYjK++HzUN+7SbbTnoyR3uaILOBerCa9hUrEPmra8nBwYOxpZnk7ZqPtQfeK9uNOKURqTKBIm/7Pzp1ybpv8LuAxuDhZu1yfko8u9PDR9+6UwNSs2CGJ9eKRw5Sk9IAEEu+YG8oNULmAtSe2cQAKAqwcwTEacPgSVQiywTvuKJZi6Xt7KJgbhM2cd9EJjybwcH2NC++pWoXzfP9gkgxk76GQR0RakzEoX0eeX9Zjj5LFJcv5C53qVNy1VPCl2tINFXdl9piI+vL4Q4TxHYxS0J7fw08XY+WiIXefb+mHSMHepllZhFE2pLZ0Y18uDSX8EScpkVfsZ9EEDw+PRwE+A+/h8Zjjjeb8sOxxYYF3HsdX8v0owOlcdeBQ7vKTr2+1Xp4dao1eHispH3l04F5LC3e8SNi259k7p9P7/dhK4QUuxLX0KCOHJlyJ3D0Yr5Tod5L5Esim4uogSJItI93aCIPfbD6FNDKztWFJ+HtJ4ojzHUAMgr8yw9oEwHtRql1Tyum6JyLQP3mEZ573NnNOK/eHl1i8+Q5L0JEVmSOijTRj8slss5VpGKejBQD3lycTW987jiUEVq09D/7TAeXxCK/0hetUcY9DpNSlqQneE+d5+PALF/orqlagNXCrvdvWer2XvlCflAEOsjIN3Oc/EwRk2TumhPPzDQWSvWPhGRGM8ZToBciIsKXDGvKXO91rmy00lRRtTx8lmUwouqOonvXh0D0O9zVQYtV+GK6v7bXHIyaCjnew92p1QNa+z/Njor5/W3/hRb30Tjv6MPSnl6YyAS6dz+LLL2XN031rt+Zp7p/vL2pQGD8PFXefkKRuYTsAUvH9fQsCGqKNn8cBqg/GAiv2S9EEDw+PRwQ+A+/h8UQA7taOjdMolfNIRToU6JWP7j42VfeIX4xoyV5+8tKXnyei+/cLAhz75vnJ5uEPv7F7NRf1/sTA4a8lLSLaSLN8bhxsCgQP50hWyf3wIMbcUFCYhJfRAVkLUFIXgPwwc/j8CXgLku/cDi1JHUTXiSgxZiYK+Tkvd7nPQ95xJxvsAPSP2S+62TH5Vqaxw2Chmmg6CFCPjY/wzFuZrgeBs2Qk8GvXl8qb3okI/nNwd5dS6qndH9wLbgGAzj8odGK7wcnuOUzs5fgYUfbD80QjpbTNfrMwARFpQ4EimXvn/PZMELDCApQCcGv4H6K3zp99/r0PeT4badaMQjRu8H/JOsPzHSfLwB3gaUEtPbfi0yB759uHEViiT9lVwxyBwd8LDI74iPS3z8PxfgPYiQ3Z6X7uGhXvNmXdl4LLsr4onUS1CpV4Mz2jdrapWu37yfW3I8U5+AHJfGi2OzC1CTm3Egc73ZgNiCAXzxyeJdapX9++l17GEkz9hGo/hBddiUc9Wtk53wtPNSjbD5vPTy8gyzd0q7UuuQseTwimp6c/7Sl4/BTAE3gPjycF45ZnfwIl348OxgpwjBsNGdfG7PCF9GRDBn3mZlkofNpWkx64vYR0iWfyk9qG6sJUJMih0yfvkBnZky9pGNDP7Sc9IrrV3l2oRA7Pl+GAxWqFkp4sRAdAq2DbdqYSfbY+1ev1VpOejD1hK6iUbjnxGkgkFAYpVnZjUHTZcQAG2wgD8DqUf3PJOrTfd7SeDvY02Fh00EHNOpaXA/cIuwFdusyy0Egp5K5psAWAzfyk16C89Qw2eAeVxQ8Yn08FGQZDRua/FqiJIDC6T63xliaaEXEKxIkWqxW52/hCyVvDj4HD4XnVXDiA7vTlThc3hS8Eno/wED4VWOrej5KIjgbuCwCgBYDQFaQK8lGtvjlitVJSVI8a5kK1M5RVk7X7VoNN731buDCkLBvolk9TJLdVsk1EZnoG9HhPyk5rqk2Q0WTN22mIjhqbsQHZ4rlhtm1kLd9Yf56zxCeufks3ZjEH9sCDvp2pTVAU9YMLaUq2B4LXglnJXgN5RTjMFU6GcQCS/wm7nbs184vnskUq3OegtWWmZx7LsIWHh8eRwxN4Dw+PYnwyJd+PDsaizWOdPJbQwFHtKlNWyZ9BucmyI54Vsp34WeY2I6WQuMavkv0yMc7HApxpwEdd/owBmXFhkr/ZfGqp3bl6f5NZkxMOuFyfupa0wMpAfUGPI5uTB18ly05Xk94SDTRag3EV0q1h96gwSOFQRGwdp2RBF/mtjTRjSo+DcktZBYBsfh7DjtIGv/3Si7LYPlIqEkl+aKdfS4qrHjAHrkVHTKGqVGIM81gz+CnJ4XFybMzrp05if1qZ3tF6wubeEf1hXXdH46CVaRqMXJR/R3iqy50uyDYG52p5svr2CA3I8ATZ0A8eAOw/K9vjBoW2cz6xcgBIyON7gc3Jt2xwfr4fpbJfhPxCnI5i9DwzO+VSdk7C97Po2EylKEkU+Lwxe6cRqfZDOL0REdUmVPth/xz0VFerstA9j2zxXLjxjjxS2KdNtg0exyV75xZ9Uz/BUYZw4x4Kwvscvkach8dpHFNAmt2JbnAcgUMGwzjtwfzMjsrtfHQp+/yWci0DH8F6RxnQw8PDgzyB9/DwKMQnWfLtcRxw8pkMTssz5Vhqd5iccDabhLgaBMaIaLFa4fiCo/RWPpN3n32GaxbArzA4q+JjqkiYL7U7V4YoL/ar8UXwiIvAmabe6cb8q0urbPjAqUEoN2LIBynQjEA2oe3QRWbvrH8G3gizcSJi4XpM8uJkjYl035eu1O9dgjk8x1xwCe7Jd4rAaVDLUF6aBmM3ebAhfEaUGbNYiTD/y/WpJeos2nqErtZk+kw4NQbOeRIcf+Ej+z5IHPuQjnRo++fyASTDlztd6CbIm8J1HNeS1sXJ2nKnK9l7bdBLj4g0EQz20BnBUnkl3gcIDCHcU/gsSTkxSSCrt27utYsTUZr2c+9kCbwxpBRlgyILOEHrPcd1VNqjcr5SpV5Ssp+MrHnaqfDP13gHrS3J3vvKdqt38HPQ2mJaDsYODzz8AFaPE4hI7Wyb6Rl8EMy8UAqO4whOjYDEYdzIO1de3ZfD7zv+6IGAQmbuyPLhcvsavDsjjH6yh4fHYwYvYufh4eFi3JLv456Px7goZ0Qw7mKHdm4qdoqKObeJlDgYF5zkcHwsk0KIKeJ1cbL2+qmTV+YaeDlTBYfHp5baHX7highAIP3Oft2y5H4rTWV+2/H94qDG1fubcuTDaDSCqMfGrCY9Njln1XT0e8fG1IMgIKoqVVUKNJvVAbH//Xrvkdk7sP3Si2CYiLxURb/3ei915AO5nJ63iC+93kvL6/aRe58JAmV7/knYJb51/uxr83MPs2wiCFKbx46Ugt8ba9cxe78y14B74rB/bTgEIzvnMcNIqUgpcGwUtzNXh5MClryRZtiZfCRrR+vUmPVemuYM5/TgH0awlMOL97lwf/CwjRLQBPUKV+9Ul99h9k6wmqufoCyjICBjKMv6vB3xBaUoDCkMyZi9F85RiqKo3wafZZT2oHuHfnIa5JBwpMMLyX9HbFxqrUEjXebeMXlm8mDmTNr5V3yKndL65fTVau/ic0jgQ+HPYaE8NxV3w/U1XKWyctvZwMO7kR+J2/kwkUJnqM6VV0e8XHz5pRGl6cLVO15VzsPjSYYyw8PtHo8mCiWyPnXMz8/Tozq3Jwfz8/NHcgtGzKwCT6yNfB7Ot2BcBTXg8Ps5CgWV3d344fvtXeYtyEA60t+gXiu7MQuGU6lQAtm6aKfdYPS8feE+4OOotHfmhoVUKpVez20sH8tGkS89bCdLxO0kuPVa6qWBLmqh914P9prhx2XvjNr1JRl8IVGQT1ah3XEf4FWgIIJsXXo+Ca+sHH1gJ9wIgytzjXwjyT982Pmdu2tkCliu9HKX0yh5fq5ttjjBzmoCjr4919LLOA7ZO75XcEFENl2/1kvPWEe9SGxaLec8V1MKsgV8QlvrBVtTwEUWAK7y7rPPFK7FwdS1b7tW8BZ7SfWBo4qM6afZbS39wLtwjyOiJCGlqFJhMTzpIVfgZGa5ZZ5LSwM5WcouB3FM5va63wc78GX9PKTvkG2WleQ4ZyDWAFP05mk5vcPk3h0UptDHGh+dEc4gk1NTRLTb6eAtZtojXu7w1QEedNA/h/A/cQ+PRx++hN7Dw8Pj6FGo3l8uWA2M5XlWiFFa7mVrOhHdau9CBS1SKrXuaLIxnojQgewo2I+l4U/7FXc43eZOg4YMFnDJN7+LOv/VpPfZSkHLd75Rf6ndWdmNHcM5QGo0Fi5tmPa+Q+y53ZpV02tK9b3WrMZ7pNSO1t9v704H+/S9l+vSxy9frtl+eC5MgIN6YgxCG86zd2WucfX+JtnNhAR9MiSmLxXaUVOAzxaKQeS98RgO6R1d8SExhsvaWVie0TcgtL/ijrM5osR6L0UYAg7zXDwPQ3h+3PM+9kSEMgrsKg2m4lnwf8Tl7IMo2iPw+Z0MggF6D27fn3dqpmdUpy1F4wAuet8bxnazg8M7uV/4fufJZLh6Z1i3NpLt0tucm+czK9fHzJPngzp5FXfZtZ5b9zFUuL7mzKrw6gfA4d3OS0QK8zR7xMsN6yzgYX3xvIeHhyfwHh4eHkeJfFJaqsGXCFbTJ17OAAq3o3XV5l0lb4G9OWdNIclWqJo+uix/PrjApJ2vJevhwZ9lIQN06RyLdXxqmNV8IdA4MOxdvuhb58/mObzjMOdktgHMdr2XImELhomtJsuTtVVNi5QqZ+8zN96OjVm8+U5Jih798AgTcPs9C9SVx3Ra2d7EmC8a8UNfZF6pxBh2d6NckOX6Vut0tfp0GHArAeAXJ3cAACAASURBVNkPQg2uEQYjhqj69FsIyBORtiUMsZ0nDO0xMos1kCPTaMM31zZbFydrt9q7eNgiK/cAQMY/M4Ysn5fvwq6PNf9QWs+yeWDvK7sx+gKIqMSko7Z0I1s8R3QnXF9zaHYfqfDzkyEVyer5OH5IEqpW+wX50zO03WLzNt2YLWHv/YEXz42Y1y1zQbPgE5yrMGpLNyRRl5UIXI2PQXRjlhqz4ca9Y8o5S20CsOupa3fwq0yel8Nh5rpSCT57oXDC8nLlUzp8dYCHh8djDE/gPTw8PI4ShQlwTs/mFdTkBz+VZgRHJFx2wnMZtpRYLxzkYNZ3TINZy52EZh4uBx311aTHB9/8+AGHFRj41HKn+9mRr5tfi1MC8Px7H7777DOXixT1WAcO24WfOQmM6MBGmi0ICbfYmOkggDw7CXs2Iiq3fH/xT5d5jaNweCmSjx+gPpivB2F5fJDVba05Ba2JoO6G1nfuDIenPQcvnGqFXz41/4/ubRARm7fJK45inM5gkzZKetDk4+oANqhXRIktfcdbEKhDit5Jv/PDVg+C2BinUwAfiWxoILL9DnCeS0T9P8CWB3hgMLgTnhim8YkkarZ4jqvoVdzdI+2okA9Dt4qeBG93CiXCkBwXuiiiJGEaHK6vZQtn+M1CEg5B+HH5YaG7+zDIMnj+oFOET7aF3jlygLmNhUIru9EvKpl5vwz7cO1sh68O8PDweIzhCbyHh4eLsaq4D1/y/Tjh5dt/PmxD2MaMBavlu2NZzR0Vrm22OLueN4Hn0zbSjJuoR+n9HgWyCd/xIUcqlYhiY9huXTq0ofiZBt3p+VN3uvHTw1PrRMWV1WQ5mPMWODwVtQlgl2RPQWs3xlQd4koiLMKW9WQl9PfNvcs1tjK9L4e/aAm/NFRzwkZoL29ZFT1wVLLcGGJ7ZK3ppO860tTfb+8S0ZsfP2hGIZLPTnOEw94d5zz5tA977Hl6O1pLtooyfhi/oX4BcQcZeIqUwn3hL5q86ZByQCQF5J+b4VNjZoKgrTVGxgIS21TCE3OCR9xa4jw8MrpRuEZm1wNHq1WK4wL2XoIoojTdI70qMLUJ3Twdrq9RYzZobfX17YhoeFaciLLFc7WlG2Opo8mm93Jw9hhUOWjdJitxnz8ZeXhpg3eAuY2Iwj52vihm+6koxo2Srvfw8Hgy4Qm8h4eHi7EcwryCHeMbd+6+PNvodAb6YJ2kLgiew2GOdhvHK1G26WLu7CVb8CxPxhKOsMuX2bvjwQZgPrIJmYkxTkYSVX4EdDoxZi2ON1XgMMbCS/NxGU3Ig+UMQHrJqsRdmppwaukxN3iVzwRBaozk7TygbOEuZ+8v/unyig0KkHCtK+fwb3/lEiftC9sEpDgcEbUyHdqUe/7kxPquc4oeanZ1W7jx+xs/WahEv9/+yUIlCrYfkr2nhSUS+FlGE1B5zlZwLD6HyW+kWWA1/8i24mubIa9aB7iM9pLSjgM8V1vI+wsOX7N2AIEVw8MjFymFIBG07hJj2JTB6eEnWzyCJeQrCy4Ly8NCwETdOajiuODU4SZ2RERaM92NKpWs1yMijAxVPJajH8be+/NZvSNJ4yjt1tJArmRYsHfbPkAsYj/sU6Y2wZUC7F13HIS2vKvcivx5Iu3h4fEIwdvIeXh4FGAshzAP4PpWyzkCHoK8Ll5gDiu78a327tX7m1fvb17bbB1t7v2N5vwoNHs16cETDvXJoC6caGUjcWAjzY4q935ts/Xmxw9amcY+FDLMjTSrB0Fb989pax0bc6u96xSH8yTxQ02p6SDITP9dJOSl752zfD5ewt7h4v77Gz9h4/TX5ueaUYgScbKC6thMIlrrpTWlQqJGGHCL9Y4wKouNiawYWzl7X7z5Dod+brV3lztduWMyM5/H21+5RLY5XzYL8Oa3tYa7GwIfkVIgsY6IHRvCZUTbWuMHtMTzLYCuG39kKy22o5NmhMDV+5uIjEBKELcA34jFaiW24Y9M/KWS2WL+xHYiREopIkWkiZpRCOEGeTeHiSNg/qg1qAdBPQhk/KKV6QXL3g1RbMx6L82zd/kAD3uEkIcvfCtobWULZ5xy8WJgbiW2QUHApnES2eI5Uz9h6ifg3zau/lne2KywAd7UJlT7Yf4tJt6yeJ4nlp+tA+xM0No6Ptm2UbzckYc/pgl4eHh4HACewHt4eBSjPHf0qZR8/xRhqd0pNxurB8Fr83Ovzc+BAQ77E/9gGCX+0so08pNILTbCoBmFnNYGEULCGTlG3O5hN/2bG/fZSn2YmzpS2RgNGVqQtPzEkBpFTAFMGG/xyZhYYsxaL10T7JGIaoHCaZDNl7cAN2UjzSCxhi0quU0otAaXw3YR0ZsfP+AE/rXNFr4I4MlE9PP1SbL+5zxOQIQYBBGlxkApcF/2Dm/2ba3Bh1NjOK0NJlm7vlQywttfuYQpYXqtTCPxjs2PrLE5css1WzAPGs+DcLc5A3ciJFrvpVhj2xL79V56L0lmo2ihEoHuOlNiRT2I2EsLAMfsDT9zr4F8RIzl8FzfHlgevt5LOVU+sJnVirwd8JZH5AJH41zYgvsgqkrNBMFMEERKcZsGjyM7UEo0FC/Xp+Q3AoyRzdjyLd9Eg/n2fdk7EfTqhsUC9pWdK4Hjdj6MeCcv/IJzHMQbuffCEvTexecG5PqKUFLwf3hwOcC+QAH/MU3Dw8PDY1x4Au/h4VGMN5rzw3ggcu8H0y17QlCY1AVzYO4q30KabhQL9xGxb/wFlAN1Acy1QH5Y4gv0ibOOS+1O4U1H9AHZVDbPkyEJ0Ht2gJPUTkYKgLbW0nwbB1Prbb6RZsj31pQKLLdMjNnWA337yC1L2XyuhsAyOd9byN75ToE2Y9pIs6NeGsNK2sl3HOc75eiRLfbWo2nOb6RZbIy2AnJ4rVpWDCZZU2rx5jsl4yAPT/Z2M3luZRqTwe0GuWVbOy04vBkkzyTs64mIu8eRBs+IJoLgXpIQEQoo8lPCzNvaTWUjyrDc6eLbsd5Lm1G4o4uGsLOCvFwgKuqHdQEQUU0p3CkwcA6FoOQkNQYRlthm9dEHgV9j++yBqC93uqiGQAgDT2Mr0xtphoBO4QTk8fjyS9JKXTdms+bpAe4NsTqsRQrO87t4MdIUhehoHefDXKZ+yAw2e8UDvYvPgasHra1w4164vqbiLq8oaG3hOH7dR3ctisoKENL0MKGHfeEUFxzhyR4eHh7HCt8D7+HhUYbRHcKOFfk5PMrhg2FJXdl4DOly2TS7b7vsWNjXof2ZH7zPJAqF/cxUebZEhFRqbMy1zRbk3CTynnlyOc+/9yEJKTU4wJHl8HIrJPfOcjSsZtkvS7gTUVtrbRPCGCgxJjFmJgqNNtxTTURX729yS/xq0nOs7DE3536xhXt9UL2MLPdjwXnk4UlUUCMmcqu9Gyklrchg+V5VqlxzvnZ9qa01CLARUm3AjtZtrRcqEebQyvTMjbdLwgG/98XP/9Zf/LCvvCCOy3Qx9n86CNCcX7VyblERGcZyINUeWtq/t0VpFipa66VokmcXPQnMv/CxRGMCAgqrvTTMhQ8kMvvfmp1wMKTnn2w7fV5/jsQNxa/g7ejzV2LJba1fqE+idoON7lFMgbQ/12iMIrMP83PJTqV9eh/GUK1GSeJ2v+MrIA7KLnpTm6DNB3RiGrnrcPVOcmmoXEIehVQ/b2ymG7Pcve/o2+OiIwq/oW+/UAYPzvByPo+m/3leK55e+S+OcLRPRT/Pw8PjEYcy5UVZHo8e7h/Om+SYAN+UR3NuTw7m5+cfy1tQwkI/lfkMwz982CGif/Vx8S3I93tzhbM8eOTrKox9OAfJyobzDKWmNwC278ytROxQWrVJy3T+ld3L8BZYELT0nINEfU5INpWdCT0zKJlxsXeoKCL1+qmTZNXppMM8a6RJCT1nsczHnHpsJvD8q7TWy4dsvt/eDQQFDYn2rZyvXV9KrMkcxyb0YBE7BNixIlbC52R7IRZvvsNr5GiFs/ZYdJWDlzry7/0ZKoUZ8qOMW7DXfBEoMnvMtjAlntd7W2p34ABHtu4DIQxtt6LkL5XQZuB5hnwVeVO+3949MxhN4AcDv2IzIUCII4hoYC08K27+x3GcybqG+BXlGPKr4Xyv0VM9zFO9n0VPEsL4+yrShyFK6PGbShJTrUoiPUqnN41gMw56Kd3vpFA8Tz659NVhtDNfiI7UvRO8YAM82Tx/5CZqI25LyQQKR6jd+3H1tdcP8P9i7/1+hDjYn0N9C0APj0censD/9OHRZGiewD8KePwIfEmCl2wf/iFT8UeY25+fn3/59p//qMilzOmPldyvMFl33PUFIN75SgH2b5O8a0frv918Cj/LPR/G3qWoO+ICsl56udPlCnZwePnZZhRKOs0UGiXlOI6MNPuTM4E3wrH8N+2EOY7g7DOOcxBByoyTZbNO9tgh8AAGIdFowDvJE+ZS8/Lc+8yNt9E7AKs2gOMUzGORHI6sUwBmdXGyVs7hpT8835H8JKXeO5L/fF3e20xU0ZOIL+A0EHiyOXxpQYd4AdLs8nbwvcAM13opIgLh4Ph54IozQcA7XFNKlpPIleIj8vbJAoE8e6fBDo7MXogfSEngScR9+Ff4FODrwDPB14epmqylZ8C2PWhtqfbDfdh7aG9FFFGa9mXnO+3sZ5+mwfL1fcnq6ERRDgU+z2/pxiz3vY/ycaBwE2T3+