Since single cell RNA-seq becomes an affordable and accessible technology to any lab around the world, there have been a lot of datasets generated (for a list of existing datasets, visit the Resource page). The number of cells in these datasets ranges from hundreds to thousnads, to even tens of thousands. To use all of these datasets more efficiently, it is a good idea to combine them.
Bigger number of cells will lead to more accurate representation of cell types and time points, which are difficult to achieve in a single experiment or by a single lab - the benefits of combining datasets are obvious. But what are the criteria that need to be implemented in order to successfully combine the datasets? What kind of analyses can we do after combining the datasets? I will explore these and related topics in the blog posts.
To start, I chose to work on the BrainSpan single cell dataset and a dataset published by Nowakowski et al. in 2017. I chose these datasets because both of them were generated using the Fluidigm C1 Single Cell Auto Prep System (C1), which was the first commercialized single cell cDNA library preparation platform. Therefore, combining these datasets should be relatively straightforward. But we still need to normalize the datasets and bring with to the same scale, otherwise the combined datasets will not make much sense. Let's start with data preparation. I will use the Seurat package to manage data.
## Prepare Nowakowski datasets
df0.nowa@meta.data$major_cell_type2 <- df0.nowa@meta.data$major_cell_type
df0.nowa@meta.data$major_cell_type2[df0.nowa@meta.data$major_cell_type2 %in%
c("OPC", "Microglia", "Glyc", "Choroid", "Endothelial",
"Astrocyte", "Mural", "Microglia")] <- "other"
df0.nowa <- SetAllIdent(df0.nowa, id = "major_cell_type2")
## Function to plot individual gene distribution in the two datasets
plotGeneDis <- function(gene, data.type = "normalized"){
library(reshape2)
if(data.type=="normalized"){
res1 <- data.frame(expr = df0.BS@data[gene,], source = "BrainSpan")
res2 <- data.frame(expr = df0.nowa@data[gene,], source = "nowa")
} else if(data.type=="scaled"){
res1 <- data.frame(expr = df0.BS@scale.data[gene,], source = "BrainSpan")
res2 <- data.frame(expr = df0.nowa@scale.data[gene,], source = "nowa")
}
res <- rbind(res1, res2)
res <- suppressMessages(melt(res, value.name = "expr"))
p1 <- ggplot(res, aes(x = expr, color = source, fill = source)) +
geom_histogram(bins = 100,position = "identity", alpha = 0.2) +
geom_density(alpha=.2) +
ylim(0, 200) +
theme(legend.position = c(0.8, 0.8))
# pdf(file = paste(Sys.Date(), gene, "hist.pdf", sep = "_"), width = 11,
# height = 10, useDingbats = F);
return(p1)
# dev.off()
}
## Plot gene expression distribution of the two datasets
p1 <- plotGeneDis("PAX6")
p2 <- plotGeneDis("BCL11B")
p3 <- plotGeneDis("GAD1")
p4 <- plotGeneDis("OLIG1")
plot_grid(p1, p2, p3, p4, nrow = 2)
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OAAKCuGjhw4Kmnnpp43LJly5EjR77++uu5ubkHnrlnz54GDRoc/N1uvPHGG2+88XCuO2XKlNNPP33ZsmX16tVLrPz0pz/du3fvkewdAKAizD8V5itgABCCpk2bRlFUXFyceDp+/PgWLVosW7bsO9/5Tlpa2rhx46Ioeueddy6//PITTjihYcOGHTp0uO2223bu3Fn2DuVvgU68/OWXX+7du3daWlrHjh0ffPDBsjMLCwtPOOGEsukn4Zhjjin/2kWLFnXr1q1hw4Y5OTm/+c1vyk47+B4Ofl0AgPLMP0fEHUAAUFft2rWrqKgocQv0XXfd1bp16wEDBpQdLSwsvOWWW6ZMmXLGGWfs2bMniqL8/Px27dpdeumlzZo127hx47333rt69epXXnnlG9+8sLBw9OjR999//6mnnjpnzpwxY8acdNJJF1xwQRRFffr0WbBgwW9+85vLLrusTZs2B762oKBg7NixTzzxRKdOnZ555plRo0Y1atToJz/5yeHs4SDXBQAw/1SYAAQAdVWPHj3KHrdr127x4sWNGjUqW9mzZ8/DDz88ePDgspVhw4YNGzYs8XjAgAHdunU788wz33777S5duhz45nv27Jk+fXrPnj2jKBozZszjjz/+1FNPJQaRBx54YOvWrePHjx8/fnybNm3OPffcq6++etCgQWWv3bt3729/+9vevXtHUXT99devWrXq7rvv/vGPf5yamnrIPRzkugAA5p8K8xUwAKirZs2a9fLLL7/00ktPPfVUdnb2+eefX/4PYaSmpg4cOLD8+cXFxVOmTOnRo0fz5s0bNmyYGFDee++9b3zz9PT0xBSS0KFDh08++STxuHXr1i+99NJbb731q1/9qkePHvPmzRs8ePC9995bdnJKSsq5555b9vT888///PPPP/7448PZw0GuCwBg/qkwdwABQF3VvXv3sh9BHDp0aKtWre65554nn3wysdKsWbOUlH/5l5477rhj2rRp9957b58+fRo3brxjx46zzz7766+//sY33++vadSvX3+/M7t27dq1a9coinbs2DF06NCf//znN954Y7NmzaIoyszMTE393xkjsbh58+aOHTsecg+HvC4AcDQz/1SYO4AAIARZWVlt2rRZu3btQc6ZOXPm6NGjx4wZ06tXr06dOjVs2LBKLt2sWbMf/ehHJSUlZf+QVVhYuGvXrrITNm/eHEVR69atq28PAMBRyPxzRAQgAAjB9u3bP/nkk+bNm3/bCfF4fNeuXVlZWWUrc+fOrdi11q9fv9/KW2+9FUVRdnZ22cof//jHssezZ89u2bLliSeeWIV7AAAw/xwRXwEDgLrqhRde+PDDD+Px+JYtWx5++OG9e/feeuut33ZyLBbLzc199NFHhw8fnpOTM2fOnBkzZlTsukOGDMnJybnkkkvatWtXVFT0l7/8Zfbs2SNGjOjQoUPihEaNGt11111ffvll4q9g5OXl/e53v0vcFF1VewAAjk7mnwoTgACgrrr55psTD44//vgzzjhjyZIl5X968EDTpk277bbb+vXrV1pa2r9//3nz5vXv378C1/3Nb37z7LPPPvzww1u2bInFYh07drznnnvGjx9fdkJGRsYzzzwzevToNWvWNG/efPLkyTfddFPV7gEAODqZfyosFo/Ha/6qNSwvL2/EiBH5+fk5OTlV/ub71q4unvV46vWjYunpiZX4zoKSGY/Vv+7mlFM6VfnlAKhL9u7dc+f4WE67lD79Dv9FpQueiaXWP+bnE6tvX9Vq/PjxM2fO/Pzzz2t7I0e7ap1/AOBbmX+SlTuAAKCalZZEXxUdyQv2VddOAABqhvkn+QhAAFC94ps/Ld386ZG9JrVB9ewFAKAmmH+SkAAEANVlX2rq3IFDK/DCFsdm5lb5bmrK5MmTJ0+eXNu7AABqh/knaQlAAFBddu2LfpR2bAVeeHxUf2uV7wYAoPqZf5KWAAQA1evk9IaDs45gDHri823VtxkAgBpg/klCAhAAVK/mqfX7HZt5+OfP2vr/qm8zAAA1wPyThFJqewMAAAAAVC8BCAAAACBwAhAAAABA4AQgAKh7xo8f36JFi5dffrl3795paWkdO3Z88MEHy5/w17/+tW/fvmlpaccee+zFF1/87rvvJtbfeOONWCz2yiuvJJ4+9NBDsVjsZz/7WeLpBx98EIvFFi1aFEXRO++8c/nll59wwgkNGzbs0KHDbbfdtnPnzhr8iAAA/8L8U0kCEADUSYWFhaNHj77vvvs2btx42223jRkzZvHixYlDS5YsufDCCxs1ajRnzpzf/e537733Xr9+/fLz86Mo6t69e1ZW1vLlyxNnLl++PC0trfzTevXqnX322VEU5efnt2vX7v777//LX/5y5513/vWvfx02bFhtfFAAgH8w/1SGAAQAddKePXumT58+cODAFi1ajBkzpmvXrk899VTi0J133nnCCScsXrx4+PDhl19++dKlS7/66qtf/epXURSlpKScc845K1asiKJo3759L7744s0337xy5cqioqIoilasWHHWWWc1btw4iqJhw4b913/91yWXXDJgwIBrrrlmzpw5r7766ttvv117nxgAONqZfypDAAKAOik9Pb1nz55lTzt06PDJJ59EUfT111+vXLny3/7t31JTUxOHcnJyzjnnnBdffDHxdNCgQa+99trXX3/91ltvFRYW3nHHHQ0aNHj55ZejKHrhhRcGDx6cOK24uHjKlCk9evRo3rx5w4YNe/fuHUXRe++9V5OfEQCgPPNPZaTW9gYAgIpI/DtVmfr163/99ddRFBUWFu7bt69Fixblj7Zo0WLdunWJx4MHD96zZ89///d/r169umvXrtnZ2f3791+xYkVOTs7WrVsHDRqUOO2OO+6YNm3avffe26dPn8aNG+/YsePss89OXAIAoFaYfypDAAKAoGRlZaWkpHz++eflFz///PNmzZolHnfp0uW4445bvnz56tWrE//eNXjw4Llz57Zt2/aYY47p169f4rSZM2eOHj16zJgxiadvvPFGDX4IAIAjYP45HL4CBgBBadiwYa9evZ5++umSkpLEyieffPLyyy8PGDAg8TQWiw0YMGDJkiUvv/xy2QC0evXq+fPnf+c730lPT4+iKB6P79q1Kysrq+xt586dW+MfBQDgsJh/DocABACh+eUvf7lx48ahQ4fOnz9/5syZ5557bnp6+h133FF2wuDBg//2t7/t2rUr8QcvunfvnpmZuWLFirL7n2OxWG5u7qOPPvruu+8WFRU99thjM2bMqJ0PAwBwGMw/hyQAAUBocnNzFy9evGvXriuuuGLUqFGnnnrqq6++esIJJ5SdkBh0zjrrrMzMzOiffxqjbD1h2rRpPXr06NevX6tWrebNmzdv3rwa/xwAAIfL/HNIsXg8Xtt7qHZ5eXkjRozIz8/Pycmp8jfft3Z18azHU68fFUtPT6zEdxaUzHis/nU3p5zSqcovB0AdUlSyr/Err/XLbPyT1i0OffY/jXp/Q1q9lK19e1XfxjgaVOv8AwDfxvyTtNwBBAAAABA4fwUMAKrXf39Z9PrfPzz880ujeFo9/0IDANRh5p8kJAABQHU5JiXqnZlZgRd2bpRW5ZsBAKgB5p+kJQABQHU5JiXlte5dansXAAA1x/yTtNxhBQAAABA4AQgAAAAgcAIQAAAAQOAEIAAAAIDACUAAAAAAgROAAAAAAAInAAEAAAAETgACAAAACJwABAAAABA4AQgAAAAgcAIQAAAAQOBqLQBt2bJl9OjRffr0SUtLi8ViH3/8cfmjS5cujf2r4447rvwJ27ZtGzlyZNOmTTMyMoYOHbp+/foa3T0AwJEz/wAAtSW1ti68YcOGOXPm9OzZs0+fPitWrPjGc6ZMmdK2bdvE4wYNGpStFxcXDxkyZNu2bZMnT87IyJg4ceLAgQPXrl2bnZ1dE1sHAKgQ8w8AUFtqLQD17dt369atURQ98MAD3zYA5ebmnn766Qeuz549e82aNcuXLx80aFDirTp06DBp0qTJkydX654BACrD/AMA1JZa+wpYSsphXXrXrl3xeHy/xby8vNatWyemnyiK2rRpM3jw4AULFlTxFgEAqpT5BwCoLUn9I9D9+/dv1KhRRkbGJZdc8tFHH5Wtr1u3rnPnzuXP7NKly4YNG3bv3l3jewQAqErmHwCgOtTaV8AOLjMz89Zbbz377LMbNWr0xhtvTJkypW/fvm+99VbLli2jKPriiy+6detW/vwmTZrE4/HCwsK0tLTEyvr16++6667E4y1bttTw/gEAjpT5BwCoPkkagHr16tWrV6/E42HDhg0aNGjAgAG//e1v77vvviiK4vF4LBY7+DuUlJQUFBQkHhcVFVXrbgEAKs/8AwBUnyQNQPs555xzcnJyVq5cmXjatGnTsuEmoaCgIBaLZWVlla106dJlyZIlicd5eXkjRoyosd0CAFSe+QcAqEJJ/RtA5ZWUlJT9q1fnzp3XrVtX/ug777zTvn37svufAQACYP4BAKpKkgagkpKS8k8XLly4ZcuW3r17J54OHz5806ZNL774YuLp5s2bly9f7t+4AIA6zfwDAFSfWvsKWDwenzdvXhRFa9asiaJo8eLFzZs3b9myZb9+/aIouuiii1q1atW1a9fGjRuvWrXq97//fdu2bceMGZN47ZVXXjllypQrrrhiwoQJGRkZEydOzMzMHD9+fG19FgCAw2H+AQBqS60FoNLS0ksvvbTs6ahRo6IoGjZs2PPPPx9FUW5u7lNPPTV//vyioqKWLVtec801d999d/PmzRMn169ff8mSJWPHjh07duzevXv79+8/e/bsxB/IAABIWuYfAKC21FoASk1Njcfj33Z03Lhx48aNO8jLs7OzZ82aVQ37AgCoLuYfAKC2JOlvAAEAAABQVQQgAAAAgMAJQAAAAACBE4AAAAAAAicAAQAAAAROAAIAAAAInAAEAAAAEDgBCAAAACBwAhAAAABA4AQgAAAAgMAJQAAAAACBE4AAAAAAAicAAQAAAAROAAIAAAAInAAEAAAAEDgBCAAAACBwAhAAAABA4AQgAAAAgMAJQAAAAACBE4AAAAAAAicAAQAAAAROAAIAAAAInAAEAAAAEDgBCAAAACBwAhAAAABA4AQgAAAAgMAJQAAAAACBE4AAAAAAAicAAQAAAAROAAIAAAAInAAEAAAAEDgBCAAAACBwAhAAAABA4AQgAAAAgMAJQAAAAACBE4AAAAAAAicAAQAAAAROAAIAAAAInAAEAAAAEDgBCAAAACBwAhAAAABA4AQgAAAAgMAJQAAAAACBE4AAAAAAAicAAQAAAAROAAIAAAAInAAEAAAAEDgBCAAAACBwAhAAAABA4AQgAAAAgMAJQAAAAACBE4AAAAAAAicAAQAAAAROAAIAAAAInAAEAAAAEDgBCAAAACBwAhAAAABA4AQgAAAAgMAJQAAAAACBE4AAAAAAAicAAQAAAAROAAIAAAAInAAEAAAAEDgBCAAAACBwAhAAAABA4AQgAAAAgMAJQAAAAACBE4AAAAAAAicAAQAAAAROAAIAAAAInAAEAAAAEDgBCAAAACBwAhAAAABA4AQgAAAAgMAJQAAAAACBE4AAAAAAAicAAQAAAAROAAIAAAAInAAEAAAAEDgBCAAAACBwAhAAAABA4AQgAAAAgMAJQAAAAACBE4AAAAAAAicAAQAAAAROAAIAAAAInAAEAAAAEDgBCAAAACBwAhAAAABA4AQgAAAAgMAJQAAAAACBE4AAAAAAAicAAQAAAAROAAIAAAAInAAEAAAAEDgBCAAAACBwAhAAAABA4AQgAAAAgMAJQAAAAACBE4AAAAAAAicAAQAAAAROAAIAAAAInAAEAAAAEDgBCAAAACBwAhAAAABA4AQgAAAAgMAJQAAAAACBE4AAAAAAAicAAQAAAAROAAIAAAAInAAEAAAAEDgBCAAAACBwAhAAAABA4AQgAAAAgMAJQAAAAACBE4AAAAAAAicAAQAAAAROAAIAAAAInAAEAAAAEDgBCAAAAJM0INYAACAASURBVCBwAhAAAABA4AQgAAAAgMAJQAAAAACBE4AAAAAAAicAAQAAAASuggHoxBNPfOaZZ77x0NSpU0888cSK7wgAICmZfwCAuquCASg/P7+oqOgbDxUWFubn51diSwAAycj8AwDUXVX/FbBt27alp6dX+dsCACQt8w8AkORSj+jsqVOnlj1etmzZfv8IVlpaumnTpieeeKJbt25VszsAgNpm/gEAAnBkAei2224rezxz5syZM2ceeE52dvavf/3ryu4LACA5mH8AgAAcWQBasmRJ4kFubu7tt98+ZMiQ8kfr1avXrFmz0047LTX1yN4WACBpmX8AgAAc2aRy3nnnJR7cdddd3/3ud93qDAAEz/wDAASggv9U9Ytf/KJKtwEAkOzMPwBA3VWpe5X37Nnz/vvvFxYWlpaW7ndo4MCBlXlnAIDkZP4BAOqiCgag4uLin/70p9OnT//qq6++8YR4PF6JXQEAJB3zDwBQd1UwAP3Hf/zH/fff37Zt2xtuuKF169Z+9RAACJ75BwCouyo4uMycObNjx46rV6/OyMio2g0BACQn8w8AUHelVOxlBQUFQ4YMMf0AAEcP8w8AUHdVMACdfvrpn332WdVuBQAgmZl/AIC6q4IB6O677160aNHrr79etbsBAEha5h8AoO6q4G8Abd++/aKLLjrnnHOuuOKK7t27Z2Zm7nfCNddcU9mtAQAkE/MPAFB3VTAAXXvttYkHTz755JNPPnngCQYgACAw5h8AoO6qYAB67rnnqnYfAABJzvwDANRdFQxAF110UdXuAwAgyZl/AIC6q4I/Ag0AAABAXVHBAPThoRzyHbZs2TJ69Og+ffqkpaXFYrGPP/54vxO2bds2cuTIpk2bZmRkDB06dP369Yd/FACgypl/AIC6q4JfATvppJMOfkI8Hj/4CRs2bJgzZ07Pnj379OmzYsWK/Y4WFxcPGTJk27ZtkydPzsjImDhx4sCBA9euXZudnX3IowAA1cH8AwDUXRUMQOPGjdtvZefOnW+++eabb755wQUXnHbaaYd8h759+27dujWKogceeODAAWj27Nlr1qxZvnz5oEGDEid36NBh0qRJkydPPuRRAIDqYP4BAOquCgagbxs1/vCHP4wZM+bee+895DukpBzs22d5eXmtW7dOzDdRFLVp02bw4MELFixIXPfgRwEAqoP5BwCou6r4R6Cvu+663r17jx8/vpLvs27dus6dO5df6dKly4YNG3bv3n3IowAANcn8AwAkvwreAXQQp5xyyhNPPFHJN/niiy+6detWfqVJkybxeLywsDAtLe3gRxMrGzdunDZtWuLx4fwoIwBAhZl/AIAkV8UBqLS09LXXXmvQoEEl3ycej8disYodTdi+ffvTTz+deLxr165K7gcA4NuYfwCA5FfBALR06dL9VkpKSjZv3jxjxow333zz2muvreS2mjZtWlBQUH6loKAgFotlZWUd8mhCr169Pvroo8TjvLy8ESNGVHJLAMBRzvwDANRdFQxAubm533Zo2LBh999/f0X38w+dO3deuXJl+ZV33nmnffv2iTucD34UAKA6mH8AgLqrggHokUce2W8lJSUlKyurR48eHTp0qPSuouHDh8+fP//FF18cMGBAFEWbN29evnz5LbfccjhHAQCqg/kHAKi7YvF4vFYuHI/H582bF0XRwoULn3jiiYcffrh58+YtW7bs169fFEXFxcU9evTYsWPHhAkTMjIyJk6cuGXLljVr1rRs2fKQRw+UuAU6Pz8/Jyenyj/IvrWri2c9nnr9qFh6+j8+2s6CkhmP1b/u5pRTOlX55QCAuiuY+QcAqHMq+yPQ77333tq1a7/88svMzMwzzjjjlFNOOcwXlpaWXnrppWVPR40aFUXRsGHDnn/++SiK6tevv2TJkrFjx44dO3bv3r39+/efPXt22Xxz8KMAANXK/AMA1DkVD0CrVq266aabVq1aVX6xZ8+e06dP3+9vlH7zhVNTD37zUXZ29qxZsyp2FACgOph/AIA6qoIBaN26dQMHDiwqKjrvvPP69++fnZ29devWV155ZenSpQMGDHj99dc7dfLtJwAgKOYfAKDuqmAAuuuuu4qLi5ctWzZ48ODy60uWLBk2bNjPf/7zp59+uiq2BwCQLMw/AEDdlVKxl61YseKKK67Yb/qJoig3N/eyyy5bsWJFpTcGAJBczD8AQN1VwQBUVFTUunXrbzzUunXroqKiSmwJACAZmX8AgLqrggHoxBNPXLJkyYG/Yrhv374lS5a0a9eu0hsDAEgu5h8AoO6qYAAaOXLk//zP//zwhz/84IMPyhbfe++9H/zgB2+++ebIkSOraHsAAMnC/AMA1F0V/BHo22+//dVXX507d+7cuXOPP/74448/fuvWrdu3b4+iaNiwYePHj6/STQIA1D7zDwBQd1XwDqAGDRosXLjwiSeeGDJkSEpKysaNG+vVq3f++efPmDHjueeeO+aYY6p2lwAAtc78AwDUXRW8AyiKopSUlKuvvvrqq6+uwt0AACQz8w8AUEdV8A6g3bt3b9q0ac+ePfut79mzZ9OmTbt37670xgAAkov5BwCouyoYgO68886TTz55165d+60XFRV17NjxnnvuqfTGAACSi/kHAKi7KhiAnnvuuQsuuKBJkyb7rTdr1uz888/Py8ur9MYAAJKL+QcAqLsqGIA+/fTTU0455RsPnXzyyfn5+ZXYEgBAMjL/AAB1VwUDUGpq6oH3Pyd89dVXldgPAECSMv8AAHVXBQNQ165d58+ff+CPHX711Vd5eXldunSp9MYAAJKL+QcAqLsqGIBuvvnmTz755Pzzz1+9enXZ4ptvvnn++edv3rx51KhRVbQ9AIBkYf4BAOqu1Iq97Iorrnj99dcfeuih7t27N2nSpFWrVlu2bCkoKIii6NZbb73qqquqdJMAALXP/AMA1F0VvAMoiqIHH3xw4cKFI0aMSE9Pz8/PT09PHzFixKJFix566KEq3B8AQPIw/wAAdVQF7wBKuPDCCy+88MKq2goAQPIz/wAAdVHF7wACAAAAoE4QgAAAAAACJwABAAAABE4AAgAAAAicAAQAAAAQOAEIAAAAIHACEAAAAEDgBCAAAACAwAlAAAAAAIETgAAAAAACJwABAAAABE4AAgAAAAicAAQAAAAQOAEIAAAAIHACEAAAAEDgBCAAAACAwAlAAAAAAIETgAAAAAACJwABAAAABE4AAgAAAAicAAQAAAAQOAEIAAAAIHACEAAAAEDgBCAAAACAwAlAAAAAAIETgAAAAAACJwABAAAABE4AAgAAAAicAAQAAAAQOAEIAAAAIHACEAAAAEDgBCAAAACAwAlAAAAAAIETgAAAAAACJwABAAAABE4AAgAAAAicAAQAAAAQOAEIAAAAIHACEAAAAEDgBCAAAACAwAlAAAAAAIETgAAAAAACJwABAAAABE4AAgAAAAicAAQAAAAQOAEIAAAAIHACEAAAAEDgBCAAAACAwAlAAAAAAIETgAAAAAACJwABAAAABE4AAgAAAAicAAQAAAAQOAEIAAAAIHACEAAAAEDgBCAAAACAwAlAAAAAAIETgAAAAAACJwABAAAABE4AAgAAAAicAAQAAAAQOAEIAAAAIHACEAAAAEDgBCAAAACAwAlAAAAAAIETgAAAAAACJwABAAAABE4AAgAAAAicAAQAAAAQOAEIAAAAIHACEAAAAEDgBCAAAACAwAlAAAAAAIETgAAAAAACJwABAAAABE4AAgAAAAicAAQAAAAQOAEIAAAAIHACEAAAAEDgBCAAAACAwAlAAAAAAIETgAAAAAACJwABAAAABE4AAgAAAAicAAQAAAAQOAEIAAAAIHACEAAAAEDgBCAAAACAwAlAAAAAAIETgAAAAAACJwABAAAABE4AAgAAAAicAAQAAAAQOAEIAAAAIHACEAAAAEDgBCAAAACAwAlAAAAAAIETgAAAAAACJwABAAAABE4AAgAAAAicAAQAAAAQOAEIAAAAIHACEAAAAEDgBCAAAACAwAlAAAAAAIETgAAAAAACJwABAAAABE4AAgAAAAicAAQAAAAQOAEIAAAAIHACEAAAAEDgBCAAAACAwAlAAAAAAIETgAAAAAACJwABAAAABE4AAgAAAAicAAQAAAAQOAEIAAAAIHACEAAAAEDgBCAAAACAwAlAAAAAAIETgAAAAAACJwABAAAABE4AAgAAAAicAAQAAAAQuNTa3kCAdkfRNd36Fn7x99iadWWL9WLRXSfm9MlsXIsbAwAAAI5OSXoH0NKlS2P/6rjjjit/wrZt20aOHNm0adOMjIyhQ4euX7++trZ6oE2l++a1bLuptPTLcv8tKdj5QuHO2t4aAJC86vT8AwAkuaS+A2jKlClt27ZNPG7QoEHZenFx8ZAhQ7Zt2zZ58uSMjIyJEycOHDhw7dq12dnZtbTTb3BLelrfk9qXPT1n9du1uBkAoK6o0/MPAJC0kjoA5ebmnn766Qeuz549e82aNcuXLx80aFAURX379u3QocOkSZMmT55c43sEAKhK5h8AoDok6VfAyuzatSsej++3mJeX17p168T0E0VRmzZtBg8evGDBghrfHQBA1TP/AABVLqkDUP/+/Rs1apSRkXHJJZd89NFHZevr1q3r3Llz+TO7dOmyYcOG3bt31/geAQCqkvkHAKgOSfoVsMzMzFtvvfXss89u1KjRG2+8MWXKlL59+7711lstW7aMouiLL77o1q1b+fObNGkSj8cLCwvT0tISK5999tlzzz2XeLxmzZoa3j8AwJEy/wAA1SdJA1CvXr169eqVeDxs2LBBgwYNGDDgt7/97X333RdFUTwej8ViB3+HDz744Kabbqr2jQIAVBHzDwBQfZL6K2BlzjnnnJycnJUrVyaeNm3atKCgoPwJBQUFsVgsKyur/Evi//SnP/2pRrcLAFBp5h8AoArVjQAURVFJSUnZv3p17tx53bp15Y++88477du3L7v/GQAgAOYfAKCqJGkAKikpKf904cKFW7Zs6d27d+Lp8OHDN23a9OKLLyaebt68efny5SNGjKjpXQIAVB3zDwBQfZL0N4AuuuiiVq1ade3atXHjxqtWrfr973/ftm3bMWPGJI5eeeWVU6ZMueKKKyZMmJCRkTFx4sTMzMzx48fX7p4BACrD/AMAVJ8kDUC5ublPPfXU/Pnzi4qKWrZsec0119x9993NmzdPHK1fv/6SJUvGjh07duzYvXv39u/ff/bs2Yk/kAEAUEeFN//s3Rf/al/pfotZqamH+C1rAKAaJGkAGjdu3Lhx4w5yQnZ29qxZs2psPwAA1S28+ee0lW9+tPvr/RZHtW75f05qXyv7AYCjWZIGIAAA6rpte4uHNm0yMCuzbGX6Z1u37y2uxS0BwFFLAAIAoLp0SGt4XpP//UP1c7fvqMXNAMDRLEn/ChgAAAAAVUUAAgAAAAicAAQAAAAQOAEIAAAAIHACEAAAAEDgBCAAAACAwAlAAAAAAIETgAAAAAACJwABAAAABC61tjcAAAAAgSsoKZm3fce+eLz8YsOUlCuym6fGYrW1K44qAhAAAABUr2e377jhvQ8PXO/UKL1n44ya3w9HIQEIAAAAqldpPB5F0WtnnlE/5R/3+7y7a9eP1n9Q+q/3BEH18RtAAAAAAIETgAAAAAACJwABAAAABM5vANWc3fv2FZSUlF/JrFevnt97BwAAAKqZAFRDdu/bd8/Hn97z8