diff --git a/docs/make.jl b/docs/make.jl index f118747..f6ce5d9 100644 --- a/docs/make.jl +++ b/docs/make.jl @@ -121,6 +121,7 @@ makedocs(; "Julia Basics" => "notebooks/julia_basics.md", "Tasks and channels" => "notebooks/julia_async.md", "Remote calls and remote channels" => "notebooks/julia_distributed.md", + "MPI" => "notebooks/mpi_tutorial.md", "Matrix Multiplication"=>"notebooks/matrix_matrix.md", "Jacobi" => "notebooks/jacobi_method.md", "Solutions" => "notebooks/solutions.md" diff --git a/notebooks/figures/fig_jacobi.svg b/notebooks/figures/fig_jacobi.svg index 56a338f..dac70a3 100644 --- a/notebooks/figures/fig_jacobi.svg +++ b/notebooks/figures/fig_jacobi.svg @@ -22,12 +22,647 @@ id="defs2"> + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + style="overflow:visible" + 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Data updated Data used (iteration k) + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + CPU 3 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + CPU 3 + N/P + N + 1 + + P1 + + + P2 + + P3 + + + + + + 1 2 + + 3 + + 4 + + + + 5 6 + time + + + P1 + + + P2 + + P3 + + + + + + 1 2 + + 3 + + 4 + + + + 5 6 + time diff --git a/notebooks/figures/fig_mpi.svg b/notebooks/figures/fig_mpi.svg new file mode 100644 index 0000000..b274f50 --- /dev/null +++ b/notebooks/figures/fig_mpi.svg @@ -0,0 +1,1893 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + image/svg+xml + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + parent + rank0 + rank 1 + + + + + + + + + + + + rank 2 + mpiexec -np 3 julia code.jl + julia code.jl + julia code.jl + julia code.jl + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + proc 1 + rank0 + rank 1 + + + + + + + + + + + rank 2 + proc 2 + proc 3 + proc 4 + julia> mgr = MPIWorkerManager(3)julia> addprocs(mgr) + + + + + + + + + + + + + + + + + + + + + + rank 0 + rank 1 + + + + + + + + + + rank 2 + + + msg + + + + + msg*coef + coef + msg + + + + + + + + + + + + + + + + + + + + + + rank 0 + rank 1 + + + + + + + + + + rank 2 + + + msg + + + + + msg*coef + coef + msg + + + + + + + + + + + + + + + + + + + + + + rank 0 + rank 1 + + + + + + + + + + rank 2 + + + + + + + [20,30,40] + root + 20 + 30 + 40 + + + + + + + + + + + + + + + + + + + + + + + rank 0 + rank 1 + + + + + + + + + + rank 2 + + + + [20,30,40] + root + 20 + 30 + 40 + + + + diff --git a/notebooks/julia_basics.ipynb b/notebooks/julia_basics.ipynb index 993708d..09a9461 100644 --- a/notebooks/julia_basics.ipynb +++ b/notebooks/julia_basics.ipynb @@ -56,13 +56,28 @@ "A new browser window will open. Navigate to the corresponding notebook and open it.\n", "\n", "
\n", - "Warning: Make sure that the notebook is using the same Julia version as the one you used to launch `IJulia`. If it is not the same, go to Kernel > Change Kernel and choose the right version.\n", + "Warning: Make sure that the notebook is using the same Julia version as the one you used to launch `IJulia`. If it is not the same, go to Kernel > Change Kernel and choose the right version (see figure below).\n", "
\n", "\n", "\n", "\n" ] }, + { + "attachments": { + "figkernel.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "928ae06c", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" + ] + }, { "cell_type": "markdown", "id": "bcefe994", @@ -1609,7 +1624,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Julia 1.9.1", + "display_name": "Julia 1.9.0", "language": "julia", "name": "julia-1.9" }, @@ -1617,7 +1632,7 @@ "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", - "version": "1.9.1" + "version": "1.9.0" } }, "nbformat": 4, diff --git a/notebooks/julia_distributed.ipynb b/notebooks/julia_distributed.ipynb index 72db93d..c507559 100644 --- a/notebooks/julia_distributed.ipynb +++ b/notebooks/julia_distributed.ipynb @@ -1319,7 +1319,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Julia 1.9.1", + "display_name": "Julia 1.9.0", "language": "julia", "name": "julia-1.9" }, @@ -1327,7 +1327,7 @@ "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", - "version": "1.9.1" + "version": "1.9.0" } }, "nbformat": 4, diff --git a/notebooks/julia_tutorial.ipynb b/notebooks/julia_tutorial.ipynb index 1c98c21..23e786e 100644 --- a/notebooks/julia_tutorial.ipynb +++ b/notebooks/julia_tutorial.ipynb @@ -507,7 +507,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Julia 1.8.5", + "display_name": "Julia 1.8.4", "language": "julia", "name": "julia-1.8" }, diff --git a/notebooks/matrix_matrix.ipynb b/notebooks/matrix_matrix.ipynb index 242fb63..d88b0f0 100644 --- a/notebooks/matrix_matrix.ipynb +++ b/notebooks/matrix_matrix.ipynb @@ -1132,7 +1132,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Julia 1.9.1", + "display_name": "Julia 1.9.0", "language": "julia", "name": "julia-1.9" }, @@ -1140,7 +1140,7 @@ "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", - "version": "1.9.1" + "version": "1.9.0" } }, "nbformat": 4, diff --git a/notebooks/mpi_tutorial.ipynb b/notebooks/mpi_tutorial.ipynb index e142a42..d2fb6cf 100644 --- a/notebooks/mpi_tutorial.ipynb +++ b/notebooks/mpi_tutorial.ipynb @@ -2,85 +2,260 @@ "cells": [ { "cell_type": "markdown", - "id": "8d800917", + "id": "7606d30a", "metadata": {}, "source": [ - "# Tutorial: Using MPI in Julia\n", - "Message Passing Interface (MPI) is a standardized and portable library specification for communication between parallel processes in distributed memory systems. Julia offers a convenient way to work with MPI for creating efficient parallel and distributed applications. In this tutorial, you will learn how to use MPI from Julia to perform parallel computing tasks.\n", + "\n", "\n", - "## MPI launches separate Julia instances\n", - "When you run an MPI-enabled Julia script, MPI takes care of spawning multiple instances of the Julia executable, each acting as a separate process. These workers can communicate with each other using MPI communication functions. This enables parallel processing and distributed computation. Here's a summary of how it works:\n", - "\n", - "-- TODO: insert picture here --\n", - "\n", - "- **MPI Spawns Processes**: The `mpiexec` command launches multiple instances of the Julia executable, creating separate worker processes. In this example, 4 Julia workers are spawned.\n", - "\n", - "- **Worker Communication**: These workers can communicate with each other using MPI communication functions, allowing them to exchange data and coordinate actions.\n", - "\n", - "- **Parallel Tasks**: The workers execute parallel tasks simultaneously, working on different parts of the computation to potentially speed up the process.\n", + "### Programming large-scale parallel systems" + ] + }, + { + "cell_type": "markdown", + "id": "4ac1e5d9", + "metadata": {}, + "source": [ + "# Distributed computing with MPI" + ] + }, + { + "cell_type": "markdown", + "id": "a341be2e", + "metadata": {}, + "source": [ + "## Contents\n", "\n", "\n", - " \n", + "In this notebook, we will learn the basics of parallel computing using the Message Passing Interface (MPI) from Julia. In particular, we will learn:\n", "\n", + "- How to run parallel MPI code in Julia\n", + "- How to use basic collective communication directives\n", + "- How to use basic point-to-point communication directives\n", "\n", - "## Installing MPI.jl and MPIClusterManagers Packages\n", - "To use MPI in Julia, you'll need the MPI.jl package, and if you intend to run MPI programs in a Jupyter Notebook, you'll also need the MPIClusterManagers package. These packages provide the necessary bindings to the MPI library and cluster management capabilities. To install the packages, open a terminal and run the following commands:" + "For further information on how to use MPI from Julia see https://github.com/JuliaParallel/MPI.jl\n" + ] + }, + { + "cell_type": "markdown", + "id": "8862079b", + "metadata": {}, + "source": [ + "## What is MPI ?\n", + "\n", + "- MPI stands for the \"Message Passing Interface\"\n", + "- It is a standardized library specification for communication between parallel processes in distributed memory systems.\n", + "- It is the gold-standard for distributed computing in HPC systems since the 90s\n", + "- It is huge: the MPI standard has above 1k pages (see https://www.mpi-forum.org/docs/mpi-4.0/mpi40-report.pdf)\n", + "- There are several implementations of this standard (OpenMPI, MPICH, IntelMPI)\n", + "- The interface is in C and FORTRAN (C++ was deprecated)\n", + "- There are Julia bindings via the package MPI.jl https://github.com/JuliaParallel/MPI.jl" + ] + }, + { + "cell_type": "markdown", + "id": "133327e2", + "metadata": {}, + "source": [ + "### Hello-world example" ] }, { "cell_type": "code", "execution_count": null, - "id": "3cb5f151", + "id": "0b44409e", "metadata": {}, "outputs": [], "source": [ - "using Pkg\n", - "Pkg.add(\"MPI\")\n", - "Pkg.add(\"MPIClusterManagers\")" + "] add MPI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a154b55e", + "metadata": {}, + "outputs": [], + "source": [ + "using MPI\n", + "MPI.Init()\n", + "comm = MPI.COMM_WORLD\n", + "nranks = MPI.Comm_size(comm)\n", + "rank = MPI.Comm_rank(comm)\n", + "println(\"Hello, I am process $rank of $nranks processes!\")" ] }, { "cell_type": "markdown", - "id": "ed45a4b2", + "id": "e3901c57", "metadata": {}, "source": [ - "
\n", - " Tip:\n", - "The package MPI.jl is the Julia interface to MPI. Note that it is not a MPI library by itself. It is just a thin wrapper between MPI and Julia. To use this interface, you need an actual MPI library installed in your system such as OpenMPI or MPICH. Julia downloads and installs a MPI library for you, but it is also possible to use a MPI library already available in your system. This is useful, e.g., when running on HPC clusters. See the documentation of MPI.jl for further details.\n", + "## Running MPI code" + ] + }, + { + "cell_type": "markdown", + "id": "8376135d", + "metadata": {}, + "source": [ + "### Creating MPI processes (aka ranks)\n", + "\n", + "- MPI processes are created with the driver program `mpiexec`\n", + "- `mpiexec` takes an application and runs it on different ranks\n", + "- The application calls MPI directives to communicate between these ranks\n", + "- The application can be Julia running your script in particular.\n" + ] + }, + { + "attachments": { + "fig23.png": { + "image/png": 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sTCJUtrydkCxPT5ZAuAdtJrTCSlVMSKT0pWsI30upyZLHCBUtAzVZcgKh2ibVC4QkmAqICRNJkiRBWBV3MfB/sxh7D/H7+v6S8LD2u5Rj5xOSDdn4bvv7vZLhvN8SJiFTjaP71YJxncHxh+akl4F3EFbzZTKcjg+WEB7UstHVuGx6a0vKzocIq4zjup/4bfheB/6C0D4maRzh2pONVwjfCVEq3K6mc9LirVl+brpJhCR4am//Y4RKyE3YYlBS39pBdpV5/05299A3tP+kyrZFLcDfEPZgyWQ74bsmVV9dt4cREumfoGP7xL2E/Vpy0Qa3r3yCzi3LPgP8LA+xKI9MmEiSJAnCarNH+/kznyU8PKVKb2EV1UeJPsF4iM6TgH2xGno9YeP5SSnH/pvQuzlqKX9Xq8Gz3YOgq+TRCVm+l6R4nqJz5UWuvULYaD5VttfUrxG9Z/sLhAq/VH1xTV1I2CQ4tT3N7wgtHOv64P0lKdXrwPvz8LlfSHud7XX7u8CXYpx/c9rrZfR+njhZEfgXace/TrhPzmZPvv7yJ4QWaameBD6Xh1iUZyZMJEmSBKG1ST48mPZ6dZdn9exXhL7NUR2jc1uuU7L43FR/QXhATE14fBc4B3goxvt0VQGSqWqmO12Ns8JE6h//QuZWWrlwNO11NtdUiP+d8HDa695eU9cSWhum7nX1K8KE29d7+d6S1JX9wPfy8LnfJFRAJ82m4+KbqL5GvO+d9Ov2aMLeKtmaRFg4tD7teB0h0f27TiMGjpWE773UipiXCS3Wsr0P1yDmpu+SJEn6NZ0fmvpSAhjbw2enmpbF+z9I/Iew76e97i6+TBLAxwl9mlM9BGwgVJjE0dWCpkx7nnSnq3GJLo5J6nstOX7/ckLbk3S/TXudzTX1RUJ7mTi+n/Y6fcPcOKoIfe9T95b6Cd3vKSBJfaElx+9fSvd75v0PHZMVU4Gfxnz/tpjnf7+LY2OBH8d8HwitaHfTsbXu74G/JH+LsqKaD+wk/P0kHSNUmzyZl4iUdyZMJEmS9CTx9yDpziygGjgTOB2YAZTFGJ9N4uL7WYxJbwlQnsV7DCf0nd6YdnwHoaw/04afXelq8+LSLo5F0dU4N0eWcu91orezymQsYR+Sc4HTgLnES0Zkc039IfG/E15Me53NNRXgA8Df0zF5/BRwEfCDLN9TkqKImyjuTgmwjnDdWkJoLziReF1+xmXxud+Pef7LhKRG6txwNtfuNYQ9USakHHsJeCdwbxbv15/mAA8Ak9OOfxirGQuaCRNJkiTFrYLoynzgHwgbRvamiiGbB7VfZjEmfaPgrlZqZ3IL4SE41ZeAK8g+AdVVQqO71YiZmDCR8uNFOld6xDUeqCds/juiF+8znHANibMXUr6uqR+k8zW1FfhD4BdZvJ8kxdHbjb2HEVq0fhQ4sZfv1Z/3w6lzw3Gv3SsJm8en3qv+J6EtV3/vjRjXDEKyZHra8XpC4l4FzISJJEmSersB48WEjSN7M6mXlM0ee+kTdf0lfWLvKPA+sm+hBWGS9XeE1YlJ2a7U7mrcQN5sUxoqevvv7FRgH73rJZ8q7nW1ryoO40q/pv4S+CNMlkjqH+mVcnGMJlQYn99HsWRzP5yPa/fsLo5dxsBPlkwhJEtmpx1vAK7t92g04JgwkSRJUm8esC4A/o3O95U/JvSC/hbw/4D/av+c9IfRPwT+thefn08/peOmnGcD/wj8Nb1LmvyUjqvd0le+RTWjm/eWlFu9uaZOIWyam746+QXgIPAIoTXVT9s/55d0vN6cDNzWi8/Pp/Rr6ljgbsJK5d5MZEpSFHE2TE+VAO6kc7Lk94TFNEcIm8n/mFDt9xKd997bSee2UIPBfxG+r1Kry78OVALfzkdAEZxIqIo5Je34PxPaQkomTCRJkpS1EkILqtR7yl8QNkm8lWiThmfmIK7+8k7gc4R2BEmbCa2wLif7SdNn6JgkmZnl+6QnTH4PfCfL95LUP7bSMVnyGqG9y+eJ1lIvX9UhfeGjwDnAe1KOVRCqbd6ClSaSBqZ3ExIEqe4ktBkc6nsvtQG7gK9wvJ3XSYTE/5sJSf6BZDzhO2Vx2vFmQju13ix40hCSTYmXJEmSBKG6ZEHK69eAtwH/SvRJu/F9HVQ/+jlhU8+jaccvI2wGn+3ipKfTXs8iu43fF6W9fh54NauIJPWHccC70o7VAh8j+v5Dg/ma+hpwKfDltOOrgf30fk8AScqFv0p7fS9QRbxkyWC+dn8N2EjHqpnxhCqONXmJqGtjgT3A0rTjtxD2C8u2wkhDkAkTSZIkZeuitNd76Jw8yGROH8WSL78E/oDQfizVu4FthA2X43oy7XUJcEbM9ygitAjr6X0lDSyVdEy0/gz4Ysz3GOzX1NeBvyT0kU+1jHCd7at9XSSpL4wDzko7Vke8SoXpZHe/OJD8G6Hy+rcpx8YA99F3+7r0RjkhllVpx28D/jeDuzpTOWDCRJIkSdmanfY6brIEQvuVwe4lQvLovrTj7wDuAkbGfL89XRx7U8z3WEZ4UE2VHp+kgeXktNffILTSi2MoXFOPAe8HPpl2fDFhH5eu9meSpHyYyfFWVBAm3r8R8z0GUhVGb9xN2JvwlZRjowktu96al4iCEwhVP+ltgO8G/pT437MqACZMJEmSlK0Jaa/jbsq7io4tvQazVwgPiXenHb+IsJHnqBjv9X3g39OObaTjhpqZXJL2+nVgR4zxkvpfb6+