zGR2MMQ+BLzucmpKf2j9+PTT4+ePC8ZjawKoE/FjwVP4D0eb/gSeg8Pj0cX5VJ5h685Z4cw5+CBc+DXn/tS419/fzF33HHtcsiegyMspC/ENzfucxe3pNNEdHGyhiJhyatl3pL33PH9lpNHKrVlYwFoROdL9IuN7eVkYQI3t/No/DOKlsEwJYEOLJ8nzsQqIkNvfvzg9VMnh1m+kyXebSuVxx3OTGh1keO3A16IBNcy4Eav7MaISuzL3tu2818yNqyXpeDJ5uSlR92HX7jwykd3f+svfvh7X/z8sPG3X3qxYRvm0YiO0nEWopPGbJooI8qM4SJ2ydidlDo/KOD2qTER9TcwtSSc6XQ6GK/JG/i1Mh3YD3KkIBxC43EEjQmSS/NzxbJz3LXB9xTahPwReBAqm/9nIEKEZg2ECSCayCp6HPggorVeOh3s+eet7MawiIf/H39fXvno7r+y4yNP7nJgLkrXuqAHfmB+mqpVlq9TO9tERLWJPN8Dr3YoIl8aVnMnrn6L897D6KJDerPFc1nuOwDZ9mGUu3PlVWeQfEOBw95x8pGXl49Vk88nYxoo+w9atxGzcE4OPnshfO8Ho5vPeSs7Dw+PseBF7Dw8PB5RjOJFX2LRVA4pq1Y45oH15Mr1qPflhMcNbBeqixerFdBpzk+CbfIrbwhPdn8KowzXNlsYgUXCIBS/3kul8BuJjCjLfTNY4S+2AnKtTLNBtzyTTcXAsiLblkxEzSi8en9TaobnVyH17UnELBB0qA525pNQPisH32L8F8Gafdm7vDrPSeWK58nyxszq0nNrw7XNVrmmnbSO77fxVyvNKNwWvvQ1y4QVEaTX+SMZ0XTgLj+zfJ7POxGGME6H1BzmyR5s9SCAAnx/Sjmtx9hK/dFgpCAYDCJIGNvGL28Qt7U3wn71O555PG+4RyzfiHT6dBCYQUk8pujG/oA4grFvwVpPWxl8PDOIiSClX1MK5n/yn5rL9al/PD3H36Bs8Rw83tjpDUrvamebqlWqVvtpdhauU4rCkMKw/2uS9IvPo8hMz5jpGZqcDFfvTF37Nl6oWo8vvyT15MPVO9VbN8ONeyruqu2WqZ/IFs6ASINJFhqnHZVsu6OKhx3gKIYk82C24eqd6Td/t7JyG+dgi4ZNcnTkTfKGIVy9g2AB9z5kzdO6MYt5VlZu5z8yuvmct7Lz8PAYF57Ae3h4PIoYluDNw7FoGhHHl9tfrFauzDUKOTw4zFEZqo+LwpgFKA0R5V3ZS2Z7uT7lLBAObSRKlEFjApvABGS1OY/g6NITUTMK21pziTjGbEZhYkzVkiuJquWZaM9OjNlIs7Y1YCsEyrYvTU2gcBp5VEyDYxY14QYHuisV+wshi7elrF3JR8Dem1HIAQhUrXPBvEzIh5YoKhHOwJ29Mte4Mtf4rb/4Ycm1HA6/shsjjY8dyKzd3XQQVHPKgjM59q5FiIH16h9mmcll6VFLv5r0MH5b62ubLccCgJ8cGTWAsx0iNZndFrxCETvY0Ro1FHLPOTYUKbXeS/ktjnrAB269l3LvPQbkJv9A/JGUX5SxaXkj5oxSETx+rM6Yj/t88OUXT66v0nCouNtvgEdhfK1G1SoRURiSvBFBYKZnTG0ia54GpVRxl3Z3QQghCF9ZuT395u+CTiMrXr11M1xfoyiiJKE4pjBU7Yfh2l0w58rKbdBmJv+Mo5Jtd6IJAFLuLF8vYw3DCHPhJMdCfhp5oHi+tnQDTDtcveMU/POmOR8cxXzOW9l5eHgcAJ7Ae3h4PIoYiz+PS7aPNbePkdHiC+Ox1aSHv+PzlfMHIPOjOK4XQsYsnOtenKw1wmBHayQnua26ZJIOj0UqlY3KHFm4wGZWQRpBnJgbS67Fg9eDvsq6DCIEtrOaa+aJSFv9eZiK4d2aUrA3+357Fynfa5stdvmSpfWXpiZQaFAPgouTtZrIRZMtrZddD4UlA2Bo0hhc3uuS7nS0ptcGE93KUsfQskRtV8okv6oUd1w70ajR8/A7WpO1UgutzB5c0LEnzShcrEToM0dAJLNcPbO5aBL3IlSUmb2eeWVT+pC+20gzzH+hEuHu32rvInKEyA6WU1MKw7JsYTjIn419y9iTq0rlrenIPsOJMcj8I2Z0Za4B1zq8UHGAvTVicLJ7zpDrLVcPSkXzPFL9CG9JfOfrv/bD998r/HifCkYRJQna2k1tYk/Trj8zTUEAGzZk4GHeRkRq4enq8jtEBMYLm7rKyu0TV7+F8m/k24mIgoBqNYoiiiKqVlX7Ybi+hjw85fLkRw5EE8LVO/zKFs/tvP53Olde7Vx5lWv+81J/kjAffpLlI3BxO//g2N3zlAqPjxIdGHmm3srOw8OjD98D7+Hh8WRh3Nx+Xk+uXPfujeb8Xmt9vX+wMMQwTMGuZHoHbtp3YhZ5BTum3w4LGjZJCWcoxzsNPyAtiep6qeEn2+/BtFknTLqs82g1a8amRT+8VLCTQMZ+R+szlYgv5Li+0WAJgKzBRk8+jMqk2xy3UjuZVafLel8s3nyHy7nXe2lmiZ+xVdkk2r/REI74BQTesdV5QbhWphdvviOJugNUjPOAIPA1pZAeX6hEsvWglekX65Nvt3ch4ZYN6cdGin7bJrG5cABZaHi84RIgzMhys1I97xjmEw66CWKqmZDTI3uv0S2fWopeqC4xHQQXJ2vDnuR8AQijrNbCxllwmuOngMcekoR4ZharlXzVz4OFxfUP31945oIzMlNBMz0DvXcioiDok3bqt773z05TiiJC0h5Uf/3HBWtpzAatLRD7vl28/WB/EJSrGBOu3aVqtbJyG/X8Jd3shwcM6grfAmEu1Lfj5aD9/pCTzJvkyTlg2FGq3BFW4NZ9Dw8Pj+ODz8B7eHg8WThkbh9pebBo5tJOrv6t82edD+ZrzofRiaV2p1CC/mBN+/jU8+99uJr0OP8MFNb5Ow38JeydGRfGRBK1rTUkvhhQnotENptsHp5EncLKbnyrvUu2/xxtCEiTki22Zwm06SBAsp2Lq5nUBUSJ7jNbsHckqyVDW6xWNtJMLpP7CEgEMpi9y8JpTBvnb6QZS9AT0XKn29Z6I82cvoNhggi160sYB0MtVCLuPw9FRTrZ/0/jXWSzyZLbxBi+Qehi2KshH56HxzZiXbhKbAyy8ehXR0U9kuS4WaFVd0Pter4dXdmGcDN4kISlfGy95dZ7KdQH21qnxuxoLU3a27YuIDUmNYa74rlcX9tpK6J6EERKvVCfpCL5CTzAwzQjsWNYLwn1Ae5+D0oF8Lk3BI7xqVWzS6wh37SNs/Bk+KJ4/c3P/Nwvv/BLxWnVNEXROHzaVNztE2yI0jN7t0Duva9mNzlZPOe4S2lKlurvsfckISIKAgqCfr99mqq4yynuT75ye1ixugQIM34+/CTz5QB8cPQqd92Y9UlyDw+PTwCewHt4eHiMhH0p9Dfu3JVHHA4vCXNeuwsoMYE/QNM+xxqICP3bZPPPQD7FTaI2ftgk+bO4IlTrOR1dFVbeQKFQHKc9Mb1GGPxm86nX5ufg3y7nCRr/2vxcIwwWKhE0ySSbNUV8MrXd8nw5mVWuDVJ6LPa1+TmyLGu1l5JN+Bui1BjEJmJjljtdtEW8fuok1s5jElEzCuWF+oQ/x6Vf/NNlvi5k/1qZRuc/Jo0VZZZMhoPi/BBsa2VarjEv5167vpTbGKLv3eQCeG2JN4IdC5UIL6lfCF5dD4IX6pOxMVLRQK49EFX0XGpeVYoV8kC5keTnCWCTEWchIgQytHhm+FocxVDiioGN+GCfN9JszcolcrU8FYXPaLAQg+ePZoHAaiKWGLjJndci4IJZcZxl2EX5+7iRZj/7H794cebU4vSpi1NzfzWa+qvR1G+f/Rwq5/vjN2az5uluVPkPk/X/MHWiZ6itTVeL2EKaElHWPL2Xrs8haG3130oSSlN8hNLUrcwn4t77cH0NdJRJ6cFk28cFE+bConQJSZgPz5zRmc8vlrgffeSgtRWur2XLt7LlW4Vd8R4eHh5HAk/gPTw8HkWMWOV+gJMPjH0p9PWtPW78RnM+n4cHYUZWMD9UyfjjNu2XxBrQjouJgRtLMTk+bdgk5eUu16eu3t8sJCqRrccGv6rlFN0Blr5zivnBRfMlA0S01kvrg3yjJiilJqoGijO0zShcqESpbb+XLE5Sei40uFyfWqxWYAYO9s5GaJJnosrg6v3N10+dfG1+Dq3Ur83PLVQi0F3u6+aWeGbsRLR4853lTjc2ZmU3RvqXa++RSc4EcTWDXJEG/cZ5850uBrJF3TM33g6/d3Pv6PduqsFmcr4rjt0A5rMu6ilWduNF67vm6Ool1keNqN8Dr+xxZRUK2AXQeVxQS48HJjVm1ZrAO5aB2iogQMOPiF6oT0bCYb4RBs0oRLU82UZ3vsqVuQaHbJxShUgU6qPIn4hSY5IS8zYBrgUA8HBiEFlXv5r0ULIh95PsHdwKKzO12pnZ2TuzJ796/rypTfxnz70or7LS7Z9cU6o9ORUSRVnW66Vc+p41T+9R9CL0s+6IrEVR/weuyXegNfLzDoU+gGz7ATAW792X5B85hhUFoAiCokjNnVRzJ3HavtP7ZGIiHh4ejxl8D7yHh8cjBzSZM/9ZrFZKmGRJ1voIMQqFfnm28fLtP//OmZ/lI2+dP+s0zF+Za6B6lo9gdSWrOEDTfnmsoZ94t/35V+YasOMmKx1Pli0PA2b7ykd32TceiETBfKRUYgyMx3AfeXCyeV2ZJpWroHqfkcp54lNnKpFMnuNyoNYod0+0MZbq8KyYIcOymm3epLMdsNzpcuYZzfYkGrmJCPR+rZf+fN0tVIbdN8ZE/zOui/Z+zsND4Q/F4RyMgEDAym6MumvexsT2AuA0cEIMi2eJrCYf/OdxztogDVbfuwkyysr20qAuJIqsQkH+XmPyLEyA2AGq5UMRa2BnNUy0apvqybYhpFbanRmvEQX8uFZNqbpSsQ2aQJKQjInE3eTz2eA9P2dEf5x/Ny5O1vC9cEoVcHO1aPdIjClPbiihViDjEXw3I6XwAPBbrUxLMs8PZFv37ejxcGLmn3mq+bU0+ZWzP/e1bue/W/uopXUjCLrVvUYA/jk2ptFLapOTRCTT70OZvDF98zljCnLvDrJMxd3qrZsURahpR45634Zwbh1/LJHvzA9aW4W1D3Cz560rHC2+XNx+n8fjvaseHh5jwWfgPTw8Hi1w4TdKmvOF3xIHYO8HyO2PTqFfnm04vehIxfNrqd25MtdweqSvbbZKVjFu0/4osQZHFptFuV8/dbKmVPnHmb0jCc/ZYAAy5kQEY22ZeGdivJFmkG1Dr3vhVfj41fubS+0ONuHiZK0ksjATBKBMYO986WYUOtLx0gBcpmqv3t9kEgs3NSbtRAT1uMVK1Nb6zKDSG28jk8MzlQgTBrXmVDzbttWDQOZ42bKORelx6ar9Ge5r0HuDnB725Npma7nTvdXelR8P7BLINnJLnmly7D21cQG5HIixsTIc9PZQMhBaVznJq6tKhYpwxdpgDTyouBaaAtJHgDP2cuEwEaBBNTuyBQjYw0tTE8P055z2EDy0b50/e/X+JlnJBrwQE2HngtS23FeLSkvIhh5QYC9rGRiRVV7gJxCxSI41cLe/jOBwSchitfKXE1OqtfULteqfTEyBvRPR1onpicR95J7q7v6TC19wp7i7W9I6vgeo4mXZ3kvaLiYJEZnaBIr5pe/6iLLtjzGkaz0Nhk4YYO80gk7+6FZ2B5uth4fH4wdP4D08PB4V5Au/+a/wfEE17VfTPgxIUI9yJuvJHYmnnVyddLHCayxDuBKsJr38nhS2sjMDdIBE5bDxsecyosEKcBCZiy17r1uCJykWVOgvTU0sVisLlaj89nH3++X61Fvnz7K232vzc5emJna0RuI0tXrmRBQbUw0GsrXwBsdT1NZ6udNd7nRBqNB2LpfGPzPNRkM4v/ApWNzRYFyJ2wFutXe5Kh4dE+u9dCPNNtJsx1ZWN6MQAQIpFoArQqIfHf4y/d6Mwhfqk1wfzpvPu41Vb6QZa8WF1u+NleGZNvMGIQfOLQ/5uwBiibWzvromatvmdrL0NYHDn6C9XHGBM2UcQYveByMy87gEODDuTkiE4AVmyDe3GYWrSc8JzciEPEepOMz3zY37+Yx9zRaMyMEDIfWnxJnKStbxyUZ45jEiK+wPm4B+9Ue1QpbMky1IkfORJSF/+PQ51dp69uHOb1z4Ep9w7+S85PAndjtrp37mbKUia1tUx95j/QAAIABJREFU3FULT9MwyKgE9PCU2nvhoNZkDAUB5UIY0Hun4ZwTPPPAxfMORgpDiLkdyUVHHJl948KNe5K942ez+UBOnvet5BJPeEzEw8NjLHgC7+Hh8aggT8hlk3ZhSq1QsH1f5LvTCydztJX5zuqkGDXTjMNfpTAhWSjiRUUC6ZyoLJwM77njooe088XJGuguhNBY2Rsa4xtptt5LW5lGxrtcIS9/XYQ/VnZj3q6/3XwKiVNWOKdcIzfIMNda14Pg0tTEpakJ0GCH+/FuoNpZ0jmJWOTkZRqcrDgZ01osmSydS60qfjrIk+PBPPyO1kgLt7UObC06xuSOg2ubLURqLten2FydR4C6u2Oq59ibG5v0JpHxTosIPKeL13spG87xtqPOAtn4gGgiCE6EoRbrCnJN70DVsl+yRvdgxTwHTYQIC3QBXqhPvlCf5HvHFQ0kBBGZJDPA4bmO5ur9TdwjiP/zi7cOUYmqzfwrwc9xB6eDAHbx6O0PhNxgIB5CBGgQqYHAPvsm8oOB+gvnC8u/LlYr/2x2fkKp84H6v546zSd0qzVweLD3j04/TUS70zMYuUTEbs+Ljvqid8VQinALtKYgUHFX7WxTmlZWbkOVjalmiWz7IcFkFSbw5SeDJx+m5X5fFHb+Z4vndGM2XLtLaaraD1X7oYq7Ku7qxqzZfBBeesGh3OU6+ehN+ARiIh4eHo8HfA+8h4fHI4GSwm/ZpH31/ubFyRpSsoe5HNrOh13xYLn9EjirQ4OuQzZWk94oju4HA1hfOWeWMYt8937JnvPgsFUDuWpGoZRAS41Br++bHz+oKbWt9Uaasbl6+W6Dga8mPSSoiYiS3rWkBXI+zHQdZeHyBCc9i9Ro/l4XxgJK5pbvqWYPeW0pGRLLXJgAJ3Ywc3C8mlXvxxS5MYErBaRdHO/Ytc3WpamJW+1dGWsIRNl5bFu15WK0yMYTUt/GQEodEyMrYUC2hsLp6OaQQWRJL/jtdppVgz0bglpRP7kRgQNmv2RN6eVpTK0vTU1Ij3eOKQCQHljudC9NudwVt4braIY9KniQuKaAc+8sWyjvHVkyT4OSdQsV9w8qtvrjZ2m9l6JWAoUVXDRR+LD9+9rk9Oeeff6D9/7lzy7+jZ/cm324g+Pdau3EbudPvvQ8Ef3j6bl/V5uk+YX/Y/nm9kR9ZmJisVopXKRuzPat5qZn1HaLiCgMKcvcNDvfgmoVevXwoud8MqzO4bte4uJ+GHBbeF8Df30NinqmNuHk5FGmfrDy8trSDUmYS9rUiSjf+d9vg4efHwIiVlMgvPRC4SDh6p3y7epceTU/K1857+HhkYcn8B4eHp8+9m0yh7AZ42CJdwmMUBg1OPLcu1wdIhHDatoLOfxYoYRhFIWEunvhu3keO9Ym8+Cc8eb+XqSywUjZ6Fu6lC0SXdtsFTa3Y7s43S3famWakh5U9CT/mQgCow2q3yXT4yyoM2cOVbQyzQGCEdk7Vle4pSxBB3aHnmrJAGUDPDg8uC6q0yF9RzZnu95LpSob/gsmT0QomJccHvlh2cXNhfRYmBZnGqvxngnPdhBUdPKv9tKZnPI/010mt80o3MiyiSBohmqxWkFYgavuATPYHs8l/ZmYVZpTrQNKnt7VpAf2juIFniTfcXzTryXFUhpkvzjbWs/YZgTW7UO2vCoOouohsbUYkVIIMciHrRmFi9XKcqdbVYolBrlapCoWCPkDxH3yE3v3c8/S5iYRbZ2YxpGPTj/93ee+/J/e/jf/68xTX9lpvfRwh4h+5wt/5e9/+IPZhzsrU/XnKsW7ZGoTVCO1s72XZscPvNWyBCOOKQz3vOIt4L6uG7O1pRvHlxbuXHl1+s3fzZqndWM2EJUF4ca9rNmvR2D2foDycrBx54OISgz7CAIK+G/Q2uJQQn9X4y7iC0FrS//o/eCzF8adEnBMMREPD4/HDJ7Ae3h4fPoYK+N9JKXmwIh55kN62snV7WuunpdGe6M5P4ouHQlGN3Ri9QK/MTqKmIUcHPlnJqupsD1Ds25d9H6jxboRBnnZcBq02iK7P6wh38p0azd+/dRJKJMBKlBSqh0H8+ydrHscR0zYhC9/CwqBmReW2XNGnSw5p0ElNiKqCg4MyBQ33yOklwFoB64mPRBRZG45aMIcnnXUQcKZsVdFGnnbhhWMTTVzQIHT4NNBgJlzcbs08MNN5PmDNk8EwXaafbE+STasENpSc6CwnB5G93Urecj9C6yrTzZQUvj1YRfAa5ut/F1e2Y1HEaHEPn+/vdvW2vEpjGw3u4yScMVEPeir012crGHCsUi5v37q5JsfP4CHXM2KBfIjwRjmswhs1U/8wa/8qjyy1O5c+8zPLVYr7/7Mad6Ej9qt8/d+/JmHO3+m1IxSzkaBcwatLQqCPi1nFXonD8+Z+Sjqd3QPluXb9u87x0Q1kYWGMZ5uzPaL5DfumdqEqU1wzzlM4MdNUPcHL+L86FQflooHtZ669m3J3gEVdzmsoBuzavPBWFPy8PDwGBeewHt4eDzRGCXPPDqFvr7VkjZyDvYtYieiRhjkk/Cs+l7yQZDwfZXwZD8C2eDC6Owd8Q7mkA7lxuAbacbsrqYUZ8JBWpjbcOUwqDj4j6yzQGO5k5aUZfP4IGgbU7tKpfKjdsdh7/ncJkcNiOj59z5kLfphfgcMycO5+1pSTUlra1Z/bq2XOgS+JnrOmfBLj3cGE9RnfvC+PJ4agxAGGrm58IGEqVsoEt2SgSuhMGeIUmOMYNGg3PxDIAry5SqiwUryVqZVoM5O9O+FXAtmVbekV4Yt9GBzPqgsU1x5E/mcvU4KIhKPdOGXqxEG3Hez77cPvgk7Nrq03kvR44BcOpYDsUacsFCJEFbgLxQuJMfEQ84FAsNqZGrDnfzyKFzsd5/7MtGX/6fv/OFndtt3JqYWxVusiB5uvJMtnOk7lkOFHmvh8IFSffZerVKaIrfM7JTBBfnHASbY2SKxYRv4PNzs1c52duZsedH7voMXwtbtlw3L8nVEhC1y9kfNncyWb9Hnv1TwYQ8PD4+jQPiNb3zj056Dx3jodI4s/XiEmJqaokd1bk8OpqamfkpvwbWt1tmRJc1We71fL3UpPw78+lzjmxv3yye51O5cf+5L+VuA1S21O41w/7/OtzP99ZnpfEnCaq+31O4MmwDOx2vfeZ6tVi5OTrS0vv65878uTNT2xSsf3T