aflF3/SqsUjJ3eorS0BAAAARwkBqOacnJ52XYvjy55O/2zrjuKSg5wPAAAAUCUEoJrTtH7qeU2yyp7O3b6jFjcDAAAAHD0EIAAAKqugpKT7G2/tLCktv1hUWrph99e1tSUAoDwBCACAyvp/xcUff71n+HFNT2jQoGzxoc2fFZT6wjsAJAUBCACAqpHbJKtPZuOyp1M3f1aLmwEAykup7Q0AAAAAUL0EIAAAAIDACUAAAAAAgROAAAAAAAInAAEAAAAETgACAAAACJwABAAAABA4AQgAAOD/s3efcZJc9b3wf6eqOk4Om2Zn865WK+1qUVpJKwkkIQkwyWAMOGA/tp9rgx/CJV4bML62wSYKG2ww4dokY8AXSwIkRBJCEWXtapNmd/JOztOx0jnPi57pruqZ3Qk7PR3m9/3oxdZfVafPdFdXnf7XCUREFY4JICIiIiIiIiKiCmcUuwJEREREREREtHxpKR+dikkobzCq6YfraopVJSpBTAARERERERERlbGvDw6/ta19bvzEoSv2RSOrXx8qTUwAEREREREREZUxUyoNuHP/vmzkRCL5l53dppRFrBWVGiaAiIiIiIiIiMre5lAw++8R2y5iTag0cRJoIiIiIiIiIqIKxwQQEREREREREVGFYwKIiIiIiIiIiKjCcQ4gIiIiIiIiqnBva2v/7vBoXvDG+tq7PRMnl4uP95z9ZE+fN2JKxdmeaUFMABEREREREVGFO5lMNQWMVzQ2ZCMPTU0fTySLWKVleyGZCmjiTeuas5F7xyfak24Rq0RlgQkgIiIiIiIiqnzbw+E/3Lg+uzlmO4/HYkWsz4VoNgLev+V4ItWeTBexPlQWmAAiokr21YGhf+0f9EZirjtu29vCYW+w3tDv3L+vRtczm7ZSr33+5LB/7UwB/NW2La9pbix0nYmIKtigZXWm0lc9fcQbfHFd7R27dxSrSkRUyn40Nv63Xb15g5vWBQJ3798X1ERx6lRgv3X8VHfazAu+p7XldzesK0p9qJJwEmgiqmS/mJjsSpvbwqHsf1OOM2o73khEE7+YmOo3rexRU47z4/EJXcC724lE8pHp6SL+LUREFWDaddNK5l2Wfzg2Xux6EVGJenQqdiyR9F40dCHuG5+YcJxiV60gXKX+e2TMVcr7J59JpR6YnCp21agSsAcQEVW4LaHgB7e2ZjffdbpjyLK9kcdjsYen5un9+5tNTbc31mc3H51vHyIiWqpaXfdehO/o7X+ibIdgENEqqDF8F42fT0w+MV3hF42XNza8YV1TdvNYeU5URCWICSAiWusSrgTwka6eemPmkpiWEsCUy4n0iIiIiIioQjABRERrXa9pAnhsKlY9OweQpSSAuaOviYiIiIiIyhQTQEREAPCBLZuvq6vJ/Lsnbb7++CkFVdwqERERERERrRQmgIhoVf18YvLpWDwveKi25ub6uqLUh4iIiIiIaC1gAoiIVtX727tOJFNhkVu2M6Xk5dVVj19xsIi1IiIiIiIiqmxMABHRqpLAq5oavEs5/E1Xz4BlF7FKREREREREFY8JICIiIiIiIqLla0+ln4nnz3JwWVXV3mikKPUhmhcTQERERERERETL90enTj80NZ0XvLy66pmrXlSU+hDNiwkgIiIiIiIiouWzlLqpvu7drS3ZyL/2D/aYZhGrRDQXE0BEVDmmHXfU9k0nFHddycXciYhKmAJsqTpSaW+wxtDXBQLFqhIR0TJENX1zKJjdjOia5b+45TVTiVYfE0BEVDluPXLsyTlrzNfqelEqQ0REi3Eskeg2zV2PP+0NRjRt4oZrQppWrFoREV2g44nk6VQq7+IGQCoFiHkPISo0JoCIqHJMue5N9XVvXNeUjXy4s8dU7AJERFS6bKV0IT6/e0c28utY7BuDI6ZUIeZ/iKhs2VIZQnzOc3H72uDwE7G4y5YpFQ8TQERUUTYGA4dqa7KbQU2YvM0SEZU2AXgv3SMcJUFEFUETvovbD8fGi1gZIjABRETL89PxyVc9f8L2d66p0fWjV1++PRxaUlGnU6lTybR44BFv8KJo5IVDV6xARVfOuGN/sqfvkz193uBbWzZ+8aJdxaoSERERUfm6/tmjj07F8oL/s7Xls55eM4sxbjsXPfH0mO14g0IINacb+PZweBn1JKoYTAAR0XJ0pdO2Un/eskmfHcI8ZNnfGxkdtKylJoASrgwI8daWjdnIkUTi4cn8dTSLzlXYEAx6x5fdMz5xxj9rKREREREt0plU+lBt9TU1uT4yd4+NL6NxNe44Y7bzmubGbaFcK/Tz/QNbQ6HXNjdmI18eGEq67gXWmaisMQFERMv3lg3rAtpMBuhEMvm9kdHllWMI8Ycb12c3vzM8WoIJIADNAd1bz+cTySJWhoiIiKjcHayu8jauno4lll3UrQ11h2trs5v/3D+wKRj0Fv61weFlF05UGZgAIlrrfvv4qc60mRf8s5aN/2PThiWVM+24AP7o1Okqz6pbGvBPe3Ze5xn8TERERETl6x/P9n9raCQvuL8q+rWL96xOBYYsG8DtR48HxMxjSFMqAOP+IWBENBcTQERr3d2j4/uikd3RSDbywOTUQ5PTS00AjToOgKimb5sdAqaUunN0/Ll4ggkgIiIiosrwwORUr2neUJfra3MykfrRKk5vPGRZANYbgdrAzEPHYcsGMGRbq1YHojLFBBAR4dbG+t9dvy672ZZMLbuoVzY1ZMdaS6XuHOViB0REREQVZUco/MGtrdnNL/cPfX90mfMALNuftmzYGZmZ0fmJWOLhqVKcPYCo1DABRERlYMJx3n2mM+lKb/D5RGJHOFztGXE2YFnDdnDVa0dEREREVAbefaazz/R1lRICb2vZeFN9XbGqRKuJCSAiKgPHEsmvDw7vjIRDQstEHClPp9ODlrUpmFvuIe7Ks3PmMyIiIiIiooTr/uPZ/pZgoM4IZIPt6fSGQIAJoDWCCSAiKhsf3b71otm5iiYc57Yjx19cX/eRbVuyO1z37NEiVY2IiIiIqAz8vy2bXtPUkN38reOnilgZWmVMABGVFqnwxf6BuOvmxX9n/bqt4dC8h6y4uOseTyQ+0XPWGzxYXfXyxoZzHXIePx2fmHZyizKM2Pa6QOA8+xMRERERlQhHqS/2Dyb9jXMB8Xsb1m0OceYBKjNMABGVlq50+u2nO6KaZswubAkg5roK+AvPZHsFNWTbPaZ5pjudjaSV2hsJLzUBJBUA3DM+cf/EVDY4LWVYS5/zGCIiIiKiktGWTL1zTuN82nWDmvifrS1FrBjRMjABRFRaMrMcf3zXtsO1ucU1X/Lc85lkyqrZFAzdvf/i7OY/9Jx9YTlLgykAt9TXf2zH1mzo+mefV6v7txARERERLU+mcf7Z3TuurKnOBq979ugqN86JVgQTQERERERERJVs2nF/NjEp4Uta1OnG7Y31xaoSATOfx/2Tk73mzDImUikA9io+L7WVOpNK/dfIqDd4sKoqO/MmVRImgIiIiIiIiCrZVweG3tveOTfefs2VOyPh1a8PZfSmTQAf6ujJix9PJletDiOW/WNz8sfjk97gTfV1v3zR/lWrA60aJoCIiIiIiIgqma1kWNPuveySbOTpWPz97V2r2dOE5nKhALxvy+bfmF2Wy5XqtqPH5eoOMNsZDn/14t3ZzY9295oc4VahmAAiosJStqWmp7wBgHcUIiIiolUlgFpdz25Gda2IlSlZCuhOm9KTFzs7Ozgrz5htd6RyC5uYUsrlNnHDmpb9aBxRhHayLnznRgCaifwliakyMAFERAWjFADV2W7fd2cudt2tcJcxnzQRERERUWHdPTr2umOn5sZ7TNM7CbSt1N/3nP37nrPefbaFmDShUscEEBEVTObhSU2tcdOt2ZiwACWLViUiIiIionOYdlwAd+zaEdZmFn0/kkh+qX8wLf3NV4XLqqre2rIhG3h3e5fD8XRU8pgAIqICCwawcVNus2eweFUhIiIiIlrAlTXVVbND5JJy/ieXDQHjUG1NdnM2X0RU0pgAIlpD+k1r7xPPxN387qltyfS8+xMRERERVapTyVR7Ki0eeCQvbksFfd4jiMobE0BEa8iY48Rd9/c3rN8aCmaDf99zNiY5YpmIiIiI1pak62oQf7F1czby4/HxZ+NJk4O5qEIxAUS05ry4ruYKzyR2edPXERERERGtEZrA69c1ZTdPJZPPxpNFrA9RQTEBVEL+c3jkI509eWNMW0PB+w/u1wUHlVIxdafNtlRq1+NPZyPTjoOCLeeuJiehlPWJv8lG7Jp6XHIVLBPRSGFek4iIiGgNGbNtALcdPR7w/NAICfGfl+w9WF1VrFqdNa3nEglvm3PcdvInYKZV97OJybef7sib5brRMH5+cH+dwcFy5YQJoBLyxHR8wLJe1tiQjfSkzQcnpxOurOX3iopq3HYcpV7kaQ08OR0D4EgVLMSUd/EYIERLrjsulAYAyQTq61f+5YiIiIjWmBHbAbAlFNoYDGQiplT3jI2fSCaLmACadm3X3+Z8YGLK4gKyxfZsLNGeSr+2uTEbGbash6diA5ZVZ/DpbDlhAqi0NBrGB7e2ZjfvGRt/KhYvYn2IsgwhvCfnX3V295pWQV9Rv/n27L+1s2eR5mBsIiIiopX0O+uar6ubWcpqynHvGRsvbn0AVGmat815JpmaTDpFrA9lBPy/BZ6Yjj08FStifWh5mAAiqljtqfSHO7tdT9pkynUBxF0+RSEiIiIiIlpbmAAiqliPTE1/Z3j0yprq7BxSE7YDoM80i1ovIiIiIiIiWm1MABFVuDt27ajStcy/fzk5/f72zuLWh4iIiIiIiFYfE0BEZelnE5O/mJjKC15VU/0GzzKW81ASgOxsd9tP5oKhOtgcWU1ERHQ+Pxgdf3Q6f8KLG+tqX9nUMO/+REX0+HTszlHfbD6/np5ma4+ImAAiKkt/3332kenpiNCykbRSW0PB8yeAVCIOQA30ukMDuejVL1EJTuFGRER0Ph/p6jmZTIU9C2anlLx/YpIJICpB/3R24Hsjo1VarqGYlNLhchpEax4TQERlSQEvqav7+M5t2cgdvf2PxxaVxxE7LzKuvzG33Tu04tUjIiKqMAp4VVODdxGcv+nqGbDsIlaJ6FwU1IGq6Ff37s5G3nW645E5XdiIaK1hAojWtI5U+ul4PC+4LRQ+VFtdlPpciLSUcdf9r5HRbOSJxeWDlkkqxxvGUAAAIABJREFUAKr9tMw+W7JdAFBLf7okJZSUp1/IBlQ8hmjtClSywFKuTCrfex533EHb3h0Je3er1Y2XNdaveu2IiGj5HpycHrItb2TKcVJcRpOIykemVf6zicnTqVQmYkoJwFa8lK1dTADRmvaBjq7vj4zlBTcEA4OHDxWlPhfiZDI1ZNlvPP5CXjwtZXYS6JUUmwLg/OxeR86MKHfXt2DPfhWfxvnnIZrLTCslnB//IBtQm7ZhRxkkgDrS6RF7nvd8rr7rrm4JBVehSkREdOFcpW45csyd80hD94z/IiIqcZ3pNIAPtHflxU8lU0WoDZUGJoBoTXOUurKm+lO7tmcj3xgc/uHY+LmPKF0KyhDipwcvzUbu6O370diEW6Dx3goA9Fe/zpjNLuljE3BmegYtmRDG69+U2zpxagVqWHgKqlbX7zqwLxt5z5nOI4nELw7uz0Yem57+UEePvYyOUUREVCQKcJV6d2vLq5sbs8GXHz3BSzkRlREXCsBHtm25qaEuE5m0ndcfPzU3u01rBxNAtNYZELW6nt0MikV1lulIpScc31oKmhCXRqNBrSDPBpVCn2k9HcuNVou5bp2n2lnevyVQ+AeVIhCEMfuO6TocF8m4Gp6ZVEi5DjCTKspSAKTK7gMAUkEDgp4OMuXziFX4zx8dAv5PIaLpAJ5PJEbt3DwRQU07UBVdxWoSEZW9tmQq5rreyKjtNBh6Xq+cfdFo1NPvNSXlyUQy77fOukBgazi04CuGNc17PS+bOxNVlpPJVNJ/5htCXFZdxROSFiniuZQx9UNMABEt2ZjtXPTEM3MvoJ/Yuf0DWzcX4hVTUn6hf+AL/QPeYEuwtIYUKdMEDHnimP3Ln2QiDjRcfyss3xwKAkrZlv2db+QOvPIGBAswSK00nEmlAbz6+ZN58Z8evPS2Bk4MRES0KB2p9MVPPLOYHy5va9n4hYt2ZTf/qrPnM719eftENC1247Ucz0Wl79l44oqnnpsb/96le397XfPq14eIyh0TQERLlpLSVerPNm08WJ3rxPG/OroT0j3PURdoXzT6js0bs5vv7egu1Niu5RLKhTCwcZOxb3ZIlFJwAP88cwoQQjNuujUXipurWM3Vlpls771bWnaFZ2aGnnTcD3Z2x90Cni1ERBUmIaUC3t3assczy/6fn+44WB39s025m+MnevsS0nfTSbhuSzDw4W1bspGHp2LfHh5xFXTmf6jkZVoLH9za2jo7k6Cp1LvPdMY5HzkRLQsTQETLtCcaPlRbk90MFGbwV1adoXtfbp7RXyUiEsHGTTP/tmwMzTehkkBuHwDt3atRsaK6JBo9WF2V+fcw1wwmIlqWfdHIFTW+ZTobDMN7c6yeb9GDiO67gZ41rbn7EJWy/VXRi6KRzL9TkqkfIlo+JoCIqDxJCUCeOGbd/Z1sTB2+TY2OWJ/zLCh21Y0ILjzRAxERrRGZ5ZBDDz7qDYY07fjVl+/ydC+iJ6bjh589mjfgXRfikcsPXONJqFElMZUC8Lsn2n73RJs3/k+7d76zddM5DqLV0GeaXxkY+srAkDdYM998oCvihVSqK50WDzziDeaNmu0zLQD7nnjGG9SAX7xo/031dQWqGF04JoCIqDy5LgBRU6Nfda0vrglvRGgaSmysHBERFVFm7Mz7t2zOLpUwYFn/Pjg8attMAHkNWpar1Ns3b8pOHxtz3c/3DQxY7EJVsdKuC+CqmurbPdMU/nP/QJ9VyaP1y4Kj0BQwvCNev9g/WLjuYGkpQ5p4b2tubtPvjoy2p9PefaZdF8Cb1zfvnJ3lIK3kHb39vESUOCaAiKichSJim2fi7Z5BCE3szk3/ic6zq18pIiIqca9paozMjhc7kUz+++BwcetTsl7eWL9xdtGJYcv+fN/A+fenCrArEn79uqbs5r/x21EaanTd+7l8c2i4oOMBDaF5X+5Xk9N5CaCMw7W1h+tmugROOe4dvf2FqxKtCCaAaA35/ZNtj03HvJEhy6rXS+xbYJoA3J/92I5P5YL7r0EqVbQqrbqeQEAKsac718pMuQrAtKyEzjymVADe1tb+vvaubFADPrFzu/dGS0S0ZmVGFhx86rns9HqWUgDGHM6hVpa+Nzz6wc7uvFt4c8B48EUHQlrZLwM6aFm3HzmeN/u4DvHVvbtfXF+7pKJ+MTH5trYO19N1OS0lgFjJLxzRlTYnHWfX409nI7ZSI5a9MZRb51UpDFhWczAQ9AwlGrOdzhS7FxGtnhL76UtUSA9OTtcZ+pWe+SO/NzxaassoqFQCAKqqhX+AvbLX0N1xVDcA3BDJzd3zQsIZACZK7MNankwzbn0wcEV17lT87vDokUSCCSAiIgAjtg3gUE11tpNOt2meTZtjllPUetEyPRtPDJjWb6/PLVvelU7/anJ6ynHXB8s+AdRrWs8nkr/R2LguOPPDSkF9Y3DkeDK51ATQsUTyTCr1BxvXZyMvJFP9pjVul/qZP2bbUuHGutzf+2w83ps2L4lE1gUDM/s4TudousHQve2fzvTwOBO7RKuICSBaW66sqX7H5twkdveMjdslmVLQNrZoLZ7J9nqHzr1vxXp7nSdVl0o+Xmrr3l+YK6qrvKfiD8fmWy6NiGgN+6NNG9YFZlqq909OPzAxdf79qZRVG7r3rvez8clfTU4XsT4r7o3rm/ZXRTP/lkp9Y3BkeeUIIbxv1PdGRn/t771eugS8Nf9i/+DRePK31jVlV0E9kUj9aHQ8r/3zzSGOLyNaVUwArR41OuKcPpbbbNiootHzHzJm2wD+8NTp7DyFjlLPJRIHolFvj9kjicS2UKje8H2av7Oh+XXN5deb4JM9fU/F4nnBWxrq3tqycd79KceyoKTzY88CWDWNiNRArUDeRNkWXF/hMlyL2oYLL3mxpAPo8oUTzonnMgFHCKzbCnehZ2JKQSlfzevWIxQpXE2JiIjo/CYcB8D/eOGMt0FrCPGZ3ds3zU45tEg/m5j8Sn/+c7KmgPGFi3aJeQ+oRHPbz7+ejlXUczMiWiFMAK0iM61inmcdkXq1UI/HXtMC0J1OB2bvjhO205lKS6U2eO6ObcnUiG3vieR+0x5PJCK6Vo4JoP8zODTluNvCubE/Z1KpActiAmhByjIhNN85ZkQQqYFlIRS40NItK79wPQxgRbJLi2JaMCIqmVRWMhNQEFgHLPQlUkoC/ppH6pgAIiIiKqLetAmg00xHtJklxtLSPRpP/sHGdZsal5YAunds4odj45fNdjMBMGrbHan0J3ZurzUKtUh2qZnbfh6yrYAo++F1RLTimABaPSIS1W+6Nbfd1oHFLU/99zu3e7tAf6C987ebm968YV12h6uePnKwKvrpXTuykT881bYylS6Gm+tr37clt67TBzu7kxUx88uqEL5zrHtFF8AS8BYuTp1eycIXR9+yRd+yZebfyRTGFtl73Pe2iK7eAlSNiIiIluavtm7ZGZlZQLrXtF537OTyylkXML6wZ2d2856x8b9ee/f6vPbzq54/EWP7mYjmYAKIKsG04366t8/y90YxBN7V2rIucKGdXyYc547efttTeGYS32QhV16kVeW4ANwTz7tqZkCZK3QEq5VT6nMuEhFVpMzl133qMXf25qv0IIwISn4tpDXo64PDJ5P5C5W+rLH+5vq6otSnjDw+Hbtz1DcD4FMxjtuisvefw6NH4sns5olEcl0wkPeL7Jb6utsb61e9agQwAUSV4fFY7O+6ezcEg8bsaG+pMGBZB6qq3uRZcmJ5Hp6a/mh378ZgUM8uRisBoDOVvsCSqUTIeAyA6u2W8clMRAXD2HcF4mUy7SIRUYWJxwDI023SsTIBWduEHXtlfBrgkPDS8oGOrrQrazyDrUZt52QyyQTQgr7UP/gfw6PZbv4AxmxbrdrgeqKVFnNcAPdPTD7jmZGqz7SCQsuukQdg3HaeicWZACoWJoCoEmTulV/cs3Pr7ODnSce59cjxFbmFZgr/6t5dG2fnXTqRSP3BqTa1uBF8VA4UAHHZ5frsrUhLJDHO7A8RUTHpN92mh2fuvNroOFJcK7oUKYU3b2j+0025xNw7TncwibEYCtgdDn9j355s5APtXfdPcrU7KleZ7/2rmhrev6U1G7zmmaN7oqGvX3xRNvK+9i5eIYqICaDKlJayLZn6cv9gNjLhODFXbg355tXbFg6/rAyTr+O2c9fomONpXJxIpLDIGZVoMZSCZcljR3MR6ULjVIJERFSBMg2Ku0bHjsQTmYhUCoC5EmkMV6nvDo/G/YPXgpr2hnVN1fpamaKYKp+UUPA2HRXHaxKVJCaAKtOAZbenzF9PL9CFQQPMlxw2RJmtkvnvg0Pva++aGx+ybO/yB7R8rgvTdB5+KBe5/DD0C15KjIiIqPT0mCaAj/f05cVPJpLz7b40T8Tiv3dynqU5dIG3bFh/4eUTlYREHEI49/80G5DbdqN1p0ql4FmgjYiKjgmgyqSgWkLBb+3L9bX741On+03rvoOXZiM/Ghu/o7dfKqDM8j9wlApr2r2XXZKN/OfQyFcGhlx2OF5BhmG8/k25zZ7+4lWFiIiogDI9Fd6/ZfMrmhoyEVvKlx09sSJrPWQ6LH9l7+5ds8tdpV35G8+fcNhmoYrjbTpqQ8PAbP86IioZTAAVjQMxoYmnPVNkDVu2u3IXSQ2i1tO1WIOAgDcSFmU8okfA97eESmB0klQYMC3vBwpgVyRcbxT5W6YmxlRqtlaxRa6bDgggGFx4NyIioooQ1rRs08Je6c7RVZ7CA6ve87rftAYsKy+4IxxuDJTcD4HTqdS6WK7HsQD2V1UFtXJ7VgkA6Embec3CvdFIhY/78zYdNQ1cL5eo9JTcdX/t6A6Gntf1q54+4g2ufpuAVsq063xlYOgrA0Pe4JvWN3/nkr3FqhLMNCIB58d32+bMgmVu0wZcfBDp/OVaiYiIqFLdcuTYC3NWan9tc+Nd+/cVpT7zGrMdAO883ZkX/8fdO97V2lKMGi2fVADw8Z6zH+85642/q7XlH3fvKE6diIgAMAFURFKgUbr/dOnF2ciHO3r7LLOIVaILoRQujkY+tC036f2nevqSblGffUgFQD90vRGd6Xauj40DgOITGSIiorUi6cpXNTW+aX1TNvLZswNFbqLMYSkF4A3rml7b3JgN/ukL7YkSq+fiKADX1tb8f5tzi6N9qKMn6XJiZCIqMiaACsZ1MNvt4lwMYF80mt2M6OXR/cdVanrODaxW13V/96WY6zr+cb9SIa8Pb0CIxXSFdZSacJzsZkoWtimgFLwvF1/03ToqsE/PDUarmu/znIonpL9HbCQYDAcLOHe1qK1HzexplkhysbQlcN0Fv8UrKC2l98TLfFB5J1GNrpfdrO1EtNa50nct5ZwgAICEdL3XfAEUdMx4U8Dwtjlr9MKOnbf9Lbe0lItsfqwL+uqpCaT8N0cADQV7o6TClOvkBec2cRepzvD9LeECv+cFlddEsS/kWzz3J5KUi2puefdhKq3M5V0iAFTrOofCrA4mgArATANwn3jM+ukPc8Hrb1e2XbQqrahXHD3xs4nJvOArmxp+dCA3K/N3h0fffOKFxZR272WXvKKx4Tw7nEome9JW48OPe4OiYBeIk8nkuOPkvRyA+IIPoBTUQJ/107uzAXnpFSpahQO5/tV3PPjge2V+wqvGcQauP1QViVxQvWllSQlAnu2xHsytZ4Hrb0MyUaAXnHLcT/b0fXLOGjR5rqypfurKgwWqAxFRIaizPdZP7sxtX3sLSmDmviLKPB57R1vHO9o6vPGP7dj2QU8/4vJ1Jp0esey8ptTynl6kXPXR7t6Pdvd6g2/fvOnze3ZeUBXP4TePnfxhpq+0x0sb6n5+cH8hXq5cjDn2584OfO7sgDfYHFj64rCODUA+94zVdTobU9ffJgf6ve1nHLoJuv8naiIBBetLn88G3B170bINTn62jspCWyrVb+b/uLukKnr86suLVaU1hQmgArAdQBPN6/Xdu33xSnnkNWTbl1dXebM2PxobH7J86a1By9KAv9iaa8c8E4/fNz75uuamfdGZTIcN9amevkFrgbyYJVVIE+9t3ZyNfHdktD1VqLFySVcKiL/cmnu5B6emH56aXlSv3VBIv+ra3KYtlf/ONGTZNVBvV7k/+aTj3BWpiafTTACVFCVdACIa9X2gmEkMFeQVobaGg7+/Prck8Gf7+jWId23elI08MDndvYo9koiIVkbYf3MUUJXSIlqeTO+Jg9VVr/Q0pf51YHDIzp+nuUzZUlbpuvf+9fXBkQF7OS03BbUzHH7z+uZs5FvDI0MLNR2Xbci2DlRFX92UG4N238RE4V6uXEiFllDg/9mwIRv5XN+ALZf+LbZtAKKhQW/2N6503XeJ0ETejyYlJTTNu49wFYCKebi+1lhSRTTt3Z65vR6enj6WSBaxSmsKE0AFU1Mjdu/JbfYOnXvX8rMjEn79utxI8ucTiYG5d0chvPs4UPeNTx6qqb6tsT4TSUn5qYX6O2QYQvMW9cDkVOESQAAglPflhmz74anFLZ5lBMR2zyOpF9oxp8dzRLmv27k9u1nTc/auC6gpFVYwJLxp3N7Bgr5acyDgPfG+0D+gwfclGrAsJoCIqOyIQFBs35Lb7u4vXl1KyPZwyHuF/9bwSBErs+LC/kbgj8YmlpcAArA+6Ls53jenE/rK2hr2NXFfSKXmzp+9BjUYhvdt+fLAoL3cJ2Kiqlp4HuuidxCaJnbvykW65v914P1hJXoX9QuCSlbA/+NuzHaYAFo1TABRZbKlBPCuMx0f6uzOBgcsqyNdWr+f+yEAXHPqjD7bH952XADDCz5WcR2VTtlf/3IusvNSRKLnPoBWQjLpfc/VxZdDX3oXaCIiKowB077THHv48dxjm1HbXlOT35lS3vDs8+P+Dsgl2P5ZZaO2ffNzx5L+brwDllVvGBHPgMQ+09wV8e3TkUq3pVK7Hn/aG9wUDD50+YFizVYilQLwvzq6vCPjek2z3qiYBeYVpPQ1cbfvQ3XN8kpSA332Yz/PBfZdhXKejInowjEBRJUpc49vChiHanI3jG+kRibs0hotPAYB4PJwuC4ys1DXQCLRa9tjCx4pFQDRUgmTBZQTIfLfcy6pRkRUMlLKNaDdWFebjdw1Op5Sa2i+2JjrPhWLv7i+dkc4nA2WYPtnlQ1Y9rFE8uWNDRuCucc2Xx8cXheA92z5j+GRKcd3tkw5rqt8+5xOph+ZmralCmrFSQFllkurN/TDtblafXNoZLJiPmIF5DdxL+CtnttyK8t15YhWDBNAVMkOVlW/wzME/VuDJdq/+ncb63fOTgTw+ODgT2OLm2lYaNrBK3KbpzsLUDXy0/zv+Tl6KRMRUbHUGYb31v/Q5PRZaw0lgDJe3tBw++yIe5Rw+2eVvb658Yqa6uzm1weHd0Qi3rPleyOjc4/SBbz7/PfI2KPTi5sZoJD2RaPeWn27soYQAvA1t/zTpS+JCIW0iz1FdfevqS6BRHMxAbR2DVs2gFccPeF9gFGla/+2d09jYA2fGJYJpZy7vpcNyLpm1DYVaL1J5TowdOfhXzpy5rmNCoSxcZty1lxrlYiI1gYFV3rvs2rDdgSDyytLDvQ7zz+Z227do1Qxp1JWfb3OfT/ydg61QxFs2eve/xPHmamYo+nYvBvmAnPi/MfQyNcGh72RKdcdsqyL/KtG1Bn61y/eU6UvbfjPoGWPWM5tR457gwerqz69a/t5jnKkAvC/u3r/pS83Kd6U4/Sbq/eej9h2n2l5a96WTOV12xm1HQCvPXYyu/RYZi3X6aI2rsYd597xCW/NTySSrj8boUwTgK8VWlOP+g3LWe7KtvO+aLJ5MyLV5zminDgODMN9+AFHzkxCKsNVWNcKc+nTQlsWlP+NatiA6vqKWb2HKA/HQK5dfZYFQHluPNOuc/fo+OnU2p7rzjQBKM9/mUUr1UINtWWyLABwVe4VM5mm5c6VSEREVNIUMsuAeW58zvKfyTu275atVHFXhpad7fL0KV+VkkkAyjRzQSkBqNQCM57+cGz8qVjcG+lIpXrSvubBuGN/f2Ts7NLzL2O2HXN9b1RHOv21wQVWLJl0XQBT/nfYUqrfWr0E0ITtTDq+H/kTjpM3uc9Z0wTgek6qpHQBDKxiPeeKOe6kPwM16Tj5OalUCv5W6Mx6sgudLfNwnLwvWoGeZRZHZv0vKT1vlAsAycV1ovdQlpn5OeRp+TvAbBOdqOKs4Y4eBAD42+1bI7NzoZ1IJv9g+nRx61Mi9MMvzv5bnC14Z1Fx8SV608wQMG1gEJUyiJuIiGgeQvjus52959l3gZKiVfoluaLQUwLjO4QwXv7q3NbxYwD07Tv0LVszEd2yMDSxmJJ2hEMf37ktu/nO0x2P2nFv5PFY7JnYMkfHRDXdW9SX+4e+PzrPAKi5bqqvffvm3PrNVz9d2GW55qrXA96a//7JtjOpeaa4/sutreuDM790fjk5/f548UfKrwv4av66YydH55u4x/ftGByGvdxzOu+L1rX8L1qJ2utpP09OIrb8p6e+N6r77IVWjKiEMQFU0jJZf/epx9zZXohKD8KIVFQKv3JN6vqopv9FR24Zsl9pRnrZHUpTKffRB3ObRvXcNeap+BwHSnk/KWWEoId9HYmVAqD6et3uM7lYqA7OAv2WJxx32nG9Z1TSlc8nEtfU5mY6l1BPTMcur64Oab4Onn+8cf1FUd+oASIiukDjtnPWtLyX5Umpn7nqxVeOTWUjvUYYwNLHpSxKSkoAn+ntzw7eT0kXsyOelmTScZOu9P4tZ5IpzKw5sSqkBCC7u92OtlxwETfHkiVHh92Brtx2qBbJuL+FUKU03RdxNUSXtdwVrRwlJTTI555y9ZkhhK4WQCDK319UGZgAKm3xGAB5uk3OjhuXtU3YsVfGp4GNRa0ZLWzQCMR0/VtDuQH8I5rhLDcBpCxLdp3Kbe8/tIqNMlq0VBJCyFO5Ef5qQys2blWpFLITT6bTANTIsBzyPGI6eJ1KLtDBuyOVirmu94yacp24I08mk9lpDkypRm372ViyxsglgAZMq87Q/3Ir14wjIlpJPaY5ZNvey/K41FJNG055FnOI60EAAxCXFKAC3WkTwJ2jY6HZCR0zzYxlLPrekUqlpPT+LdOOBDBm2y2hZc7QtCQzY+KGB+VIfy568PCCN8dSlBmSNjUpe3I969WBa5VpyTbPvEt7X4RAyNtmwJY9TAAVn23CCMmOM9KdHQVW04idF8t4jL+/qAIwAVQG9Jtu08Mzt15tdBypcn0SsgbVu/Lu/fuym3/05DPHxTIn3hKBoP6q1+W2u/rPvS8VmfeTEn39yH8QqwBom1r0q6/OxXoHsQiagPeMuqO379vDo5/fvXNnZGa53ydiiT9vO/N7G5v+ZGOujfKS557nVIZERIUQFsJ7WX7fM88+oLQ7NzVnI9/r7Pq0UagOmJlr+19v23Jd3UzWoDud/q3jLyynKED4bzFf7B/8PwNDq3j3UABE61b9mmtysd6hMu7vXF+vX+ZpufUMCE342