New House Sales vs Old House Sales vs Mortgage House Sales
data_ratios= data %>% mutate(new_sales_ratio=new_building_sales/total_sales,
old_sales_ratio= old_building_sales/total_sales,
mortgage_sales_ratio= total_sales_mortgage/total_sales,
foreign_sales_ratio=foreign_sales/total_sales) %>%
select(date_ist,total_sales, total_sales, new_sales_ratio, old_sales_ratio, mortgage_sales_ratio,
foreign_sales_ratio, new_building_price_index, price_index, `house_unit_price_Tl/m2`)
data_ratios
## # A tibble: 93 x 9
## date_ist total_sales new_sales_ratio old_sales_ratio mortgage_sales_~
## <chr> <dbl> <dbl> <dbl> <dbl>
## 1 2013-01 18235 0.455 0.545 0.462
## 2 2013-02 18971 0.436 0.564 0.466
## 3 2013-03 21570 0.442 0.558 0.471
## 4 2013-04 20791 0.421 0.579 0.468
## 5 2013-05 22030 0.425 0.575 0.490
## 6 2013-06 19357 0.422 0.578 0.504
## 7 2013-07 20668 0.437 0.563 0.487
## 8 2013-08 14930 0.466 0.534 0.458
## 9 2013-09 18514 0.439 0.561 0.440
## 10 2013-10 14866 0.453 0.547 0.422
## # ... with 83 more rows, and 4 more variables: foreign_sales_ratio <dbl>,
## # new_building_price_index <dbl>, price_index <dbl>,
## # `house_unit_price_Tl/m2` <dbl>
plot_df2 <- data_ratios %>% select(date_ist,total_sales,new_sales_ratio,old_sales_ratio,mortgage_sales_ratio,foreign_sales_ratio)
plot_df2
## # A tibble: 93 x 6
## date_ist total_sales new_sales_ratio old_sales_ratio mortgage_sales_~
## <chr> <dbl> <dbl> <dbl> <dbl>
## 1 2013-01 18235 0.455 0.545 0.462
## 2 2013-02 18971 0.436 0.564 0.466
## 3 2013-03 21570 0.442 0.558 0.471
## 4 2013-04 20791 0.421 0.579 0.468
## 5 2013-05 22030 0.425 0.575 0.490
## 6 2013-06 19357 0.422 0.578 0.504
## 7 2013-07 20668 0.437 0.563 0.487
## 8 2013-08 14930 0.466 0.534 0.458
## 9 2013-09 18514 0.439 0.561 0.440
## 10 2013-10 14866 0.453 0.547 0.422
## # ... with 83 more rows, and 1 more variable: foreign_sales_ratio <dbl>
plot_df3 = plot_df2 %>% select(date_ist, new_sales_ratio, old_sales_ratio, mortgage_sales_ratio)
ggplot(plot_df2, aes(x=date_ist, y=new_sales_ratio,group=1)) + geom_line()+ geom_point(color="blue") + labs(x = "Months", y = "Sales Ratio of New Houses")
![](data:image/png;base64,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)
plot_df3 %>% pivot_longer(.,-date_ist) %>% ggplot(.,aes(x=date_ist,y=value, group=1,color=name)) + geom_line() + labs(x = "Months", y = "Sales Ratios")
![](data:image/png;base64,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)
ggplot()+
geom_line(data=plot_df2,aes(x=date_ist, y=new_sales_ratio,group=1, colour="darkblue"),size=1 )+
geom_line(data=plot_df2,aes(x=date_ist, y=old_sales_ratio,group=1, colour="red"),size=1) +
geom_line(data=plot_df2,aes(x=date_ist, y=mortgage_sales_ratio,group=1, colour="green"), size=1)+
scale_color_discrete(name = "House Categories", labels = c("new house sales ratio", "old house sales ratio","mortgage house sales ratio")) + labs(x = "date", y = "Sales Ratios")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAIAAAB7BESOAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdP6wT16L3/eVX6OU0PNWm4kY6SHYKRIN0rnixdQqkwyPZCEiBKJ4CJJBspcFOARREKSIowi7YToNsCSQobhGlSIJiSy9XojiyedE5Eg2iwJb2lXKo2NVDc3kav8XY4/H885qZNTNrzXw/ipTEf8Zr/th7/Wb9qywWCwEAAAAAAPT2f+VdAAAAAAAAsB0BHgAAAAAAAxDgAQAAAAAwAAEeAAAAAAADEOABAAAAADAAAR4AAAAAAAMQ4AEAAAAAMAABHgAAAAAAAxDgAQAAAAAwAAEeAAAAAAADEOABAAAAADAAAR4AAAAAAAMQ4AEAAAAAMMChvAugtYODA/u/d3Z2XI/wFE9tfUqfkvAUT/GUbk/pUxKe4qnyPGU9CADmogUeAAAAAAADEOABAAAAADAAAR4AAAAAAAMQ4AEAAAAAMAABHgAAAAAAAxDgAQAAAAAwAAEeAAAAAAADEOABAAAAADAAAR4AAAAAAAMQ4AEAAAAAMAABHgAAAAAAAxDgAQAAAAAwAAEeAAAAAAADEOABAAAAADAAAR4AAAAAAAMQ4AEAAAAAMAABHgAAAAAAAxDgAQAAAAAwAAEeAAAAAAADEOABAAAAADAAAR4AAAAAAAMQ4AEAAAAAMAABHgAAAAAAAxDgAQAAAAAwAAEeAAAAAAADEOABAAAAADAAAR4AAAAAAAMQ4AEAAAAAMAABHgAAAAAAAxDgAQAAAAAwAAEeAAAAAAADEOABAAAAADAAAR4AAAAAAAMQ4AEAAAAAMAABHgAAAAAAAxDgAQAAAAAwwKG8CwAAAAAEuv7Y+veOEOLBpYNcywIAOaMFHgAAAJq6/euO639djwBAqRDgAQAAYBJiPIDSIsADAABAR+Ep/favO6ve9QBQFgR4AAAAmOr64y05HwCKhAAPAAAAs5HhAZQEAR4AAADa8Wby8CnoyfAAyoAADwAAAN1Z6f3BpQNWkgNQZgR4AAAAmCQoxtMID6DwCPAAAADQi0wUf3Dp4MmNOG8EAHMR4AEAAKA1b1AHgHIiwAMAAMBUNMIDKBUCPAAAADQSNYF7x8OT4QEUFQEeAAAA+qL/PADYCPAAAAAwm7cR/vrjXAoCAOkiwAMAAEAXsXu/k+EBlAEBHgAAAJryXe8dAEqLAA8AAIAiYDY7AIVHgAcAAIAWkudtWuwBFNuhvAsAAAAA+EiYxp/cEAcH5HkAhUILPAAAAIrDiv0sPgegkAjwAAAAyJ/CSePpSA+gqAjwAAAA0A4hHAC8CPAAAAAAABiAAA8AAICcKew/DwAFRoAHAACAXug/DwC+CPAAAAAAABiAAA8AAIA83f51J+8iAIAZCPAAAADQCP3nASAIAR4AAAAAAAMQ4AEAAAAAMAABHgAAALlhADwAyCPAAwAAQBcMgAeAEAR4AAAAAAAMQIAHAAAAAMAABHgAAAAAAAxAgAcAAAAAwAAEeAAAAOSDKegBIBICPAAAALTAFPQAEI4ADwAAAACAAQjwAAAAAAAYgAAPAAAAAIABCPAAAAAAABigslgs8i4DAAAASuf6Y/cjT27kUQ4AMMehvAugtYOD9VSoOzs7rkd4iqe2PqVPSXiKp3hKt6f0KQlP8VR+T22sIffkRurFsB4EAHPRhR4AAAAAAAMQ4AEAAAAAMAABHgAAAAAAAxDgAQAAAAAwAAEeAAAAWbv9K/PJAUBkBHgAAADkjAXkAEAGAR4AAAAAAAMQ4AEAAAAAMMChvAsAAACA3Fx/bP1758Glg3xLAgDYihZ4AACAknLOJJflrHLMYAcA8RDgAQAAkCca/wFAEgEeAAAAQtAwDgDaI8ADAABgiQwPADojwAMAAAAAYAACPAAAQBkFNbbTCA8A2iLAAwAAIDvcIACA2AjwAAAA2JBlxmYKegCQR4AHAACAG+3kAKAhAjwAAAAAAAYgwAMAAMCnK/v1x7kUBAAQiAAPAAAAIRiODgDaI8ADAACUjuQQd+WN8LTqA0ASBHgAAICys9vevY3wqc5mR5s/AERyKO8CAAAAQGt2hidvA0C+CPAAAABYe3DpIKjV3fP4DpEeALJEF3oAAABskI/lLBcPAFkiwAMAACC+27/uEOMBIBsEeAAAALhF7Rsvk+GZgh4AEmIMPAAAQLlINpg/uSGEEAcH6yQf/sbbv0YbEs/4eQCIigAPAABQak9uiAO5KG1H7p2dHd/m9Nu/7lixHwCQBrrQAwAAILInN/yb0K8/pqs8AKSFAA8AAICYgrrBM60dAKSBAA8AAID4QjI8E9QDgFqMgQcAAEAiDy4dhAR1MjwAqEILPAAAAJJ6cOmAKegBIG0EeAAAgBJJtT2cWA4AqSLAAwAAlJfyVd+e3FC/TQCAhTHwAAAAUMxuimcAPAAoRIAHAABAWnyTPD3tASAeAjwAAABS9+DSwc7OjhDi4ID0DgAxMQYeAAAAAAADEOABAAAAADAAAR4AAKAsmFIOAIzGGHgAAIAiuP7Y+veO/BRxDy4dCEGkBwBj0AIPAABgPGfTOs3sAFBUBHgAAAAAAAxAgAcAAAAAwAAEeAAAALN5+8zTix4ACokADwAAAACAAQjwAAAApUCzPACYjgAPAABgsKBYvjWuy682BwDQBAEeAAAAAAADEOABAAAAADAAAR4AAKCYGPQOAAVDgAcAADAVER0ASoUADwAAUBBPbuRdAgBAmgjwAAAAhWU30V9/nG9BAAAKEOABAACM5Nt/XnJxONaQAwATEeABAACKgP7zAFB4BHgAAAAAAAxAgAcAADCP/PzzzFQPAIVBgAcAADCec0w749sBoKgI8AAAAAAAGOBQ3gUAAADAhtWSbzuq2tJZQw4AioEWeAAAAI04h6wHDV/fOqw9PPnTxx4ADEWABwAA0JfMFHQEcgAoCQI8AACALnzjOtPIAwAsBHgAAACTSA5op1keAIqHAA8AAKCFkJb2kKcI6gBQHgR4AAAAA9CRHgBAgAcAADBD1AxP4zwAFAwBHgAAIH/ecO4bv5Ov6E6qBwBzEeABAAA0tTVsk8YBoFQI8AAAADnzNr8/ubH8j4QRnYQPAEVCgAcAANAaIRwAYCHAAwAA5Cmk+T0cwR4AyoYADwAAoLskWd35XjI/ABjtUN4FAAAAwNqDSwdC+CwX9+DSQeyl4K0m/YMD0jsAmI0WeAAAgNxEyuS0pQNAydECDwAAYAza0gGgzGiBBwAAyMf1x+5HaFcHAIQgwAMAAAAAYAACPAAAgBZofgcAhCPAAwAA5MDbfx4AgHAEeAAAAAAADECABwAAyJp39Tj6zwMAtiLAAwAAAABgANaBBwAASGQ1mn1HshWd5ncAQDy0wAMAAMTnTOPeZA4AgEIEeAAAAGW2Znia3wEAsRHgAQAAVArJ8KR3AEASBHgAAADFfDM8HewBAAkR4AEAAGKK1Nju9eSG0tIAAIqOAA8AAJA6b54nvQMAoiLAAwAApMIO7Qx9BwAoQYAHAABQwxvLrz+2V4kHACApAjwAAECmaH4HAMRDgAcAAFBmazgnvQMAYiPAAwAAxBE0z3xIRCe9AwCSIMADAAAo4AznBHUAQBoI8AAAAOp5MzypHgCQEAEeAAAgFbTJK1F5caby4szRNxfyLggA5O9Q3gUAAAAorCc3hBDi4ID0HpMztx99c+Hjqec5FgYAckcLPAAAAAAABiDAAwAARBY0BT0AAOkhwAMAACRldZUHACBVmo+B//Dzwwd/f7m/L4QQ4vjZq//ryuXTx6Te+Prhg/9YvVEcP372f93+Ru6dAAAAAABoSOcW+NcPL379zA7hQuy/fHb/64evt77vw+uHF7++73ij2N9/ef/rrsRbAQAAAADQk74B/vXD+y+FEMev3n3022+//fbbo7tXjwshXt7v/vwh7H0ffn5gvfHs8o2rd+6//I/wdwIAAAAAoC1dA/yHn//jpRDi7N3+qs/8sdOX+3fPCiH2//4qJIe//unZvvVGu8v8sdOX+4+uHhdi/9lPNMIDAAAAAIykaYD/8Orv+0KIs/XTGw+fvnL1eGiCt3P/N5tvFMcu93/77bff3A8DAABExhT02XAuAh/0CACUiqYB/l9/+OV3IY598WchxP4f/4r4PgAAgLQwBT0AIBuVxWKRdxm8Pvzc/frZ/vGrj/qXj8k+43pWOKeh3zZ//V/+8hffx//5z3/G3wkAAFBQ1x9v/C8BPiWVF2e8Dy7Ovcq+JACgCU1b4BN69bC7MQ39/stn97/eMvkdAAAAAAAa03wd+AD7f/xLCJ/2dKsH/f6zZ/vi+Nm7q5XfP7x++OD+y/39Zw9+PuPbcB/Y0n5wcGD/987OjusRnuKprU/pUxKe4ime0u0pfUrCU7Ge8hkDr1kJi/OUS5LqmfUgAJjLzBb441/8W/jzVx+tJ6EXx05/s5y/nlnoAQBAQsxgBwDIi5kBPsi/fXFcCCGO//WMu53dmr9e/NcfdKMHAAAKPbi0vdEYAAAl9AzwwZPNW53k//xF4Hx0IvTp4PnrAQAAAADQmZ4BftmU7m0v//DHf4mQHvTHzvw1qJ3dSv7b+t4DAAAAAKAnTQO8lcQ9Y9Zf//Rs37eHvP0+q+neO9b99fSlCH0nAAAAAAA60zTAr9rSX97vPnxtNad/eP1z9/7WFL4c6/7yfvfhz8s3ig+vH0q8EwAAAAAAjWm7jNyxy7fv/vH1/Zf7L+9//dLx+Nm7zpXgPvzc/frZvjh+9dHq0WOX+3f/6N5/uf/y2f2XzxxvPL75TgAAgMiYgh4AkCNdW+CFEMdOf/Po7tWzx+0Hjp+9+ui3b05vfePpb/qP7l49e9x+5/HjZ+8+6ku8EwAAIAKmoE/P0TcX8i4CAGhH2xZ4IYQQx05f/ub05W9CXnC5/9vlOG8EAACAgY6+ufDx1PO8SwEA+dA7wAMAAGTo+mPr3zs0rQMANKRxF3oAAIAMOce3M9YdAKAhAjwAAAAAAAYgwAMAAPjwNsKvOtgDAJAPAjwAAECcPvOMkwcAZIwADwAA4I+R8AAArRDgAQAAApHhAQD6IMADAAAAAGAAAjwAACi78GZ2GuEBAJogwAMAAGzwnZ2OKegBALkjwAMAAGzhbYRnCvpUHX1zIe8iAICOCPC5uf44zr1861305QMAIFXkcwCAhgjw+bAT+O1fd+TTOLkdAADl+POqv8W5V87/pX0eQGkR4LWwNcZ7X0BtAwCANDy5sfwPGuEBALo5lHcByigoe1uPu6oLBHUAAAAAgKAFXkO3f92xxsbLNMtnVCYAAEqJRngAgFYI8FmTTN2sVQMAQAa2/l32zfAEewBALgjw+ZOvBDy4dGAPzLPQCA8AgEKuv7MAAGiFAJ8zK70/uHQQHuO3vgAAAKSEP8EAAE0Q4DMV3mDum9K9D9IIDwCAEvwNBQCYhQCvHTuu0+oOAECWQv7sOp/irzMAIC8sI5enJzfEgV8dwGpj933K8uDSgbPR4PavO1QmAABI1eqvM39wAQC5oQU+O/TTAwAA2OromwvO/12ce5VXSQBANwR4U7ma3Lk74HL9sbj+mMMCAAjE3wgAgHEI8Bnx1hJYqCY9rvEFOZYEAGAKBqMBAPRHgDeYq6px/XFeBdELiR0AgOL5eOq5839d3ewBoCSYxC4fDy4dCEHOBABgaXUbmmlZAQAIRAt8FtJrE6YR3qXkze+M/AdgqOyHPvEXEwBgIgK8AqQmTQSdgpKcGkb+A0BsNPsDAIxAgE8qRmpSW0swaDr6VO906Lzjabv9606Zdx8AAAAoCQK8Yt4oRSc9C+3DaQiJ7hxkAAAAoGAI8Ilokp0MaoRPSTl3eetel/CwAIAM7q0DAAxFgE+LlZ28VQTdRtkVYAC/t/C6HWS1rFMGAFCl2H81AABFQoCPT+f2T8mPzqxbu3fjqj6ubFE25Lg9uHTw5EaE1wNAsdl3qPklBAAUBuvAZyq9e/wPLh1QQbH4HuTbvxZ5YWHnrj254b6pUex9B1AAvjd5E/5wubbJn0iDHH1zwfm/H089z6skAKAhWuCVeXDpwPSYZFz9JmSEgrctupD0vOoKMC4DgNH4/QEAFBUBPqagyoGGaSpIZvWblKb6K9vQd5FgncIs67IsNwAgX1F/eQr/twMAUCQEePWCqgIZVxHiZScSl0FCrijvU9lMFsD1AyBHDHcHABQeAT4Ob/3A1WE7l47NqjqNG1H7KWHzu/6MuHKQL4ZXID0F6BmHrVzj4V2j5QGgDAjwKXJWGnSrQGhSgVZVDN0Orw7yaoR30eRKgw4YXoH0BF1R1q1t6666/Y/zBfz5AACYhQAf2dbmd9dTT27kVj+IXUVWWLfWp5quT0niiVH+LAfDm354AZgr6O5k0F9na9HNHP86AwAQGwG+UGL3os+sEqOkn79kViz2RPRa1TtJ74iBywZK+KZ3PVfoAAAgOQJ8UkWtIuQ+R728op4CJTJohCeGQQbXCdLge13xRwEAUGAE+GiKUQfNrMZD1UoHqR7wYnwjABQGf2IAAMVGgC84mXwV1NVc+ZxnWfafR4hUj2G+q9DDLJLXBnPXF1vQmVUy8QcAAAVDgI/AG2g1rCskKZKJi4cXe6C7LWF0SSlUB30jSnJSkA3mrgcAALAR4EtHhxqwcdPyh4vdPBj7jTokZCPuZ0ETOvzsAAAAFAABPr5ixBVXFAxvqr396471j0zyTKPKHnWbGZwj7/GRfFfG7YrezJ/kQ8ljUCX7nxEUBpdHIR19c8H5vx9PPc+rJACgJwK8rGw6k6cheei1c3uSjYdn6XiHN/eG6HjHJK9Kp9oM72LW/SzGVJuLs4YgZv0KAQAQDwG+gEIqMfrUfYtd0wq53xFjuiZ9zprFW56tZ1OrXfDtVJJjeRCE8wIAAOBCgJcSI7EYIWgvIu2dQSvGqyXT0p5GP/kk/Q7SmM3O92rJvXNEVLol+VL1ESjJbgJQwtWpvvLiTF4lAYBcEOChgLf+HW9Gt0jyvYciv4O6JbG81howhQ7nq2Dzrse7AVqAHQcAAFCOAC/lwaUDZ4uicc3vMRKa7z4+uHRg/aNqa5GLlZiSVOC7keS7Y0RiMaKQSkTaUx1ivymS987gOAMAgNIiwEfw5IaIF1+z51vIqLXeJzfWu+za8VSnQ/MVe/vZnC/rgMhfHvKvTOPAKmyEN+LrEJv8mgJR35JGMYzm2scy7HIBcN8KAIDsEeDLK2H0CsnwsdOgqjntU+UtpHcpvvDi2c/GuA+iasfTGAwfTpNaftTu3NmvKZBwuQdTFPvWjzw7Axt3ilXdtzJuxwEAyBcBHqkLqakbV4mXj38hYxDUFysrkaraRuypVcjwsSEGLRCgoRiHaOs9slR9vnPz852bR3a/j/SueG3R3n4H6V1Rt3/dUdhgnl45XeearxgAAC4E+LJIY6KyzFpxNZllLcY0e85DpNts7ckDtnFTzW/lmu3CpkOreDGSTMg1E+n7ldLRcOZ2+QyvdgyF8hjv3WDC7evwdcjlEwEA0AEBvrAke3Er/5SEYVumTqZP065MSeypBCS3meUM5K5SUSG2yNyYSOlYhW+2YCdIfsIIUcS7ReGsBvPkG8lmiMfWpzKgz98FAABSRYBHznyb8VOtCEZt6LP+8b4r+/qiKSvnFUB475JSxeyMlefoyexp7B7vKf2KlufsAACgLQI8kkqpqd+ugCZvhpIvg3NCqfAasMIsnW8sj90IH6NF1Kzaf1Dvkiz3Ivu5BtWKWlpNBstEksEZibGiodptyjPr+oSGKi/OOP/346nneZUEALRFgC+yzJJhwg8KeXvUOcOT0KfqqU9JEipep1bfaJTqbiofpZIj775sPXSRfhwS8g56jzqVnSVewRKuhpDkoyX5Ti6Y/ZKiAACUHAG+jDSMVb4VQW1lcwAzy2ky0z4Xo1IedS9kTrTCi6EYBzk9Gv5wqRW+SsXWgRvhL0h49LK8lwoAAEIQ4KFG0KppUTeSV6Uw3yXoZVpZtaoua1WY2JLn81SPg31jpUiN8JEU4zKLKsaKhluju+8G5X/0wq830wd6AABgFgI8lFE4s32kxdVTZa8QHnUyebOw9nIIHa7GAmcko79Tsc/C1jeGrGgovyac67c0Xi8nmWEjpb3HhLy4xsa7Rs4DQLER4AsuxqBTTaTaGu+qXLpqwHZozzeh6UNhVjS0Wq/n90jzDJ+weDoc4cwE7WxQ5La/R0EHWdXPl+/20xs2YtBAKgAA8kKAh0rOip2SSp6qDZYqDMQjPx19pINZmCOv/Np2kWmS9X2XzKIJOsjloOVFYcGCjlvQCnOR5hOJUU75Dimx79bJ/BZpe+oBAEgbAR6KKe9qnnbfdZqAIEn+UkyeLnyvw60fba+DmPDTMybfwSH7+0HxJqJXS36vt74y4e9b1CkhMrsU+d0GAJQHAb740m45hCohZyebE+fb8GVop/eM6ZYfjMvwudMhqIeQ6RKv/FfCO7ZI7fYBAEAMBPhSKPYEbEnQ/B4VV1Ea0lgEId9O9VHv+5h4nzG9GeyCpHGPT+1FUuDZFgEA0AQBHsCaq/6dRvN7Xk36BgWJ8DAW6X6cJnstU9p49xlDLidTBhREum/oO9wgjWkpYje/m3L/BQAAQx3KuwBAPrzV+geXDoTIua7/4NKB/nkjKsmdWiWxnWwCwJMb4sDwoCE576D1eGF6l0heTsX7HtmcR4C0DABA2dACj7Iwt6abcclzGYrvjFsFjl6pClo53FKquQzkV0rPrAxqqR0V5S0qY4uQC9dy7q7F3gEAFgI8IIRO8V6fkmSm5Ild7e6H5LrM+pNreLMgyY77zm/n3aBBKTfjH5mSf8EBAFCLAA/ALcv6PZV7FyUHP2Qj2S8an/bl5LpfkMsVlerS6xlL3vxewruQAABkhgAPaFfd1HNGboUlsRNC+LBto+W+C1vnNss+yasSfnsixlM5riGnSbt9Lp0mYs+TZ+JFCwCAKgR4QEe5r/yn9qN9t1awWrgmScxF5jyaMlv7Vqp24fAPPyrZjs6CLgwT137X86sHAEBKCPAoOyNqqMWTcVzUNp1m0PIpv8yYtkcpNle0U7WDktsp3vHMjOQKCygz1xR3R99cyKskAJAxAjxKhKweiZ49+ZXQtskuveNs9enIQF5Tvuc4q5x91oz+mnh7YRi9OwAAFBUBHqVGDTVcZj35ORHZsFrj440hj/2JajcoudmgUB1vB1UNkteqJZm5KgEAMBEBHkDOyjBC3leOy61tTfIl9+nWdxl8is7HP2HZtO3kAgCA6QjwKC+da8/FE3S07ceLWuP/fOfm5zs3ZZpwc7kgvR+a5NaJJrddXDvFgGoAAFAYBHiUC6FdK4U/Hc7cnuNaZdnwBmNNbkmEi3peipT/t95WAwAAuiHAo3RyX6ENlsKfAlOSnqF9H3yvH8lEGjJ4IeoacuGXsSnXgP7ke7IAAFBsBHgAGYk6rb1x4SfSLQmd9y5G2TRpfs9dlhMEpiSlE5fxGn4wjmsdONcqcQAAGwEeQHbCuz+k1BSsT40/pP2wYHE3l1b98GMo3wjvS3nbryZnPNWVCzOgyWEEACAzBHgA5UKN38ubtSLd9cjrFknUPh2R+E5En+PCAdnI4NthdYZnzXkAAOIhwAMA4vOm9yyb3yNNaaF8OvpixM4s94JB7AAAJESAB1BMOs96pU+vflsxsqiGjGi013BqT1dhvv4y2uSCAAAUFQEegL62Bt3rj8X1xz4v0zO3B9EqONlk7jIYN3ddBmvC+x4BDW/ZAAAAExHgAWgk9kTupgQks+4sRKV5et/Kd9y7TWFbuukHKh5TvqQwhWumetc89gBQVAR4AEiLWf1+vakyPLIa0Tk8PeUM4ZFwiAAAUI4AD8BIIa15ObZylyexeNO7ofsecpMlvEEeAAAgewR4ALqTnI7ON9Jr2Aauc0fiqI3wJsr+RkPxjmFeNPw6AwCQMQI8AK05466d4WNnYA1biTUs0lbGzV2XMY5GNjjOAIASIsAD0EvCSnmxZ4nLQPjxv/3rTjnTu8K23zIcLgAAkBICPACThOdznXunm8s6qr7RvbQI4fFY90Fcd0M4mAAAyCPAAzCM0THS0EG8Qcf8waWDwqQvpqxLQ2EuDwAANEGAN0zlxZnKizMsdopSMTT0WsIL/+RGZgWJQDJ06Vl4tUj1OXJdh0b/DgAAoAoB3iTkdpRESIDcWonPvZZfhibHB5cOipTec79mAAAAJBHgTUWYBywhSVKfYGZcQ27QbYhi9JmPevchxoUUcgCjbgoAAMB2KO8CQBaJHfCKlMTITklw9GwciiT0ua0GAICJaIE3g296J9KjbCSr/tbLDv+gXU4wK7rYMbUYre7ICxcPtnLVZz6eep5XSQBAfwR4AAYIj76GJgT9h5E/uWFAIVFOhn7rAQBIiABvgJCWdhrhUVQytXNTavBWXwDjhsGXSsjZ4cQBAAB9VBaLRd5lwBaVF2dCnl2ce5VZSYAsXX+85QXOxmHvi5/ccD+YWWNy0OfmVR54RToX8U7c5zs3XT1HHr2/qeHIjgyEf5dDjmfIG/n6FImrniNfsYn9RgAwF5PYhTk4WLfv7ezsuB7J5ilvG/vi3CvnX6zKizPWaLG8SshTIU/pUxLjnjqy+73YNmL8851lHDo4OHj0/vutI8ztjae/XzvOZ68/Fg8uHdz+dcfzvo1SpVAMngp7ysk6R77v8p447zZ9P+uI94M9r9HqgGT2jXB69P7mwcF3wRsMfGOGX2eeyu4vpkXyK7b1jb7v8n79AcAsdKHXmm96z6UkgG4evb9p//eR3e9zLImXs2whr/l8Z/vL8vX5jgGFjEfmHKl9I9TS7VsPAEA2CPBGck3Qykh4FFLCpLS1Bz7C2QHpyO73hCXEdmT3e+56AACgCgFeX95YzsIqgMXOA8724fCQ8Oj9TVJoEsR4m/xxcF6ThNgYOGgAALgQ4I3hSu80wgMWI/p4Bw2A11ZQRi1GjM/gmrGP0qP3Nz7nJQ8AACAASURBVK1/XI8DSI66EIASIsBrKnzmeaDYjA45MoU3vV3xyO73Rtw3AQAAKBgCvI686d2387zrQTI/SiIk/RoXjPWMwZI3UPQsvFrGdZ0okpDr0LhvOgAAqhDgAejLt5r+6dZ32Zek5IKOeTF61Ftksjq5MarCXB4AAGiCAK+dSHPX0QiPsrEW6w5Ctk+DdVQ/3fquYIc3SRonl0YVcrQ5mAAAyCPA646Z51E2CWvz4Qk/M+Y21YYff98YTwCLhMMFAABiI8DrJcYEqkzBimJzBnL7v6M2BWs1B7gr2+tQpKjI8OE4GpIS3ufiOAMASogArzWa3wEhxJMb4smN7U3rpnTw1rmc3kR0+IcfcylJerJPfcU7hgAAIC8E+CIg56OEQmJwjr3oy9Mk6A2lxdt3pqAHAAC6IcBrRFXvd3rRA1AivOm4bA3LBRj7kDHXIYrXYd7c6SQAAEgDAV5ftKujhCKFImcjvM790p00mWPPV/JEanqmDW9yV3jDwvQDFY8pX1IAAHRGgC8mGuFRDFtr/Id/+PHwDz96X+bMyfq34Jkb54ybzc5VvDTup/geAbKrQvp/owEASM+hvAuApYSR++Op54R2wOnJDSGEODg4ELt5F8Xj063vNA+6QohPt747nHcZCsCIgQaf79wUQhzR6UaD/l8QAAByQQu8phbnXuVdBACJmNVOGDsveSOflQY15NrH5GG1GCHTuRdp75FZXWMAANAQAR5AuRQjdGklx2bbz3dufr5zM41z6jse3ojmdM35rgrJt7LMXP0HmQAIAMIR4LWQRu93etRDQ+FxK6WWW316BYeMuM43wHiPfMKDlk0jfKSmY9cLokZx5aPlNYms3mKoKlj21wAAAGVAgNdRvP7z9LqH5qL21NUneEuKPYV+Aegwm50OWS6kDAU741El2X1nZ3ud13EAACADBHiUTnp9bhFJ4U+BuYHN3JIHXVTyze/XH6v5RIuhR1LD76Zvx3sAAEqIAJ+/9Pq604veS8OKaZkV/nQ484a22UNVV+eMG+FVbTzqeTE0k/sq/BcQAIDiIcBrJ8n0LfSij4TKa5a2No1qO3V5QvIthwW4IHUIt1sHdetQSP0V4GoEAKCQCPAAcuYbFcqQsnSY0tx78Atw5JOHT98p6JUrcEgu6v04AAByR4DPGb3c81XgCrQSmc0XwInI2JHd761/MvigtD8i/HOVNL+rGv6g1c2RqPP2J6HVjgMAYDQCvF6UL3/KDQInUmIkUSeNN4i2zYNpH+etuT150MomqskcqMzOctDNArPo0B8EAABsRYAvGuW3AArP6Dq3uTJukdO2ATCz1GR1psjms7L36dZ3vqfYtcuqLgPJ7Wh71QXRp8BMWwAAQBACfJ4qL87kXQRoKve17tR+dBlGuWsbj+W7ypt+RlSVP+pKciaSvCSMuL+p7VcPAIA0EOA1QuN5XnSrpOrZdz2NAbFBicv0JCm02QWZs3b4hx8P//CjJgVOKGQvQp7KcYU/TcJnLv3nXWdE/hemGNcqAADxEODTVXlxpvLizNE3F3Ici84weESV5V0D6uIuqg7+1oZ3q9t5Bsdf+eWkz10tm3wO1/yC9xYvxi0GDU8QAACFQYBPize0ux5Jr/88Lfkx6FPj1KckmdE80qQtjd0Pn6Yu7dyecXOu6+N8dy3J/vq2zysJunnJ+Eem5F9wpG1x7pXzf2m0AFB4BPhUhPz9CGqNJ3WnzdxgnHHJQz4uvZI4q/hU95MImTqhMP3kt3LtZi57neqHqp0jY+vhMujeBAAAhUeAV0yytzx3iHPnbYQ0N+FrTvLAZjwSu0iZxF4cLmSnyrZIWIFvVeg5RwaAqMadSqVSqVQ6Y1UvLJz5uN/vNBqVtUaj0x/P53kXTCvL66PR57CUBwFeJW1jOdPdmyL36rirAGmkvrySpEGJLvwysFtfty7qbslmoHs4yWXbZVqV5b8jpkzOF+leknf35VcZCNqCl/egyX9E7j9iAApgPu43GpVaq9cbTqeOx6fTYa9Vq1UanbGauDofdxpEX5iGAK+GNVOd71Ou0Vm+lPef924w3zXJtOWqpxapVTYlXEVpkA+ZUY9/XvE16m2a2K3KOfYsiH1sY78xjeEtaq8QbzH0v4ECQDfzfqPW6m0Ed7fpsFVLnrvHnUqtNQz7HEBLBPikjr65ENK+baX3j6eeazLEnfSls1wGn4d8ilXzLlvX63g0vPWjQ8O7QXJcSU6GTDO72l+JJI3wABDbvN+o9VaZul5v741ms4VtNhu163XryWnvGk3nQojmYLFYLBaTbjXvkiAzBPj4woe7e0O7PjE+VWpnV0pjgy40wkOS/KWYPDn7XodFXSjbt1t4LiXx0iHYK+y+nurvW47N7/xuAwUx719bpfd6ezSbTAbdZtURTKvV5mAyme1ZGZ4Ij5IiwMexdaa6kKDuG+yVlSzYn/72jww+RfnsSqo2qE8e0JZv87vMKyNt1lxpzxy2NerIrAyn86hv5T8IOlN4CqKuKWDdZpLceHg5IzXCe5+K3XlH5rdIz4scQELj3VV8b48mg2ZQk3K1Oxm1hRBCTH/6nQSP8kk1wM/nY0txvlsy0V0mkH889Xxx7tXi3Kv00nvQlk2pAUedmSmS8IWjczlEOp8XhXVlQzvk69lEnMGK7kkkLFg2PR00EbSzQVHc/h4FHYH0fj9T7ahPQzoQ2Xy8OU+7NU2793VhU5XP+w3/ae7dGw/cesTCBBn/MrT+o753qxn+0uatvXq93d678qW3FD7FdhfE2uWW9XHTXs334ETcnc2XN6x59gKPbYTtL7fRGVvvWL/cKm/oqY2yC1FPN/JzSNmW5uP+7vvzA3sAxrjTcMwLUW/vPR2YPjhj61zuZeghH0JVxS68kSebKru3DJ+txwuUGZxc9eZC7mNsQRdkZlejbxkKc450uBUS26db38Ur/9Y3Htn9/nPAG4UQh+U2ZT1uXyox4rHvxr1XvsLmdwDyNoaLL02nw2lr+FPyavd83KktA6576716ezQZuBJ2cGF8X+7Hzu/tb7eXvdqdTHxLfc07Ld10Op1OW8OfJMshROTd8b58Oh22asP2Xjvq9oPP3S+d2tBxRqYnvww9SpF2IerpRr7UtMDP+41KrdUbvputHhl3Nr8+02GvVuT1K1NtS1cl1V70vjXIqFXbVFvdw6U3DXg83uqvVjlHq8LEJrMXW1OWuuK42XGrtOmoGJdZVCE/g0E/U+E/X0EblPzR873YwkeUFObuEjLg6tUos3BP4QxblXCeXCWEcMazetue5202G7XrQkG1e96/Zn1sfW+0nkNuNrIGn0+Hrc2t24Wptx2vX5em1ZAozfz9W+s/6idqCUptFWOj1O3lkPl1savdyWKxWPbDr+/NNqeBi7o7447jVGx86rDnN8l9vHM3HA7XZZ2N9kZhvRSi7ULE043cqQjw9mVrm/fvWT821mU2s74gw3tFnGnC6gyfdyn8GdSLPtK4zdwpP4C+G8wspMk0vxejRh51L5In/EiKcZDTo+EPl1rhdzC3jlffGuNjF2xrhgeQudVo8frebDKw53mrVpuD1RRvSVLX/PefpkII0R5Nuo6R6NWmPfh8+Mt64/bMc+3RZOB4vaM00yghYEvLcqDVMXGNn682B6tSi7fvt5ci6u6sUs/yVDg+dTXZXkA5o5+79mh1k6Ha7AZOERB5F6KdbmhAQYBfdnip780Wq/4Vs3fLC/NptyqEqDYHo7Ywf6YJV1DXf1b5zCpYCT8oUp2VWqNBineysk8yRWp+jzGVQOxAG4N3wvl4U9DHK1j4oZDcZnr3gOQnzOM+FJCBdWZ86u1sXe0+XcbAxC1nPnl3uWjZYt2neh3//PpZr0oz7e2mnAHtQOLTMl07sWyEX3cWDhJ1d+zXe/v9V7vfenvQJzh37a/kOrLHPSNSpxs6SB7grQ4vG1fh6ht05bz9UPOrtpD62hhB/+iepZT6GNsNSsnjimQZItU7U81sWdaA5Sefd4k3njbqW3IUlJxzPDsZf3pyUUtr4r2JDM5IpI+wViJQu035t5h1fQJ6aI8W4UbeELhsKQtqq65+eVIIkaDebW+gV7MmMgu5EWCnxaB0udqYTOt3EmHroa/KsF3U3Ql/vZV/NsQ/d7JDCyKfkSinG1pIHuCt69B5Fa7moIjbA0Znpkf3bBaTi8Q3oqRaCwyp3dqrcHn/SW9QusJFnlNVqqp5eHKOuvgW5JXn6MnsaexFAVP6FS3P2QH0thotHpjoVg3OsTNzc2APHJ8Oe61abT0puXuLq0AaPJZ/Ndn7ltsJdshWk/Tnc2s1rH6n02gETCTgI+rurHodB5yK1ZlYFyv+uZMNVtHPSITTDS2ksIzc6sqU7eeBdFgJ5L//899DnlX1KU4J29BkKoj6dMxOuyRpV5djN78Xm0zngpSOValuDUh+fayXGTRHhhK+Nw1jbET5NROywXyvT33+LgDZCUx08g3OgZqDyWy016478qcd7lJaXczu5y435Hbe7/Q9CXM+Xq2EVqvVaq1Wq9UbDqc+E8nlLc1zF0MOpxsJJA/w1rdtfZto1W9j886S1Sofe1pJaCmz/r2adKyNUYwju99bw0TlK5c5rkwWVfEylXW+vI/rMLFfMdJ7yDUT6fuV0tFwDnqXHwAv3ztDcmtq9867wYTb1+HrkMsnAtoJbKq2J3RPpNrsDiYTa/LyvbYj3E2HvZZnpvStQwG2jqO2o6tUgh/v9oa9Xqt2bT0XW79RqbXWcb1er7fb7b290WzmNw4hXMTdiTxaIeVzJ0TkXYh2upGr5AHe+rZNe7vjuRBibs+s6BgAPx93WkPXY8hL9r3ow9d1z7IkyclPquedUNr3lWZlYH2mCVDFKqR1sqKu3RX+FCxKxlpn+TV5ckM8uRF5+jp79E2kd3lzdaqz0MUrZNDWkm/El8yiGEDpbR3jvmWcdcCrgz+v2uwOluFutJpZfTXNWuLu+mvNW8uNb5/xbr3g1Spc2DOv22u5TSaTwWDQ7doTvcuIujuePvKbPMdW8bkLK1LcMxJ6uqEFBV3ol/MzDFu1SqVSW46qWE3FOO93GqsHye96SZivQiYfjt1grtti7L62pouQKJh8ofv0xj6kXVHWpCIedV2DrcXOpouyJkdPISPu72TAOe9G3mWJRlW/A+N2HNDBKqIFrO61mo3K2/PVLzZ6m3znfasXuk+rq2NpseW27EQa1Gy+2lpjewKsnr+yyoutRiew3/Z8vYK1Pfe73QN47+nAu8Da6ohsF3V3VkX2PxU+nxv73EmLuguRTje0oGIMfHPgXudwvWzB7N3Q+oLV10sXGsvqCG1EvdNZSO8weMlGeLvvt7d9Mvulg2JvP5vzZR0QycvDfo3MYUzjwCqcucCIr0NsMdbuYuaweNT28UY2FDbpA4jEXp/Mr13Ubpx2LmwW3Cq76jvr3PwqlPq2urqnYVu1m0971/xebq/O7l1mzcteRk2I6bBVq7jmUZvPx/1Oo7FqLvRfMs6nxKsjIiPq7oQcLN/PjX7uIou4C9FON3SgZhK7aneymI322suRJptDKur19t5oNjF6AUHXyNhihxaL7z6G9zSOsbU4JUsmve6jkXbHlDtBXuWprMdYu6s8ByeJ5P3hOc4ASm+d0WqNjp1x5/Nxp7FsnN4Mt6uQNu3VGvaUZPNxv9Pwm599FTI3t269Y7X9dcS0U/e0V9uY8Gw+7q/mf5eM2kJUu5PVjOhiOfy6Zs+eXqu1evYY9822wfUOXnM03c/n406jUlvfoti4gbG8q7FsqZ4v9zPq7qzXVa85eg04zoRb1HMXXcRdiHa6oQF1s9BXm93BcqSJ49HmYDGZDLrevizI0uLcK9cjakfCK2k3jtoIXLw11bKJJcoXDigYHaJ42k36GYs6bCHoXQAAW7U7WXaAnQ7tjFurtYZTIUS9vTdzdXxdt21Pe63Vy1u94bS+N3J1pBXC0b3WsXXrHcuEOXO2zDkLY29949VRuuE2B5PZXttbJod6e8/dNljtftu2S+xI/MOpqLftfdzoCO5Y/7xSqdRqq4H3UXen2n1q9TN3fPTqg32ObeRzF0PEXYh2upG7FJaRK6J4FVD9hQzVlt9IZvVs3Sr0MuVRO3GUJUkDZhpD3wswOZ9YzR+mzzWmw32EzJRkNwFArVUHWOfaX/V6ezSbTQY+CbDada0UVq+3R7PFpOvfNXq99Y3N19uj2WzhTZgBL2/vjfxevX3XBpPFbLTn2p6or7bot4PepdCsV88mg27T7rjuHHreHMxGG3cK7MbniLtTbQ4WPgd3MjgfuIORzl0c0XYh4ulGvg6p3Nh8Pv59995Pb6fLzi31el2cvPLtrfORpn9EUr6BanHuVeXFGecjf/rbP4JWic9AMe6AhPDtlRBvr2O/MSXe8hzZ/d6gBcyd5deqYHDR7coHAIWag8VikPiF1WZ30OxKbSfw1dXuZNENeb3kxiO/XGJz3WY30vZCDof/Yaw2B5Ogoxtr713bGr/zWVx7e2E3Xxd4foQQ4ddHtF1QfP6QHmUt8PN+YzUyxR7vMZ1Ol2NXJCae1J253YyjRhRXjdlumUw4OXZ4RTze4c29mTfomAQdlvCnVJbMT6pTD5oVtErVvl0wnDUEMetXCEAxjDuVoDnc1zPAxV8TDvChJsDP+455Gur1etuy7oUx7dUKkOFdjKsrfDz1POEW7CQvk390GCWewTlyDVeW7FefZon8qU3vhCioYlDfDeiGywNA7sKWhbPXtmMGdyilIsDP+9dWUxyMZovFZDIZWCaTyWIxG4UuZYA8/elv//CuYe7835T6HeR17yOl2l6M5lxX1I9asNy7Hgi/a8O4W1rIDEELAFBI9tr1m0vXOyeVZwZ3KKYgwC9XE6zvzSZ+s81Xm6t5EKe9Xb/eJeYwIrFoWKStklTudYiyscknf+dr/vS3f/zpb/84+uaC/c/Wt6cxd50I/kYYfVKgm4LNyQ9AOddSOzJ/FgFl1gvfeee/F6LeHjGDO1RLHuCt0R31vachN5dWS1dsLL6ILLjqu95e9M715NJufleS60peg/dd/89O8pUXZyovzmytu6R6DFO6WYBCkrw2mLOg2BTODGLiLWwAxmsOJrPZyG++99lkwFraUC55gJ+9m4rtkzNYKy1uLL5opELWINNrL/U9XFSwMuDM8Kke8EJ+IwCYiz8xAHJQrTatscMrk8mgyzJcSAfrwCdlXF0hqBHeO/l8NuVJaR3yLEm2e+cig/ZwMjxkcJ0gDdwmBgCUTfIAb02+6Df1otP4l6FgEsbU6T/2OMte9NkcDT1zu8i2YGQzxMBlAyV8R3sd2f2eGA8AKKTkAd7qHC+G90LmmJ/37w2FKMgqiN5KZ0hQ/Hzn5uc7N3WbdN3bCO8Kewor1vrU0TMoSaqZ2bf8H089D1kdMMvh6PqcaABlEzRji/43tUvO9UfTNRcdAMCXgi70zVvLOeZrjc547k7xjlUU6nu3yjULozM+0RTgS1XqK/nhtWJ8+AyFIrVFAcMR7GFjPnmkJ+iK8i6Vav2T7+11AABiUzEGfjXHvJgOW7VapVJprDhWUdgyT71ZtjbC59J5L1JTQ0jYM6Ji7S2kJvUwbXvUZ8CIKwf5Yj55pCfourJDu++fCU3+dgAAIEnNJHbV7mS2XAJRCCGmK6sH6u3RbFKY+L5NUG0g41oCVeQMZBzXXS3q//2f/+56gbf/of2WbJrfueoA5OjTre/4FQIAFJuyWeirzcFkMZuN9trt+lq7vTeazRYFXAMx5E5/xiWJzRv/RDoBTOEav+Fv1+Tga9gIn2WNlm7SAPLFLw8AoMAOKd1atdrsDppdpds0hibpUd6nW9+Jzaj5p7/942NepYnl8A8/egcvWFW3ksxdZF11ztrq4tyryoszztdkf1qt1v6Dg4NsPxYAlj7d+k7+j7L9hwMAAP2xDnym0gv5xt0+SI/voci4cpZxI7xzbGdJ7lwAKBLvT3TyH23fLVh97InrAABzRW2Bn/c7u++EEOLErYE1qN1+RIb9riLYeoM/UguAWpK1k//+z393Das++uZCyLJkScrjOhSq6k/eRvjSOrL7/WchhN9pBYASojcQAKB4ogb42bvhcCiEEO2vBqK68YgM+13FZwXUkD7eOvD2ojeR9+5ANvdNwpvZU7oVEs/RNxdYXxcAAB18+vQp7yIsHTlyJO8iAIiMLvSJpDQ9W1RJGreLket0uCeSfVzXYa8BoAAYhgYAMEXUAN8cLCyDpvsRGfa7Css7uC6b5bsUSmn8dhkmJ3dl+AxGwgcN5vQuMeCa2Q4Aysy4P80AAFhogU8qRi5Ve6c/pbHlaTj8w4+Hf/gxpRLqvONpY04mAAAAoAySB/h5v9PpdPrz7a9qNBrbXmamVHNpBry96DVcyVyGDiMasm+Et7nuJXm79NMIDwBB6EUPADBC8gA/ezccDofvZuGvqn4phtPpdNvLCiq9AOmqcNAnMLOsruc9DtPvJaHwKi/OVF6c0fPrg3xlP8yKv5gAABNl1YV+/v5tRp9kBt3u9OszX7qhnL0YXAdTVbu3K/PInDLvawhOyJHz8uNShBe3IAEA2CpGgB93Kk6toRBCDFuVULXeVAhRP1FTXP5SS7X53dzqNZU/lJZZ7dtH31wwpagAAACaiBHgm4NRO96Htb/tlmQReC9vqnStDw+Fcp/xPqVG+OQlESbfmkE4zdu3g4qkYVFRWrp1jgMAwOtQnDc1b43a4pfl/7x9O5xORb3ePnky5C0nTnx1/nyztPE9Bd7J5w8n2+DHU89dNenKizPmrhJv9Uc4ODjIuyAAtrB+ecz9tYG5Pt36jtAOADBLrAAvqs2BvaL7uDNsTcXJbwfFX+M9ISoKdkN0GYbcu26IHH1zIa+99t6aybEwyIxxZ9noO4YAAADZSD6JXe1Eu91uM7g9jqBe9J/v3AzvYJ/S2u+pLjymef/eSEwvvyjELsAgktebQQP4UU7WX+eS34sHAOQreYCvdgeDwaC8g9uVs2sGR3a/p5ZghKBmwxzXhA8vCUpC2zD88dTzkGtS22KjDEL+7Dqf4q8zACAv8brQh5jP5wHPzH7fvSe+mnTL3NM+vBe971PWg842dlfjvNpJ2rzdrb2cLyAZmmJx7pWrP4VxXawRwsTQa11+JpYcRcLoNgCAWRStAz8f9zsNa724QK3ecPpOzccViFVv2NrYnmNrvF29ttZ88o6mzqNQpsr3cHl7CnD6kIHwy4y7SDACIV851y9Dwp8Cfbq8AUDalLTAjzs1azX4beonVHxc0chXC47sfv9585Fs1khL/oeQP6XaOvrmAjOHFZiG/SwW5165loeQ6fgDAAAAoaQFft6/t0rv9Xq73W7X6+7/FkLU26PZotz95y2SkdtaBS0XulX3dRMpaei2DLvvyc1xmXrAF3keOfJOIhsywA1A9sadSqVSafSDRu2Wk3VUOuO8yyFhPu53Go6SzvsNTmgkyQP8/PefpkIIUd+bLSaTwWAweHqlLoSYnvxqMBhMJovFbK8uxHR473dOi4xPt76z0vunW9+Fp/1smt9TUpgKejb3O1yHK0mbOTdoyibf75rkp3NZIkfhf0wJ6gCg0ni31RtO8y6F0ZIH+Nm7qRCivvfUnoi+ev5KXQjx9v0ysFe7k1FbiGlv14SbQhkIqiv4JvatMT4NkSrThYniKdFw5Hmq6wUCIRivAQAAnKrdyWKxmLCmmTRFk9iJk186jnn1y5NCiOm7mf1I86u2EGL4Cwnen0xju+sFuTS/W4s/0VZWAL59+3O/swAAWqH5HQCgG1UB3o/dBC9WCd75SLnZ8TtSA3uWod0Z8MjtCWnYCB+EGF9IeZ1TriUYyjsMHoA9xno+7jSstacqlUanP/ZW7ufj/vollUaj43iNzwB2awj0xvBtyVHR89UqWJVKo+P34vU6Wf6l9R1O71cexz5XKo3NXZLb8ZC9kNr45rYrlYb/sY9cHsldcxp3rIM2H68OruPoh5Zz3m9UKtbU58OWfZD9z/a2c1dmyWehr52oCzF9+34umtXNx6bvZkJsdIbwPlJiy4Hum7MxS77rIOK74rFiZ/LPKlIlvkj7EjL1t/U4t2xMYcplyRUFbfmuBk/zOzLwf9+7m+XH/Z9v7yfcwtt7jdp0PX55Ouy1hu9Gi8F6mup5v1HrOUc4T6fDVu1tezQZNIXVpjccbkQCaziucISJ5QxbGx18Pd7tNhxDqafDXu2tmDn7YY87jdbGWOvpsNca/rQqiTSfPZpOW7Vhe2O/t+14oo17dkWI6XQ4dR/7bVv2lEdy13y92722Pv4nzlfjltOXqnNXUMlb4Jf95X9yTlFnPeZscJ+/f5v4kwDdyAcSPaNLeKmOvrnA2HgTFaO/jCl3JVAe3k5wJHyU0HQ6Fe3RbLFYLBazUbsuxOYY2XGn1psuV59aLF9lzWbdWrZo105sTJUlxPgXazkrx+BbK9K3vwrLatPhcFrfsz5mWRLnfFvzvpUA6+292WzhKO902Io03/m8f603FWL1UetdEsN7fWfPgm07Hn/j4461K45XLWajtnCXwUmmPJK75s86/ss3WvdNtpez2p0sFtYj7dFisfBP9crOXWEp6ELfvLVXF2Laqzn6NljfzXWqH+/2pkKI+ola8s8DCkGTfLI16VVenNGkqEgi+3sxUS8b5reDVnzDeY4rvAK6qO/NBst28mpz8G1bCEcaX64t3R5NBnbH3GqzO5nt1dcZ7vyVujOtz9+/FaJerzs2Y0X68PwuRH1vNulaH+NTEqsNvz2aDLrV6qokg8moLSJOrL2crvvK+XVX42qzO1nHVtkdj71x63DU9552168SVSuAbcw5tiZXHqlPD+acwjxmOX2pO3eFpWIMfLVrfWemw16rZt3UWT407dUqlYY92KF+5Tz95wuJgGe0xblXW7OTNTaeE43YCtApAMVW4HVbR1EBdwAAIABJREFUAZU2u7Uvm+yW4cxKXvW9W+7kvQztVsue9T+rZnvrPSevXKmvN/P+rZBo9tteEp97ANasXFGm5VpuuHetM54HvUlux2NuXDQHjkg9n8/H436/03H1fY9THqlPD+TJddHLGVJ4JeeusNRMYtccLGZ7Vi8a+6FbVv8IIVYDZdy3aWAw2spi0HzxNsl+1yR5U2h+vQEATCTRm3baq1XcrBC3jNfWUNtlDpu9mwrR/qr75cnVQ8v0ua3ZL7Qky7Zln5dYKTBCe/ByeWwxHbZqteV0av7zqW3d8QQbt+eLq9VqrVavN5RYSH37iZDeNWlxyumi8NwVVvJJ7Jaq3cGkO5ivT3q1OZjNvtq9du+tEOLklW9vObtTANCSlfpk8rmdBmlZhRc3C1AkNL8jPclnldPJcja6rayJ7N7NhKiOfxlaYa12oi6G72ZCCLn8LiN8EjxZ1e5k9mXn2r3hsk1yOuxNh72eqLdHT5cd1GV3PNbGXVPN1ev1kyevnPjq/Pn314Iat2XLI/XpQbxHN3I5I20da4qXkas2q46jXa02B5PJZDKZDEjvZRUSBY1rxU2eSUxpFI00C5px57E89Lm3ok9JgKhI70BE9sxmXqspy2onlkPerQHwV85XrWb5t+/ny/CpJL8p62xdbQ4mE2uKt712fdnneDpsXdsY3C6x43E2vpxqbjV34GQyGQy6MslKqjxyuyYjdjl90VE+TJrrwHvM4wywALJTeXFGfs62zDKJqzyZjV/4eOq5zPB4GMSsuy1mlRYFECOrMxE94LA5Dj1E9fyVupj+9Pt89m66CuvNr9pi+m4mN4Fd/JIsZ1qLN692tdntDiYTe7J212DyZH27gza+7FK+d8uVhUOa2WOUJ+jT5cUop6+Uzl2hZBbg5+NOo9baZdBCURWgqu3chfR2xxv79T90VoM8jah60vD6id2vhLtF0I030jMRPRBsOabaZ9b1cadSqVTWS4BVvzwpxPTd7qoDvRBWcHv7yy9vRfL8bpfkF/eM5cs161YN/H5hcTmJ2ur/+o1KpVJxLQVXbS6Hj29+3PYd3yS18QCr1ff8mqrlypPk0+WFldOX7Lkrs/gBfj7udxq2TtiUB/N+p1FrRZ/EADorfFVbw1yUu6Akz7HSh+uLqcPJ4tYPAJTEehmqxjoZzMedRmsohGh/u57OuvlVW4jhcOgY7V798qSYDodTJW2sqxTYanT6yw7A83l/WZD19OzWfHpi2OpYxZ2P+65Z09cbcmSd+XjZXXwVJuV3PKCUIRtfzRW/69hwv7Fc4ito92XKI7dr0iKWMzjQS567MosV4OfjTqNSa/WGU9uw16r53V6yXtojvMNEKUUdHTJVQkQyAIXkbHJn9DsQXXMwals5rrWaAt1qxKu3RxsDwa24J5xBcfWQkgnsqt3JqF0XYjrsWTOsV2pWIKm3R45FzperlIuhVdxaqzdtj1YraS039HTPtUeVWqvn3iXpHXeVcvvGV+t1Dx0b7k1FfW8UtsC6THkkd036iEuWc5X0a0F9EyTPXYnFCPDjTlBr+rRXc54Gq9e8/dJ6e28W+VoAshEUoe3H9ZxtDtgq4xtGxt2NAlwO//Dj4R9+JL0DMTUHk9loPR+aEPV6e280m7hCwGoJM0dr+7I5XEl+d5bEfsCvINXuxLEWdr098qaVate1R/67JLnjMTbeHGzsR73eHs0Wk27TOl5BTdky5ZHcNUmS5ax2n7pWHw8u/Lpc8YtVQJGXkZv379k9IdqjmbXEwHrVgGlvd9wdNF0LCcitRoDCKUZV/uibC94IlLAJ+uOp58U4OEA4OmsAQDE0B4vFwP1gtTtZdD0vrTa7g2bX8+Ktb/X9iCxKMphsvKbq+QCp7Ui/LPq7/F+ycSD8jopMeWKUOfg8SZRTCO8Rj3/uSipqC/x6Xof63syO5NXuxO5sMvxlvJHe6+292WJCekcJhs0DesqsEV75ZrnPBf0xET0AIEuxJ7Fzd29ZDSER4u0vnWvL9F5vj2aTQYKxCh9+ftjtXlzqPvz59Yc42+hevHix+3OMtyKSAle1C7xrqnCINOe9fabnKaPFHvqjdz0AIEdRA7y9lJ9nasLluBWxnD9yGd6TNLy/fnjx62cv9/dX/7//8tn9rx++jraRDz8/eLa//WWII0ZV25UiNIkQ3mJknyI0ORTy6E8BFx2+RwAAAMWW0jrw9b2E4V2I1w/vvxRCHL9699Fvv/3222+P7l49LoR4eT9KWzrxHTFkkzrINkgu0n2fVBvhSe8A5Ll+Mfi5AAB5qQT4+t7TpFP8f/j5P14KIc7e7V8+fUwIIcSx05f7d88KIfb//koywRPfkUBIfYKqRmyVF2cqL84Y193AFFu7RaQ0GJ4TCgAAkI00Anz728Qr9H149fd9IcTZ+umNh09fuXpcOsEv4/vZq1ePJywNYilAnV6HoF6kZgrnvhTg8kAIRlgAZca9WgBIT0pd6JP61x9++V2IY1/8WQix/8e/tm7h9cOvn+0LcfbuN6zerQdtk2d4DUPbYmuIupoRvJd05UWiX0nveVeb3rmuoD8monfiXi0ApKqyWCyivH7cqbSGQgjRHi0GTdmnovrwc/frZ/vHrz7qXz4m+8yG1w8v3n8prJdJvOUvf/mL7+P//Oc/Y5W/RLxVf7vu7npq6+N5kSlPSmXO8aNViVQ8zffFRLEPacg3N0kBYm8nfLNcKtDQ5zs3nf97+Icf8yqJPnzvBur2V1UHnz59yrsIS0eOHMm7CAAi07QFPhlr/rvjV2+HhnyooO1fR7Wcu5neLidsCNWcd++Kvb9lwBkEYOMHAQCycSjvAsSy/8e/hAgK5zHie1BL+8HBgf3fOzs7rkd4yvcpi/epg4MD612+r9S88GKV2w8ODrzPhm8w5NnFuVeuGo/9sqB32Ycx92MV72z6vj6vwhfvKYvMuz6eeu7q2lp5ccbbuz7qBfDx1PM0LlFL7oc3jf3SpCQ8FeMp34ZLrUqY5VMhXeVd782yJiBfAAAwSOwW+GGr4mL1n/d9ytYZKyn18S/+LeCZDz93aX2HPIbnqcXxNEjCGem9rW1MGAGUE7/8AJClYnWhX048T3zPn6F/zksyIkAhycxm6PWguRyPasarvtM1F/pzDYkvCZmp5vn9BwC1onahr51ot9vxP+5ETeplx774sxD7fh3lrenp//yFbz5fLj4n9p99ffGZ67nlY2fv/vaNe2p7KFV5ccYbg52Ve1ff3aNvLqRR9bdr/LQKoiRiXOrejvSa0LZggO3Tre9KPvl80J01vr8AkKqoAb7aHQxSKcimf/viuBD7//XHB3F6I6p/+OO/RFgPeuRAwz/VupUHQVK6fYPY4p0RTiJQNkF/Z/k1AIC0aTqJ3bEzfz3+bH//2U+vLzsbzF//9GxfiON/PePfQf7Y5f5vlz2PSq48h4IKCSTk/GxwnHUW4wYcJxSAL9I7AGRA1zHwx8789bgQ4uX97sPXH4QQQnx4bc1PF5zfgUR0qHkUIBoVYBcQiQ5fHAD5+njqOT8FAJANXQO8OHb59t2zQoj9l/e/vnjx4sWLX99/ti+EOHvX2ZD+4efuxYsXL3Z//pBbQaE/nSNlAabNo9IGAKWi819VACg8bQO8EMdOf/Po7tWzx+0Hjp+9+ogp6EzAlNGquCpJRGWUFr8q0F85J6IX/G0CgGxpOgZ+6djpy9+cvvxNyAt8R71Hfw3SlPGfdt+WASZLy4vMCkOcGq1ockY0nB0TcGEiegBA9jRugYc5dKjuR0U2yMXi3KsCjBoomEhnhC8OgKj43QAAhQjwKIvwCoSJ9yC0VdTezpUXZyovzmhSE9WkGHxxgK0+37n5+c7NwrTVy/z4cKMWANJDgAf0okkwi6QMC/U590XD/SptkNbqrgrg5czthcnwTqX98QGAvBDgkQPX3/vMKt961vLLU/spQ85HljS/qwJ4E3shMzwAIEsEeJRRUft4m8K4exZlC4dB+5vvcXB9etlOCoxQ+PZ2vncAkLtUA/x8PrbM0/wUaC33qCbT2p97IYun8L2aC7Z38Qaspj3MNeSLWbDjD3N9uvWd7+Mh6b1IwZ6x7gCQPXUBfj7ud/qOpD7uNGq1lqVWaWw8h+IhA5fc1guAKwSq6NlBALBtjehFyvAxuDrB8dcBACJRE+Dn/Ual1uoN381Wj4w7reHU8YrpsFfrjJV8GBBMpoGd/vOIhFioFU4HiqHkGR4AEJuKAD/u1HrTjUfm/XtDIYQQ9b3ZYrGYjdpCCDG8Rys8smXoff0SRhQTd9nEMsvTc+/0LBXg5E3mh3/48fAPP+ZSGLX4AgKADhQE+PEvQyGsrD5oWg/N3k2th552q0KIanMwagshpj/9ToJHLkKSvA4h37cMxe5kWLDdyVgavUi2nhEj6u5GFBKlYg+S946WN70RPtIAeL6bpTHuVCqVSmiv220vsZ5v0Oy3QeLA6mI+7ncajpLO+w1OqFrJA/z8/VuxzupCiHWkv3Lefqj5VVsIMV33sQdQHubGdSMqnbkcXh0mr/p46rkOxQAkeTP85zs3cylJBvhuAiU13m31htPtr0N8yQO81dp+8ks7q6/y+8ZjKAFvitAqtmlVmELiCEM5zfvOFEblxZnCrxyRnqCJ6MOfshU4wwOAEKLanSwWi0mXXKhMCsvIWU3yQrS/aqrfOIqCieVQAASevLDCnELOI8bRU8g3vctEej1xbQCAJpIH+NqJuhDi7fvVuIb57z9ZA+BP1ByvslrlNx8DMqZ5H4GikjzIGt7E8VZYS9UpVNtc57qiSnVSYIpIzfImDobnr2d5zcf9TqOy0uj0x9uGNs/H9hsana2v3nhn3/FOvyHU2wrjO5zeGpK9MZx8Pu40HNtpBJRzPu47Xhf0Ku+7ZDa+ue1KpSFxaGXKI7lrTuOOddDWJ85x9EPLOe83KpXWUAghhi37IPuPgY9+IcF2KPEWql+eFGI67e2Ozw+a1fl415qR3jkAfj7utIauxwCE0DDNKvfx1HOtYuFWhQ+K8mckx7o7sQH629rM/unWd67QfmT3e3Mb5/Xh+hGrvDij/+/2//j//meWH/e//5//N9H7x52GZ53o1vCn9mgyCOh3O+4sA93y5a2aaLelPuvdbsMxlHo67NXeipmzH3b0wvib9xub62lNp9NpqzZsjxbODfm8bNiqvd3ycXIb9+yKENPpcNoavtssw5Yte8ojuWu+3u1eWx//E1aEi1NOX6rOXVkp6EJvzU8nhq1apVKpLb+k7W+tL9i832msHiS/F5+zbk09OxIOl6HMugdhohi/KpwUZMyZvcnhKKx53wpd9fbebLZYLKyVoutCTIetgCnGV0147dFs9XoxHA79Xuo2HQ6n9T3rfdbHiGlv1241j1GYoL261psKsfooa0N7deFa/3q5aLa9J6tXTYetkJnh5TY+7li74njV1jW4ZcojuWv+rOO/fKN132R7OavdyWJhPdIeLRYL/1Sv7NyVl4ox8M3BbK++8Uh7tF5Qbnl7pd4eMXlBKSzOvVqce5VLHJWptXOLIVVFGqQQdDkp3CNmDpO09VfF3MsMhWEt9i6f3rd2pNfq90GTYiBfy0Gy7dFk0K0uq/TV5mBiLRXtyNZryxG0e08Hzerq9e7QEKi+N5t0rfdVm4Nv20I4huzGKEwAazbu+pXzTTumVJvdyTq2CiHEvH9vuPw4+2XVZncy26uHpmGpjdtHqbt+lag2b+3VRdAKXnLlkfr0YBtLjMUrpy9156681ExiV+1OFrPRXrvdbu/tjWabt1vq9fbeaEaPCGQtqONcjrcYEE7ngQPKL5jYI8x1PkoAlNB2BgpLvN9DDXcEUaxil2eO6mVX3PV0WLZl4tvsgVs9f0UuwW+uZmXNubWKiTEKE2S54d61znge9Cbr4+p7t9wfZ+3M9KffA94ps3HRHDgi9Xw+H4/7/U7H1fc9TnmkPj2Qp+d09HKGFF7JuSsvdbPQV5vdwWAw6DrvygjRHCwmk8HmYwAghKDhVIVUj6F1s8DEareJZc4FBypHxZjNLgS/8MWybM71mY/aCl6BTbDuZaWrX56U+bzQma9jF8ZrdUNhOmzVasvp1PznU5v2ahU3K70Gfpz0xu354mq1WqvV6w0lFlLfWh75XZMWp5wuCs9deSWfxM7XfD6vVgntQPk45xAyt/YWKdUcfXNB/3mSJMnMY6fnaTVuTkQAEMlnlcuaO42HWS0snZoohQlW7U5mX3au3RtOrSw6Hfamw15P1NujVdd/K3OmtHHXVHP1ev3kySsnvjp//v21oMZt2fJIfXoQ79GNXM5IW0cEKteBd6wrUKvVrBkUxh3WBQAS0zMyBSneIAXXviTfNW/UJHwCJXT4hx9lXpbv7wPDduAQpX+zZFN7fMo6W1ebg8nEmuJtr11f9vCfDlvXNga321O6eYUNFN628eVUc2I5Hd1kMvF0aPYnVR65XZMRu5y+6CifiKoAPx93GrVWb3WHx2k67LVqjZAZGgEIYVpKBzRH6oiHe0n50r8XPX+qympzELrTcqh7UJd3d1RT0TAfuzDhqs1udzCZ2JO1uwaTJ+vbHbTxZZfyvVuuLBzSzB6jPEGfLi9GOX2ldO7KRU2AH3dqy8X86u32XtsxN0XtRH01+oJ1AbDJVQmgtg2hR3iIcSkW+Oo1aNfIFQCQmuWA6uEv7iY5K3b59YlejmnejIrLOcyyKYxfWNwswLzfqFQqFVdDY7W5MdXe6uO8082PO5VKpRKUcaQ2HmC5J75N1XLlSfLp8sLK6SvGhQQ3FQF+ucajaI9mi8lg0P3K0WGm2p1MfBZvBAAhhAmhy7eE+hc7tgLvGqAhby96rRrhDbqFh7Stgler0ekvJzWfz/udhrXSu3dGdCGEtcTYtFdbJdz5uHMt+njp+IVZ9uIftjrWcN75uO+aNX29IceI3/l42V18FSar3W+tNc5qjpfNx8vPa38bsCib1MZXc8XvOjbcb1SscBW0+zLlkds1aRHLGRzoY1xIcFEQ4FerAs6CZkOoNgdP9/zvtQCq6NByCyRhxDVsVrwne6AwNPl9MOsXAIpVu5NRuy7EdNizJjWv1Gq94VSIensUsK54tWtFgNWE6bXWcNput7MrzHKVcjFs1azP703bo1F7Y0OrIrbsSd1rrZ61pfVY8uZg1R5pv8zqfrzxquD9D974Moyvirh6RX1vFLbAukx5JHdN+ohLlnOV9GtBfRNiXEjYlDzAWyNZPGsFbgrsLQGkozCzgiNjsSOf/BuTVMQ1qcRri3QBE7nWk/vT3/4R/vrPd25+vnNTq4Z6SfyCGa85mMxGzsGy9fbeaDYJCYPV7mQ2smdPq7dHs8FXWRam2p3M1q+pt0czT2GrXWs7jg35bWn1cfXQV7nJbLw52NiPer09mi0m3abVfSCoKVumPJK7JkmynNXu043x1GGFX5crfrHKKPkyctbUBdv6YVS/PCmEii4zAJCUN2wHBb+QQKjDumXkVaBsnLn9yO733sXkg3y+c1MIccRv/fn06PA7CcWqze6g2R0EPd0cLBauJ6vNwaTpfMz7km2bEKLanSy6UQuzeutgsvGaqucDpLYj/bLo7/J/ycaB8DsqMuWJUWbfEyBbTiG8Rzz+uYM/lcvIAUByadf2fLd/9M0F659UPxrZ45yiSGK3urtiv+S7+PoAgIaSB3hroMO2zvEsDABIKGeDajn3Wmcx+iPow4hCaoJ4pg+ZVvHczxdfLgDQQfIALzO8fd6/x8IAAAwTtbYqU70Of03uFXQAZklvJHxKP0euEUzcFACAqBR0oXcsBjD2mWVhPu4sF2xgYQAAOVNbJU1e9Yw02yLxPh6OG4yQ3tD0GCGfbw0AaEvFGHh7kYJhq1apNBr33gohxNt7nU6jsVrTQIj63lMWBoCLK/9QY/BVwgaKzK6Ej6eeW//4PpVNGWLTv4R54cgAsQXNBsLXCgA0oWYSO+cSDdPpdGr9ezicruadr+/NWNcP6SH5my73qqGd5BfnXi3OvYpdHi5FPXFeYIStjfC+K8zFaGAPekvQNyX3n2gAgE3ZLPTV7mAys5YadKz8V7dWG1yQ3pElqhrIjPKLLagCnXEE9e4XXytAB59ufXf4hx/lX598zvlII30AAGlTuoxctdrsDiaTycI2mUwG3SbhHZBGTCowhR1TuU7CeY8PjfBACNfccrbk6Z0fKwBQi3Xg8f+zd/fBcZz3neB/iPgmiRRFURJiE8p5FELlKFw70ibgEowvh010XtLlhElJ2qzrFqqksiCZrTPJq5J9FbhSvJS5V7buioRv1xSZrbjE1Plysq5OoTbkuZRdVMomuGSydtbFaHcNxnAsMBtKlGlZtMwXybg/el56ZnoGA2AATAOfT7ksYp7pnmee6Z7pbz9PPw3LxcJEuNZfRb/WvKpvXhmezje7qezmOBd9ZnpvND8IAItrxQyff3Fk9zOvzP7lHn76mMH0wPTu+/pH5/vYMUfHpouSPF9/5KXy6+aorZpbgO0K5tV9X//o1GNnV3/mczc++fFpn9xKsDdlHUC+zDTAj79y/Pjx2b/c0K5jIcAD9aYeO9toDGeHSwfdtkgO0Js8Yeqxs1euXGnjKzZ5oYhYmNeaD/ndqBZAk43WaY5FVPO5XP/Tn4sGc9fNH58+QCczhB46TvrgyYFUHmVGoyZ5yac8f1wMDzPi6wigw800wO84NjUXx3bMy7uApWaONzOjXqfFttY/3E6ree7UN7VueXKkxavi60fLNx8/P8fL5gFYLHrgyT3xZqma10+2vRPILeR8aaa+awsZnlzITO/J1jvT6e5mdPM5ADqWAM8iq+kcm3vs0WudX6JpmXjZXr4WyDUbcOtq2sp3KbD0tD3AX2zo9Mju7SOn2/16AJ1gjmcfGh2gG2DSLi6GZ8lLj4rvqBHyTkAAtNFMZ6Fv4OLpkWc+vf/42HTPG9rVntcD6HTpqbzblRUdB89F/f0C2jXdermXzwfEQnrr6d9tMai/9fTvrp7v2gCwINrSA396d+/OFtJ7RP/D7Xg5YLloV+7ttL5WMW8pSW9dnbalsVS1a2R4zRbrqwmg87UhwF8c+XTpzvD9/UNDQ0P9/bX/joj+oVPjU2f2mYWeaTkCXs4W5vBxni62b2/lu17eZl9oO/mEnGpx073xyY/Pd00AWFxzD/AX/+T5sYiI/iPjU2fOHDt27NhzT/ZHxNiWXceOHTtzZmpq/Eh/xNjxT//JxTm/GMuE3MLSMKMtedoDdOGzA/myYnFlzkXf4rj6jrpOHoAWzT3Aj78yFhH9R57bt7n4yOaPPNkfERe+WQzsm/edOTUUMbb/GVPYkSUzljgsBpgnNV+wbgCxtJVDvjvJASwB7ZqFfstDmyt/bH5oS0SMvTJefmTHrqGIOP6iBE+2zMPHVjK8O8QwrYU8GZR5NspW2snmsnk4z8gisvkBLE/zeR/4chd8lBJ8+hGo1pYuIGOMl562H6Qu8EZSn95nVwHbdrvMd0uKVcwTl8EDEO0I8L0PV42XTz2W7oJP1D8CKW7UTEiq5IRvJ9pudpc2ZF4G32IpALkz9wBfHC//fHqKuuSxdKq/+M0Lc34lloP68Gb4MfkylxMQTl4AS1Lml5tvPIBZaMMQ+h1PH+mPGNvfu333yOliYi92wZdT/eln9o9FRP/DvXN/PZYfGZ5ZWxrdpA5zO83S2K7IO9shwDLUjmvgN+/71FBExNjx/Tt7d59OPTS2v7era/v2rq6dxyMi+p/8yOYm64GIMCk9ddp4BmfRk/CiVwAy1YzW9pXbmRp9gTQaJ2/8PMDS055J7HYcmxo/MtRf9dDTp4aSf42NJf9N32kOmpLhl7m8p9y815/mar6LfNzkiEgPkHdtm4V+875jZ6amxk89XRokv3nHsfHxU0P9/f39/f1DR06NnxHfmQHHxCxP9Vu+fWG+OTkI0Kkunh7ZvX13/m5EfXp3V1dX1/YRN+BKS1olFx9n7YZ3cWR753ygbb6N3OYdm9P3g9+849iZM2fOnDlzbN8O6Z2ZMik9+SV1d7K53LRyCXS/L4G3sJzVfF7lT7O+a11nO0vB6Wd27j8+tti1YNnp7A1vPu8DD3PWPMOb3G75mN1nbQsBAGCONu87MzU11SEDyuca4C9ezBpIcPH0yO7tid2VqelhfulHWkrm49Nc9C2kxQqkn7bodSat5pRQo0/HWCHmVbtmHFzzS3+e/tO3DUAuzDrAXxzZvb2rq6u395nTtQXbu3p37j8+ljh+fP/O3k65YIA8qh/s6uCYXJjL0fDUY2enHjvreDov5jImH9olPWa+A8fP+0LLu8rly8UQ0NXVtX136Qg/9dj2jL67i6fL5clitU85vTu5wPji6cp6urpKN7I6vrP60unKs7q27z59Mfv65KQ/savyqhkv2+Kqata1ffvuGXRPVpom1V4zaZzMy+mTelZdTn7xdPr9bm9Uy9m9l9ZW3lqbz7w+Lb61tIwtqtL6Tet5cWR7xobXZMNotmHPjxWzWeji6d29yduqc3p37/7S9QL9/f0xlsxBP7a/d3uYxo5ZmnrsbE3H131f/6hDAWAhtdj9Dgug