1breDjK90YFOLtdufi5F6CbrXXW6hEzUp0plrJjNnWuq1NpNSDLJsMgqcsP5kIVFub1NBEoPDrapJemKjyaEvtzmqSgiFfmKjKaYC/8QdbmW5Woq/PTL/d7jTCcLWXnqlEEGPHuxcna87OL3e6T0XhYrXSCMNGGG5n+uLkxFK7s9rrfX1mernTnQjcVDHMz9vaZEQdW58/ESjMHD/gtWtMakzPGEPE693WOrHH8Ra00ODTHg3WbMfGNG1DNdj7UrvzdruDJPBTUcgXgnb6A7tYvAs6nRqjiCKlQqVSIkNUtWJ4ba0rSskUMNhbQNQzRhOdCIKqlYLPbN07rmUGG+CNcFxra92sVonov5qdebvdgVZ/W+ueMYFwVsPPgVKZnVWgVKAU+8aBQp8ebCnHnjTCcDXp1YPgwkQ1NuavPzW72uu93e58EPdS01fgd+51IwxjY3CLz1Yrb5d+DfFoPV2JusZM2U2IjdlIs//h1MmW1thn3LKnovDKXANfB37lv3otrbczjYvGe2UOBVfPiOpBwNPL7FoaYSiHLYwD8jl//zMXet3uL63f/TiO493drNutTU6mF/4jIgpX75j6iWzxXLZwhrI02Noksir0YUjVap/P12qEOWitjM6zd0ClqYrj7Oy5YZt5MDit5rp5OtjeYupOUaSfmk+/+J8E21vdr79yyMELYRqztbdvIN7hoLZ0wzRmTWNWN0/jRUabiZyBXBiqyUnafGAGE/WmMXvk2+UxDAf7cwh/ynp4PPrwKvQeHh5POqBwzq9hSWzo3g0bZKndeXm2OKwAp3e4l0HzbN8p5S8EP/lycXj8ehwa+3mHP+kOIB3+nNVB9b0RBguVyMk9NqNQmqjBQ4t13dnpLV8UjaJxzsGygTamdG5i73woycltX016UDvLUyDOwF+crDkVzlwDj7T5YiUCNYXAeD6nWg8CTI4bBwLLcpmm7mjdjEKIwJGldpDrj43BhDHna5utW+1dGLAnuULrmmWYvGSMoK1VG0uy4UwkwPPjkPWckwXkmmgmCEKiHa0xz9SYHevohogDxNs4r76VpkT07rPPoJnihfok2uNxWmIM5oZYAJcGcA35xclaJMQCGLzJbMYG6USyDedstC47INhVkS3l+LnNg8soWpmG3L188cdhbUjCzK8EeJjll4W1CZ2aeaf4AoEbPAOOe0VhE4GsH/lnf+Urr/zqf/Pd8xfu1U9snZhe6caORDy6uLPFz1CtRjQoTa8UtOuIiLQepmnP4+y7A2OhtnQjT7CzxXO9i8/xyybny0TdRx+8EMMGL9Siz+vkm80HZv3H4foaS/fTMevke3h4PGnwJfQeHh6fPg7ZZH4YgJc6Yxaqwe+rezc/X1CN/8pHd/EHt2R6UlLbQXmV7+hN+0ersV/4Ee5J7jv81QfexVv4L68dHcLyNKfWfREhgDqxlfqwKXHLMRG1tcYM3332mfn5+fv37z/zg/dZBI5Z2Uaniw5kyfHkJVjnDK3LIFSybrytNaqmKentaJ0Ot5rjpLT8OHcWIB0tFQFYto3z8Lg01NH43cQYLrSW/djw6mOn+timu9GkHVuGDH24xBbMg/TzAlhCj7u+5e5zSAOub6lwQYPk3mrS++unm0TU6XT6X5N6PyCCcExszLSVP8CsYmMyYyCJh41lScJ9JQxQGA8rAXmcVRVokGMjNoRC+sISdFxxWC+6fMiX2p0Pv3CB/ymQPSkk+krwzwK0FRyVx0YYSPcBpzeBmyYKuXrevaKwieDbX3jut+04v9HuXK5PvWHf4i5uZNe5q1zF3X5jvNaUplStljixj2XSPiLGUqTbt9b9kxm8d/E5rvMnonDjHk3VaXKSjOaD1eV3dl7/O6NP1cPDw6McnsB7eHiMhDxvPLwUPGMsnbajkojHigoverk+hfnk1zi6v5oc3+msZo5R+Ld4+bRHbNqno9PYH3ZrpHAdMpw8+T1dMaH7DbqSZ7yFRD01Ju8K5oAF3lZ2Y9yXVz66++MP7mwmvdgYDi5wMzCswijXVy/z7eBCS+0OmDPYLJM6eJID8ELP8z02zCOitV7KJB+ErR4EaLFObLN6KuT68TOnYZtRuNzpyt71YFC0HDNnh3nspOS9mF6a+y8RZbbpHYJ2oR2fyTkmHBuTWdN4bVeNyn/o8NWDvcf4+lbr+nNfuvxv3uUHps97rYMaCepes3L3WCAUCvmmLw6pwsCjhS8UojP5hwc7szeUnR4YeKGaI18Lnypk+HjIpRcA02bn5Lwio6PyiGlz3YFsfedL878eJRE3PrlcHZOrh7LFc5JtArK9nIwh1MVkGYGOlvq3DbviEwXuiocWvfMPXNDaypqnS+TxPDw8PMaFJ/AeHh77Y/Q09YExuk7bUV2xPBFdUjA/YuRCjn9lrvHmxwPSxPgjXgpNjcLex8JYXu7DsK+Ct1TFu7bZwqKchaDGuzBZ3ReTt1JnnDDPF1GXgx/Rf7r9sK+HN1jpwOx9R2tWO2fL+rxJGz7CqW8ZbZFkqZVpKbmPZgH8vJFmEEVDFADrkobqYOwZ0Y7WyNj30/tC7SwdDBBwyT1q0Ukkb/FWPmt9q737m82nltodjIkbwdOIjYGT3EDPgABOqFpl+4wosm3wqW3C532+/tyXXr7953ni+ubHDxYqET8DUtSdB6EhgoUk+jIWqxWwd8QF8l8rXvulqQlOmF+uT4Hwb6QZh9KY95JQyGuEQX/yQ/wa6HCxS3xZyIYY2F6RT4iNwXfH+beu8N9GKb+/rz4fgpL/Ysi7AwlkGMhpzSr0VOTfNuKSnwRki+eyRareumnqJ5y35F7ls/pjedF7eHh4MDyB9/DwKMPB0tQHw5EXfpdglIQ/FniwkEF+fGmEDiAPz5Xe8k/wo1rp4W/NKNsOkoaTrxSd7DiQMZgbswo9GM4bzfl91eAZMIrnSofP1qd6vR4bznGlw7bWHEHg+YBE7Tmu2y4ArBqtzhye4DZm5pAYnLXoyVJBUFMmq6gmQGyCC6e5/x+518SY6aAf05Fa5TLRzTNva10Vze3g2ERkbDkDs/fVpPdCfRKBFZBGfCoQzN/YOTAyorpSrUwndmQ+LsEO8LExt9q7L9Qnv3Hn7suzDUc76tpmC8vnMn6y3mys2X5ts5VvTV9NergFEk4TONfb8xHU85OomedbUxs0V3MIsBNBc/wayN56joj1B68XlNAzCafcd5m/LGQfLe56AJ8vNIbgYFwr0ySew/yGlOByfWr9w/cXBku+JYLWFqVp30auVoPEOuD4t+HgAQzYf6pRst7Kyu1s4Uy/kCHLIAeIHROi+uek1fwBvOg9PDw8AGWGW496PJq4f38fm6hPBej+fTTn9uQA3b9HO+YnnBUfdsWjvcq+XmsORqTB/C0YNj7zqPxbkjkc+ZYeBiO2NgDc9MsfQeK38GRpl002Y4wPvtGc/+bG/VHyikQEUTqumKhUKr1en01xzplJo/wg+41zdp0pXJ56OSSNGTIM2GmwCpqIVnvpjE1xg6kyLYcAnrRPy4hmgoDt07g0gIjWemnVpru19YpnGpxZ7o0qd0M0EwTcTy4ZKRoceEvZsRzZeOeJxNwyG2FJjJEZeKeSAjNBc0GlUnEIfImeokOYl9odboCnnEMhQy5BrmjYJbj5HGbsTl8Gv1VyRQcg2Ffvb0pdvZKw4yi1RfLk8nPy/7bkd0B+BZzr/rU//r8/f+FZiNjlOTwIp9rZ7nvIETkpZdV+mLzwC/2Tx/dg3xfj6tKNla8+ksELdexlFr3fA7+7m51q8sF8zUJJQz7e8qn4Q+Jgfw4VCtl4eDyC8Bl4Dw+PoTjuNHUhjqTwuxxjJfP3VXQffXypmy2PyzSj80f8sUoPHBPyjIULhvmIw94ZvPw3mvMl5t4MUD5cK38ycptpUZw6FVX03Mvg5GwZ3OfPR1q7MQuzFU5MEXFveWqMpKaxzYEzhw8tz0dPe+GYIPn4mZXP8CseJvyCQgOMI+mx88gtVivr7V1k9YOcGbuzUdDDQw98KHaPUQ8C0On/88GW48Ugbwr3RxTicn0K2vLDTsgDGemWjRDlRSVYuRDnNKPQeUjA3luZzqf6aYg6HQJSTlv+m50HhaEH2DoWcnhncCJ699ln9l3y6HIhJS05KPl28vB99h53szNnw417pn5CtR/2G+OJiMjUJrKFM5WV2+h+P45EcXz5pVGc3kiED0avQj/A4Hl0rryaHwTREKTfTW1C7e6qhaept3dzdWMWu2195suS+aN40Xt4eDzh8DZyHh4exdi3+ZmBP1KP8NKwTOPXo09ZHcA3jl+SgYM8wJgKGbzYGD7NYY/Qr2aDd7yFg484OB++mvRg+daMQiaccU68HQltaNHxQfxc4rq3shvXlCqhfNhtuHY7xDGzM4FO23KnT1Scyy21O8NyvI0wWO+lKHt2CC1840IiOLFnRKkxa710I83We2liTD0I6kEQCFe5VPSEMwMn+z/peLCUnazNOxYir71YiZpRWCg3ILGyGy9UIr4j1dz+aHtdkPyaUpl1wqsphfnXgyBSakEYts9G0fWt4t4H8F50HLDSXl7csXzaEhtphjHbes/aQJZ7QPVAOszJUAK/hkWIMLe+DqK1Wnjz4wfwO3TWxa3sGE2ui6s55L8DzuD4eZSvNv6lvXp/M/9vi8QoghrICQetraC1BbE6srr0YPIURVnzNL/A9sFFj694vnPl1X218ZhgT137NvXjEee4HB0HDz/4MDAJd9Bn73GXJifz77LQXbhxb9/dQ7F9+TkeHh5PMnwG3sPDoxjHnaZ+XMGuUfIgK7SzGDULhrcyLXWkEa34JKUHgGGp/oM5/LEMPn7FMgs1t8m2bef9wEj0IRf6adFgIjQPjBkLvXccRybZYbkoxeeFcABiGHuHpDwGB8tFUTpU2cj6w7HjemBz5gWFB1abHaX1RFRTCtsClfiaUokx3DaPynmMy6OhW14+V1fvb3JiWe4tbzXuCGYr8/CBJfChKNfn7WK2jOCFs5A73fgrOW+FYZ0jjq77sAoIB6tJb62XnrGBA1bjh5Ge5PDcNMEtD1xRn8+Hy76PYT5ze0Q9ty6nlMMRopffCGdwSbZLvtrf3LjPin2pMWiUwKqdqd7pxsOiErdPnf68+BWpeCI3G4+fmdVLINt8rAXeYMjlFeZIvBeeA/Y7LBU/yuDl04svv0TkJvP36heap6NK8ebrxmx1+R3WBSwH1ugL6T08PArhCbyHh4fH0eAbd+5e32qxl7iE/IOeZail9DpLUuEv+AMr5B8MJS4Dh3H4e+v82eff+xBMGyzL0dwmy6xYvs4Z06E9fJz94conxvxKcnU2XcufD+6HhYzYhI9seTMKMZ+V3RicdiPN2PKdLMPf1lpZuXjZkB/ZzDYJefnUCrMjw6yE9ns+BKCtwxyzazxg/CCBG5PNS/MV0XXPQQeEG1Azr4RjHPfey3x7Hucmane6ruTBMPaOqA2q3PnmvvvsM/s+b5K9AyxnwAKBUvTemQDUB53HaWU35osWsnfpaYd6jfy6pCyl9I1n4BtBOV19PmHYV/v59z7EYyYPrvdSxBSkJ+Vq0vvvn/5ZR0eQ8cGXXwy/+0cOR/17EydufukrFPa39Gvt7f9lYy1obSWXvopueT5TN2Y/Afe4QoYMyNz7warQRxl8FHSuvMrV+6r9kKKIbP1COWRXQjl8Ib2Hh8cweALv4eHxxOFgWeV9cX2rBQWvQtbHf9AzPWAPOcd2SyZOS2Z1JNIDo6T6D+Pw56Q6l9odsvJpJIzcyst9+7II5BYIOCXH+5LtZhSyJlxUVGSOqvhRdlXqyfNBqR4PQKQdxu9trRVRYDXhmDNLiX5k2llZnf3w5FxZYY5/BRAX0NbWHnu73OlK03I+k6fNURWWsgts7CCwynmYvMzw5zcEm//ybOMfrK07G+X40sM5D8CG1IM92fx9A1jr9g5K4BLSIQ9RiZpSMPlDqzxYbqG9PNkkfGHUhrXi8ZGaUrfau4WxDEQluCreGe2Vj+7uW9nufLURSMqzdyJCkGK9l5Iti3DCAQ7wJXW6uL9+4uTX0uQXWw9kZvhXzv7cH5mERIr+k4dkyEC2eG4U9s4nlyi6lww+OhALIKITV79VqOrv4eHhcUzwBN7Dw+OJw2GyysPwykd3f/lUv/B1GA1YrFbe/PiB1MHOt6outTsXJ2tccl8CSA8cspB+xFT/gR3+Sjy09j1ZYpRlYts/m6tflWS1OpgSd9DK9EIlAn2CO9dyp8sfz2ukcbIX5l7MVJnYp6LtP1IqEcTYSW4zqjalz1OKLNtnzq+t5jxZEzjQ7Mi20MtpyIJwUGiu84fXHU6bDoK21tNBv/wea1nrpYGYGEYuJJN87547UefnAQ+z9J/niICyhfpcj7CyG7NvHz9vjtLbei+F3H0+VkJECKkERAhGIEwgaXYr02vt3aqVGICyICJr0EG4BWG/XAYeZSPyiggKFMYyuJAe9QWt3ZgjTWOpiuCZX2p3CjeclyynUTK+/KcMCerfvnDxT6Lq19LEOVPF3a8Rff2p5tfS5O92H44y4WMCM2SJ2tKNETvwy6vQCwc/GNDfPhKHT9O8V7yHh4fHuPAidh4eHsU4pjT1IwIwtPJzRmfvecG/K3ONQl9r6GDzr3mWzo5WoxTJH7KQfnSXgTea8ygNyCvzYZeGEWyIyY8yGdi/jzX//OSvzDXyJdzcBg++yrpxDlJjGmFwZa4B+sTiZGSl12hQIw3os3ch887d/s0oRGd7kJNt57R5VRS9A5gkRgNNTY1ZqETNKIysbTteSnjIyaQ0eunbWqfGbGt9q73LTmkXJ2uXpib4VDTVc+E9uDETwvVeOh0EmGo9CDguAM7P691IM1kw8vJsQyoIkK1rIKId2+FPotkeQQ10+Mto0Vvnz17bbK3sxhtpxi/wfBIdKHlAHZCIwpwq3o7WHMHh5dxq7+LXS1MT/GA4Nzo25uJkTbL62HY6DMOK0MZHfwq0LUs+IoGteOWju9yUMQzYCuzGsO+aE2KLL7/UufLqzVQze+f0u4q7unnaNGa/liZ/ElULR/t07d/HKuA/7mp/Ru/ic7LXoBBBa+sA7L22dGPq2rf5Na4ZnoeHx2MJn4H38PAoxnGkqR8pHDirPOLJLJfFR0CNkKDb1yAt30B7tBjLZeD59z68Mtd4bX6OM6KrSe/q7uZr83P73vrDVOCXo/ARPTdR+1G738XA/A2pcmn8zmX8fEI9CNgEnhO83NmOX9HkzHbu/W5n6wYPEtXWuh4EzPyJaL2XgmsymzREMGZLLL2v2yZzzqlycTsXC+DXxBhjM9iRUto2zHNynkSDgDYmG9TnI6IzlYhr5vFfvgSqDGCZDhE+JN4d4wDm/I6z+vWt1vXnvgT7ZU47Ywk7e+R9QMaPveVTY+Qz/8wP3m+EgaxyxybHxuAWcG7feSpYlk8C6+XuidQK/mOZXDEh14jiC2xInkI3oxBRiTx4hrIJAkBRvXP+MBv50a09+FmVnfyMwi/XKx/dvXz+PK3+pbK0M2g/1PUTWnRxfy1Nvn7i5B8/fCA/eBgDudEt334aUZ6H57f25fkMVuNzIiYlrQEeHh5PCDyB9/DwGIrjo16PAlggbcQ/eccFC84XttSWVMiv2i5x9po6jgKHESMUTg2zUwO/1O6MUsZ/hLESB/lH9OXZxlds7zEoDRFBeIyFuymXm5VENK+HDxomc84oveYTpEtZnlWiVxlcndu/a4MN8KCXkiiiIPzS1MRq0lt1qcbTAAAgAElEQVTvpUxKA9HE3rakNDaGjMmK5PoSY1JjbrV3+VOYHmg8i8yTeCyvJS3sxoroG89z+LVe+vP1SSnevvTl5+Wtef69D0GDWT8/X/WnLXuPlGplGs0j+UoHed221ju6n3Pmhn/nHMyWqwl4owDWC8j77eF8BA7khuRnEg1RBEhFFCb/KUzbab8vbJnJG8WXAE0cGPb6VqtnTcihYeGczMG7dPEztPgZPl5Z+TPnzK+lyd+bOMGF9Idh748xF8WioBdQWblN86ecE4LWFkz7iCho3R5lTPaNL7xcicy+h4fHkwBP4D08PMpwfNTrEUFfIG3QQW1c9r6a9K4lrWD7IRHpLMu/ix84SVvC3kEOpb0cDfn7/pMBKgWGEYkR9fCPNVZS+Iiy/xxZnX8orksmzBJ6G2n2+qmTOAjmn6+PQCqe4ViIl2wR0rCoq29rHYr6eYmqTQjjNIQMXj918ur9TbKOdGDgzShc7aXSAY6IQustx2wcnQJI10eijV9OTMrLca54ydYvrCY91MZf22wh3e2I5/98fc/vetg/BQhA8K8yD09EgS3+R1Yc8QssWbqySbC2f2zPJ1ENITULiAjTzte6s5AeaDw6/5c73dQKBPDmvPnxA7DxllB6B2pK5asAkNJ3FPLwKK73Ujx+NaVYrB7I284dGG805+fn51EEMQzDbpZpzKrWlhnMIf9JVP27RDSaxVohDmz59tOC+PJLJ65+i3816z8moqDab0CAdD9+DlfvPHztb+0rwheu3hnG3oESmX0PD48nAZ7Ae3h4lOG409SPAg6pA8fG75VKhYj+v+2HeY1rpPKYHBaOg7/yC/tdh/19f9zRk1F81EbXwz+SWEkewx7Ry/WpJeq8ay+60emSbVkHo4uNgUQ5596Zu9KgEqFMv5NQs+PoxpW5hhTJZ/BjAI4HchjkOHwslOdRHI70NZgzzpGu4zO2Ip2zypltnueroLfcWAV7pPpZDg0l+vJXjA/Bc+7hx+CIhkAIAO/KHaD6Pv8UYMNr1m2+UICAAfX4QoF31t4jS/h5Q2RrA6MwAU62655VALGHa70UaoJcpIDcPjYBRJ2IQLz5ojRYnYEZOtUZCEMsVivSs4DNI/k0x3buyK0iRwES8pWVPzO5OvDD5N7Lmf//z97bhciVZeeC68RPRmZESaksZyV1VZUaqTRFmZpsplyiu9xOLi0PNPhpdB8ao/GDbWZghMFU374MxcBwwS+Gi7hgu16MLlzT9oMnaXpg6j4NDLjVmHTfapPlgk43t6ZHlkYpqYusdKVCpYjM+DtnHr48Syv23mfHjt88mbk+giJ14px99t+JOt/6+dawXHQoI8Js0vWrG3/ZWXsHPnMiQh34ZO8L5u0Az+HAWvTSY58Fv8y+QqE43VACr1AoBmNK1Oukg2uwgbw9OGw97XYNRiELSuGqLErML/S40KAfdllpLldurMuY9gjZ/kD2zjcN1MOfVN9s8FSU2x3EDxtbtDLIC01prATIGNaLJdOM5ZCx5XBTM+GXbm3+e3WuDIVzONgR2c4tSqtNvRfD6HBU/yztgMzGR3F4jvRoJ0kxHSA7yVker5Bm2mMSuFdHjmUhWVcrFFbnyhg+jBoc+iFTJ2BpknOV9VPgMVcZkIXo7SpxDI5EoDQMnmcYVjOZrs+7F+UDKa2KJxMZoDKIFeE4fw6FoDREf3WuzM52FtVnuw9HZ2w1D98TUQmQEuBkBK47CJ6/0+ka1hD8SsBcgtwQyjZDODERi15n7b8tidz4qHaeiMaMnPefMxQXba27q7jbGMfoEAgZXGDkwMeLF2QYvGTs/lr04aX7/DL7CoXiFCNKvDKqihzCHxp3XFheXqa89u3sYGDkpGKykF7fjf36syS5UCrJEHrbD1/vxc4a74av21Adky2w0FqWQkFgZMRAiSwwWPY8g2Z4kilyYtCxnwKeJcRmM6QbGbPK8dKcAu1xCMN9Dbolt4FMvOeTwWOlU5fSMm+chQ5easScM2SvsCjPUg15WVIermkQ3V6qdUfCRS9d65SuL7hrKYrk8Lnn4etu/I8AM//hF1+SZV8AwKi5Et65QuFZHFdSLQDZE1mLjhtpJ8nr/UvzpNO9WC4hOd+4kIhaSYJ7J6mQnrQIcIM7ne75wouIiR7ReVHqD629/8rLxjOLdZFTx0+xXNBHaR17LJY90p1255O3rlJqH6SMmnlO4MKB/yN497N78p/+0P1xHu1hJdPDuWhIFPoMvNN2N8rbnxaWXyGibqdDafZ7Vmecqn6B5glgNsM8iRjtdQi/YApF/qEeeIVCoRgFIRL98NfJd/q1hYqdgGr4unfaHbA4ZyV59rdndQAx7QNd8QOrDMhsfB6CkY3Peeb1Xhxy09lDjvHW8pIzKWB1rnxnb186osHAmevioE2iVufKGK+Mg8CKGyTcljSr9+Jr1XlZJIxLxzXi2K52LmM62N+Lr3pEJeFmh1eZBHvH391+FTpudrfbQ2bB2kIFcQTGGMcsiMAlAKg/fp47HBGBxsOOwGn8PHaWFYQTuyRsFgZKUfSk0329XDIeH9kHWA3QiGFQKBA9SvUFcItSFJHIt6/3YjwXmCVOuW8lybXqPIlFR5F5/M3lJ1pJMic6j4J8eMpslo4ndKfdYee/XTqBCyIQ0b233wxZjhv3H9qPgEdlYxyv/lBp88MG0vuj0GcQPO9k2p21dyqfP072vyykltzy9qfPb33X2cIEa9ErFIozBSXwCoVCMTSMGmxg4I978dNu93w/r0B2MeuiIbXV4PCSbLxweGYo2G8ftO69/aafe4ck0MIDz8RVeuFAy8FMDKeizMZnpXcionYHlwfmw88G9jLVe/FuSroMTTI425mow9kLfgUZeSMNfqVU5Px/w2wBjmQXEeRoahyRnA3zjCONOHZWSjN03cAPH3W65wuFVpKcE17idpKcS33L4MmFNObc4L1wTRNRK0kwV04DRxbB87M7fAtzBuaTFekRym5U1ytFUS9JekQ7nW6RCBkEGLUktxgRqKzxFVbwSDre9fhweALfUX4bu3TyyUo9oHR7wKDASe+73R5nwdgRNBzbL2X5uWV27MsnF1E2sF/AilSxlg9HnHE9Bjjlx56cLJWN/ETWGPBHoc/AKV3Z/HGWjaDwxptEdNBsypM10F2hUEwQQ+RWKRQKhQIw6DHcrZfnK++8VJM0D6j3YgRp88vxR1cuOQm2cRp4CPKNOet4baES4vwHt+R/3t7du3H/IX8QQ7teqx5VMp8rUxozT8Kg4CyFhRDxLH073De8hLXRsfALQyAnGaNbW6iAWWFc4NJbzUN4XC+WS+zSrAgfKWvIy8YxfOT/G/f96Mql9VoVEyUXDt+CmTP/5LpiNleXf/Bx5v/QRTuX+ttRIx1/zwl391wU9dK/4Xbm1niYbFzAiOwYfhn6Iad3YJQHM0b2VJeiCDYDyd5j0Te4rUui4h3PPPgqq81FqRIhprHei//Nyq/w3dniUO/FrF2Pon3GPDASolqh0E6SShThzG46t+gDFhGZ7YvFws2lxfdfeRnGGti8tpqHdhlCEkwbqBUKpSjCejXSknjXqvN2lfj1WhVu/4vlki2nT0RfxfHaQiUk8kXaDW8uLRqrbAsW5Ja9M0DUizsP+ENjpOsPBRn6PtmTFQqFYiDUA69QKE4AAqXapqfoFg6jZjhgey+l/hxqOK/Ole3TjLrrNExJOdaWA+HHuzu86+xTla5+HJQud6NatYRR4kuS+XABbdkxeTCLNoy2vjxkEgnk8LeXoujjxgGyrytRBMoNH7hsoZUk5wsFMLoXQctpYLlzsNwx9Ll+0AI7wipv7NcND63N+jj/YtWKpeeYDtSZ41BqBldHb1h58sa48FUliuQqcMUEo4e2hiKPETsnKvy/RHQ+im4uLWIG4EO+ubR4Z28fnQF7BxNFh2IiqPpRWsJd1sOjNDCeiGpplAG86HNRJBP78VzILBXsLrBiDkGvuGwZlGoBNuKYpxJncvA8W7VWSkW5IvIhtRk4Cd+7PGLXwCMXi4YRBPsWCgVM42GPMJz2WbCtfnaQiAy1OCklQk9fFHoOZfYVCkXeoAReoVDkHYE0b1g2OD3YNcOdpzHHC/GoM2wPvwcb+/WscH0ZNMtV00EPcE5WxjhTF8mKDZvCeq367mf3DFYvybaM5jWQlcM/2vpuNppIVK4ftBpxbKeyo6Y6O7rXFiofNw4o9QAjX7pI9CyOz6e+bmZcIWX2OEledsm+SqZJx4KBY5INq1ArSdjcg6ucsRKU0lQZu16ymGQpiuwAbJvdSci1Q4w39jwqKXY6HWw8LM16rYpMDZS+A21lpUcuX5+khFmaG7jQnYFWktQKBVsmEIAJSXqbIaQnZQ4WiwVI0wOQr0Oddib2huAfic1vREYwYPvgWHon7GYlICchx3VzaRG1+mRN+0oUXavOs53C/yAYuSSAM0+HQy0m8rOpXHQE5EpmX6FQ5BMaQq9QKPILxFd7aB54UeBpucVQnq6hykrVe7Fs3H5ZZ9oDGr9YPCqKjqvsOFvpKAaBsdm7vBEoN6fH8wl+/57hwx95fbcPWqwS10rDpznrG0MAe3zU6TbieKt5CPbOZ3BSdJHoqziWtcdpmDJp8KPi76xLuGMIBwCbfZKSTNB4fJB+j+M3lxZRmVzySY5XXykVWdOuFEW1QgFD4NB9lnw3gP0gu4oq8Rv7dRbzv7279+5n97LUFnfanXc/u3fj/sPNRnNtobLb7UExPiaKiSJRib0nRPJXSkX0p5skMD3UezHrycEGgeEY4SFcqRGmHyNLBe1gFO/VFni62kmCGyEsXzJy221uREk4A9opjUaRU1dJS/o5m5XYah4uFgvyqZHjurW89P4rL+Nza3lJPhHOVA6Gx0Vv5+nstDuTMnq21r8VGD1e3HmgWeKM5s3fGzhvyt4VirMM9cArFIr8IpDmDcUGJwI7GNVzsvGt3dWBgvCM8NrsRLSxX5d8w3mtU59MVq2H6hvLdNmF0402jXh1GXTNrvWQ6FzpVBxhfeHh565K1oS0dnjdQatA2+DyBclvxDFKjhnGkp6LN3JSuh9ZZf+IaKfdQXQA+tlKElklnsXn7Qu5miA7fnmY7OY13M4khgC66MnI4NAMNi6szpVvpkOAXz1rQ4LDbx+0EMqBwgpc005CRqoDmAoE1WNmkMQODu+sCEDpvkUpNerPUuHEBxZ9WE05NirP4duECDf9Ko7P9d/F1tLL4uFY4q3moZwZyN0Zw+SWSRSNl8z/KLQhQ2HOwMi/ckaezpi/lnZptIGa8CeRi047uCAPMvsKhSK3UAKvUChyikCptqs//8VABWZ/iOkImdUG5Uae7RtlB5MxHNRZulAedmdcK/3Y/pMN/3BWRDSCZuWtZRnz1fRIvb8eHhG1ksTmfp64a0onKjyH/8b9h6CvG+06ZResttcXI9po12XaM4M9oqjyjSLkSHTHCSgeBs9w1H/htjUPawsVaA2EjAg0m73lIMD1XlxKS5dV0rxu1l1rJYmhOMBj5Bh1Sl2pMsiC4713uz1QYvjz2SLAeeMDIeMyAJh4WL7BeRWEBv797j+fS/Xkwb0NRTewZRktz0YHIuqlcf7tJIE4X5Y0g2fvwc6CC42wgvdqCzvtDoLnERTA4Q/cJTD/urDUSDLPxRT5Xuu1Kh4iHMcKOgk/2xSykgW4zTGL+c0GiP02uGWh/pTotHHRaQe6H7vMvkKhyDOUwCsUijzCmbRpA9G5gR5dJ8saOXPeoNw3lxZ/8Oz55fk+ahHI3rmHnoFIXS5/x/jWL2q8ZZ8DJsl57/VezIW75JnIwd5qHsoa3TbfCMkJp1SHz0l7jNOMInb+a3l95bqALtp9gB8+Ttl7IeXwnIYNKbU4VXSntI46a8jxHKI/A0dNRJuNJvKxpSP348bBxTT7uiZKwXEyNjqz1Txk3TvD5iLNScbkGF5fnk+cgJOluqExpZRuJHsnk3Br28YFEjXSAdaT5z/kqjCHly2UogiZ84Z+u3NubfZuPNqsZmfYLJARACc8vPHoBuwpyJM/VygYtB9PBNELAUjZ5sZ+HfPMgnD8lV07EHMlF9c5QE8xvzwAjncnoe2svVPceVDe/rSz9o7x1Ynmos2bvzeQw485wObN37MjGk7ujCkUiklBCbxCocgjAjWQmV2E+KYMljWCjpp9mmzh8nzlwWHrtfTt3GAUA0dkk0/mVJLHhsfbO7PTGSASLzjYXJmIGnEMJmMDLGWreZjl/wwP71+dK9/Z219bqNi0hwkPZm+3eWhf++EXX3JIv7wWR/7oQd/kwPPpTDyWIuRxeoRPY2LPjl+cA68yGzhC6m9T/2ZDmDSbTkpRtNvt2RLxUnkOQ+DdvjpXNixBLBTHs4TNKaXvbGsIiUrjThZKqe/X2EholuXcjKgEeVND6b1WKOx2ezCOsPmnR5QQPUsl7kqpAxx9nosi2fiWtSVIbHU841mPNsaSFY5e78W1tEDdV3E8F0VsQ5HWBwxt+6DViON/v/vPhbREnMwmYIc/ugHbAb5lPULsSTzgzN49zyyu4lUeGFEvMZTKxmji835Hem/1MtED6i+odgq46AwC3YeS2bfZvioLKBSnEkrgFQpFvoCX721RdmtK1YzGz5w3KPf1C4tE9BePf+n0WAbqQnHiLnvqZNYxQgNC4u3rvTiLW0r2JbF90IIrOMvJSUQooAUSYpM6gwE6+Tyc/M7GOdc3KxZaFtNata7dPmjd3t37abvzjf5rOYxccngwZ1a2exbHdnxzIc3WthXIOCM60CkqNxti+0FKscrsJ7c7ebFc4sphjzpdLKtTnx+LwvPG9Hs1za9musgK9puN5u3dPY8OHxbLU00QMKISMDPOwAeuVM8wTgLvR/oAAgeedLqycRw0ggWMJfAY5qC7ziY/dpWzDxwGgnOFo1KCLHwIOUAESqyUivhDKg4QkTRk4A9+VGVlvtW5MonHh/Um7GfKyIbArpNLLM/3/CAMpbIxgoJdSDA5uO5JZ+wGchXo7sxfqG785Smbc4VCQURRkiGjqsgt9vbyqKe9vLxMee3b2cHy8vJJXwJ+y5TB2B6vFPO9QBLF76aTfZ0F5eYaWsa3IUn1RmtGNWlpxZAxz554e3tO2B4hg3gBg88jkDjLnY7kXts6YMTPZy0K/OdObzAgw4nl35QRfizvuDpXLpfLTOClHQSXMHtkvzqlHlciKogI7UYcx4LDUypaBkX0inALg0yydpoN52bDdEkBPFawkxry8hKInMkNabuaeRXQMtzCngfkzt4+ltJOf+AWnFUGjD2D5Xjcix+1WiWKKJ3hbiqAj7E86nRR8j1JVehZi57BZeSkrUSu9UCpiIGPtrExZMACIiz47tLcwAER1B8mAEjjDongeTbJseHMMEpKo5Xdc0T4Z217vkr+UmX9jyBQZcNzgo3bu3v/9d//Hf/zUnmwvfVU+oSl67tULhfeePPpr319xnf3BwKcymn3YLTXIbzKKhT5h3rgFQpFLuAJaLdFmDm2XOqBDXWvQK9+Vua8AZwwKTMWwsuNg+xtky/rzjdy5gzGccTxOn3vhsI2grqzCHyWc1UiizFu7Nc9Sl24kJ381C/0bdgdDK8vsF6r/ocvn37j5Qv8TxlxLS+HRxokGcM5VzgqVE5EKMaOs8EwiyIavN1Prf3F5LI2G18lE+9JyJUb/BChB0Yj9iODtHa2C2AdZWKC0QEO87aVBSh1IxupDZTmEVC6c5Au/nHjgCIqRVGFjiwdlJZ5B8DeKVUccLJ3nhCw5fdqC0RUP2hlxX3YsxHyaHNYu+HB3mjXOcHBNnIR0cVyaafTjVwS9HI7vf/Ky9ym/AG5vbt3Z2+f2h1DlNEzrqyC8wAWcZOCiHegykY48PvzrX/evf/qa3zwf39a/x8uZK5RcedBeED4CYIMdD8igTM0pg/MXzit065QnFkogT95yLOBMM99OyM4uUvw00e//PYrLzr/Rj+ReKNcfnDYqlarRPT9z3cvz1cg+V44PCIqP3j2/PdfXfHf4tvVKubnp49+eT37FdPA3af1oWZ1nCX4owcP//TRk187/5L91RvlMkTyrl9Y/Ha1+p1Hv7z7ztc2l5f/6MHDu09fuOuvX1jcfPtXiaj6vPmnj55cKB39yOPCN9qdT583CsU+Hvi0233npRoff9rt/vriOSL69HnjnZdMaYEHh63/8bV/8f3Pd3/a7hhzWHj2HDEIDw5bb9SqWCyJu0/rb9SqaDkqRGWXaP+zVvtCqbRULD7uxUTEU/HgsLVkGRSedruykTfK5Wq1euHZc9m3X1/sfPq8wfPwAr1eVIgoTgrFIvV6c1EUFaLzhSIRHcZxO0kKEfUSKkaUJBQRvdRPnp8lCd8ac4IVsUeUtdm+Xa0S0b97+IgiigpHbPAwjgvF4nySXCiVnna7z1KTwYVS6ddq1QeHrXK5zBvs+qc/k4+MbPnx57usp4gHRz41fByj4Cfr2/1L9v3PdzHGN8rln7Y7Dw5b8rl72u0S0aNO93ypSHESJ3S+VHze6xFRI4lfKhYpOSrJ1iOKk+RJtzuXDrMURe04IRd7J6IIfu+IXioV/7HVfuel2q+Vy58+b/xjq/2vX7/ouoLuPq1ju/6HL59eKJWw251nSjz78qncpbw/MUZj2zS63dcrlUet1mKp+Kzba1Eyb2WazFP0pNt9vVKRP0f8A3L9059dv7D4vUvVu0/rDw5bRPS4F6PDWb9d3/98941a9UE624dx3E2Sf2y1iQjDJKJCL37ci42fnWXXL8Ptt3+Vu2FP4ObX3x04Yww0ju1XKBblY3i1XP7Bs68uz89/y7UEsdjApxszG2b7zoeFt94ecNJbb5f+j7+eu/X+THqUF5yRnaY4m9AQ+pOHfMZIawh9HnByQ+g9McbyiLMgNkdZZ8WgAiPEz9sX+jH+U/DuZ/e4grp0u/GoDU9dVmhAViYC/pDeRY7I3U7F5+W9DN8yTy8XtJPTiBD9gfkO+NsuxsbHOWUdbkwONbcDB2Q4Md/3p+3OPzWa0mOMamSIeeZGZLY5hvyTxsHr5ZLx1bM4RkQ3h9bDy1rvxVy5HYp6mIqsMgc8RcZ8Ur8qWzdJPMkLAHajHWEhYaw7ltXYUfKgUy6BG+ES5fLbreYhB8nHafZBI4lLUUQJsYY/pfELKMg3F/U5521E6SUVsV7YAK0kYc+20U9KN6fs88C0Gk4fsCdNTh2livRcf36322snyTmLwHPWA9qRqS4e/3aWqJ6hXW+E6FP6IPMwee8tLy+v//0nWbE5NFLhTANyV/9P/9f/KT3wwMNOx+mHHzMz/ESItM3ydaiy+eOhzs/hdE0JGkKvON1QD7xCoThmZMUYS9mnLOy0O++/8jJXcsqSox9NmSkQ/DZcfvRLIvrGXHnYt2GAC7xLfXgGGK8sJeXU2DMyEaQgHDTkV0rFtYUKSCNyfZkb21nlEP3KAif38pFAMQJEbnuqdsui2dgGAxvk+16/sPgPz56TqO/F9I9EtW3ONueyav/Lyq/c2dvHaa20flsxnSU0zjHSlSiS7J1c9M+As94Y+Lws85bViFGvLjzgGarvnMvNrBia6p6ECClK56xhTv0p4kA3SeKkrzjf+VQQDpL+hfQrBifDk/gDC0Rpqflby0ubjaYxajaI2LsOT4p9cKgocUgAEtH2QcuYgTlXhjwXjYdwID87/sW6ubR4Z2/fPoEtaGxxw8ZjQwwOsoEAB2/v7v300S/HKa4xECEG0Evlsj+WfgSoSJuNoYTuNZBeoTg1yJQaVigUitnAI/YuPcDbVn1ySU1ZXtt+ax8htzMcYN1Iqb1+YRGxqUzFwwErRr0XO13NlBbrwpA9M2YMFrnNPId4+98+aIFp1AoF0BKkMQ8UG5fN3t7du3H/IfdkvVb96MqlT966OlC6H0TU6JgE7AhyElbnyjZRlA0apHexWLizty8PLhYLTMCedLrgtKCy2wetreZhvRdv7Ndx05VSEZ/FYqEURaV+pXH2z6MFo3KY0zG+2Whm0fvVuTIq0meNjsfICgj+Mw38pHHQTZJi6tBGz3E7KB2AnDtNJOu16k6749yQHzcOKlE0JzhtTASWHicvXix6RHNR1EotIEzpSbjf0USRaC6K5qKoEkW4HLON6Anm5zDDgckj1d+WoGfUezEMIvwhIflO/ZoIA+FUjuCtgt3ivHD7oDVw1W4tL0GszjkKtq9dq86vLVT488JqKbDZaHrSB0KKa/hh21tt9ztwqez4pRqtrFpl88dZQve91cvVjb8c1hGtUCgUJxpK4BUKRX7BNG+n3THej5kHUj9NNfgtfO+Gx2kiVZHBYD2eLn+QswH0uZUkHlLB9ossybSs/oDh7LQ7jTjGh4gMMnCtOr/VPPSIscmuorcwW7BsGNsyPAzBINvcMf4sFgu2HWG9VkXUuj0hchswYAIwgtXR7EqpiEL316rzPJ+YCuZ48kbdJAE9A13vCv+8LSm3WCzYYwcN9jjn1xYqXFjeufp8+WajGeg7Ba/7uHGQEMVEPaJGHEsnPFTo4OVGBoFz1XhCGnG8fdCCsePjxgHXS8cUROnLRC81s4Crny8U2C9NacZ7QbjZ8d85YSUholIURakZBYsl8cHKMiopEtGt5SVj6Tl+nsNYtvtrFsLGh8HKiAY/WkkiVzArHsHGZqMZaBdbW6jYZhQZHZP1yyCtliG+cfw6hXTJCXvG/uadr1/5/LHz5If9JTmKOw9GC+EOE2lTKBSKswIl8AqFIu+4ubQIZxocxVlBs8wGtw9aTDKdkfMfrCwHvrh7KNP4ZeQNbOzXBxIDm5Aw/NL6sHHUCoWL5VKtUNjt9sDH4NXHOdeq89IV7OScoAoeswURfXTlUtbYbbKNjskPG2LkaczAeSdIfXWJ73++u7ZQcXr40QJc6B83DojITlXgkATcglI+jwzwi+WS391qsyPnVGCX8udiue+nZqQAACAASURBVNRKEqfyP1sohkoDWa9VH3W6UIAvEEVEpSjqJsmz1IKDxHXAYxXaaXcQfo/0bx41V1OLieCKj1OnOkwGc1EEks/GjmJ6Pp+GyPkkLQ6PPHM0K337bHeQO4d3O6Ib+EMi5x9nwsojB3Wk3N5owhbAC+RJXjCMNeGu+xD3O4/OMKNI3zsMTFnXYkTDFtcIOTMQ//G3/lUWh2eMnP0eWGS+uvGXIzSuUCgUJxGaA69QKE4AslTcDCBnO4Tq2BpsBhCgu7ZQYceyZPLhnq5A0nXkZQ1wgLPf2OjAwEyBjf362kKF3aeShLCk3EqpCFFA5zyz4z3rFuCZ4AYoWUfp2q3Xqp+8dTVk3pASbMiqsT4ZcpKztgH3kLOjWf2L5dCQVI/x2lJ/JATepIfWjgGxwdJlXDnsiFPVTAE/23AA+TrqJ9KyApxt+MjqxmajudU8PFcoPEtpNiefc2o6PN7P4njVuimlueX1XvxVHEsuDdsHRAHA4efSsPxKFH0Vx+dLRSJ6JlQAGSjABuE37hiL2wHQqyei14XjHU0ZDzUmxCkrsGvdHUnpWWCFOamBx5DRE1I97lp13pPtQmko0GKxIP3qA5Pwpa5EK0mwDwN9+KwiWXj2PO71/LcbM5Dexv1XX7vy+eOscPqhUrUlKps/Drywt3q5svnjsyPSBgw1q6MtgUKhyCHUA69QKI4Zw8pKTfC+WW+xG/t1CK3ZIeI0fBn5rG8RhI/Pk04XVCGkrH0rScKjqQGMlJ29xrcywR6x9FnsfaBG3U67s7FfhwP81vLSreUlXILeepzz8kZQLDOOs0fdE5G+fdD6/VdXWJYcfntEyFPq/5dC5dwypZH81B+ujAB46o+rZ0j+ttPuSLV54w/4SLNSyuu9+GK5VO/FxtDgKHamgXiiSKBx0EqSKPV4S9E4zkJHCP2jThfhBnw5zx6lnnDWZiOiVpLEqbBfqZ8nJ0TPez1UknsmIvYZULNrCLMCERVFMTn45AtitrEWtkkO28wZsICxe2QFuFwFnk3ph5d7DPkClO4TfjxZ69FZoR1Z93wJpfvQmYTP4QN39vY//OLLreYhdCWgKIEsj5BfPPQNsTmrc+XL8xXn7aaKv3nn61l+ePjeRw6en9LJpwOt9W8Fjnrk/AWFQpFDqAdeoVAcMz5YWQ6s6xYoch5+X7J86R5da9ZwHkoVL4tloSluBy/f8IRnefYkhhXVl3HFldR9KgE2sioCho1CUwOHjKnjbG1DS4/lr/0TiK+cS0OpUBzy2zfadT7I0dRE9P3Pd7Pk4iQ1NSD19pkZojNZMvjOInbsu4a5h6XI0f6HX3xpZ86/aKfd8fuKDTijSGRXj/LSLVN9gaiVJOcLBSLqJgnq4VH/CmITPul0OV7jSacrGTs4fDetbYYdxSd0kwQfeclisdBKEhSHj/rNCpLrx2nYPGZm+6B1sz94frPRRMfqVl1JbHIoJjjzxuVviNzh0vWNKBWbPCMKg0k74kHk02qILzh3DvYhl4dYFSUSYcFB97B/AitxrGbUWZS3m5SQp7+d//hb/+q/+/TvmcZfIaILi2dZJX4GaN78vYFZBmNW71MoFHmDEniFQnH8GBjQjvfdQPY+1KuqUQsN/DCrhfE1nMmq9AZw2DaYvEeziguhDQV5VZYs1mKxsNU8fP+Vl53u/YFGFuk9tuv58dRlkXOywqTtMnW4xPbAg6J8dOXS6//4/zztdvfbCY9InolCegNdmsyaeBSrc+XdtFo7hBhQFZxZk6wkh1SIo+D8dp3L/m3s15GbYNRj5zp2qLXu3Oc8XbZVRe6lzUZzda5cFyoJyFGXGe9EVBBV9EpRtFIqPup0ZWE/ZqpSQw6O95pV/PyrOEZMftzvckeZvXaSIKa9lSTQEaj34mdpVbm4v4Acb+tWkjzpdC+WSzvtzq3lJd6NmIeddodLspNIAJFgpi2FMzyS9UT0wcry7d29TWo6afOqqMIodyD+ibtUoog7g0XJ2mycqGKk60u+DV36VVEJ0gaXmvOY/Faz62uOgIH21r955+tEX6f0cXYrdigmCsj4ZXH4kfMXFApFbqEEXqFQ5ALDerazMELJd0kPjNRrG3ixHqefWcNk3zs7Hu2X8t1uDwTb2THPHY2sYFAFm0xeq86PZqEY6CekflEAJzm3F07aEV4YPmovHN1csL1+0Hp1+7NaoXChVEICMGCwO0mxPDCqc4E0MkkjIiaQTMBkZP5utwfXK+wm0vPPafwGuNY6cqftjHfoAtjCB9L4JZkeyLbhGJdg5zkRzUUR9htGjW5jlmBRaiUJWDrc9Y04RpulKOKg+jnXXV4vlwxBAeT/Q2MPAIc3DA1x6tBmNQEueG6oRcDsZTvMsS6STjth2+8oFag39Aj40TMYPvqDSwxbpDOvvt6LV0pFTKzhvSfBt2EauLm0aGgoMPBtyKMHu4A0XozzCzbQ3koj/Q4rRkZr/VtE33L64dX3rlCcSiiBVygUuUCIY3aqb40DM9v5hb6VJHf29j2Oeg+yhoBXcOmHZ8+ePA0+TGcLHs+YIVEmqYJNJv01z5w44lQBkAJvQ+Xw397du7O3v1gsIHIet5MR7LvdHsikcaHN7kBTbfEzo59UI7s0dyVlsJRSd/QBvllKA6pXSkUjrtuoQ2bAMNaAv/F+w+UwBNgO5Ks//wWmhc0Z+O/Fcmm325NkOwvgkyTSRiQnZOFDSMRjkrnZdpIgcb0URZUoaiQv7oU+8y1I5HHUe/E3awusp9hK4+0pFdiDx74Rx/w4wwiy0a7Dn89PCr7lBBB7aOSN3JGZLCxt6JxngANJpP2LdxfMUsYzaHBsXuuWMKDIdAwSfBsRHJzUwOYq3BEmAxmd5CHz0jA0PrsOSYQZp32GirSFo3nz9yqbP5Yp8b3Vy8reFYpTCSXwCoUiR/A7Zqf61ui/3NC7xou750Wf4ax95TyNVdbZFyoJtsyyznr59njGbEdfYJ9DMBTnH8HDf+P+Q2gK8u2O9LrSE7AcYH2PWq1a1KfxbrO7gbwOwB3RYWbRHPF+VNDuoAVKv9vtMTvlrnJy8pNOF1HT9l04Xl2ui9xviN5H5XZpOcI5L/y0KcvluzzpdBEkb+SiD4XtgxaC4WV+O5qFsn0vFYpvJclLxeLzXq9ER7r0JPYbrzsHmKDZShRVUil7CUQQIGTj6s9/wZMjebvB4e2glVaSZK0y7CMyH1561KFWYGdqcB3ErGfQ+TPCYfAc646AC071t2NtwLdvLi1++MWXZNnaWDHREOyAseCNcma8fWCRjoEIT4QZE611t2PZhrqaKXXFH3cvFArF1KEEXqFQ5Asex+zM3hqNlg2CyhnRAwWinLWvsm7EnjpQMqMk+0D2DmTZOFikeqA8Xr0XO5fgWIoFsDXHFiqj1NKBf2K6KlE0Xyg87/bs9H4ENbDzM0RPQcrpIbcCDFnWgav3jhzybaG7JhsBWQX7dVo6YH0wogmYhLObmlL//067c+dgX8YUyABp9gyvLVQkQ3b64RtxfLFcylLpo/7iebAgcCOIeEepeYN+s0KeMS5K3fJGszZ758rzRCTZuwQW3SPuwFkJTmwftGS+jMz/R0iC7dLn5z2rzSxwKUHuG7vfPQY1FIZYKRV3uz07IR89sS9fnSs/OGy9lvGYT9A3TsGJMGNCRdoUCoXCgBJ4hUJxwjCbt0aGk3SBhMBHmiUQNYJNQWpTk6WEH/Ly7bFxsNyanfouxec8/nkEsXNXszpjyLAZucRZsNcUldKMLGLpZQWFMyT9DuO4VihAAk0e56CGreahh9fJbmP5jLgJjpYHwMQacTwXRW0rgJ9vDdX0J52uvZdkqPlOu/Ok06U0XtoWjStFEWuzkdiZcNhymj2lJfFYrA5kvtvfw4vlkpOOykgTnm1w2q/io2JyOHi+UGglCf7ZTZKXCsWXisX/+eULTqILYmxIpqNZmftQiSIcxITYaREMW22e3fuUyss5L4SggPMrbo2NPsbMjJBjAtxcWryzt49x8UJ4HjeZdmHfdDWtyGDLJVSr1b94/Evn/H8y6d/JoRJhAmH/FPzbmYu02bHoWoNNoVDkB0rgFQrFycOw6dM2Mwy81p9TymTbjqUfzdPFnjq+qUyEHhj6zkAs/XaqRg4KhIxZ8E/DQc0p91m0HBaBW8tLsm/ODAKDvRupBziBpeyM9o1bX/35LwyW5VTbtjk83OP2cZDe91952U5uNyCNL8ZSXqvOG6HarbSg2rlUNM7AUSR8t1eKIrvSO4dqg7Rz2TbEFHDKvbwdpdzVCKvmIA4j4AJebhmpjmblSsleZUmvtdKYeRJh8zLR/UKpdHneLQJHaTACkg5gVmCqbE8apxUYFd3t2IoXFg0iCM5LM5PdMue62zBWlo0+8hye2xHAxjIOHsk6c/ugJc1MTlG9W8tLLKgpvy08e87RBPL88B+QY4Tzp+C3Ll75KCOWfhq+d9zIuFd14y/Vya9QKHKCKMm2bSvyib29vePuggPLy8uU176dHSwvL+sSGAiPt7+9a06dP1tb5iHjyLdfWSaiZrOZ5XsPLHePW0sCJnl1iGPfWR4crsXVjJLRHLZtNG4UvTMSCmw6uiqqsmf5KjnO/6hwl8vYgcu5ApmtW8bdNuO3KVkpFil1pRocCRYBrGxILXoSkynXmqMYGnEcE82l3BhddTIlFiFjxou5Qvg6V6dDa+0kmUtz1/FfLrfOfN7InHcqmXG8gPRyt5Pkm7UFOXynLUaGfBvzjGE+i+NVEeaw2+39r//V60TUbDoeHDi90SYHkEv+L8FpBTvtzqNO95wYctYGZsrKA3G62bOWPiuJwGk4w12cdkD7Z8S4iyTwlGFiMGx2ngqaGI7xoJXL5U6n47xqGg7zSSHrpwDAV//2F/84Vcc4HO9+V//AO+rrUB4w2usQ1k6hyD/UA69QKE4nPK+DqGdmuOJtFfcs/infjNkzVu/F5ad1IvrGXDmLYA/lk0flrcDOM7JGDTUsuKBtfXsUkNs+aN17+03jQqM1I0aAFbDBf2SHnbPHU8dq3llrBOYJPzO7ahuxQ+6LUh5ok3lb+osGFTXIso8YSvvcMmi5vC+7be1JRlCAsaxgpBzffq5QaKUl2XpEJSJweDvPnLJdxNwBGW7ALVyrzsuBbzaan7x11Z4NaD1Ivk2Ccu92e0WiJ50ujAvQ3rfnjVJbDJdn29ivQ10PXWJVeT7f0Dgo9HvdES1icHg7X32z0bz39pvOXJsb9x/ancyyCziBhAXnV/4y6bxStmyhBGbAH0fA+Lhx8F5tQW62qNU+H0WGQkf+67r5o5bwizFtkTZ/ND7KratKnEKhOHYogVcoFKcTIa+DxsGQ+sa2X4srk99952vkdbz4X+4lDIWtkM4DWaPe2K9zwvCqq4AcKJYR3J7VWyOgF65O2SVP2Wo5CjtInlK+x4yRg8mJqOTiewxw+HkvB5M0ZigxhSxrjuweA+r0koPJr4wj26mOfTvl7awVF6VEPSJ6FscRkT02m7uykQX/5OQIcu1e3jD25sffP2kcFNKc7ZgIznCOyW/EcTdJbMF2CewTbnl1rrzb7bFRoNJf/I/nhzMgjAwCpKZTtni7HFS4w3m9Vt1qHhoH6724EcccMA///05a8t3TVJZahMxN8BsLQtzv+PZiuWTkxRSKxbjX47yYSSnPTxUhP4ywXU5vICFy973VyxpLr1Aojh1BxmaFQqE4WQh/HbQPel7NR9avYnx05dLAOmoehS2Gs/NZo4b3mJNg7QxekASknnIMsKfoHTpwc2kRH/RWOtWd7N04uNlori1U7NmwzwQzx98G3wuRozO6Lf/5wcryR1cu8WcE+f3VuXK3vz9gfU7qjiQFGa2N4V8slyCDZwwnIcK/C0QR0VwaRS/PaSXJ9kFr+6BV78Ub+3WeTy5bQCJt22bvctT25t9qHs5FEawJMVGBqJUkjzpd0MXFYuFiuQSrylbzMMtyZNx3vVZ9/5WXSSjhwQ9PKSfHdpIi7YbVA3NrH0dxNWNQ4WDlPABdKkURRoqbbjUP/fUL8FTiQWP1B7niN5cWtw9aqCuRpbHXSpIQ9o5mYemwDUNs6eA8+dzC/1MjIX+gJovK5o8DlfB6q5crmz+eRh8UCoUiEOqBVygUpw3Dvg4agfSUwYT9L9Ph8FezlwpbtmyV4SCVnfeMWlJiOOVktDDXqOOb8h/h7/0yLt1m4M6p4zBvqeGfpRoIYizjruGelQ5wMORyufwPz57b3m9ngkAIEDfhOeFiucS5+rA12AXb2KEqF5dElbiL5RIHlhMRkuGLRD2iiAjV2mApKEURc3iM3YjHliXlpLtyYLiB3PxQYeBo+VKqDN9KknOFgoyDgB/+Yrm0sV9/o925fsHcS84FRWy/FMaHCgP7qOsHLTlptrwce5jRK1aMH+ih9exqFk2QAQL8LVT0s7aozF6xM004mn2z0eRwFaemPYef4NmX5N/QwoBdphJFCKixUwDwdMBckmcM+1MzjT4MJWWvgfQKheJ4oQReoTgxGEdN/Uxh/NdBBFeTkHE2WK6N8Dv6q9nzO7qt306W2JjsfPioUWZsIsYIGx9dufTuZ/cMu0Pgvdh1j+Jh0utOKbniwuYcQQ3OLAOqme/JbozG3nlQV3/+C8oov4eYcJBYZvLycu4bGzJg77i9u2fwNwyZI/LB3hMiTi6HaaAURe0k4XsZ2dRG8jMj6+fC/mGhNLcf45UJ8M64dwz8WnX+wWFfcIc/E0TG9pPwn8tEcT7ZljDk/P9Vr6qcjaxMlqPVFFYVQ2Pf1guUsB9AI9Nk+6AljSZHfaiZ4ojyKttSwL8AsFzICWFzRpQkSXwkkXCtOj9a7frjhd92qVAoFGccSuAVipMBZ3GdqSYEnnF8sLIcnrLuSTHNMrsYCdj8vo5waMooEJ3FzXKFkbsHPgbubYjSNeJ4baGyKkTjmECyyp1kQZI3jlbSz0ArSSDYhn+iY+z1hXeaO2y4be1waERPGMaj1bmyvIUEzAaF1N2Nv1nZzpkKvn3QCvlxcP6wsGK8JH5Ma3kGMF5jo/7poyf/TWWO2RccyM4tYdNXEnEZ6IAcEbU79hKsjhRb4VS7gPO/3osvlkvIg6gVjhzyi8UCLyKsSHf29mW1gqwfCoyRIVecfwFY7xB7GOdkSdzxLwAXWTBsN6upCr08mBWrn0+E2C4VCoXiLEMJvEKRdwyrpq6YIEJk7Tzs3W92kYXK+N2UX+WZHBqww85PNJC5jb+fdLqyeLvk8KUoArGHdx0kFlSKNdXx3v/gsCVf/ceX77q9u3dnbx8q/VKPHV2FtQVB0VBByyJ+tgSA/CfWnQPp20kiSXlMxP7uUlpkjoi+iuNv1hbsPoMAZxn48JPCO22T+n5eoE0AKrsqGgStNQQIpO1gvVatVqtE9BePf4ldyj58anc22m4CJus4QKAevcJq8rxh9WUfWknSTpKddme02ApnJgtC9/H3xXLJWDKOUYeWAeB8xj03lWkvWb/bN+4/tA0ospM8t4Gl3T0F53MFT+1JtlzMvlcKhUKRNyiBVyjyjhHU1BWTRZamNGWvTqDZxT5NZneDMNjvrHiXDfdHDfXWKxWzR7gq/EJ2tnP3wF0lh+ci8FwHfjWNTdhqHuJavh1KlL1Rq3Y6HS737WGw+NuIVTbMYWDvMhObhPrak063VjhKtl+vVVG4/j2LUXvUE/i+Mhy6myRz/Ry+gJJywv2Ob88VTN879RsL3v3snjE0Jpwb7bqdNs+Xo4Yct2kUNpPHpQb+3af1B4et3W4PLchBgZ97XPF39vaxgnK7Qs+fRJSB7AMyDgwZi0A4Pec77Q7yxiVFJ2FWkyOCHQ2a82sLlcBtP/DnmrvkzJAHVufKO51uVt2+EOQqIYunzq8SyiUAptGH8AT4YU9WKBSKiUNV6BWKXGNkNfWzjJGZpw3MP+KxbU1pj951oNnFOG2z0ZQv5SypZQOhtoG0GdzSuNx55majKd2DgbYheVXghXC1tZKEe7J90CoJjTr2YK+UiizqzsLaOI3zyfEhok/eunr3na/5VeXxsIDEMllFAjbmUD5NzN4BzrrH52K5RKk9hYTO/E67wx+ytN8l0AcpP1aKolqh0E2SQho5z+gmyXu1hVqhcLFcOlcoOIPtuaAA71KMC0de3f5sp93Z2K9/+MWX8ioMwVg1ji8IAdbx0+eNp90XUnx2Eruzwc1GU2o3SqwtVFpJYmgKAJCU81d0GwjYd3gL1Xvx6lz5/VdeNp4XGa9uPzuG2sI4kFKUKPTgbHmn3Tnvst1kwbC8yEfAue1nDPxiBDrYp2Swbq1/q7jzIOTM4s6D1roq2CkUiuNElLj+v6jIMzxVpo8Ry8vLlNe+nVwMWy/n9tu/qksATCp33WDX/DKNV3njWn4KAu9ul4vDK6yhJp0VKGun/vrvy+/HWV4s52yMnEEwsDOU+sw5R1daK1g/DMPf6ReQg8PTyc+Xl5ezngK5pnawLv7J366Lkt0GnAskLw+B7IlskLMGoNDOOnaVKOIJoTQMwegJ65zbhd8REg/3MteZ7yaJDBTHyXLUHCJhK5wbY8eFz5LkQqm03+7wjjUuhM+crVTosCw1Z9AzXM78mY9z4AbP4UTUQOSm5eedJfc5WR0ncPoG7+EQ57C/q1nalrai28Z+3Y4UAIwceGwG3NQTGUTpnjwWV/zt3b2BBF7O8JQ6ObAUfHHnwcAi8Po6lAd4/kfgv2oanVEoJg4NoVco8os8FNc5oRgzd51ck+/Ro5IILGLHVdDtk42iWay2Lc/ZERyJ4R818+Qs9p4V8D/wjd/5ledCFjbjXnGEttSBk7XKoM4FYBQjvMHL/thTKsUFpAfbhm1QGJa9kwhoR9i2oShORJW0LHwjPqoa96TTRTH2WuFoSywWC1n1+eSoeYYxpW0hJr/b7TEP5FACOdKt5mEIrYL7esk6U25mKdHPbX74xZdwpPO0SEsTR17YZixbFHCypA7Pu1TFx0BkUgCJeBw7KGayPTHAUxROeinHCVks5pc1HPnV9DrZW73sqSc3VKk5hUKhmB6UwCsUivxinETNcOZp3yXkRRyZC7YJIPAl3lkFnWEwOiPT2POa6+n8eq26SX2uPNnnLFuGv+idxwKSdSGmmt2t6M9X8VF9OEN83ikBUO/FnwzvbpU98ciDyWxw5HI7W5MGBRI2hWFDP1CgjgX2F4uFSn9gfCtJoP2OzcCZBSQ08CXsofGK88QWUqU9SlUG2NNuK5ZXooiJdNZUUL+n3VmNnFLdeFgNmH8S0ZNOl2UmVufKHAUgHwHDjGW7uz2kLvxnxF47fk5tCwt3ePugRd7H2X+L0bBeq9452DdK8Tk7z5stPCHrWIqbrLuqEgDTS3030Fr/FtG3nH74EN+7QqFQzAaaA69QKHKKMRM1P1hZ/ujKJedrvcxdt+9iBKx6AL9fYH+GwupceW2h4kyA5yRn54UDR/3JW1dJJP3izCyltxv3H+JjXOK5yoCRY4y55aBuSpUFzhUKYJJPOl0iglQbarPZw/eQySzIsAjpU7XBdbwo5a5D3Shr8iUMwwdnUDMbb8SxTPxuJYmRTM5/77Q78nbG0HbaHYi6P+l0v4r7ZrIk6vBxMXl5obwd1stei91u79byEiaWW3va7drT202SdpI04hhD66YnP+p0K1EEcb56