nLt3RC+NgNeyHUNpqJRAKDfcLNeE80EBH9/UQVhAqiopJTHjma3lIXFTjg/PuY9ELMTCq4V0gWU763LDKCe8+7JsVE55R3QrrCm3iiaj1IKgO8bFEsgGC3Ucg+ZAV89XXJ4IBOQpgUEuLoEEdEMpfJv6/EEwtEi1qhsZO5oXZ1ydhGwmc7BbO0sj1KwLH/jPP9mbdo2gK88+ujs8CB0KwCQhXrPFQA1NCBjM3MtSTnzeoV5OaIiSErXlOrL/b6noQ0B4w3rmsW5jqHlYgKoeJSCdJ37f5ILHLwWVQt1+0ynAEOd7XH6e3LB629HLFaYWpakeAzQvW+du3kHtu9RyTjqa2dCtgVAne12OjzDpg7fppa+OgBVGsuCEfKeP7J1B7btgZUCGlb+5dImQoY8dsSZnpnyU1bX4eA1ylxy/3wiooqkXBdGwNci2nUJNkbhOsBqDD4qX2p6CoA88rQzOfO4y41EccUNKjYFcNjv0rkuTNN5+KFc5PLDiPhykSeHhwC8fc7czV2jI5fVFGCR9XQaelieecEZnVmjzTECuOZmFZte+dciKpJTyXTCdf+srT0v3ntdbeuqDEFdU5gAKiqhGW9+S25r8atgtG41XvyS3GZZ949dLu9bp/cNQvreAyUVALGxxTjkGWXTs6hRNrQWeM8frb0DwJyBWitFAdCuPGRsWD/zciPjSNvsAURE5OVrEWUGwvA6uSClAGiHrjUaZx5g6IkkxmNrr1W4cgKG91REZ/6CUJmz8leb1kVm59q7d3j0f5uuLNDMjEoB0PfuM269PRMwMqvI8dtBFUQpJQSevOJgNvLg1PR7znS6PM8LgAkgyid7u2UwkNvWdW37Tmjnm7nGVmracX4+kVsHtC2ZKlwNL4jjyp7cChdwXSj4Io6DQMB3iAIyU/amZ6YhlI7MxomIiIiWzEz7mh+WpcbH5OncPCMqFgOWOW/gsqi8FpFKVFpPVTU5IU3/lNJraj2NzIBBz0csU8tfN30RLwcAanQk235WiTKcz5uo4jABRDlqagqA+4P/a0+Oe+PGb/+eftU15zgIAE4mU91p87Yjx8+zT6kwU85d38tuqUMvATRfZP/VqKv3HqHMNEJV8slHnemZDJdbU4fLrlGxKaBldWpNREREFcKVANTYqPPrX+WCV94gO8/aJ57NBtSLrlON61avVvE4AG+LSG7djS07VdpEddXqVaMwVDIOQD7/bN4UCiq+hgZSKduGEfJ9xK07sG2PSqVQV4Clx9JphKrkE49mh8C7mSHwS1+ijohWEBNA5OE6ALSrDxtNszOhKOV891twFpj3XioV0rSv7t2VjXzu7MCTsXjBKnoBdMN42StzmxMJCPgiQxP5hygFQOzbb9TXzZSRtuBw+j0iIiJaOiUBIFrta36MTiEU8g0+6hlY1WE+SkEIb5XExDS3/FEDAAAgAElEQVSQWXmj/EkJQGzdZhw4kAvG7bXVllMK8DV6talpYKb9X4jXA6Dt22/MTtCpTcWA2fOfiIqECaC1RAHeeWfd+e/osZrayabZJ05SukawaRFla8C+aG6SvGp9sZ2WE9KdcHI3nsIP9RRoaMxtTSQA+CIjk/lHZESrc7tNxzFVWZNJK+U7N6A4wK3CpKT0ftEA1OmGxpUViGjF2TYKN8m96y6n8HnbP2Ya2baKfY4HXXNfTvpvlxfSaNE1b/NDjU6ZRiDXAAOs/pH5S19EW25x5vwtwtdGEon0/I0B1yngR1xQoYivyRcfWuyB3r9XyvmH5nnfFqdAKZWV4H0HUhZc/3fWsoDlftHmFY3mXtEB0gVeTF0urubL++ucOWd+3supOS1qJRf5+4uWx5Iq4U9SZ35L6sLXxq3S9CBbvbOYAForVCoJBetLn89G5J4DWL/JO5PNsCsBvDzloqMvd+Rtr/uuizcWoEqOUgDe0dbxjrYObzy66OQRrRQ1MeY9N3DdLWvrmVilS0n50e7ej3b7ppl/W8vGL1y061yHEBEtVWadTeeeu63ZFakA4Prb1bnSK0tiW4BQx49aP/vRkgo/V/vH/rd/1Wd/NjgbNmP3pUgmgdlfqpnZUs60Wff+31xRh29Vibj1pR/mIlfegGD4Av+yjOFg+KvNLV/1NsCq6uryfismYoDvb8msgnrOBNa5KcuEI71FzR0CPw/bBuA+94zVdToXPHx7ZvhYZXIdaLr//NmP9S2+hUcsEzDks09Z992diTjQcP2tMK1VruySWSb0sPPg/dnvrB2uwpXXu8eOWD/wrKJ7/W0o/VV0Mydn20nrF/fmgnMvEUrBcX2N3kWswqyszPXn+bzrj+zqsH7837nItS9VyYTva3X5YYSj85w/fNC6Qq54+rnji5hb6mB11XNXvWgV6lMWmABaM6SEphmHX5wNCNMBAKmgz0QSSgF4vS6ubqidPUh9aHx6pDA1spUCcFVtzRuac88iPtTZYzL1sOpEIOQ9N6CYI68oCtgTifzJpvXZyJcHhkZW5CcZEVGWaQIQ27Ybl1zii69I317XBQw0NRnbt/sLX6jNMKf9g1gKgH7ocLYbpGY5AJTt+bmeGf1dU+M7EIAmfBFnxW6XrhCbbOudm3I9gD4+PJ5fvOsCuq8tN50AljWEJzPgy/u3JBe+KSjHBqA1Nhktm3zxyhgmdm7+8yfzazN3VgvpQhhYt8HYNftYJXNalv5YJ9eFDm3rtux3Vpg2AFFVlX/ml37j3HEBIeobjC1bfPG51x/h/0BTC399hMxef7b5/kcwr/0Mkfe1Skv4zx+Rnv39RSthxLZf2lB3W0Muef133WcF8OFtrdnIT8YnX0iV6vJExcAE0Bqz1XPZ6pp/1flLNLw0MvM4S7ruhwpco83BwK2eL+2Hu3rOszMViqb5zo3u/uJVhQqi0TC8X7T/GhkrYmWIqIJpdfXwZgd6Fz3KZjEiVb671eIL9xyVWWNetG6BMfMETAyPwpwvhREMYmvuVwR6BgDhq8CcNcIvRLV0sg0wAP+kZEzM1yfaUwGtvWOeHRZJ+P+WtkUXFY2idXNus2dFP+LS5D1/Tp2ef59qz8lp2Rgan3+3ElRXj80zq5qIqSlMpxEI+r9og8Wp2DKEwou4RAhs3ZrbautcbOGRSH7h87Sf/YWf6QL85885fn/Rsu2MhL1N3I/39GkQ3khbKsUEkBcTQCVEuS50w/qyp5fglt1Y37KYR2dqfNx7IC4/rJJJX+SSKxGK+I5xHOhB+2tf1tVsF+imDdi+t8jjlqVSY6PWl3+aDagDhxAIFbFGREREVB4UYFsLtH/mHuQ4gJDPPmX94p5MxBYCV9y44CIYpUhJALK323rs/lzwihtR1N8/KpWEVL4m7uad2Njq/Ne3rfTM2CK3uh57L/P1w1qkVApS+grfugfrNi2m08qc9vP1ZdDVRUoAanDAejy3ipy64kY1NuJrP+8/BCNQhOrRUpkmAPfBX1ijM4k2RwlcdaNsb7N+/oPcbpffoBIx7+mqLr0aId8Q1Mw4XO8+zvoWbNkNyyzkH1Dq2lPpQctqfPhxb3BDMPDMVS+KaOebeOSW5449F88f/PieLS0f3rZl3v3LBRNApUQpANoO76wcASDTs3ehDIiu+w8EIOZE/FwXgNi+Q5vtxSoy/VWLPDBEQdO8NRdClEEfWiIiIioJC7V/5h7g2BBBUV2l1c0cqGVaRmU4XavKPMYLBPPeBFWolZ4Wx3EgfK07KAMA1m/Q9NmBeK6a2XOJlJtfuDDCAGDbCAfPf6yY234u/aE5mdFDhrHklj+VpnQagKir12qqMgEtMxWDtsCPO6GJ/PPVtuH/LSm0IDCTY1qzJmxHKbzGM+VIVzr9q8npaceNBM+XAHo6Ht8dCR+oqspGfjI+eWROSqjsMAFUcrSDV2T/nemlvCgBQ7s0dyC6+yGEt6iZLohz6Jdeps12gdZ6SqNTomH4at61kv2riYiIqJItrv0zj4ZmbcfMSA3NdjBYxkNlRSSiXbQ/t91TEkN45jZxxbadWlPDTGRgEMtPUvk/9O5FNx2NOe3nMiFCIe2iS3PbPYPQNN+b0N69+rWiZRPrN2obZqYA02wXg6MiGNT2euZT6x7Iv7idYwiq74s2NAyr9JOaBScE3rE5Nzb55xOTv5qcXsyB19bU/rFnDs1ji5hwuvQxAUQL+3wseee992U3O8LR8PCg88yj2YjatCO/l6mZBuDc9b1sQNbUo37Dch7sSAVNeYtSDRtQ7V+ownUgAurZJ50nZzLcrmZg8y44hXl2J10Aqv+sc/p4Lti6d86jQgXpr3nTZkSqQBVDKaV857lqbEFVdRFrtEjD8Vjv5OSt3V3ZyKhuTAVDuxsbvbs1B4z/2Ld3qetmfrKn72cTk3nBG+pq/3p7efeYJSIqY6mU926FTTvmX8vcQzkudF0+/ojjzgzLco0QNm2fpy2XSvoK37xbaXr+PssWj+cX7kpfpLkV4TmzHAQD7v33ObOzHMhgFBu2LGe2bMpIp32tnU07lRDl2P4pPteFDueeuxwxM75BhqJYv6XIU3CUngnbAfD7J9vCnlFahhD/smfnzsiFrr04ZjsA3nj8heza8K7CiURyTzTsfbmkKweskl/Lb+m43jadjysVgEndUED2v6SmDWu6NwJX5s1mr9JpeHZQ2T7JqaXnTZWCQv7L5bEtAMp1c7tlhnAXZvS+sh0A8L5c5n/kJYBUpvaefUp/YDktiVJl+hFPuGpKCG/NO4xAt3+20QHL/M7waGzpIyD+e3Qsb0nOU8nkf42Mnmt/IiIqOOW/W6lc4+WcZhpX0tMAc7NxHym9hSspV3D0nJJzau5/uXkWVLLtvANnUj9reyaUC5L3niuZf0aVSfun6DJTbSjvTxs3swohT06ffssC4F0b2pTyvvGJI4kVGIHVb5kALM8cI1OOM2RbeekeB6rfrMAEEHsA0cIOOuZH9+7Obt7QMwCh6d41Ds/RBdG7jxgchr3cLojCVxTOMTJObNuut8ysYqBNTiJW2CupqKnRr/D0wzzHKhi+mi9+iQ0qH2X6EddJ9XHP9/otnb3tSn18Z26hinvHxz/SucxhoZdXV//tjlx/n4/3nD2Z5PoLRETFo+m+u1XHYi/vYtcefXZkihgZQ3q+fgq64Su8q2+5tZyvAkZe4f0Qwhc5Pf8qTvplV+g10cy/tbNny2Byn1Kmz3P+lGn7pxQY11ynB2an4OjmCsjn9NaWjQerZwZPDFv2Q8+fWMHC393asmu2M9GTscTb2s7c3lj3Jxs3Zne4+pn8/uyVgQkgWglKQSn3/tzSAzAiqKr17SMlINSZF9z2U5mAKzTUrlN9vW77ydxutev5DIEIAKSE43q/VipSj2DQG5GhKMI1zuOPunKmRa6MEKrqCzT40bSsD/3qwSn/N1QH3r3/kr2bW8911GLZlvPTezOjR3M0XX/xLaKx6UILJyIqhMW0fy6kcMB3FwhEEa1ZmcILS0H63hYVrMkfpUVEF0hJKN13/dGjqPJfIlwJCHmmLff7CwJ167Hgmj+OA9ffCg3XIRT2t0KrEK6GWqXJ8pVUAL7w3HP3ejoYxkLRsVgMmzae+zjKV64JoOHh4fe+97333HOPZVk33HDDZz/72X379hW7UmuYlNB02dWeDagtu/MbQJYJPSzHR2VsJpkqdQP716npadnveXRzGRNARABmbr3erxV2XopA0BfZsAUba9DbI+2Z/jWyug676hGPFaJGpwcHPhOINNtWyNNptj8Y2tPeceEJIDU85D54v6iuhmfmCDU9JTZu0q+94QILJ6oYbP+UlsW0f5YrMwei75q/7aLySAApQKn8+xeYACJaUVJB933RVOuevASQstLQI2p8VMYmZg4yDNStVwsOpLItQPgK37oXobAv0rwJm6tVIon6+vmKWGHjiTiAXwvjpGduyhREx3RBGr0VrCwTQLZt33777cPDw5/+9Kerq6s/9rGP3XTTTUePHt2wYUOxq7am6a96Xfbf86xfphQAfedufcvMwBA9mcRYDNXV3gNLZKEKopKg6b5vR1sHhP+L1nYGAK66Rp9dRWVm8GNhOrorBQB/Fw1euTF3sb2+Z0CtyMspBUB7xWu1jZuyEfufP4OVKZ2oErD9U5oWaP9cCP81/1xD4EtRXs05PoioMHzXn1Pt8+6j7dilb539/WVZGJpYeAowAEL4rz/teS+n9Q9ilXr/AJip8usN8fbtufkKru3lL8clK8sE0Le//e0jR47cf//9N998M4DDhw/v2rXrU5/61Kc//eliV42IaLlsWx47mtvMzBC4VAoA5OS4vyggNp1feF7pSgHw7pOyXED7t1//OjL7pKU/bUIPOcrXR09B/Frhy/25G/CwZYf980nDNFUq6T7+qDcmamq0Sw4s+AfJrg74V5PRdu0RzesWPHAZZGe7Gs6fzEvb3Cpatxbi5dYcpdznnoLl73YuoF16meDaMYvD9g8RERWAQirtayhKCX2hVWAVAKi+Xjkxmj0ImG+5ngVJF8rXCp0ZWLaMlrCUUMr3t9jLalFnxOPeopIpp2MK/zo55t1lb0PDzZdccr4aKXx7eCTpnxpfCPGbzY3rAoFzHVU4ZZkA+sEPfrB58+ZM6wdAa2vrLbfcctdddxW3AdTvuG8eGktLlbY1AJ8JV39zeCLzxakRmgI6g+FPT8TCmqgRIqIJW2imwBNpq1YTVZpWowk+5iZay1Q67Tz5UG770E3LKcVMA0IN9jtPekZWXn+7mhh3Tjydi1xzS/6yKY4LA879P8kGTu3ah41b3uOd7lMPAehMp6/xHifE9yG+3+Z76GT7u+2o0RFYlvPQfb5XFCL0sTugn3up4ExO6rmn5XNPe8P6Ndcbr3/TOY+6AM6d31VD+Y+StB27Am99VyFebq1RI8POd745N25Yln7DTatenbJUmu0fIiIqb1KpZNx55LFc5Kob8x6/zaXSKQSj7qkTzuRMAsgJV+HK61VseqmvrxIJCOF4JxjathutO1U6hZqqpZXlOHAd5+EHcoUfOITauqVWCQAU1MSot/189tqbY3rgbf4nWbt7+k+fNwH0Qir1lpNtc+NJd8e7WluWU7ELU5YJoOPHj1966aXeyIEDB37yk5+kUqlIpGgDjM/YziMp86VBXZdOp0SNlIbrAkhDJRWCUqYgfpVMWYCpVFIBmmZq2ttHJnJFhKMCeHXfcI2uVWtajdC6ghEA30xZGxQySaJ2CACjQut33RohwkILLJScJaLyEAgYb35LbrPz7HJGPykAEBs2Gdd75s3pHUIo5Cv8HEu0ePdRL5wG8KP6mvWzq6g8cLbvA8qQc2r1YiHvuOLy7OaNzz0/T8V1I/CO92W35LGj7i9/OmenvL9FAdD2XKy//FXZmPOfXy/