5mex/Ju4+jOfi4grV64sWs2YoX3Pr1vIlxt58q25ruKbI9t3lo/1x47v770Q4596JRUMxsb273yq6qj/9O7tO6suJx47vn/n8eeHTp05tqN65a8881TlwuMtQ/1jWVchXxzZXkkbMXZ8Z++FoaHaJ9W9ZsTY2PGxncdfOTVVedWWVlXzrGRNO3svZNS/3ivPbE9dSl1sr3Qiar1xmsuo5NjYzt7jQ+n3O9v30trKW2vzaddcV58W31qmqi3q4eR+5rOpZ6Z2fXYzN4se+IsjT5V20v6hI6eertooPp2UDJ0an5o6c+bMmanx8t3k9tf21QPMn064AN5g+CXDwB+WjA7snCdHju/fnxzmT02NnzrSHxFj+3t+ODHDAAAgAElEQVR3Hu+vfax81H9xJAk5/UNHxsenppInDfVHjB3fWdudOXb8+Fj/keKzzhw7dmZqKskRQ6empqaScHVx5Kn9YxHRf6T0ikP9Y8dr8tjp3clrFp9TetWIiOOfrnTDtrKqUudk6R2W3+TY8Z3Tz6aevKPK6qvbZkaN01TxraTfcPGjSL3f2b6X1lbeWptXa6U+Lb61bNVb1L7NLdVz876sDa++Vdr02c3GzAP86WeK50D6j4zXzC5fKho6daz88OYdx0oRvoVmhgbMSM8cP/HFys8Gwy9JPlAWXaPp6GF+9R95rniYv3nHR57sr3ts36eGIiIufDM56L/4J8+PRcTQqTPH9pVuVbV5x7Ezp4Yiq3ev/8hzzcfrVta3r/SKx5470l/9pNMvHi+uK5VTNu94Ojm58Mr4DFZV7JwcOnUmHW72nRk/0t9StOk/Mp5afXXbzLRxmhh/ZSwi+p/8SOUNb96x70wlts7lvbS08tbavEpr9Wnp1Rur3aJmUc9M7fvsZmPGAT552xEx9KnaRrv4zQtJya7q8xQ7dpU64Z//EwmeWXPEvNz4xFkwixV+ul7e1vXyNtGLqNsITaxAZ+p/8iOp3PPQlrrHqpVizq7aPsxiOihn2Yy1N15f/5H0AODYXDxpUFn5sVS8u3jx4unTIyO7d9eMw25pVZlPiojY/JEn+1uJNlseSr+h3ofTMXGGjdNMccX7n9p9OnN+8crLzeK9tLLy1tp8NvVp6dUbqtuiZl7PJpVvy2c3GzMN8KWQHv0P99YWJe8koyRp+ZjReQ0AmC+dkI7kduYod53w1//058r/dop2eSh2n9Zlg1LQmWk0SNZXnYojFTUqynOX9fb27ty5f3/d0PjWVxVj+3u7aiWJb7r6Z73zmhq0pXE2FwdDjB3f2dtbnE4tez61WbyXllc+bZvPpj6tv7WWzaaeNdq9Yc/QTCexS6obGdt7qSjj3Nnmh7ZEzLhloM7rj7zU+QcowBKzAF87JuZkCVv3zO+V/13J8H/6e67Gj7bMKrew6gNAOxea1dozVE171t/fv2XLkw/v+shHvvnUTDtay8Fn/rTnPW/ed2b8od1Pffp4Mn14jB3fP3Z8//7oHzpVurxh9u+lhZXPos1brU9Lr95Ifeu2bdvIXPsCmet94CtKffOL9lZYHhod4zr2XQ5az1FO9DB/Wvm2mcUWuDAbbc2r+ObMu5pPsBMm7yxb98zvJf9b7Iqw6No9nnia9ZUmpytOjXbmzJljx/bty456LVWtPA1avblPN962xtm849iZM8kUb0eG+kujn4/vfKrq4vZZvpfpVj6TNq/SUn1ae2utmHU9M83zQPnG2hbgGw+gT427B5iJdqULKYX51glj8qFD3Pjkx2988uOLXQs6QfVF32nFycSaDTFvuL461Z25xeHNR56uyWXVz2ppVY3r3wbtbpyizTv27Tt25kzllgDVF5PP7b00WnlrbV5lFvVp9Oqtm0U9M83TZ9eqmQb48sZee8qh8QD6VJvM85thmRDGlrNWeil1v9P5MrfSxd10c3dBNYlZdMLP69j1Re9ytyV3kuIFzMdfrJ2Uuzgr9kwH7hbnN6uZ5Ls8xXZTpWcVM0xLqyrVv36K9tO7u7q6uuZ0v7BWGycrLJZ6Tot/jWzv6urqqrkVXOU2AXN6Ly2tvIGaNq9eQ0v1mcurt65ZPTO1e8OeoZkG+OJ0k3WnPErvO6u65V1h2qkloUUy/HLW/GjMsRrAopjpgPlFj/osgFLQ2bl990hxEvGLF0d2b9+Z3MyrbgbybJVcVVlfaez26eLKKkrzlj9Tnurs4umR7V01z2ppVaVp6cf2924fSa2u+MT6e3LNSIuNU0xfx3fuTmpw8fRIzazpqbdSmd7t4unicPFSOpvle2lp5S22efWKW6lPa2+tZTOsZ+NA354Ne7ZmPIS+eJ+8iLH9lesOivfxy6xuqUx+B2Zh7idrnO6hFY1O/SzwKSFnoJiFTuhzbp7G33r6d5P/LVh96BSb9505NdQfMXZ8fzKJeFdv7/7jYxH9Q6dauI93KXD1lrpkN+9L7tVemr28d+fxsf6hoXR3bOlecMd3liY47925fyz6j5yqvtl3C6uKiB3HTg0lz0qtrvgG5noFfIuNU0pfxTfUu3P/2NCpU0NVKyq9lXIlkzddXcvZvZdWVt5qm1drpT4tvrWWW7zFetZtePVrmtOGPTczvwa+coPEsf29Xdu3b99emu2//tRN1RmiOZ6kgmrp4xUJbWmrv7q49axl26CR2W0btiio1yi9y+1EROw4dmb81JFUMO4fOnJq/ExL4WvzvueO1ETqzfvOjJ8qP9Y/dGr8zK6au13tOFb1gv39Q6fGp87s25F0Zaf686dfVar+6fW1/Aam01LjbN53ZvxIVT3rXnvzvppKZtdydu+llZW32ubZb79ZfVp8ay1qsZ4ZG17Dylfq1b7tormuqampmS91sXbkRiSnG9IVPr07PRyhtjQfrly5Uv73vffeW/OIIkXTFnVOTZZAUf2Fna8/8lJ6qfr0PvXY2Q6pvKLOLKqfkr1+qVambc/cRJNnNqpG8z7SzJrU138WRc0r2UqDtKUaiuqLaho/OXE5oxU231Zrlqp/uVlXvkl6r3+w5snp57SxeZs0RfL8xfXWW51y67h169YtdhXaI0kdQ6faMCl8G1cF82R2s9Bv3ndmKjkVkmh+uqF/6MiCnIwAlpf0IZqBxwAL7MYnP56Z3ld/5nOrP/O5ha8PS1/2lGazmvi7jauChbVi1ktu3rHv2I59jct7Hx4aGnp419Mf2bHZyHlgzl5/5KX6lN718rapx85mpne39aJjZV7rUXNCygbMQrrxyY9HawPdy4n9RoMnvPX0765uU62g1uaHtkSMxfGdu3eNH0vuBHbx9O5k4rAZzrXVxlXBwpp9gJ/O5n3Hjs3byoHlKDPDN3rmfFcGmrvv6x9tcTuc6eZaHgZvO18yWrlSY1Ekt3NvfZj1TC93X/fM77lCnpnY8fSpoeM7j8fxnb1VE4f3H3lupnNttXFVsKBmN4QeYHHUH9dmXhu/UNVhiZvRpRlz3PBavJv3XK4cybwAHhqZ6W3eWonihtYzR5uLk5DVzno2i8zdxlXBQpq/HniAedG8H14mYf40muhrYZjogebqL8RYsO9DvegspOQy3rYM9G3jqmDB6IEHgIgOSMiNOuHv+/pHF71uLDetd79L7wALSQ88kD+NOuF1vzMjrc+q0EYzesVpn7yQvawsH03SezmuN7+FKgDzRIAHcqk+eokx5FHNsPxFOacA09LNDtAhDKEH8iqd2KV32q4zg7RNnXlS7nWv736f1/Q+06nyAJY5AR7IsanHzk49dlakYQEs2I3ZG23Prz/ykk2dhdf2eeNNRA8wF4bQA0BHk9tZMPrDATqcHngAmBezHoRfTuyt9Lq3cah/zWt15kUEzJ/69K63HKDT6IEHgKKul7fNZaj8tFPQtR6Jk2pkTvE99djZ8h3mWleziF795axmO7z+pz+3WDVZntatW7fYVQByTA88AMtXoxy7MJ3PC3ZdPcyCmecBOpAADwDT0F9NLtScEprLeaiFTO8uvAdonQAPAPnmYvVcq/n4lsPZIn37ALMmwANAzhh7z7wSsAE6lgAPAAAAOSDAA8BCMNCdXND9DtDJBHgAqOh6eVsbk3aT+72191JnZwdoC+kdoMMJ8AAsa9MG6Rkl7QWbgWw5THXG8mEieoAWCfAAACxo97uufoDZWbHYFQAA5tcyvFEZrVv9mc9FxJUrVxa7Im3z+iMvpbf5+77+Uds8sGTogQeAeecadQBg7gR4AFho89Ef6BwBETH12Nn0n7YKgCVGgAeAhjp55G0n1w0AmA8CPADActGxEyLc+OTHF7sKADkgwAPAUjajwFZT2uQ+9jBHJqIHmAUBHoDlbl47IRcyA8vbuVPzkXVOfzgAnUmAB4B2qs9g8zeR2LR5r2PHSwMAsyDAA8CCkqIBgNnpmpqaWuw6AMAiyxx8XnNHrjmube6rbeW10itvUjS7FdJ289HazdfZUZ9vzcR1qz/zuXatuaPeJkAbrVjsCnS0K1eulP9977331jyiSNG0RZ1TE0WKFLVSVGPuvwLNVzsf9e96eVuTHv7Z1X/RP5elXZTWlm0jc52Nlrpy5coitsa66tIbn/x45sx2c9/7ahoWIL8MoQeAHGsU12uuftcDSQcyET3ATAnwAABLR805nfmbQxGAhWcIPQDE64+8tJRyjsnnWeZef+SlmV7bApALeuABIMM8hV5ZGgCYNQEeANpscVO67ncAWKoEeADINxGdJWPdM7+32FUA6GgCPAAsWbI9Hc5E9AAzIsADQER11pV7WQBdL29L/7kAW53LKwDyziz0AFCU3Cx9/qatXuC8JJ4BwBKjBx4Acq+NWb1mVTW9xADAIhLgAWAJ0v0OAEuPAA8AS430vszVbAA1l753OBPRAzQhwAPAUiC0k1MmogdonUnsAKD9Xn/kpYXv9pzvSfgAgMWlBx4AFoIecgBgjgR4AAA6iMvgARoR4AEAACAHBHgAABaTeewAWiTAA8C8SF/07gJ4mBGj6AEymYUeAOaLaeEBgDbSAw8AsNBq7jLY9jEaNSvsenlb18vb5vUV52j1Zz5X84hOeIB6AjwAAEuK8A8sVQI8AACLr74TfnaS9H7jkx9vy9oAOooADwBAJ5pjR/qNT35cVzywxAjwAAAsERI7sLQJ8ABAlZrpzWqmW4P5M8cbwtend3eYB5YYAR4AgA6lRx0gTYAHACD36qN+u2bFA+gcAjwAAJ1idoPepXdgmRDgAQDoXG4IB1AmwAMALEE1kxEuYeauA5YPAR4AgA4yo/hd3z8vvQNLmAAPAEBHM4oeILFisSsAAAAztu6Z37tR96Dud2Bp0wMPALC8dP7l8fU5PH2h+7pnfi/z/vDSO7Dk6YEHACAfMnM7wPKhBx4AYEHd9/WPpv/s/P7wRdG8E76V5wMsPQI8AAD5Jr0Dy4Qh9AAA5NXqz3zuypUri10LgAWiBx4AgE7UvF/9rad/d/VnPrdglQHoBHrgAQCWptcfeanmevulwYB5YNnSAw8A1KqZVm1JhkByoSarv/X070rvwHKmBx4AgM6VjJN3oTtA6IEHAACAXBDgAQAAIAcEeAAAAMgBAR4AAAByQIAHAACAHBDgAQCWkZp7BAKQIwI8AAAA5IAADwCwZOlvB1hKBHgAAADIAQEeAAAAckCABwAAgBwQ4AEAACAHBHgAgIVz39c/mv7TJHMAtE6ABwAy1ATLmthJjqQ/SucLAHJtxWJXAACA+TX12NmIuHLlymJXBIA50QMPAAAAOSDAAwAAQA4I8AAAAJADAjwAAADkgAAPAAAAOSDAAwAAQA4I8AAAAJADAjwAAADkgAAPAAAAOSDAAwAAQA4I8AAAAJADAjwAAADkgAAPAAAAOSDAAwAAQA4I8ABAtqnHzqb/vO/rH12smgAAIcADAABALgjwAAAAkAMCPADAAqm5DKHmIgUAaE6ABwAAgBwQ4AEAACAHBHgAAADIAQEeAAAAckCABwAAgBwQ4AEAACAHBHgAAADIAQEeAAAAckCABwAAgBwQ4AEAACAHBHgAAADIAQEeAGho6rGz6T/v+/pHF6smAIAADwAAADkgwAMAAEAOCPAAAACQAwI8AAAA5MCKxa4AAECn6Hp5W/KP1x95aXFrAgD19MADAERUz7Fvvn0AOpAADwCwEGpOCtTcog8ApiXAAwAAQA4I8AAAxswDkAMCPAAAAOSAAA8AkEGfPACdRoAHAACAHBDgAQAAIAcEeABguTNaHoBcEOABgGZef+Sl9J+yLgAsFgEeAAAAckCABwAAgBwQ4AGAZc1FAQDkxYrFrkBzl144/NmvjE5MREREYWDwY08+vnVTC4ude+H5L1aWKwx8qMUFAQAAoDN1cg/8ucO/vPdEKYVHxMToiUN7D5+bfrF9ew9VLTcxeuLQ3n0vXJqvigIAS5LOeQA6SucG+HOHD41GRGFw+OjJkydPnjw6PFiIiNFDzZP4ucOHRiciCgPFxcoLTpxoIfwDAABAZ+rUAH/phS+ORsTA8Ehp6PumrY+PDA9ExMRXzjZM8JXFDpRHzJcXjNExCR4AAIB86tAAf+nsVyYiYqB/a9XDW58cLDRN8JOvZi0WsbV/ICLi268aRg8AVBgkD0COdOgkdo2C+KYH3hcxMfHqZETmlHRbD5w8eWDeawcALE1Tj53tennbYtcCALJ1TU1NLXYd6l16Yd/eExOFwaMjj29qtaSpc4d/+dBoNFzsZ3/2ZzMX+4u/+IsZvAgALFE1mXbqsbOLVZO2q39r8/dml3AzArAwOnQIfXuVroz/2IxCPwBAu0jvAMxdhw6hn0bjMfQZzh3ee2IiojD4ZO2A/LJGPe1Xrlwp//vee++teUSRommLOqcmihQp6rSizqnJLIquXLnSCdWYe1ErF8CX16ANl0BR8iBAfuWzB77wQE+Lzzx3eN+h0YjCwPDMxtwDAMvN64+8tNhVAIBm8hngW3PphX2/fGh0IgqDR0cONOx9BwBoyDT1AHSOzgzwmx54XxQHytdIpqd/3wPT9qafO7yvOHJ+hvPdAQDLmavTAehYnRngo+eBQmTdtv3Sq9+O6UfQXzp3OOl6Hxg+Kb0DwFzVjC3XKQ0Ai6JDA/ymbR8qREyceP5c1cPnnj8xEVH40LZmofzc4b2HRsPAeQCgCachAMidDg3wxQQfo4f2HT6XdMNfOvfCvkOjMU1+v5Q8ycB5AGAmzGAHQOfr2NvIbXr8E8Ov7j00OjF6aO9o6vHq6eQvvbBv74mJSl5PuugjJk7s/eUTGWsdGD6pVx4AAIAc6tQe+IjYtPXA0eHBgUL5gcLA4NHm+fvc2GiTUgAAAMitju2Bj4iITVsfP7D18QNNnvD4yMnHK39uPXDyZJNnAwAAQF51cA88AMD86Hp5W+tPNt0dAB1CgAcAlruaGexMaAdAZxLgAQAAIAcEeAAAAMgBAR4AWF5mdAE8AHQOAR4AWNZc8Q5AXgjwAAAAkAMCPAAAAOSAAA8AAAA5IMADANOruVA8v/PA3ff1jy7YUo0Wd9U9ALMjwAMAy1ejLC1jA9CBBHgAAADIAQEeAAAAckCABwAAgBwQ4AEAACAHBHgAYLmY42TyALC4BHgAYJky1TwA+SLAAwAAQA4I8AAA0+t6edtiVwGA5U6ABwDIYIA9AJ1GgAcAAIAcEOABAAAgBwR4AAAAyAEBHgBYFtwEHoC8E+ABgJbUTOqW91nZzVEHQO4I8AAAAJADAjwAQEvyPugAgLwT4AEAshlmD0BHEeABAOZRTb+9kwIAzJoADwAAADkgwAMAAEAOCPAAwNLnJvAALAECPACw7Ew9dnaxqwAAMybAAwAAQA4I8AAAAJADAjwAQKtcSw/AIhLgAQAactt2ADqHAA8AAAA5IMADAABADgjwAMAS58J1AJYGAR4AaFXNBeE5DcZuAg9ATgnwAAAAkAMCPAAAAOSAAA8AAAA5IMADAMxATq/8B2AJEOABAJqpmboPABaLAA8ALGU6zAFYMgR4AGAZWeDu9K6Xty3iqwOwxAjwAAAAkAMCPAAAAOSAAA8AMDOuqwdgUQjwAADTcO06AJ1AgAcAAIAcEOABAAAgBwR4AGDJmr+L1V0GD8DCE+ABgBmouRo8Xzl2LpeyTz12to01AYBZEOABAAAgBwR4AAAAyAEBHgBgNvJ1+QAAS4AADwDQEpfBA7C4BHgAAADIAQEeAAAAckCABwCWpq6Xt833S7gMHoCFJMADAMvCXG4C396VAMDsCPAAAACQAwI8ADAnhpEDwMIQ4AGAmTGMPM35CwAWjAAPADADrZ+/qMn2TnwAMEcCPAAAAOSAAA8AAAA5IMADAEvQAtwEflFeC4DlTIAHAOaq8ydya+/1565mB2BRCPAAwIxNPXZ2sasAAMuOAA8AAAA5IMADAMyVy+ABWAACPADAjLkMHoCFJ8ADAG3Q+fPYLTANAkDbCfAAwGyYx64J6R2A+SDAAwBLzaLk5+RF7/v6RzNf3ZB7AOZOgAcAlrh5Cs/1q2104kB6B6AtBHgAgHnkWgMA2kWABwCYL9I7AG0kwAMA7WHmtrTXH3nJyHkA2kuABwBmSUBt1AJaBoD5IMADAEvKog8EkN4BmCcCPACwlC1wnJbeAZg/AjwAwOylE7v0DsC8WrHYFQAAaJtFGT+fTDV/5cqVhX9pAJYVPfAAQNss+vXnNXSJA7CUCPAAwOxJyACwYAR4AAAAyAEBHgBYIjptAD8AtJcADwAsTcnccgCwZAjwAEA7db28bbGrAABLkwAPAMyJeewAYGEI8ADAUuACeACWPAEeAFiCXAAPwNIjwAMAAEAOCPAAQO4ZPw/AciDAAwBttugT0ZtXD4AlSYAHAOZKYAaABSDAAwAAQA4I8ABAvrkAHoBlQoAHAJYU4/kBWKq6pqamFrsOAEDu1Uxct5C3YV/ElwaAhbRisSvQ0a5cuVL+97333lvziCJF0xZ1Tk0UKVLUaUWdU5P5eGsR0fXytvqe8HmqRo3kmR3SGoo6qihzgwHIEUPoAYA2WKyB64t+yzoAWDACPACwdLgAHoAlTIAHAACAHBDgAYC8Mn4egGVFgAcA5sXC357d+HkAljYBHgBoD/kZAOaVAA8AAAA5IMADALm08EP0AWBxCfAAwHxZyIxtAD8AS54ADwC0TX2K1k8OAO0iwAMAAEAOCPAAQDtNPXa25pH56ITXsQ/AMiTAAwBttjAZPs0F8AAsBwI8AAAA5IAADwC0n9nsAKDtBHgAYF7UZ/iul7ctSk0AYGkQ4AGAnNGZD8DyJMADAPNlYTrhzWAHwDIhwAMA88jF8ADQLgI8AAAA5IAADwDMr/Z2wuvAB2DZEuABgHk3f5epTz12dp7WDACdRoAHABaBjnQAmCkBHgAAAHJAgAcAFoLp6AFgjgR4ACA3ZH4AljMBHgBYIPUTzs0xkJvBDoBlRYAHAACAHBDgAYCFo88cAGZNgAcAFlPro+hdAA/AMifAAwC5VD+tPQAsbQI8ALCg3E8OAGZHgAcAAIAcEOABgIVW3wnf9fK25ovopQcAAR4AyB8XwAOwDAnwAMAikMABYKYEeACgI0w7ih4AljkBHgAAAHJAgAcAFkfr95PTOQ8AIcADALnj+nkAlicBHgBYNK13wgMAAjwAAADkgAAPACymzE74dD+8C+ABICHAAwCdqNFYehfAA7BsCfAAwCJrlMldDw8AaQI8ALD4ph47m/m4DA8AZQI8ANARph47a3g8ADQhwAMAHUSGB4BGBHgAoLM0yfDiPQDLmQAPAHQcQR0A6gnwAEAnev2Rl8R4AEgT4AGAzpXO8PI8AMvcisWuAABAM8kd5q5cubLYFQGARaYHHgAAAHJAgAcAAIAcEOABAAAgBwR4AAAAyAEBHgAAAHJAgAcAAIAcEOABAAAgBwR4AAAAyAEBHgAAAHJAgAcAAIAcEOABAAAgBwR4AAAAyAEBHgAAAHJAgAcAAIAcEOABAAAgBwR4AAAAyAEBHgAAAHJAgAcAAIAcEOABAAAgBwR4AAAAyAEBHgAAAHJAgAcAAIAcEOABAAAgBwR4AAAAyAEBHgAAAHJAgAcAAIAcEOABAAAgBwR4AAAAyAEBHgAAAHJAgAcAAIAcEOABAAAgBwR4AAAAyAEBHgAAAHJAgAcAAIAcEOABAAAgB7qmpqYWuw758LM/+7MR8Rd/8ReKFLVe1Dk1UaRIUacVdU5NFClabkUA+aUHHgAAAHJAgAcAAIAcEOABAAAgBwR4AAAAyAEBHgAAAHJAgAcAAIAcEOABAAAgB9wHHgAAAHJADzwAAADkgAAPAAAAOSDAAwAAQA4I8AAAAJADAjwAAADkgAAPAAAAOSDAAwAAQA6sWOwKzMalcy88/8WvjE5MREREoTDwoY89+fjWTfVFPRu6f7Dy8tXXkj+2PHr3965emJy2aOOG7h81KKrSveXR+2ZetAx1b3nw+oVvvVl5YMWaeOd68s8196y7/t23Uk9eEfFORtG61fHWjYavsGJFvPNOxuMZS6287bZb774bERFdXTE1VVUUt5KSWLV67Yrbrr39dqlozR1rr799LSIi1q+IN7NeK8OqFStuluu1csXKW+/camGp225b8e67xaVWrLl97fUffi/5Y/XalTeutbIGZuGOn+hZ+Z3JN6cvuq0r3p3KelpTs1uqiUbb/Ly74yd+/Eff+bvri/HSS05XRMZGsTrixoqVkfVtsTrixh3d8fblObzobRHvzmHxepXv7AW2sffBd8a/lbnP1v3oNCqaXWssnTZcs2b19evZP62rV6++caOVosX5SlwZkdpDqo7oVkXcnG7x7u4NU6XnR6HnwTvfuXrh765Ot9TatRuuXSs+qzAwWD7yjEvnDn/2i+WD0nQJwHzomppq61Hl/Dt3eN+h0fpgXBg8OvLA85lFAADQRoXBoyPbJg/vPTRaVzIwPHJg62LUCVgO8jaE/tzhQ6MTEYWB4aMnE0eHBwsRMXFi7z9LFw0PRETEqmSx7soaCoN7GhWVTV+0fmZFtyX/WTOzoph2qSxNiopWzqwas3utVe0uamL6t5ylUZNnNc+cXmguuhoXFStzR0bR9M24tvEK27fU9CvMquht7X6t2W1vTTaDoqyWb/J5zW6p6VfYpA2zXmt2bdikNea0O3fIdrjhwzvrvu0rjbe66vGqprit1aLE9Ltzluk3j9m9+axvwDltigvyyzK7TdHu3Nzs6tykVedpU69/Qs9A39rqopUP9vWU/x0REase/XBf8ckD5aKkpcsHhMkfR8uHlDVFPY/2VC11tHzkeejgoSS9FwZLh6VHhwcKMTF6aN8Llxq/IYC5yFeAv/TCF0cjYmB45EB5dNKmrY+PJGn9cqWo/MQX0kXDA7JEaV0AACAASURBVBEx8dL/XVfUfX/6Vba0UPRm1P54NSnqvr842u56XdHKtQ2LyuoHq5aXqldV1OCH8lZdUVU1Zvda1T+sawZGhvuyl9oyPDKQdSTSvKiJ6hq2elHIyrWNBgE3GaQ+p1GT3ZUc0Goltwx/fkuD5/YO/7/DvRERb2cUvdCo8cuu1T2yIt2Ma+6ezVJNitbfn/mcmxGxvurYvrzUdK+VvVRE7X60utmm2LChtgz/P9O2YX3Lr1ybGs+0OvsM0TRLNSlal5VbkzZcV/Wey3tE1mul2zB7qYjaLXTNwOdm1Yaz2Q6bfOHMbqlWVnj1zJdrBqWvXPt2RGzZEhFRPYq4+P2wpTei9huh6quj/lW37PmdLQ1OG27Z8z8PZJ36bb5UeQD+u1H/lZ6qRoPFs77tW9sUGyTlW3VF8/DLMrtNcc6786rs9zz73fnO7E/lZkTcWbX7tbw7Zy8VUbsBrMn4Mi5WLNngWy5q8ltZXGplulLFatR97