L673YqToOyufcQcGup0lhvoZyZJvsNk7suXx99pCBRaKgTDUIsYENownTx4Lx8HzgbaD6f2shYCr3AeqSEwDIOrFnQf84YMKhUKRB6gHXqFQ5A4TrJxnlFsnoUyedRfQg8By65MN5jRoCYdqt5KExdJl2HBWO55RU1jwubM4Vkim8UBv5437D53FomS4gZO6k4jW9tzx28+bf/iSI1ggUOmaUnVx7syq51QXRks62GoeclF3DjvnEvfyzCOXb8rfZG/l0FD0DjJ7X8XxXBqNz7XcuYw8GHU3SbjSu13DDNP+ceNA9sTW23/a7b7zUk0mYKMbaJZv1CPCENAVJAtI1QM4tKUMPiPcGTvaz4idh2Ln/xvx/DvtTiWKftI4mIsiz+9GyOMzbBYGmuVSfDhe6MWvFQs4KO1WJyUhy5kyMGPAFX/MnVAoFIoMKIFXKPKLEV7mTgcmm6iZxVf9dwkMiJ0sbOE0hGo7A4b9ZGBkR9841hN/3XsAtdYqUcTlwZDLzSdwwjNk6pmWsPFCtu+/I3P77YPWCGnqLJxmZLw7A/u55aGSDm7cf2hoAdR78W7zsBJFMlpe3pr6yxPYNQW5t+Dn9V7MTXAhOkYjjktRVIqibkqzKY3DZ4l+bhZl2GV+h7y1kQOPhYazHf+FwD5uyvfl8zFkJJmjepwU7aPUyR/ujB35Z0SaYJy+d3lEJsY34pgLVdgPbMjeGyELg3izpT9W1Wq12Wx6fiKcqngD7zhVnNn/2SkUCsUIUAKvUOQXo73MnXTMJlEz5C42NQpB4Msl0zbjuF0K2z5tqss9Gu0JpP037j+UZd4B5HIbSdSc4J1luRh4R5lrwK5pjzSdAZy/2zw0pMtkn+URw6jhD4Iw+o8Vt4X6jDAEKfkuoxgM+TRm/vjDqMEGrt5Nkjhl7/JbKBEwe98+aN1aXuq7F9FW85DFzzlWhYjWFirl8ouN+qTTRT08eQuEAMREc64aeNzVIw6Psm1iTvw7U/5znJ8RjwlG+t6NxHj8wVYP6Yof6oF1SlHaeT3IheFL5GYrtzvfSGXnbfBmMw7OOEzdwNn8n51CoVCMBi0jd/KQz9okWjdleghXUx+tbkquMGzu5Wh+Zv9dbP7smX/5Njl+GTlu06PXNdVSTyO/Qw+8UEqL298afl2G4Rt0eB0tVKvV//uLPSN1Vq7pVvNwpVT0RNHzhN/Z2wehzaqgxiXWjHp+ITD6b+868GR2p4NsS1n+9X7Bdph+7CJzzvRsxLFLwTx44BHHzrp0995+8/buHivMEcwemQAAIABJREFU8X1tPom7v1GrEtE/NZpg75RhI4iIzqXf1kQ9c46iB+RYAE9igmEccZ6WhaynCWNvpbkGRuSFXU1wMQ1cZ/uLp96hcSPbLpalucg/Dlk81vk/AqT9D1S8G8HiMEGMWTpkBIyjk5oFfR3KA7SMnOJ0Qz3wCkXeMVpK7QnFbBI1BwbPy3/6A+md7QQWsbv39pvO06Qas83ep/diPazMFb/pBtJ+TuO3k4plrW9ZET2rApb/jtLfjhbkmiLB3pPZzic7e2X0uX7Qclph/ACbMsIBDHJViSL4+eH0lgXbAYyOq8ShkJszvL8SRQaRjokiIsM9TkTdJGGLwNpCBf2E2587uUlNO0sZ+nkPDluX5yu73Z6k5Ub7JORza4WCweElMMOsA5/lIrYfitF+RpxcDk3ZFPpJp1uKIqmuz7MkJydEtS5LbwKdMXaFnIeh1EDsURgwyiiGtDlxzPh/diEpPwqFQpFDqAq9QpF3BKqpKyaF9Vo1UHvc83buT9TnN1HPaSwuPazw+8gYyiAiac/At2qO2mWfqq1Rx6nv+ApSdvJ2vNX9d/z+57vMUlhSXq4pu5edl3OcNtg13L9ZFQGgDz/sA3h7d49tGfJDVngCUgngirep12patv3m0uLaQuWjK5eMqH5pdEA0O/5mFi0PQpceXFpmH2CijH7amQhMhP7zs6+yBo57Rf2p+FIP30YrSWDx8bD3gZayjf06f7I2uV+sXqribx+06r24VihAew/ye1lDWPcquqPQQ1YaCKWTn6XHPpQaSMiZ2FGTlcofCjP7n51/5m/cf3iMOvwKhUIxEOqBVyhOBgam1ComCGciugG/MzxQycx/mkxzzS1CGBTPpJHkbPvh4fgFb4FXmayt7vfRXZ6vSBV0dirKNcUt7HBidm9uimL1iIbgigDy/PdfeZmIZDDCQCAq267fTilLZKKI0m6NOLbF3o1LpDNcDhPUl+Pkkf1eiiIEz4NOI2y+nSQFIvbG8ySwNj5ZSn4yrp6BEPpHh303xR+4dSWKUNAOvJ0rw+PviisxnoiQhx8iCmggJN97p93xcLmN/TpHHNzZ26e0rD13lcP+7bgS7mRW9/zPDiom+lPTA9VAjmxeGVXW7Tb9J0wbM/if3WR1UhUKhWLGUAKvUJwYqKd9lmAdL+e3gcGcgW+ip9s645xGCLY5C3RRu4Og9BHyBXbanTfKA4KE0RnQMGdqMVkadVy7zkgFx9/DRi546tjLWPHNRnP7oJUVXi4vMRipHCZMFUyPwZ8NltxNkkLK5I0i80xTbSW/3W7vSacrjQs77c6nzxv/+vWL/+7/e0TCWNNOkrkoKkURiC5XpO+K3HIietLpouid0TfeA0M9I85ShXLGeAXrvfhm9rN8c2nxzt4+zkQ/672YwxYq6aBGgD8NhM1eA+XljHyWrNZwL//PGr7KA3ed6v/sZqOTqlAoFNODEniFQvEC01D0GQqzKSYUcqHHYTUUsQycwDNinTFcrE63dkih+9HqYMk15ZB1KQLHjUN7zL52TIA5bLR9Svij1T6QMLYugh3A4VtJ8nq59KTThQo9Yr/BQuu9mLXlESG/OleuH7RaSWKrtbFF4OPGgUzOv1Aqff/zXSjt8bLKGu+UkblX78Xv1Rbscn2S0oc/I+H53oit8Ld2a3kJ4Qasw++pDB+4dgMTT7JKDDgRTrk9P2tG+MlpxchKHwqFQpEfKIFXKBRHyIOiz1SLCUnzhP0K7iSBrLnNR06Tb9zADKwnCJKX5EHWTiORBO5Z3yNpt1HrYEnhNxYek9ny0CAcalwhCGcO6AyyCbaah/6Tuaoc9S+KlENfLBaedLpEBBZdSjO3u0myWi5RRrVzaneIqNuvDE9pqTn8XSuYgQyX5yv7KKXW30m+BYLnI6Ik1ajnr+yrRjNkBOZ7g5aHLArsEVnCh3L2Qvg2DanH5tfRHAFybwCrc+XjLSM3M8xGJ1WhUCimCiXwCoUitIj3bDoTKOE+LIs2zBPs65P+N4MEnrWCw07ridPXLWdmKCZvFD8jK7Oab+qceWzUrARyLqJmtGnvbfghZ7y+Mox54Mk85yul4sCYZ/6nsYJG1ADntHeTBBR6LtVRZ987wNr7LGvHQPo3yD+OxGnFu9W58uP0mfq4cSAvXCwWZDA//P8yGMPpEF6dK8ufncD4oPB871YquR8CaXsy4hGMDWnw7WNPKZcYLXRFoVAoFLmCqtArFIrcKfoESrgHwhAchir16lwZb+EQM8NXLMI8wl1OByABzcLdH37xpSFCTkR39vYl70WpLU+bkqvLRFxKRbaRXM0fTjm2gUXJKhOAG336vMFtUmqgsVXTycusphqMEF7mAC5orkfg/Na4e5aIN+4L1b1SFIG9U5rFbWvyQz+vlSSNON7t9rg0QCUVkC9FET4FIsTSr9eql+eP6s9fLJeQUc8LgVACkP9SFCVECVGtUFgpFSG2jzHutDsQ3odlgcXA/SrxEjx8KR3vnL1KFAUuBICFQN8edbpPOl2bvdudyUMMtiysEFJQYPY9VCgUCkU4lMArFGcd4Yo+s+kPTbqYkEHFZXIpXr6ltxYv/eOULIK9gD8nrhwRC6GjkBubOfhblAeX4/KQRkr5qgyHXq9VV+fKW81DR9h2Kjluz5vcqE5OiyPPez1ujcmVYZrZ2K/f2dvfbDSzFmigVYIxGkPL4uQS9V7MM4Y/uJyYXVFMIsv+hYEvFgsrpeI3awug7lgCSaGJCBQ9JjpfKLAjfbfba8SxUU8egKN+Y7/+4LD1n599xctqxFZA1m6lVFwpFYtE5/td9PVezNtspVS8Vp3Hcr/72b3RKn6t16p+24dHTdAJGP6uVeevVee/WVuoFQqYt6zzxwnxCA8NoDDKfWdv3yPpxxsmJxYHhUKhUHigIfQKxZlGnhV9JqLNbrz621G1yILeah5you9Qr84Grn/6s29YUaknRc0Ysw1a+OEXX8rMZyYq0IcnKzsUpDFrL9m+0J1251p1Xsa6t5KEOZtNQe2NautpI/B7qVj+vNWGjpp9/kb7aAPwQChjgfypHDKLfrQcE78euO3a9avoyX5m1SZk2g+nq1HJ70h2rt2p92KkqeMLVr/Df23J9TjVJlydK28dHP76+XP/8Oz5YrFQiSKEzcu6a+Dwu93ev1n5FUrdv4jVR0w+PPaGbWKn3Tmq5eYauN/UMpF8b/TQSDTgCcQYjaUcGNbkv6PMNBmnniWfc2t5KSungCX9zkLS0Gx0UhUKhWKqiJI0jU1xUrC3l0eH3vLyMuW1b2cHy8vLwy5BoGIccOJe7wzX3ECfqjEVQ1Gy27t7P213rl9YbDbdzs/ZS/oPC94MeNFndg1yBb/rSqnIebP2fvDUvZc6CzaRAJW10++5/ayNyk2xKmGhWHx02JLS6HwLDAdcy76XvUDcZ4MBsvqdUUzO/3Q4HcUePfDxBR0N1UaW1pc3NdQcUcttt9tbKRU53R2mnEedLs6ZEx74bpLAEY25XZorP+12z0eRFJhA6ru85L3agpy3nXaHGT7YO084jqOHHtYdslWcVwXq5EkVegOYQNvgMvCnMqSfMHAEDpxh/I+Ab+QprUdE2wetW8tLOf+Nmgimp5MK6OtQHjDC6xCla6dQ5B8aQq9QKE4tDMbuD1o2vh027X+z0bx+IfM9e/Y6AsNCvuUbKQYrpeLFcgmRzyBm4BUIypCN4H0XWfScSI/GmQlz+wxnLrezfRvgNogOqPdidO9iuWTHTkupc+e97AVCKsedvX1KM4e5na3modFnfzg3ZYTlO2PjWbzNn5sAeGgG+v/RlUvrtSosDliR3W6PJ4ezSOq9+EmnC034a9V5I/q93ovPpRHvMOjAYV5K2TXXkL9QKqFZSdqxeVZKxUoUydLxlFrNrlXn1xYqUrAAs81B/vVe7BQy4EZ45sMtkoFnIu8g61vm7VvNQyTwBwYKhSwued3vITodMnTFn1MgY1JON8Z8rBQKheLYoSH0CoVCMS7CdQTy+VIo3/JlaXS7uhhrcWeF47IH78b9h07PocEf/PHMIQwHOfbcmXK5/E+NJvXHTrOD96hunCsW3V4geLCRk2+0c606jxkwOLy/w86wfFsrXiaP7LQ7dw727br0fHJg/rMsvAdyDp88pcXbdtodpspEZFSwQwi99L0b1d0lUHENAec77U4rSTj2AXeUSyANOnDFc6S6HeHvKRbIMz9U5MInb131n7yZ7iXKCJcgUf1up9259/abA+/L8CeeIJ8laziBDNNu35NTMDMjY2BBgelh4Mxr8LxCocgzlMArFArFWMizjkAgnC+sNnvn46veFG5/VUIPHZ041tNycYG6BsYC8SjW07JkMguaM4eNFvxmmhDm0FfysEZEtLFf32ib3DWEwmEtbCsMpboGHBluL/dKqfik05XV4CBBX4oiuN+5GjzU6eW1L0LTB5Vzk7vIbsfoNqTpB2KoUpT+FWEzBw2SLRhK0B7IUiug/sWdiBqIhF9PIRyj8XCjoicfnKVxM3DmFQqFIp9QAq9QnGmoos/4GMpdk/NAeoaRGu3E6lzZKcHtnxD48IflD1n+Z3aMg386Rb88pMvZJv4wXu6dVgBEIhi82m+m8TOHLDIJr6nMxA6kcGhto90XfI6Fg1wczDFO4EYGZ64VCo04jonY9470b7kTWkkyrEociWRyzzmVKPI44SXCXaz+FZHGJrbjZMkWjPZ0h/DzHFr9RuDhftPeaGKQ42DilhGFQqGYDZTAKxRnGuMLZeUZtm6552Tj2xNkrZh4PCpHUw/EYrFgkNWQ7eTkvX7YGxU8yvAebx+0lnrxb59/KbxlJ+yoiiwrwOpc2eYkA4lcFnPwzB7I0lCPoac11oeHH95ZzJxJ6fZBC0nvzK2TdM5tv/3TbtfwoodYT3jLhZiNQkxmw7pYPStinDkRWXtnb08KRubhA5X5Z2/fPFkzr1AoFIASeIXirGOocNOTBYP1rYvKTAYMMeoTNN6Jx6OyezbwZPnOHZJNwE7yEBomT+CNaotpG731txzCJ4eKqjAyuqEdAOLnMabYx+VetSkiB/MHLq5cC+eQmX4fxUSI45TqAnLBua/iFyJ2RNRKklaSPOl0WZEOVz3tdt95qdbp9AWT28+d3R82B0hTQtYmdEZwONdrKBdrOJebVAj6DDCNGKvRePhJFwpRKBSK/EAJvEKhOM2KPoZ5AkWwnSro/M+Twt4nGI9qKLFJ9TIbTKvssOFATs5l6vwsyF4Iyd5lDXlKVdYWi4XL85V/ajSzWg4sG5YF46ZGabEXQQHtDs/DCHxbBhfIxtHzQCUFuRaYc0oF6rjzRLTT6UZECVGUziHk6zjbH0N+vVx61OlKETuE0G81D7nMW70X/9r5lx4ctuwICC4+j4LqK6XiRvtIAlAmwBuBALYtKYvS+6X4/RPlx0lPMpp4jJU0ovFBW83R1oM86UIhCoVCkR9oGTmFQnFUbsrpNsFb3Yl+nTI8QkfUMYXhyx3BWnFcr/gTjEc1KpxxuTgb9V7MGvUjM+GsWlYSTjrB+xD+YXiP8YEoOrv37+zto2Taxn693otxu5A+e6bUvikfRM08p6N7fVB5OR6vvx3kHfBp/tacYH87Po863UYcny8U5qIoIpqLolaSPIvj7YOW1OrjIPnXy6VuklSiqBJF16rzMDFcq86jcvvNpcVby0ufPm/8/qsrWXfHpuJriWhjv75eq0Kp3knO1xYqvBV57xmYqsXNWfzPic1GM5+/kxOsmgYeznX++ENpsAZjvb8G5FA79qQIhSgUCsVxQT3wCoXiCKdV0cfIhpVKVBPxvR+LjoAs257lChsqHtUIVXCmN7OPdChZOCeyBPCALNsEUwJD7Qz1yXbana3m4auVeD9NqD7i80TbB61d4VX23Nc5XZuNZpYmP6TRDe+xracQyEmcEyvd/rve4AgnXmQcpHUBd7u9dpLAnQ5V+bkoqkQRZOcbccxZ8YYDvFYofBXH3+wv5M6KBpuN5jsv1e4+rX+jfwjoABbIMAzhWiKqRFHWjuK1dibqzyA+aNpJRjOoqTapGCum7vZXXFpSpoGM2l+FQqFQ+KAEXqFQvEA+PUgTgWGekJnYODKOtQKv+N+uzkhHgONR/bHWNGQ8Kr/lS97L/I0ZrGH1GI0+sfUhUGOMv2KKa2un4/jDw9br5RKl5e4A7vkm+WgM39dWsGPVt4FDc/r5Q4wpTt87S83JIwP7YPSHdzvWlNk7EXFNuGvV+e2DVq1QaCVJI44pQ8vw9XJpyzKFgLx98tbV5eVlIlr/+0/kBHLKAxcbN0xORLTqlQmkfubPp80s22V6SUazqak2qappdpqDREhejEKhUCjGhxJ4hUKRR0zDKzVV88R6rXr3af36BXeE9mT9hJgZD+GRrrChAukpfctHC+w1Rd4yTvPELAybTfDByvJQQR9ZeumMei++NF/5vNVGRD2IIkTCwRuzCIaxQDKqgnm1k8PvdnuYGfTNE6XvN6bYq7mTOsyNM+GRHqhxYHSe0YjjuZS0A6Uoon66vtvtfdw4qBX6DAdM3owkFEqjqfmf0ljGMyaNSvYSoEpfVgCCZP7oBtZrZvFB0ygbPvuaamPGWN24/zCkRsCwBSYUCoVCMSyUwCsUitxhNl6pyeKDleXl5eXrn/7sGxYDmZSfUJIiyahtjOMKw1u+1A+TpbAl7HGNkE0QTlFu7+7Z/EFGZTfiuFYokChRbkYK1AhZ8QbByKorBiV5Q+5ekup6L0bJNNg4QHqNQGLjRoGDJRHy4MTAsPwPVpbf/eyewYfhYyciWekNe4ktEZSKIHwVm0kKsil7Do2705DSZUS0SUeWKT4uK7St16qb1Pzk+H4EJphkdHt3787e/mKxsNE+Cko3JmooDYtwjGwROMp+b9cHnuksMHHStQAVCoUiV1ACr1AocoTZe6Umi7vvfO2Dn/+XaegISKPGVvNQen2d54/jCmP2NULY8PQShm0+I8PL670j9v55u71SLGaxX7jipV/as0DrteqdvX0juZ0zC7jy2W63Bz5cK7xgucNOvuF/9oTr89AGhuXbPm22cTDYEiR98pSWjvPHOwzEUIEnOHmz0cyatzyUw5jIj8+N+w+RlCEP2hsmVzXVZHLNQMB6mBXSMvBGORmyQqFQ5BZK4BUKRY4wQWX148LE7QsGkd5sNNl9ulgsgOllxdKPM10jhw1PL2GYh2mHl6MEGhHNFwq73R5lSG1R6sjl/t/e3YOnnb/lFYQCuR3XzbH0cFMjn9yQ7rc1vQaCaxw6k88BBJCzj3qgxkFWXDrAk5YTTCNSPVdgB769Is4Nk7eaapxcM/BMe72mrQWoUCgUZwdaRk6hUOQFIS4aeKVm05+cwGC8Brsz9NgN7IiC5KMB79ObjSZ/+GAWpleVECXHaFB4eSWK2kkSMnDsJYQ2cICDscHgF0X+/FEWPdGt5aWbS4uLxcK5QmGlVHR2xs4VHwi7vj08/Pg86XTtS5zzDKvE9kELHXDq3sH37pnGod4PJugbH2HLnRTgWc7aFc4NkzeTZUgNyHovdq6X3wKbhwgLhUKhOBFQD7xCocgFhkqXzZVXaqpwGjVkgjqlfnhntHO9Fx+X+N+UqhLeXFr88IsvPfn/RNRKknOFgj+IfahkDafu2pEr0ktmjEQGf3QJ3+jDL77EQQTnw0neSpKL5RIFKPlxtoVU7MeGiYlaSUJEKBonrypZrvhSFPmU4QUm4jjdaXeyQiFOB/hZrvfiujCpyAiaEyEC5w/r8MSPnPoIC4VCoZgNlMArFIrZwaMtP2y67OQ7lz94jBqGIvpiseCUMQ/PYc6/7D+L6iNYPYskHMZxJYpAikaO5GdXoedyrs3GC5Hlh+fsbg9FkUnCGCAqtDv5dlY9PMMqIfcDAu/P9QvLS9izulIqclS/PNNQ2veMK/yJdqYb5CcDfHzI0o9kbRVplPHv2+OCEdgPPUhPyQAPpmTaUygUirMDJfAKhWJGOIna8scL/3u8rYguS6N7XGQ2TsTSgOJiXKuWzBu7qV+tzO2nY8+S4g+hGSwh5nQYyumFMQV/OO+12+2BoflVGI17wd9ugGu5OYcGUgSKaJxPaUF1qTZvnCZndbfbe/+Vl8lyt9rs3bNFQ6TLuCy8fdqJ0K0MhCz9WLcyGgwxixxWU7eXkksz8hGu1zjwd+MULKhCoVAcI5TAKxSKqSMkXHn2vTqhkNG2No8FQggqkCvZ/4FRAB9duXT157+AnYJr1PO3SOp+2u364w7CQ5SRrBEivkUZ7ndnKT6PZQSO+qz4AnmcY61ls0fWDWG4WSXaah5eq87zVSRq13OzPGOwCrWSBOyd+t2thlUohKoNnD0wwKwVORG6lYHg2XMuLmZ+1Tqen99Geynt1BKNhFcoFIoZQEXsFArF1HEKtOXzA0MEC9QLpIsl1kCHNhvNgdx7IksDyTT+3N7dCxyLRIieHKXJAvh7da68tlDhz7Xq/G63d6HkM0xz6HsgOJDeMw9IVTDEvXbaHVaqXykVDdqTNUsfrCyv16pOYUKm2dsHLXzqvfjO3j7nFWfFXKyUilvNQzlplSiCUD9ZcoBowZamx+jw7bDCcp7ZQ7CAf0VOh27l9kFLmt6cwpPww8sjIY/wLKEqdAqFQpEHqAdeoVBMF4Ha8hv79fCo0TP+mmhkJsMVH56ZzAiX/fc0NX74/VBRAMiUzsq/vVadf5ytyc+56IEdY3jEt+S0y6BiLg4vq77JcWV1A4XQNxvNreahrBfIqgcyaWKxWMBUe5Tt4JPfah7yjC0WC9ACrESRcdX2Qeve22+SKxrik7eueicpE1mzh/Y9Vd/lvOUtoWMo3N7dM7zuhoYFQ9qncujNVhU6hUKhyAOUwCsUiikiXFsepDQktvnsvCl6ps6OZzZimwdO+/iy/5MKvx8qCgBnZuXfElG1Wv2Lx79khTl5F2ybkd25hvgW5t/YsRxwzlHrlOFh9ltGMMwdkcxv8D32nK/Xqld//ouBnb9WnecW6r14s9F8/5WXNxtN6fJdW6iAvdMUspRt6TJPogcMNHLeoFF/Qh98Z9yHoWHBQKhFnr3ZqkKnUCgUxwsl8AqFYooY6jU0RH757LB38mqAGULQkgsFTtH4sv8TCb8fNgqA58RZ2g0AvYdTmmPgJ7JtJK3N6rnB1jw0Ncsywt/yEhtMT0rZbTaaawuVrebhwM7jkoF6+NODMVKnJQV2GY/J44Rq2tlhI1kaFqg7kPNfuZO4BAqFQnFqoDnwCoUiRzjLOZbOTPKPrlzyTAiYIdJrh81MHhPhxNtzwrBRAPjbPyeMe2+/+dGVS/hIvjHUFvKcnNUNIxPeH1QycCA3lxbhJK/3YnyoX+4et6tE0balbe7vWz7hr55wovUyDJUEgDUs8IG+YM7Zu0KhUCiOF+qBVygUOcKpzLEMKbHuySQHafEwyVvLSzN2iI0ffg+MHAXgn5Pxa5txO/4t5+/GUJX8ZJtGHzyi+sikoFTYPPCOubWCOaUNDAwUZZg9/A/47d297YMWlqnei+uWWgFc8TTqhlEoFArFWYMSeIVCkTucphzLgRpvWZnkiCW++vNfoDq0UyDguIwa44ffjwmPoefu0/r4tc0obG4Dxe2GgmFf8JA63GKjfSTkDg+8XYfMQH4MYbapwkNf5Vd+q1AWQuxoI8D/gONbZuxYHVnYjzHyhlGcbkxp3yoUihMNJfAKhWKKGDlc+RS8owRqvDnPYREvyMsbGe/cyDhMbFKR5Flgkbl6L55S6rLT0HP3na/t7Q2uY3dU+EAA+vb4eygLhdENVPMeh4x9dOXSu5/dw9+73R4S4A1ya/O9kEz4ei/+ZMjqAPzPia/gsKYKeWRYq9D4tRJs+B9wrCC6bSTAQ1CQREF4VkPMj3lFkQdMY98qFIpTACXwCoViiphguPKJQ4jGm7O2li0vD/c7tNkmxaOmujR9KuIwQEznvXPkqUC1NsMmgnkeYbxGyLRxI0MtX865c/5v3H/IVQZYvk4WipM7RPa/EkV+GuyJxrf7MAPmEBIKMaZrelK1EmwMZeUxNhuKC9pWiVP2G6gYGdPbtwqF4hRACbxCoZguJhWufLIQyI132h1DSt1JwFiff7IiXtNYmqFUxKcdBeCEfDO2y9Fl1TIMd0dLy4hdDk3ewp7bvrf2GskYgcVigRXLZQ+ldxcF3p2Z5FgU5+2MQc2YOUxDR0BiIrUSbPgfHF4CuZ2M0o9GXszpVuhUDIsp7VuFQnE6oAReoVBMHeNIjp1EBGq84W1eDt8j4sVUf7IiXqMtjWd0NuMywv7le+exBGgYg1q3ytHZb8bDuqM5Bt65mmBuRPTJW1f9fQMbh/I8UO/Ft5aXjKuYtON2tlUCXxm9zRoUedd34syBdQTsr8ZPCx+2SGEg/A+4TOaXD7idCMPfnj4LpmIcTGnfKhSKUwMtI6dQKKaOD1aWs2pu4c31lIUCDsVwmGj5Rbwk1kVNtTEx2tIgdd8+bhsgdtL4ecZ6f225kJpwE6Q3w1a/Q20/jzt6UguR1bebS4uLxcLaQoU/G/v1zUZzY7/OH+yc7YMWX75eqyLnAh/q5+SeQe20O6gt7+nn+qDqgCPgoyuX4KDmD3l1BEKMPqMVKQyBf36MWnHGPzEoHiaS4ZWGKRjT27cKheLUQD3wCoViRjhN2vLTwFDRwpP1go6wNHb4vW2AyPKgGiriMwvQGKH63WiBrDfuP8TAs6LZ8a1RjCDrRkZUfL0Xk7VVtg9a995+M7D+YtageAXtzA4DNocfP64+JKGD+xnyu3HstRKyIIM+NhvNU2a+VIyJ3O5bhUKRHyiBVygUs8OJeFU9m2V7RhijQbwNA4TfHmEE0lOG/3myocXhb8abjeb2QevO3j4RbTUPK1GE5HNDgo5cgaySijuj2TkBfqfdefeze8yZPQ5nrvcOTTsI3TOgTscT6DfEeEgyL1lW2UIGUgCJOBhKAAAgAElEQVSME27cf7i5PHUOj0WU5oMz8oQqFAqFQgEogVcoFIoXmGXZnqHUucaU8poGJlsFPT8BGtLdzYW+6r0YEu42szUCCgbm2JMQt+MUg4123cOZ0ciHX3y5UioaX8mpHmjvCI9BMNQZGCxSaESGo5PXP/3Z9QuLf/jS6BETA8MxEB0wmyf0TOFsGi4VCoXiJEIJvEKhUBBNtGxPeJy2R7VOYnw1r+mBiTdCu0k4mYfFsRMGyU6/iuPXyy/+F8ki8PBOG6748EBWj0q/s2XGxn79WnV+p92p9+JWkuAPdAz+cFzop7JDRec6A+n9gRXXLyzefVofh8B7rEKYnKykjFkW1vLPoUfEUYJDM1g4cJzOS/pdfvTLb8yVh2pN640rFArFCYKK2CkUCgXRRMv2ZGm82TDqvTvPcbL3XOn2QwlvbaECybRc9W0oMDut92L7/46IXScR0D7OLZzIapmz01fnymsLFfjhER1Q78X47LQ7G/v1qepahdibrl9YHF/iDrxxs9HkD7nyFyTsJ3SofTjUyf4HfL1W5UW0RRwBLhCI5wXnjDxvbALA5/qFxfDWZinTqAjB9PatQqE4NVACr1AoFEOLkw9EuLg6Ew/53s9w8r18Cl/l/73Tf1Nmp/C0l6LIPgd+eBKl4IaChwAb5cGNb+XGgO+d3e/8IaJ6L4Yu/bAdM/rghBQpRB+kDL48cyJGBFiF+BMSO2A8oeF2tBEeKP8DfnNpESLztukNFQRgqbFzMYYlzOPTb603njdMdd8qFIrTASXwCoXirGNKZXv877783iwLueG9n8/BK77Rt9yWjM7/e6enh1KAHZ72iovAE9FisbCTZgo4W/Pkb9sMmY9I801Wy8CTTpdEcr7Rt3ov3u32sq71w2lCYvBX2wctKAIgjR9DMKwGk2V9Iz+hUy1SOBq55RwNp7lk2DbHpN8TN1wqJoIZF9dUKBQnDkrgFQrFWcewb8yBZw5VYp1jholo+6CVVQd7gjXVpoH8v3dm9ZDZKZzbawsVJ0Pmc4yr5KJkmQmc4RXyQmm+ySLSW83DWqHg6Ru+ymJcAzeP7IOzAB4CEKDnJ4HAgbtPR3T++zHOE+oksXCDb+zX7+zt77Q7o8UL+B/wT966+slbV41vpe89ay3CCfOY9FvrjecZgfZfhUJxNqEEXqFQKKYIZzavk8GCD3zy1tV7b7/pTPe1af9Ugehc/gS+wWe9d4IygS8db2Kt/824lSRcMY6Juh92QEGIIcMZX+3Prgd59rB3oBJFWaQ0JEoCfXAmb3PcftaFDw5b/sZnD5tms+YfEd1aXsIqjOxk9j/g8luZ9+5vM4Qwj0+/p2S4VEwEQ9l/FQrFWYOq0CsUCsV0McKb1rHXVBtZldqpIs6537eWl4ZqzYORq175q9+tlIrseV5bqCAf3tNaVkCBvxyaJ4KaamY4Oglib5eRs8FS+c4JGVhrfb1W3SQHbdjt9ipRZPveJS7PV77/+e5vn39pYCdnDDxQG/v1ei9GEoQhaD+Ojr3/Ev42xGHOCIlkmWBrinzi2P9HoFAo8gkl8AqFQpFHHJeDZSLl9Pi9E2pn4MBOya7RKNP4Va+MN+N6L14lurm0aJBnZJVncfh6L76ZQaL8ZgK/DxbdMN7aN6m52zwcNKwX9eo94QMDa61jUeT8GKYNDy7PV/IZ34vog6z1IhVsU+QS6mlXKBQ2lMArFIqzjvzLp88Sk1KlZgY7Wco00L7w7efNwDrk8s2YY4ztIt6rqS49H8TfO+3OreUl/+u1YSawHb9ZuLm0aLf86vZn/quYvfvhMS7IgALZAZwcUkaOiLYPWpN1EqKfXDgdyKoql7V7wzPG1cOpUCgUijxDc+AVCsVZR/7l02eGyapST0PjeqB9YTQdNd4DTiV29mlLjffVuXLIZuByaJ+8ddVfyZyRtc1KUZTlV6/34iedbitJtg9aLILoR7g6A8OokuDEg8NWiBFhKHywsnxnb59gT8mWvqfsqTt2wbbbu3vbB62swnvHAjVcKhQKxQmFEniFQqE4AfLpM8BkSc40KFOIReD6hcXRBMmyivkBq3NlSNO//8rLcKGPsBnG3GYrpeLaQsXm8LvdXitJLpZLK6Ui14RvJYndgiFMiC7xJ8Qe4ZfZe3DYujw/YfaOPt9aXnIuiiTDnqk7XsE2TLW/8J6BEMtXeAecJ6vhUqFQKE4olMArFAoFkZbtmTTJmThlmoETlfeAk6ay8hw2w2RV+gH/NoNlwQgHeNLpVqLIELer9+Jr1XmjV6CR0A5gBYFhjR3rtWqWH36n3fn9V1euXxicIDAUeE6ci8IH8/mEYpOgY0Zwh2F9kAghzBOh32q4VCgUipMIzYFXKBQKouDEYMVxYQay2317oEYy5ZuV57AZJqvSz332Xw7OBjvCKhERbR+0bF16qO5x3jhNQpjQuPbm0qKdkc65/RMk0nKi7EXhW9/Z27/39puTuukEYUw75Am5/0fWh5p5SeCvzcCCAiGthSgahnRGoVAoFDODeuAVCoXiBUZIDFacMvAeAL9CSvnqXJmT5LNYE74KccWPvM1wDpizs8QdAuwll75x/+H4woS2vxeueP5w+3efusvXjQBnzAWGhkr1+BDRreWlaSSujwnnPjHiCOCH538OS5jHjxvSeuMKhUJx4qAeeIVCoeiDvrAqPHtgcBH1DEI1Wj1n+yp4v7PYO4rAy4NZNeeNbg8MHwjx9959Wr/7ztf29ibDpT1RA4bXmgbFXMxesC0r48OOI4BtCDtnWFvhpOKGtN64QqFQnCAogVcoFAoF0aRJzsQp0067s9F+4asMVHSfLEYuRTZayL3zKhCzqz//BfUXe4d8nVGjjuMIbMZrd/v27t7AQHp/uPW3X8mp8euDleWQtaPJ5csMlDOQOQj1XjwOYTbod7nd+cZceTRbgEKhUCjyDyXwCoVCoSCaNMmZbGs37j+03cgb+/WsmurT4PbDquiBEY2Wfz7wqiNP+6C66CHud0pLrNd7MacJOOncQH/v8nJ+SeBEMsYnCBlHML7Mu7x8eXl5UkEQCoVCocghlMArFAqF4giTJTkTaU1SWUPADPnDNnGdEg0bTUVvtPzzgVfdOdi/6YokHwGYQ5gD+Kae6AD4ezf26+z/tz3/+YQKtikUCoXiFEAJvEKhUCheYLIkZ/zW5DmGiDe5dLzvPq3nIXd3p925cf8hMtU32g4rA8MOuQ+JXFgsFjwBCIFgTfusXmW54jcbTfvWN+4/3JyoB37iWRhaaUKhUCgUpwBK4BUKheIkwdaammzy6mRJzpit2ReCsdt+eK7xloc0bNYVR812PugJ+Jch91wBbic7Ql5WpB/Yn6woen+AvTM6wB/bf/3Tn12/sPiHL03Gjz2lxPXZCLbNXjZPoVAoFGcEUZIkx92HU4THjz/+yQ/+7m8fPLh///6Lo1euXLl8+V/+xm9/873XXpvATfKZ24bUx3z27exAUx+PFzN4CmbpPJyspWCE1jyFwexi4ADSsKe0BCFkkn3a4N5OQXhnI7yIuItzgFyLHoCZwO+ER3+c5zhvMXB3+SehWq3efVr/4ev/wtOlYZGrxPWhMGPZPIb+j+B4oa9DecBoT0GeVTwUCgn1wE8Gjz/+4Q/++q9+dN/55f379+/fv/+jH/0V0ZXf/N8++N57k6DxCoXiTGE0LbRxcOytedzLhog38MlbV0fsXBgCpfKZFe92ezJLHHnmAwXhIbbvNE8YOf83lxbv7O0P7JKzKajTG/d18nwZHRDCSK9fWByorj8UTm7iet5k8xQKhUJxOmBWkVUMj8cf/8l3/+CPs9h7P+7/6I//4L//7g8fT71TCoXidGE0LbRTDFRE50+I1vqY+GBl2T/J7NPeah6uzpUrUYTSbijYvn3QopSEexqp92LPWNi3DywWC54uYc98dOWSfY5h+8hi79wODS/CH3JmCD5YWXYOgVL2m+f6Z/4HM8/WB4VCoVDkFkrgx8XHf/IHfxzE3V/g/l/9wXf/5OMp9UehUJw+hJcfn01/snB7d+/G/Yf8mSCLywmymCSJiutbzcNr1Xn7hMViYfugBRd9ViOoD+fvgzQBrM6VQ8itn0aGl5obeM5oJ4cAburNRpM/fDDPONHWB4VCoVDkExpCPxYe//C7f/wj49iV3/zd35Hp7o8fP370g9t//SOZFU/3f/THf/Ib/+l7782onwqF4uRitPLjswesDEZXJxtNnQdkRXSDBu92eyulIo7YVHyxWKj34lU4wPsD6bF267XqJg2mvjAB8GwPVGXzBMD7fe+5wsnlurORzVMoFArFGYES+DHw+Ie3/6rf937ld//8z75jZLi/9tprr33vz9773uMffvcP5OlK4RUKRQhGKz8+S0wpPz+fOt4eMmz43lfnyigjJ8+BH944CGcsW0CyJPoktg9a2wettYUKwi5CCKGkkfVeTO3O6lz5pLD3k46Ta31QKBQKRd6gBH50fPyDfvruYu8Cr33nz/6c+jj8j/76h7/9nucKhUKhOAmYUn7+lKqITQS2T7Xei+3I+bWFylbzUB5BYjyL25Gr83a5ewPbB61Wkrz/ysvyYEiwA9PIobIbNE9boVAoFIr8QHPgR8bHf9cXPH/ldz8YyMVf+84Hv3tF/Pv+3/5E5ewUCsWJxlTz8z0554zpVdHz5/MjvZk/zka2D1qVKCKiShThQ0S73V4rLeCaZfswxOoYO+0OxPDQlAQmOZCZDxTkY2w2mpxIH3I+dyb8ZIVCoVAoFOFQAj8qHu88kP/8zd8JcqW/9p3f+U3xz/s7jybaKYVCoZglZqBMfiw63hyXzh8+mAUjKh5MGxL0K6UiM3YiqkRRN0mgxJYlYwaNfZvDw3W/tlBxat0NFewwrHFkBM6vUCgUCoVi4tAQ+hHx+Cd/K+Pnf/M3QpPZX1+9QsSXPth5TFoWXqFQeJBnz+cM8vM9OefT8L2PnM8PnznHvdd7seTYK6VivReDxneTpBRFO+2OUbjevqlR7h4KebhFVoA9Ohk4LcOWWA8pbH73af2EyrPZOnNqhlAoFApFDqEEfkQ82pH8/crq68fWE4VCcboxbCr4qeQhM9PxHiefn3PXbZk6Sl30SJWH9rvBtJ0LvV6rQq8eZepw0C8dH16MYATjiJ/z331av37hRKrinZEaCgqFQqE4BVACPyLe+95/+vPffvzoJz/5u52/ffCjy6vqRVcoFFNDiOfTUDKXX50OHjIDM0R4Pr89n7gwi70D7JYHFbeZtmeh2b0fUvjNY2Vw2kHCjSN+zr/59XeJaG9vlFyJ48KUaigoFAqFQjElKIEfHa+99tpr3/nOe/Qd+l74RUbovTJ/hWICOJU+ZwMDo50pm38qDwnBsPn8xmSy/3yn3THi54F6L15bqFA/A7eZtn+hZZT+CJiUfec0FTafUg0FhUKhUCimBCXws4XB3zX0XqEYGyfR5zyCxWFgtLPfezwlHpLn/PxhMX4+P1aBiNYWKqDxxgko/7ZSKnruJRfaSICv9+Jby0uBPTQwcT/z6TAGjRNzoVAoFArFsUBV6GeJxz+83Vc6/sq//KY64BWKkYFCXx5OMprs+bQxgsI5AywCAub4UFiAPY1Ry80DVSY3sF6rgrevzpXXFir4EBHk6ImIVeg29uuedj66cmljvy5V6CtRtLZQ8V/lQYifeWDlvFOGGdRQUCgUCoXi/2/vbmKkOPM8AQc9pu2p6l2wlINGqgaRI7OnHqm31yvWVbJEHXwwB3sOJcvygZ4TCGmkMoflwoXDcqk9QJ0QPo05WBbigg9wBAkVqFoeaaRprTSCUZWAlEeoJLtWU9U2LK49RDudH5GZkZmRGfFGPI98MElm1luZ8Qbxi//7kTkV+OnpjO9pt54Dko0w9jXfwfaZVEG7nzDm2O8xpZ+fn+EPLaz4jkbrfPXmcPrmEPrY4V/u75XG4+OkY6J7fNzGrzr8y/39P/DuASkDj5CnL15++WK744eWu/I8hT0UACBzAvy0dMf3C+f6bz339ttvJz7+9ddfZ9esjNVq5a+wFVx1voIT//wv7/3VgF/2vZmZpWff3Pvt3zZfcuLggfdm2i7ZW5+QiT5fwR+efdOnze/NzNz7bnuEb/APz75Jv/T3aD+iv/f+Y7fP8uP3vtt+769q0zwyR/tZ+599MzOTNs7tf/Gy10957z92oyi699325vc/PH/16o1f/OL/7u0dfO21/9qVFf9m//7N73/ofp/E4+S9mZl//PfnR994PX5Vn6be+2679ZC+uPmkf0+Jm/o3szNRFP3hxcvW7zHuQScOHrh4dIgYH8pZKKtvvIACampZ+Qpy5yugxAyhn4rGzeWzQ8Z3oLeLm09SRtYTBw9c3HxycfNJnN4Tn3Din//l4mbGY8sTflCPBnQ3ZtItydzFo0fu/fZv732XUE+Ow+RQ8S8vQ+1/1ufJF48ead7O+B//+T/99lezv/3V7NE3Xu9+5ub3P/z9Xx/q+Mb7HCd//9eHNr//IYqio2+8/o///jzxOR3pPX6k/++y+f0PzebF79/WnoMHBr4DADA1+/b29vJuQ9l1p/do8cJXo+f3Yu7QE9/pLGbbqqNWq1XkK0i5L3osHvs6hTHefXrBsBNohxrlPuynMblB0UXYDiB9L+hubcox1Wk+w9/967/1Xy6+uRZ9x5D7/sPjW58cdR3Vcfs7PvP+h0c8IL+7Vd0/N81hU+R/CEb+umMBTQOpzj8ExVTkXlAdo/UCRXtCYQj9hCWk9/qpq6rvMD1//NMPA9funvRC0xWZbRvQMnWJmxdEKb6p9EGuz5Zvzb9q5uf4h375Yjt+sNdO7wuzM9Hsn1/19MXLaHaUhrW+JOWmdJNYPWGaEr/ujg+wv4LvoQBAdRhCP0nrl5PS+6ql62Bq1nZ2u3fkThTuQtNl2sttCvpvXvD0xcs+K72nvxFz+Jf7P37zQOsy8k3NKndH9bv1tV9+u919H2dtZ/fLb7fj5v3xTz88/3+vOjYjSNOwjpakf3Kg95X6fN0fv3ng2ta3aX6viuyhAEAQVOAnJaH0Lr3D1FUhopw/VEs5ij6gYcCT0z+Ef/zmgTgSJxbnh/304ndrPQjjYL+2s/tPu9+/vm/f9p8655w3n9ZRH47TfjPwH/7p2B7YpKFu2aQsyAek/9d9pvbmta1v7aEAQEAE+ElorF9euXS3I70vXrh67rj0DlmoeCbpZi+3lNLc6WhuQNgxZXq0Ty8e9N7qy2+3t1/9eOi1v2g+sv3qx+5h83EdvnkLIPEwTrP7YPr7O70mwIcrzS/+m798/drWt71m2Qw1+QUApqDyAX798geX7qZ8broCemLpffHCqnnvkJn0mWT71Y8fF+D6u9nU7nps928xWmDovyiXHBJF0YcbT+LdzuM/9lkuLn58nPsdie/c/PY7pnUc+ItfJG4Lf/iX+/uk9+bk+YEjR9Lc3ylfel95vpXmmI/nxieuO+CeFwAFVPkAn63E0ruB8zABKWvOv/nLhO27pi++4xAnsY4w1pEcRs4McQ028TNJ/55FWEZ+Qpqff+uDfZaLG3M+ReI9prgBf/zTD60BfvvVj/FRGg+b72jkP+1+/99m3uh+/9a8nWYJxsT7O80f1Ge9vdZ36P+EohnqplX862cy5iIvzc67/9k3L1++LFPnBaCVAJ+dHqX38wbOw2RkXnOeXETpszxeXHqNq8HjV/xu1Y90h/CU75m4UvdEF+efjvgDWZidadbem1o//Mx/bsc9psQl65rpvdme1gz/9MXL1/ft637n7mr5wFXiE+/vxJXnKIoG1t6rUIsOOu62dt6ZmZnd3d2oFJ0XgG4CfEbWLy8rvcN0paw5F2GBtzhArkXJw6Hj2LYWZTPKfYQc0oy43X+VZpZ1wfW/ldO9XFyGmveYEjds2371Y/cWCa0ZfvvVj93v2atanmbIQPf9nXiOff9XJXaNEg/WCEu5Oy8A3Sof4I+f++qrc+O+ScJEeuEdpmRgzTn3Bd6aP711E+/EZ+Z1nd0/4qaZZV1YaW7fNJeLy/ynN+8xdafujtp7h4/fPJC4m934M9W7j7E+CTDqcWz0GqyxVhMUp63EnReARPv29vbybkPgEkbOT3bB+a2tIm5VXavVoqK2rTpqtZqvINYR6WP9I8r44TmxFyQOnu+zlN30M3wRRihkqLUXdHz4A5NMx+eQ4Xfxu3/9t+b/x4X3PnPOmyn92ta3UcuKd/2H+o/5BaVcPaF/2v/Di5cnDh74h18NPpymUMDvM28lUYhl6sRvrTmEvimUzlsOLoeKYLTLoZpbkASi8hX4ca1f7kjvFpyHvCWWBzPc3HsoiT+0e2ux5pMn15JEKVfqjlLMsi6gjg8/nvLdKzm3DqTP/KjoyN6J1fVEvbY3y1zK1RP613tPHDxw77vtgQF+OqstpN+rItB8W+7OC0AvAvw4GjeX24fOGzgPueo/HTTO8B0PBnThPomi5VBL/ZVgLG48NL3/iutTiHMpmzFUeh9/AYWBh1OaPHzi4IE+UXzKE7Zznz4zUVXrvADEBPjRNW6utBffFy9I75CrNNNBA71YL+sS8dMXrxLXKzyPsHlBGt3v2acZ8fbvcZQtTg05k3rv9CdsZ75XBQDkq3P9W1Jbv9EW3+unrho5D3lKE3XiKt902pOVledbvX61+NcZdq5vxS3Mznz85oHWNQia4hg8iZHG5w/Vukd/JDYjfqTZjFv1I6OtEp+5oaJ14pNz6aHnD9V6fYaT+7oBYHJU4EfUuPlF+7rzG9fPfnB96Lcx5h6yUdjpoEPV9xKfbJXpkfX53OLt0zqWEpxoDE4czt3RjO1XP56pvdlxcJajhpxvD005wx8Aik+AH03j4f2Nwc8CpqWw00HHHAWdvmg5WhoZ//5CkfX/8FuXEpxOETsxijebsbaz+3HSDPDmXnTTX4IxQ7n30PJV2svdeQHoxRD6kcjvQGojj4Ietmg5Qtu6h3b3srazG2IEKs4Q9Gi84dxxC+OFGJvLMYaS3pmE0ndeABKpwI/k2VP5HUhvtFHQ0ylalnul7qh4Q9BHHs6dbwZT7y2g0ndeALoJ8KNoPN3MuwlASAo+CrpoETdbBfzwi1YOTbNDYaGWxKep3J0XgG4C/Cjmlla/Wsq7EUCLIMqDU1tJa9gd4wsYcTNnGbNe0u9QmKbee++77cRPNYgeGqIqdF4AWgnwQBmEUh6cQul15B3jSx9xi1b3zl38dffZobD71k//eu+977ZPHDyQ+Feh9NBAtXbe/S9evnz5smSdF4CmfXt7e3m3geFsbRVxz+darRYVtW3VUavVKv4V5DsdNPNeMMK6dAMH05Y+xOoF6Y3cX3rVe9f++++ivl3AhO0p0AXy5XKoCEbrBfF3B8VnFXqgPPpvih7cdNBhV5m2Yzzppd+hsPvxkZfEL1kPBYDpU4EPTzFv67rlXAQKL7G8poNOqBekLFoanxzTC9IYdnBHyoEbKbuACdsTpQvky+VQEajAU24q8EDZlGzH7DRFyynsGE+ZDDUWI/OBGyXroQAwTRaxA0qoTDO906wynbL83nxVti2EYZWphwLANKnAAwRA0RIAABV4gDAoWgIAVJwKPABUy1CLvVsZHgCKQ4AHCJ48xlCG3aFw0u0BAFIS4AGCJ48xrFv1IwOPGVu7AUDRCPAAZSCPMaw0OxROsz0AwEAWsQMoiTiP9Qpd8hgd0uxQCAAUigAPUBLyGCO4VT+y8nyrtRS/MDvjaMlW9ydsJgsAoxHgAUpFHmNYwuRExffUOm6rfbjxRK8EYAQCPEDZyGNQBPGttMSpKwuzM3Gw11sBGIpF7AAAstd/4Yn+iwgCQCIBHgAgY4mrUXSI6/DTaQ8A5SDAAwBkaeX5VspNHxZmZ1aeb026PQCUhgAPAJClocbGG0gPQHoCPAAAAARAgAcAAIAACPAAAAAQAAEeACBLKVewG+HJAFScAA8AkKXzh2opl6Zb29k9f6g26fYAUBoCPABAxm7VjwzM8Gs7u7fqR6bTHgDKQYAHAMjewuxMnwy/trNr8DwAw3ot7wYAAJRQPDb+w40n3UFd7R2A0ajAAwBMShzU13Z2m/81HwSAYanAAwBMkGXqAMiKCjwAAAAEQIAHAACAAAjwAAAAEABz4AEARrTyfKt1r7iF2Rkz3gGYHAEeAGAU8RZxHbvEfbjxxCLzAEyIIfQAAMNZeb6VuMF7FEULszMfbjxZeb41/VYBUHoCPADAcNZ2dhPTe2xhdqZ1XD0AZEWABwAYQq/ae6u4Dj+d9gBQHQI8AEBaK8+3Bqb32MLsjIH0AGRLgAcASGuosfEG0gOQLQEeAAAAAiDAAwAAQAAEeAAAAAiAAA8AkFbKFexGeDIADCTAAwCkdf5QLeXSdGs7u+cP1SbdHgAqRYAHABjCrfqRgRl+bWf3Vv3IdNoDQHUI8AAAw1mYnemT4dd2dg2eB2ASXsu7AQAAgYnHxn+48aQ7qKu9AzA5KvAAAKOIg/razm7zv+aDADAJKvAAACOyTB0A06QCDwAAAAEQ4AEAACAAhtADAARj5flW6wL4C7MzhvEDVIcADwAQhnjd+46l7z/ceGLlPICKMIQeAKDoVp5vJe5aF0XRwuzMhxtPVp5vTb9VAEyZAA8AUHRrO7uJ6T22MDvTOq4egLIS4AEACq1X7b1VXIefTnsAyIsADwBQXCvPtwam99jC7MzFTRkeoMwEeACA4hpqbPy977Yn1xIAcifAAwAAQAAEeAAAAAiAAA8AAAABEOABAIor5Qp2sRMHD0yuJQDkToAHACiu84dqKdexW9vZvXj0yKTbA0COBHgAgEK7VT8yMMOv7ezeqkvvACUnwAMAFN3C7EyfDL+2szvUSHsAAvVa3g0AAGCA84dqURR9uPGkO6irvQNUhwo8AEAY4qC+trPb/K/5IABVoAIPABCMuBQPQDWpwAMAAEAABHgAAAAIgAAPAAAAAWmNH8QAAA0fSURBVBDgAQAAIAACPAAAAARAgAcAAIAACPAAAAAQAAEeAAAAAiDAAwAAQAAEeAAAAAiAAA8AAAABEOABAAAgAAI8AAAABECABwAAgAAI8AAAABAAAR4AAAACIMADAABAAAR4AAAACIAADwAAAAEQ4AEAACAAAjwAAAAEQIAHAACAAAjwAAAAEAABHgAAAAIgwAMAAEAA9u3t7eXdBgAAAGCA1/JuAEPb2trKuwkJarVaVNS2VUetVvMV5EgvKAK9IEe6QBHoAvnSC4pgtF4Qf3dQfCrwZOPtt9+Ooujrr7/OuyGQG72AitMFQC8AJs0ceAAAAAiAAA8AAAABEOABAAAgAAI8AAAABECABwAAgAAI8AAAABAAAR4AAAACYB94AAAACIAKPAAAAARAgAcAAIAACPAAAAAQAAEeAAAAAiDAAwAAQAAEeAAAAAiAAA8AAAABeC3vBlAhjZvLZ69v/PkPixe+Onc81+bAJDUa6w9vPLi/ubmxsfHzo/V6/ejRd+c/euf43FxuTYPsNBrrD298cb/tOK/X60ff/cRRTkU42wPTtW9vby/vNlANbfFdgKe0Gus3b3xx/e7GoOfVFy+cP3fchR3Baty8vNL/SK8vnvrkoyVHOSXlbA/kQoBnOjriuwBPKTXWL69cGnw197P6qaurSy7rCE7XKb23+uKFVWd7ysbZHsiNOfBMw/rltJd6EK71y2eHup6Lomjj+tnly+sTag9MxhDpPYqijbuXHOSUjLM9kCNz4Jm89cuX7ubdBpiwxs3lruO8vniqbSJwo9F4dmPli7ut8ySjjbuXLs8bj0Iwum/Ith/o8az4tnHFDnLKxNkeyJch9Eza+uUPkvK7IfSUSXdJst9wye5n6w8EovPg7XmgmzdFOTnbA3kzhJ6JSrpPDaWzfiP99VwURXNLq1dP1VsfufvFzcaE2gbZadxc6QjlPQ/0rqPcQU4ZONsDuRPgmaDOaz0op/UHbbep6qfOD1yqaG7pfNtF3cb9h67pKLrGw/vt8b1/JbHjKN+4fsMMYALnbA/kT4BnYtrie/3U1QuLebYGJqbxdLP1j4ufpFppeG7pk9YusfH0WaaNgsy15/f6qY8GDgTuOMrvPpDgCZqzPVAAAjwT0hHfB9+jhkB1ViXn005v/PXh1qrM5lNFGQqtI7+/+06as/rxeQme0nC2B4pAgGci2pYpFt8ptWdPW6/o6od/nVtLYII6ssvRw+lO65IL5eFsDxSBbeSYgLZ94/oscgRlcPzcV1c/ajx7+PDB0/ubd9PGGghMe3ZJXXuce+fd+vXmXlob9x82lvyTQKCc7YEiEODJXEd8t10K5Tc3Nze3tHQ8WorOpX/RiAVNyEX75N8hao9zh49GUfNQ33j6LIoc6gTL2R7InSH0ZKt93zjxHXrpuKIzGJNiay/ASyCQmrM9kCkBniy17xsnvkMvnXssplwRDMJjFjyV5mwPZEyAJzud+8aJ75Cs84Iu7WZEkJeRR9BDpTnbA5kT4MmKhechne4LOoNVKLG5w0db/mQPbCrE2R6YAAGebLStXCe+Qy+Nm8tnXdABlJ2zPTAZAjxZEN8hje7rORd0AOXjbA9MjADP2DoXnrftOyRJuJ6zVARA6TjbA5NkH3jGZOF5SGH98vKlu13Xc+52AZSLsz0wYQI8YxHfYaCEYozrOYDScbYHpkCAZwxtC8+L79CtsX55pbMYEy1euHruuOs5KsIOdFSCsz0wJQI8URRF0frlD1rmsff3083kjpXrzO4icKP0gv4SizGLF1b1FYIzd/hoFDUP5o2nz6JIKoGfONsD0yPAM6r1B61ZZ+P62Q+uD/Pyu5c+aH394oWv/DNHmSQWYwylpIKePW3tB0cP6wGUi7M9MF0CPEDWehRjzhtKSbB+fbjeUoLffNqIHM3gbA9MnwAPkKmEJYgVYwjeyGPoTYGntJztgTwI8ERRFEXHz3311bm8GwG5yqQXJEykdzlHKYxYgm88vN8ScOrvvqMvUA7O9kBOfpF3AwDKonFzufN6bvGC6znKYe6dd+s//2nj/sNGqpeZAU8ZOdsD+VGBZ1RDlyvbb1ZbtY6yad9WMbIEMSUz98679esbPx3jG/cfNpYGx5X25U4X53UISsDZHsiTCjzA+LrKMfVTV13PUS4dNfjrN9YHvaJx8wv5nZJxtgdyJsADjKtxc6W9HLN4wVBKyqc9wUd3L13uG+E7ypT1Ux8JOYTO2R7InQAPMKb1G20XdPVTV1VjKKW5pU8WW/9899Ly5fXEufCN9c4y5eInYg7Bc7YH8mcOPMBYOkYJR9HG9bMfXB/6bSxfTAiOn7uweLclmW/cvXR2s774yfmPjs/Fh2+jsf7wxhfXOzbXWrwg5xA8Z3ugCAR4gHG075IFZXf83NVTm21j4zc27l46e7f3K6K6+E4ZONsDhWAIPcAYXNFROXNLq1dP1Qc/L2Z9bkrC2R4oBgEeYAztu1xDNcwtrV69cGpxQIqv109dsD43ZeFsDxSDIfQAo2s83cy7CZCLueNL544vfdRYf3jji/ubGxs/Z5t6vX703Xfn31k6bpov5eFsDxTEvr29vbzbAAAAAAxgCD0AAAAEQIAHAACAAAjwAAAAEAABHgAAAAIgwAMAAEAABHgAAAAIgAAPAAAAARDgAQAAIAACPAAAAARAgAcAAIAACPAAAAAQAAEeAAAAAiDAAwAAQAAEeAAAAAiAAA8AAAABEOABAAAgAAI8AAAABECABwAAgAAI8ABUxp0z+xKcuZPNuz9eXeh674XVx+O/cWuzM3lDACBMAjwAlfH+tdunux/97GQWEf7x6u8/fdDx2PyVz5ffGv+N/9dn474HAFAKAjwAFTKpCD+x+H7nzLGuNwYAKkqAB6BSJhHhk1J2RvH9pOo7APATAR6Aisk6wiel7Czi+50zC+I7ANBCgAegcrKM8Enx/fTttXHj++PVhZOfGTsPALQS4AGooIwi/OPVhCL56dvX3h+5YVEURY/vnFkw8x0A6CLAA1BJGUT4pJXrxo7vj1cXjqm9AwBJBHgAKmrMCD+B+P54VekdAOhNgAegsnpF+IXVx4Nemri92xjx/fGd1YV9xz5VegcAehPgAaiw5Aj/4NPf94/widu7jRrfH99ZPbNw7KTKOwAwgAAPQKWNEOGT9417NEJ8f3znzMK+YyeTC+/zVx49ujI/9HsCAKUlwANQccNF+MSF50fb9v3OmZ7L1c2fvv1o7K3oAICSEeABqLz0ET5x5brR4nsv86ev3H60du196R0A6CDAA0DKCD/x+D5/+vajtWvLwjsAkESAB4AoTYSfaHyfP33l9qM9hXcAoA8BHgCiKIqi968lrRn3U4Tvse37+BPV5+dP3360p+4OAAwkwAPAn721/HlihP/fd3rE95G3fY+iKIqO/d2V24/21pTdAYB0Xsu7AQBQHG8tf37lxrHOrP7ZyWPdTx03vkfRW+9bZx4AGIIKPAC0SK7Cdxk/vgMADEmAB4A2KSK8+A4A5ECAB4AOAyK8+A4A5EKAB4AuvSP8/JVH4jsAkAsBHgASvPVffpP4+IP/82jKLQEAiAnwANDtzpmTnyX/zWcnz9yZblsAAKIoEuABoFvv+B5FIjwAkBMBHgDaPF5d6BffoyiKPju5sPp4Oq0BAPiJAA8ALR6v/v7TB4Of9uDT34vwAMB0CfAA0JQc3+evXDnd9aAIDwBMmQAPAH9258yxhPh++vba8vLfdSd4ER4AmC4BHgCiKOq1ct3p29fej6Lo/f+ZtC+8CA8ATJEADwBRj/g+f+XRtffj/31r+XMRHgDIlQAPAMkLz89f+Xz5rZ//KMIDAPkS4AGoul4r17XF9ygS4QGAfAnwAFRb8sp1CfE9ikR4ACBPAjwAVZa8cl2P+B5FfSL8sTN3sm0aAEA7AR6A6uq18Pxar/geRT0jfPTZSREeAJgkAR6Aikpeue6nfeP6EeEBgDwI8ABUUvLKdWniexSJ8ABAHgR4ACpovPgeRVH01vLa7dMJj4vwAMCkCPAAVE6vhecfpY7vURRF0fvXRHgAYIoEeAAqZuiF53sT4QGAKRLgAaiSHivXjRTfo0iEBwCmSIAHoDp6TH0fOb5HkQgPAEyNAA9AVUwivkdRnwi/sPp4nPcFAGgjwANQDckr10Wnb6+NF9+jqGeEf/Dp70V4ACAzAjwAVZC8ct0w+8b1J8IDABMnwANQfpOO71EkwgMAE7dvb28v7zYAAAAAA6jAAwAAQAAEeAAAAAiAAA8AAAABEOABAAAgAAI8AAAABECABwAAgAAI8AAAABAAAR4AAAACIMADAABAAAR4AAAACIAADwAAAAEQ4AEAACAAAjwAAAAEQIAHAACAAAjwAAAAEAABHgAAAAIgwAMAAEAABHgAAAAIgAAPAAAAARDgAQAAIAACPAAAAARAgAcAAIAACPAAAAAQAAEeAAAAAiDAAwAAQAAEeAAAAAiAAA8AAAAB+P+a4+1eDiek8AAAAABJRU5ErkJggg==)
Sembra incredibile, ma quel poco di asimmetria ha ingannato il
modello. Risimulando senza alcuna asimmetria, infatti, trova
correttamente un solo cluster
set.seed(20)
dAlt = data.frame(mvrnonnorm(n=2000,mu=c(0,0),Sigma=matrix(c(1,.2,.2,1),nrow=2),skewness=c(0,0)))
fitAlt = Mclust(dAlt)
summary(fitAlt)
## ----------------------------------------------------
## Gaussian finite mixture model fitted by EM algorithm
## ----------------------------------------------------
##
## Mclust XXX (ellipsoidal multivariate normal) model with 1 component:
##
## log-likelihood n df BIC ICL
## -5599.596 2000 5 -11237.2 -11237.2
##
## Clustering table:
## 1
## 2000