goDAptYOX6y9+ae7lfnIPlw1eMVIC0F//Jm1zboU4+1/u4Ci/xSvN9k/b1NSLnn0+hZnmyDtdDb25nnRCqWPByG3dA9mIpuACb+g6CyCiVFCphBDrTfM9HT0AAlBRqfql2pOI/ZuZDOharZLQ9IlUar9Cr3R+3NUNXQ9ARAT2x+J1tnVkeCgIkfn7W9PJaleOTk1VC0jdMHStzrGTEIaZdoIhCLaZiIjmIfIaiu2LWZtMAdAPHDQ2z2QxjEQK49PL6rcD+FuhWl8/JJbZQtB0b1FiuWvaAhA1Nf7Ged96y/zRrlzH8M+2nfm1tkBGxVUKwJcu2nVlTa6/83XPHnWL1PwRqgwbXuvXr7/lllu+853vZCP/8A//8MEPfrC/v3/TppnJIyYnJ5966qnMvx977LGPfOQj3d3dW7eufDd+efRZ+z/+3XjFax4ynZtDNf/rzIkWM7mYAxO6kdSNhB6IG3rcCMR1I2YEYoYRNwIx3YgZRsxYVJcwHSrqOGEpI0pWu46uUC2dtEJYug1SAaiGBDAhVVi6mUkCpCaiUk24TlxoWwUyQzWCSiWk7NP0TdJtmH0mr4CTCnXS3azrAKSmSSGOKhGU8mJPt8CTrrI1cZmnWdXlyCndOChyPQBHHbdPD2xz7XpjpnBHqePQG117i5FLMB9VIiTlXk/hJyRc4IBnQEmHI2P+wocdd0AP7JROja5l8m6mVO1CNLruRk/hJxXCUu7Qc2W1SaWE2OutuStTmnZA5jrpjbnuhKa3Kjc8mwg3leyF1iDdJk/nhTMKESm3ilwnwz6lAGwWAkBK120hRqW0hbbJ83JJxzaFaFRKn22V2kpNClElVVTL7TcChKRs9HxbpxQA1HmKiim4QL0AFHTpSiHGdMOBiCDX4nUULCAAZPKGmlRQygEElI5cWZk+H96LmQsAKrQS83MndN1a6JHCIikBR2jesUYOIABv6Y6AJbSwJ2IpSIFMRApNCdgKpkBE5fq6SiAmtJBSzZ7hTuMKhlK1mlBCSCEAjCgoYL3nUxhVSOr6ZoEa1xFKAZiUclJoG5UMa5qrawrClKpHiAbXbTa8549otK3WYO5bf0xCAJd6/rzTrkpq+kEhXU1XQgDosZ1BI3C1tGtm34ZJxzmuB7Y69pZA7gN8RIl617k083ICjq4/6MJQ6rCRq/qTtpvQjZu03Dl2yrL7jeD1SlZpCCsFYMh2ntUDF9vm9lAwu9t9UqyX8opI7j3+uWkFgJd49nk+mYgDr/RUyU3Ep+Lxup27c2dnOjXa39/U1Cw8B0709dWEQkZzczYSGxwMRiKhDbnlHizXtaSs9vShlUpN23Z9MFcOgPG02RgOeSOTabM2FNQ8Pwine7pCRiDU2JiNpMZGXYXq1lzCwlEqYdt1CxU+YZr1waDwFm7ZEV0PeK4/KdtRAlEj97Y4UiYdp9ZbuMKEaTbkFZ4260Mh7y/ZaduO6obhuWikHAdAJK9w16kN5ApXSk2aVl7h46bZGPJFpkyrKhDwFp60baFpEc8F0HZlWro1nk9BAZOm2eAtyjRH+3qbGptEOKwLsaO2TgiBxx66/trrqm68GbQIJdX+yXrg5Kmbh8YOTY5VO74Fwuc2Y5RQcT0XTBqGIwQAFyKp6wAcTUut0A0ij6FUjWMD0BRqXRuAAqpcJ6AUAKUQlm5QSQ0CgKFklesmhKYpFRJCh6x2XQBxCEcTNbPfvVrHnlJQEA0CAFxNAzAplSlEK1RktiGRkO6U0BtnWxGuprlK9UJUS9nsuSB0KwSUavF80c4qJSG2CVHjzryxA66b0PTdnu/+iFQDhrFVutWz38cLaf8kNe0ST2TYcUd1fbuU0dkDU1J1CtHsuus9hZ9QiEq5XdcSup75mzsUhMIOz/2r15Wmpvlq7riTur4NKjj7fqZceVbTmly30VP4aYUqKVs8Ne9QEErt8LxRPa6yNLHbX/MpXd8BZcwWHnflBNAk3VpPq6FLIarkek+kR0FXarOn8H6pHCG2em/0UnrbzwDiUo4KrVnJ6tmiFNCtUKXkuvMWPuxKAN5m4YR0U0Jv8UTyzh8AUqlBiKh06z0X4QEFCFTpuWv+qFISwttEmZTK1IR3wrCEVHFN1EsVmq2Vq9SoEFGpajz1HAICUjV626Vz2j8jUDE90CygyZkx5mmpTCGqldI9hcchQkqFPUVNKehKVXsi00oBqPXc5OJSuUJ4G71pqcaMQBWUNtt8dZRKCk0HvIVPAoZS1cL3cgKo9bWflSuEdxLjlFSmJuqUyt7E00BMaFVKhj0f6JhCUMkaT2RcQSjV4GvAC1eI9Z7Cp6RMa9p65JrdKSmnNa1WyoinqEEgAHiLGlDQFdZ7vlZDElL4zp9xqdJC2yFkUKnMFWnKkaO6vkG61bNfIlehC6JGKe+3uN1xg8AWT+F9tiuE2OuJdLpyUg9c5mkoDjvuoGZsV05t9pejK08BG5Tc6mnJPGU7USEu8bzcc7ajgMtnm4VBpdrS5pSmXe8ZD9Pjyl5NP6CJ2tkD46484srNrrvdyFXrESVqpbwmFIQupNAB/CJtCuAWz53kMVtO6frLPc3Lk47T5cobQoGa2c9hTMonbGePoe32fIl+bFpNrnsokHu5n7vQlXqZjsDs770jaXtM095Ym8vszG3/TCj1/aR1Q9Bo1jShiaamZgjxrqnEJ3dsfc+2XAtz1ZRlDyDl+UKey9GjR2+77bbVqE0oDMD58Q+itfW4/mWf2H2+DmCF4ELEjMDqz37+wzmRn8yJLPR8fwnumxNZwcLnuquQhRMt3r1zInPP/EcWV9R/z4n8ak7ksTmRx+dEHpoTAfB970YVkFfP/5+9O4+vor73xz+HsCQhgYBiQCCyuSKLIsimLAJFqeB6XXEXFxQfFdTebkoLD3srQmupiiuiuBZrEcHK5oJXqyBLQX+ogFGJLF9MQAhmIef3x2lzY0AIIclJJs/nXzOf+czM+yRheD9eZ86chmlBEMwpOZK21zNrU5KDY/b6uvdj9xrpsNfIPv8f2zs/T0k+8Ei7vS7gKfv6BvqyHLzu3iN77bXPyuvvNVKvDJWX8eB7q7fXndX7qLy8pyu1Y93k4JgmxWsnfZu9vHGToHu/pxLqXFGmWqlm/c9/NE5sEATBB2n7+sdSbRRGItn/ST+37eOfGf/298o8+N6NYk05OFQTa/Ya+f/2Gllbhjn7tGqvkeVlOPjeI6tLrScGQal+MjEIgmBFyZGk1CAIPtrrUGUZCYLgzZIr9ZODIFi215x//WDOvussPVI/OdhXt7y05EpKEATB26Vm7N04NW5Y/Hq7frVxReMmQRCkbMoKBEBl1LRp0+zs7JIj2dnZkUgkrcRX0PXo0WPdun8/k2LBggU33HBDJRVT59jj6//8niAa7R4Emdk5+Xv2BEGwbfeu/IQftBff5eU1rP+Dt5q/L8yvUyehfol3uvZEo3kFBcklEtNoEP0uL79R6Tdjdzdu8IM7vb/Lz2tY7wcH311YUDehTr3I/x28MBotKChIKn3wvEYNSt4bEWzPy2v8w9PtyM9LrV8/UuL2kN35+XXr1a1X4iGvBdE9hYVFST98B35Xfl7qDw++Iy+v1GvZkZeX2uAHB8/Nz69f9wdvNecX7SkqKkqsW+rg+amlfiz5eY3rl/pBlX4tufl5DerVSyhRed6ewiAabfDDg+/Oz29Y+mf+fePSP6jSI7vy85J++FvIKywIIpEGJYLkomh0d0F+w/qlfwh7/YpLH7zMfz/5ySUO7u8nKPPfz478vEaV9vezr4NX6d/Pzry85Hj//eTv4+JWpr+flFIHL+/fzz4OXoHXn31cIvz97O/vJ1KnTotj2wdBEIlE2xzRPKBsqlX/U+yktm2/TE3NLygMguD/fbcj/4fP+db/BPof/U/s4NXy70f/o/8J9D8/cvCw9j81MgDq2LHjhx9+WHJk9erV7dq1K/kB+MTExHbt2sWWmzev3B9upMm/Py+Q0fTfb391qNTzAQC1T3Xrf4q1/s/nNNu3EOcBQPVV58BTqp/hw4d//fXXb7317xuyNm7cuGjRohEjRsS3KgCAyqP/AQAORY0MgC677LJOnTpdeumlTz755EsvvTRs2LBGjRqNGzfuwHsCANRM+h8A4FDUyACoXr168+fP79+//+23337VVVelp6e/+eabxd9/AQAQPvofAOBQ1MhnAAVBkJ6ePnPmzHhXAQBQdfQ/AEC51cg7gAAAAAAoOwEQAAAAQMgJgAAAAABCTgAEAAAAEHICIAAAAICQEwABAAAAhJwACAAAACDkBEAAAAAAIScAAgAAAAg5ARAAAABAyAmAAAAAAEJOAAQAAAAQcgIgAAAAgJATAAEAAACEnAAIAAAAIOQEQAAAAAAhJwACAAAACDkBEAAAAEDICYAAAAAAQk4ABAAAABByAiAAAACAkBMAAQAAAIScAAgAAAAg5ARAAAAAACFXN94FVIXPP/88CIKbb745OTk53rUAAFXkuuuuGzJkSLyriBv9DwDUQvvpf2pFAFSvXr3k5OSvvvqqXr16lXeWnTt3fv7558cee2xSUlLlnYXqb8WKFa1atTr88MPjXQjx9Nlnn9WvX/+oo46KdyHEU1ZWVk5OzgknnBDvQmqvHTt2xLuEeNL/EEfbtm376quvunTpEolE4l0L1Yj/GdmnDRs2FBUVtW/fPt6FhMR++p9INBqtylJC7O233+7Xr9/KlSs7d+4c71qIm6KiooSEhL/85S8333xzvGshnvr06dOmTZuZM2fGuxDi6c4773zxxRe/+OKLeBcClUj/wz499thj119//e7duxMTE+NdC9XIXXfd9fzzz2dmZsa7EKqXc889d+fOnfPnz493IeHnGUAAAAAAIScAAgAAAAi5WvEMoKrRpEmTQYMGpaSkxLsQ4ikSiQwaNKh169bxLoQ4O+WUU5o3bx7vKoizDh069O3bN95VQOXS/7BPLVu2HDRoUJ063mzmB/zPyD517tz5+++/j3cVtYJnAAEAAACEnFQeAAAAIOQEQIO9v/MAACAASURBVAAAAAAhJwACAAAACDkB0MHZsmXLyJEjmzZtmpKSMnTo0E8++aSiJlNTLF68+Oqrrz766KOTk5Pbt28/evToLVu2/NjkBQsWRH7o8MMPr8pqqSQH+5t1NQirc845J7KXHj167HOyCwIh48rG3g6qTaJ2Ov/88yORyFVXXRXvQqgu5s6de/rpp6ekpDRu3LhXr15vvfVWvCsKM98CdhAKCgqGDBmyZcuWSZMmpaSkTJw4sX///qtWrUpPTz/EydQg48eP37FjxxVXXJGRkfHxxx9PnTp13rx5K1euTE1N/bFdJk+eXPy9YA0aNKiqSql0ZfzNuhqE2F133XX55ZcXr65bt+7nP//5WWedtZ9dXBAIB1c29qkcbRK1yquvvvrmm2/Wr18/3oVQXUybNu3GG28cPHjwhAkTkpOTV61atWnTpngXFWpRymz69OlBECxatCi2+tVXX9WvX3/s2LGHPpkaZO3atSVXZ86cGQTB448/vs/J8+fPD4LgX//6V5WURtU5qN+sq0Ht8ctf/jISiaxfv36fW10QCBNXNvbpoNokapvvvvuudevWjz76aMOGDa+88sp4l0P8bdiwITEx8bbbbot3IbWIj4AdhNmzZ7ds2XLAgAGx1VatWg0cOPCVV1459MnUIMccc0zJ1f79+wdBsHHjxv3vlZubG41GK68q4qUsv1lXg1oiGo0+/fTTp512Wtu2bfc/0wWBEHBlY5/K1yZRS/zqV79q1arVtddeG+9CqC6eeOKJoqKie+65JwiCoqKieJdTKwiADsKaNWs6duxYcqRTp07r16/fvXv3IU6m5nr33XeDIOjUqdN+5vTt27dhw4YpKSnnnXfeunXrqqo0Kl0Zf7OuBrXEokWLvvzyywM+1MAFgXBwZaMsytImUUssXbr04YcffuihhyKRSLxrobpYsmRJ586dZ86c2bp164SEhDZt2kyePNmbZJXKM4AOwrffftu1a9eSI02aNIlGozk5OUlJSYcymRrq22+/veOOO0466aSzzz57nxMaNWp0yy23nHbaaQ0bNly6dOnkyZN79+69YsWKFi1aVHGpVKyD+s26GtQS06dPT05OvvDCC39sggsCYeLKxgEdsE2i9tizZ8+oUaNuvvnmLl26xLsWqpGsrKysrKx77rln4sSJbdq0ef7558eOHZuXl/ff//3f8S4ttARAByEajZY9sT6oydREu3fvPu+883bt2rVgwYKEhIR9zunRo0fx9wENGzZswIAB/fr1+9Of/vT73/++Ciul4h3Ub9bVoDb47rvvXn755fPPPz8lJeXH5rggECaubOxfWdokao8pU6Zs2bJl/Pjx8S6E6qWoqOi7776bMWPGOeecEwTBkCFDvvjiiz/84Q933nmn60Yl8RGwg9C0adPs7OySI9nZ2ZFIJC0t7RAnU+Pk5eWde+65K1aseOONNzp06FDGvU4//fSMjIwPP/ywUmuj6u3/N+tqUBu89NJLubm5B/Wlti4I1GiubOxH+dokwuqbb7655557xo8fv2fPnpycnJycnCAI8vPzc3JyCgsL410d8XTYYYcFQTBo0KDikcGDB+fk5GRmZsavqJATAB2Ejh07rlmzpuTI6tWr27Vrt89bnQ9qMjVLQUHBBRdc8O67786bN++kk046qH0LCwu9ZRpK+/nNuhrUBtOnT8/IyCh+IG4ZuSBQc7my8WMOpU0ilDIzM3ft2nXdddc1+Y9du3Y999xzTZo0WbBgQbyrI55iz5Ir+dCf2HKdOmKKyuInexCGDx/+9ddfv/XWW7HVjRs3Llq0aMSIEYc+mRqksLDwoosuWrhw4Zw5c3r16nXAySVXX3vttaysrJ49e1ZmgVSFg/rNuhqE3vr165csWXLFFVfsP81xQSBMXNnYp4Nqk6glTjjhhMU/lJiY+JOf/GTx4sXFn4ymdjr33HODIJg3b17xyNy5c4844oiMjIz4FRVyEQ/ZLruCgoJu3bpt27ZtwoQJKSkpEydOzMrKWrlyZez5nW+88cZZZ501Y8aMSy+99ICTqbmuu+66xx9/fNSoUYMHDy4e7NChQ+xZmKX+DIYOHXrkkUd26dIlNTV12bJljz32WHp6+rJly5o1axa3F0BF2P9v1tWgtrn77rt/+9vffvbZZ6U+6eCCQIi5srFP+2+TICYlJeWCCy6YPn16vAshzqLR6BlnnLF8+fLf/OY3Rx111PPPP//SSy899NBDN954Y7xLC68oB2PTpk2XXnppWlpacnLykCFD1qxZU7wpllw+/fTTZZlMzVXqW29jRo8eHdta6s9g0qRJ3bp1S0tLq1u3buvWrUeNGvXNN