mvLm37WUlVFU2tTn8OWLREx+Zfj19LLRmz4+d/4/HBS2xVJDW9OnD8fEQPDnz9w4KmkZO3ASNUB4Z7BQsTEiefPVQ4pi0UREYVdP3t1MirHjRNfORulp01+bTKSnvjyoPlNWw+MDA8U1wcwH/IV4CdfnYiIgf7aYUlb+4snSvuSoktnv1J6Yrpo65ODhYirV2uL4vJr0fNgqQem+6daLLoVUfllbFK09vprUenOryqKW9dqi6qtyfyjaqkmRe/WraLs3YjUoVGrK8woKpmKSB28XR///efOZ75w96a/+p3R+iORaYrW1J7cuLv8oVRXo/mFhHfWLfWeUqpOrbBoXekfGweGD9acWEgdRNzVU7XglkLl3z3pda69XMkB70R33cuVVYrW3v1Xv3Mh+w1t/JmeF7443rgou/FXr4qo2iI2PrixXKf0B339e3XLtrBURPQ0KHrztXRRlTevR+rYs3aFd3Q3eK3rda9Vcisi1pY/vRuNN8WfathQTYrW1LbhHZUTM1U7y436zNLCUhFxV4Oit66li6q8VfXdUbvCVSsbFN2qe62SdyKdCJvszu1pw9rdueHO0epS3S0VVVwrhopyS926FhEDv7JlQ/HvVd3VSw38yt8vFW0cGD44UH1yJfX9UPkSWPU3zx66ULVRrCk9b+2rzx4azbxgO9a+WrtUjapv+7Jb16LSVhmLZ/8sNGn8qqImFxhXF7W6woyikuo4PO+bYqMa3qx/z3Nrwx80/lB/UPWl33Ib1i9VtLH6pa6/uyGyDfzKzxdaKlp3T+p8UXdNQ6T3hVvpSq15b/ZZkHfebLZUqe87YsM9EddSn8N9P18+okuv+Nb3I3o2b4hImqRwf+qo79ILX7wQERHXvn22J31AuPPxkZMnT54sjnlPHStGRGHwEz/9ZvmQ8snBQsTEV85eiuh5oNQmAx97vOaK9+RwcHRMggfmRb4C/NYDqa/YeoXB30iK6oN+UrTpgfclf1adA9jQNzh89PP/5OHin/c91FLR+p4NEXH/e6YvWvFmRGy5L6soIl20PiJWVB8Irp5uqST61BTdlRTctb6uqPhLu37j6ohYUdXNuiZ9/NighvXVKFp314qI9K/o5PduZQ50jRtffvFqg8EGNUUrUmfhk/mcyqu/f9f/Wv5QEuVT+KvWxf3VBzuppf63mqW2DH8gOQ5Z/Q9qV9g7UFxu7S9++sDWW39dfWKhXLX7d/2P21LZfs2Wnyomxzv60ltORFxLHWndv+tgo/pHz6+Wi25+9cX0pDrreir/vvPKF15qMN1DTdG6VObruhlROpxfsXFgz9Ev/JPqT7PUDXlHT3fcX90j2MJSa/sOfj6zqOuOvj1Ha4sSK9Z1R8T9GzOWiojoO/BbWStcsXGg4QrvWBsR1yrfbJN/NZkqTrVGss9mbqU1RXenttcfu1lZzYa+weE9W6s7aMs75voH64YxtLDUhoFf//s1RcXduWfX8J6aouLuvKH3wbp3kNqdex+qPjVYfK0NfYN1KyxVvWdDVCXC6t05tcG33oZ3plo+3YYRDz5x9ET17lBujVXd3bW7cwtLrd5y8Pdriu4q/qPniaM1ReXwsTYi7u9JF639qz/+s+IO+IGnf6tqqYH++A9XIyJW/72DXziw9dF770yX3l0JGX1PlV/ux26Lwk+UXm5FRMQDpSB1x+ooDAz0ptexsqroJyIi4rbbKsvWvOviNlAVkH4iaavb/5ueiNoe+tUNl6o0Y31RcVPc2FNXVNoU37O2roZVvyyZr5VVjaLkpypV+Ya/LK1viutSTVGzO+/5xZpsW9mde+6MGi0staHvH9QWlXfnuqVa2527a95iZXeuW2GisOtDNan8jaovhMqOmT4uqvmJruk2eetHqQqsrpwfKAwePTn8c1m1iIhYuyZ7PNl7GizV/WBExMr17y3+ve695aJVEVF44IOlI7q6U0qTb5Z+Oru/W5yobu1fjZ27lBwbdkfExKuT2QeEEZE6VowknCdRfXTsXKlo4tXJ0pFmRBQe6IlaySLfftUoemA+5CvAN3JubDQiCh/aVpwP9NVvR+krtbqoZ/2GiIgN61NFg//iU49v3VQqSo5Opy1au+HNyasRA7/2wemLbkbE/T+4kFUUEbH2e6WiNyMGfuuXqn6D32y+VETEO7VFK785HhGx+p3vvxkx8Ej6t3rVjyIiVq1/840bEfFO1ZSr169HlDrl+37tg+n0duFCRNyRVY1iZTa89f13IqqGtt68r6d+oGtEfC+iMNB3KyLW3BZRdahXKbp9RUR0rasUJSfkb0bEhg0RceddlQ8lImJVd/n45v5fPfq/bKuqYcOlbv/Ff/7Nv0yC+d0PpU6mR8SKdeOjbyT/vHtTnDt86DvlopXrIjWY8bUXD30plZavX/jSN5JnvX/n1k2X3hivvL1V3T2XG9Tkji19b0bE+tsjIiaffe7y2nLN08e06UGc3xk932jC3Jqi9DT86Y6Yd94YfXbv4b/+UeYh1duTlwf+4aaMoqZLXTt/MLto6u3zz+49/GevZizzzluXI+K1RrNqn385c4VNqvFOcreAVGioyqipP2788We/MpHaZm9rWPRuKrIm+1Oy+jvvjDf+7tvVr3+huGOu/cm+/662N6uFpQrd12uLkoEW63vvqluq+Hmueqd+W7he/qzvWVkznKL4WlnVKFr33sI91Y9MXi62Rs1lOXfEpsc/1ldpw1UNi+6sHHwXTw0krdE3fOSfbqreMde+XmyN+3/94O+frNmdW1jqH//zR6uLVv6XpA17hz//TzfFG+mRK6uKpyk+MHBfRLxWdVLs2msX/mvyr56f6empOkQf/Zf/+3hERPc//u1HIyI2pvJOz93fi4jY+GhPRJw/VN6do+cXv/ed0seyJiJiQ/ftxVf66eFP9Ee6XhvfW1WUfP90vRsRsXHT7ZXn3f2DCxHR/eid49+KiL73p4rWXHkzIla+966/mYyIvp9OFSXNmLlU5ZflRm1R8ZflnvVvTEZEb3pQUvLLsvbhVf/1WkRNX3CyKRZ31b73p7trL1yIiI1Z1Uh0P7rujRsRVSeTflD6ZcnaFAeuRemL9Lasog0bImJlKopXNsXC4L/41OMfTP3oRKRao/Arv/VY7Q9fC0t9dOePVxcV2/DB3/r8b9YulbThhl37ttWPwU/acHVE9Gysed8XLkRET1Y1inX40Ic//KHKtnv7+kj9UN8R6aHn63vO/ZfiHrB+RUSqDdNFGzZExI+V23D9j36Qeq1t6b1yTXXXfOEfDv73WUWNluq+81sRUfjQL7y3dCj1o9KJuLhZzNWlpbofrhyx3HlX8RgwIiIul34Krr02emjvoT+PiJ5NPRHxyv/1288Vh8iPPnf4hXPVQbtnfXGFfcMHtkZs2vahQkSMHtr3wrmVDxQiYnzsD/YdGo0G54wA5tlSCPClC97rxjDNQ9Gp/cl0JdeuRmFw+OiBD7ZUVDowzCy6NtmwqPiExktFRHdd0a3kZPSNKAwO74kvp7sfk2GAN98s/ebU55+piNi46/1f+3d14znfvho9TWt4cLjvrspjkxcm658YEXH/rg9++3xEbLxedylcqegD72m4Xfb9TNbV2T+q5L/Mvv3spda8/X/8cXHB2ivv33mrHEVWvvqFQ6Oppqpts0LfQ6Wn3vGTPaV/dsVfHt6399nJypHszcuTEdHTW1eTrns+8IPzEdH36I9HxNoNMflKJRAln2XSP/2DyoFSbHzi4GApHtYc0JWLPtBXe8RZfmbfnsGBQkSM/tHF1LF26a11d9cVzWGp3l8vLvXV9DbVFRFxR9+uLfWHP1Xv5/wf/af6iwg2FHrqXqsrXcOMyY42frivZhjq+IWJqrz2bsOit1I1T58Qmxw98eyLDTpYrn3tjxoUzW6pN0ZPPPvidzKLLk80u/vRd1/5u5lWY/L8175bvSeVO7jejZprcS+98K+zBydXitY2GrEbcX9p1FTaD4t7Zd8/q/8GntVSt25FRGwc/J+2Rpw7/OxkXdHaXf2RfOCp3fuOdB46+4WXqr7Q3rweEdHzq3Wvddu6ye9FRPTtOfj5o8MDhcrufP3Cv00+p41RilClrPL26KGaaax/sjuj6J3qooiI701ERFz+2mQUBoaP/saDqaLrb0dE3Prby/VFicylyr8s9UXFX5bvvhGFgSf6xtPnhZJflmuvlL6I639Z3omIOwZ2xbfrRo6/kVWNdA337En/slwu/bLU/X4Uf7i73/xhXXGxKPkhePv7dbUr/tyfe/7F6l3p+mSp9IE/ezFjL5vxUrduRsSWPUd21i9162ZErP2ZD996teprKaL8lXgjIr77StalFpNfOXupboVdpRpueqAyuOOHqb78J/ZsjXTn9bUvf7G4pRXbMDKK6n5Mb5SfWnfIVHUmYuBjj3dnFTVaqmfqWzVLvflK6ZO7f3D46IGtEfG3b0dErHj4iYcqK1yZ6hqPtb90cNeGiIj1D/cVItnxbsUPIuLytybL2/rk6IlDe6unnPvb5LzTwzuTr5pNj48kU9OdOHTwxERETI6+OBGFgeE9PxeZF7ufe/6EWyIB8yf/Af7c4b0nJiIKg0/WHdL9x0ZFt95sWBRx9Y8bFz3/7LciYtWGiIiJE4c+e/jLb01fVLq1eEZRTFu0snFR4nLjookTh54dzTqWKh4+9nyg+oz9qmKWeuPFE+e/X71UEocmm1Z+5F//56wDoxob17/44kTEqih2cE/VFRUG/9u7I0qH1oniAUz34M4Hyo+lipMD2w0bMoqaLPW9s6/cjFhR7vapHiV/M2LF6oh4ffR8xP33lKPizbciIm4vNt3A8Mfim6UjoBt/PVn6582vvTg6UejrK50ZKIXSycphb7km3/33ExGFYiVv1h8lrh34R4+uiojrqW7qe/7yYPnwoOZA9p7/dDDZgH/t/bUnC4q7e/fgb+x8PJllp2roYfIeC4MHf7+uaNZLRYyfe/WBTzxRew3nVETEPe//mUfvq31+vBtRSA0nrumOWhURVydWDvTVvNZURKFYw776pSJuv/nY3sGq2ZvW/UR5hbWKRYXBg7tqJ3wqnhnoHjx6dHigENnXA/cM9GUWzW6piOjZUuiJzFkUe3b9eiHzytJKG9adAVlV/v+61yqUa5gxJUdP3xMfqA7jV/9474n06ImpjKLuh+6MiNdSu1d5/G3PP9qWEdGTd7lhV0ZKn8NS8aP/fPbSucOHqr8SpyIiVj7U8/a3IyL6+lJfiT+sfNNNnjhx/mqqlUunhya/XDfN9I/eKlfj0tmxb9cfw6/u+yelc29//b0f1RUXNbnqvUHRxLfHJhsMZGl/0Z9/6XyTuTg/0JfZFxxvj75Y+8tSWuF449ca//JX/6aFX5b/9Id7T0xErIr69RSLCoM71/8gqhuwuAN0Dz7Zc+7wvrp7gSW7Ts/AD75Yf5uw2S4VceHf/M6+364rmoqIuHv9n33xTN0Cqa/EjEliVkXExIn6akxFFBrUMCIiVv7NG2+kd+drf/riRHGFtW1YLir9Tn23/KXyg9LlZd31B1qp8U41B1TlokZLdcXka7VL/bB8Wva1E4c+e/iFS+e+cP5GRMSq7it/8f2IiK7keoDLlQ748nfmu92/MVKc2u7y165GRGzZczTJ9nf8vb5kQvnPVnbn//i3NyIifmxt+Zcra3ee+PbYxl8YLPbNHy534l+qtPnEqw16MgDmJOcBvvg1WRgYHqnrCXn9pWcbFd38WsOiiPELjYvGIwoDwy88V7zVyMToi//27WmLbkTEqsKerKKIiBU9DYsiej/RsCgKA8PZK/zxDw+mx+6mPuOuVRFRGDyY3ABl8hs11fhiKmbdVlX0x8Xb8jWq/J5HV8XVy99P93uu7y3O57ah6lrq4vjVmwO7Hl4RUdVT+sZ4seXvjYiIlakuwORHuPe3yifjL3/531WP0C8M7Pno3ZlFDZeailjV/eGP/Xix6KXqg5YNa+OdGxFxLWLDhte+W12VjT+1PiIKgwcf+OKh8+miwsAjxdMg3YNHP/He//x2qmjLlijPi3P5y/+2VJOp4ruOC5ci4mZ091SNTY24Nvp/TtQOLh0fj4jugcFC8pR0d2l5A07e9fpUF/etUoNsikjN/ZhS3PIzimazVLIpToye2Pul2iPCrqTW3Y+PlG75WFmqZ8/IgZ/JnLVpRc+e4izAo29vqV/q8U0Rl+qnq1rfu6UQk6OHDn6l/z2p7e2tpD/75sDgrtou4re+U2rDu+6M6oyfRNTe33p806atB0pHhFUKA8OfP/CprKLZLJW04eSFifrjwKQN7/qFkRfql2qhDW9G7QmepA03bX3yQ3XzVCdteP5L37i7Lz1fwXhxrHD3QNKGXfVFA7+6ZWVE3F93GULEwFMNutgjup947jcblM1uqbVx9fyJvYdGI3oerr2aecOWn06msPqN1Dj/mIqI7vcX27Bn165N1UXrfyJSPW+3qpZ64rnfjBf27T0xOhGFvr7qySRunP+XX/lgcuerN76Z7k2tasNv/GUqsxaSObKLM65VFa0s7Endturg/5cq6rrjw42KInqHGxZFYWA4syj1y3ItIlakp4pfFRGFXXuS8S/f+EZ6qZ49J08+Ud5oVk9VFxX3/sna1+pJ3lffhpicuHA585el+rxVaXcur6GuaOLEwRdfi+oRIcXaXD6xd++h0YmBwaqfzpLJ0fOZRbNbKiJ7d05KXvyjiZtZS02Mlq6wqDtdd7P4/w8O1C+V1DB7lPfk+S9942pPedRYZRuu/0pMilI/K/dUph0t/rf0A5FS3kDqD6hKRQ2XmspaKvm0NvzSnuLPSunH952v/VHSnsUhLd2Pj5wshvOVpb1v5fqIrT9V3J1XRUTh0dJowtU/+RvFeedLu/OlF/5NssLSlT+XSrvzwPDRo4OFKG3tE6OHDn7lg7sKETExemjvLydSW0XW1fEAc9c1NdXwnicd7tIL+4qn1Y/WfMtf+oOn9r54NTKKLv3B/7D3xe9H86LuwaO/31LRucO/XDmzvaZppwmt6OQ2XNV46uW71sT3M+u9NuuGV4k7Kl0pXRndxUUrG9+oZ0XjCfc7uRnzQhvOXZOtN0OTHWwhi1bX3jWuosnuPPDzd41+NbuXeGDPrv/w7IvZZbe1cmdKmyKdoMnmv2DWrElN7lFt/e1RO+w/IiI27Dr4C392MOvyh+7Bowe//zt7M4oG9gx++9lkhNuGXUef+81NxWO94lFjcuhZGDw68vhkcgw4MHy0/9Xnv3hidCIiolAY+NgnDmyNytManXAEmLW89sCfO9wovce5w59NvpIf3FNX9K/+NDmQalJUf0q4YVHPA5V+qvdsbljXhvfwpUYnH6c2uXFSdnqPpsc7qVEMTc6gNc4/73l/46LGm2KDm5AtU+/J6AcvFWnD1mzImlyiWFQ3a3dZ1ijqlu9MNr9FjdJ7NN2dX/9G5kVMERGvn/rTFsZ/N9ZkUySt2e7cuMjunPLgh+tHV5WLGs4t3914ios2e8/mxocImek9Iq6++VdvZk8Rct8DmyYbFL1RvoT+6puTUZ4XuTgXcnKB/fse2FS63Vx8+9XY+viBkZOJkZEDWzdVPQ2g7fIY4C+dO/zLh5LBTCdr+96LRRvWRsTU25dqiy4Uj8GaFMW7b7Ra9IUTr5X/uv3nT1YcHe5LPfH2eyK5vUp9UUTzonhwT9OljmaOzysMHj1aNyh4WoXBoyczalAuGoion+ytYTWKbyopaXitJLN1+8+fPFn8THoe7a4vKrd91c3gVq6OSG1UdYe1lU2x/oh3mqUWfFOsOy/W0qaYHn5aaqjaIfyhDTMfz2rDW99LSjPasFRUbMP0RpqMh77n14utUbfsqkcPNiqabqnsNlz16MFW2vA9NTegfPRgqQ039vXUFw1EJCNp48L3p6qKitXoGeiLC9+pBP/C4NHSJtUTkep+f3BP9nYYxU2xOGh34AP15aXt7eATGxsVLd1flnT8bnl3Xp/e7Kt357qpOiptWF803VIL3oZ1E7gWBo+ePHlwoG4AfakNayf4mOp+slEblouODtYOCV+54Y6IpDWydthSa2Rv3tMsVVX5VV2vl4uO7rorY5ks4389XllhsQ1XRkTh0Z7yXPWVNiwMHj15sv9KZc6A+tvApe9y1ETxVkZG0APzI38B/tzhvYdGk6732hvCV4r+xa8VqicGLRZFJFOdNShaHRHxra9mFUVG0fnWiq6uvL/0irVFsXJtw6Ku8mobL7Xph7VT2hSL/l3GmeWVxZ/CwuCHaw84kqW+cLju6uHyCv9wbDSiZgadJtVY875tm6I8EWtxrHeS47cMn6w/tllZKao9eEiK1hSfcDQ9D9ltqfc1UF2ULNVVXqpQfqz4YGWp7tqlEgNP9NU9VtbzaN3RcqJvoOHv9cATAxHZZzMGhk9mHp5tGW50WP+tr54rTqxc6H3ncm1RRLntX0tfZXuteqO6kF6selOsKmplqQXfFK9nFE2/Kab7XpOGKjZjNW1YJbMNV0QkvdKFDz14troNV1aKtk0W2/ByqigZWfLdC+eqvmMr027c/NqfVReldsJplkpXfmW6qLoNq/fqwuCegYiI/3q5ZoWnSm34xvnJ2hUmbXh/vPhs9faTVOOB90XE5GjVJ7Dmfds2lTap6kugK7vzhtq09a2vnis2fOF9k9+IOsn29of/7OCX0qeXl8kvS3q8RMu785vpzT69O3+6ZqqOVBvWFrWy1KYf1g69aK0Na39aWm7DW1lFhw+OpoaOdEVErE3a8A+TGQFSisdFl174/bo2LB0ynftXJ2qv3p/81o9FRHzrq39Yc7wUkcyMO3Hi+ayi21pYqqryN//2cvn47Q/Plhu3PHlt6R+l3TmZ7WDya5OlpcpteCuiu/TVVFph5YbD5VxfPlYs3vr9K2cvlbaiYm98cZOqmv4uIsrbYfnexgBtlrNr4IvXvWddVlRdVL5AfmD4Ewd6zu7be2KieOFjYdeuSCY7ryvq7onLkxFZRWXFot/eW/cz1qwoWcmGO+Jq3RyyTYoSM11q2ks/V6yKd+qeMZdrSTOrUeh74r7Xv3Q+NWvryruTTrnoLtx/eaLq0KFrdUzdiIjo2TIQF0aT9kuuDV+zMa6njkzXr443S0dt5Wtsk2okRclSNZff9jx49+S3vpe5VM+DGye/VXyBZNn6C1PLLVAuWrHh7neu1txeuzUrIt7JuOy9Z2DPPWPPfqNuAO/atXHtWpPr5Hse3jj5yht1j6aaMdP6NdWHsRFRbsasotktNe2Wc9vKeLfuMoG5bIqZ1ajfFMs2Fu5/Y+K1jIKIH98ysKJpGy767pxsyZm7c5PLz2e3O/f0PfHeBrtzrF0f14qnOJLttLw7x/otPW8W7/qVVKlmd96wNq6WjtBr6pwUJVXKLGqyVLoyme+xZqlVhV9/9PU/+vfXspe6Y3W8faPBCldF3Mxo0p6BPe/982fP1w26L+7ODa9973n03smvXcmu84b1cbXuDmLJmm6/LX5Yt8Ll88tSVv/LUjbtV+La1XGt7us3qUZm0eyWmv4rcUW8m3XXiPbO9FDo+/Ctv/zyZKq4vG1vLGx8Y6LuFyUiIn58S9/bF86nz0o0mcShvML6atTvR+X11C9VM9nLqp6++yfPpz/Hnr6HXzv/ys2IVT19GybPX45YeX/fxtfO/11ExJrb4vq7qaKo7Pt3rY3vX0sdEEYUL8mMP9y/90vfiupjxQ/HoWeLJ9iuXkueuG3y8GcPjU6UZgcoDAx/4sDWTRFx6dwLnz3U4ApPgDbJV4CvmjUOAADaqrDn5MjOS7WjMDOeN3j0Y68mSb6uQHwH5k2uhtAnFxUBAEBja9c2nG5gQ/eG8uVuhZ4tA33VV/UVPvTBiNi09cDR4cHU7fnSKywUBoaPnhx5fNPWAyNHhwcKhbqC9rwJgAz56oEHAACAZSpXPfAAAACwXAnwAAAAkAMCPAAAAOSAAA8AAAA5IMADAABADgjwAAAAkAMCPAAAAOSAAA8AAAA5IMADAABADgjwAAAAkAMCPAAAAOSAAA8AAAA5IMADLCkXR7Z3dXV1de0+vdg1AQCgvQR4ADJcPL17+/aRi4tdDQAAygR4AGqd3t3Vu/P42GJXAwCANAEeAAAAckCABwAAgBwQ4AEAACAHBHiAvLp4emT39mTO+a6uru3bd59uPufcxeoFurq6tm/fvnukaqlkEvudxyMiYmx/b/K0msnsatdTtxYAAOaBAA+QRxdHtnf17tx/fKw809zY2PGdvV27/+SV7Oef3r29t3qBiBgbGzu+f2fv9hncc67+hSOStXTNZDUAAMyYAA+QP6d39+4fi4joHzo1PpUYPzXUH3F8f9bk8RdHnkomlU89v7RERIwd31nK3pv3nZmamjo1FBER/UeSJ5/Zt7m0nu3JC/cPHamsaLy4orHjO2V4AID5I8AD5M3FkU8fj4jooFaC3gAAAzFJREFUPzJ+5tiOYraOzTuOnRk/0p+1wOlnkrg/dCr1/GSJYlSPC9+cfgj8xZGnKuvZV1nR5spLjx3/tHvHAwDMEwEeIGfKcfxT+zbXFG3e96mhjAVeLOb9p3fUlfU+XOyEf2V8ute9+CfPF+P7sfr1xOZ9zyURfv8zOuEBAOaFAA+QLxe/eSEiIoZ2ZcTo2LGrPsHvOFY9ED5t80NbWn3dUn7PfN3UqlrpzAcAYOZWLHYFAJiR8VcyLnKv6H24P6LpMy5evBjj4+PxzRdffP5C9aR2rbzu8Z1dx5s+ceyV8YiMcwUAAMyNAA+QS/0P987o+RdP737q063HdQAAOo4AD5BLM+nnLk8eX9Tf379ly5aHH971kY/sGH+mdNf3Fg2dmsq6Bh4AgPkmwAPkyzRj5OtH2Jcnj+8fOvVcehb65Pkzfd0L37wYtSsBAGABmMQOIF82f+TJ/oiI4y9mzfZemuIu9Uhx8rn+I/XpvTxDfSuvW5yjbuz5P8mepO7iyPaurq7/v707tk0YiAIwbHZJmoxgTwDp09LZJW7SMQSUMEIGsCfAE6Szd3EKDLIJiYgEip70fSU+nWl/nXxvNssMkgMAeAgBDxDMueAXxWXCnw/bb3SaKH+T+ftxynxTLq8l+i/T7QAAuAcBDxDNaeR6sl9kxbYeYrqri+mX7qfVQ+835bKoz+HddXWRzUbrJ8Pfhunww2F713XT9zbl8+jFSdLV22z4kv7qsHkAAO5h1vf9f/8HAP6sLrLF/luup/nm7bMsm+ldc9fXHpevXz4WZZNcXE5XF5Or7UbPLi/Em2y3aa8OmwcA4B6cwAOENN8d2rbK0/T0Q5rmVXvYvf6wttqM1iZpmm+qtj3sVvPVOk+S5OKb+vmurfJ0tMX5tP1pdeiPm40eH7fr1TsAwCM5gQcAAIAAnMADAABAAAIeAAAAAhDwAAAAEICABwAAgAAEPAAAAAQg4AEAACAAAQ8AAAABCHgAAAAIQMADAABAAAIeAAAAAhDwAAAAEICABwAAgAAEPAAAAAQg4AEAACAAAQ8AAAABCHgAAAAIQMADAABAAAIeAAAAAhDwAAAAEMAXS8dgKhRxWG4AAAAASUVORK5CYII=)
Average Monthly Sales for Years
data_yearly= data %>%filter(date_ist<"2020-09") %>% group_by(year = substr(date_ist,1,4)) %>%
summarise(avg_mean_sales = mean(total_sales), avg_new_bldg_pi=mean(new_building_price_index), avg_price_index=mean(price_index))