9/Er3YqzP5/s64GtUpRUVHbtm379u279yYXBMLNlY297b9NgpiGDRteeeWV8a6CamH79u2jR49OT0+vX7/+iSee+NRTT8W7opBzBxAAAABAyHkGEAAAAEDICYAAAAAAQk4ABAAAABByAiAAAACAkBMAAQAAAIScAAgAAAAg5ARAAAAAACEnAAIAAAAIOQEQAAAAQMgJgAAAAABCTgAEAAAAEHICIAAAAICQEwABAAAAhJwACAAAACDkBEAAAAAAIScAAmqMmTNn9u7dOzU1NTk5uUePHs8880xsfM+ePX369Klbt+4///nP4skbNmxITU3t0KHDrl27giCYM2dOJBKZPn36888/36VLl6SkpDZt2kyYMGHPnj3FuxTPmTVrVvfu3ZOSki644IIqfo0AACXpf4CKIgACaoaf/exnl19+eUFBwfXXX3/TTTfl5uaOHDny7rvvDoIgISFhxowZiYmJV1xxRW5ubhAERUVFV155ZW5u7owZMxo2bFh8kOeff/6aa67p1avXnXfe2aRJk1//+tc33XRTqRO9/PLLF110UZMmTUaOHHncccdV5WsEAChJ/wNUpChAtffGG28EQTB+/PjikcLCwhEjRiQkJGzYsCE2Mm3atCAIRo8eHY1G//CHPwRB8POf/7x4/quvvhoEQSQSWbJkSWykoKBgwIABQRC89957pebMnTu3al4XAMCP0f8AFcsdQEANMG3atJSUlGuuuWbTf2zduvXiiy/es2fPggULYnNGjRo1bNiwBx98cMqUKb/+9a87d+48fvz4UscZOnRonz59Yst169aNvYE2c+bMknOGDx9+5plnVv5rAgDYH/0PULHqxrsAgAP74IMPdu7c2bp16703ffPNN8XLjz322Iknnnj77bfXr1//6aefrl+/fqnJvXv3Lrnaq1evSCSyatWqkoOnnnpqxRUOAFBO+h+gYgmAgBogOzu7VatWjz766N6bOnToULzcvHnz7t27v/7667179+7cufPek5s1a1ZytX79+o0bN96xY0fJwebNm1dQ1QAA5af/ASqWAAioAVJTU7ds2TJo0KC6dfd31Xr66adff/31pk2bvvnmm88///zFF19casLWrVtLrubn52/fvr1Ro0YlByORSEWVDQBQbvofoGJ5BhBQA3Tv3j0/P3/27Nn7mfPVV1/deuut7dq1W7lyZatWrUaPHp2VlVVqzrvvvltyNfb4w32+VwYAEF/6H6BiCYCAGiD2ZaV33HFHyU+8B0Hw2muv5eTkBEEQjUavvvrq7777bvr06a1atXryySezs7OvvfbaUsf5xz/+sWTJkthyYWFh7CmJl112WVW8BgCAg6H/ASqWj4ABNcDQoUPvuOOO++677/jjjz/vvPOOPPLIzZs3L168eN26dV999VVaWtoDDzywcOHCcePGnXbaaUEQDBo06Oabb/7LX/7y8MMP33jjjSWPM2TIkMsuu+yII46YM2fOqlWrrr/++p49e8bvlQEA7Jv+B6hYkWg0Gu8aAMrk73//+9SpU5cuXbp79+7mzZufeOKJ559//uWXX75u3bqTTz65Xbt2y5Yta9CgQWxybm7uSSedtHHjxpUrV7Zv337OnDlnn332k08+mZiYeO+9965duzY9Pf266677xS9+kZCQENuleM5VV10VtxcJAFCC/geoKAIgoFbQ3AAAtY3+ByjJM4AAAAAAQk4ABAAAABByAiAAAACAkPMMIAAAAICQcwcQAAAAQMgJgAAAAABCTgAEAAAAEHICIAAAAICQEwABAAAAhJwACAAAACDkBEAAAAAAIScAAgAAAAg5ARAAAABAyAmAAAAAAEJOAAQAAAAQcgIgAAAAgJATAAEAAACEnAAIAAAAIOQEQAAAAAAhJwACAAAACDkBEAAAAEDICYAAAAAAQq5WBECZmZmPPPLIzp07410IAEAV0f8AACXVigBo5cqVN9xww7fffhvvQgAAqoj+BwAoqVYEQAAAAAC1mQAIAAAAIOQEQAAAAAAhJwACAAAACDkBEAAAAEDICYAAAAAAQk4ABAAAABByAiAAAACAkBMAAQAAAIScAAgAAAAg5ARAAAAAACEnAAIAAAAIOQEQAAAAQMgJgAAAAABCTgAEAAAAEHICIAAAAICQEwABAAAAhJwACAAAACDkBEAAAAAAIScAAgAAAAg5ARAAAABAyAmAAAAAAEJOAAQAAAAQcgIgAAAAgJATAAEAAACEXNwCoMWLF1999dVHH310cnJy+/btR48evWXLlpITtmzZMnLkyKZNm6akpAwdOvSTTz4p+1YAgGpI/wMAxEskGo3G5cT9+/ffsWPHueeem5GR8fHHH0+dOjU9PX3lypWpqalBEBQUFHTv3n3Lli0TJkxISUmZOHHipk2bVq1alZ6efsCte5s9e/aIESMyMzMzMjKq9EUCAJSg/wEA4qVuvE78yCOPHHPMMcWrXbp0ueyyy1566aVrrrkmCIJnn3125cqVixYtGjBgQBAEvXv3bt++/X333Tdp0qQDbgUAqJ70PwBAvMTtI2Alu58gCPr37x8EwcaNG2Ors2fPbtmyZay/CYKgVatWAwcOfOWVV8qyFQCgetL/AADxUl0eAv3uu+8GQdCpU6fY6po1azp27FhyQqdOndavX7979+4DbgUAqBH0PwBAlYnbR8BK+vbbb++4446TTjrp7LPPLh7p2rVryTlNmjSJRqM5OTlJSUn73xobWb58+fXXXx9bzsnJqfwXAQBwEPQ/AEBVin8AtHv37vPOO2/Xrl0LFixISEiIDUaj0Ugk8mO77H9rTGJiYrt27WLLWVlZ69atq6iCAQAOkf4HAKhicQ6A8vLyzj333BUrVixevLhDhw7F402bNs3Ozi45Mzs7OxKJpKWlHXBrzPHHH//iiy/GlmPfglGJLwMAoMz0PwBA1YvnM4AKCgouuOCCd999d968eSeddFLJTR07dlyzZk3JkdWrV7dr1y52h/P+twIAVFv6HwAgLuIWABUWFl500UULFy6cM2dOr169Sm0dPnz4119//dZbb8VWN27cuGjRouJ3sfa/FQCgetL/AADxEolGo3E58XXXXff444+PGjVq8ODBxYMdOnSIPd2woKCgW7du27ZtmzBhQkpKysSJE7OyslauXNmiRYsDbt1b7BbozMzMjIyMqnl1AAB70/8AAPEStwDoxBNPLHUbcxAEo0ePnjp1amx58+bNt99++9y5c/Pz8/v27TtlypQTTjiheOb+t5aiAQIAqgP9DwAQL3ELgKqSBggAqG30PwBASfF8CDQAAAAAVUAABAAAABByAiAAAACAkBMAAQAAAIScAAgAAAAg5ARAAAAAACEnAAIAAAAIOQEQAAAAQMgJgAAAAABCTgAEAAAAEHICIAAAAICQEwABAAAAhJwACAAAACDkBEAAAAAAIScAAgAAAAg5ARAAAABAyAmAAAAAAEJOAAQAAAAQcgIgAAAAgJATAAEAAACEnAAIAAAAIOQEQAAAAAAhJwACAAAACDkBEAAAAEDICYAAAAAAQk4ABAAAABByAiAAAACAkBMAAQAAAIScAAgAAAAg5ARAAAAAACEnAAIAAAAIOQEQAAAAQMgJgAAAAABCTgAEAAAAEHICIAAAAICQEwABAAAAhJwACAAAACDkBEAAAAAAIScAAgAAAAg5ARAAAABAyAmAAAAAAEJOAAQAAAAQcgIgAAAAgJATAAEAAACEnAAIAAAAIOQEQAAAAAAhJwACAAAACDkBEAAAAEDICYAAAAAAQk4ABAAAABByAiAAAACAkBMAAQAAAIScAAgAAAAg5ARAAAAAACEnAAIAAAAIOQEQAAAAQMgJgAAAAABCTgAEAAAAEHICIAAAAICQEwABAAAAhJwACAAAACDkBEAAAAAAIScAAgAAAAg5ARAAAABAyAmAAAAAAEJOAAQAAAAQcgIgAAAAgJATAAEAAACEnAAIAAAAIOQEQAAAAAAhJwACAAAACDkBEAAAAEDICYAAAAAAQk4ABACVKxqNPvroo6ecckpaWlrDhg3btm17+eWXZ2ZmFk/Iy8ubOHHi8ccfn5iYePjhh1944YUff/xx8daHH344EoksWLCg5DHHjRsXiUQ+//zz2OqcOXMikcj06dNnzZrVvXv3pKSkCy64oHjy888/f/rppzdu3Lhhw4YdO3a86667du/eXbx15syZvXv3Tk1NTU5O7tGjxzPPPFNZPwgAoNbQ/1RDAiAAqFwTJkwYNWpUfn7+DTfcMHbs2H79+i1cuPCzzz6LbS0qKjrnnHN+9atfpaamjhs37uyzz549e3bPnj0/+uijgz3Ryy+/fNFFFzVp0mTkyJHHHXdcbHDMmDGXXHLJF198ceWVV44ZM+a4447785//vG3bttjWn/3sZ5dffnlBQcH1119/00035ebmjhw58u67766o1w4A1E76n+ooWgv8/e9/D4IgMzMz3oUAUBt16NDhmGOOyc/PLx4pLCzctWtXbPmpp54KguD8888vKiqKjcyfPz8IglNOOSW2+tBDDwVBMH/+/JLHHDt2bBAEn332WWz11VdfDYIgEonMnTu35LTXXnstCII+ffoUny4ajX777bfff/99NBp94403giAYP358ycJGjBiRkJCwYcOGCnr1xI3+B4A40v9UQ+4AAoDKFYlEEhIS6tT5v/9zExISkpOTY8szZ84MgmDixImRSCQ2MmjQoDPOOGPp0qVr1649qBMNHz78zDPPLDnyyCOPBEHwwAMPFJ8uCIImTZo0aNAgCIJp06alpKRcc801m/5j69atF1988Z49e0rdcQ0AcFD0P9WQAAgAKtf555//ySefdOrUafz48W+++WZeXl7JratWrTriiCOOPfbYkoOnnXZabNNBnejUU08tNbJ06dImTZqcfPLJ+5z/wQcf7Ny5s3Xr1i1KuOSSS4Ig+Oabbw7q1AAAJel/qqG68S4AAEJuwoQJhx9++KOPPnrPPfcEQdCoUaPRo0f/9re/rVu3bhAE3333Xdu2bUvtkp6eHgTBjh07DupEzZs3LzWyffv2o4466sfmZ2dnt2rV6tFHH917U4cOHQ7q1AAAJel/qiEBEABUroSEhLFjx44dO/bLL79csGDB1KlT77333rS0tDvvvDMIgtTU1M2bN5faJTbSqFGjIAhi904XFhaWnLB9+/a9T1R8E3Wxxo0bZ2Vl/VhhqampW7ZsGTRoUKwVAwCoKPqfashHwACgimRkZFxzzTVvv/12gwYN5s6dGxvs3Lnz1q1bS33cfcmSJbFNQRCkpaUFQbBx48aSE5YvX16WM55yyinZ2dk/9oUa3bt3z8/Pnz179sG/FACAMtH/VB8CIACoXIsWLYpGo8Wr27dvLywsTEpKiq1edtllQRD88pe/LJ6zcOHCBQsWnHLKKbEPxnfr1i0IghkzZuzZsyc24amnnlq2bFlZTj1q1KggCMaMGZObm1s8uG3bttjn8G+66aYgCO64445Sn3h/7bXXcnJyyvdiAQAC/U+1VOtueQKAKjZkyJC2bdv27t27devW2dnZL7/8cjQavfXWW2NbL7/88ueee27WrFndu3cfPHjwxo0bX3jhhZSUlGnTpsUmtG/fftiwYa+99lqPHj169er16aefvvfee2eeeea8efMOeOqzzjrrlltumTp16jHHHHPOOeckJyd//vnnr7/++qefftqqVauhQ4fecccd99133/HHH3/eeecdeeSRmzdvXrx48bp167766qvYO28AAOWg/6mO4vkd9FXl73//exAEmZmZ8S4EgNrovvvuGzJkSMuWLevXr9+yZcuzzz57yZIlJSd8//33v/vd74455pj69es3bdr0/PPPX716dckJOTk5V199dZMmTZKTkwcMGPDRRx+NHTs2CILPPvssNuHVV18NguDJJ5/cZwEzZszo2bNncnJySkpKx44df/7zn+fm5hZvfeWVVwYNGpSWltagQYOjjjpq2LBhTzzxRH5+fgX/FKhy+h8A4kj/Uw1FoiVuygqr2bNnjxgxIjMzMyMjI961AABUBf0PAFCSZwABAAAAhJwACAAAACDkBEAAAAAAIScAAgAAAAg5ARAAAABAyAmAAAAAAEJOAAQAAAAQcgIgAAAAgJATAAEAAACEXN14FwAA4VVUVPDizHLsV6dZesIZQyq8HACASqf/qa4EQABQaQoLi5Z/WI79og1TNUAAQI2k/6muBEAAULkiGW3r9OpT9vl7Xvlr5RUDAFAF9D/VkGcAAQAAAIScAAgAap6pU6dG/iMhIaFVq1aXXHLJ559/fijHnDBhQkpKShknz5s3b8CAAenp6cnJye3atbvwwgsXLFhwKGcHANg//c8h8hEwAKipHnrooVatWu3Zs+fTTz+977773nvvvX/961+pqanlO9oRRxxxwgknlGXmE088ce211/br12/ChAmNGzfesGHD66+/Pnfu3EGDBpXv1AAAZaT/KTcBEADUVP379z/uuONiyy1atBg5cuT7778/ePDgvWfm5eU1aNBg/0cbNWrUqFGjynLeyZMnn3jiiQsXLkxISIiN3HXXXfn5+QdTOwBAeeh/ys1HwAAgDJo2bRoEQUFBQWx13LhxzZs3X7hw4amnnpqUlDR27NggCFavXn3JJZccddRRiYmJ7du3v/XWW7dv3158hJK3QMd2f+edd3r27JmUlNShQ4cHHnigeGZOTs5RRx1V3P3E1K9fv+S+c+fO7dq1a2JiYkZGxv333188bf817P+8AAAl6X8OijuAAKCmys3N3blzZ+wW6Lvvvrtly5b9+vUr3pqTkzN69OjJkyd37tw5Ly8vCILMzMy2bdteeOGFhx122IYNG+69997ly5cvWbJknwfPyckZM2bMlClTjjvuuBdeeOG22247+uijzzzzzCAIevXq9corr9x///0XXXRRq1at9t43Ozv79ttvnz59+vHHH//Xv/715ptvbtiw4Y033liWGvZzXgAA/U+5CYAAoKbq1q1b8XLbtm3nzZvXsGHD4pG8vLwHH3xw4MCBxSPDhg0bNmxYbLlfv35du3Y96aST/vWvf3Xq1Gnvg+fl5T3yyCPdu3cPguC222578sknn3vuuVgj8sc//nHz5s3jxo0bN25cq1atzjjjjCuvvHLAgAHF++bn5//pT3/q2bNnEATXXnvtsmXLxo8ff91119WtW/eANeznvAAA+p9y8xEwAKipZs6c+c4777z99tvPPfdcenr6T37yk5JfhFG3bt3+/fuXnF9QUDB58uRu3bo1a9YsMTEx1qCsXbt2nwdPTk6OdSEx7du3//LLL2PLLVu2fPvtt1esWPE///M/3bp1mzVr1sCBA++9997iyXXq1DnjjDOKV3/yk59s2rTpiy++KEsN+zkvAID+p9zcAQQANdXJJ59c/BDEoUOHHnnkkb/73e+eeuqp2Mhhhx1Wp84P3um58847p02bdu+99/bq1Ss1NXXbtm2nnXba999/v8+Dl/o2jXr16pWa2aVLly5dugRBsG3btqFDh/7mN78ZNWrUYYcdFgRBo0aN6tb9vx4jNrhx48YOHTocsIYDnhcAqM30P+XmDiAACIO0tLRWrVqtWrVqP3OeeeaZMWPG3HbbbT169Dj++OMTExMr5NSHHXbYFVdcUVhYWPxGVk5OTm5ubvGEjRs3BkHQsmXLyqsBAKiF9D8HRQAEAGGwdevWL7/8slmzZj82IRqN5ubmpqWlFY+8+OKL5TvXJ598UmpkxYoVQRCkp6cXjzz//PPFy88++2yLFi3atGlTgTUAAOh/DoqPgAFATfXmm29+/vnn0Wg0KyvrwQcfzM/Pv+WWW35sciQSGTx48KOPPjp8+PCMjIwXXnhhxowZ5TvvkCFDMjIyzjvvvLZt2+7cufMf//jHs88+O2LEiPbt28cmNGzY8O67796xY0fsWzBmz5798MMPx26KrqgaAIDaSf9TbgIgAKipbrrpptjCEUcc0blz5/nz55d89ODepk2bduutt/bp02fPnj19+/adNWtW3759y3He+++//+WXX37wwQezsrIikUiHDh1+97vfjRs3rnhCSkrKX//61zFjxqxcubJZs2aTJk264YYbKrYGAKB20v+UWyQajVb9WavY7NmzR4wYkZmZmZGREe9aAKhN8vPzfj0uktG2Tq8+Zd9pzyt/jdStV/83Eyuvrko1bty4Z555ZtOmTfEupLbT/wAQH/qf6sodQABQyfYUBrt2HswORZVVCQBA1dD/VD8CIACoXNGNX+3Z+NXB7VO3QeXUAgBQFfQ/1ZAACAAqS1Hdui/2H1qOHZs3bjS4wqupKpMmTZo0aVK8qwAA4kP/U20JgACgsuQWBVckNS7HjkcE9TZXeDUAAJVP/1NtCYAAoHIdk5w4MO0g2qDpm7ZUXjEAAFVA/1MNCYAAoHI1q1uvT+NGZZ8/c/P/q7xiAACqgP6nGqoT7wIAAAAAqFwCIAAAAICQEwABAAAAhJwACABqnnHjxjVv3vydd97p2bNnUlJShw4dHnjggZIT3njjjd69eyclJTVu3Pjss8/++OOPY+NLly6NRCJLliyJrf75z3+ORCK/+tWvYqufffZZJBKZO3duEASrV6++7JlqVwAAIABJREFU5JJLjjrqqMTExPbt2996663bt2+vwpcIAPAD+p9DJAACgBopJydnzJgxv//97zds2HDrrbfedttt8+bNi22aP3/+WWed1bBhwxdeeOHhhx9eu3Ztnz59MjMzgyA4+eST09LSFi1aFJu5aNGipKSkkqsJCQmnnXZaEASZmZlt27adMmXKP/7xj1//+tdvvPHGsGHD4vFCAQD+Tf9zKCLRaDTeNVS62bNnjxgxIjMzMyMjI961AFCL7CwsSl3yXp9GqTe2bF72vW7+dH1SQp3NvXvsZ864cePuv//+Dz74oHv37rGRrl27du7cecaMGUEQ9OzZc+vWrWvXrq1bt24QBF9++WWHDh2uu+66Bx98MAiCESNG7NixY/HixUVFRYcffvjVV1/9wAMPZGdnp6SkXHzxxV988cX777+/9xlXrFhx0kknrVq1qlOnTmV/LcSR/geAuND/VFvuAAKAGik5Obm4+wmCoH379l9++WUQBN9///2HH374X//1X7HuJwiCjIyM008//a233oqtDhgw4L333vv+++9XrFiRk5Nz5513NmjQ4J133gmC4M033xw4cGBsWkFBweTJk7t169asWbPExMSePXsGQbB27dqqfI0AACXpfw5F3XgXAACUR2pqasnVevXqff/990EQ5OTkFBUVNW/+g/fcmjdvvmbNmtjywIED8/Ly/vd//3f58uVdunRJT0/v27fv4sWLMzIyNm/ePGDAgNi0O++8c9q0affee2+vXr1SU1O3bdt22mmnxU4BABAX+p9DIQACgFBJS0urU6fOpk2bSg5u2rTpsMMOiy136tTp8MMPX7Ro0fLly2Pvdw0cOPDFF19s3bp1/fr1+/TpE5v2zDPPjBkz5rbbboutLl26tApfBADAQdD/lIWPgAFAqCQmJvbo0eOll14qLCyMjXz55ZfvvPNOv379YquRSKRfv37z589/5513ihug5cuX/+1vfzv11FOTk5ODIIhGo7m5uWlpacWHffHFF6v8pQAAlIn+pywEQAAQNr/97W83bNgwdOjQv/3tb88888wZZ5yRnJx85513Fk8YOHDgBx98kJubG/vCi5NPPrlRo0aLFy8uvv85EokMHjz40Ucf/fjjj3fu3Pn444/HHq8IAFA96X8OSAAEAGEzePDgefPm5ebmXnrppTfffPNxxx337rvvHnXUUcUTYo3OKaec0qhRoyAI6tSpc/rppxePx0ybNq1bt259+vQ58sgjZ82aNWvWrCp/HQAAZaX/OSBfAw8AlaXyvgYVDkj/A0Bc6H+qLXcAAQAAAIScbwEDgMr1vzt2vv/d52WfvyeIJiV4hwYAqMH0P9WQAAgAKkv9OkHPRo3KsWPHhkkVXgwAQBXQ/1RbAiAAqCz169R57+RO8a4CAKDq6H+qLXdYAQAAAIScAAgAAAAg5ARAAAAAACEnAAIAAAAIOQEQAAAAQMgJgAAAAABCTgAEAAAAEHICIAAAAICQEwABAAAAhJwACAAAACDkBEAAAAAAIRe3ACgrK2vMmDG9evVKSkqKRCJffPFFya0LFiyI/NDhhx9ecsKWLVtGjhzZtGnTlJSUoUOHfvLJJ1VaPQDAwdP/AADxUjdeJ16/fv0LL7zQvXv3Xr16LV68eJ9zJk+e3Lp169hygwYNiscLCgqGDBmyZcuWSZMmpaSkTJw4sX///qtWrUpPT6+K0gEAykX/AwDES9wCoN69e2/evDkIgj/+8Y8/1gANHjz4xBNP3Hv82WefXbly5aJFiwYMGBA7VPv27e+7775JkyZVas0AAIdC/wMAxEvcPgJWp06ZTp2bmxuNRksNzp49u2XLlrHuJwiCVq1aDRw48JVXXqngEgEAKpT+BwCIl2r9EOi+ffs2bNgwJSXlvPPOW7duXfH4mjVrOnbsWHJmp06d1q9fv3v37iqvEQCgIul/AIDKELePgO1fo0aNbrnlltNOO61hw4ZLly6dPHly7969V6xY0aJFiyAIvv32265du5ac36RJk2g0mpOTk5SUFBv55JNP7r777thyVlZWFdcPAHCw9D8AQOWppgFQjx49evToEVseNmzYgAED+vXr96c//en3v/99EATRaDQSiez/CIWFhdnZ2bHlnTt3Vmq1AACHTv8DAFSeahoAlXL66adnZGR8+OGHsdWmTZsWNzcx2dnZkUgkLS2teKRTp07z58+PLc+ePXvEiBFVVi0AwKHT/wAAFahaPwOopMLCwuJ3vTp27LhmzZqSW1evXt2uXbvi+58BAEJA/wMAVJRqGgAVFhaWXH3ttdeysrJ69uwZWx0+fPjXX3/91ltvxVY3bty4aNEi73EBADWa/gcAqDxx+whYNBqdNWtWEAQrV64MgmDevHnNmjVr0aJFnz59giD46U9/euSRR3bp0iU1NXXZsmWPPfZY69atb7vttti+l1122eTJky+99NIJEyakpKRMnDixUaNG48aNi9drAQAoC/0PABAvkWg0GpcTFxYW1qtXr9TgsGHD5syZEwTB/fff/9xzz61bt27nzp0tWrQ488wzx48f37x58+KZmzdvvv322+fOnZufn9+3b98pU6accMIJP3au2GfgMzMzMzIyKunlAAAckP4HAIiXuAVAVUkDBADUNvofAKCkavoMIAAAAAAqigAIAAAAIOQEQAAAAAAhJwACAAAACDkBEAAAAEDICYAAAAAAQk4ABAAAABByAiAAAACAkBMAAQAAAIScAAgAAAAg5ARAAAAAACEnAAIAAAAIOQEQAAAAQMgJgAAAAABCTgAEAAAAEHICIAAAAICQEwABAAAAhJwACAAAACDkBEAAAAAAIScAAgAAAAg5ARAAAABAyAmAAAAAAEJOAAQAAAAQcgIgAAAAgJATAAEAAACEnAAIAAAAIOQEQAAAAAAhJwACAAAACDkBEAAAAEDICYAAAAAAQk4ABAAAABByAiAAAACAkBMAAQAAAIScAAgAAAAg5ARAAAAAACEnAAIAAAAIOQEQAAAAQMgJgAAAAABCTgAEAAAAEHICIAAAAICQEwABAAAAhJwACAAAACDkBEAAAAAAIScAAgAAAAg5ARAAAABAyAmAAAAAAEJOAAQAAAAQcgIgAAAAgJATAAEAAACEnAAIAAAAIOQEQAAAAAAhJwACAAAACDkBEAAAAEDICYAAAAAAQk4ABAAAABByAiAAAACAkBMAAQAAAIScAAgAAAAg5ARAAAAAACEnAAIAAAAIOQEQAAAAQMgJgAAAAABCTgAEAAAAEHICIAAAAICQEwABAAAAhJwACAAAACDkBEAAAAAAIScAAgAAAAg5ARAAAABAyAmAAAAAAEJOAAQAAAAQcgIgAAAAgJATAAEAAACEnAAIAAAAIOQEQAAAAAAhJwACAAAACDkBEAAAAEDICYAAAAAAQk4ABAAAABByAiAAAACAkBMAAQAAAIScAAgAAAAg5ARAAAAAACEnAAIAAAAIOQEQAAAAQMgJgAAAAABCTgAEAAAAEHICIAAAAICQEwABAAAAhJwACAAAACDkBEAAAAAAIScAAgAAAAg5ARAAAABAyAmAAAAAAEJOAAQAAAAQcgIgAAAAgJATAAEAAACEnAAIAAAAIOQEQAAAAAAhJwACAAAACDkBEAAAAEDICYAAAAAAQk4ABAAAABByAiAAAACAkBMAAQAAAIScAAgAAAAg5ARAAAAAACEnAAIAAAAIOQEQAAAAQMgJgAAAAABCTgAEAAAAEHICIAAAAICQEwABAAAAhJwACAAAACDkBEAAAAAAIScAAgAAAAg5ARAAAABAyAmAAAAAAEJOAAQAAAAQcgIgAAAAgJATAAEAAACEnAAIAAAAIOQEQAAAAAAhJwACAAAACDkBEAAAAEDIlTMAatOmzV//+td9bpo6dWqbNm3KXxEAQLWk/wEAaq5yBkCZmZk7d+7c56acnJzMzMxDKAkAoDrS/wAANVfFfwRsy5YtycnJFX5YAIBqS/8DAFRzdQ9q9tSpU4uXFy5cWOpNsD179nz99dfTp0/v2rVrxVQHABBv+h8AIAQi0Wj0IGZHIgeck56ePmvWrD59+hxCVRVs9uzZI0aMyMzMzMjIiHctAEANo/8BAELg4O4Amj9/fmxh8ODBd9xxx5AhQ0puTUhIOOyww0444YS6dQ/usAAA1Zb+BwAIgYPrVAYNGhRbuPvuu8855xy3OgMAoaf/AQBCoJxvVd1zzz0VWgYAQHWn/wEAaq5Dulc5Ly/v008/zcnJ2bNnT6lN/fv3P5QjAwBUT/ofAKAmKmcAVFBQcNdddz3yyCO7du3a54SDerY0AED1p/8BAGqucgZAv/jFL6ZMmdK6devrr7++ZcuWnnoIAISe/gcAqLnK2bg888wzHTp0WL58eUpKSsUWBABQPel/AICaq075dsvOzh4yZIjuBwCoPfQ/AEDNVc4A6MQTT/zmm28qthQAgOpM/wMA1FzlDIDGjx8/d+7c999/v2KrAQCotvQ/AEDNVc5nAG3duvWnP/3p6aeffumll5588smNGjUqNeGqq6461NIAAKoT/Q8AUHNFyvd9pZFIZP8TqtXXoM6ePXvEiBGZmZkZGRnxrgUAqKn0PwBAzVXOO4BeffXViq0DAKCa0/8AADVXOQOgn/70pxVbBwBANaf/AQBqrnI+BBoAAACAmqKcAdDnB3LAI2RlZY0ZM6ZXr15JSUmRSOSLL74oNWHLli0jR45s2rRpSkrK0KFDP/nkk7JvBQCocPofAKDmKudHwI4++uj9TzjgQxDXr1//wgsvdO/evVevXosXLy61taCgYMiQIVu2bJk0aVJKSsrEiRP79++/atWq9PT0A24FAKgM+h8AoOYqZwA0duzYUiPbt2//6KOPPvroozPPPPOEE0444BF69+69efPmIAj++Mc/7t0APfvssytXrly0aNGAAQNik9u3b3/fffdNmjTpgFsBACqD/gcAqLnKGQD9WKvxxBNP3Hbbbffee+8Bj1Cnzv4+fTZ79uyWLVvG+psgCFq1ajVw4MBXXnkldt79bwUAqAz6HwCg5qrgh0Bfc801PXv2HDdu3CEeZ82aNR07diw50qlTp/Xr1+/evfuAWwEAqpL+BwCo/sp5B9B+HHvssdOnTz/Eg3z77bddu3YtOdKkSZNoNJqTk5OUlLT/rbGRDRs2TJs2LbZclocyAgCUm/4HAKjmKjgA2rNnz3vvvdegQYNDPE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As I can see, the distribution of the normalized expression levels in Nowakowski and BrainSpan datasets are more or less similar. Are the scaled data more similar?
## Plot gene expression distribution of the two datasets
p1 <- plotGeneDis("PAX6", data.type = "scaled")
p2 <- plotGeneDis("BCL11B", data.type = "scaled")
p3 <- plotGeneDis("GAD1", data.type = "scaled")
p4 <- plotGeneDis("OLIG1", data.type = "scaled")
plot_grid(p1, p2, p3, p4, nrow = 2)
![](data:image/png;base64,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It looks like even the scaled data doesn’t show comparible distribution. It needs to be scaled differently than the default way in Seurat.
Note: Pay attention to the normalization factor. Maybe use normalized data for the combination instead of scaled data.
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