## `summarise()` ungrouping output (override with `.groups` argument)
data_yearly
## # A tibble: 8 x 4
## year avg_mean_sales avg_new_bldg_pi avg_price_index
## <chr> <dbl> <dbl> <dbl>
## 1 2013 19566. 53.6 52.5
## 2 2014 18788. 63.6 63.2
## 3 2015 19981. 78.6 79.0
## 4 2016 19369 91.6 92.4
## 5 2017 19865. 100. 100.
## 6 2018 19505. 102. 102.
## 7 2019 19806. 102. 101.
## 8 2020 22004. 122. 116.
ggplot(data_yearly, aes(x=year, y=avg_mean_sales,group=1)) + geom_line()+ geom_point(color="red") + labs(x = "Years", y = "Monthly Number of Sales")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAABX1BMVEUAAAAAADoAAGYAOjoAOmYAOpAAZrYzMzM6AAA6OgA6Ojo6OmY6OpA6ZmY6ZpA6ZrY6kLY6kNtNTU1NTW5NTY5Nbm5Nbo5NbqtNjshmAABmADpmOgBmOjpmOpBmZjpmZmZmZpBmkGZmkJBmkLZmkNtmtttmtv9uTU1ubk1ubm5ubo5ujqtujshuq+SOTU2Obk2Obm6Oq6uOq8iOq+SOyOSOyP+QOgCQOjqQZjqQZmaQZpCQkGaQkLaQtraQttuQ2/+rbk2rbm6rjm6ryOSr5P+2ZgC2Zjq2Zma2kDq2kGa2kJC2tpC2tra2ttu229u22/+2///Ijk3Ijm7Iq27IyKvI5P/I///bkDrbkGbbtmbbtpDbtrbbttvb27bb29vb2//b///kq27kyI7kyKvk5Mjk///r6+v/AAD/tmb/yI7/25D/27b/29v/5Kv/5Mj/5OT//7b//8j//9v//+T////xyqF6AAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO3djZ8c1ZXe8ZJ58aANEFosoMUB7xLQZrGxd2O0kN1ghbVYk8XGQwIybMAWBL2CIkbz/3/S1V3dU139VnXPPff8eup5Ph8btabn6ntK1Y+q+qWmOlUURVGSUkUDFEVRDjUqUEVRlMSoQBVFURKjAlUURUmMClRRFCUxKlBFUZTEqEAVRVESowJVFEVJjApUURQlMSpQRVGUxKhAFUVREqMCVRRFSYwKVFEUJTHhBXrLJV7rGsIj8URAEk8EJPFEfqROf6lAS4VH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJVKDWKX3WNYRH4omAJJ4ISOKJ2AX6zS8nk0tvfrrhxqP3r0wm+2+oQAnhiYAknghI4onQBfrJZJZLv1m78cNbsxvPf7b7hgoUEZ4ISOKJgCSe6PY0PivbC/Tu5NKvTk8fXJu14cqN0+PJi5/WN178ducNFSgiPBGQxBMBSTjR7dtuDWou0EfXJm/X/50eU769euP0+yuzGv3hrfp4dPsNFSgjPBGQxBMBSTTR7dt+DWou0B/eas7Djyc/X71xenPy0uzGzd03VKCM8ERAEk8EJMFEt287Nqi5QJc5bpfh7Mbx/HB0el7/0q4bKlBGeCIgiScCkmCiwyjQldPx2Y1H15rf+f7Ki99uvzH/jh83Sf7zFUVRNuSsQP3/rPQCvdk+mJzdUIEqihKegyjQu5PWAej8Rqsmn/9s+43VdRwOsm/hzinq8Eg8EZDEEwFJNBH6RaSmMq9cert7Y9ARqAo0PDwRkMQTAUk4EfltTLPcbB9/Lm6oQHeFR+KJgCSeCEjiichvpD+tP37U6s+zG3oVfkd4JJ4ISOKJgCSeqKrAH+V8dDx54bNNNxbv8mze+rnthgqUEZ4ISOKJgCSeCF2gx+0PZLZv6JNIO8Ij8URAEk8EJOFEFblAb7b7c+XGo2uTF5afeN9+QwXKCE8EJPFEQBJONO1PbIE211Wq89LqjdPTB+1rLm2/oQJFhCcCkngiIAknIhfo3UmrM1du1D35/vRXbzZHmdtvqEAJ4YmAJJ4ISMKJyAWaOV5T+qxrCI/EEwFJPBGQRBNVKlDzlD7rGsIj8URAEk8EJNFEVeVH6vSXCrRUeCSeCEjiiYAkmkgFap/SZ11DeCSeCEjiiYAkmkgFap/SZ11DeCSeCEjiiYAkmKhSgdqn9FnXEB6JJwKSeCIgCSaa9qcK1Dqlz7qG8Eg8EZDEEwFJMJEKNMOUPusawiPxREASTwQksUSVCjTDlD7rGsIj8URAEk8EJLFEdX+qQK1T+qxrCI/EEwFJPBGQxBKpQHNM6bOuITwSTwQk8URAEkukAs0xpc+6hvBIPBGQxBMBSShRpQLNMaXPuobwSDwRkMQTAUko0aw/VaDWKX3WNYRH4omAJJ4ISEKJVKBZpvRZ1xAeiScCkngiIIkkqlSgWab0WdcQHoknApJ4IiCJJJr3pwrUOqXPuobwSDwRkMQTAUkkkQo0z5Q+6xrCI/FEQBJPBCSRRCrQPFP6rGsIj8QTAUk8EZAEElUq0DxT+qxrCI/EEwFJPBGQBBI1/akCtU7ps64hPBJPBCTxREASSKQCzTSlz7qG8Eg8EZDEEwFJIJEKNNOUPusawiPxREASTwQkcUSVCjTTlD7rGsIj8URAEk8EJHFEi/5UgVqn9FnXEB6JJwKSeCIgiSNSgeaa0mddQ3gknghI4omAJIyoUoHmmtJnXUN4JJ4ISOKJgCSMaNmfKlDrlD7rGsIj8URAEk8EJGFEKtBsU/qsawiPxBMBSTwRkIQRqUCzTemzriE8Ek8EJPFEQBJFVKlAs03ps64hPBJPBCTxREASRXTWnypQ65Q+6xrCI/FEQBJPBCRRRCrQfFP6rGsIj8QTAUk8EZBEEalA803ps64hPBJPBCTxREASRFSpQPNN6bOuITwSTwQk8URAEkTU6k8VqHVKn3UN4ZF4IiCJJwKSICIVaMYpfdY1hEfiiYAknghIYogqFWjGKX3WNYRH4omAJJ4ISGKI2v2pArVO6bOuITwSTwQk8URAEkOkAs05pc+6hvBIPBGQxBMBSQyRCjTnlD7rGsIj8URAEk8EJCFElQo055Q+6xrCI/FEQBJPBCQhRCv9qQK1TumzriE8Ek8EJPFEQBJCpALNOqXPuobwSDwRkMQTAUkEUaUCzTqlz7qG8Eg8EZDEEwFJBNFqf6pArVP6rGsIj8QTAUk8EZBEEKlA807ps64hPBJPBCTxREASQaQCzTulz7qG8Eg8EZDEEwFJAFGlAs07pc+6hvBIPBGQxBMBSQBRpz9VoNYpfdY1hEfiiYAknghIAohUoJmn9FnXEB6JJwKSeCIgCSBSgWae0mddQ3gknghI4omApHhR9ylQFah1Sp91DeGReCIgiScCkuJF3f5UgVqn9FnXEB6JJwKSeCIgKV6kAs09pc+6hvBIPBGQxBMBSeGitTN4Fah1Sp91DeGReCIgiScCksJFa/2pArVO6bOuITwSTwQk8URAUrhIBZp9Sp91DeGReCIgiScCksJFKtDsU/qsawiPxBMBSTwRkBQtWn8KVAVqndJnXUN4JJ4ISOKJgKRo0Xp/qkCtU/qsawiPxBMBSTwRkBQtUoHmn9JnXUN4JJ4ISOKJgKRokQo0/5Q+6xrCI/FEQBJPBCQFizY8BaoCtU7ps64hPBJPBCTxREBSeIGu/54K1Dilz7qG8Eg8EZDEEwFJKtC4eE3ps64hPBJPBCTxREBSrGjTGbwK1Dqlz7qG8Eg8EZDEEwFJ0QW64TdVoMYpfdY1hEfiiYAknghIUoHGxWtKn3UN4ZF4IiCJJwKSVKBx8ZrSZ11DeCSeCEjiiYCkUNHGp0BVoNYpfdY1hEfiiYAknghICi7QTb+rAjVO6bOuITwSTwQk8URAkgo0Ll5T+qxrCI/EEwFJPBGQpAKNi9eUPusawiPxREASTwQkRYo2PwWqArVO6bOuITwSTwQk8URAUmyBbvxtFahxSp91DeGReCIgiScCklSgcfGa0mddQ3gknghI4omApEDRljN4Fah1Sp91DeGReCIgiScCkkILdPPvq0CNU/qsawiPxBMBSTwRkKQCjYvXlD7rGsIj8URAEk8EJKlA4+I1pc+6hvBIPBGQxBMBSXGibU+BqkCtU/qsawiPxBMBSTwRkBRZoFu+oAI1TumzriE8Ek8EJPFEQJIKNC5eU/qsawiPxBMBSTwRkBQm2noGrwK1TumzriE8Ek8EJPFEQFJggW77igrUOKXPuobwSDwRkMQTAUkq0Lh4TemzriE8Ek8EJPFEQJIKNC5eU/qsawiPxBMBSTwRkBQl2v4UqArUOqXPuobwSDwRkMQTAUlxBbr1SypQ45Q+6xrCI/FEQBJPBCSpQOPiNaXPuobwSDwRkMQTAUkq0Lh4TemzriE8Ek8EJPFEQFKQaMdToCpQ65Q+6xrCI/FEQBJPBCSFFej2r6lAjVP6rGsIj8QTAUk8EZCkAo2L15Q+6xrCI/FEQBJPBCTFiHadwatArVP6rGsIj8QTAUk8EZAUVaA7vqgCNU7ps64hPBJPBCTxRECSCjQuXlP6rGsIj8QTAUk8EZCkAo2L15Q+6xrCI/FEQBJPBCSFiHY+BaoCtU7ps64hPBJPBCTxREBSUIHu+qoK1Dilz7qG8Eg8EZDEEwFJKtC4eE3ps64hPBJPBCTxRECSCjQuXlP6rGsIj8QTAUk8EZAUIdr9FKgK1Dqlz7qG8Eg8EZDEEwFJMQW688sqUOOUPusawiPxREASTwQkqUDj4jWlz7qG8Eg8EZDEEwFJAaI9Z/AqUOuUPusawiPxREASTwQkhRTo7q+rQI1T+qxrCI/EEwFJPBGQpAKNi9eUPusawiPxREASTwQkqUDj4jWlz7qG8Eg8EZDEEwFJ5UX7ngJVgVqn9FnXEB6JJwKSeCIgKaJA99xBBWqc0mddQ3gknghI4omAJBWooijKwaSiFFe4w+ufCZ91DeGReCIgiScCkoqL9j4FOp4jUK8pfdY1hEfiiYAknghICijQffdQgRqn9FnXEB6JJwKSeCIgSQUaF68pfdY1hEfiiYAknghIKi3afwavArVO6bOuITwSTwQk8URAUvkC3XsXFahxSp91DeGReCIgiScCklSgcfGa0mddQ3gknghI4omAJBVoXLym9FnXEB6JJwKSeCIgqbCox1OgKlDrlD7rGsIj8URAEk8EJBUv0P33UYEap/RZ1xAeiScCkngiIEkFGhevKX3WNYRH4omAJJ4ISCor6nMGrwK1TumzriE8Ek8EJPFEQFLpAu1xJxWocUqfdQ3hkXgiIIknApJUoHHxmtJnXUN4JJ4ISOKJgCQVaFy8pvRZ1xAeiScCkngiIKmoqNdToCpQ65Q+6xrCI/FEQBJPBCQVLtA+91KBGqf0WdcQHoknApJ4IiBJBRoXryl91jWER+KJgCSeCEhSgcbFa0qfdQ3hkXgiIIknApJKivo9BaoCtU7ps64hPBJPBCTxREBS2QLtdTcVqHFKn3UN4ZF4IiCJJwKSVKBx8ZrSZ11DeCSeCEjiiYCkgqKeZ/AqUOuUPusawiPxREASTwQkFS3QfvdTgRqn9FnXEB6JJwKSeCIgSQUaF68pfdY1hEfiiYAknghIUoHGxWtKn3UN4ZF4IiCJJwKSyon6PgWqArVO6bOuITwSTwQk8URAUskC7XlHFahxSp91DeGReCIgiScCklSgcfGa0mddQ3gknghI4omAJBVoXLym9FnXEB6JJwKSeCIgqZio91OgKlDrlD7rGsIj8URAEk8EJBUs0L73VIEap/RZ1xAeiScCkngiIEkFGhevKX3WNYRH4omAJJ4ISCol6n8GrwK1TumzriE8Ek8EJPFEQFK5Au19VxWocUqfdQ3hkXgiIIknApJUoHHxmtJnXUN4JJ4ISOKJgCQVaFy8pvRZ1xAeiScCkngiIKmQaMBToCpQ65Q+6xrCI/FEQBJPBCQVK9D+91WBGqf0WdcQHoknApJ4IiBJBRoXryl91jWER+KJgCSeCEgqIxpyBq8CtU7ps64hPBJPBCTxREBSqQIdcGcVqHFKn3UN4ZF4IiCJJwKSVKBx8ZrSZ11DeCSeCEjiiYAkFWhcvKb0WdcQHoknApJ4IiCpiGjQU6AqUOuUPusawiPxREASTwQkFSrQIfdWgRqn9FnXEB6JJwKSeCIgSQUaF68pfdY1hEfiiYAknghIUoHGxWtKn3UN4ZF4IiCJJwKSSoiGPQWqArVO6bOuITwSTwQk8URAUpkCHXR3FahxSp91DeGReCIgiScCklSgcfGa0mddQ3gknghI4omApAKigWfwKlDrlD7rGsIj8URAEk8EJBUp0GH3V4Eap/RZ1xAeiScCkngiIEkFGhevKX3WNYRH4omAJJ4ISFKBxsVrSp91DeGReCIgiScCkvxFQ58CVYFap/RZ1xAeiScCkngiIKlEgQ78BhWocUqfdQ3hkXgiIIknApJUoHHxmtJnXUN4JJ4ISOKJgCQVaFy8pvRZ1xAeiScCkngiIMldNPgpUBWodUqfdQ3hkXgiIIknApIKFOjQ71CBGqf0WdcQHoknApJ4IiBJBRoXryl91jWER+KJgCSeCEjyFg0/g1eBWqf0WdcQHoknApJ4IiDJv0AHf4sK1Dilz7qG8Eg8EZDEEwFJKtC4eE3ps64hPBJPBCTxRECSCjQuXlP6rGsIj8QTAUk8EZDkLEp4ClQFap3SZ11DeCSeCEjiiYAk9wId/j0qUOOUPusawiPxREASTwQkqUDj4jWlz7qG8Eg8EZDEEwFJKtC4eE3ps64hPBJPBCTxRECSryjlKVAVqHVKn3UN4ZF4IiCJJwKSvAs04ZtUoMYpfdY1hEfiiYAknghIUoHGxWtKn3UN4ZF4IiCJJwKSXEVJZ/AqUOuUPusawiPxREASTwQkORdoynepQI1T+qxrCI/EEwFJPBGQpAKNi9eUPusawiPxREASTwQkqUDj4jWlz7qG8Eg8EZDEEwFJnqK0p0BVoNYpfdY1hEfiiYAknghI8i3QpG9TgRqn9FnXEB6JJwKSeCIgSQUaF68pfdY1hEfiiYAknghIchQlnsGrQK1T+qxrCI/EEwFJPBGQ5Fqgad+nAjVO6bOuITwSTwQk8URAkgo0Ll5T+qxrCI/EEwFJPBGQpAKNi9eUPusawiPxREASTwQk+YlSnwJVgVqn9FnXEB6JJwKSeCIgybNAE79RBWqc0mddQ3gknghI4omAJBVoXLym9FnXEB6JJwKSeCIgSQUaF68pfdY1hEfiiYAknghIchMlPwWqArVO6bOuITwSTwQk8URAkmOBpn6nCtQ4pc+6hvBIPBGQxBMBSSrQuHhN6bOuITwSTwQk8URAkpco/QxeBWqd0mddQ3gknghI4omAJL8CTf5WFahxSp91DeGReCIgiScCklSgcfGa0mddQ3gknghI4omAJBVoXLym9FnXEB6JJwKSeCIgyUlkeApUBWqd0mddQ3gknghI4omAJLcCTf9eFahxSp91DeGReCIgiScCklSgcfGa0mddQ3gknghI4omAJBVoXLym9FnXEB6JJwKSeCIgyUdkeQpUBWqd0mddQ3gknghI4omAJK8CNXyzCtQ4pc+6hvBIPBGQxBMBSSrQuHhN6bOuITwSTwQk8URAkovIdAavArVO6bOuITwSTwQk8URAklOBWr5bBWqc0mddQ3gknghI4omAJBVoXLym9FnXEB6JJwKSeCIgSQUaF68pfdY1hEfiiYAknghI8hDZngKlFOjJv3/0O7funMVrSp91DeGReCIgiScCknwK1PTt4QV6/7/9+fT04cvTfwce/7UKNEN4JJ4ISOKJgCQV6FpuVD/6w+np9apO/SsVqDU8Ek8EJPFEQJKDyHgGH12gd2a1ee+oeuLP9y9Xz6lA7eGReCIgiScCklwK1Pb9wQV6fdqcdY1e+HX9//WvVaDG8Eg8EZDEEwFJKtBOTq7WzdnU6MPLnufwXlP6rGsIj8QTAUk8EZCkAu1k3pkPL1dPnqpAM4VH4omAJJ4ISMovsj4FiijQe0fVGxsL9JtfTiaX3vx0efuHt15qfvXo/SuTyeIr22+oQAnhiYAknghI8ihQ4wKEU/gbs6dA158D/WQyy6XfLH7jePLSoklnX3n+s903VKCI8ERAEk8EJKlAu7lePVm//F4359qr8Hcnl351evrg2qINHx1PFgV6PHnx0/orL36784YKFBGeCEjiiYAkFWg3d2ZvAJ2ewZ+8U82PQ5d5dG3ydnNMOfvvN7+YLAr0+yuzTv3hrfrgdPsNFSgjPBGQxBMBSdlF5qdAowt0evo+zZOzF5IuvLHylR/eao48jyc/n/7/zcnkZ183BXpz+d+f77qhAmWEJwKSeCIgyaFArStEF+jp/Xd/+t70Pw//6pmPt9yjKdAX/mV6Uv9S8zuzY9L57e03VKCM8ERAEk8EJKlAE9I6HW9q8dG15ne+v/Lit9tvzL/nx02S/3xFUc5npme/0YS+2Qk9+dOOL948O5hUgSqKki2H0587CvSLn9Sfh3/4V69t/hzn3dbbmNYL9PnPtt9YXcfrONtnXUN4JJ4ISOKJgKTcIvsZfPgp/MkH8+swPbxcPb7pc0h3r1x6u1Wmw49AVaDh4YmAJJ4ISFKBruV6VT3+10c/+sPJP1abriVyc9J+P5IKtEd4JJ4ISOKJgKTMIvubmMIL9E5Vvd58hvPz+Qc6V/LJSn/qVfg+4ZF4IiCJJwKSsheofY3wTyI9t/wQ/I3ZJUVaeXQ8eWHlmcy7nXd5Nm/93HZDBcoITwQk8URAkgq0k/ln4ZsCvXfUuZjIcfcDmXf1SaT94ZF4IiCJJwKSVKCdLC5nN2vO7tWYbq59oH1RoI+uTV5YfuJ9+w0VKCM8EZDEEwFJeUU5ngIFF2hzXaXJ8hPwrWc2H7SvubT9hgoUEZ4ISOKJgKTcBZphkehT+PqFo6Y5O5ezuzvZXqCnD96f/vab3+67oQIlhCcCkngiIEkF2s2N+YVE6gKdlumTm++UJV5T+qxrCI/EEwFJPBGQlFWU5Qw+ukDvHVXP/nlWoPdf7lzOTgWaFh6JJwKSeCIgKXOB5lgl+o309eXsLh5dePqp6X89f6qxCjQuPBGQxBMBSSrQ9fzxqGri2p8q0LjwREASTwQkqUA35LsPL07b87GtlwNVgQ4Lj8QTAUk8EZCUU5TnKVBAgRaK15Q+6xrCI/FEQBJPBCTlLdAsy6hAjVP6rGsIj8QTAUk8EZCkAl3m5N1X1/PTzZcEVYEOCY/EEwFJPBGQpAJd5uHlaj0/2nRFUBXosPBIPBGQxBMBSRlFmZ4CVYFap/RZ1xAeiScCkngiIClrgeZZR8+BGqf0WdcQHoknApJ4IiBJBRoXryl91jWER+KJgCSeCEjKJ8p1Bq8CtU7ps64hPBJPBCTxREBSzgLNtBCgQE++avLFf9JzoPbwSDwRkMQTAUkq0LXcf0cvIuUNj8QTAUk8EZCkAu1m9cX4J1Sg9vBIPBGQxBMBSdlE2Z4CjS7QG1V14elXjur/VRde96tPFWhgeCIgiScCkjIWaKaFggv05Gp9Ffr5delvbPq58CrQweGReCIgiScCklSgnTy8PLuI8o3Zpeyur/9ceBXo8PBIPBGQxBMBSblE+c7gwwu0+WlITy7/XwVqDI/EEwFJPBGQlK9A86xzC1Og9dn7w8ue5/BeU/qsawiPxBMBSTwRkKQC7eTk6uwU/t5R66cbq0Bt4ZF4IiCJJwKSVKDdXJ89+zl/KnReoypQY3gknghI4omApEyijE+BRhfovaPqmY/rl+Gfq8tUp/AZwiPxREASTwQkZSvQLMvMEv1JpOuzzx/dqaoLR74/Vs5rSp91DeGReCIgiScCklSg6/ljfeJ+cn32QSS9DzRDeCSeCEjiiYAkFeim/J9pb558fvHia579qQKNC08EJPFEQFIeUc6nQAkFWiZeU/qsawiPxBMBSTwRkJSrQHOs0kQFapzSZ11DeCSeCEjiiYAkFWgnX83/c/+dixd/+rEKNEt4JJ4ISOKJgKQsoqxn8JEFevJOcwHQG/OL2Xm+Bq8CDQxPBCTxREBSpgLNsMgycQV6/3JzBeU70/J87CnvBvWa0mddQ3gknghI4omAJBXoWU6uVtXj781/8aPp6fvnvhekV4HGhScCkngiIEkFepY7i/d9Tn/xRv3f63ojfZbwSDwRkMQTAUk5RHmfAo0r0OtNb57eaI487/i+k95rSp91DeGReCIgiScCkvIUqH2NVqIKdHriPrsQU3NR+tPZx+J1MZEM4ZF4IiCJJwKSVKDLPLzc1OX0F8+t/o4K1BQeiScCkngiIEkFul6g0wPPN1SgGcMj8URAEk8EJGUQZX4KNL5AbzSn8jqFzxQeiScCkngiIClLgWZwtBL+HOjyKqB6ESlPeCSeCEjiiYAkFehZmnctTY9En1z5DRWoMTwSTwQk8URAkl2U+ww+rkCnZ+z1IWj7DL75lQrUFB6JJwKSeCIgKUeB5nC0EvdRzvoayhePquYA9Ivlr1SgtvBIPBGQxBMBSSrQVurPck7zeP3C0fREvvmVCtQaHoknApJ4IiBJBbqSL36yuAx9XaDPuF6QXgUaF54ISOKJgCSzKPtToKEFepaTd1/7k193zuI1pc+6hvBIPBGQxBMBSRkKNIujFUaBFojXlD7rGsIj8URAEk8EJKlA4+I1pc+6hvBIPBGQxBMBSSrQuHhN6bOuITwSTwQk8URAklWU/ylQFah1Sp91DeGReCIgiScCkuwFmsfRigrUOKXPuobwSDwRkMQTAUkq0Lh4TemzriE8Ek8EJPFEQJJR5HAGrwK1TumzriE8Ek8EJPFEQJK5QDM5WlGBGqf0WdcQHoknApJ4IiBJBbrMydXZpUO+837//DJeU/qsawiPxBMBSTwRkKQCXebh5frqyfP/V4HmDI/EEwFJPBGQZBN5PAUaWKD1EagKNH94JJ4ISOKJgCRrgeZytBJ3Cl898buvvrz8o99/dRbP83mvKX3WNYRH4omAJJ4ISFKBnuVGtR79TKQM4ZF4IiCJJwKSTCKXM/i4Aj35QAXqEh6JJwKSeCIgyVig2RytBL6N6eSrj/7t6MJ//+gsv9MPlbOHR+KJgCSeCEhSgXaiF5Hyh0fiiYAknghIUoF2cvLuT32vQ38Wryl91jWER+KJgCSeCEiyiHyeAtUnkaxT+qxrCI/EEwFJPBGQZIeNlL8AACAASURBVCvQfI5W4gv0uw8vVtWFi94/08NrSp91DeGReCIgiScCklSg6zl7O9NzKtAc4ZF4IiCJJwKSVKAb+/Oxp1995SnvBvWa0mddQ3gknghI4omAJIPI6SnQ6AK9d1Q98fHsV/evVrPLi6hAjeGReCIgiScCkkwFmtHRSnCBXq+eWLwMf3K1elIFag+PxBMBSTwRkKQC7aS5qN08946e0Bvp7eGReCIgiScCktJFXmfwpDfS+76r3mtKn3UN4ZF4IiCJJwKSLAWa09GKCtQ4pc+6hvBIPBGQxBMBSSrQTk6uVm8sb9ypdAqfITwSTwQk8URAkgq0G72IlD08Ek8EJPFEQFKyyO0p0OgCvXdUPf772a++fFlvY8oSHoknApJ4IiDJUKBZHa0Q3khfXbx40f2jSF5T+qxrCI/EEwFJPBGQpAJdz+dHzSc5L7zu2Z8q0LjwREASTwQkqUA35OSLV6ZHoE+/53xdO68pfdY1hEfiiYAknghIShX5PQUKKNBC8ZrSZ11DeCSeCEjiiYCk9ALN62hFBWqc0mddQ3gknghI4omAJBVoXLym9FnXEB6JJwKSeCIgKVHkeAavArVO6bOuITwSTwQk8URAUnKBZna0ogI1TumzriE8Ek8EJPFEQJIKNC5eU/qsawiPxBMBSTwRkKQCjYvXlD7rGsIj8URAEk8EJKWJPJ8CVYFap/RZ1xAeiScCkngiICm1QHM7WlGBGqf0WdcQHoknApJ4IiBJBdrN9Wc+dq/Oebym9FnXEB6JJwKSeCIgKUnkegYfXKAPL7euB+obryl91jWER+KJgCSeCEhKLNDsjlaiC9TzIvQr8ZrSZ11DeCSeCEjiiYAkFWgnKz9UzjdeU/qsawiPxBMBSTwRkKQC7ebG4sfCu8drSp91DeGReCIgiScCklJEvk+BRhfod7+tqseefrXJT/UzkezhkXgiIIknApLSCjS/o5Xo50CrdvRTOTOER+KJgCSeCEhSgapA3cMj8URAEk8EJKlA4+I1pc+6hvBIPBGQxBMBSQki56dAVaDWKX3WNYRH4omAJJ4ISEoqUAdHK4gCPfmTY3M28ZrSZ11DeCSeCEjiiYAkFeiGfPGT+snPh3/1mu9PlfOa0mddQ3gknghI4omApOEi7zP48AI9+WD+6tHDy9Xjrh9K8prSZ11DeCSeCEjiiYCklAL1cLQSXaDXq+rxvz760R9O/rGqnvA8BvWa0mddQ3gknghI4omAJBVoN3eq6vXmE/GfH7leWMRrSp91DeGReCIgiScCklSg3VyvnlteUuRG9aQK1B4eiScCkngiIGmwyP0pUMTFRJoCvXekN9JnCI/EEwFJPBGQlFCgLo5Woj+JVHdmU6C+17bzmtJnXUN4JJ4ISOKJgCQVqArUPTwSTwQk8URAkgq0k5Or9QtHTXPecX0Z3mtKn3UN4ZF4IiCJJwKShor8nwKNfhFp9sLRvECnZaoXkTKER+KJgCSeCEgaXqA+jlaCC/TeUfXsn2cFev/lyvXq9F5T+qxrCI/EEwFJPBGQpAJdy43pUfbFowtPPzX973OO/akCjQtPBCTxREDSQFGBM/jwAj3949HiaqCu/akCjQtPBCTxREDS4AJ1crQSXqCn3314cdqej3n/gHivKX3WNYRH4omAJJ4ISFKBKoqilEl1jlpn9/VAv/IHeP0z4bOuITwSTwQk8URA0jBRiadAAUeg9fVAp9EpfKbwSDwRkMQTAUlDC9TL0Up0gZ5cXf5IuWddr6jsNaXPuobwSDwRkMQTAUkq0E39eeHpf/7of74ybVDP99GrQOPCEwFJPBGQpALt5s7y3Usnv610PdAc4ZF4IiCJJwKSBomKPAUa/1n4s3d/XtdHOXOER+KJgCSeCEgaWKBujlair8bU+vimrgeaJTwSTwQk8URAkgp0rUBbnanL2WUJj8QTAUk8EZA0RFTmDD78FH7lCFSXs8sQHoknApJ4IiBpWIH6OVohXM5u+WvPT8N7TemzriE8Ek8EJPFEQJIKtJuHl6v/+OdFf3qewatA48ITAUk8EZCkAl3m5N1XZ3ll/j7Qf3v1qKqe/qlO4e3hkXgiIIknApIGiAo9BRpWoNNDz/XoRaQM4ZF4IiCJJwKSBhWoo6MVFahxSp91DeGReCIgiScCklSgcfGa0mddQ3gknghI4omApP6iUmfwKlDrlD7rGsIj8URAEk8EJA0pUE9HKypQ45Q+6xrCI/FEQBJPBCSpQDfk3z9a5nd6Fd4eHoknApJ4IiBJBbqWs58ppxeR8oRH4omAJJ4ISOotKvYUaHSB3tGr8LnDI/FEQBJPBCQNKFBXRyvRn4WvLrz31TJ/8utPFWhceCIgiScCklSgnTy87HoR5Xa8pvRZ1xAeiScCkngiIEkF2onvFexW4jWlz7qG8Eg8EZDEEwFJfUXlngINP4VXgeYOj8QTAUk8EZDUv0B9Ha0Ev4h0Q6fwucMj8URAEk8EJKlAu1n5mR6u8ZrSZ11DeCSeCEjiiYCknqKCZ/DRBXp6/3L1+KuL6HJ2GcIj8URAEk8EJPUuUGdHK9EF+oHeB5o5PBJPBCTxRECSCrSbG3ojfe7wSDwRkMQTAUkq0E5mb6R3PG9vxWtKn3UN4ZF4IiCJJwKS+olKPgUa/j7QUq8hqUDjwhMBSTwRkNS3QL0drUQXqN4Hmjs8Ek8EJPFEQJIKtBO9kT5/eCSeCEjiiYAkFWg3vj8Lvh2vKX3WNYRH4omAJJ4ISOolKvoUaHSBnly98Lp7d87iNaXPuobwSDwRkMQTAUk9C9Td0UrwKfy7s58LrzfSZwyPxBMBSTwRkKQC7aTzw431PtAM4ZF4IiCJJwKS+ojKnsGrQK1T+qxrCI/EEwFJPBGQ1K9A/R2tRH+Us1i8pvRZ1xAeiScCkngiIEkFGhevKX3WNYRH4omAJJ4ISFKBxsVrSp91DeGReCIgiScCknqICj8FGl2g333Vjn6oXIbwSDwRkMQTAUm9CrSAoxW9iGSc0mddQ3gknghI4omAJBWoCtQ9PBJPBCTxREDSflHpM/joN9L/+0dN/unl6sJ//53eSG8Pj8QTAUk8EZDUp0BLOFrhvIh07+gJzyuDek3ps64hPBJPBCTxRECSCnRXfC8s4jWlz7qG8Eg8EZDEEwFJKtBd8T0E9ZrSZ11DeCSeCEjiiYCkvaLiT4GSCtT36speU/qsawiPxBMBSTwRkNSjQIs4WgEV6L0jFWiG8Eg8EZDEEwFJKtAdOble6RQ+Q3gknghI4omAJBVotzTfXVwK9NVXjiq9iJQjPBJPBCTxREDSPlH5p0BRb6TX25hyhEfiiYAknghI2l+gZRytcAr0sddcf0C815Q+6xrCI/FEQBJPBCSpQOPiNaXPuobwSDwRkMQTAUl7RAFn8CpQ65Q+6xrCI/FEQBJPBCTtLdBCjlZUoMYpfdY1hEfiiYAknghIUoHGxWtKn3UN4ZF4IiCJJwKSVKDLtN7AdBb9WOMM4ZF4IiCJJwKSdosingINK9DOlUB1PdBs4ZF4IiCJJwKS9hVoKUcrKlDjlD7rGsIj8URAEk8EJKlAt+aLo0qfRMoSHoknApJ4IiBJBbolJ+9M6/Pxj/3qUwUaGJ4ISOKJgKSdopCnQBkF+vn08POC7weRVKBx4YmAJJ4ISNpToMUcrQAKtMDh56kKNDA8EZDEEwFJKtANmR1+/mff9jxVgQaGJwKSeCIgaZco5gw+vEDvFzn8PFWBBoYnApJ4IiBpd4GWc7QSXKCFDj9PVaCB4YmAJJ4ISFKBrub+1foqoAUOP09VoIHhiYAknghIUoGuZHb4+XqJ9jxVgQaGJwKSeCIgaYco6CnQwAItefh5qgINDE8EJPFEQNLOAi3oaCWsQP9Y8vDzVAUaGJ4ISOKJgCQV6DL6LLxXeCSeCEjiiYAkFagK1D08Ek8EJPFEQNJ2UdRToGEFquuBeoVH4omAJJ4ISNpVoCUdrUS/kb5YvKb0WdcQHoknApJ4IiBJBRoXryl91jWER+KJgCSeCEjaKgo7g1eBWqf0WdcQHoknApJ4IiBpR4EWdbSiAjVO6bOuITwSTwQk8URAkgo0Ll5T+qxrCI/EEwFJPBGQpAKNi9eUPusawiPxREASTwQkbRPFPQWqArVO6bOuITwSTwQk8URA0vYCLetoRQVqnNJnXUN4JJ4ISOKJgCQVaFy8pvRZ1xAeiScCkngiIGmLKPAMXgVqndJnXUN4JJ4ISOKJgKStBVrY0YoK1Dilz7qG8Eg8EZDEEwFJKtBOHv7Vs3/y785ZvKb0WdcQHoknApJ4IiBJBdpJfU2mx5x/IHwTryl91jWER+KJgCSeCEjaLIp8CjS4QE8+mF3G7vH3/DvUa0qfdQ3hkXgiIIknApK2FWhpRyvhz4F++ZNZh/7FeyrQPOGReCIgiScCklSgG/PFvEOfcf35SF5T+qxrCI/EEwFJPBGQpALdkpMvXq4r9MJrfi8peU3ps64hPBJPBCTxREDSRlHoU6CQAp3mu3eOZqfyXoehXlP6rGsIj8QTAUk8EZC0pUCLO1phFOjJh08tfzDSsypQU3gknghI4omAJBXorvasX4v/7oOqek4FagmPxBMBSTwRkLRJFHsGH16gzbOfZ+8GvVM94fKeJq8pfdY1hEfiiYAknghI2lyg5R2tBL8P9GrVffHo4WWfH27sNaXPuobwSDwRkMQTAUkq0E7qTyJdWH370sPLOgI1hUfiiYAknghIUoGuFegzv+/81snvfN7K5DWlz7qG8Eg8EZDEEwFJG0TBT4GGPwdaLF5T+qxrCI/EEwFJPBGQtLFAAxytqECNU/qsawiPxBMBSTwRkKQCXebk3VfX81PHa4p4TemzriE8Ek8EJPFEQJIKdJn65aO1+Lz+rgINDk8EJPFEQNK6KPopUBWodUqfdQ3hkXgiIIknApI2FWiEoxU9B2qc0mddQ3gknghI4omAJBVoXLym9FnXEB6JJwKSeCIgaU0UfgavArVO6bOuITwSTwQk8URA0oYCDXG0QijQrxbx/AFzXlP6rGsIj8QTAUk8EZCkAl3LyTt6ESlveCSeCEjiiYAkFWg3qy/Gq0AzhEfiiYAknghI6orinwKNLtAbVfXY33y0yO/0Rnp7eCSeCEjiiYCk9QKNcbQSW6AnV6sn/TpzJV5T+qxrCI/EEwFJPBGQpALt5OHlC7/2785ZvKb0WdcQHoknApJ4IiBJBdrJnqsnf/PLyeTSm5/Obzx6/8pkMvCGCpQQnghI4omApI4I8BRo+Cn8riPQTyazXPpNfeOHt2Y3nv9swA0VKCI8EZDEEwFJawUa5Ggl/EWk7T9C7u7k0q9OTx9cm7fh8eTFT+sbL37b/4YKFBGeCEjiiYAkFWg3Dy9feH1Lfz66Nnm7/u/0mHL63++vzGr0h7fq49GeN1SgjPBEQBJPBCStighn8GEFurge6E+q6sLTG68H+sNbzXn48eTnp6c3Jy/NbtwccEMFyghPBCTxREBSt0CjHK1EFeiAy9nNCvR4fjg6Pa9/qfcNFSgjPBGQxBMBSSrQhAKdnY4/utack39/5cVve96Yf/uPm2yqZkVRDjZV+BWKCiZ91tlZuQr0cHN7mmiDcv5SqUD75O7sbUytZnz+s543VtfxOs72WdcQGun2LNGKTmgbiSgCklZEiDP46PeBvtt63ejeK/9h/bPwd69cqp/VTD8CVYHG5vZtYoPCNtItoghIUoF2svJJpE0fS7rZvI1eBdo7LNLt28gGZW2kOjwRkNQWId7EhCrQe0drBfrJZPF+Tr0K3zcskgq0Z3giIGm1QOMcrYQV6KaX4Z9YPYV/dDx5YfFM5uKNnc27PXvdUIHGRwXaMzwRkKQCbeXOeoG+sXqP49YHMvVJpL5hkVSgPcMTAUkq0FZO/vXVV185OvsY0qt/8/vVO9xsf6D90bXJC8sPufe8oQIFBNmftI10iygCkloiyFOgpOdAO2muq1Snfj7zQfsySz1vqEABmfcnZHdfhLaRiCIgaaVAAx2tgN7G1MndyUqBnj54f/qrN5sDy543VKCAzI4/KQcMTXAbCSgCklSgcfGa0mddQ2ik+vMitzinXPPQNhJRBCSpQDdGPxc+Z2ikqhGhGpS2kYgiIOlMhNmbogv0vn4ufObASNWiQDn7/C3cRrpFFAFJ7QKNdLQSfkFl/Vz4zIGRqjMRqEFhG+kWUQQkqUC7uVFVj+vnwmcNi1S1ChTUoKyNVIcnApLGtCf1KlD9XPj8YZHq/XxMz1wlhycCkloFGupoJfp9oPq58LmDIlWrBYppUNRGmoUnApJUoJ3s+bnwOeM1pc+6hqBIs/18TNfQSQ5PBCSpQDvZ/XPhs8ZrSp91DSGRqrUChTQoaSPNwxMBSWN6ObLTXwk/Fz5vvKb0WdcQEmm+m6+KEDs/aSPNwxMBSWcFGutoJbhAp4eg234ufOZ4TemzriEgUrWpQBENCtpITXgiIEkF2snJu69s/bnwKtC0gEjNbt4VARoUtJGa8ERAkgq0k85VlfVG+gzhkKotBQpoUM5GWoQnApLG9Jk2FWhQOKTFXr4uCn8EcDbSIjwRkLQs0GBHK9GfhS8Wryl91jUEQ6q2F2h4g2I20jI8EZCkAo2L15Q+6xqCIS338k2i4AbFbKRleCIgaS6K/td3JSpQ45Q+6xpCIVU7CzT4UUDZSGfhiYCkRYFGO1qJL9DvPrxYVRcuvuZ5MVAVaPmc7eWbRaENStlIZ+GJgCQV6HpuLF9C8n1LvdeUPusaAiFV+wo0tEEhG+ksvJ+7B9xIKtDN/fnY06++8pR3g3pN6bOuIRBSayffJgpsUMhGWob4k0txG6kRoZ4CjS7Qe0fVEx/PfnX/auX6uXivKX3WNYRBqnoUaOBDgbGRltHPfu6XpkCjGe0EF+j16onFp4+crw3qNaXPuoYwSO2dfLsorEEZG2mR27eRDcraSHVUoJ2sXI3p3tET+iinPQhS1a9AwxoUsZGWUYH2TC1incGHfxKp9eEj34uDek3ps64hCNLKPr5LFPRwQGykZVSgPTMv0GjFSlSgxil91jWEQKp6F2hQgxI20llUoD2jAu3k5Gr1xvLGnUqn8BlCIK3u47tFIQ1K2EitLPqTVQ6wjXRLBboevYiUPQBSNaRAQxoUsJFaqapFf6Ke4GNtpDpTEWoL3Qov0HtH1eO/n/3qy5f1NqYsAZA6u/g+UcBjArCRzlLP35y/oxoUtZFmmRVoNGI1hDfSVxcvXnT/KJLXlD7rGhJP6u7je0XlWyN+I52lWvnRpaAKJW2keVSg6/n8qPkkp/PP9vCa0mddQ+JJ3V18v6h4acRvpEUWhbkUcc7jORtpERXohpx88cr0CPTp9xxfQFKBlszaLt5DVLozwjfSIsu2bIkoFYrZSMtMewSxZVqJL9BC8ZrSZ11Dwklre3gfUeEHRvhGanI29oqI0aCUjXSWukCjDZ2oQI1T+qxrSDRpfRfvJSpbGdEbqUlr6I6IUKGQjXSW2TsVohGdqECNU/qsa0g0aX0P7ycq2hjRG2me9shdEeA8nrGRzgL8rEFcgZ7866vr0Y81zpBg0oZHfU9RycIg/L2tNuS6KLxBCRupFeSnteIK9Gq1Hn2UM0OiC3T9t/qKChYG4O+t04+bRMEVCthIrYzt8657CvT0elU9drGTv1CB2hNL2vSI7y0q1xfxf2/dWTeKYs/j4zdSOyrQ1dTvoH/m936F2Y3XlD7rGhJcoBt+r7+oWF2E/72tTbpFFNmg4RtpJSrQTr78SVWyQ72m9FnXkFDSxkf7AFGpuoj+e1ufc6sorkKjN9JqVKDr+eLl+hNIz3xcoD9VoEWy8aE+RFSoLaKf5xjyXq+w83jUzr244AqsP6PfxnTy4VOFOtRrSp91DYkkbX6gDxKVKYvgw/SBb1UIalDQzj37R4TYn9EFelr/XPijEh3qNaXPuoaEFujG3x0mKlIWsf/KDH+eI6RCMTv34hgc2J+AAp3m/juzDv0bzw71mtJnXUMCSVse5ANFJboidCOlHKZHnMdDdu7W6BBRO4gCnebLd/Q+0DyJI217hA8VFaiKsI20tQf7XPNvjJesWvmXAyFaDaVA7//TkQo0SwILdMvvDxb5V0XURtregv0uWTW2K650DrwBom4QBTp/GrS68Kw+ymlP4MHVli8MF7k3RdBG2jFXz0tWjeqCAWvzhovWE1+g8xfi3V9F8prSZ11D4gp02xcSRN5FEbORdk3V+4oro/m864ZZx/Rw61egJ7O3gpZ4H5PXlD7rGhJ3drrtKyki554I2Ug7ZxpwwYBRfN514z8VY3q49SnQL35SqD1VoP6xHlx1l3PtiYCNtKf5Bn3e9dx/XGvLkfaYHm57C3T2unupzyGpQL1jPjtdX9CxJspvpH21N+zzruf70wZbBxzTw21fgd4o2Z6nKlDvZDg77a7o2BLFN9LeYYZ+XOv8ftpgx78PY3q4dfpr0+XsHtcFlR0S9frI9q+lihxbovRG2j/K8E8bnM83y+48vB7Tw21PgeqCyl4JKtAdX0sW+ZVE2Y3Up+0SPm1wDt/rtWeqMT3c9hTow8sqUJ8EHTfs+GK6yK0jim6kXlWX9GbZc/Zer73/KIzp4banQIvHa0qfdQ2JKdBdXzSIvDqi5EbqN0Pie73O0VsVehxTj+nh1ukvFWipRJD8jhucKqLgRuo5Qep7vc7LK229RhnTw63TXyrQUgkp0J1fNYl8GqLcRurrT3+rwnl4pa3nvwRjerh1+ksFWiohT/3v/LJN5NIQpTZS/36zvNJ26E8U9z6QHtPDrdNfKtBSiSjQ3V82ijwKotBGGlBuplfaDvp5jgH+MT3cOv2lAi2ViA/Z7P66VeTQD2U20hC48Ynigz1MH2Qf08Ot018q0FIJKNA9XzeL8tdDqW7of2fz8xwHeZg+sPrH9HDr9JcKtFQC3r235w52UfZ6KLGRhqEzHKYf3L8yg4+cx/Rw6/SXCrRUyhfovjtkEOVuB/+NVLwb8p/HO2+kBPCYHm6d/lKBlkr5j3nvu0cOUeZyKHJwNegb8vwrczgbKanvx/Rw6/SXCrRUihfo3ntkEeUtB++NNFybayNl3EqOGynxcHlMD7dOf6lAS6X4B/D23iWP6FC6oU7YwVXW83i3jZSsHNPDrdNfKtBSKV2g+++SSZSzQd3PTgd/Uy5RxgZ12kiGkh/Tw63TXyrQUilLKvkBvEM4uLqVWmH5RNkq1GUjmY6Rx/Rw6/SXCrRUChdoj/tkEx1EgcafneY6j3fYSEbamB5unf5SgZZK4Wvo9LhTzoOrTAv5baTUgsgqytOg2TeSudnH9HDr9JcKtFTKFmifO2U9O82zkOfrI2nfmFmUo0IdSEbTmB5unf5SgZZKSVLxa+ign94z1VZuEa2usjyvMKaHW6e/VKClUrRAe90rpyhTg/psJNbrI+bG4j0tO6aHW6e/VKClUpDke63gbX8m9PURI81DZGytjC/+of/dM0UFapzSZ11DShZov7vlFWEPZSBt1Y6tufK9fxf/1HV6VKDGKX3WNaQcKegyuDkejj7v0LF8O+9d6/k+XXoI7z5LjQrUOKXPuoYULNCe93N4fcS6hMs7dEwLuH5uMu07M13f5HA+gZsSFahxSp91DSlGKvDTKrb+ydYHpcdr3rYVnK/ckfJ9ZlL2K+yN6eHW6S8VaKmUK9C+d3R5gdm2AO9ZBe8Pl5b/dGn+C5SO6uHW6S8VaKmUIoX+JBvWCTP0WdlWyl/fxKE+x/Vw6/SXCrRUihVo73vyXvLO/dZU6PsC2klQGkgu9Tmuh1unv1SgpVKIVOgHTu748yFvGuJeuWM1wzstmeRUn+N6uHX6SwVaKqUKtP9d3T72k/7NvI/nF/hrG1priSS3+hzXw63TXyrQUilDAvwwWsB7xA/h8ibtDKu2JJJjfY7r4dbpLxVoqRQq0AH39RIBPnmeryxK/bs3QJxAcq3PcT3cOv2lAi2VQocyA+7s+R7xxO/MQzrED9kMMA8mOdfnuB5unf5SgZZKmQIdcmc/UezVN7PWRclP4PpcBMa9Psf1cOv0lwq0VEqQirwY0SepD9kcpLx1UfIaMD2bbhCpQH2O6+HW6S8VaKkUKdBB93b+kE3Kt+X5mLd5jVaK7kn92m4AqUh9juvh1ukvFWipFHk/zKC7u4rSHrhZPuZtXGI1hfekPv7epEL1Oa6HW6e/zmeB3p7GZWFDShTosLu7f0px+DdZSefgY977R+hJKlafKtDIeMx4+zawQf13sqEPF2dR8Y95Zz99r1O+G/YWXy9SwfpUgUbGYcTbt4kNWqBAB96/wMe8h36LjeRRGRHdsKf7epCK1qcKNDL5J7x9G9mgBT5UPfAbSnzMe+B3WC80ZPjuLYnphp39t5dUuD5VoJHJP+FoC3ToN5R4UqHcswpOpRHUDbs6cA+peH2qQCOTf8KRFmjp8+VeKXahIa/+jOuG7QPtJAXUpwo0MvknHGuBDv6OMm/tL/Pe/vN4oaFtVbiDFFKfKtDIOIyI7E//17wHf0upCw0NuHcqya82IrthSx1uJQXVpwo0Mh4zzvszZFfaHu8CHf4txS401P/OiaRze6W2jY24hRRWn9EbaWNUoJbMjj9HVaAR71rvmSEP6ySSa3FEd8OG4TaSAuszfiNtiArUOGVapzjGuUATvqfgldr63jWFdM4vdbnejBtIofUJ2EjrUYEap7xFa1DnT54nfFOx3d7xUpeup+91AN3QLcc1UnB9IjZSNypQ45T1/6Ma1LdAU76p3G7f+/E9nORdHYhuWC3IDim8PiEbaTUqUOOUs/9E71jt+F48LuW7Cu72TtcKdj59r8PohpWSXCEB6pOykVaiAjVOOf9v+K51FtcCTfqukrt9z0f5QFKB8qB0Q6soWyREfXI2UisqUOOU8/8S9q4mjjtZ4OXfe6ffA30YqUR5StY7lQAAHn1JREFUcLph0ZVnb3GG1CdpIy2jAjVO2fyCsYPV8SzQtG8ru9v3eqwPIhVpD1I3zPpy+SERTH2yNlITFahxysWvKPuY404W+hPc+qfPw30IqUx9oLphOvLiY3ag+oRtpHlUoMYpl7+k7GWOBZr4faV3+x6P+P6kUv0B64azCz1w6hO3keqoQI1TLn9J2dHc/kaDfwj7gOzvvN6kYsdfsG5gXikHtpHqqECNU579GtKgfgWa+o3ld/u9rdeXVO70FdYNKtCeGU2BFkh1roc8qOmqPNpMyxxgzgo0WqLMEr4jev0z0b6FOAb1GjV9tojjhj2Hjr1IRV8+oR1cEQ9AcRvp1oiOQL2mXLl5jgvU0CUhu/3u8utDKvvyM64bgP3J20gqUPOUKzcJh6BeBZr+rTG7/c7660Ea/c9L4/UncCOpQK1Trt4GNKjPqJbBgnb7XQ24n1T63Y9j6obk8EQqUOuUnd+Ib1CnAjV8b9Ruv6MD95L0AyeJJJ5IBWqdsvs757NATXUSttubfmJvfs7OjKkbksMTqUCtU3Z/J/wQ1KdALd8ct9un/cTeiP4cVTckhydSgVqnXPut6Ab1GNU2U+Buv60Jd5L0E3vn4ZF4IhWodcr13wtuUJcCNX135G4//Eeex/TnqLohOTyRCtQ65YbfPHc/N8Y4UOhuv7kOd5D0I88X4ZF4IhWodcpNv3vuCtT27bG7/cZC3EoKu3jbmLohOTyRCtQ65abfDT0EzT+qdZzg3X5TJW4jxV38ckzdkByeSAVqnXLjb5+vn51tHSZ6t99Qilv/3sL+4qI30obwSDyRCtQ65ebfD2zQ7KOaZwnf7dd7cduZwzn6a7OHR+KJVKDWKbd84Rw9Es2jxO/2a824+d0T5+vEwRweiSdSgVqn3PKF83MuaJ8EsNt3u3Hj+3fP2VPX5vBIPJEK1Drltq+EPRqzF6h5BcJu32nHTZ8gO39v3zWGR+KJVKDWKbd+6Zy8nJthDMRuv1qQGy4Ccw4/QGYMj8QTqUCtU27/2vl4Q2GGIRi7/UpFdknh/QnZSCvhkXgiFah1yh1fPA8FmqNYILt9uyRXSYQffQ7ZSO3wSDyRCtQ65Y4vnofPBOYYgbLbt2pyhUToT8xGaoVH4olUoNYpd3318K9KkWUCzG5/VpRtEqE+QRvpLDwST6QCtU6588sHf120LH7Obr/syhaJ0Z+gjbQMj8QTqUCtU+7++oEXaJ5uAe32i7Y8I0H6k7SRFuGReCIVqHXK3V8PeHRmLdAsq5B2+6YvFyTE05+zkDZSEx6JJ1KBWqfcc4eD/tkQmfCo3X7emA2J05+sjTQPj8QTqUCtU+67xyH/dLJMdNZuX3dm8yPPOfVJ20iz8Eg8kQrUOuXeuxzuz8fNJYft9lV1exZUf9I2Uh0eiSdSgVqn3H+fQy3QbPVC2+1vNyH1J24j3SKSeCIVqHXK/fcp/DjNV6CZ1qHt9reXiZa0A9tIdXgknkgFap2yx53KNmiuUfOpYbu9CrRneCSeSAVqnbLPvYo2aLYCzbPMLdxurwLtGR6JJ1KBWqfsdbcDLNCMpQ/b7VWgPcMj8UQqUOuUve5W8hA0V4FmWWUW2m5P7E/cRrpFJPFEKlDrlP3uV7BB84yaE4zb7YH9ydtIRBJPpAK1TtnzjuUaNFOB5likCW+35/UncCMBSTyRCtQ6Zd97FmvQLKNm1Y5pt08OTwQk8UQqUOuUve96WAWaYY1lxrTbJ4cnApJ4IhWodcredy11CJpj1LzWMe32yeGJgCSeSAVqnbL/fQs1aJYCtS/Ryph2++TwREAST6QCtU454M5lGjTDqJmhY9rtk8MTAUk8kQrUOuWQex9MgWZgtDKm3T45PBGQxBOpQK1TDrl3kUNQ+6i5mWPa7ZPDEwFJPJEK1DrloLuXaNAMBZqD0cqYdvvk8ERAEk+kArVOOez+BRrUPGp245h2++TwREAST6QCtU458Bv8G9ReoFkYrYxpt08OTwQk8UQqUOuUQ78DX6D5K35Mu31yeCIgiSdSgVqnHPod7oeg5gLNw2hlTLt9cngiIIknUoFapxz8Ld4NahzVgTem3T45PBGQxBOpQK1TDv8e5wa1FmgmRitj2u2TwxMBSTyRCtQ6ZcI3kQvUo93HtNsnhycCkngiFah1yoRv8j0ENRZoLkYrY9rtk8MTAUk8kQrUOmXKd7k2qGlUF9mYdvvk8ERAEk+kArVOmfRtng1qK9BsjFbGtNsnhycCkngiFah1yrTvc2xQy6g+rDHt9snhiYAknkgFap0y8RuhBZqP0cqYdvvk8ERAEk+kArVOmfiNfoeghlGdUGPa7ZPDEwFJPJEK1Dpl6ne6NailQDMyWhnTbp8cnghI4olUoNYpk7/Vq0F5nT6m3T45PBGQxBOpQK1Tpn8vrq6Ax8Re4ZF4IiCJJ1KBWqdM/17aM47EJxW8wiPxREAST6QCtU5p+GbYm4aIL2t5hUfiiYAknkgFap3S8t2oz/0g3xfgFR6JJwKSeCIVqHVK07eTLt3BfGeqU3gknghI4olUoNYpbd/PKVDoZ6OcwiPxREAST6QCtU5p+37O5Yupn873CY/EEwFJPJEK1DqlcQHKTyDCXt7EJzwSTwQk8UQqUOuU1hUgP0QYe4E9n/BIPBGQxBOpQK1TmpdAFCj3CqU+4ZF4IiCJJ1KBWqc0L5G7u9IKNK9hNWPa7ZPDEwFJPJEK1DqlfY3MDZpCIv+QEZfwSDwRkMQTqUCtU2ZYJG99JRVoTsBaxrTbJ4cnApJ4IhWodcocq2Rt0AQS+wcte4RH4omAJJ5IBWqdMssy0QWa8Y/fkDHt9snhiYAknkgFap0yyzI5DwGHk5wPQEe12yeHJwKSeCIVqHXKPOtk7LCEAs32Z2/OmHb75PBEQBJPpAK1TplpoXwNOpjkfQA6qt0+OTwRkMQTqUCtU+ZaKbBAc/3J2zKm3T45PBGQxBOpQK1T5lop23HgUJL7Aeiodvvk8ERAEk+kArVOmW2pXEU2uEDz/LE7MqbdPjk8EZDEE6lArVPmWytTgw4k+R+Ajmq3Tw5PBCTxRCpQ65QZF8vTZUMLNMefuTtj2u2TwxMBSTyRCtQ6Zc7VAgq0wAHoqHb75PBEQBJPpAK1TplztSxtNrBAM/yJ+zKm3T45PBGQxBOpQK1TZl0uR4MOIpU4AB3Vbp8cnghI4olUoNYp866XodCGFaj5j+uRMe32yeGJgCSeSAVqnTLzgmULtMgB6Kh2++TwREAST6QCtU6ZeUF7pQ0qUOsf1itj2u2TwxMBSTyRCtQ6Ze4VzQ06gFTmAHRUu31yeCIgiSdSgVqnzL6ktdWGFKjtT+qbMe32yeGJgCSeSAVqnTL/msYG7U8qdAA6qt0+OTwRkMQTqUCtUzosWqxATX9O/4xpt08OTwQk8UQqUOuUDovajgx7k0odgI5qt08OTwQk8UQqUOuUHquaqq1/gRr+kEEZ026fHJ4ISOKJVKDWKV2WtTRoX1KxA9BR7fbJ4YmAJJ5IBWqd0mfdEgWa/kcMzJh2++TwREAST6QCtU7ps67h8LAnqdwB6Kh2++TwREAST6QCtU7ps66h3/oWaOr6wzOm3T45PBGQxBOpQK1T+qxraNB+pIIHoKPa7ZPDEwFJPJEK1Dqlz7q30iuuZ4GmLZ6UMe32yeGJgCSeSAVqndJn3TqeBVryAHRUu31yeCIgiSdSgVqn9Fm3TmLJ9SvQpKUTM6bdPjk8EZDEE6lArVP6rDtLWoP2IRU9AB3Vbp8cnghI4olUoNYpfdadJ6nnehVowrrpGdNunxyeCEjiiVSg1il91m3iVKBlD0BHtdsnhycCkngiFah1Sp91m6Q0XZ8CTaAYMqbdPjk8EZDEE6lArVP6rLtIQoPuJxU+AB3Vbp8cnghI4olUoNYpfdZdZnjZ9SjQNEpyxrTbJ4cnApJ4IhWodUqfdc8yuEH3kkofgI5qt08OTwQk8UQqUOuUPuu2kr9AUyWpGdNunxyeCEjiiVSg1il91m1l6AHjPlLxA9BR7fbJ4YmAJJ5IBWqd0mfddgY23t4CNVDSMqbdPjk8EZDEE6lArVP6rLuSYQ26h1T+AHRUu31yeCIgiSdSgVqn9Fl3NVkL1CRJyph2++TwREAST4Qv0B/eeqn51YNfTiaX/uHb+Y1H71+ZTN78dN+N81KgQ1pvNyngAHRUu31yeCIgiSfCF+jxpCnQryezvPDZvFZnN57fc+O8FOig2ttToFZKQsa02yeHJwKSeCJ4gT46njQF+v2VyYufnj76ZPLit7Nand54cG3fjXNToEMadCcp4gB0VLt9cngiIIknYhfoN7+YLAr0uKnE48nbdZvOjjB/eOvSb3bdOEcFOqD5dhdoBsrgjGm3Tw5PBCTxROgCvTmZ/OzreYE+ulYX5zR369s3m1a9Ofn5rhvnqUD7V98uUsgB6Kh2++TwREAST8Qu0Bf+ZV6YdYE2h5TfX5keiR6323T7jfNVoH27b2eBZqEMzZh2++TwREAST4Qu0FYTrhRozxvzBX7cJPHP56SyvxMswxKKogTEWKDLV+Pr50LHWaAZ6k/9qSiHGWuBfn9l8rNv61fhJ89/1qrJXTdWF/I6zvZZd2P6nYBvJ8U8AzquE6/k8ERAEk90KKfws1eU6vz90FP481SgvQpwR4HmowzKmHb75PBEQBJPdDgFOntP0999Ovg50HNUoP0adCsp6gB0VLt9cngiIIknOqACbd0e46vws/TpwG2ksP4c1W6fHJ4ISOKJDq5Aj+fv9py/y/Pm7hvnr0D7tODWAs1M6Z8x7fbJ4YmAJJ7oYAq0acTvr+z+8NG5/STSIskFGncAOqrdPjk8EZDEEx1Mgd6dXPrV6ek3V2Y9+uja5IXlJ9633ziXBbq3B7cVaHZK74xpt08OTwQk8UQHU6Cnn8xfhZ8X44P2NZe23ziHBbq/QTeTAg9AR7XbJ4cnApJ4osMp0NOv/3Yy+ctfNTcevD9tyTe/3XfjHBbo3ircUqAelJ4Z026fHJ4ISOKJ8AWaLV5T+qy7KykFGnkAOqrdPjk8EZDEE6lArVP6rLsre8pwc4H6UPplTLt9cngiIIknUoFap/RZd2d2N+gmUugB6Kh2++TwREAST6QCtU7ps+7u7OzDjQXqRumTMe32yeGJgCSeSAVqndJn3T3Z1aAbSLEHoKPa7ZPDEwFJPJEK1Dqlz7r7MrBAHSU9MqbdPjk8EZDEE6lArVP6rLsvO44p10nBB6Cj2u2TwxMBSTyRCtQ6pc+6e7O9FDcUqC9lb8a02yeHJwKSeCIVqHVKn3X3Z2uDrpGiD0BHtdsnhycCkngiFah1Sp91e6R/gXpL9mVMu31yeCIgiSdSgVqn9Fm3R7YdWHZJ4Qego9rtk8MTAUk8kQrUOqXPun2ypRnXCrQAZXfGtNsnhycCkngiFah1Sp91e2Vzg3ZI8Qego9rtk8MTAUk8kQrUOqXPuv2ysRy7BVqGsitj2u2TwxMBSTyRCtQ6pc+6PbO/QAEHoNEbaVN4JJ4ISOKJVKDWKX3W7ZlN9dgp0FKUHRnTbp8cnghI4olUoNYpfdbtmw0NukIiHICGb6QN4ZF4IiCJJ1KBWqf0Wbd31htytUALUrYmfCOth0fiiYAknkgFap3SZ93+2VmgiANQwEZaC4/EEwFJPJEK1Dqlz7r9s9aRKwValLIt8RtpLTwSTwQk8UQqUOuUPusOSLdBWyTGAShhI3XDI/FEQBJPpAK1Tumz7pB0arJdoKUpm0PYSJ3wSDwRkMQTqUCtU/qsOyirDXpGghyAMjbSangknghI4olUoNYpfdYdlm0FWl6yMYyNtBIeiScCkngiFah1Sp91h2XlUHNJohyAQjbSSngknghI4olUoNYpfdYdmHZXnhVoCGVDIBupHR6JJwKSeCIVqHVKn3WHptWgCxLmABSzkVrhkXgiIIknUoFap/RZd3A2FGiQZD2YjXQWHoknApJ4IhWodUqfdQfn7HizIXEOQDkb6Sw8Ek8EJPFEKlDrlD7rDs+yMBcFGkfphrORluGReCIgiSdSgVqn9Fk3IYsGnZNAB6CkjbQIj8QTAUk8kQrUOqXPuilpOrMp0FDKakgbqQmPxBMBSTyRCtQ6pc+6SWkVKOkAlLWR5uGReCIgiSdSgVqn9Fk3KfPWnBdoMGUlqI00D4/EEwFJPJEK1Dqlz7ppmTVoTUIdgMI20iw8Ek8EJPFEKlDrlD7rJqYuzlmBRkNWAttIdXgknghI4olUoNYpfdZNTXXr9jSsA1DcRrpFJPFEQBJPpAK1Tumzbmqq27NEM1ZD20i3iCSeCEjiiVSg1il91k3N7dvABqVtpFtEEk8EJPFEKlDrlD7rJub2bWKDwjZSHR6JJwKSeCIVqHVKn3UTowLtGR6JJwKSeCIVqHVKn3UTowLtGR6JJwKSeCIVqHVKn3UTowLtGR6JJwKSeCIVqHVKn3VTQ+xP3Ea6RSTxREAST6QCtU7ps25ygP3J20hEEk8EJPFEKlDrlD7rpofXn8CNBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREAST6QCtU7ps64hPBJPBCTxREASTzSeAvXJj38cLVgLj8QTAUk8EZDEExUjqUBLhUfiiYAknghI4olUoLaM+G+0f3giIIknApJ4IhWoLSP+G+0fnghI4omAJJ5IBWrLiP9G+4cnApJ4IiCJJ1KB2jLiv9H+4YmAJJ4ISOKJVKC2jPhvtH94IiCJJwKSeCIVqC0j/hvtH54ISOKJgCSeSAWqKIpCjwpUURQlMSpQRVGUxKhAFUVREqMCVRRFSYwKVFEUJTEqUEVRlMSoQBVFURJz8AX6zS8nk0tvfjq/8ej9K5PJ4sY0P7z10uJuv5je7R++JZHqfH/lxRKmfqIf3prM8vxnGNLpo0+mX/nLXxUA9RI9ujZZpMRW6rmRHkzv1v4KQxT/cNuJzZRDL9BP5nvzpd/UN5oGONu1jyfN3+jN+d1eKFENPUl1po/HEgXaU/T9lXLV0JP0oOn0n0FEZQt02N/b/G4I0deIh9tubKYceIHenVz61fRhdm2+YY4nL35a32hK6dHxpPkb/f7K7G6/aJdXMGmWaa8XKNC+orslNs8g0rSvXvj09NH/KlAOQ/7aZjuUf13130grX4kXTRt9+pVHn8Tu3Dux2XLYBTrdd96u/zv95+Xt+u9ttql+eGu+c9dn7c3f6PHk5/V/mjsgSHNPiQLtLWq2UoH0Jd1tjhhuulf7kL+22b39N1VfUucrANFxs1cfz+8eQ9qJzZfDLtAf3moacfbYXzzMbs727unR3c++Xn3gLe/OIE3/iv++wHOgfUWPrpU4CRxCWjwGOKImN0scW/Ul3S22sYb+tRU4pdlO2oXNmMMu0GVmG+l45e/t5gv/0v0bLPSSTV/S8eQlkuiHt17839OjiL8r8mJEL1KJf/CGieaZH9RQSOWOQHuKlv8Sl9y7N5D2fiVHzkeBNsfsa39vq5vr6ysF9/v9pLvTw5iSu9g+0eI1JM5Gqn/j67+dTKaPTYhoHv9nFIaQls+BFkPtEUUU6DbSrq9kyfko0NkevWe3P55MLpV7IO4nzf5iSxboPtHd6UnYt6f/7/0iL+f2Ik1/4/15p5d6crbXnlTyWK8P6dH85eafYfak4+V/i+3d20i7vpIl56JA784e862NtDjza+32j/7Hf7kyufRfOaTZmUXBAt0rurnc7UvV1T7S3XktTAuiVGP12ZNmpw5lOP1I3/9i/qahUs+97BVNz2Xmf21l3lK8i7TjK3lyHgr07pVL9Vnn3lP402+KncPvJ81fhyhXoL03Url+2Eu6uzj0PC50etprIxV8aasXaVlXhf6V6bGRmrddl3iJdB9p61cy5RwU6M1mzwF1w35S80bCYgU6YCOVeLNXP9Ly3ZaFNlO/jVRq+/QlHZf9V6bXRvpm9mpkqb17O2kHNlMOv0DP/uVdf6VtvRuK/I32IN1cfqKl0Ad/DnEjLauqTGf13EgFP2/Qh1T4JZshe1KhLbWdtAubKYdeoI+Ozz4wtniP19l7vbpvkSuyj/UiFS3QYRupyG7fk9Ts/yXOHHqJ6hT8vMGgjVRi5+69kWYpsqW2k3ZjM+XQC7T9Qt/6G+LWXxYs0A39SIuvlzhqGLSRyjzFN/Tvzf+R2PevreDnDfpupHKn8P1ENxcf/CuxpbaTdmMz5cALdOUjIfNPTrc/7xrxPHtP0mkDK1CggzbSg1+UeJ64P+nNT8v8vfX+ayv37v6epLvl3qrQW1R/Cv2bKyUOQLeT9mAz5bALdHEBtuZTuA+6V1xZ7vZ3mwuz+B9b9SbNUqJAe4uapxWe9387TP+/tyuF/t76/7UVe91v6N+bf131Fs3fmFrm867bSPuwmXLYBXp3srKRTh/U77t+89vW1xe7/YP2pQEZpDolHo0DN1KJ92MPINVXcSzw6dL+onLv8upN+r/19UBRG6n+/FiRq7huJ+3DZsphF6iiKEpgVKCKoiiJUYEqiqIkRgWqKIqSGBWooihKYlSgiqIoiVGBKoqiJEYFqiiKkhgVqKIoSmJUoIqiKIlRgSqKoiRGBaooipIYFaiiKEpiVKDKgeV6VT15duvkalW9EYdRRh4VqHJgeXi5XZk3VupUUcpGBaocWu5U1Y/+0Pz63tHZrxWleFSgysFlehL/3PxXOoFXYqMCVQ4u05P4C7+e/Uon8EpsVKDK4WV6Ev/En09nTTr7r6IERQWqHF7qM/f6JP764kh0mvvvHFXVhWc+Xtz+sr5dXXztz803vPHFy1X12K+bO1Z/8V6AWzl3UYEqB5h7R3V13lk+Fzo7mZ/n2dnNkw8Wtx+vX2OaFuir9Y0f/eH085UvKIopKlDlEFM/+TltxeUJ/PR2ffD53QdNg05vPzv92v2X50+S1oes08a9/15dvU9M73jyWz17qmSIClQ5xNSNePHsBH5ai00d3pj95sPLze3mWdKzV+tvLN72dF3vf1LsUYEqB5l79ROZrRP4RRtOq/LJ+lWmplunN+uvNP85XRSsouSJClQ5zNyozk7g5605z/XVF+avLwq0+d079StNvy/oVM51VKDKYWZ6CLo8AK0/3XmWxcHod19+9O5T1aJAFw07f3Xpsdf+FGBWzl1UoMphZk+Bfv5U+2b7EPWLnzSvwuuNTIo5KlDlMNMp0NWX1OsXjarq4qv//KfrawU6zZfvzupVHwJVrFGBKoeZdoG239A0S/MuptPWc6CdNy3V72PSp5gUa1SgymGmXaCtjyTNuvSsUKfHpisF2mpSvY9JsUcFqhxmVgq0fnv88lX2N1pHpDe6z4HeaL3BSUegijUqUOUws1KgdVHWLwotTsybU/gvX65mn0BqFWh9JafX688o6UJ4SoaoQJXDzGqBnn0Wfn6ZppebW8/8dtaTrTP32TvwZ3luw6qKMigqUOUw0ynQ0/vvPNW6yNLJh0/N3zE/f4G+/SLSyYcX6zeCPqs3gir2qEAVRVESowJVFEVJjApUURQlMSpQRVGUxKhAFUVREqMCVRRFSYwKVFEUJTEqUEVRlMSoQBVFURKjAlUURUmMClRRFCUxKlBFUZTEqEAVRVESowJVFEVJjApUURQlMSpQRVGUxKhAFUVREqMCVRRFSYwKVFEUJTEqUEVRlMT8f2lty/ChdtldAAAAAElFTkSuQmCC)