powjXoaHiI8DfpR07BWhl8FfSSBoa0q/bLxG/WuFP+yiWgeA+wr1vahvJUo4nU/rbKELCJn0xwS7gj+nYRkx6gwkTSZIkZSu9p/70Ls/q3jV9FcgA8VtCO4J/Szt+IeEBsjzGe92Z9npB+/tEUU7HTZMBDgE/jfH5kvpfb6+pf0VoDzOUfIywj0tqe5vZhKTJUEm4Sxq80q/b5cS731tC2P9vKGkhtKv9Zcqx4cCtdN6nK5fKgHuAirTje4CLcV8/9cCEiSRJkrL1H2mv/5DoG51vJLSsGmp+R/i9fS3t+FpgH9EnM79I59XlXyTa5u+fofPmoemtbSQNPOkbBK8mevupxYS++UPR54DNdNyQdxqhPdfpeYlIkoL0e+EE0e9vS4Fmhubc7FFgHfDzlGMlwE3Apf3w+aXAdjrvn/IA8Ed03GtF6mQo/qOUJElS/3gg7fUpwHURxv0J8NW+D2fAeA2oAf4p7fhq4ABwYoT3+Dnw2bRj8wnVK2U9jPsg8Odpx1px/xJpMNif9roE+Er7//ZkOeF6HCWhOlj9E+G6mtrqZhLhmroyLxFJEvwn8GTasU8AszKMG0vYV2NZLoIaIB4FziP8GSUNIzwD/FUOP3cEoVJ7XdrxVuB/0XGPFalLJkwkSZKUrR3Aj9OO/S2wDViadnwYYePyO4FbCKX5EFpFDUXHCCui05MeSwmtCqZEeI/PAc+lHXs78DChimVi+7Ey4FxCf+jP0nGvk98AV8aIW1L+/JCw51GqNwOHgUo6V/CdRrhOPARMbj82VK+pAF8n9PpP7Tk/AbgfODvHn30h8EgPP4vTzl+S4fxzcxyvpP6TvkBmCmHj9z8nbHqeajLwPuAZjl8HngP+K5cB5tEThKTJj1KOFRGqpj+Yo8+8FHhLF8dPIlQm9nRt7ulnSY7i1QAUtWWCJEmSlO4VQm/5f6XjJP07239+RkiojCC0lUnf+LyZMLm3NueR5scx4EPAy3TcuHgxYZXbhXRu5ZDqJUJbhxaOJ0cATgVubP/vl+m+4uR1YBPwrZhxS8qfDxMm0U5IOXYGsJdwTfgB4doyhc6bDT9GuCY/lPsw82YbIRG8jfDdAmGl9l5gA+F6mQvjiFfJMjrD+WN7F46kAeQrwGXAipRjJwJfBr4EfI9w/Z5ESJikLl7/FWHz8e39Eml+PEtYNPUAcHL7sQRhkU8p8PE+/rzuqjIX9vJ905NfGsKsMJEkSVJvbCNs3n6si1+bSKioWEjnZMnX6Nw6aqi6ls4b3M8jJE3mZhj7JKH/8vPd/Hp3yZKXgXcDN0eMUdLA8DQh4Zy+kTCEyZpTCZUl6cmSo4QVtV2NG2q2E9qqvJxybDSwi1CRI0n96VXCNenZLn6tmNCydjkwlY7zsP9NuG4XwsKW7xGSJul/Rh+j7xMmUq+ZMJEkSVJvfRq4iFB2n8mzhJV0l9GxrcpQ9ylCa6zUxNIsQmuATCveniD0uP4U8EKGc18Dbie0DdiWVaSS8u0+QlXJngjn/jchIXsuQ7elS1f2EL53fpVyrIyQTHl7XiKSVMh+RLhuf5FQBdeTVwktBpcAR3Ib1oDyI8J3VfrzwkcI7SUTnUZIeZJ45JFHuloN2PXJicTWlStXXpXLgCRJkpRzZRxvZQLhwe3XffC+CeAcQkXEKYQV0C8CPyU8JLURejqn3n+OoGOVxGvtY3oymo7l9r8h/gaOI+m4QfLv6HlldoLOLVRepOMGxFGMofOipd/ScaV0T0YR9jI4E5hNaBPzEvD/CCsU72v/b0n9Zzgdq+heJ3NyM6pFhH/zSwhVe68TWh3+J+F6epBwDUkaBpSnvccv6boKMCn9evh7OiYioiimYxuxY+2f25NyQrxJL9Px9xLFKI7viZUU5XskrvS/4956icJaNCANNH11X9eVEwnVbqsJLbhKCffC/4+wd8leQtvaVOn3h5muEdlc67sylo6Jil8RvgO6U0r4zkjK5hmiu+vpC4TvuN5Kf7boK5n+bDSAPfroo58+duzYh6Oe7x4mkiRJhedlok/Qx3GMsDnx4Rhjfkv8CbK+aDnzGzKvAEx1DPhFH3xubydRf03Y3P3uPohFUt94tf0nF55u/4nqNeJfq+JeD7vy+yw+ty+SGr+mbxL+meTy71hS/+ur+7qu/DdwU/tPVHHvD7O51nclU2I73SvEX6SULtfX02yeLaQObMklSZIkSZIkSZIKngkTSZIkSZIkSZJU8EyYSJIkSZIkSZKkgmfCRJIkSZIkSZIkFTwTJpIkSZIkSZIkqeCZMJEkSZIkSZIkSQXPhIkkSZIkSZIkSSp4JkwkSZIkSZIkSVLBM2EiSZIkSZIkSZIKngkTSZIkSZIkSZJU8EyYSJIkSZIkSZKkgmfCRJIkSZIkSZIkFTwTJpIkSZIkSZIkqeCZMJEkSZIkSZIkSQXPhIkkSZIkSZIkSSp4JkwkSZIkSZIkSVLBM2EiSZIkSZIkSZIKngkTSZIkSZIkSZJU8EyYSJIkSZIkSZKkgmfCRJIkSZIkSZIkFTwTJpIkSZIkSZIkqeCZMJEkSZL63wigNN9BSJJiKwZG5zsISVIsY/MdgAYPEyaSJElS/5kN3Ay8CPwKuAc4NZ8BSZIiGQ/8A/ALwjX8MHBePgOSJPVoGPCXwA8I1+4ftL8els+gNPCZMJEkSZJyrwz4KPAU8G5gOOFhbT3wbeAG4MR8BSdJ6lYRcAnwDPB+QnVJAjgHOEBIfM/JW3SSpK6cD3wT+CdgZvuxme2vnwDekqe4NAiYMJEkSZJyJwFUExIl19F1G64i4D3As8BVhGSKJCn/LgAeA5rpPqm9HngaaADK+ykuSVLXZhAWIu0HlnRzzkLgXkLCe24/xaVBxISJJEmSlBurgSPArcCsCOePAz5FWA1XmcO4JEk9mwvcBTxA9xNuqYYDVxCS4+8hJMslSf1nNPAJ4DnCdTiK9YRqk0/g3lRKYcJEkiRJ6ltTgCbgKHBWFuNPBfYC+4DFfRiXJKlnowjtE58A/jCL8dMIK5sfBtb0XViSpG4kq7mfBK4BRsYcP7J93HPA5ThXLvw/gSRJktRX+vqBax2h2uTT2OZFknKpCPgz4LuE9olxJ9zSrQLaCK28pvbyvSRJXTsLeJBQzT0zw7mZ9HbBk4YQEyaSJElS772DsLItUkn/xIkTmT59epT3HQF8mLC/yWV4/y5Jfe0c4CHgX4DJmU4uKytjwYIFUd43Qdgs/lngI/Q+CSNJCqYBNxJa367OdHIikWDp0qUkEpG6JSZb6t7Y/jkqQD5wSZIkSdlLbhp5BzAn08klJSXU1NRw6NAhDh8+TF1dHaNHR2qZPBn4KvANoKI3AUuSgOPtsw4R/hhwYQAAIABJREFUKkJ6lEgk2LBhAy0tLTzwwAM0NDRw0kknRfmc0cDHCdWHl+D+JpKUreHAlcDTwEYiXE9PP/107rzzTu6991527drFypUro3xOov39nyO0aSzNOmINSiZMJEmSpPjGAw3A48BbogyoqKhg79691NfXU15eTklJCZs2baKtrY2NGzdSVBTp1nwF0ArcA8zOMnZJKmSlwFWECbdIG7QvWbKEu+66i6amJqZPn05RURHV1dUcOXKE2tpahg8fHuVzZxBadO0HlvYifkkqRBuAZ4DPAydkOnn8+PHU1dWxe/duzjzzTACWLVvGjh074iS8ywhtGk14FxgTJpIkSVJ0xYT9SZ4Frmh/3aM5c+Zwww03sG3bti7buEyaNImtW7eya9cuVq3KuMg5aT3wFPApIrQAkyQBYcLtScK1M+OEW/L6vHv3blav7tz1paysjNraWlpaWtiwYUPUGM4j7E91AxBpxk6SCtgyoAXYAZyc6eRkNffRo0fZtGkTw4YN6/DriUSiQ8J7xIgRUWKYTkh4HwXOjPsb0OBjwkSSJEmK5kLgMcKGkBMznVxeXs6WLVs4cOAA69aty/jmS5cuZfv27TQ1NTFtWqSWyclV0s/gqjdJ6sly4CAxJ9xaW1sjVQDOnj2bpqYmbr31VhYtWhQlniJCdcuzhOt4pBk7SSogyWruR4BzowyoqKjg/vvvp76+nhNO6Dknnkx4HzhwIE7C+0zC/iY3AJOiDtLgY8JEkiRJ6tkpwK3A/cBpmU4uKiqiqqqKQ4cOsXnzZkpKSiJ/ULJHfmtra5xVb9MIq94eBM6K/GGSNPRNIEy4fQN4U5QBlZWVHDx4MNKEW7q1a9eyZ88etm7dyoQJE6IMGUuodvk2oXJQkgpdCWGfkucJ1dzDej4d5s6dy4033si2bds45ZRTYn1YLxLe3yXsb2LCewgyYSJJkiR1bTThQehxoDrKgDVr1rB3714aGxuZODFjEUq3SktLqa2t5fDhw1RVVUUdtprjq94mZ/3hkjT4xZ5wmzdvHjfddBPNzc3Mnj076w8uLi5m48aNtLW1UVNTQ3Fxxs6NAPMJe1PtA07N+sMlaXBbR6jm/jwhodyjMWPGsGXLFvbv38+FF17Yqw9eu3Yt+/bto6GhIWrCezRhf5PIzwkaPEyYSJIkSR0VEVpcfZfwIJRx5djUqVNpaGjgtttuY/HixX0WyNSpU2lsbOT222+P+r4JXPUmqbCtA75FmHAbk+nksWPHUldXx/79+7ngggv6LIixY8dSX18f932Tk4UNRJgslKQhIlbSOJmYzqaauydFRUVUV1fHfd9YlegaHEyYSJIkScclexM3E6E3cbL/8eHDh6muzt3isnPOOYe9e/fS0NAQtXJlFCHZ8wSuepNUGBYAOwkTbhkzzKkTbps2bYpaCRJbFpUrJYSqmOcJVTIZq2MkaZCK3ZYwi9aHsWVZuRJrr0MNbCZMJEmSJJhOaGV1lJA06VFyr5GDBw/G2WukV7Jc9TaPsOrtAeD0nAYoSfkxjuMTbm+LMiB1wm38+PE5DS4puTdKXV1d1L1RxhOqZB4H3pzT4CSpfyWruZ8FriJCRXQWe430WureKPPnz48ypBi4nPD7urL9tQYhEyaSJEkqZGWEB7WnCa2sEpkGLF26lO3bt9PU1MS0adNyHV8n5eXlbNmyhQMHDrBu3bqowy4AvklY9XZizoKTpP6TnHB7hnAdH55pQD4m3FKVlJSwadMmWltb2bhxI8OGRSoeWQTcR2hXc3JOA5Sk3DuPcE/aDJyU6eRkNfeBAwfYsGFDrmPrUkVFBfv27aOuro7y8vIoQ1IT3m/JaXDKCRMmkiRJKkQJQquqpwgrk0dnGjBp0iS2bt3Krl27WLVqVa7jy2jOnDnccMMNbNu2jQULFkQZ4qo3SUPF+YTWJ7Em3FpaWvI24ZYq9ftk9erVUYetJySHGoBIJSqSNIDMIFRzHwCWZjo5kUhQVVXFkSNH+q2auyfJhPfRo0epqamJmvBeCNxLSHjPyWmA6lMmTCRJklRoVgKthFZVszKdXFJSQk1NDW1tbWzcuJGiooF1C11RUcHevXvjrHobx/FVb2/NaXCS1LeSE277gSWZTi4qKqKqqoqjR49SW1vL8OEZi1D61ZIlS7j77rtpbm5m+vTpUYYMJ+xv8gwhAT6wvpAkqbMy4KPAc4Rq7oyWLVvGjh07aGxs5KSTMubE+9W4ceOor69n9+7dnHlmxi6+SesJ1ewNQKSbdeWXX66SJEkqFFMILakeAtZGGVBZWUlbWxv19fWMHp2xCCVverHqbTdh1dvcnAYoSb0zipgTbsuXL2f79u00NjZy4okDuxNhcn+TLVu2MGrUqChDpnL8++ycnAYnSdlJVnM/DVwHjMw0YPLkyTQ0NLBr1y5WrlyZ6/h65fTTT+euu+6iubmZGTNmRBliwnsQ8S9HkiRJQ10JoQVV8gElYzbh1FNP5Y477qC5uZmZM2fmOr4+k1z1du+993LWWWdFHeaqN0kDVewJtylTptDQ0MDOnTsH/IRbqtLSUjZv3kxraytVVVUkEhm31AJYBRwiVEwOni8rSUNdrGvTyJEj2bx5M21tbVRXV0e9/g0IWSS8kwu4HgbW5DQ4Zc2EiSRJkoayDYSJts8TIRkwduxY6urquO+++zj77LNzHlyunHbaadx5551xEj4lhFVvzxOSS5FKVCQph87g+IRbxuW7qQmHwTbhlmrKlCk0NjZyzz33sGLFiihDUpNKHyVCUkmSciR29VsWCYcBJzXhEyPhvRJoI2KLYPUvEyaSJEkaipLtpnYQod1Ucp+SBx98kE2bNkVtaTXgVVZW0tLSwpYtW6K2FJtISC49TMS2ZZLUx5ITbg8SY8Itea0brBNu6VasWMGOHTtoaGiI2lKsjFCF8xxwSU6Dk6SOhtOxmjvjfHMWLa0GvMmTJ9PY2BinwjGZ8H6KkPAuzWF4isGEiSRJkoaS8YTWUpE3NE9uml5fXx910/RBJXXVW4xN61cQVr3dA8zOZXyS1K4UuIqYE27JTdOHyoRbqqKiIqqrqzly5EicTetnAM3AAWBpTgOUpI7V3CdkOnncuHHU1dXF3TR9UFm+fPkbCe+Im9anJ7wHZ4nkEGLCRJIkSUNBMWGC7RlCa6niTAPmzJlDc3Mz27ZtY8GCBbmOL+8mTZrE1q1b2blzJ6tWrYo6bD3wJPApYODuei9psNvA8WtNxgm38ePHvzHhtnr16pwHl2+jRo2itraWAwcOsGHDhqjDzgO+CdwARJqxk6QYFgH3Eaq552Q6OVnNffTo0SFVzd2dRCKRTcJ7OscT3styGqB6ZMJEkiRJg92FhEmhJiBj35Ly8nK2bNnC/v37qayszHlwA82yZcvYvn07TU1NTJ06NcqQMsKq76dx1ZukvrUcOEiYcDs508mFNuGW7uSTT6apqYlbb72VhQsXRhlSBLwHeJZwHY80YydJPUit5n5zlAEVFRXs27dvyFZz96SsrIza2lpaWlriJLzPBR4lJLwn5Sw4dcuEiSRJkgareYSNEu8HTs90clFREVVVVRw6dIjNmzdHXek1JCUSCTZs2EBrayu1tbWMGDEiyrDkqrcHgbNyGqCkoW4CYcLtG8CbogxIbgxcX1/PCSdkLEIZ0tauXcvevXvZunUr48ePjzJkLKF653HgbTkNTtJQVUKo5n6WUM2dMWM9d+5cbrzxRrZt28b8+fNzHd+ANnv27DcS3osWLYoyJJnwfoaQ8I50s66+YcJEkiRJg80owsaITxA2SszonHPOYe/evTQ2NjJx4sRcxjaoJFe9HT58mKqqqqjDVgOHcdWbpPhKCBsDP0/ECbd58+Zx00030dzczOzZs3Mc3uBRXFzMxo0bOXToEDU1NRQXZ+xECTAf2AnsA07NaYCShpJ1wGOEau6MN9Jjxox5o5r7wgsvzHlwg8natWvZs2cPW7duZcKECVGGpCa8Iz33qPdMmEiSJGmwKCK0hPouYWPEjCutpk6dSkNDA7fffjuLFy/OdXyD1tSpU2lsbOS2226Lu+rteULyylVvkjJJTrh9HhiT6eQxY8ZQV1fH/v37ueCCC3Ie3GA1duxY6uvr2b9/P+eff37UYcm/iwYi/F1IKlinEKq5IyVZ06u5S0pKch7gYJRlwjvW34V6x4SJJEmSBoNkVUMzMDnTyaWlpW9UTlRXuxgrqjVr1rBv3z4aGhqiVuKMIiSvIlf7SCo4saoaUieSNm3aFHUiqeDNmzePm2++mebmZmbNmhVlSAmhyud5QtVPYW0II6knsasakveQjY2NUSsnCt6YMWOor6/nwIEDcRYGxKr2UXZMmEiSJGkgm0Zo/RRp34ws9+ZQiqKiIqqrq2lra4uzOjDWfjKSCkLsfTOyaFWiNJWVlbS2tlJXVxd1r5cJhKqfyPvJSBqyktXckffNSFZzx6hSVpq5c+fGbT2Zup+MCe8cMGEiSZKkgaiM8KD2DKH1UyLTgKVLl7J9+3aampqYNm1aruMb8lL7T69bty7qsAuBbxJWvZ2Ys+AkDWTJCbdnCdfx4ZkGZLEZrnpQUlLCpk2baG1tZePGjRQVRZr6WQ4cBO4BTs5pgJIGonOBRwnV3Bn3qEvdB89q7r5RWVnJwYMH4yS8xxMS3o8Db85pcAXGhIkkSZIGmg3Ak4SVyaMznTxp0iS2bt3Krl27WLVqVc6DKzRz587lhhtuYNu2bcyfPz/KkGLCqrdnCKve7KcjFY7zCEnTZuCkTCcnJ9xaWlrYsGFDrmMrOMnvx927d3PGGWdEHbae49/BkWbsJA1q0wnV3AeAZZlOTiQSVFVVceTIEau5cyCZ8D569Cg1NTUMGxapeGQRcB8h4T0npwEWCBMmkiRJGihWAK3ADmB2ppNLSkqoqamhra0tzgpaZamiooJ9+/ZRV1dHeXl5lCGpq97emtPgJOXbDI5PuC3NdHL6hNvw4RmLUNQLS5Ys4e6776apqYnp06dHGVLK8SrPy3HuSBqKyoCPAs8RsZp72bJl7Nixg8bGRk46KWNOXL0wfvx46uvr2b17N2eeeWbUYeuBp4EGTHj3il96kiRJyreJhBv7h4GKKAOSPdrr6+sZPTpjEYr6SJar3hYCuwmr3ubmNEBJ/S19wi2j5cuXO+GWB8k9vg4ePEhtbS0jR46MMmwqocXig8A5OQ1QUn9JEDZyfwq4jpAg7dHkyZNpaGhg165drFy5MtfxKcXpp5/OXXfdRXNzMzNmzIgyZDhwBSa8e8U/NEmSJOVLCaFl0/OEG/uMs++nnHIKt9xyC83NzcyaNSvX8akb48aNo76+nnvvvZezzjor6rDUVW+RSlQkDVjJCbenCRNuGWffkxNuO3fudMItj0pLS9/Yd6CqqopEIuOicoAzgEPArYRqIkmD00qgjfBvOeON9MiRI9m8eTOtra1UV1dHvV4oByorK2lpaWHLli2MGjUqypBkwvshTHjHZsJEkiRJ+bCBMNH2eSJMno8dO5a6ujr279/Peeedl+vYFNFpp53GnXfeSXNzMzNnzowypARXvUmD3SqOT55n/IefnHBra2tzwm0AmTJlCo2Njdx+++2ceuqpUYakJsk+SoQkmaQBYwph8vxhYE2UAakT9FZzDwylpaVvfJ/GSHjH+s5W4AOKJEmS+tMCQnumHURoz1RSUsLGjRs5dOgQmzZtitoCSv0si4fq1Af3tTkNTlJfib1atbKykoMHD8ZZEat+dvbZZ7Nnzx4aGho48cQTowwZRagqeg64JKfBSeqt4YRq7sgLVbJYDKN+NnnyZBobG+NUbJrwjsmEiSRJkvrDOEIrpieIuAF4RUUFe/fuZevWrYwfPz6nwan3Uts2xFj1thJoJWJrCEl5EXvCLYue68qjoqIiqqurOXLkCLW1tQwfPjzKsBlAM7AfWJLTACVlI1Y197hx46irq4vbblV5tHz5crZv305DQ0PUPcHKMOEdiQkTSZIk5VIxYYLtWUIrpuJMA04++WSamprYtm0bCxYsyHV86mPJVW8xNgZN3Xz0o0TYfFRSv0mdcDsh08nJCbfdu3dz5pln5jw49a1Ro0ZRW1vLgQMH2LBhQ9Rh5wOPATcAkWbsJOXUQuBeQjX3nEwnl5SUUFNTw9GjR63mHoR6mfA+ACzNaYCDlAkTSZIk5coFwDcJLVwy9vkoLy9ny5YtcSdqNEAtW7aMHTt29GbVmxsdSPmzCLgPJ9wKUurChYULF0YZUgS8h1CFdBWhKklS/xpPqOZ+HHhLlAEVFRXs27eP+vp6ysszFqFoACsrK6O2tpaWlpY4z1HnEZ7VTHinMWEiSZKkvjaP0GLpAeD0TCcXFRVRVVVFW1sbmzdvjroySoNAIpHosOptxIgRUYZNJ6x6Owq4RF3qX6kTbm+OMsAJt6Eri9aY44BPAd8G3pbT4CQlxa7mnjNnDjfccAPbtm1j/vz5uY5P/Wj27Nk0NTVx6623smjRoihDkgnvZwkJ70g360OdCRNJkiT1lVGElkpPEFosZZTcbLaxsTHqZrMahJKr3mJWD50JHCGsepuUs+AkAZTQccItY4nI3LlzufHGG51wG+KKi4vZuHEjhw4doqamJmr10AJgJ7APWJzTAKXCdiGhJV4TMDHTyanV3OvWrct5cMqftWvXsmfPHrZu3cqECROiDBnL8YT3+pwGNwiYMJEkSVJvJQgtlL5LaKmUcWXSlClTaGho4Pbbb+fUU0/NdXwaIHqx6u27hGScq96kvreOGBNuY8aMYcuWLezfv58LL7ww58FpYBg7diz19fXs37+f888/P+qwdcC3CFVLY3IWnFR4TiFUc98PnJbp5GQ196FDh9i8eTMlJSU5D1D5l0x4t7W1UVNTQ3FxxuIjgPnAPYSEd8E+pJkwkSRJUm+sJlQBNAOTM51cWlpKbW0thw8fprq6mkTCbSoK0dq1a9m3bx8NDQ1RV72NJiTjHidi9ZKkjGJNijjhJoBTTjmFm2++mebmZmbNmhVlSAmhaul54EoiVC9J6tZowgKSyPdDa9asYd++fTQ2NjJxYsacuIag1IT3BRdcEHVYcjFFA6H6pKCYMJEkSVI2phFaJT0InJXp5EQiwYYNGzh48CC1tbWMHDky5wFqYCsqKqK6ujru5GusFZWSuhS77UYyydnY2Bg1yakhrrKyktbWVurq6jjhhBOiDJkAfB74BvCmnAYnDT1FxKzmnjp1Kg0NDdx2221Rq3o1xM2bN4+bbrqJ5uZmZs+eHWVIwSa8TZhIkiQpjlLChoDPEFolZSwRWbJkCXfffTdNTU1Mnz491/FpkMmyvU+snt2SgOMTbpE3ds2ijZ4KSElJCZs2baK1tZWNGzdSVBRpimk5cJBQ3XRyTgOUhobknm7NRNjTLblvXLKaW0pXWVnJwYMH4yS8xxMS3o8A5+Y0uAHChIkkSZKi2gA8RViZPDrTyZMmTWLr1q3s3r2bM844I+fBaXDLYgPpYo5vUn1l+2tJXTsP+CZhwu2kTCcnJ9wOHDjAhg0bch2bBrnk9/2uXbvifN+vB54k3FNEmrGTCsx0QjX3UULSpEfp1dwjRrjtm7qXnvAeNixS8cgyoIUCSHibMJEkSVImK4BWYAcwO9PJJSUl1NTUxF1xKgFQUVHBvn37qKuro7y8PMqQ5Kq3x4G35DQ4afBJTrjtB5ZmOjmRSFBVVcWRI0eccFNsS5cujVtRmqxafZpQ/eTGZhKUcfzfRaRq7mXLlrF9+3aampqYNm1aruPTEJKa8F69enXUYesJ3QYaGKIJb59eJUmS1J0JhBvhh4GKKAOSPc3r6+ujlnhLnSRXvR09epSampqoq94WAvcSVr3NyWmA0sBXRtgY+DvEmHDbsWMHjY2NnHRSxiIUqUtZrnKfRqh+egg4O6cBSgNXgrCRe+xq7p07d7Jq1apcx6chbMmSJdx1111xEt7DCfubPEOo+B5SOYYh9ZuRJElSnyghtDh6nnAjnHG2et68edx88800Nzcza9asXMenAjFu3Djq6+vZvXs3Z56ZsRtF0nrCqswGIFKJijSEJCfcniZsDDwy04DJkyfT0NDArl27WLlyZa7jU4EoLS2ltraWI0eOUFVVRSIRqXjkDOAwoSpqck4DlAaWlYRq7luBjDfSyWrutrY2q7nVZ1IT3lu2bGHUqFFRhk0l7Cn4EHBOTgPsR/6LkiRJUqp1wLcILY7GZDp57Nix1NXVsX//fs4///ycB6fCdPrpp3PXXXfR3NzMjBkzogwZ0qvepG6sAtoIE24zM508cuRINm/eTGtrK9XV1VEntKVYpkyZQmNjI7fffjuLFy+OMiRBqIr6LqFKKmPSTxrEpnB8snltlAGVlZW0tbVRX1/P6NEZi1Ck2EpLS9+4P4iR8F4FHCLiPchA54ODJEmSABYAu4B9QMYZjeLiYjZu3MihQ4fYtGkTxcXut63cq6ysjLvqLTkR8TCwJqfBSfmTuroz0v/PKysraWlpYcuWLU64qV+cffbZ7N27l4aGBk488cQoQ0YRqqSeIFRNSUNJspo7ubAjYzX3qaeeyh133EFzczMzZw76+WgNAsmE9z333MOKFSuiDEltK/dRBnHC24SJJElSYRtH6JP8beCiKAPWrl3L3r172bp1K+PHj89pcFK65Kr4tra2OKveVnJ85b094zRUDCdMuD1NxEqq0047jTvvvNMJN+VFUVER1dXVtLW1sXnzZoYPHx5l2FzCtXs/sCSnAUr9YwPhuv15IrQOHTduHHV1ddx3332cfbZb/Kj/rVixgh07dmST8H4OuCSnweWICRNJkqTCVES4gX0WuIow8dajk08+maamJm699VYWLlyY6/ikHk2ePJnGxkZ27twZdd+F9FVvpTkMT8q1rCbc7r33Xs4666ycByf1pLy8nC1btnDgwAEqKyujDjsfeIywv0mkGTtpgFkI7AZ2EBKBPUruU3L06FE2bdrEsGEZi1CknEkmvI8cOUJtbW3UhPcMoJmQ8F6a0wD7mAkTSZKkwnMBYdKhmQiTDqNGjaK2tpYDBw6wYcOGnAcnxbF8+fI3Vr2ddNJJUYaU0XHVmxs3aDBZBNxHmHCbk+lkJ9w0kJ188sk0Nzezbds2FixYEGVIEWF/k8iLPaQBYDzQADwOvDXKgIqKCvbu3Ut9fT3l5Rlz4lK/yfK58Hzgm4SEd6Sb9XwzYSJJklQ45hHaWjxAhLYWRUVFVFVVxV1JJPW7RCKRzaq36YSk4QFgWU4DlHovdcLtzVEGVFRUsG/fPifcNOAlJ4djtPqM3U5UyoNiQrvEZ4Ar2l/3aM6cOXGTiFJeZNF5YFAlvE2YSJIkDX2jCC2IHifixqnJXrWNjY1Re9VKeVdWVkZtbS0tLS1xVr2dCzxKWPU2KWfBSdlJTrg9S5hwy1giMnfuXG644Qa2bdvG/Pnzcx2f1CdKSkrYuHEjhw4doqamJmo11AJgF7APWJzTAKV4LiSsqG8iQjV3sk3d/v3747Spk/Iui70txxIS3o8Db8tpcL1gwkSSJGnoShBaDn2X0IJoZKYBU6ZMoaGhgXvuuYcVK1bkOj4pJ2bPnv3GqrdFixZFGZJc9fYMYdXbiFzGJ0W0jtA+sQmYmOnkMWPGvDHhtm7dupwHJ+XC2LFjqa+vZ//+/Zx33nlRh60DvkWowhqTq9ikCJLV3PcDp2c6OVnNfejQITZv3mw1twal4uLiDgnv4uKMxVQA84GdhIT3qTkNMAsmTCRJkoamNcDDhJZDkzOdXFZWxt/8zd9w+PBhqqurSSTc1kGD39q1a9mzZw8f+9jHGDt2bJQhyVVvvyQkUKR8WMDxSYTTMp1cXFzMpZdeypEjR9i8eTMlJSU5D1DKtVNOOYVbbrmFL3/5y8yYMSPKkBJCFdbPgI/nNDips3LgM8CTRKzmXrNmDfv27aOxsZGJEzPmxKUBL5nw3rNnD2vWrIk6bB3wBHCQCG3r+osJE0mSpKFlBnAL0AasynRyIpHgHe94B21tbXzgAx9g5MiMRSjSoFJcXMxll13G4cOH+bM/+7Ooq95GEpKNtnhRfxoDfJYYbSqSScFPfOITjBs3LqfBSfmwfv16Dh48yFVXXUVZWVmUIcXARzDprf5RBGwCngM+RIR9GWbOnMlXvvIVbrvttqhVsNKgsmjRIm677Tb++Z//mZkzZ0Yd9ibCYpEBwYSJJEnS0FAKXEtoKfQnhHZcPVq2bBk7duzgC1/4AlOmTMl1fFJejRs3jo9//OPs3buXioqKKEMSwN/mOCwJwr4klxMm3D5IWCnfo1mzZvHVr341Tts5adAaOXIkV155JYcOHeLiiy+OWgVbm+u4VPAqgG8AXyHCHmijRo3i6quv5uDBg7ztbQN26wapz1x00UUcPHiQa665hlGjRkUZckGuY4pqwJS6SJIkKSsJ4J3AViDSEp5JkyZx9dVXU11dTVGR62dUWKZOncqiRYs4fPgwr7/+eqbTI/XxknrhXODzwLIoJ48ePZorrriCyy+/3F73KjgTJkxg0aJFlJaW8vLLL2c6/YT+iEkFaSbhvvudRFiglEgkqKqq4iMf+QiTJmXMq0hDyogRI1i4cCEnnngiv/71rzOdPqw/YorChIkkSdLgtYIw0RZpufzw4cO5/PLLueKKKxg9enRuI5MGmNdee41//dd/5dOf/jQ///nPO/xaeXk5L774YlfDvtMvwakQzSZMuEXqdV9UVER1dTVXX321E24qSHv37uX666/ne9/7XofjY8aM4YUXXuhqyI/6JTAVkjLgKuBvCJXdGa1YsYK6ujpWrFiR08Ckgeg73/kO1113HS0tLR2Ol5WVdZf0/n1/xBWFCRNJkqTBZxLwMeAyIrZYfetb38q1117LrFmzchqYNBAdPXqUa6+9lieffLLD8alTp3L11Vdzyy238OCDD3Y19OddHZR6YRRwNaFdUKQJt5VqG54YAAAgAElEQVQrV1JfX8+yZZGKUKQh5bnnnuPaa6+ltbW1w/ExY8bwoQ99iOeee44bb7yxq6E/6ZcAVQgSwLuATxP2Csxo8uTJfOQjH4nTQk4aMl544QU++9nP0tzczO9+97s3jhcVFXHxxRdTUVHBFVdc0dXQ3/RbkBmYMJEkSRo8SoD3AtcTNgfOaN68eVx//fWcf/75OQ1MGoh+8pOf8MlPfpI77riDY8eOvXG8tLSU9773vbzvfe9jxIgR3HLLLXmMUgUiAVQBnwEiZa4nTZpEbW0t7373u22fqILzwgsv8IUvfIEvf/nLHSbciouLede73sVVV13FhAkTuOaaa/IYpQpArGrukpISLrnkEq666iqruVVwXn/9de644w7q6+v52c9+1uHX1qxZQ11dHYsWLWLPnj3dvcWx7n6hv5kwkSRJGhzWAQ3A4ignjx07lg9+8INceumlFBd7y6fC8sorr/ClL32JL37xi/zmN8cXqyUSCdavX8+1117LtGnT8hihCsxKwvV7TZSTR44cSU1NDVdeeaUTbio4yQm3urq6Tu0T165dy/XXX8+iRYvyFJ0KyETg74DNRNxXobKykrq6Oqu5VZAOHz7Mddddx1NPPdXh+OzZs7nmmmvYsGHD/2fvzuOjLM89/n8mi+xhERURFRAUcBdFAgmQQEDFgCJIf4qkijVtaRNtWsRyMkJC/CFt+jtQqeUc6Gkq9RwMtkrEViJrAriB4AIqiyCQBWTfAgnz/P54MmMm28yEzDyTzPf9euVV537uZ56LAiFzXfd13xZF1jD69CwiIiIS3G4CsoHR3kx2rrycPn06nTp18m9kIkHGMAzeeecdMjMzOXDAffv622+/nczMTO6++26LopMQdDUwE3gaL7dPTEhIIDMzk+uuu86fcYkEpQ0bNmC329mxY4fbeFNNuEmT5OzmzgCivLmhd+/ezJo1i2HDhvkzLpGgVFRUxJw5c1i2bJnbeOvWrfnZz37m6uZualQwEREREQlOHTEPlnwOuMybG7TyUkLZZ599Rnp6Oh9//LHbuLY1EgtcBvwMHxJut9xyCxkZGQwcONCvgYkEo4MHD/Lyyy/XmXD75S9/yWWXefWjkMilSAT+P+AGbyY7u7mffPJJwsO9akIRaTbOnj3Lq6++yiuvvML58+dd4zabjfHjxzNjxgyuvPJKCyO8NCqYiIiIiASXMGAS5j73Xv2U2aNHD6ZPn66VlxKSSktLyc7O5vXXX8fhcLjGIyMjSUpKYtq0adrWSAIpEXO/+57eTO7YsSPPPfecEm4Skpp7wk2ajJswCyX3ezM5MjKSiRMnqptbQpKzmzsjI4ODBw+6XbvjjjvIzMykf//+FkXXeFQwEREREQkecZiJttu8mayVlxLKysvLycnJ4Xe/+x2nTp1yu6ZtjcQCfTATbvd5M9l5MPBvfvMboqK8akIRaTYMw2DZsmVkZWVx6NAht2t33nknGRkZzSLhJkGvI+a2iT/Hy/xobGwsGRkZ3HTTTf6MSyQobdu2jfT0dD755BO38S5duvDb3/6WRx55BJvNZlF0jUsFExERERHrXQtkAU94MzksLIxx48aRnp7OFVdc4d/IRIJQfn4+drudffv2uY1rH3GxQCfgRZRwE/HK1q1bSU9PZ/PmzW7jzTHhJkErAngKmA149YO0urkllNXVzd2yZUumTJlCampqs+vmVsFERERExDptgN9gnlXS0psbtPJSQtmuXbt48cUXWbNmjdt4hw4dSEtL48c//rG2NZJAcSbcsoDO3tzQs2dPZs6cyYgRI/wamEgwKikp4aWXXuLNN9/EMAzXuDPh9uyzz9KmTRsLI5QQEY/ZzX2rN5OjoqL45S9/yU9+8hN1c0vIcXZzz507l9OnT7tda+7d3CqYiIiIiASeDRgPZGN2l3h09dVXM336dMaPH6+VlxJyjh8/TnZ2Njk5OVRUVLjGneeU/PrXv9a2RhJIwzETbrd4M9mZcHvmmWeIjIz0b2QiQaasrIzFixczb968WhNus2fP5tprvfpRSORS9AJeAiZ4M1nd3BLq8vPzSU9P57vvvnMbv+WWW8jIyGDgwIEWRRYYKpiIiIiIBNY9wDwg2pvJrVq14qmnntLKSwlJFRUV/N///R9z5szh6NGjbte0rZFYoDdmR4lPCTe73U7nzl41oYg0K3Ul3G699VYyMjK49957LYpMQoizm3s60MKbG6Kjo8nIyODmm2/2a2AiwWjnzp28+OKLrF271m28Y8eO/OpXvwqZbm4VTEREREQCoyswB5iE2WHiUUJCAllZWXTr1s2vgYkEo8LCQux2O1999ZXbeM+ePXnxxRdJSEiwKDIJQW2BX+NDwm3QoEFkZGTQr18/vwYmEoy++OIL7HY7H3zwgdt4qCXcxFI2zLMBXwa6eHODurkllDm7uf/6179y8eJF13iodnOrYCIiIiLiX62AFGAG0M6bG2699VYyMzMZMGCAXwMTCUbffvstc+bMIS8vz21c+4iLBcIwi9xzgau8uaFr1648//zzTJjgVROKSLNy7Ngx/vCHPyjhJlYbgNnN7dWeQa1ateLnP/85U6dOpWVLr44UFGk2nOeU/P73v+fkyZNu12JjY8nMzOTGG2+0KDrrqGAiIiIi4j+JmB/YengzuVOnTjz77LM8+eSTWnkpIefMmTP8+c9/5o9//CMXLlxwjYeFhfHII4/wH//xH9pHXALpXsxzSnxKuP3iF7+gRQuvmlBEmg1PCbfZs2fTu3dvi6KTEHIN8P/iZTe3zWbjwQcfJD09Xd3cEpIKCgqw2+18/fXXbuM9e/Zk5syZjBgxwqLIrKeCiYiIiEjjewD4HeDVXiyRkZFMnjyZadOm0a6dV00oIs2Gw+HgzTffZPbs2Rw+fNjtmrY1EgvchlnoHooPCTe73c4111zj9+BEgk1BQQHp6el88803buM33HADM2fOZPjw4RZFJiGkPZANPA541SJy2223kZmZyT333OPXwESC0Z49e5g1axb5+flu4+3bt+cXv/gFzzzzDJGRkRZFFxxUMBERERFpXO8Ao72dfN9992G32+nevbv/IhIJUh988AF2u50vvvjCbfzqq6/mhRde4JFHHtE+4hJIc4DnvZ3cv39/MjIyuPPOO/0YkkhwqutgYCXcJMDigPcAr/6wXXXVVfz2t7/VOSUSkk6ePOk6p6S8vNw17uzmTk9Pp3PnzhZGGDxUMBERERFpPP8PXhZL+vTpw6xZs4iNjfVzSCLB58CBA8yePZvly5e7jWtbI7FQD2CaNxO7dOnCjBkzGDdunBJuEnJOnDjB73//e/72t7+5JdwiIiL40Y9+xPPPP8/ll19uYYQSYpbhRbGkRYsWPPPMM6SkpNCmTZsAhCUSPC5evMjrr7/O3LlzOXLkiNu1wYMHk5GRQd++fS2KLjipYCIiIiLSeB7zNCEsLIwXX3yRJ598kogI/SgmoeXs2bMsWLCAV199lbKyMte4tjWSIPAEXmzB9dRTT/Hb3/6W1q1bByAkkeBx8eJFlixZwty5czl27JjbtZiYGGbNmqWEmwRaK6CTp0kDBgxg/vz5XHfddQEISSS4bNy4Ebvdzvbt293Gu3btyvTp0xk/frxFkQU3fUoXERERaTwVniY4HA5ycnLo0aNHSB+kJ6HFMAzeeustZs+eTXFxsdu122+/nYyMDO0jLlY7782kvLw8+vXrx49+9CPCwsL8HZNIUCgsLOTFF19kx44dbuPdu3fnhRdeIDEx0aLIJMR59U34008/5X/+53947rnniIqK8ndMIkHhu+++IzMzkxUrVriNt27dmp/97Gfq5vZAP+GJiIiINJ7tnqeYB+1NnjyZxx9/nJ07d/o7JhFLbd26lbFjxzJ16lS3YslVV13F3LlzWbFihYolEgx2ezPp8OHD/PrXv+b+++/nww8/9HdMIpbat28fU6ZM4dFHH3UrlrRu3Zq0tDTWrFmjYokEvfLychYuXMjgwYNZsmQJFy9etDokEb85c+YMc+bMYejQoW7FEpvNRmJiIuvWrSMtLU3FEg9UMBERERFpPF6tUHZas2YNI0aMwG63c+LECX/FJGKJ0tJSnnvuOR588EE++eQT13hkZCRPP/0069evZ9KkSVqlL8HC8GXy559/zrhx4/jpT3/KwYMH/RWTiCXOnDnDSy+9xNChQ/nXv/7lGrfZbEyYMIGNGzcq4SZNzpEjR5g2bRr33XcfmzZtsjockUZlGAbLli0jJiaG+fPnc/78Dx9L77jjDt5++20WLlyorW+9pE8nIiIiIhYqLy9n0aJFREdHs2jRIioqPO7qJRLUnH+mhwwZwtKlS3E4HK5rCQkJrF+/noyMDNq1a2dhlCKXzjAMli9fTmxsLFlZWZw+fdrqkEQuiWEY5OXlMWzYMF555RUuXLjgunbHHXewfPly5s2bx5VXXmlhlCKX5ssvv+SRRx4hKSmJ7777zupwRC7Ztm3beOihh0hJSaG0tNQ17uzmfuedd7j77rstjLDpUcFERERExP88VkGOHz+O3W4nPj6eNWvWBCImkUaXn5/P0KFDsdvtnDp1yjXeu3dv/v73v5OTk8P1119vYYQiPnN4mlBWVsaCBQsYMmQIubm5GIZPzSoiQcG5fWJycrJb11SXLl2YP38+K1asoH///hZGKNK48vPziY2NJT09XQVvaZJKS0uZNm0ao0eP5uOPP3aNt2zZkqlTp1JQUKBu7gbS/2MiIiIi/vcxMB/wuGnyrl27ePzxx0lKSmLfvn3+j0ykEezatYtJkyaRlJTE3r17XeMdOnQgMzOT1atXExcXZ12AIg13HJgFnPM0saSkhNTUVEaPHs3mzZv9H5lII3Am3Kpvn+hMuK1fv57x48djs9ksjFLEZ2mAxx+ky8vLWbx4MbGxsSxZssStK1YkWFXt5q7+5zYhIYG1a9cyY8YM2rZta2GUTZsKJiIiIiL+Vw6kAgOAAm9uyM/PZ8iQIaSnp7ut1BcJJsePHyc9PZ34+HhWr17tGo+IiGDSpEkUFhYyZcoUwsPDLYxS5JIYwEzgRuA1vDjrZOvWrYwZM4aUlBQOHTrk5/BEGsbZGVVbojghIYF169Yp4SZNWQHQD5gOeGwfqbpSv2rhUCTYOD8jVu/mvvnmm/nHP/5BTk4O1113nYURNg8qmIiIiIgEzhZgCDAG2OtpsnPVW22rh0SsVFFRwZIlS4iNjWXx4sVuZ+/ExsaycuVK5s6dS6dOnSyMUqRRHQAmA3HAVk+TnYevDho0iOzsbLfDV0Wslp+fz7Bhw2qcvXPLLbe4Em7XXnuthRGKNIqzwMtAX7wseG/btq3WrelErLZz504ee+yxGrsQdOzYkczMTP79738zcOBACyNsXlQwEREREfGziIiI6svr82jAqrcHHnjAbX9aESsUFhYyatQopk2bxpEjR1zjPXr0YOHChSxdupQ+ffpYGKFI4wkPD4+oNrQO6A8kAaU173B39uxZsrOzGTx4MLm5uf4IUcRrX375JePGjatx2LUz4favf/1LCTdpjpwF72jgA0+TDcMgLy+PIUOGqOAtlqvazb127VrXeGRkJE8//TSbNm1SN7cfqGAiIiIi4mcdO3ZsX8vwOcxVb33wctXbZ599xkMPPURycjIHDhxo5ChF6rd3716Sk5N59NFH2bFjh2u8TZs2pKWlsWbNGhITEy2MUKTxRUZGRtYy7AD+hvn9+2XAYzatqKiI1NRUJkyY4Pb3RyQQjh07Rnp6Ovfddx8ffPBDvlgJNwkxHwKD8bLgfe7cORW8xTLl5eUsWbKEmJgYFi9ezMWLPxyF6ezmzsjIICoqysIomy8VTERERET8rH379h3ruXwQc9XbQGCTp/dyrnobOnQo2dnZlJWVNVaYIrVyrpAfNmwYeXl5rvGwsDAmTJjAxo0bSUtL47LLLrMwShH/qKNg4nQcs1PwVsCrbNqGDRtISEggJSXFrUNLxB+cBwNHR0fXmnDLz89Xwk2apV69erWu45Kz4N0LmIUPBe/x48ezffv2RoxSpHYFBQWubu6jR4+6xnv27ElOTg5Lly7lpptusjDC5k8FExERERE/a9euXX0FE6eP+GHVW4mnydVXvRmGxwYVEZ84HA5yc3NdZzBcuHDBde2uu+5i+fLlzJs3jyuuuMLCKEX8KyIiIqKoqKiuxJvTTuBRIAH40tN7OhwOli1bRkxMDAsWLKC8vLwxQhVxU1BQwMiRI7Hb7Zw8edI1fsMNN/Daa6+xdOlSbrzxRgsjFPGfCRMm3OlhymlgJj4UvDdu3MjIkSNJSUnh+++/v8QIRWr69ttvSU5OZuLEiXz11Veu8aioKGbMmMGaNWtISEiwMMLQoYKJiIiIiJ+1aNGidVFR0XVeTDVwX/XmsX2kuLjYtertyy895ulEvPLpp58yduxYUlNTOXTokGv86quvZv78+eTl5XHXXXdZGKFIwNiAIV7OfR+4E0gGPGbTTpw4QVZWFvHx8axateoSQhT5wZ49e0hKSmLixIl8/fXXrvH27dszY8YMVq9ezfDhwy2MUMT/evXqNcDLqc6C9wjgC0+TVfAWfzhz5gzZ2dnExcXV2s1dWFjI1KlTqb/pVRqTCiYiIiIiAWAYhi/Lgc7g46q3TZs2MWrUKFJSUjh8+HADIhSBkpISUlJSePDBB9m8ebNrvFWrVqSlpbFhwwbGjx+PzWazMEqRgPPl+3c58F/ATcB84GL902H37t088cQTTJw4kW+++aaBIUqoO3nyJFlZWcTFxZGfn+8adybcCgoKlHCTkNGpU6eBPt6yCh8K3lX/vr3//vsNCVGk3m7uQYMGsXLlSubNm0fnzp0tjDI0qWAiIiIiEgBhYWEN6Z/ehbnqbTjwuafJzlVvsbGxLFiwwO2HbpH6nDt3jgULFhAbG8uyZctcW7zZbDYSExNZt24daWlptGzZ0uJIRSwxsgH3HAVSMQvf73lzQ0FBAQkJCaSnp7ttoSRSH2fCrbYV74MHDyY/P18JNwk5LVq06HHw4MFrfbytAveCd4WnG/bs2cPkyZNrdHSJeOJc7Jaamuq22K1r167Mnz+fZcuW0a9fPwsjDG0qmIiIiIgEgGEYIwzDaOjPXquBuzBXvXlsH6m66q1qW7dIbfLz8xk2bBhZWVmcOXPGNX7bbbfx1ltvsXDhQrp162ZhhCKWu+XAgQMN/UuwA7gPGAPs8TS5vLycxYsXEx0dzaJFi9wO6RapznmmQmpqqtuZCs6EW25uLn379rUwQhFLNfSwh6oF7397c4PzzCAVvMWT4uJiUlJSamynXL2bW6ylgomIiIhIYFxeUlLS/xLu93nVW10HB4oAfP755zz88MMkJSWxf/9+1/hVV13F3Llzeffdd7nnnnssjFAkeISHh4+4xLfIA/oCzwKnPE0+duwYdrudBx54gA8//PASHy3NTVFRkSvhtn37dtd469atlXATqdTA7u6qvgLuRwVvaQTnzp0jOzubwYMH19rNvX79etLS0mjRooXFkQqoYCIiIiISMIZhNGRbl+qOYa56uwV415sbCgoKGDVqFNOmTePo0aONEII0ZUePHiU9Pb1GIjYyMpKnn36a9evXM2nSJMLC9FFBxMnHc6jqcgGYB/TBLIA7PN1QV2FTQlP1hJuTEm4iNRmGkXAJ3d1VVS14e2wfcRa877//fj744INGeLw0ZYZhkJeXx9ChQ8nOzqasrMx17fbbb+ftt99m4cKFXHPNNRZGKdXpU5CIiIhI4DRGws3pa2B05Xvu8DS5vLycJUuWEBMTo1VvIaq8vJxFixYRHR3N4sWL3f4MJCQksG7dOjIyMmjXrp2FUYoErZGNlHgDKMLcYvFeYKM3N+Tn5zN06NAaW+dJaHAm3IYMGUJ2djbnz593XbvjjjtYvnw5CxcupGvXrhZGKRJ0Li8uLr6rkd7L54L3F198wbhx40hKSuK7775rpDCkKfnss8946KGHSE5O5sCBA65xZzf3ihUruPvuuy2MUOqigomIiIhI4Aw6cuRIVCO/5/vA7Xi56u348ePY7Xbi4+NZu3ZtI4ciwaqgoIARI0Zgt9s5deqH3YB69erF3//+d3Jycujevbt1AYoEv87FxcV3NPJ7fgLEAI8CHrNpZWVlLFiwgNjYWHJzc13beUjztm3bNsaOHUtycjIHDx50jV911VXMnz+fFStW0L//pez4KdKsNUZ3d1XFmAXvAcAGb26oelbc6dOnGzkcCUalpaVMmzaNBx54gI8//tg17uzmLigoUDd3kNPvjIiIiEjgRJaVlQ31w/uWY656uwHzfBOP7SM7d+7kscceIykpiX379vkhJAkGu3fv5oknnmDixIns3LnTNd6hQwcyMzNZvXo1cXFxFkYo0qQ0duINwAByMbd7mQWU1T8dSkpKSE1N5cEHH2Tz5s1+CEmCgTPhNnr0aD755BPXeMuWLZk6dSoFBQWMHz8em81mYZQiQa8xu7ur2gzEYha8Pf4grYJ3aHB2cw8ZMoQlS5bgcPzQiJSQkMD69evJyMigbdu2FkYp3lDBRERERCSAGuEAyvp8j3m+yQCgwJsb8vPzGTJkCOnp6W6dB9K0nThxgvT0dOLi4li1apVrPCIigkmTJlFYWMiUKVOIiIiwMEqRpqWRzjGpy1lgJnAj8Jo3N3z66aeMGTOGlJQUDh065MfQJJCcCbfY2NhaE25r165lxowZSriJeGfQoUOH/PWXxVnw7odZ8D7n6YbS0lJSU1MZPXq0Ct7NjPMzVfVu7t69e/P666+Tk5PD9ddfb2GE4gsVTEREREQCqJEOfvdkCzAEGAPs9TS5vLycxYsX17oaSpqWiooK11k1ixcvpqKiwnUtJiaG9957j7lz59KpUycLoxRpmmw2W4wfE29O+4HJQBywzdNkwzBYtmwZgwYNqnG2hTQ9VRNuVbfuueWWW/jHP/5BTk4O1113nYURijQ5lzkcjmF+fkb1grfH9pGtW7cyZswYkpOTKSoq8nN44k+7du3i8ccfr9G1X7Wbe9iwYdYFKA2igomIiIhIYN1UUlLSI0DPygNuBqYDHjdNrrr9R9X9dqVpKCwsZNSoUUybNo0jR464xnv06MHChQt544036Nu3r4URijR5l128eHFIgJ61FrgLSAI8to+cPXuW7Oxs4uLiyMvL83ds0sjq2iazY8eOZGZm8q9//YuBAwdaGKFI0+VwOPzZHVjVAX4oeG/1NNkwDPLy8hgyZIgK3k3Q8ePHSU9PJz4+njVr1rjGIyMj3bq5w8PDLYxSGkoFExEREZEAczgcIwL4uLPAy0AfvFz1tm3bNh566KEaB8xKcNq7dy/Jyck8+uij7NixwzXeunVr0tLSWLNmDYmJiRZGKNJ8+HlbruocwN+AmzC/j3vMptX1/UCCU9WE29q1a13jzoOBN23apISbyKULRHd3VeuA/pgF71JPk50F78GDB5Obm+v34OTS1NfNHRsby8qVK9XN3QyoYCIiIiISeIFMuDkdxFz1NhD4wNNkrXoLfnWtKA8LC2PChAls2rSJtLQ0LrvsMgujFGl2Ap14AziO2Sl4G/CONzfU1XEmwaG8vNwt4Xbx4kXXNWfCLSMjg6ioKAujFGk2+hQXF3cP8DOdBe9emOebePxBuqioiNTUVCZMmKCCd5AqLCxk5MiRTJs2jaNHj7rGe/ToQU5ODkuXLuWmm26yMEJpLCqYiIiIiATeCMMwrFou+hEwGHPVW4mnyefOnXNb9WYYHhtUxM8MwyA3N7fWMwvuvPNO3n77bebNm8cVV1xhYZQizVa/gwcPXmvRs78BEjGL7l96mlx1FeyiRYvcVsGKdQoKCmpNuPXs2ZO//e1vSriJ+IFhGIHs7q7qNOb5JrdiHhDv0YYNG0hISCAlJYXvv//en7GJl7799ltX9+ZXX33lGo+KimLGjBmsWbOGhAQr1sOJv6hgIiIiIhJ4HUtLS++28PmXtOpt+/bt/o5P6uA8JDQ1NZVDh3441uDqq69m/vz5vPPOO/Tv39/CCEVCgtVZkfeBO4FngROeJp84cQK73U5cXByrVq3ye3BSu2+//ZakpCQmTpzI119/7RqvmnAbMcKqnK5I8xbg7RRrsxN4FPPfjy88TXY4HCxbtozY2FgWLFhAeXm53wOUms6cOVNvN3dBQQFTp05VN3czpIKJiIiIiAUMw7BiW5fqzmCuersFL1e9bdy4kZEjR2rVW4CVlJSQkpLC6NGj2bx5s2u8VatWTJ06lfXr1zN+/HhsNpuFUYqEhrCwMKsTbwDlwDzgBmA+cLH+6bB7926eeOIJJk6cyM6dO/0dn1Q6efIkWVlZxMXFkZ+f7xp3JtwKCwuZOnUqkZGRFkYp0rzZbLYEC7u7q3ofuAtIBjz+IH3ixAmysrKIj49XwTuAHA6HWzf3hQsXXNeio6N577331M3dzKlgIiIiImKBICmYOO3CXPU2Avjc02TnqreYmBgWLFjg9iFCGldZWRkLFiwgNjaWZcuWuW2JlpCQwNq1a5kxYwZt2rSxMEqR0GIYRoJhGMHyWfoIkArcDaz35oaCggJGjBhBeno6p06d8mtwocyZcHOuEK/6b+XgwYNZuXIl8+bNo3PnzhZGKRIyOpaUlARLC2458F/ATTSg4P3NN9/4O76QtmXLFlc39+HDh13jzm7uZcuWcfPNN1sYoQRCsPyQJyIiIhJqBh49erS91UFUs4ofVr0d9jDXtWo2Pj7ebdWsNI78/HyGDh1KVlYWZ86ccY3feuutvPXWW+Tk5HDttVYdpSAS0i4vLi6+y+ogqtkKDAXGAN96mlxeXs7ixYuJjo5m0aJFboeOy6XbtGkTo0aNqpFw69q1K/Pnzyc3N5d+/fpZGKFI6AmyxUoARzEL3rcC73lzQ0FBAQkJCaSnp3Py5Em/BhdqiouLSUlJITExkS1btrjGW7VqRVpaGhs3blQ3d/RFD+8AACAASURBVAhRwURERETEGhFlZWVxVgdRiwrMVW99MFe9eTwleM+ePbXuyy4N8/nnn/Pwww+TlJTE/v37XeOdOnUiMzOTd999lwEDBlgYoYgAwZZ4c8rD/P79LOCxfeTo0aPY7XYeeOABPvzwQ78H19w5E27jx4/nyy+/dI23bt2atLQ0NmzYwPjx4y2MUCSkBev37R3AfZgF7z2eJqvg3bjOnTvHggULGDJkiFs3t81mIzExkXXr1pGWlkaLFi0sjlQCSQUTEREREYsEwQGU9am66u1f3txQUFDAyJEjteqtgY4dO0Z6enqNxGVkZCRPP/00mzZtYsqUKYSHB8MW3CIhL1gTbwAXMM836YNZAHd4uqGuQq1459y5c2RnZzN48GAl3ESCV3QQdndXlQf0xSx4e/xB+tixY9jtdu6//34VvBuorm7u2267jbfeeouFCxfSrVs3CyMUq6hgIiIiImKRsLCwYE64OX0FPIC56m23p8nOVW8DBw7UqjcvlZeXs2jRIqKjo1m8eLHb/2cJCQmsW7eOjIwM2rVrZ2GUIlLNoCNHjkRZHYQHRZhbLA4ENnpzQ35+PsOGDauRPJLaGYZBXl4eQ4cOJTs7m7KyMte122+/nbfffpuFCxdyzTXXWBiliFSKOHfu3DCrg/DAWfDui5cF7y+++EIFbx999tlnPPTQQyQlJXHgwAHX+FVXXcXcuXN59913ueeeeyyMUKymgomIiIiIRQzD6FVaWtrT6ji85NOqt+PHj2O324mPj2ft2rX+jq3Jcu5Fbbfb3bpyevXqxZIlS8jJyaF79+7WBSgidYksKysbanUQXvoYiAEeBb7zNNm5PUlsbCy5ubmubglx50y4JScn15pwW7FiBXfffbeFEYpILYK5u7sqZ8H7XmCDNzfU1S0hPygtLWXatGmMHj2ajz76yDXu7OZev349kyZNIixM6fJQpz8BIiIiIha6ePFiU+gycSrHfZsXj+0jO3fu5LHHHiMpKYnvvvOYpwsZu3fv5oknnmDixIl88803rvH27duTmZnJ6tWriY+PtzBCEfEkLCysqSTeAAwgF+gHzALK6p8OJSUlpKam8uCDD7J582Z/x9dkOBNuDzzwAB9//LFr3JlwKygoUMJNJEjZbLam9HM3wCdALF4WvMvKylTwroWzm3vIkCEsWbKkRjf3+vXr1c0tbvQvuIiIiIi1mlLCzamYH1a9FXpzQ35+PrGxsaSnp3P69Gm/BhfMTpw4QVZWFvHx8axatco1HhERwaRJkygsLGTKlClERERYGKWIeMMwjKaWeAM4A8wEbgRe8+aGTz/9lLFjx5KSksKhQ4f8GVtQq55wczh+2CknISGBgoICMjIyaNu2rYVRiogHvZtQd7eTs+DdFx8L3qNHjw75grez88Zut3Pq1CnXeK9evfj73/9OTk4O119/vYURSjBSwURERETEWiMMw4i0OogG2gwMwVz1ts/TZOf5JrGxsTWSTc2dw+EgNzeX2NhYFixYQHl5uetaTEwM7733HnPnzuXyyy+3MEoR8dFNJSUlPawOooH2A5OBeOAzT5MdDgfLli1j0KBBZGdnc+HCBb8HGEzy8/MZMmRIjYRb7969ef3118nJyeG6666zMEIR8dbFixeb4mIlgLO4F7w9to9s3bqVMWPGhGTBe9euXUyaNImkpCT27t3rGu/QoYOrmzsuLs66ACWoqWAiIiIiYq2ooqKipnyqYNVtXqYDHttHqu4f/Mknn/g7Pstt2LCBhIQEUlNT+f77713j3bt3Z+HChbzxxhv07dvXwghFpKEcDscIq2O4RGuAO4EkwGM27ezZs2RnZzNs2DDy8vL8HpzVdu3axeOPP05SUhL79v2wLqBqwm3YsGHWBSgiDdFUCyZOVQve2zxNNgzDreB9/vx5vwdopRMnTpCenk58fDyrV692jaubW3yhgomIiIiI9Zriti7VnQVextwuwKtVb9u2bWPs2LEkJydz8OBBf8cXcEVFRaSkpDBhwgR27NjhGm/dujVpaWmsXbuWxMRECyMUkUbQ1BNvAA7gb5jnU70MeGwf2bt3L8nJyTz66KNu39+ai+PHj7sSbmvWrHGNO88p+eCDD5gyZQrh4eEWRikiDTTcMIzmkC1fC9yFjwXvuLi4ZlnwrqioYMmSJcTExLB48WIqKipc12JiYli5ciVz586lU6dOFkYpTYUKJiIiIiIWs9lszSHh5nQAc9VbNPChp8mGYZCXl8fQoUObzao35wfSwYMHs2zZMte4zWZjwoQJbNy4kbS0NC677DILoxSRRjLCMIzmkjU/htkpeCuwwpsbCgsLGTVqFNOmTePIkSN+DS4Q6ku4xcbGsnLlSjIyMoiKirIwShG5RB0OHjzYlLu7q3IWvG/CLHh7/EG6ORa86/q3qEePHq5u7j59+lgYoTQ1KpiIiIiIWO/effv2dbQ6iEb2ITAIc9VbqafJVYsMubm5fg/OHwzDIDc3t9YtD+68806WL1/OvHnzuPLKKy2MUkQaWcfS0tK7rQ6ikX0DPIjZPbPd02RnkSE2NpZFixa5FRmaksLCQkaOHMm0adM4evSoa7xnz57k5OSwdOlSbrrpJgsjFJHGEh4e3hy6u6s6jlnwvg14x5sbmkPBu67iT5s2bUhLS2PNmjXq5pYGUcFERERExHrhkZGRzfHUQeeqt17ALLxY9VZUVERqaioTJkxg+3aPebqg4TxUMzU11e1QzS5dujB//nzeeecd+vfvb2GEIuIvhmE0t8Sb0/vAHcCzwAlPk48fP47dbq+xb3yw+/bbb10Jt6+++so1HhUVxYwZM1i9ejUJCc2pEVREDMNorn+pvwESMQveX3qaXLWrbsGCBZSXl/s9wMZQ13laYWFh6uaWRqGCiYiIiEhwaK4f3MA8CH4m5jYvXrWPbNiwgZEjR5KSkuJ2UHqwKS0tJSUlhdGjR7N582bXeMuWLZk6dSoFBQWMHz8em81mYZQi4k/NOPEGUA7MA24A5gMXPd2wa9cuJk2aRFJSEnv37vVzeA135syZWvfzdybcCgsLmTp1qhJuIs3TvUePHm1vdRB+9D5wJ2bB+7inySdOnCArK4v4+HhWrVrl9+Aaqno394ULPxy5ddddd7m6ua+44goLo5TmQAUTERERkeBwn9UBBMBO4FFgBPCFp8kOh4Nly5YF5aq3srIyFixYQGxsLMuWLcMwfjjjPiEhgXXr1jFjxgzatGljYZQiEiDRzTzxBnAESAXuAdZ7c0N+fj5Dhw4lPT2dU6dO+TU4XzgcjjoTboMGDWLlypXMmzePzp07WxiliPhZRFlZWbzVQfiZzwXv3bt388QTTzBx4kR27tzp7/h88umnn9bazX311Vczf/588vLyuOuuuyyMUJoTFUxEREREgkP3/fv397I6iABZhbnqLRnw2D5y8uRJsrKyiIuL4/333/d7cJ7k5+czbNgwsrKyOH36tGv81ltv5Z///Cc5OTlce+21FkYoIgEWce7cuWFWBxEgnwJDgTHAt54ml5eXs3jxYoYMGcKSJUu4eNFjvs6vtmzZ4kq4HT582DXetWtX5s+fT25uLv369bMwQhEJoObcHVjVUcyC963Ae97cUFBQwIgRI0hPT+fkyZN+Dc6TkpISUlJSePDBB926uVu1akVaWhobNmxQN7c0OhVMRERERIJEREREc90HvzYVwH8BN2GuevN4SvCePXuYPHkyEydO5Ouvv/Z3fDV88cUXjBs3jqSkJL777jvXeMeOHcnMzOTdd9/l3nvvDXhcIhIUQiXx5pQH3Ix5yLDH9pHS0lKmTZvG6NGj+eijj/weXHXFxcWkpKSQmJjIli1bXONKuImEtFDo7q5qB+av2aeCd3R0NIsWLQp4wfvcuXO1dnPbbDYSExNZt24daWlptGzZMqBxSWhQwUREREQkSDTzffDrUnXV27+9uaGgoICRI0cGbNXbsWPHSE9P5/777+eDDz5wjUdGRvL000+zadMmpkyZQnh4uN9jEZHgZLPZQqng7XQOeBnoC7wGGPVPh88++4yHH36Y5ORkDhw44O/4OHfuHNnZ2QwePLjWhNv69etJS0ujRYsWfo9FRIJOj9LS0husDsICeUAfzPNNPBa8jx07ht1u54EHHuDDDz/0e3Dg3s195swZ1/htt93GP//5TxYuXEi3bt0CEouEJhVMRERERILHcMMwIq0OwiJfAfdjrnrb42lyIFa9lZeXs2jRIqKjo1m8eLHbM2JjY8nPzycjI4OoqKhGf7aINDm9S0tLe1odhEUOApOBe4FNniYbhkFeXh5Dhw4lOzubsrKyRg+ovmfcfvvtvPXWWyxcuJBrrrmm0Z8tIk2Hw+EIxWI3wAXM8036YHZ8Ozzd8Pnnn/Pwww+TlJTE/v37/RJUXc+46qqrmDt3Lu+++y4DBgzwy7NFqlLBRERERCR4tCsuLg71PZ3yMFcrPwt4bB9xrnqr3v1xqZxdLHa73a2L5YYbbuC1115j6dKl3HjjjY32PBFp+i5evBiKXYJVfQwMBpKAEk+Tq3Z/5Obmuro/LlVdXSzOhNuKFSu45557GuVZItK0hWh3d1VFmGcK3gts9OaGuro/LsXRo0dJT0+v0cXi7OZev349kyZNIixMaWwJDP1JExEREQki+uAGNGDVW13ni/iqrnNS2rdvz4wZM1i9ejXDhw9v8PuLSLOm79/mtlx/A3oBswCP7SPFxcWkpqbWOF/EV85zUh544AG3c1KUcBOReoRyd3dVnwAxwKOAxx+kq54vcikF7/q6uRMSEli3bh0ZGRm0a9euQe8v0lD6SUFEREQkuITq1gC1KcZc9TYA2ODNDVVXvZ0+fdrrB508eZKsrCzi4uJ4//33XeNhYWFMmDCBwsJCpk6dSmSkPlOLSJ2GG4YRYXUQQeIMMBO4Bcj15oYtW7YwZswYUlJSOHz4sNcPcibchgwZwpIlS3A4fqixJyQksH79eiXcRKQuUUVFRdrjyWRgfr/uh5cF75KSElJTU3nwwQfZvHmzTw8rKChgxIgR2O12Tp364SiVXr16sWTJEnJycujevbtP7ynSWFQwEREREQkiNpvtnv3793eyOo4gsxmIxVz1ts/T5LKyMq9XvTkcDnJzc4mJiWHBggWUl5e7rsXExJCfn8+8efO4/PLLG+GXISLNXIeDBw9qryd3uzG/dw8HPvM02eFwsGzZMgYNGkR2djYXLlyod35+fj5Dhw6tkXDr3bs3r7/+Ojk5OVx//fWX+EsQkWZO3YHunAXvG4HXvLnh008/dRW8Dx06VO/c3bt388QTTzBx4kR27tzpGu/QoQOZmZmsXr2a+Pj4hkcv0ghUMBER8U00MKLKl06KFJHGFh4REaFPCTVVX/V2ztMNpaWlpKamMnr06FpXvW3YsIGRI0eSmprK999/7xrv3r07Cxcu5I033qBv376N9ysQkWYvPDxcXYK1Ww3ciXm+icf2kTNnzpCdnU1cXBx5eXk1ru/atYtJkyaRlJTE3r17XeNVE27Dhg1rtOBFpPkKCwvT9+3a7QcmA/HANk+TDcOot+B94sQJsrKyiI+PZ9WqVa7xiIgIJk2aRGFhIVOmTCEiQo2aYj0VTEREfLMIyK/ydb+14YhIc2QYhj641e0s7qvePG6avHXrVsaMGUNycjJFRUUUFRWRkpLChAkT2L59u2te69atSUtLY82aNSQmJvorfhFpxnQOVb0cmOeb3AS8jHleVb2+/fZbkpOTefTRR/nqq684fvw46enpxMfHs3r1ate8yMhIt4RbeHi4334RItK8GIYxQN3d9VoD3IVZ8K6/fQQ4e/Ys2dnZDBs2jLy8PCoqKliyZEmd3dzvvfcec+fOpVMn/RZI8FDZTkRERCT4qGDi2QHMVW9/Af4TuL2+yYZhkJeXx/vvv09FRYXbhzWbzcb48eOZMWMGV155pV+DFpFmb+C+ffs6Xn/99cesDiSIHQOmYxa9/z+82A6nsLCQkSNH0qJFC86cOeN2LTY2llmzZtGnTx+/BCsizV54eHh4HPCm1YEEMWfBOw9z4dLPgHoP9tu7dy/Jycm0a9fObctEMLu5X3jhBS1QkqClDhMRERGR4HP9wYMHb7I6iCZiLdAf+ClebPNy7tw5t2LJHXfcwfLly5k3b15IFku+++47tm3bVu85LyLik/DIyMhhVgfRRHyJuUBgLLDL0+SKigq3YkmPHj1YuHAhS5cuDcliyffff8/HH3/s9m+aiDSYugO9cwxIxVyo9J43N1Qtlji7udeuXRuSxZLz58/z0Ucfcfz4catDEQ9UMBEREREJTuoy8d5FYCHmNl0vA+e9ual3796sWLGC/v37+zO2oFRaWsqzzz7LoEGDuP/++3nyySdVNBFpPEq8+WY55vlUzwInvLmhXbt25Ofnh2TC7fTp07z00kvcfffdjB07lvvvv79G142I+GyU1QE0MTuA+zD/vfvSmxtsNht/+ctfSEtL47LLLvNrcMHGMAxyc3MZOHAgDz30EPfeey/btnk8FkYspIKJiIiISBAKCwtTws13xzG3ebkdeNfT5F27dnH+vFe1lWbjwoULvPLKK8TExPDGG2/gcDgAWLlyJV999ZXF0Yk0G/dZHUATVA7MA/pgbrXoqG/yqVOn2L17dyDiChoOh4OlS5cSGxvLK6+84jpQefv27eTn51scnUiT133//v29rQ6iCXof83yT3+Ch4G0YBlu3bg1IUMFky5YtJCYmkpqaSmlpKWD+G/aXv/zF4sikPiqYiIiIiAQhwzDid+7c2cLqOJqor4HRmKvevqhrkmEYnDt3LmBBWS0/P5+hQ4fy0ksv1boa+eTJkxZEJdIs9di/f38vq4NookqAKcA9QEF9E8+ePRuQgILB1q1bGTt2LM8995wr4VaVvn+LXLqwsDB1mTTMBeD3wA3AfMzO71qF0s/dpaWlTJs2jTFjxrBly5Ya16uf6yLBRYe+izSMDbOKfjvQDegMHME8gHYlsL+RnnMlcBvmSqtrgLZABea+kYeAD4DPqecfpEYQBQwDbgauAFpUPnsZ3rVetqq8vzfm/0+XA0eB74FPgY2YvyZ/aF/57O7AdZVjh4FtmHveh86/1iLSFLVp27btQGCd1YE0Yc5Vb/8B2C2OxTI7duzgxRdfpLCw0OpQREJGRETESLw4l0PqtAUYgnm+yVsWx2KZ4uJisrKy+Oc//6ltE0X8rLK7+xWr42jCjmCeb/JXYBXQ0dJoLHL+/Hn+/Oc/88c//jGkCvvNjQomIrXbC1xf5fVjwP9W/vfjmEmXG+u414G5GioN2Ozjc8MwPxhMAOKAvl7ccxxYBPwBKPbxeXOA56u8fgt4uPK/uwEZmL/22lY4H6X+gslAYAYwHLNoUpfjwGtAJl4c1lvFf2L+Y+y0FPhR5X9fUfl+P6b22AHOVr7HHMBTaf9Q5XvW5r8rv+rTFtDGwiLiM8MwElDB5FKVYxb5Q65gcvz4cbKzs8nJyaGiwl9rE0SkNpXfv/9kdRzNwDtWB2CFsrIyFi9ezLx58zh9+rTV4YiEBMMw4gzDiLTZbOVWx9LEfQp8Qgie55Wfn4/dbmffvn1WhyKXSFtyiXivBWZSfgl1F0vA/Hs1FLP7w9fkTB6wBvg53hVLADoAvwa+Acb5+Ly6JALbgSepu+BgqyeeXMzOkQepv1jinP9LzBV4E3yOtKbBmIWcZOqOHaA18FtgA9ClEZ4rIuIPOvhdfFZeXs7ixYuJjo5m8eLFtRZL7r33Xlq18vRPtIhcguGGYURaHYQ0PcuXL2fIkCFkZWXVWizp1asX3bp1syAykWavXXFxcbTVQUjTs337dsaPH09SUlKtxZKoqCjuuusuCyKThlLBRMR7fwMerWX8eB3zI4BZlV/eauvhen1bb7XFXEH7pA/Pq81I4E2gnYd5tX3/uA4oBMZTd0GlrgMco4D/wywWNdStwL+puxukrnveBfSBVkSCUf/i4mJfvqdJiCssLGTUqFGkp6dz4kTNsze7dOnCvHnz+Mc//kHLli0tiFAkZLQrLi6+1+ogpOn44osvGDduHD/96U85cOBAjetRUVHMmDGDVatWqWAi4j8h1xUhDXf8+HHS09MZNWoUGzdurHE9LCyM8ePHU1BQwMiRWgfXlGhLLhHvTMHcWgrAwNyTcRHmllvnMTsZ7gaeAZ7AvVhgx+x4eMOH55Vjdpr8C9iK2e1xrHI8ErMwMQhzy6n4KvfZgAXAR3h3vkh1nTE7aJzFg1LM7bLWYZ7PYqt8dgJQPQvTHliNedBXVXswtyPIx+wiOYvZ3XEr5hZaPwWcGZswzEPCtmOeMeKLyzG3FHMWnT4HFlfGXlIZe3fMYs7PqzwT4E7gOWBuHe89Hris8r8X4b5d2x8wf5/qU+bNL0BEpBZhDocjHrPDUaRO3377LXPmzCEvL6/W661ateKpp57i2WefpU2bNgGOTiQ0VW7LpcODpF7Hjh3jD3/4A3/961+5eLHm+riwsDDGjRuH3W6nc+fOFkQoElJGAulWByHBrby8nKVLlzJnzhyOHj1a65zo6GgyMjK4+eabAxydNAYVTES84yyWnMM84+O9atfPY27ttAGzyyMX9+2g5mMePFv7d9IflAIvAAsxCyS1KQd2V369BjyC2f3SuvJ6K2A2P5xF4ouYKv+9CPgVNc/3+BR4u5Z7/xv3YokBvATMpOah7meBDyu/FmJ2ePSovBaOWbTpA/iyYe+Iyv91ANOBbGp2sxQDm4C/YxZwOlW59svKe2rr4llf5b+rn0WyA/P3VkTEL2w2WwIqmEgdzpw54zpY8sKFC7XOSUhIYPbs2Vx77bUBjk4k5I0EXrQ6CAlO5eXl5OTk8Pvf/56TJ0/WOmfQoEFkZGTQr1+/AEcnErL6Hzhw4PJu3bodsToQCU4FBQXY7Xa+/vrrWq9fffXVTJ8+nfHjx2Oz1bXxigQ7FUxEfDOZmsWS6vKAn2AWMZyuwjwEfoaHeydiFhp88SZmEaVqESMRswuioSdNLcLslvE2lgeoef7IdOru2KjqK8wPk59gdqkAXAM8hVlo8tVzXty3BbMY9NcqY92AYcCqBjxTRMSfRlkdgAQfh8PBm2++yezZszl8+HCtc2699VYyMzMZMGBAgKMTEQCbzXbP/v37O1177bWeFk1JiPGUcOvatSvPP/88EyY0xhGPIuKD8PDw8OH4tkOIhIA9e/Ywa9Ys8vPza73eqlUrfv7znzN16lRte9sM6AwTEe/lYXaPeOM1zA6Gqp7E8zkZvhZLnJZXe144ZhGjIfYBz/oYy6+rvV6Nd8USp12YnShVpfhwf9Xn/tHLuX/H7OipamADniki4m/dioqK+lodhASPLVu2MHbsWFJTU2stlnTq1ImMjAzeffddFUtErBUeERER73mahIo9e/YwefJkJk6cWGuxpFWrVqSlpbFhwwYVS0QsUrmdoggAJ0+eJCsri/j4+FqLJTabjcTERNatW0daWpqKJc2ECiYi3vOlAADwcrXXV/PD1l7+8Fa11w1N/v+JmttO1acvEFdtbGYDnrsIc8szpxuA3j6+x1y8L/RUULOodbuPzxMRCRSdEigUFxeTkpJCYmIimzdvrnE9MjKSKVOmsGnTJp5++mnCw8MtiFJEqlLiTeCHhFtcXBzvv19zN19nwm39+vWkpaXRokWLWt5FRALkPqsDEOs5HA5yc3OJiYlhwYIFtW59e9ttt/HWW2+xcOFCunXrZkGU4i/akkvEOwcwzyfxxRrMw8a7VBkbBPy7sYKqZne117c08H18bT2tXiw5SMMOtzyNeb5I1VV4g4GdXt5/FrPDxBdfVHt9lY/3i4gESgIwz+ogxBrnzp3jL3/5C//5n//JmTO1r2lISEhg1qxZdO/ePbDBiYgn2lYxhDm3T8zMzOT777+vdc7tt99OZmYmd999d4CjE5E6dCsqKurTtWvXr6wORKyxceNG7HY727dvr/X6VVddRVpaGo899hhhYepFaI5UMBHxzgf4vl2WA/NQ87FVxhqyL0YPzOLHDUAboF0d866p9rpTrbPqdxjY6+M9Q6q9/oiGby32De4FE1+2oNmGeZaLL6of5Na+1lkiItYbtnPnzha9e/c+b3UgElj5+fnMmDGDAwcO1Hq9V69ezJw5k/h47fojEqSuP3DgwI3dunX7xupAJLA2bNiA3W5nx44dtV5Xwk0kqI3EPG9VQkhRURFz5szhzTffxDBqprUiIyOZPHky06ZNo127ulJz0hyoYCLineqdCL7cV7Vg0sPL+3oCP8M8BP7aBj67QwPuqd6l4o1+1V5fATzfgPcBuKnaa1+KPtWLH96ovky3dQPeQ0QkENq0bdt2EGb3ooSAzz//nPT0dD766KNar7dv3560tDR+/OMfExGhH+lFgpnNZhuJuTBIQoAz4bZsWe3HXzoTbs8//zxt27YNcHQi4o3K7RTnWx2HBMa5c+f405/+xCuvvML587WvT0tISCAjI4Prr78+wNGJFfTpSsQ7tfdPe1b9JNaOHuaHAXbMgsOlnhTVkPtPNOCe6kWNmMqvxuBLweRsIz1TRCQoVX5wU8GkmSstLSU7O5v//d//5eLFizWuR0RE8KMf/Yjnn3+eyy+/3IIIRcRXYWFhCcArVsch/nX27FleffVVjwm3zMxMrrvuugBHJyK+sNlscerubv4Mw+Cdd94hIyODgwcP1jqnd+/ezJw5k7i46rvRS3OmgomId0418L6T1V7X1/URBvwPMLmO6xVAMXAIszOi+olTHYBL3fj2nOcpNTRk6y9vRfowt6HbgImINBUjgd9aHYT4R3l5OTk5Ofzud7/j1Knaf+yIiYlh1qxZ9O3ry46VImI1wzDiDMOItNlsvm4fK02Atwm3WbNmMWzYsMAGJyIN1aZt27bRwFqrAxH/2LZtG3a7nY8//rjW6x06dOBXv/oVTz75JOHh4QGOR35fugAAIABJREFUTqymgomIdxr6d6V6wr++D0lPU7NYUgT8CfOg+G2YRZO6xAAFvgbYCGzVXu+j4R051TVkizARkebqzpKSkiu7dOlyyOpApHHl5+fz4osvsnfv3lqvd+/enRdeeIHExMTABiYijaVdcXFxNLDe6kCkcW3duhW73c4nn3xS63Ul3ESarsru7rVWxyGNy9nN/frrr+NwOGpcd3ZzT58+nU6d/Lk+WIKZCiYi3mnoaU5R1V4fq2NeJDC72th6zPNPjjfwWYHyPdCtyus/A3MsikVEpDkLu3jx4nDgf60ORBrHrl27mDlzJqtXr671euvWrfnZz37GL3/5Sy677LIARycijSwBFUyaDU8JN+c5Jb/5zW+IirLqY5qIXKKRwAyrg5DG4W03d0ZGBn369AlwdBJsVDAR8U5DN5mtfl9dB5MPxTws3ekC8BjeF0uodn8gVS+YeHuwvYiI+KhyH3wVTJq4U6dOMWfOHF577TUqKmo2j4aFhTFx4kSmT5/OFVdY9c+7iDSykUC61UHIpSkvL+dPf/oTf/zjHzl7tvYjFIcPH87MmTO54YYbAhydiDSyu4qLi6+4+uqrq59NK01Mfn4+6enpfPfdd7Ve79mzJzNnzmTEiBEBjkyClQomIt65vZHu+7yOedHVXq8Hat8At253+Ti/sXwG3FHldWMd+C4iItUYhjHSMAybzWbTuU1N2DPPPMO6detqvTZgwAAyMjK47bbbAhyViPjZ3UVFRZ27du3aWFvXigVmz57Nf//3f9d6rVevXsycOZP4+PgARyUifhLmcDiGA/9ndSDScGvWrOHHP/4xhlHz41NUVBTPPfccTz31FJGRvhyhK81dmNUBiDQR0UBbH+/pAAyoNvZRHXOvrPZ6r4/PArCqFF59H5F+QG8rAgmQ6kuBW1gShYiEqmtKSkr6WR2ENFxFRQUFBTWPHOvatSuvvvoq//znP1UsEWmewmw2mzLpTVxtWyhGRUUxa9YsVq1apWKJSDNT2d0tTdiaNWtqFEvCw8N5/PHHKSwsJDk5WcUSqUEFExHvtAYe8fGeR4GW1cZW1TG3etLd1+6vYZiFCivkU/Mw++etCCRAqm92qb1SRCSgDMMYaXUM0nAOh6PGfvdTp06loKCAsWPHYrPZLIpMRPyt8gBhacIuXrzo9nrs2LFs3LiRn/zkJ0q4iTRDhmGMsjoGuTTVv2/36dOHf//73/zud7+jc+fOFkUlwU4FExHv2fG+m6A1Nfco3gR8Wcf86nti3u1DXJcBf/BhfmMrAl6rNpaEWcRpjqpvo3CVJVGISChTwaSZefzxx2nVqpXVYYiI/91ndQDSuMaNG0enTp2sDkNE/Oea4uJidXc3I9HR0dx8881WhyFBTgUTEe/1BOZ7Mc8GvIr7QegAf6znni3VXt8CPODFs8KAPwF3ejHXn14Czld5HQHkAvc08P16AT++xJj85bNqr+OBcCsCEZGQNXT//v3KrouIND3dioqK+lgdhIiIeE/d3SKhRwUTEe84t5x6BvgLEFXHvPbA34DJ1cbXUP9BYe8Dp6uNLaH+Lo1rgbeAKZWvy+qZ62+7gV9UG+sMFAAvAt4su2qDuY3ZP4CvgImNGWAjWlPt9Y2Yv1f9qfvPhYhIY2oVFhY22OogRESkQZR4ExFpWrSdokiI8fWcBJFQlQ08h7kl15PAg8BS4GPgCGZxYABmwr/6JojHgGTAoG4ngP8E/qPKWEfMA9XzgRWYB8HbMDtX4jA7UJwrjMsr7/19A35tjWURZmdMapWxFsBM4DfAeuBD4ABwEmgLdMDsJrkTuIMffj3BbC3wNXBTlbEfVX4BnMW92wbM37Ozfo9MREJG5QGU71sdh4iI+KbyHBNvutZFRCQ4DNu5c2eL3r17V/+cLyLNlAomIt75DPgJ8FfMzqwrqNlRUZuTmHsV7/Ri7mxgKBBbZcyGuQqtvpVoF4GngG+9eIa/PYsZx+9x//7SBri/8qupMzA7iNZgnlVTXetaxnWCr4g0qsqtAZ63Og4REfGNzWaLU+JNRKRJad2uXbvBmAtaRSQEaEsuEe+9BkzA7BjxxhbM4sdHXs4/DyQCb/oQUxFmp8kSH+7xt3nAYGBlA+93YHbVLGi0iBrfR5hbcL0DVFgci4iEptsPHz58tdVBiIiIz9q0bds22uogRETEezrHRCS0qMNExDf/AAoxu0sexX1bJjCT/euAvwM5+J5MPwGMx9wj85eYZ5i0qzanAjNh/wbmeSqnKsdLgP+qMq8czz6qds9WH+Ot731HYW5T9gjmweh3Uvvh6BeAXcAnwCrMYkmxF8/YhPsWXp80IM5duP/6D/lw71eYBa4rgLuBvsDlmL9fLarNVVFFRBqbrby8fDjBVTAXEREvVCbe1lodh4iIeKfy+/Z0q+MQkcBQwUTEd4cAe+VXS6Ar5rklRzHP52iMw9fzK78igOsq3/88UFr5fEct9+zGPCvFF/+o/PKXj/ihw6YlZkHhcswtq85iFogO0rCCwtLKr0vxceXXpTgM/KvyS0QkkBJQwUREpCkaCfzW6iBERMRrdxw6dKjLlVdeWWJ1ICLifyqYiFyaMmBP5Zc/VPj5/QOpDLM4ctDqQEREmomRhmHYbDabYXUgIiLikztLSkqu7NKliy/dzSIiYh1bRUXFcMzdRESkmdMZJiIiIiJNU5cDBw7canUQIiLis7CLFy8OtzoIERHxSYLVAYhIYKhgIiIiItJERURE6ABKEZEmKCwsTIk3EZGmZZRhGDargxAR/1PBRERERKSJMgxDCTcRkSbIMIyRSryJiDQpXUpLS2+xOggR8T8VTERERESariH79+9vZXUQIvL/s3fngVFVd//H33eSAUIgbAJhU1AQFEHBFSTINqGLsc9PQ10eBBXUKiBiREDIJJkBWQRLELXYYo0rKNgK6mNJZQ2odUGRqhVQFLKBiKAImjD390eILc0kmTDLnTv5vP4qnHNzPli5zpzvWUTqrENJScm5VocQEZHAmaap3d0i9YAKJiIiIiL21SguLi7F6hAiIlJ3mngTEbEX7e4WqR9UMBERERGxMX1xExGxLb2/RUTs5Qrt7haJfSqYiIiIiNiYw+HQCmUREXu6YseOHQ2tDiEiIgFr5HA4BlgdQkTCK97qACJRahzQ+D9+/bZVQURERGpimmav/fv3t2vdunWx1VlERKROGickJAwA3rA6iIiIBMwF5FsdQkTCRwUTEf9etTqAiIhIgIzy8nIX8JTVQUREpG7i4uJcqGAiImIbhmGkAvdZnUNEwkdHcomIiIjYnO4xERGxJ138LiJiO73379/fzuoQIhI+KpiIiIiI2J/LNE3D6hAiIlJnF+zbty/Z6hAiIhIwo6ysbJjVIUQkfFQwEREREbG/toWFhedbHUJEROrMKC8vH2p1CBERqRPt7haJYSqYiIiIiMSAE+cpi4iI/WjiTUTEXlK1u1skdqlgIiIiIhIDDMPQhJuIiD0N18SbiIittC0sLOxtdQgRCQ8VTERERERiQ0pJSUmi1SFERKTOkktLS8+zOoSIiAQuLi5Ou7tFYpQKJiIiIiKxoaHP50uxOoSIiNSdaZqaeBMRsRHTNLW7WyRGqWAiIiIiEjs04SYiYkOaeBMRsZ2UoqKixlaHEJHQU8FEREREJHaoYCIiYk9X7NmzJ8HqECIiErBGgHZ3i8QgFUxEREREYkfPwsLCTlaHEBGROmvkcDgGWB1CRETqRLsDRWKQCiYiIiIisWWY1QFEROSUaOJNRMRetLtbJAapYCIiIiISQwzD0ISbiIgNGYahiTcREXvptXfv3o5WhxCR0FLBRERERCS2uEzT1Gc8ERH76b1///52VocQEZHAxcXFDbU6g4iElr5Mi4iIiMSW04qLi/tYHUJEROrMKCsr07GKIiI2YpqmdneLxBgVTERERERij451ERGxJ028iYjYy3Dt7haJLfoLLSIiIhJ7NOEmImJPqaZpGlaHEBGRgJ1WVFR0vtUhRCR0VDARERERiT2X79u3r4nVIUREpM7aFhYWauJNRMRGDMMYbnUGEQkdFUxEREREYk+D48ePX2F1CBERqTvDMHSsooiIjegeE5HYooKJiIiISAzSFzcREXsyDEPvbxERGzEMY4B2d4vEDhVMRERERGKTViiLiNjTgKKiosZWhxARkYA1OH78+ECrQ4hIaKhgIiIiIhKbzikqKjrd6hAiIlJnjQBNvImI2Ih2d4vEDhVMRERERGKUvriJiNiW3t8iIvai3d0iMUIFExEREZEY5XA4NOEmImJPmngTEbGXcwsLCztZHUJEgqeCiYiIiEiMMk1zmGma+rwnImI/5+3du7ej1SFERKROtFhJJAboC7SIiIhI7GpVUlJyodUhRESk7uLi4oZZnUFERAKn3d0isUEFExEREZEYZpqmjnUREbEh3UMlImIvpmm6tLtbxP70l1hEREQktmnCTUTEnlI18SYiYiutiouL+1odQkSCow9fIiIiIrGt/4EDB5KsDiEiInV2WnFx8QVWhxARkTrR7m4Rm1PBRERERCS2OY8dO3aF1SFEROSUaOJNRMRetLtbxOZUMBERERGJcbqAUkTEnnSPiYiI7fTft29fE6tDiMipU8FEREREJMbp4ncREXsyDGOAJt5ERGylgc/nG2R1CBE5dSqYiIhdNAN+DaSgd5eISF11Lykp6WJ1CBERqbMGx48fH2h1CBERCZzP59PuQBEb06SjiES7hsAU4EvgFWAjsA0YbmUoERG78fl8w6zOICIidadjuUREbEe7u0VsTAUTEYlmacA/gTlU7DCp1BN4Hcg/8b9FRKR2+uImImJPen+LiNhLj+Li4s5WhxCRU6OCiYhEo/OoKIasAs6qod8w4H1gPicXVEREpKphpmnGWR1CRETq7NzCwsJOVocQEZHAmaap3d0iNqWCiYhEkxZALrCVimJIIBoAGcAuYCKgyUAREf+al5aWXmx1CBEROSU6lktExEZ0nKKIfalgIiLRIB64DfgXcNeJX9dVK2Ah8A6gizFFRPwwTVPHuoiI2JDD4dDEm4iIjRiG4dLubhF7UsFERKzmAj4AlgCtQ/Dz+gAbgOXAGSH4eSIiMUMr3URE7Mk0TZdpmvr+LiJiHy1KSkoutDqEiNSdPnCJiFW6Ai8Dawjg4va4uDiuv/56Lrww4M8bvwU+ATxA4qmGFBGJMZd98803uvNJRMR+WhUXF/e1OoSIiAROu7tF7EkFExGJtEQgG9gOXBXIA/369eP1119nwYIFrFq1iiVLltCxY8dAHk0AMoHPqDjyS+88Eanv4o8dOzbY6hAiInJKNPEmImIv2t0tYkOaPBSRSDGAUcBOIAtoWNsD7dq1Izc3lxUrVtCzZ8UmFMMwSEtLY8OGDWRkZNCoUaNAxm5PxZFfbwH9T/UPICISC3Qsl4iIben9LSJiL/0PHDiQZHUIEakbFUxEJBIuAbYAeUBybZ0TEhLIyMhgy5YtjBgxAsMwqu2zefNm0tPT/fbx42KgAHgBOL1OfwIRkRjhcDi0QllExJ7679u3r4nVIUREJGDxx44dG2R1CBGpGxVMRCScOgBPUbGz47LaOv/37pGGDWvdhEK7du1YtGgRq1evpm/fgI51NoARwMdUHA0W0BYVEZFYYZpm19LS0jOtziEiInXWwOfzDbI6hIiI1IkWK4nYjAomIhIOCcAU4FPgRiqKFDXq3bs3f/3rX+tyP8lJ+vbty6pVq8jNzaV169aBPJJIxdFgn1FxVJiISL1x/PhxfXETEbEhXSAsImIvhmHovS1iMyqYiEiopVGxe2MOUOuRAW3btmXevHm89tprXHzxxUEN7HA4GDFiBFu2bCEjI4MGDRoE8lgnKo4KWwv0DiqAiIh96Bx8EREbUsFERMR2uml3t4i9qGAiIqHSF9gIrAI619bZ6XQyZswYNm7cyMiRI3E4Qvc6SkxMJCMjg3Xr1pGWlhboY4OBrVQcIdYmZGFERKLTMNM0nVaHEBGROuteUlLSxeoQIiISuOPHj2uxkoiNqGAiIsFqBeQC/wBSAnnA5XKxceNGvF4vTZs2DVuwLl26sGTJEpYvX06PHj0CecRBxRFin1JxpFhAW1RERGwoqaioKLhtfSIiYgmfzzfM6gwiIlInKpiI2IgKJiJyqpzARGAXcBcQV9sD3bp149lnnyUvL48zzjgj3Pl+lpKSwpo1a5g3bx4tW7YM5JEWVBwp9hHw67CGExGxjo51ERGxJ028iYjYy1DTNOOtDiEigVHBREROxTDgA2Ah0Ky2zs2bN8fj8bB27VoGDx4c9nD+xMfHM3LkSAoKChgzZgxxcbXWdwDOBl4B8oFzwxpQRCTCDMPQhJuIiD0NM00zoA+zIiISFZoXFhZqd7eITahgIiJ10R14lQALCP9ZpBg7dmygRYqwat68OV6vt67Fm8oCUS4BFIhERGzi0i+//LKF1SFERKTOWpSWll5kdQgREQlcXFycdneL2IQKJiISiMojqrYBvwrkgQEDBtT1GKyIOoXjwZxUHD22i4qjyKyv/oiIBCfO6XRas+1PRESCYpqmJt5ERGzENE3t7haxCRVMRKQm8cBtwL8I8BL0yovWX3jhhUAvWrdU5QX0Ho8n0AvoW1FxFNk7wMCwhhMRCT99cRMRsSFNvImI2M6l33zzjU6sELEBFUxEpDpDgPeAJUDr2jonJiaSkZHBunXrSEtLC3u4UHI6nYwdO5aNGzcycuRIHI6AXo19gA3AaqBLWAOKiITPL6wOICIip6SfJt5ERGwl/tixY0OsDiEitVPBRET+W1fgBeANoHdtnR0OB+np6WzZsoWMjAwaNKh1E0rUatu2LfPmzePVV1/l4osDvo/tSuCfVBxZFtAWFRGRKNJ5z549Xa0OISIidRZ/9OjRQVaHEBGROtHuQBEbUMFERColAtnAR8CIQB7o27cvq1atYtGiRbRuXesmFNs4//zz+etf/8qSJUvo2LFjII8kUHFk2SfAKMAIZz4RkVCKj4/XOfgiIvakiTcREXvR7m4RG1DBREQMKib5dwJZQKPaHmjXrh25ubmsXr2avn37hjufJQzDIC0tjQ0bNpCRkUHDhg0DeawDkAe8DfQLa0ARkRDROfgiIvZkGIYK3iIi9tKltLT0LKtDiEjNVDARqd8uBjZTMcmfXFvnhIQEMjIy2Lx5MyNGjMAwYn8jReWfecuWLaSnpwf6Z6785/oUAfxzFRGx2FDTNJ1WhxARkTrrVlpaeqbVIUREJHA+n0/FbpEop4KJSP3UgYrJ/IB2Qvz3botGjWrdhBJz2rVrx6JFi1ixYgXnnntuII8YwI1U7NzJJoCdOyIiFmlaXFx8qdUhRESk7o4fP65dgiIiNqLd3SLRTwUTkfrlP+/auJEA7tro3bs3f/nLX+pyn0dM69evH2vWrCE3NzfQe1sSqTjqbDsB3g0jImIBrXQTEbEnTbyJiNiLdneLRDkVTETqjzTgY2AO0LS2zm3btmXevHm89tprXHLJJWEPZycOh4MRI0awadMmxo0bR4MGDQJ57CzgBWAt0DusAUVE6k4FExERexpqmma81SFERCRgSUVFRZpkEYliKpiIxL4+wAZgFdC5ts5Op5MxY8awceNGRo4cicOh10R1kpKSmD59OuvWrcPlCnhx32BgKxVHogW0RUVEJAIu2rNnT0urQ4iISJ01LywsvNjqECIiUifaHSgSxTQTKhK7WgG5wDvAwEAecLlcbNiwAa/XS9OmtW5CkRO6dOlCXl4ey5cvp3v37oE84qDiSLR/UXFEWkBbVEREwiguPj5+qNUhRESk7uLi4rRLUETERhwOh97bIlFMBROR2OMEJgK7gLuAuNoe6Nq1K88++yx5eXl07tw5zPFiV0pKCmvWrGHevHm0bBnQQu0WVByRtg34VVjDiYjUQhdQiojYk97fIiL2YprmJdrdLRK9VDARiS3DgA+AhUCz2jo3b94cj8fD2rVrGTx4cNjD1QdOp5ORI0dSUFDAmDFjiIurtV4F0B14FcgHzg1rQBGR6mmlm4iIPV325ZdftrA6hIiIBCwuLi5OkzAiUUoFE5HYUKcJ9/j4+J8n9ceOHUt8vO6JDLXmzZvj9XpZu3YtgwYNCvSxyoJXLgEUvEREQuyMwsLCgM4VFBGRqBLndDoHWR1CRETqRLsDRaKUCiYi9lbnI50GDBhQ12OjJAjdunXjueeeIy8vjzPOOCOQR5xUHKW2i4qj1QLaoiIiEiLaZSIiYk+aeBMRsZfhVgcQEf9UMBGxJwcwCviUAC8N79KlC0uWLOGFF16gR48e4c4n/8XlcrFx40Y8Hg9NmjQJ5JFWVByt9g8gJazhREROcDgcmnATEbGnX1gdQERE6qTznj17ulkdQkSqUsFExH4GA1uBPKBNbZ0bN25MRkYG69atIy0tLezhpHpOp5OxY8eyadMmRo4cicMR0Cu4L7ARWA10Dmc+ERHTNIfs2LGjodU5RESkzrqUlpaeZXUIEREJXHx8vHZ3i0QhFUxE7KMT8BSwFuhdW2eHw0F6ejpvvvkmGRkZNGhQ6yYUiZC2bdsyb948Xn31VS666KJAH7sS+JiKI9gC2qIiInIKEps0aXKZ1SFERKTufD6fJt5ERGzENE3t7haJQiqYiES/RCAb+Ay4MZAH+vbty8svv8yiRYto3bp1OLNJEM4//3xefvlllixZQocOHQJ5JIGKI9g+peJINiOc+USkftIXNxERe9L7W0TEdoaYpum0OoSInEwFE5HoZQAjgE+ALKBRbQ+0a9eO3NxcVq9ezYUXXhjufBIChmGQlpbGxo0bycjIoGHDgE7C6UDFkWxvAVoJLiKhphXKIiL2NFQTbyIittK0uLhY3+lFoowKJiLR6WJgM/ACFUdx1SghIYFx48axceNGRowYgWFo44HdJCQkkJGRwebNm0lPTw/0sUuALVQc1ZYctnAiUt9cWFxcrO2JIiL2k1RcXHyp1SFERKROtFhJJMqoYCISXdpTMfn9NtAvkAdcLhcbNmxg+vTpJCYmhjWchF/79u1ZtGgRK1as4Nxzzw3kEYOKo9p2UnF0W607kUREauHw+XxDrA4hIiJ1p2O5RERsRwUTkSijgolIdPjPuyluJIC7KXr16sVf//pX8vLy6NixY7jzSYT179+fNWvWkJuby2mnnRbII4lUHN32ERVHuYmInDLDMDThJiJiT5p4ExGxlwv37t3byuoQIvJvKpiIWC8N+CcwB2haW+e2bdsyb948XnvtNS655JKwhxPrOBwORowYQUFBAePGjcPpDOhI6q5UHOX2BtArrAFFJJYNtzqAiIjUnWEYF+/Zs6el1TlERCRgcXFxcUOtDiEi/6aCiYh1+gAbgFVAl9o6O51OxowZw8aNGxk5ciRxcXFhDyjRISkpienTp7Nu3TpcroAXfQ8B3geWALqLQETqqmNRUdE5VocQEZE6i4uPj9exiiIiNqLjFEWiiwomIpHXCsgF3gEGBvJA5T0lXq+Xpk1r3YQiMerMM88kLy+P5cuX071790AeiQduA/4FTDzxaxGRQOlYFxERG9LEm4iI7fzC6gAi8m8qmIhEjpOKSetdwF1ArVtEunbtyjPPPENeXh6dO3cOczyxi5SUFNasWYPH4yEpKSmQR1oAC4HtwK/CGk5EYokm3GLY999/T3l5udUxRCQ8dKxiDCsrK+P777+3OoaIhFbHoqKiHlaHkPA5dOiQ1RGkDlQwEYmMYcBWKiatm9XWuVmzZng8HtauXcuQIdpRL1U5nU7Gjh3Lm2++yZgxYwI9oq078CqQD+ioHRGpzaAdO3Y0tDqEhJbP52P58uWkpKTw3XffWR1HRMLjjL17955tdQgJvfXr1zNs2DC2b99+0u8bhmFRIhEJIe3ujkG7d+/mpptu4rHHHrM6itSBCiYi4XU28AoVE9Q9a+scHx/PyJEjKSgoYOzYscTH6wQlqVmLFi3wer28/vrrXHbZZYE+Ngz4kIqj4QLaoiIi9VJikyZN+lsdQkLnvffe48orr2TSpEmUlpae1GYYBu3bt7comYiEmmEYmniLIZ9//jmjR4/mhhtuYMeOHVXaO3ToYEEqEQklHacYW7777jtmzpzJFVdcwZo1a6q0670d3VQwEQmP5sAc4CPg14E8MGDAAP72t78xb948WrVqFdZwEnt69uzJSy+9RF5eHqeffnogjzipOBpuFxVHxQW0RUVE6hd9cYsNxcXFjB8/nquuuooPPvigSrvT6SQzM5NOnTpZkE5EwsHhcOj9HQMOHz6M1+tl8ODB5OfnV2k3DIMbb7yRQYMGRT6ciISUYRiDtbvb/nw+H8uWLSMlJYVHH32UsrKyKn369OnDXXfdZUE6CZQKJiKh5QBGUXHJ9hSgQW0PdO7cmSVLlvDCCy9wzjk6JUmC43K5WL9+PdOnT6dJkyaBPHIaFUfF/QNICWs4EbEjrVC2sWPHjvHII49wxRVX8NJLL2GaZpU+lfdi/e53v7MgoYiEi2mag03TdFqdQ06Nz+fjxRdfJCUlhccee8zvhFuvXr146aWXmDt3Lg6HpnZEYkBikyZN+lkdQk7d1q1b+c1vfsM999zDvn37qrS3aNECj8fDqlWraN26tQUJJVA670ckdAYDvwfOD6Rz48aNueOOO5gwYQINGtRaVxEJWKNGjRg3bhzp6eksWLCA5557Dp/PV9tjfYGNVBwhNwHYHeaYImIPfUpKStokJydX/cQvUS0/P5/MzEy++uorv+1nnnkmWVlZuFxahC4So5oWFxf3o+LzndjI+++/T1ZWFu+9957f9pYtW3L33Xdz8803B3qPoYjYxInd3eutziF1U1JSwgMPPMDKlSv9LlByOp2MGjWKyZMnk5SkU9HtQMsQRILXCXgKWEsAxRLDMEhPT2fLli1kZGSoWCJh07ZtW+bNm8crr7zCRRddFOhjVwIQqcuFAAAgAElEQVT/pOJIuYC2qIhITHMcP358qNUhJHDbt2/n6quvZvTo0X6LJUlJSUyfPp21a9eqWCIS+/SX3EaKi4u56667SEtL81sscTqdjBkzhjfffJOxY8eqWCISm7S720Yqd3OnpKSwYsWKandz5+fn4/V6VSyxERVMRE5dIpANfAbcGMgDffr0YdWqVSxatIg2bdqEM5vIzy644AJefvlllixZEujFYo2pOFLuUyqOmDPCmU9Eop6+uNnAwYMHyczM5Je//CVvvfVWlXaHw0F6ejoFBQWMGzdOCzZE6ge9v23g6NGjPPLIIwwcOLDaCTeXy8WGDRvwer00bdrUgpQiEiF9i4uLdVaTDeTn53PFFVcwa9Ysjhw5UqX9rLPO4umnn2b58uWcffbZFiSUYOhILpG6M4B0YD4Q0O3aycnJTJs2jfT0dAxDc88SeYZhkJaWxtChQ3nsscdYvHgxP/74Y22PdQDygHFUXAxfdQZORGKew+FINU3TMAyj6gyOWK6srIy8vDzmz5/P4cOH/fbp378/Ho+Hc889N8LpRMRiFxUVFZ3Wvn37r60OIv7l5+czffp09u7d67e9a9euZGdnM2TIkAgnExGLOHw+31BgmdVBxL+PPvoIt9vN22+/7be9WbNmjB8/nttuuw2nU1eJ2ZV2mIjUzUVAAfACARRLEhISGDduHJs2bWLEiBEqlojlGjduTEZGBps3byY9PT3Qxy4BNlNx9Fxy2MKJSFQyTbN9aWlpT6tzSFWbNm0iNTUVt9vtt1jSvn17cnNzWbFihYolIvWTwzAMzbRHoW3btvE///M/jB492m+xpFmzZng8HtauXatiiUg943A4dJxiFKrczf2rX/3Kb7Hkv3dzq1hib9phIhKY9kAWMJYAC40ul4uZM2fSqVOnsAYTORXt27dn0aJFXHvttbjdbj755JPaHnFQcfTc1VTsrpoN1LpFRURig8/nSwW2W51DKnz++efk5OSQn5/vtz0hIYE777yT8ePH07BhwwinE5FocuIC4ResziEVSktLWbBgAc8//zzHjx+v0h4fH891113HlClTaNWqlQUJRcRqpmkOtzqD/Fsgu7kvv/xyPB4P55xzToTTSbioYCJSswbAHYAXCOiw2F69euHxeLj00kvDGkwkFC6//HLy8/NZuXIlXq+Xr7+u9cSGRCqKh/8L3A+8GO6MIhIVXMBDVoeo7w4fPszDDz/M448/TllZWZV2wzC48sorcbvdgd5ZJSKx7xdWB5B/T7g9+OCDfPfdd377DBgwgJycHE24iUiH4uLic9u1a/ex1UHqu02bNpGZmclnn33mt71Dhw7cd999jBgxIsLJJNxUMBGpXhqQC3QJpHOLFi2YNGkSN998M3FxceFNJhJCDoeDESNGkJqayuLFi6udiPsvXalYrfgGMAn4KNw5RcRSV+zZsyehU6dOR60OUh/5fL5aC9vnn38+Ho+Hiy++OMLpRCTKdSwqKurRvn37T60OUl/l5+eTlZXF7t27/bZ37tyZadOmkZaWFtlgIhK1TNNMBVQwsciuXbvIzs7mjTfe8NveuHFj7rjjDu3mjmG6w0SkqguA9cAqAiiWOJ1OxowZw5tvvsnYsWNVLBHbatasGdOnT2fdunUMGzYs0MeGAluBlwGdPycSuxIcDsflVoeoj7Zs2UJqaioTJ070Wyxp27Yt8+bN49VXX1WxRESqk2p1gPpo586djBw5ktGjR/stllTeLbh+/XoVS0Tkv+keEwscOnSIWbNmMWTIEL/FEsMwSE9PZ8uWLWRkZKhYEsNUMBH5t9bAEuBd4IpAHhg+fDgbNmzA6/WSlJQU1nAikXLmmWfy1FNPkZeXR5cuAW2wigOuAnYD48KZTUSsowsoI6uoqIi77rqL9PR0Pv646gLDygUbGzduZOTIkTgc+lgvIv6duMdEIuTbb78lMzOTIUOGsHbt2irt/z3h1qBBAwtSikiUG7Rjxw7NxkdIeXk5zzzzDAMGDOCRRx7xe+LGBRdcwKpVq1i0aBFt2rSxIKVEko7kEgEnMAHIBJoH8kD37t3Jyclh4MCBYQ0mYiWXy8WgQYP405/+xMKFC6s9b/k/OIBFwLPAt2EPKCIRdeJogClW54h1R48e5dFHH2Xx4sX8+OOPfvu4XC48Hg9nnHFGhNPZx4EDB1i7di1dunThoosusjqOiKUMwxi8Y8eOht26dfP/UpGQKC8vZ9myZcydO5cDBw747dOnTx88Hg8XXnhhhNPZxw8//EB+fj5NmjRhyJAhGIZhdSQRKzRu2rTp5UDVqquEVEFBAVlZWXzyySd+25OTk5k2bRrp6el6H1XDNE02bdrE119/zfDhw0lMTLQ6UtBUMJH67ldUXGLbPZDOzZs3Z/Lkydx4443Ex+uvj8Q+p9PJHXfcQXp6Ojk5Obz00ku1PeIArgceC386EYmw8/fv39+udevWxVYHiUWmafLKK6/g8XgoLCz026dbt27k5OQwaNCgyIazkbKyMv70pz+Rm5vL4cOHAXjwwQf53//9X4uTiVgqsUmTJv2oOHZYwkATbsEzTZO//OUvzJw5k5KSEgBuvfVWcnJyLE4mYg2fz+dCBZOw2b17N7Nnz2b16tV+2xs1asSYMWOYOHEiTZo0iXA6+/jwww9xu9288847AJxzzjm8/vrrOJ1Oi5MFRzO+Ul/1oKJQ8stAOsfHx3PjjTcyefJkmjcPaBOKSMwwTZOCggLefPPNQB/xhTOPiFjGKCsrGwo8Y3WQWLN161bGjx/P+++/77e9ZcuWTJkyhRtuuEF3pdUgPz+f7Oxsvvjii5N+f9myZSqYSL134liu9VbniDWff/45o0ePJj8/3297QkICd955J3feeScJCQkRTmcfW7duxe1289577530+8uXL1fBROqzVGCa1SFizXfffcfMmTP505/+xE8//VSl3TAM0tLSyMzMpEOHDhYktId9+/Yxe/ZsXnzxRXy+f08BffLJJ2zbts32OylVMJH6pjmQRcU9CwGVO1NSUvB4PHTvHtAmFJGY8uGHH5KZmcm777570u+3bduWAwcOUF5e7u+x3ZHIJiKWcKGCSciNG+f/+ien08m1117L1KlTadmyZYRT2cfnn39OdnY2f//73/22V3e0mUg9kwpMtzpErKlpMt/lcjFz5kw6deoUwUT2UlpayoIFC3juuedOmnCrdOzYMQtSiUSNPiUlJW2Sk5P3WR0klqxYsaLatvPOOw+Px8Nll10WwUT2UlZWRl5eHg8++GC1x7bHwrtbBROpL+KAscBM4LRAHujcuTNZWVkMHz48rMFEolF1qwWcTiejR49m8uTJ9OrVy8KEImKRVNM0DcMwTKuDxLohQ4aQnZ1N165drY4StQ4dOsT8+fN56qmn/F7OKSIn6VtcXNy6Xbt2+60OEut69+6N1+vl4osvtjpK1Prxxx95/PHHWbRoEUeOHLE6jki0Mnw+3zDgOauDxLrWrVszZcoUrrvuOhwOh9Vxotbf/vY3cnJy2L17t9VRwk4FE6kPBgELgfMD6dy4cWPuuOMOxo8fT8OGDcMaTCTa1LRaQJcMiwiQvHfv3l7ANquDxKouXbowdepU0tLSrI4StXw+HytXrsTr9fL1119bHUfELhw+n28osMzqILGqRYsWTJo0iZtvvlnHJ9YgPz8ft9vNl19+aXUUETtIRQWTsHE6nYwaNYrJkyeTlJRkdZyotWvXLrKysli7tv5cqaOCicSyTsAs4MZAOhuGwTXXXMOMGTNo06ZNeJOJRKH8/HyysrKqrBbo2rUrOTk5DB482JpgIhJV4uPjU1HB5JQZhoFhGJjmyZt0kpKSmDRpErfccovtL0kMp0AuVr700kt5+eWXI5xMJPo5HI5UVDAJir+Vxw0aNGDs2LFMnDiRpk2bWpDKHj755BOysrIoKCjw256UlERaWhrPPvtshJOJRLXh2t0dHMMw/P6+y+UiOzubLl26RDiRfRw8eJD58+fz9NNP+z2O3eFw8Nvf/pbXXnuNw4cPW5AwfLTPSGJRYyAb+IwAiyUXXHABq1atYtGiRSqWSL2zc+dORo4cyejRo08qljRv3hyv18vatWtVLBGRn524OFhOkdPppE+fPj//Oi4ujpEjR7J582Zuv/12FUuqUVRUxF133cVvf/tbv8USp9PJmDFj2LhxIy6X/hUV8cc0zVTTNP3PHElA/vuYreHDh7N+/XpmzJihYkk1vv32WzIzMxk+fLjfYonD4SA9PZ1NmzYxevRoCxKKRLXk0tLS86wOYWeXXHLJSb8+++yzef7558nLy1OxpBrl5eU888wzDBw4kD//+c9+iyV9+vTh5Zdf5qGHHorJ03m0w0RiiQGkA/OB0wN5IDk5mWnTppGenl5t1VkkVlWe/Z6Xl3fSfwDj4+O57rrrdMmwiFRn4J49exI6dep01OogdrV06VIWLVrETz/9xE033UTPnj2tjhS1fvjhBx577DEWL15c7eXtLpcLr9fL6acH9PFPpD7rUFJSci7wT6uD2NXMmTNJTk6mqKiI9PR0UlJSrI4UtcrLy1m2bBlz5szhm2++8dunT58+eDweLrzwQqDiEngROZlpmqnAR1bnsKurrrqKH374gQ0bNtCvXz9uuOEG4uM1HV6dQHZz14d5VP0bIrHiIiAX6B9I50aNGjFmzBjuvvtuEhMTw5tMJMpUfnmZO3cuBw4cOKltwIABeDweevToYVE6EbGBRnFxcSnAGquD2FXbtm2ZNWuW1TGimmmavPLKK3g8HgoLC/326dmzJx6Ph379+kU4nYh9nZh4U8HkFCUmJjJlyhSrY0S9goIC3G43n376qd/2du3aMXXq1JifcBMJhRO7uxdYncPOrrvuOq677jqrY0S13bt3M3v2bFavXu23vb7No6pgInbXHsgCxhLgEXMul4uZM2fSqVOnsAYTiUbVrRbQJcMiUhcnvripYCJh8cEHH+B2u3n33Xf9tutiZZGguIDfWx1CYtMXX3zBnDlzqp1wS0hI4JZbbqk3E24iIXKFdndLuFTu5n744Yf56aef/Papj/OoKpiIXTUA7gC8QECHxfbq1QuPx8Oll14a1mAi0ai61QKJiYn87ne/Y8KECTRo0MCidCJiNycuDp5sdQ6JLaWlpSxYsIDnnnsOn89Xpd3pdDJq1CgmT55MUlKSBQlFYsIVO3bsaNitWzf/Z9yJnIIjR47whz/8QRNuIuHRyOFwDADyrQ4iscM0TVasWMGsWbPYt2+f3z71eR5VBROxozRgIXBmIJ21ClHqs+pWCzgcDq655hpmzJhB69atLUwoInZkmmav/fv3t2vdunWx1VnE/o4dO8bSpUvJzc3l+++/99snJSUFj8dD9+7dI5xOJOY0TkhIGAC8YXUQsT+fz8fKlSuZOXMm+/fv99unV69eeL3eKhcvi0iduFDBREJk69atuN1u3nvvPb/tmkdVwUTs5Rwqto8PD6SzViFKfVbTaoG+ffvi8Xjo27evRelEJAYY5eXlLuApq4OIveXn55OZmclXX33lt/3MM88kKysLl8sV4WQisSsuLs6FCiYSpPfff5+srKxqJ9xatmzJ3XffXa8n3ERCxTCMVOA+q3OIvZWUlPDAAw+wcuVKTNOs0q551H9TwUTsoCUV95SMAwL6pJWSkoLX6+Xss88OazCRaFTdaoF27doxbdo0rrnmGl2uKCJBO3GPiQomckq2b9+O2+3mrbfe8tuelJTEhAkTuPXWW3VkpEiInbj4farVOcSeiouLmT17dq0Tbvfddx9NmwZ0eraI1K63dnfLqarczb1w4UKOHDnit4/mUU+mgolEMydwMzALOC2QB8466yyys7MZOnRoWIOJRKPqVgvockURCROXaZqGYRhVZ0tEqnHw4EEeeughnnzySY4fP16l3eFwcPXVV+N2uznttIA+/olI3V2wb9++5DZt2pRYHUTs4+jRozzxxBM1Tri5XC5ycnLo3LlzZMOJxD6jrKxsGPC01UHEXvLz85kxYwZ79uzx2655VP9UMJFoNYyKe0p6BtK5WbNmjB8/nttuuw2n0xneZCJRprrVAoZhcOWVV5KZmUnHjh0tTCgiMaptYWHh+cAHVgeR6FdWVsYTTzzB73//ew4fPuy3z+WXX47H4+Gcc86JcDqRescoLy8fCjxrdRCJfqZp8te//pWZM2dSXOx/cXuPHj3IyckhJSUlwulE6hUXKphIgLZt24bb7eYf//iH3/bmzZtz7733MmrUKOLjVR74b/onItGmGxU7SkYE0rlyFWJWVhatWrUKbzKRKFTdaoHevXvj8Xh0uaKIhNWJ85RVMJEa/f3vfyc7O5vPP//cb/vpp59OZmYmv/71r4Mea9euXTz//PNB/xyResCFCiZSiw8//JDMzEzeffddv+0tWrTg3nvv5cYbbwx6wm3//v384Q9/COpniMS4VO3ultrs37+fOXPmsHz5cnw+X5X2+Ph4brzxRu69915atGgR1FhlZWUsXbqUb7/9NqifE41UMJFo0QF4BhgIOAJ5YMCAAXg8Hnr06BHWYCLRqLrVAm3btiUjI4Prr79elyuKSNg5HI5UYJ7VOSQ67dy5k6ysLNatW+e3PTExkQkTJnD77bfTsGHDoMY6fPgwv//973niiScoKys7qU13oIj4NVwTb1Kd0tJS5syZw4svvljthNuoUaO49957ad68eVBjlZWV8cc//pHc3Fy+++67k9r0/hY5SdvCwsLewIdWB5HoU9O7tFIo51Hz8/PJycnxuyAqFt7dKphINOgCfAoE9Deqc+fOuN1ufvGLX4Q3lUgU2rdvH3PmzOGFF1446cuL0+lk9OjRTJ48WZcrikjEmKaZUlJSkpicnOz/MHOplw4dOsSCBQvIy8urUryAiiMj09PTuf/++2nbtm1QYx0/fpznn3+euXPncuDAAb99QrFzRSQGJZeWlp4HfGR1EIkeP/30088Tbt9//73fPgMHDiQnJ4fu3bsHPd6aNWvIycnhiy++8Nuu97fIyeLi4lJRwUT+y5o1a8jOzmb37t1+20M5j7pjxw6ysrJYv3693/YzzjiD3r17Bz2O1VQwkWjwJAEUS5o0acLEiRO59dZbY6JaKVIXNa0W0OWKImKhBqZpDgT+z+ogYr3jx4/z7LPPMm/ePL755hu/ffr27YvH46Fv375Bj/fmm2/idrv55z//6be9bdu2TJ8+nfT09KDHEolFpmmmooKJnPD666/j8XhqnHDLzs4mNTU16LE+++wz3G43Gzdu9Nte+d3/tttuC3oskVhimqYLeNDqHBId/vWvf5GVlVXruzQU86iBLojKzMwMeud4NFDBRKJBt9o6JCUl8fLLL4dkFYuI3VS3WqBr165kZ2czZMgQa4KJiPDzFzcVTOq5LVu24Ha7+fjjj/22Vx4ZecMNN+BwBHT6arWKi4uZPXs2K1euxDSrnibkdDoZNWoU9913n3ZditTgxPt7gdU5xFo7d+4kOzubtWvX+m1v3Lgxd9xxBxMmTAjJhNvixYt5/PHHq51wu/LKK8nKyqJ9+/ZBjSUSo1KKiooat2/f/gerg4h1AnmXXnPNNcyYMYM2bdoENZbP52PlypV4vV6+/vprv33OP/98vF4vF110UVBjRRMVTCQa1HqMx+HDh7n66qtDdqGciB1Ut1qgefPmZGRkMHr0aP1dEJFoEPxSU7GtoqIi5syZw4oVK/y2VxYvpkyZQpMmTYIa6+jRozz66KM88sgjHDt2zG8f7boUqZMr9uzZk9CpU6ejVgeRyDt06BDz588nLy+P8vLyKu3hmHDzeDzVHp94wQUX4PV6ufDCC4MaSyTGNQJSgL9ZHUQiL9Lv0s2bN5OVlRWRBVHRRjNtEg2+ALrW1ungwYNMnz6dp59+mpycHFJSUiIQTSTyvv32Wx588EGefvrpk768xMfHc9111zFlyhRatWplYUIRkZP0LCws7NShQ4c9VgeRyKksXixevJgff/zRbx+Xy4XH4+GMM84IaizTNHnllVfwer3s3bvXb5+uXbuSk5PD4MGDgxpLpJ5p5HA4BgD5VgeRyCkvL2fZsmU13v3Up08fPB5PyCbc3G43n3zyid/2tm3bcv/995Oeno5hGEGPJ1IPuFDBpN4pKCggKyur2ndpcnIy06ZNC8m7NJILoqKVCiYSDX6qS+dPP/2Ua6+9luHDh5OVlaUVhBIzysvLefrpp5k/fz4HDx48qW3AgAHk5ORwzjnnWJRORKRGw4A/Wx1Cwq+yeOHxeCgsLPTbp1u3buTk5DBo0KCgx9u2bRuZmZm88847ftubN2/OPffcw0033aRdlyKnxoUKJvVGJCfcCgsLmTt3brUTbo0aNWLMmDFMnDgxZifcRMJEu7vrkd27dzN79mxWr17ttz2U79IffviBxx57LCILoqKdvlWIbf3tb39j7dq1OqNaYkJ1X146d+7MtGnTSEtLsyiZiEjtDMNwoYJJzPvwww/JzMzk3Xff9dteWby4+eabiYuLC2qs0tJSFixYwHPPPYfP56vSXrnrcurUqbRs2TKosUTqM8MwUoH7rM4h4RXohNvdd99NYmJiUGMFOuHm9Xo5/fTTgxpLpJ7qtXfv3o4dO3b0v+1WYkIk36WRXhBlByqYSDQ7BDSrqUNZWRlLly7lL3/5C3fffXdIvqCLRFJ1X15CebmiiEgEuEzTdBiGUXVmW2yvtuKF0+nk2muvDUnxoqysjLy8PB588EG+++47v30GDBiAx+OhR48eQY0lIgD03r9/f7vWrVsXWx1EQq9ywu3hhx/mp5/8H+zgcrmYOXMmnTp1Cmos0zRZsWIFs2bNYt++fX77nHfeeXg8Hi677LKgxhKp7+Li4oYCeVbnkNCL9Ls0kgui7EQFE4lmS4GvAC9Q4/aRb775BrfbzYsvvojH4+HSSy+NSECRU1XdagHDMEhPT2f69OlBX64oIhJBpxUXF/cB3rM6iIROZfFi3rx5fP/99377pKSk4PF46N69e9Dj5efn43a7+fLLL/22d+nShalTp2rXpUhoGWVlZcOAp60OIqETyIRbr169Qvbd+YMPPiAzM5P33vP/MaBFixZMmjSp3k24iYSLaZouVDCJOZF8l0ZyQZQdqWAi0ew4kAu8CGQBYwFHTQ989NFH/L//9/9CtkpGJNRq+vISyssVRUQskIoKJjEjkOJFdnY2Lpcr6LF27txJVlYW69at89uuXZciYedCBZOYsXXrVtxud0Qm3EpKSnjggQdYuXIlpmlWaa+8GHjy5MkkJSUFNZaInGS4dnfHjki+SyO9IMquVDAROygCbgf+SEUBpX9tD+Tn51NQUMAtt9wSknNYRUKhutUCycnJ3H///VxzzTVBX64oImIhFzDb6hASnB07dpCVlcX69ev9ticlJTFhwgRuvfXWoIsX3377LQsWLCAvL4/y8vIq7Q6Hg6uvvprMzExat24d1FgiUqNU0zQNwzCqztKIbURywu3YsWMsXbqU3NxcTbiJWOO0oqKi84GtVgeRUxfou9Tr9XL22WcHPV5+fj6ZmZl89dVXftvPPPNMsrKyQrIgyu5UMBE7eRcYAKQD84EabzU6evQojzzyCCtXrmTatGmkp6drMlosUd2Xl4SEBBX1RCSWXL5v374mbdq08f9pX6JaZfHiySef5Pjx41XaQ1m8KC8vZ9myZcyZM4dvvvnGb5++ffuSk5OjXZcikdG2sLCwN/Ch1UGk7o4ePcoTTzzBwoULOXLkiN8+kZ5wy87OZtiwYUGPJSI1SkUFE9uK5Ls0kguiYoUKJhK12rVr16K4uMrdgyYVR3S9BkwGpgCNavo5JSUlTJw4kSeffFLHHUlE1bRaQMfGiUgManD8+PErgFetDiKBKysrY/ny5TUWL/r164fH46Fnz55Bj1dQUIDb7ebTTz/1296uXTumTp2qhS4iERYXF5eKCia2k5+fz4wZM9izZ4/f9rPOOovs7GyGDh0a9Fjbt2/H7Xbz1ltv+W2vnHC77bbbcDqdQY8nIjVzOBwuYK7VOaRuanuXNmvWjPHjx4fkXRrJBVGxpsb7IESs1LVr1841NB8BsoGzCfC83a1bt3LVVVdx1113VXvxnUio5OfnM2jQIGbNmnVSsaRXr1785S9/IS8vT8USEYk5Jy6gFJvYtGkTqamp3HfffX6LJe3atSM3N5cVK1YEXSz54osvuP322/ntb3/rt1iSkJDAuHHj2LhxIyNGjAiqWPLdd98xa9Ys+vbty7XXXktRUVEw0UXqBdM0U63OIIGrvLtz9OjRfoslzZo1Y/r06axduzboYsnBgwfJzMzkl7/8pd8JPofDQXp6OgUFBYwbNy6oCb6ysjIef/xx+vfvzy9+8Qu2bdsWTHSRmGaaZsq+ffuaWJ1DAhPou3TTpk0heZf+6U9/4rLLLmPp0qV+iyX9+/dnzZo1LFq0KOhiybp160hLS+PSSy/l+eefD+pnRQvtMJGolZyc3DmAbnuAUcCfgYVA75o6V164/dprr+nyUAmL6lYLtGzZkkmTJnHTTTcFfbmiiEgU04SbDXz++efk5OSQn5/vtz0hIYE777yT8ePH07Bhw6DGOnLkCH/4wx94+OGH+emnn/z2cblczJo1i44dOwY1ls/n44UXXmDOnDk/L44pKSnB4/Hwhz/8IaifLVIPDCgqKmrcvn37H6wOItU7ePAgDz30ULWrhePj47nuuuuYMmUKrVq1CmqsyouB58+fz+HDh/32ufzyy/F4PJxzzjlBjQXwxhtvkJ2dza5du37+vbvvvpu1a9cG/bNFYlSD48ePD6TiBBaJUpF+l27atAm3282//vUvv+2h3M39+eefk52dzd///veff2/y5MkMHDiQDh06BPWzraaCiUStFi1anG6aptMwjLIAuq8D+gAjgQeBNjV1/uGHH1iwYMHP95ukpaWFILHUZ9V9eXE6nelazf8AACAASURBVIwePZrJkyfTtGlTCxOKiETEOUVFRae3b9/e/2G8YqnDhw/z8MMP88c//tFv8cIwDK688koyMzNDUrxYuXIlM2fOZP/+/X779OrVC6/XyyWXXBLUWADvvPMOmZmZflcjf/7550H/fJF6oBEwEHjd6iBSVSATbgMGDCAnJydkE26ZmZl89tlnftvbt2/PlClTGDFiRNBj7dy5k+zsbL+FEb2/RWp2Yne3CiZRKpLv0kguiDp8+DALFy5k6dKllJWdPGXr8/n48ssvVTARCZf4+PgGxcXFlwGbAnzEBzwFrAKmApOAGreP7N69m9tvv52nn346ZB8upX6p6ctLSkoKM2fOpFu3bhalExGJvBNf3JZanUP+LZDiRe/evfF6vVx88cVBj/f+++/jdrt5//33/ba3bduWjIwMrr/++qB3XRYVFeH1elm1ahWmaQb1s0QEFyqYRJ1NmzYxY8YMduzY4be9c+fOIVsE6G+18H9q3Lgxd9xxR8gm3B566CH+/Oc/V5lwE5GAaXd3FIr0uzSQBVFutzvoIobP5+P5559n7ty5fP3119X2i4XP5CqYSLRzEXjBpNK3VBRMngAeAn5d2wMFBQUMHz48ZNuXpX6obrVAKC9XFBGxmxMXUKpgEiW2bNmC2+3m448/9tteWby44YYbcDiCu96wuLiY2bNns3LlSr9flJxOJ6NGjeK+++4LetflsWPHWLp0KQsXLuTIkSNB/SwR+Zkm3qLIrl27yM7O5o033vDbHsoJt0OHDrF48WIef/xxv8WLUE+4rVy5Eq/XW+OEm4gE5NzCwsJOHTp0qHqZkURctL1Lzz//fDweT0QWRMUaFUwk2g0H3Kf47GfAlcAwKu43qfG20vLycp555hlWr15NRkYGN910E/Hx+isiVe3atYucnJwqqwWaNWvGvffey+jRo/XvjojUW6ZpppqmGWcYRtXD1SViIlm8OHr0KE888USNxQuXy0VOTg6dO3cOaizTNFm1ahVer7fay9wTExNVRBE5Neft3bu3Y8eOHfdaHaQ+C2TC7ZprrmHGjBm0aVPjSdS1CnTCzev1ctFFFwU1FtRexNf7W+SUuKhYMCwWCeRdesEFF+DxeCLyLg3lgqi9e/fi9XpZvXq13/YGDRpgmmbM7RTUjJ5Euwv37t3bqmPHjgeC+Bl/p+J+kzuBHKBZTZ0PHTqE2+3mqaeeIjs7myFDhgQxtMSS6r68hPJyRRGRGNCipKSkL/CO1UHqo6NHj/Loo4+yePFifvzxR799XC4XHo+HM844I6ixTNPklVdewev1snev//nVrl27huzz1EcffYTb7ebtt9/2296sWTPGjx/PaaedxqRJk4IeT6Q+iouLGwY8aXWO+qi8vJxly5Yxd+5cDhzw//X3ggsuwOv1cuGFFwY93ubNm3G73XzyySd+263YgfjrX/+aq6++OqixROqbE7u7VTCxSCTfpUVFRcyZMyfqFkT95je/qfbYX7tSwUSiXVxcXNxQ4IUgf04ZkAs8Q8WOlXFAjYdm79y5k5EjR4ZsRaTYV02rBUJ5uaKISKwwTTMVFUwiqrJ44fF4KCws9NunW7duZGdnM3jw4KDH27ZtG263m3/84x9+25s1axayHbsHDx7koYce4sknn+T48aoblxwOB1dffTVut5vTTjuNl156KajxROqzE/dQPWl1jvqmoKCArKysaifckpOTmTZtGunp6RiGEdRYlRNuK1as8NteOeE2ZcoUmjRpEtRYdS3ib9++PajxROoj0zRdpmk6DMPwWZ2lPonmd2kwIr0gKlqpYCJR78SH9mALJpUOABOp+BKwEBhY2wP5+fmsX78+ZFVasZfqVguE8nJFEZEY5AJmWR2ivvjwww9xu928847/GlXz5s255557uPnmm4O+ZL20tJQFCxbw/PPP+y1ehHLXZVlZGXl5ecyfP5/Dhw/77XP55Zfj8Xi0cEEkdFI18RY5u3fvZvbs2dUeddKoUSPGjBnDxIkTg55w++GHH3jsscdqnXDzer2cfvrpQY0VSBG/a9eu5OTkhKSIL1LPtSouLu4LvGt1kPog2t6l3bp1Iycnh0GDBgU1FkR2QVS0i+0/ncSKX4ThZ24FrgDSqNh50qWmzmVlZSxdupRXXnmFjIwMrr/++qAnHCS6VbdaIJSXK4qIxLD+Bw4cSGrVqpX/WW4JicrixXPPPYfPV3Vus7J4MXXqVFq2bBnUWJXFiwcffJDvvvvOb59Q7rrctGkTmZmZfPbZZ37b27dvz5QpUxgxYkTQY4nISU4rLi6+AKgft7paJNAJt5kzZ9KpU6egxgpkwq1nz554PB769esX1FgQeBG/Pky4iURQKiqYhFWg71Kv18tll10W9HixuiDKLvRfJ7GDjkVFRT3at2//aRh+9moq7ji5C5gO1Lh9pLS0lPvuu49nnnkGj8fDJZdcEoZIYqXqvrwYhkF6ejrTp08P+nJFEZF6wHns2LErqPjvrIRYIMWLlJQUcnJy6NGjR9Dj5efnk5WVxe7du/22h3LX5a5du8jOzuaNN97w266FCyIRkYoKJmFhmiYrVqxg1qxZ7Nu3z2+f8847D4/HE5IJtw8++AC328277/qfRw3HhFskivgiUoULeMDqELGqtndpixYtmDRpku3epZFeEGUnKpiIXaQC4SiYABwF5gJPA3OAkUCNB8Nu27aN//mf/8HlcjFr1iw6duwYpmgSKTWtFgjl5YoiIvWFw+FIRQWTkMvPz8ftdvPll1/6be/SpQtTp04NSfFi586dZGdns3btWr/tlcWLCRMm0KBBg6DGOnToEIsXL+bxxx+nrKysSrthGFxzzTXMmDFDCxdEwuzEkchzrM4Raz744AMyMzN57733/LZHcsKt8mz9yZMnk5SUFNRYgU64eTyekBTxRcSv/vv27WvSpk2b760OEkui7V1q1wVRdqSCidjCiQ/ti8I8TBEwCniYimO6at2PnJ+fT0FBAbfccgt33303iYmJYY4o4VDdaoHk5GTuv/9+rrnmmqAvVxQRqW9OXPwuIbJjxw6ysrJYv3693/bExER+97vfhaR48e2337JgwQLy8vIoLy+v0h7K4oXP52PlypV4PB4OHDjgt48WLohElmEYAzTxFjolJSU88MADrFy5EtM0q7SHcsLt2LFjLF26lNzcXL7/3v//fSkpKXg8Hrp37x7UWBDZIr6I1KiBz+cbBLxidZBYEMvv0kguiLIzFUzEFgzDGLxjx46G3bp183/Aa2i9A1wO3EjFzpPkmjofPXqURx55hJdeeompU6eSnp6uyXWbqG61QOXliiqCiYgE5eySkpIuycnJX1gdxM4qixdPPvmk3zOFHQ4HV199NZmZmbRu3TqoscrLy1m2bBlz586ttnjRp08fPB5PSIoXmzdvxu1288knn/htT05OZtq0afpsJRJ5DY4fPz4QeM3qIHZWOeG2cOFCjhw54rdPSkoKXq+Xs88+O+jx8vPzyczM5KuvvvLbfuaZZ5KVlYXL5Qp6rEgW8UUkMD6fz4UKJkGL1XdpJBdExQIVTMQuEps0adIPWB+h8UzgKWAlMBmYAjSq6YHi4mImTpxIXl4eHo+Hvn37RiCmnIqaVguE6nJFERH5+Yvb41bnsKPK4sWcOXP45ptv/Pbp27dvyD5zFBQUkJWVFZHixe7du5k9ezarV/s/sa1y4cLEiRNp0qRJUGOJyKk5scNfBZNTlJ+fz4wZM9izZ4/f9rPOOovs7GyGDh0a9Fjbt2/H7Xbz1ltv+W1PSkpiwoQJ3HrrrSGbcItEEV9E6ky7u4MQ6Lv0tttuw+l0BjVWLC+IihUqmIhtnPjQvj7Cwx4BsoGlwCwqdp3U6P333+eqq67SB8UoVd1qgV69euHxeLj00kstSiYiEpNUMDkFmzZtIisri08/9X99W7t27UK2q7W24kVCQkLIjh794YcfeOyxx1i8eDE//uh/07DL5cLr9XL66acHNZaIBE0Tb6dg+/btZGZm8vbbb/ttb9asGePHjw/JhNvBgwd56KGHap1wc7vdnHbaaUGNFekivoickh7FxcWd27Vrt9vqIHYSyXdpWVkZy5cvr/Fd2q9fPzweDz179gxqLIjsgqhYo4KJ2EkqMN2isfdQcb/Jn4GFQO+aOvt8PlasWMH//d//aStylKhutUCLFi245557uOmmm4K+XFFERKoYZppmnGEYVb99SBVffPEFc+bMqbF4ceeddzJu3DgaNapx42utKosXDz/8MD/99JPfPqHadenz+XjxxReZPXs2+/bt89vnvPPOw+PxcNlllwU1FlR88RWRoJ1bWFjYqUOHDv63SMhJIj3hlpeXx/z58zl8+LDfPv3798fj8XDuuecGNRbAunXryMrKYufOnX7bO3bsSGbm/2fvvuOjqtL/gX9mkkBCCRBKSCAQSuhdqgSXNmF3hdUVC7KKFHEViKGmaO6dmTsJCYQgEIoLwsrCIn4NrruwRYe2hiLSQREMTSBl6C0kkDD398dk+K1yJzPk3Ll3yvN+vfxDzs08z/paTuae55zzcLLcrU/zNyFsRFEcDuAjtfPwBkrPpUpuiDp37hwMBgPMZrPkuP2dYsqUKQgJCWGKdffuXYfvEt6MCibEm/QqKipqHBERcUXFHHYA6AngNQBZAKq82K+kpATZ2dmP+ptQszvlOXp5CQoKwhtvvIHZs2czN1ckhBDiUH2LxdIHgPTZdgLA9n3hww8/dFi80Gg0GDlyJDiOQ/PmzZli2Zusp6enOyxeyHnq8sCBA+A4DkePHpUcb9SoEZKSkvDqq69Cq9UyxSouLkZ6ejo+//xzps8hhDyiA7BG7SQ8mSsLbgMHDoQgCOjYsSNzvLy8PPA8j1OnTkmOR0ZGIikpCS+99BJzrDNnzsBoNGLr1q2S47Vq1cLUqVPxzjvvMBfx79y5g8WLF2PVqlVMn0OIv6u8mYUKJk4oOZcquSHqzp07WLRoET766COUl5c/Nq7RaPDcc88hNTUVkZGRTLH+d0PUrVu3mD7LE1HBhHgTrdVqHQZgo8p5WGHrb7IZtt4mMwBUeXzk3Llz+OMf/4h169ZBEAR06NBBgTT9W1UvL3I2VySEEFI1URTjQAUTSfbiRVpaGq5ckd4P0q1bNwiCgL59+zLHO3z4MHiex8GDByXHGzRogBkzZmDChAnMpy6LioqQlpaGL774AqIoPjYeFBSESZMmYfr06cwbF+7fv/+o4HTv3r3HxlmLTIT4K61WSwWTKuTl5YHjOPz444+S43IuuJ09exZGo9HpbuFp06ahZs2aTLFu376NDz74AGvWrHG44Pb73/8e77//PiIiIphiWa3WR9fTSP0epL6ShDwZjUajo9Pdjik9l+bk5GDVqlWKbIiy9ylx9E7RvXt3CIKAPn36MMUCgP3794PneckNURqNxie+e1PBhHiVyi/tahdM7G4ASIbtmq6FAH7r7Ad27dqFuLg4jBkzBsnJyQgLC3N3jn7J0W4BOZsrEkIIcU3lTjdB7Tw8zd69e8HzPL7//nvJ8fDwcMyaNQtjx46V5eTF3LlzsWnTJofFi3HjxmHOnDnMxYuysjIsX74cy5YtQ2lpqeQzOp0Oer0erVu3ZooFAFu2bIHJZHLYWLldu3bgOI45DiH+SBRFnSiKWo1GY1U7F09y5swZGAwGbNu2TXK8Vq1aeOedd2RdcFu5cqXD4sXIkSPB8zyaNWvGFOvhw4f45JNPMH/+fFy9elXymR49esBkMsnSGPjbb78Fx3E4fvy45Hh4eDiysrKY4xDiZxoUFxc/BeBbtRPxJErOpUpviNq3bx94nnc4lzZp0gTJycl4+eWXmd8pCgsLkZaWhr///e8O3ylSUlLQsmVLpjiegAomxKuIojhC7RwknALwLIDhABYDqPJyw4qKCqxfvx5btmx51DsjMJD+KsrB0W4BOZsrEkIIeWL9r1+/Xi8sLMz3zmpXQ1FRETIyMpwWLxITE1G3bl2mWKWlpVizZg0WLVqEkpISyWcGDRqEtLQ0xMTEMMUCALPZDI7jcOHCBcnx1q1bw2AwYPjw4cyx8vPzodfrsXPnTsnx0NBQxMfHY/LkydRHjpDqa1hUVNQLwAG1E/EEt27dwtKlS50uuOn1elmuOtm0aRNMJpPD4kX37t1hMpnQu3dvpliA7xbxCfFHlae7qWACmkvleqcoKyvD6tWrsXjxYty9e1fyGV+7yYVWaYm3aVZUVNQpIiLihNqJSNgKoAeAKQCMAOpV9fDNmzfB8zz+8pe/wGg0YsiQIUrk6JMc7RbQarUYPXo0OI5jbq5ICCGk2gLLysqGAPhC7UTUVFpa+ujkRVlZmeQzOp0OgiDIsivLbDYjNTXV4ckLOU9dfvfdd+B5Ht98I33zmr14IcfGhZs3byI7O9tpY2WO49C4cWOmWIQQAEAc/Lxg4sqCm5wnL/bs2QOe53HihPQrr5wLbr5cxCfEj+kApKmdhNpoLpVvQ1RV7xRybojyJFQwIV6nslruiQUTACiH7ZTJegA8gKkAqrwE/PTp0/jDH/4g6yKJv6jq5UXO5oqEEELYVF7L5ZcFE1EUH10bdenSJcln2rZtK9vmiePHj4Pneezbt09yXM5Tlzdu3MDChQudFi94nmfeuOBKY+UBAwZAEAR07tyZKRYh5Gd0AOaqnYRadu/eDZ7n8cMPP0iOh4eH47333sOLL74IjUbDFKuwsBCZmZnIzc2VHLcvuCUlJaFOnTpMsVwt4huNRkRHRzPFApQt4hNC8PS1a9dCGzZsKP2Fycd54lzqixuifP0mFyqYEG+kA7BI7SScuAYgAcBa2HId5OwHzGYzdu7cKVvV2dc52i0QGRmJ5ORkvPjiiyplRggh5Je0Wm2c2jmo4dixY+A4Dvv375ccr1+/vmzXc16/fh0ffPCBw+JFYGAgxowZg6SkJDRs2JAplivFCzk3LjjqTWYXERHx6Hc/64IlIeQxT1++fLlOkyZNpO/g8FHOFtyCg4MxadIkJCQkyLbgtnTpUty/f1/yGbkW3Hy5iE8IeSSwrKxsMIB/qJ2Ikvx9Lp01a5Ys7xRKbojyZFQwId5ocH5+fs2YmBjpGdCzHALwDIBRAJYAiK7q4fLycqxevRpbtmyR7Wigr3H08iJnc0VCCCHyEkWxrcViaR0eHn5W7VyUYLFYkJ2djQ0bNsBqfbxXsr14kZycjLCwMKZY9uJFVlYW7ty5I/lMbGwsjEajbMULjuPw448/So5HRkYiKSkJL730EnMsR73J7EJCQjBlyhRMnToVwcHBzPEIIZJqWK3WwQC2qJ2IEu7du4cVK1Y4XXAzmUxo0aIFUyz7gpsgCCgoKJB8JiYmBkajEYMHD2aKBfhuEZ8Q8jitVquDnxRMaC71zg1Rno4KJsQb1apbt+5AANvVTuQJbIatx8m7AFIBVLkNyWKxIDExEevXr4cgCOjbt68SOXo0R7sF5GyuSAghxH0ePnwYB+BDtfNwJ1eLF4IgoEOHDszxzGYz9Ho9zp8/LzkeHR2NlJQUjBo1ijnW2bNnYTAYsHXrVslxOTcu2HuTrVq1Cg8ePHhs3P67n+M4NG/enCkWIcQ5q9Wqg48XTOwLbkajEYWFhZLPdOnSBYIgoH///szxjh49Co7jcOCAdHsY+4LbhAkTEBBQ5Q3PTvlyEZ8QIq3yKnufR3Op922I8hZUMCFeqfJLuzcVTACgFMA82PqbZAB4DUCV90YcO3YMv//97/16UaCq3QJyNlckhBDidjr4cMHEbDaD53n89NNPkuOtWrVCcnKyLMWLM2fOQK/XY/t26a9CchYvbt26haVLl2LlypUoLy9/bNxevOB5Hs2aNWOK5Upj5W7dusFkMqFPnz5MsQghT8SnF96OHDkCjuNw8OBByfEGDRpgxowZiiy4BQUF4ZVXXvHaBbfU1FTk5+dLjstZxCeEONWuuLi4VdOmTc+pnYg7eOJcKteGKCXn0jNnzsBoNCqyIcrbUMGEeKs4AClqJ1FNBQDGAciBrUH8gKoeFkURmzdvxtatW/3u2glHuwXCw8Px/vvvY/To0XRXOSGEeI/hoigGaTSax1fdvdjp06eh1+uxY8cOyfHatWvj7bffRnx8PGrUqMEU69atW1iwYAHWrl2LioqKx8Y1Gg1Gjx6N1NRUNGnShCmWK8WLHj16QBAE9O7dmykW4Lg3mV14eDhdV0qIejoUFRVFR0REnFc7ETlZLBakp6dj06ZNEEXxsXF7Y+A5c+YgNDSUKZZ9wW3+/Pm4e1e6HcygQYMgCALat2/PFAtQvohvMBiwbds2yXF/XnAjRE2VG41Xqp2HnHx9LvXFDVHeigomxFv1LC4ubtK0adPLaifCYD+AgQBeh+3kSdOqHi4tLX1UQff1xqaOdgvI2VyREEKI4kILCwv7ANijdiJyWb58OTIyMhw2RLQfy2dtiFhRUYF169YhKysLN2/elHymT58+MJlM6NatG1MsANi9ezd4nscPP/wgOS5n8aKoqAgZGRlOFywTExNRt25dpliEkOoTRXE4gI/UzkMu//73vxEfH4979+5Jjut0Ouj1erRu3Zo5lr0x8MWLFyXH27RpA4PBgGHDhjHHclbEty+4eVsRnxBSLXHwoYLJpUuXMHr0aEXm0h9++AF6vR67du2SHA8NDUVCQgLefPNNBAUFMcXy5Q1R3owKJsRbaaxW63AAG9ROhJEI4C8ANgGYAyAJQJXHR4qKipCQkICNGzdCEAR07txZgTSVUdVuAbmaKxJCCFFVHHyoYHLkyBHJYkm/fv1gMpnQpUsX5hhff/019Ho9Tp06JTkeGRmJ1NRUPPfcc8wbKQoLC5GZmYnc3FzJcXvxIikpiXnjgqPeZP9Lp9NBEAS0bNmSKRYhRBZx8KGCyYkTJySLJXI2Bj5x4gR4nseePdK/9kJDQx/drc+64Hbz5k1kZ2c7XHDTarV44YUXwHEcGjduzBSroqICGzduxLx583Dt2jXJZ+jqZEI8wjBRFAM1Gs3jk4IXslgsksUSOefS69evIysrC+vXr1dkQ5SzubRnz54QBEGWuVTJDVG+gAomxGuJoqiD9xdM7EoAGGDrbzIXgNNOSnv37sWIESNk++KrNkdHHeVsrkgIIURdGo1GB9vvO58UGRkJnufxu9/9jvmzzp8/D4PBgK+++kpyPCQkBFOmTMGUKVMQEhLCFOvevXtYsWKF0+KFHBsXqupNZte2bVsYjUYMGTKEKRYhRFbDRVEM0Gg0j68g+YDQ0FDMnj0bb7zxBvOC27Vr1zB//nxs2LBBcsEtICAAr776KpKSktCwYUOmWPYFt8zMTFy/fl3yGTkX3Hbt2gW9Xu9wwa1p06ZISUnx6dsQCPEi9QsKCvoA2Kt2Iu6g0Wjw2muvITExkXkutW/ezc7Oxq1btySfkXNDlJJzqbMNUXSTizQqmBCvpdFofi2Kokaj0Tx+f4P3Og3gZQBDASwC0LWqh61WK3Jzc/Hvf/9btvvRlZafnw+9Xo+dO3f+7M8bNGiAmTNnYvz48czNFQkhhHiMfj/99FODli1b3lA7EXcYO3Ysc7Hkzp07WLx4MVatWuXwTuFRo0aB4zjmO4VdKV507twZJpNJlo0LR48eBc/z2L9/v+R4/fr1H/3uDwxke025cuUKtm/fjpYtW7Lm3h/Au0zJEG/RXe0EPFwDi8XSG8A+tRNxh8GDB+PNN99k+ozy8nL8+c9/xsKFC3H79m3JZwYMGCDbLQG7du0Cz/M4efKk5HhERIRsVzmfP38eGRkZ2Lx5s+S4nAtuJSUl+PLLL1G3bl0MHz6cJfd2oPnb13nX4ocKAgIC4uCjBZO6deti3rx5zJ+zc+dO6PV6h03WmzdvjtTUVNk2RLkyl06fPh21a9dmiqX0hqgdO3bg+vXrGDFihE9co0sFE+LNmlosli4AjqudiBtsB9ALwEQAaQCqPD5SUlKC7OxsfP7557I1nHI3+7Hxjz/++Gc7r4KCgvDGG29g9uzZzM0VCSGEeJyAoKCgIQA+VzsRTyOKInJzc5Geno7Ll6VbtHXt2hWCIKBfv37M8Y4cOQKe53HgwAHJ8QYNGmDGjBmYMGEC88YFR73J7AIDAx9dbxAWFsYU68GDB1i5ciWWLFny6HrPzMxMjBs3rrof+ZvKfwjxe6IoxsFHCyas8vLywPO8w+sT5SxenDt3DpmZmQ4X3EJCQjBx4kRFF9zS0tIQFRXFFMtqteKzzz5DZmYmLBYLAGDixIlIS0ur7kf2rPyHEL9VeTOLUe08PJGvzqX2DVFGoxGFhYWSz8i5IerQoUPgeR6HDh0CALRv3x5fffUV82lNtVHBhHi1yi/tvlgwAYAK2Bp0fQbb9SVT4OTv7Llz5/DHP/4R69evh9FoRIcOHdyf5RMqLy/Hp59+KnlsfNCgQRAEAe3bt1cpO0IIIQrQgQomP3P48GHwPI+DBw9KjitZvLD3KZkzZw7zxgX79QZZWVm4c+eO5DOxsbEQBEGW7yz/+c9/IAgCzp8//7M//+yzz1gKJoSQSpULbya18/AkZ8+ehdFohNlslhy3X584depUBAdX2arSqZKSEnz44YfIycnBgwcPJJ+Rc8HNWRFfzquTDx48CI7jcOTIkZ/9eW5uLkvBhBAC9Lt+/Xq9sLAw6Xum/JCrc2l6ejqaN2/OFMvXN0Slp6dj06ZNEMX/f/HPqVOncOzYMa/vYUUFE+LVKr+0Z6udh5vdAJAAYDmAhQB+6+wH8vLyMGLECLzyyiuy7NaUi6OdV61bt4bBYMDw4cNVyowQQoiCfq12Ap6iuLgYc+fOfexFw07O4kVZWRlWr16NxYsXPzp58Utyblxw1JvMrlWrVrKdij19+jQMBgO2b98uOe5oJx8h5IkNoIU3m9u3byMnJwerVq2SXHDTaDQYOXIkOI5jXnCzWq3YtGkT0tLScOXKFclnunbtCpPJhL59Qxg5ugAAIABJREFU+zLFAmwLbhzHeUQRv6ysjOnzCSEILCsrGwrgb2onojal51Jf3xA1f/58h+8UvjB3U8GEeLtfXbx4MSQqKqpU7UQUcArAswCGA1gCoGNVD5eXl2P9+vXYsmULZs6cKcskXF3nzp2DwWB4bOdVaGgo4uPj8dZbb3n9cT1CCCEui7548WLbqKio02onohZ78WLRokUoKSmRfGbQoEEwmUxo164dczyz2QyO43DhwgXJ8datW0Ov10On0zHHctSbzK527dqy9V27ceMGsrKysH79elRUVDB9VhXOAjjnrg8nHqUJnPQPJAgsLS0dDODvaieiFlcW3Lp16waTyYQ+ffowxzt06BD0er3DBbewsDBMnz5dlnc9pYv4K1aswLJly3Dv3j2mz6qCBcB37vpw4hECAAxWOwkvoIOfF0x+eW3UL4WHh2PWrFl49dVXvW4uVXJD1D//+U+YTCaH7xS+hAomxNsFa7XaWADSZ6B901bYmlJOASAAqHKGvXnzJniex7p162A0GjF48GAFUrRxtPNKq9Vi9OjR4DgOjRo1UiwfQgghniEwMDAOgF8WTMxmM1JTU3Hx4kXJ8TZt2sBgMGDYsGHMsb777jvwPI9vvvlGclzOjQuOepPZabVavPDCC+A4Do0bV9mazamKigps3LgR8+bNw7Vr15g+ywVrYfu+RXzfaAC5aifhBXTw04LJ3r17wXEcTpw4ITluX3AbO3YstFotU6yioiJkZGQ4XXBLTExkbq7raUV8Ge0EMMbdQYiqagOQXiUm/8tvT3f781yq5IYoX0QFE+ILdPCvggkAlANYDOCvADgAU2HbXeFQfn4+xo4dC51OB0EQ0LJlS7clV9XOq4EDB8JoNKJTp05ui08IIcSzVfYgW652Hko6fvw4eJ7Hvn3S/ZLr1auHadOmyVK8uHHjBhYuXOi0eMHzPPPGBXvxQqo3mV2vXr0gCAJ69erFFAsA/vvf/0Kv1+PHH3+UHG/WrBn69euHzz+nNjmEuINGo4lTOwelKbngVlpaijVr1lS54KbT6WA0GhEdHc0UC1C2iP/999+D47gqi/jPP/88/vKXvzDHIoT8TCuLxdImPDz8jNqJKMWX51IlN0Rdu3YN8+fPx4YNGyTfKQICAvDqq6/iH//4B27fvs0Uy9NQwYR4vcov7Ylq56GSq7D1N1kLYBGAQc5+wGw2Y+fOnbJ9qf+lvXv3gud5fP/99z/788jISCQnJ+PFF1+UNR4hhBCvNFQUxSCNRlOudiLu5mrxQq/Xo2HDhkyx7HcKL1iwwOFLy9NPPw1BEGTZuJCXlwe9Xo+TJ09KjkdERDz63a/RaJhinT9/HhkZGdi8ebPkeEhICCZOnIjp06fjyy+/pIIJIe4TY7FYWoeHh59VOxF3Ky0txfLly7F06VKHvZDk3IxmNpvx/vvv49KlS5Ljbdu2hcFgwNChQ5ljeWoRv7i4mAomhLiB1WqNA7BC7TzcTRRFbNmyBSaTya/nUtYNUeXl5fj000+r3BA1YMAACIKAzp0748svv2SK54moYEJ8QbcrV65ENG7cuEjtRFR0CMAzAEbB1t8kuqqHy8vLsXr1amzZssXtx8Zr1aqFd955B9OmTUPNmjWZYhBCCPEZdYuKivoDyFM7EXdxpXgxcOBACIKAjh2rbEvmkry8PPA8j1OnTkmOR0ZGIikpCS+99BJzrHPnziEzM7PK4sWUKVMwdepUBAcHM8W6d+8eVqxYgZycHMnGyoBtwTItLQ1RUVFMsQghrnn48KEOwJ/UzsNd7AtugiCgoKBA8pm2bdvCaDRiyJAhzPGOHz8OjuPw7bffSo7Xq1cPs2bNwvjx4xEYyLaEo/SC25MW8YuLi5liEkKkiaKog48XTI4dOwae5z1qLqUNUd6LCibEF2jKy8uHA1indiIeYDOAbQDiAaQCqFPVwxaLBYmJifjrX/8KQRCq1ZjQ0c4rjUaDkSNHgud5NGvW7Ik/lxBCiM/TwUcLJnl5eeA4rsproxITE2UpXpw9exYGgwFbt26VHLcXL+TYuFBSUoIPP/zQYfHC/ruf4zg0b96cKZb9es/09HRcvnxZ8pmuXbtCEAT069ePKRYh5In5bMHk6NGj4Hke+/fvlxyvX78+Zs6cKcuCm8ViQXZ2Nj755BPJBbfAwECMGTMGSUlJiiy4eWsRnxDikmG+erqb5lLv2xDlDahgQnyFDlQwsbsHYB6A9QAyALwGoMqy79GjR/H8888/UYGjqqOO3bt3h8lkQu/evav9P4IQQojPiwPAq52EnM6dO4cxY8bg66+/lhyvU6cOEhISMHnyZNSoUYMp1u3bt5GTk4OVK1eivPzxd185Ny5U1ZvMrlu3bhAEAX379mWKBQCHDx8Gz/M4ePCg5HiDBg0wY8YMTJgwAQEBVbZwI4S4xzBRFAM1Gk2F2onI5dq1a0hISEBubq7DPiVvvPEGZs2ahXr16jHFsi+4ZWVl4c6dO5LPxMbGwmg0yrbgVlURX84Ft7Nnz8JoNMJslm4xKmcRnxDyREILCwv7AtitdiJysVqtWLp0KZYsWYK7d+9KPvOrX/0KRqNRlibrvrohyv5OsWrVKrdviPImVDAhviJOFEWNRqN5/Nut/yoAMA7AUtgaxPev6mFRFLF582Zs3brV6cR77NgxcBz32M6r8PBw2a74IoQQ4vN6X7x4MSwqKkr6YlwvtGnTJsk/12g0GD16NFJTU9GkSROmGPbihclkwtWrVyWfkXPjgqPeZHZy/u4vLi7G3LlznTZWnjNnDkJDQ5liEUKY1C8oKOgDYK/aichl927Ha4ixsbEQBAEdOnRgjmM2m6HX63H+/HnJ8ejoaKSkpGDUqFHMsc6cOQODwYBt27ZJjst5dbKSRXxCSLXp4EMFk7t372Lu3LmSYzSXOqf0hihvQwUT4ivCCwoKugE4qnYiHuhbAE8DeB22kydNq3q4tLT00XHGpKSkn91LaD/quGHDBlit1kc/Y99xlZiYiDp1qrwFjBBCCLELCAwMHAbgM7UTcafevXvDZDKhe/fuzJ+1Z88e8DyPEydOSI7LWbxw1JvMzl68SExMRN26dZlilZaWYs2aNVi0aBFKSkoknxk0aBDS0tIQExPDFIsQIo+AgIA4+FDBRErr1q1hMBgwfPhw5s86ffo0DAYDtm/fLjluX3CLj49nPoF469YtLF261OmCm16vR2RkJFMspYv4hJDq02q1cQAMaufhTnXr1n10mpu1yborcyltiPJdVDAhPqPySzsVTKSJAP4C4AsAHIB3AVT5TbywsBAJCQn4v//7P7z33nvYtWsXlixZ8thChk6ng8lkQosWLdyVOyGEEB9V2YDSJwsmTZs2RUpKiiwNEQsLC5GZmYnc3FzJcXvxIikpiXnjgr032bJly1BWVib5jE6ng9FoRHR0NFMswLbbOjU1FRcvXpQcb9OmDQwGA4YNG8YcixAin8r526h2Hu5Qu3ZtvP3227IVLxYsWIC1a9eiouLxG8yUXnDr0aMHBEGQZcFNySI+IYSdKIp9fe10t5075lJBEHDt2jXJZ3r06AGTyYSnnnqKKRbguxuivB0VTIjPqPzSnqV2Hh7uNoA5AFYCyAbg9Hzi7t278eyzzz725zExMTAajRg8eLDcORJCCPEfcWonwEKq4W9wcPCjhoghISFMn28vXixduhT379+XfEan00EQBLRs2ZIpVlW9yezatm0Lg8GAoUOHMsUCgOPHj4Pneezbt09yvF69epg2bRreeust5h2ChBC36Hf9+vV6YWFht9ROpDqk5m+tVotXX30VSUlJaNSoEdPnV1RUYOPGjZg3b57DBbeePXtCEARZFtx2794Nnufxww8/SI6Hh4fjvffe87oiPiFEVgEBAQFDAEjfIevhpOZtAOjbty9MJhO6du3KHMPZXOrrG6LkeKfwFVQwIb5kUGFhYa3IyMh7aifiBfIB/A7AMAAfAHD5N0toaCjmzJmD8ePH+2Wj1Zs3b+Jvf/sbatasidGjR1OzQkIIYdOyoKCgfbNmzU6pnUh1xMXF4Ysvvnj077/73e+QmprK3BDRXrwQBAEFBQWSz8i5ccFRbzK7+vXrY+bMmRg/frzDl1VXXb9+HR988AE+/vhjPHz48LHxwMBAjBkzBklJSWjYsCFTLEKIWwWWlZUNBfA3tROpjiFDhmDhwoWPrlnp378/BEFAly5dmD97165d0Ov1HrHgFhwcjEmTJiEhIUG2BTcliviEELfRwUsLJh07dkSLFi1w4cIFALYm6xzHYdSoUcxzaUFBAebNm+dzc6mrG6KMRiOGDBnCFMvXUMGE+JJgAIMAfKl2Il5kG4BeACYCSAPQ2NkPDB48GJMmTXJ3Xh6noqIC69atQ1ZWFm7evAkA2LZtG1avXq1yZoQQ4vXiAHhlweT5559H3bp1ceDAAQwfPlyWXcJHjx4Fx3E4cOCA5Li9eDFhwgTmjQuOepPZ2YsXycnJCAsLY4r14MEDfPTRR1i8eDHu3Lkj+cygQYMgCALat2/PFIsQohgdvLRg0q1bN3zxxRf46quv0KtXL+h0OubPPH/+PDIyMrB582bJcfuC2/Tp01G7dm2mWPfu3cOKFSucLrjJcXWyKIrIzc3F3LlzYbFYJJ/p1KkTBEHA008/zRSLEOJ2I9ROoLpq1KiBv//979i4cSPq16+Pl19+mfk0t9JzqZIbog4fPgye53Hw4EHJ8bCwMMyZMwevvfaaX26GdoYKJsTX6EAFkydVAdsVXZsACADeQhVzg6OdUr4sLy8Per0eJ0+e/Nmff/XVV6ioqGDebUsIIf5Mq9XqAOSonUd1DRs2TJb+Gs6KF0FBQXjllVdkKV6Ul5dj7dq1yMrKcli8iI2NhdFoRMeOHZliAcCXX34Jo9GI8+fPS45HR0dDr9djxAj2d/gff/wR69evZ/4cQohLfq12Aix69uyJnj17Mn+OfcEtJycHDx48kHxGp9MhLS0NUVFRTLHsC25GoxGFhYWSz3Tp0gWCIKB///5MsQDg0KFD4Hkehw4dkhxv2LAhEhMTMXbsWFmK+MuWLWP6DEKIU9EXL16MiYqKylc7keoIDw9HQkIC8+fYC8Hp6em4fPmy5DNyzqVKb4jKyMjAZ599VmWfktmzZ6NevXpMsR48eIBVq1Y92lTsS2iVj/gar74LXWXXAEyFbdFqIYDfSD1kP7buD5ztEnv48KHkohYhhBDXiaI4ND8/v2ZMTIz0ti4fZy9ezJ8/H3fv3pV8Rs6TF2azGTzP46effpIcj46ORkpKCkaNctrmzKlTp06B53nk5eVJjtepUwfTp0/Hm2++6dbGyqyfTQhxqJXFYmkTHh5+Ru1E1ODKglvXrl0hCAL69evHHO/IkSPgOM7hbuEGDRpgxowZsiy4FRcXY+7cuVU2Bh4/fjxmzZqF0NBQplj379/HypUrsWTJEpSUlPxsjOZvQuQXGBgYB9s17X5JyblUyQ1RVc2ldoMHD4bRaERMTAxTLAD4z3/+A0EQJDdE+cLV9VQwIb6m66VLl5o3b95c+nI+4oqTAH4LW+Fkmsq5qOLu3btYvHgxVq1a5XCXGCGEENnUrlOnTn8A/1U7EaU5K160bt0aer1elqtiTp8+Db1ejx07dkiO16pVC++88w7i4+OZF6hu3ryJrKwsrFu37rHiBWBrrPzSSy8hJSUFTZo0YYpVUVGB9evXIysrCzdu3JB85ne/+x1TDEKIY1arNQ7ACrXzUJqzq07kXnBLT0+vsngxbtw4zJkzR5bixYcffoicnBzcuyfdGnTo0KEwGAxo27YtUywA+Ne//gWTyeTw9yDN34TITxRFHQC/O87lSiFYrrlU6Q1RzuZSOd8pTp48Cb1e73BDVHR0NLp2dblNsseiggnxOQEBAcMArFU7Dx9wVO0ElObKLjFCCCHyq3xx85uCSX5+PvR6PXbu3Ck5Hhoaivj4eEyePFmW4kV2drbkyQvAVrx44YUXwHEcGjd22sqsSlL9vn6pT58+EAQB3bt3Z4oFuNZYmed5PP/888yxCCHSKudvvymYKLngVlZWhtWrV2Px4sWKLLjZGwNfvHhRcrxNmzYwGAyyXEP5ww8/QK/XY9euXZLjoaGhj04gEkJkN1QUxSCNRuMX14e4OpeaTCa0a9eOOZ6zDVGtWrVCcnKyLKe5XZlLExIS8OabbyIoKIgp1o0bN7BgwYIqN0S9/PLLSE1NpRMmhHiiyi/tVDAhT2T//v3geR5Hj0rXiRo3bozXXnsNH3zwgcKZEUKIX4gDkKp2Eu5mL158/PHHePjw4WPjchcvNm7ciMzMTFy/fl3ymZ49e0IQBFma1btSvEhJScGLL74IjUbDFKuwsBCZmZnIzc2VHLcvWCYlJaFOnTpMsQghTg3zh4U3+4LbokWLHF51IveCG8dxuHDhguR469atYTAYMHz4cOZYvlrEJ4Q4VLeoqKg/AOkjAj6E5lL53inmzZuHa9euST4j5zuFp6CCCfFFI0RR1Go0GmouQZx6kl1i169fp4IJIYS4x1NFRUWNIyIirqidiDuUl5fj008/rbJ4MWDAAJhMJnTq1Ik53q5du8DzPE6ePCk5HhERgeTkZFmKF876fQUHB2PSpElISEhgLl7YGysvXboU9+9Lt7zR6XQwmUxo0aIFUyxCiMtCCwsL+wLYrXYi7mI2m5GamqrIyYvvvvsOPM/jm2++kRy3L7i99dZbzLuFPa2I36tXLxiNRp9acCPEg+ngwwUTZ3NpvXr1MG3aNJpLnVByQ5SnoYIJ8UWNCgsLuwM4rHYixHNV51imo19IhBBCmGmtVutQAJ+qnYjc8vLywPM8Tp06JTkuZ/Hi3LlzyMzMdFi8CAkJwcSJEzF9+nTUrl2bKZarxYu0tDRERUUxxRJFEVu2bIHRaERhYaHkM507d4bJZEL//v2ZYhFCqkUHHyyYHD9+HDzPY9++fZLjci643bhxAwsXLnS64MbzPBo1asQUy9UiviAI6Ny5M1MsQNkiPiHEZXEAeLWTkBvNpcpuiJLjncJTUcGE+Ko4UMGEOOBsl5icxzIJIYS4RqPR6OBDBZOzZ8/CaDTCbDZLjoeEhGDKlCmYNm0a8z2/JSUlj5r0PnjwQPIZOYsXzvp9denSBSaTCf369WOKBQBHjhwBz/M4cOCA5LicjZUJIdU2AoBB7STk4mzBLTAwEGPGjEFSUhIaNmzIFMveGHjBggW4ffu25DNPP/00BEGQ5QSirxbxCSFPrPelS5caNm/eXPqOJS/jylw6cOBACIKAjh07Msfz1bnUviFKiXcKT0cFE+Kr4gDMUzsJ4lmUPJZJCCHkiY1QOwE53L59Gzk5OVi1apXki4ZGo8HIkSPB8zyaNWvGFMtqtWLTpk1IS0vDlSvSt5l17doVJpMJffv2ZYoF2IoXHMfh4MGDkuNyFi8sFguys7OxYcMGWK2P37IqZ2NlQggbjUbT5+LFi2FRUVFefRzblQW32NhYGI1GRRbcIiMjkZSUhJdeeok5lisLblOmTMHUqVMRHBzMFMvVIn56ejqaN2/OFIsQUm0BAQEBwwD8n9qJsMrLywPHcfjxxx8lx+WcS13dEOVtc6krG6K6du0KQRBk2RDlDahgQnySRqOJvXz5cp0mTZpI37VE/IqSxzIJIYRUW/PCwsKOkZGR0pfkejh78cJkMuHq1auSz3Tv3h2CIKBPnz7M8Q4dOgS9Xu+weBEWFobp06fLUrx4kn5frMULV6/MFAQB7du3Z4pFCJFNQGBg4FAAuWonUl15eXlITU1Ffn6+5Hh0dDRSUlIwatQo5lhnz56FwWDA1q1bJcflPIHoahGf4zjmBTeli/iEEDaiKOrgxQUTZ3NprVq18M4779Bc6sThw4fB87wiG6K8CRVMiK+q8fDhw2cA/EvtRIh6lD6WSQghhFkcAK8rmOzZswc8z+PEiROS4+Hh4Zg1axbGjh0LrVbLFKuoqAgZGRlOixeJiYmoW7cuUyx78WLRokUoKSmRfOaX/b5YmM1mcByHCxcuSI63bt0aer0eOp2OORYhRF6VC29eVzA5c+YMDAYDtm3bJjnujgW3lStXory8/LFxpU8gduvWDSaTSbYiPs/zOHTokOS4nEV8Qohsfq12AtVx69YtLF261C/nUvs7xauvvupVG6K8ERVMiM+q/NJOBRM/peSxTEIIIbLRAVisdhKuUrJ4UVpaijVr1lRZvNDpdDAajYiOjmaKBTjv99WmTRsYDAYMGzaMOZazKzNDQ0MRHx+PyZMno0aNGszxCCFu4VXXKrqy4DZ69GikpqaiSZMmTLFcPYFoMpnQu3dvplgAsHfvXvA8j++//15y3FuL+IQQ2TUvLCzsEBkZKd1F3MO4Mpf26NEDgiDINpdyHEcbovwUFUyIL4tTOwGiPCV3iRFCCJHd4Pz8/JoxMTH31U7EFXq9Hlu2bJEc0+l0EAQBLVu2ZI5jNpvx/vvv49KlS5Ljbdq0gdFoxNChQ5ljHT9+HDzPY9++fZLjcvb7oiszCfEpLS9dutSuefPm0ruVPMxHH32EZcuWSY716NEDJpMJTz31FHOc3bt3Q6/X+9yCm9JFfEKI28QB8IqCyeHDh5GQkCA5RnOpa5TcEOXtqGBCfFmngoKCqGbNmknPBMSnKHkskxBCiNvUrlOnztMAdqidSHV17NgRgiBg4MCBzJ919OhRcByHAwcOSI43aNAAs2fPxuuvv47AQLav9UoWL1y5MvPpp5+GIAjo1KkTUyxCiHI0Gk0cAK8omEiJjIxEamoqnnvuOWg0GqbP+umnn2AymfCvf0lfeFCzZk28/fbbiI+PR61atZhilZaWYvny5Vi2bBnKysokn1GyiN+2bVsYDAZZiviEEPeqvJllidp5VFdwcDDefvttTJs2jXkuvXfvHnJycvDhhx/i/n3pvVu//e1vwXGc182lSm6I8hVUMCG+TgdgjdpJEPdR+lgmIYQQ9xJFMQ5eWjB5+eWXkZ2dzXynsMViQWZmJj777DNYrdbHxgMDA/H6669jzpw5qF+/PlMspft95eXlged5nDp1SnKcrswkxHtptVodgKVq51Edffr0wcaNGxESEsL0OSUlJViyZAlWrlzpcMHN3hg4KiqKKZYoitiyZQtMJlOVC25GoxFDhgxhigXYFtw4jsO3334rOV6vXj3MmjUL48ePZy7iE0KUodFohnjT6e7/FRwcjK+//pq5ybooivj888+Rnp6O4uJiyWc6duwIo9GI2NhYpliAsnOpqxui9Ho9GjZsyBTL19BvMeLTKr+0U8HER+3evRs8z+OHH6T7A8t5LJMQQohi4gCkqJ1EdbRo0YKpWGIvXmRlZeHOnTuSz8TGxsJoNMpWvFCq39fZs2dhMBiwdetWyfGQkBBMmTKFrswkxIuJojhEFMUgjUbz+HFvDxcREcFULLEXLwRBQEFBgeQzMTExMBqNGDx4cLXj2B07dgwcx2H//v2S4/Xr18fMmTNlWXCzWCzIzs7GJ598IrngFhgYiDFjxiApKYkW3AjxPrXr1KkzAMBOtRN5UjVq1GAulvjqXKr0hihfRAUT4tNEUdSJoqjVaDSPb88kXquwsBCZmZnIzc2VHA8ODsakSZOQkJCAOnXqKJwdIYQQRj2Li4ubNG3a9LLaiSjJbDZDr9fj/PnzkuPR0dFISUnBqFGjmGMp2e/r9u3byMnJoSszCfEPdYuKigYA+FrtRJTk7PpE+4LbhAkTZDmBmJ2djQ0bNjg8gThmzBgkJycjLCyMKZbSRXxCiDoqr+XaqXYeSvLludTZhqhmzZohMTGRTnM7QQUT4usaFhUV9QIg/e2VeJV79+5hxYoVWLp0qcMj7jqdDiaTCS1atFA4O0IIITLRWK3W4QA2qJ2IEk6fPg2DwYDt27dLjtuLF/Hx8ahRowZTLFf7fen1ekRGRjLFcuXKzO7du8NkMtGVmYT4Fh38pGDibMEtKCgIr7zyiqILboIgoEOHDkyxAGWL+IQQ1cUBeF/tJJTgy3Opkhui/AEVTIg/iAMVTLye2WxGYmIiLBaL5Hjnzp1hMpnQv39/hTMjhBAit8qdbj5dMLl16xYWLFiAtWvXoqKi4rFxjUaD0aNHIzU1FU2aNGGK5Wq/L5PJhKeeeoopFgDs2bMHPM/jxIkTkuN0ZSYhPi0OAKd2Eu5kX3CbP38+7t69K/nMoEGDIAgC2rdvzxzPbDaD53n89NNPkuOtWrVCcnKyLAtuShbxCSEeo1dRUVHjiIiIK2on4k6+Ope6siFKrncKf0IFE+IPdADmqp0Eqb6rV69i8uTJePDgwWNjjRo1QlJSEsaMGcN8xJ0QQohn0Gq1caIoajQajah2LnKrqKjAxo0bMW/ePFy7dk3ymZ49e0IQBFmKF670+3rvvffw4osvQqPRMMVydmVmUFAQxo0bh6SkJLoykxDf1buwsLBRZGSkdHXWy5nNZnAchwsXLkiOt27dGnq9HjqdjjnW6dOnodfrsWPHDsnx2rVr4+2335ZtwU2pIj4hxONorVbrMAAb1U7EHfLz82EwGHxuLrVviBIEweE7hZwbovwNFUyIP3j68uXLdZo0aSK9/Yd4vDNnzjxWLAkKCsLEiRMxY8YMhIaGqpQZIYT8TEMAv1E7CV8gimKkxWLpDOA7tXOR065du6DX6x0WL5o2bYqUlBRFihdy9vsqLS3F8uXLnV6ZKQgCWrZsyRSLEOLxtBqNZiiA/1M7ETnl5+dDr9dj586dkuOhoaGIj4/H5MmTmRfcbt68iezsbIcLblqtFi+88AI4jkPjxo2ZYildxCeEeCatVquDjxVM7HPpxx9/LNlk3ZvnUiXfKfwVFUyIP6hhtVoHA9iidiKkekTx5xuMa9WqhS+//BJt2rRRKSNCCPmZQABTARgB1FM5F59htVrj4CMFk/PnzyMjIwObN2+WHLcXL6ZPn47atWszxVJjCePgAAAgAElEQVSy35coitiyZQsEQUBBQYHkMzExMTAajRg8eDBTLEKI96i8VtEnCiZqLLhlZmbi+vXrks/06tULgiCgV69eTLEAWnAjhPx/oiiOUDsHufjyXOrqO4UcG6L8HRVMiF+wWq06UMHEZwQHB1OxhBDiKYYCWAygi9qJ+CAdgIVqJ8HCXrzIycmRvFYSsBUv0tLSEBUVxRTLXrwwGo0oLCyUfKZLly4QBEGWfl9Hjx4Fx3E4cEC6TVz9+vUxc+ZMTJgwga7MJMT//FrtBFjZ+5QsWLAAt2/flnxmwIABMJlM6NSpE3O8Xbt2ged5nDx5UnI8IiICycnJii64yVHEJ4R4jWZFRUWdIiIipBvQeQlfnUuV3BBFbKhgQvxFnNoJEEII8SltAGQAeEntRHzYry5evBgSFRVVqnYiT0oUReTm5iI9PR2XL1+WfKZr164QBAH9+vVjjnfkyBFwHIeDBw9Kjjdo0AAzZsyQpXhhsViQnZ2NDRs2wGq1PjYeFBSEV155BcnJyQgLC2OKpQRRFPG3v/3N4Ys1IaRamhcWFnaIjIz0yr9YeXl54Hkep06dkhyXc8Ht3LlzyMzMdLjgFhISgokTJ8q64KZEEV8pu3btwn//+1+10yDEJ4iiGAfAKwsmvjqXuvJOIeeGKCVcuHAB69atUzsNp6hgQvxFh6KiouiIiIjzaidCCCHEq9UCkAggCUCwxLgIgO6tkEeIVqsdCGCr2ok8icOHD4PnecWKF+np6di0adNj11cC/7/J+pw5c5j7fdl3W8+fPx9370q3hRs0aBAEQUD79u2ZYinl2LFj4DgO+/fvVzsVQnxRHACvKpicPXsWRqMRZrNZcjwkJARTpkzBtGnTULNmTaZYJSUl+PDDDx0uuGk0GowcORIcx6F58+ZMsZQu4ivBWZ8uQki16AAsUjuJJ+HLc6mSG6KU4ErPQ09CBRPiN0RRHA7gI7XzIIQQ4pU0AF4EsACAo3POhwAcBjBJqaR8XWUDSq8pmKxbtw7Z2dkOixeTJ09GQkIC6tatyxSnrKwMq1evxuLFixUpXpjNZvA8j59++klyvFWrVkhOTsaoUaOYYynBYrEgIyMDubm5kqdkfuGGEjkR4msq+5gsUTsPV+3ZswdDhgxBeXn5Y2MajQajR4/Ge++9h6ZNmzLFsVqt2LRpE9LS0nDlyhXJZ7p16wZBENC3b1+mWICyRXwl3L17F0uWLMHKlSsd7uz+HzeVyIkQHzI4Pz+/ZkxMjOevZsO2AD9gwABcvXpVcrxHjx4QBAG9e/dmjqXkXFpcXIy5c+cqsiFKCfZC09y5c2GxWJw97jHfu6lgQvxG5Zd2KpgQQgh5Ur1g61MS62D8GgATgKUA3lcqKX9QeTVAktp5uMrRS8CgQYNgMpnQrl075hhmsxkcx+HChQuS461bt4bBYMDw4cOZY+Xn50Ov12Pnzp2S46GhoYiPj8fkyZNRo0YN5nju9uDBA6xcuRJLlixxWGj6hXsA/uHmtAjxSRqNZog3Lbw5WnDr1q0bTCYT+vTpwxzj0KFD4Hkehw4dkhwPDw/HrFmz8Oqrr9KC2y9YrVZ89tlnyMzMdGXBDbCd+N3o5rQI8TW16tatOxDAdrUTcUV5ebnk3O2tc6mrG6LkeqdQgrPfexI8Zt6mggnxGxqNRieKYoBGo3modi6EEEK8QhgAPYCpAKS+bZcDWAGAB3BLwbz8SfcrV65ENG7cuEjtRKqjXbt2EAQBzzzzDPNnfffdd+B5Ht98843kuL148dZbbyEoKIgp1s2bN5GdnY2PP/4YDx8+/rVJq9XihRdeAMdxaNy4MVMspfz73/+GIAgOT8lIuAxgPACXf4AQ8jO169SpMwDATrUTqY7w8HC89957svQpKSoqQkZGhtMFt8TEROYTiKWlpVizZg0WLVqEkpISyWe8bcHt4MGD4DgOR44ccfVH7gGYBS/9/x4harJarTp4ScHkl2rUqIG33noL7777LurUqcP0WfbihVJzqZIbopTgrNAkQQSwFoDBrYk9ASqYEH/SoLi4+CkA36qdCCGEEI8WCGAigLkAGjp4ZhuABADfK5WUn9KUl5cPA7Be7USeRP369TF79myMGzcOgYFsX7dv3LiBhQsXOi1e8DyPRo0aMcUqLy/Hp59+iszMTFy/fl3ymQEDBkAQBHTu3JkpllJOnz4NvV6PHTt2uPojVAglRCaVJ/x3qp3Hk6hZs+ajBTfWxsCuFC90Oh2MRiOio6OZYgG2BbfU1FRcvHhRcrxNmzYwGAwYNmwYcywlWCwWZGdnY8OGDa5cn2i3BUA8gPNuS4wQ3xYHIEXtJJ7Ur3/9a/A873VzqZIbopTgSs9DCYcATAeQ577MnhwVTIhfqbzagwomhBBCHBkK2/VbXRyMnwbwHoDPFMuI6OChBZOIiIif/XtgYCBef/11zJ49Gw0aNGD6bPsLx4IFC3D79m3JZwYOHAij0YhOnToxxQKAvLw88DyPU6dOSY5HREQgOTlZlt3WSrCfklm7di0qKipc/bGtsL2wUSGUEHnEwUOvqpTqRfLss8+C4zi0aOGoVZlrRFHEli1bYDKZcOnSJcln2rZtC4PBgKFDhzLFAoDjx4+D53ns27dPcrxevXqYNm2a1yy4uXItjYRDsG1k2eW+zAjxCz2Li4ubNG3aVLqruYqaNm0KjUbzsxMLHTp0gCAIiI11dHOy65ScS5XcEKUUZz0PJfzvtdYedxMQFUyIv9EBSFM7CUIIIR4nCkA6gNcdjN8DkAUgE0CZUkkRAECcKIoajUbj0nluJU2ZMgUHDhzA0aNH8cwzz4DneXTo0IH5c50VLyIjI5GUlISXXnqJOdbZs2dhNBphNpslx0NCQjBlyhRMnToVwcHBzPHcraKiAhs3bqzylIyEH2G7vmWL+zIjxC/1KioqahwRESHd3VxFo0ePxtatW2E2m9G1a1ekpqZi4MCBzJ977Ngx8DyPb7+V3qNXv359zJw5E+PHj1fsBKJer0fDho4OzHoWZ9fSSLgK2/u9Ry64EeKFNFardTiADWon8kvNmjVDSkoKFi5ciHr16iEhIQGvvfaaV82lrm6IEgQBHTt2ZIqlFGc9DyV4xWluKpgQf/P0tWvXQhs2bCg9MxFCCPE3tQAkwtZYXGo1WASQC2A2AJff3omsml66dKkrgGNqJ/JL4eHh+Oc//ynb5509exYGgwFbt26VHK9VqxbeeecdTJs2DTVr1mSKdfv2beTk5GDVqlV48ODBY+MajQYjR44Ex3Fo3rw5Uyyl7Nq1CzzP4+TJk67+yE3YiqAfAHj8PwIhhJXWarUOgwc1cbULDg7Gn//8Z9k+z3591CeffCK54BYYGIgxY8YgKSlJkQW32NhYGI1Gr1lwc3YtjQT7ghsHgN7tCZFR5XWKHlcwAYBp06Zh2rRpsnyW0nNpXl4eOI7Djz/+KDku54YoJTjreejAVthOA55wX2byoIIJ8TeBZWVlgwH8Q+1ECCGEqG4UgBwALR2M0/UOHiIwMDAOHlgwkYu9eLFy5UqUl5c/Nm4vXvA8j2bNmjHFslqt2LRpE9LS0nDlivSm727dusFkMqFPnz5MsZRy7tw5ZGZmYvPmza7+iBXAX2ErhHrclROE+BKtVquDBxZM5GJfcMvKysKdO3ckn5F7wS01NRX5+fmS49HR0UhJScGoUaOYYynB2c5uB7bAdn3iGfdlRoj/0mg0v/bU091ycVa8kHMuVXJDlBJc6Xko4RSAmQD+5b7M5EUFE+J3Kr+0U8GEEEL8V08ASwA4uuzWo+9T9UeVO90WqJ2H3OzFC5PJhKtXr0o+0717d5hMJvTu3Zs53t69e8FxHE6ckN7UFR4ejlmzZmHs2LHQarXM8dzt3r17WLFiBXJyciRPyTiwE7aFtqNuS4wQ8ogoiiPUzsFdzGYz9Ho9zp8/Lzku54LbmTNnYDAYsG3bNslxb1xwc7azW8JJ2Bbc/u2+zAghAJpaLJbOAL5TOxG5KTmX3rp1C0uXLlVkQ5RSnF0bLOEGgHnwwtPcVDAhfseXv7QTQgipUhgAPYCpAAIkxr3iPlU/9czFixdDoqKiStVORC67d++GXq9XpHhRVFSEjIwMbNq06WeNMu2CgoIwbtw4JCYmom7dukyxlODKKRkJFwGkAviL+zIjhEhoVlRU1CkiIsLjr99w1enTp2EwGLB9+3bJcfuCW3x8PGrUqMEUy5UFt9GjRyM1NRVNmjRhiqWUai64GQEsA1DhtsQIIY9YrdY4+FDBRMm51JUNUT169IAgCLJsiFICw2nuWQA8ro+ZK6hgQvxRjMViaR0eHn5W7UQIIYQoIhDARNiaujdy8Mw22Had+8yLgY8JDggIGATgK7UTYVVYWIjMzEzk5uZKjtuLF0lJSahTpw5TrNLSUixfvhxLly7F/fv3JZ/R6XQQBAEtWzq6mc6zHD58GDzP4+DBg67+yD0AWbD1KilzW2KEEIdEUYyDF9xX7sytW7ewYMECrF27FhUVj6/by7ngVlFRgY0bN2LevHm4du2a5DM9evSAyWTCU089xRRLKc6upZFQAWANbMVur1xwI8SLxQFYqHYSrOzFC0EQFJlLd+/eDZ7n8cMPP0iOe9tpbmc9Dx3YAdt7tVdfp0wFE+KXHj58qAPwJ7XzIIQQ4nZDASwG0MXB+BkAKQA+UywjUi2V13J5bcHEfn2Us+KFyWRCixYtmGKJoogtW7ZAEAQUFBRIPtO2bVsYjUYMGTKEKZZSnJ2SkSACyIWtT8kFtyZHCHEmDsAitZOoLleKFz179oQgCLIsuO3atQt6vd7hglvTpk2RkpKCF198ERqNhjmeuznr0+XAdtgW3I67LzNCSBV+5e2nu5WcS5XcEKWEap7mvgCAg4+c5qaCCfFXVDAhhBDfFgXbiZLXHYzTrnMvo9Vq4wDMUTuPJ+VK8SImJgZGoxGDBw9mjnf06FHwPI/9+/dLjtevXx8zZ87E+PHjERjo+a8CpaWlWLNmDRYtWoSSkhJXf+wAgAQAe9yXGSHkCfwqPz+/ZkxMjHS12IMpueB2/vx5ZGRkOLzyJDg4GJMmTUJCQoJXLbhVdS2NhNMA3gNtZCFEbcFarTYWgFntRJ6UknOpkhuilLJ3717wPI/vv//e1R8pga3XpE+9V3v+WxIh7jFMFMVAjUZDd6ASQohvqQUgEUASgGCJcdp17qVEUex65cqViMaNGxepnYurjh49Co7jcODAAclxe/FiwoQJCAiQaqvjOovFguzsbGzYsAFWq/Wx8cDAQIwZMwbJyckICwtjiqUUs9mM999/H5cuXXL1Rwphu+f+I9juTiaEeIZaISEhsbBdf+kVnC24hYSEYOLEiZg+fTpq167NFMsXF9z27NkDnucd9umSYF9wywDgdYU1QnyUDl5UMPG009ydO3eGIAgYMGAAUyylVPM093rY3r2L3ZqcCqhgQvxV/YKCgj4A9qqdCCGEENmMApADwFEzhkOw7TrfpVhGRE6aiooKHbzgmLez4oX9WP6cOXMQGhrKFKu8vBxr165FVlYW7ty5I/lMbGwsBEFAhw4dmGIp5fjx4+A4Dt9++62rP/IAwIew3XMv/R+BEKKqgIAAHbygYGJfcMvJyXF4X7tOp0NaWhqioqKYYomiiNzcXKSnp+Py5cuSz3Tp0gWCIKB///5MsZTi7FoaCT694EaIN9NoNHGw/d30aErPpUeOHAHP84psiFKCvefhsmXLUFbm8gGR/bC9V/vsmioVTIjfCggIiIMP/+UmhBA/0hO2PiWDHIxfA2ACsBTAQ6WSIvKrbBzssQUTe/Fi/vz5uHv3ruQzgwYNgiAIaN++PXM8s9kMnufx008/SY63atUKycnJGDVqFHMsJVy/fh0ffPABPv74Yzx86PJf1S2wvbCddV9mhBBWlfN3stp5OOLKglvXrl0hCAL69evHHO/IkSPgOA4HDx6UHG/QoAFmzJjhNQturuzslvAtbPP3N+7LjBDCoJunn+5Wci5VckOUEuynZEwm05Oc5i6A7drEdbAVvH0WFUyI36psHmtUOw9CCCHVFgZAD2AqAKlvwBUAlgPgAdxSMC/iPiNEUdRqNBqPu27JbDaD4zhcuCB901vr1q2h1+uh0+mYY+Xn58NgMGDHjh2S47Vr18bbb7+N+Ph41KhRgzmeu7lySkbCDwBmAPjSfZkRQmTU4/Lly02bNGnicacIDh8+DJ7nHS64hYWFYfr06bIsuBUXF2Pu3LkOrzzx1gW3qq6lkeA3C26EeDlNeXn5cNj+rnoUJefSsrIyrF69GosXL1ZkQ5QSjh07Bo7jHPY8lFAKYAlsPUL94jQ3FUyIP+t3/fr1emFhYbSIRggh3iUQwETYvrA1cvDMdth2LX6nVFJVkdqFRKqlUWFhYXcAh9VOxC4/Px96vR47d+6UHA8NDUV8fDwmT57MXLy4efMmsrOzHZ7A0Gq1eOGFF8BxHBo3bswUSylmsxl6vR7nz5939UeuAxBAJ8aIQkRRhCiKzA29CTQVFRXDAPxV7UTsXF1wS0xMRN26dZliubrgZjKZ0K5dO6ZYSnHWp0uCfcEtDYD0fwRCZELfvWWjgwcVTJSeS5XcEKUEZ6dkHNgC4F0A59yXmeehggnxZ4FlZWVDAfxN7UQIIYS4bCiARQC6Ohg/AyAFwGeKZeSCb7/9Fm+88QYEQUDLlo5arBAXxcFDCibLli1DZmamZPEiICAAY8eORWJiIho2bMgUp7y8HB9//DEWLlyIW7ek93n0798fgiCgS5cuTLGUcvr0aRgMBmzfvt3VHykH8GcA7wO46rbECPmFmzdv4tlnn4XJZMJTTz2ldjreTgcPKZj885//xLvvvovS0lLJ8REjRkCv1yM6OpopjiiK2Lx5M0wmk8MTGDExMTAajRg8eDBTLKUwLLjFAzjvtsQI+R+TJk3CrFmzMHbsWGi1WrXT8WZxoihqNBqN6qfBLl68iBdeeKHKuVQQBPzqV79ijvX999+D53ns3St9i39oaChmzZqF8ePHIygoiDmeu1XzNPdhANMBfO2+zDwXFUyIv9OBCiaEEOINomA7UfK6g/F7ALIAZAJwuVudGzhcOTCbzfj666/xxz/+EfHx8ahdu7aSefmSOADz1E4CsO2ulSqWPP300xAEAZ06dWKOsWPHDuj1epw+fVpyvHnz5uA4zmv6lNy6dQsLFizA2rVrUVFR4eqPbYXthe1792VGiOP5+8iRI3juuefw8ssvIzk5GU2aNFEyL1/iMQtvJ0+elCyWtG/fHkajEc888wxzjOPHj4Pneezbt09yvF69epg9ezbGjRvnVQtuVfXpknAItvk7z32ZET/mcC6xWCxITEzEp59+CpPJhB49eiiZly8JLygo6AbgqNqJXL58WbJYIudcevXqVcyfPx+ffPJJlRuikpKSEBYWxhRLKc56Hkqg/p8AqMxK/N2v1U6AEEJIlWoBMAD4EdLFEhG20yQdK59Ts1gCODmqfP/+fSxZsgSxsbHIzc2VvAKEVE2j0cQWFxd7ZLWpefPmWLVqFXJzc5mLJWfOnMG4cePwhz/8QbJYUqtWLcyZMwdff/21VxRLKioqsH79esTGxmL16tWuFkt+BDAKtg0uVCwh7lbl/G21WrFx40YMGjQIy5cvx4MHD5TKy5dEWCwWjzwGFxoaivT0dJjNZuZiyZUrVzB79mz85je/kSyWBAQE4I033sCePXswadIkryiWmM1mDBo0CDzPu1osuQZboaQvqFhC3OceAEtVDxw8eBAjR47EjBkzYLFU+ShxICAgIE7tHKRotVrZ5tLy8nL86U9/QmxsLNavX+9wQ9SXX36JefPmeUWxJD8/H3/4wx/wxhtvuFosKYft2sQ2ABbDj4slABVMCGllsVjaqJ0EIYQQSaMAnICtsXuwxPghAM8AeBmA9MWyyvsbgJPOHrJYLHj33XcxatQoHDp0SIG0fEoNURTZt/66wZgxY/Dss88yfcbt27dhNP4/9u48Pqr67P//a0JAUVxwoxatUKmCCyrWhSUrJCgQQMtiK5Bq+zW11kRri1qbIGoqtXd+d22lrS3cd2nRu0q01mAthj2AC7K6AAISBRICEnYIBOb8/vhkYDIzyZxJZubMZN7Px8PHw3DOmXMlmZw553N9Ptc1mczMTObOneu33eVyceedd1JRUcHDDz/M6acH+tOILUuWLGHw4MFMnDiR3bt32zlkL/AY0BtTxkUkGlYDbwfb6cCBAzzzzDOkp6czZ86cKITVtliWFZMDb+np6dxzzz0kJ7e8CEd9fT1//OMfGTBgQJPlqgYMGMA777zDs88+S+fOnVsTclRs3LiR733ve+Tm5jZZw9+HBtwk2p4NtoPb7eaVV14hJSWFF154QQnvEFmWFZMNOjp16hSWa+ncuXPJzMxk8uTJ7N+/32/7N77xjbBNiIqGvXv3UlhYSGZmJgsWLLB72FzgekwPUPV5RgkTEdxud0zetIuIJLAbMLVS3wQCNfzwnrW4JIpx2XEYSANeoZkyAR4rV64kJyeH/Px8zXoLQaw+uLWG2+1m1qxZpKSk8OKLL1JfX++3T+/evfnnP//JCy+8wMUXX+xAlKGprKwkLy+PMWPGsG7dOjuHuDGNRXtiyq4djWR8IgF8B9Mny/8P0EdlZSX33HMPd911Fxs2bIh8ZG1EW7x+A1RUVJCVlcXTTz8dsD7817/+dZ5//nleffVVevXq5UCEofEecFu4cKHdwzTgJk54HrgX2Blsx4MHD/KrX/2K9PR03n47aH5cTkmpqqo6w+kgwu3zzz8nNzeXCRMmsHnzZr/tHTt25JFHHmHRokWtnhAVDb6ruQOtkgngM2AYZjX3pxENMM4oYSIJr63etIuIxKHzMA89y4GUANuPEx+zFncCdwG3Au8F29myLEpLS+nXrx8lJSUcPaoxYhva1GSHlStXMnz4cAoKCti1a5ff9i5duvDcc8/x1ltvcfPNNzsQYWgOHz5MSUkJ6enplJWV2T1sEdAHmECQ8hoiEXQEeBi4BpurmxYvXkxWVlYoK6gSXdrWrVs7Oh1EuGzevJnx48czduxYPvvsM7/tZ5xxBo888ghLly5l9OjRDkQYmvr6eqZNm8att94ayoDbBmAoGnAT5/wv5vlgMjYmW1RWVvKDH/yA0aNH253QkehOJ/CzWVzav38/xcXFZGRkUF5e7rfd5XKRk5PD4sWLeeSRRzjttNMciDI0S5YsITs7m4kTJ1JbW2vnkD2Y1dzXAm9FNLg4pYSJCAy0LCv2C8eKiLRdycB9mAfufKBdgH3mY1aexNOsxQ+AfkAusCPYzkeOHKGkpIR+/foxa9Ys9Tdp3tXbt2+/1OkgWqu6urrZ0mzt27fnBz/4AYsXL2bcuHG0axfoTyN2WJbFrFmzTib/bJa82Ib5G8kgBhqKijQIqX+O96zOqVOnBlwhJiednpSUNMDpIFpr3759FBcXk5mZybx58/y2ewbcFi1aFDcDbhUVFWRnZ1NUVBSwLE0AngG33sC/IxqcSHAHMf0Mr8X0Nwxq6dKlZGVlkZ+fz1dffRXJ2NqCuJ9o7FnN3dxn9XXXXccbb7zBiy++SNeuXR2IMjRbtmw5uZp7/fqgVaHBfzW36tM1QQkTETi7qqoq9qdrioi0TRmYXiQvAhcE2L4VM5g6EPg4inGFiwX8DeiBzVlv1dXVFBQUMGrUKD79VBM1mzHI6QBaypMc69+/P6WlpQGTY1lZWSxatIinn36as846y4EoQ7Nq1aqTq2R27gxaFQNM+brJwLcwfyPKEEosmotJ1j+E6a3TrGCD6HJS3A68eZdPbGrA7frrr+df//pX3Ay4ecrSjB071m55uePAn4Er0YCbxJ6NmP6Gg7Dx7OB2uyktLW32b1qAOF/dvWzZMrKzsykoKAiYHPNezX3TTTc5EGFoDh06RElJCRkZGaGs5l6AuaeZgI0SdolOCRMRI25v2kVE4tSlmEHS+ZiZYL48g6lXNOwX7w5hZr1dg81Zb++++y7Z2dnk5+cHLNOU6FwuV9x9dluWRVlZGWlpaZSUlFBXV+e3T48ePZg5cyYzZsygW7du0Q8yRDt27CA/P59hw4axYsUKO4dYmL+BXpi/Cf8fgkhsqceUgbwcUxYyaI2iYGWaEp3L5YrLgTfPbPRgA26zZ8/m29/+tgMRhsZTliYzMzNgWZomzAduBPIA3ZxILJuHGRzOA4IuH/EkvDMyMpg7d27Eg4tD13z55ZdfdzqIUFVVVZGfn9/kRDTf1dxJSbE9TO5J2oe4mtszATETWBvRANuQ2H4niERJUlJSXN60i4jEoTMwg6SfAeOb2Gc2cBVtczB1E2bW20Dgo2A7+856s3lTnCiyLMuKm3vZtWvXMnLkSPLy8ti2bZvf9nPPPZennnqK+fPnk5mZ6UCEoamrq2Pq1KmkpKQ0uUomgA8xNbDHAF9GNECR8KvFlIW8Fphj5wBPI/DCwkK7JY4SRe9du3Zd7HQQdnkG3Jrqd3D66afzwAMPUFFREVcDbp6yNDbvLbzvXzTgJvHCezXU7xq+btbnn3/OhAkTlPD252rfvn3cTFbyXc0dSFZWFosXL46b1dzBeh4GcIi2NQExqmL7k1wkSizLunnr1q3nOR2HiEgbl4NpBjoJ0zzQ1yrMYGoO8EUU43LCfEyDa1szNFs4C7Stu6C6uvoGp4MIpqamhokTJzJkyBCWL1/utz05OZlx48ZRUVHBD3/4Q5KTkx2IMjTl5eWkpaVRXFzMoUOH7BxSjXmv3wIsjWhwIpG3DrgNGA5sCbZzfX0906dPp2/fvkybNs1uE+22zlVfXx/zZRUPHz5sa8Bt4cKFPPHEE3Tq1CnKEYYuWFmaADwDbrb7QojEIO+E93/sHKCEtz/LsmI+YeJZzZ2amkpJSQlHj/pXQ/7Wt77Fyy+/zIwZM7jssssciDI0wXoeBlJznFcAACAASURBVOBZzd1WJyBGhRImIka7du3aZTgdhIhIG3UDsBh4Ewh0V1qLqQ9/E7AkinE5rUWz3kKsM97WxewK0fr6eqZNm0ZqaiozZ87E7Xb77TNgwADmzJnDc889x/nnn+9AlKH56KOPuOOOO8jNzWXr1q12DjmGeW/3xLzX/X8IIvGrDPPefgg4EGznPXv2UFRUxJAhQ3j//fcjHlwciNmBNzsDbtdccw2vv/46M2bM4Bvf+IYDUYbGe5WMzf5oFqYxcA804CZtx3rgdkzC+/NgOyvh7WdwLK/uXrNmDSNGjCAvL4/t27f7bfdezZ2enh79AENkp+dhAMuBAWg1d6vF7BtdxAExe9MuIhKnzsPUfV+OWTniy5MwuKJhv0R9CtnDqVlvb9s5oKKiguzsbCZOnEhtbW1Eg4txMfnZ7VmBUVRUxIED/uOo3bp148UXX+TVV1+lV69eDkQYmj179lBYWBjqQO9sTJ+SAkBTM6WtOob5/LKdFGxB4rGtyrYsy+V0EL5Wr159csCtqqrKb3vnzp156qmnePvtt7n11lsdiDA0rRhw649pDLwjogGKOKMMc4/yEDbuUTwJ79tvv5333nsv4sHFsAuqqqquczoIX57V3EOHDuXDDz/0296+fXvGjRvHkiVL+OEPf0i7du0ciNI+Oz0PA6jCrOa+FVgW0QAThBImIqcMdjoAEZE2Ihm4D9gA5AOB7krnc6oR4+7ohRbT1gNDMLPeNgfbub6+npkzZzJgwIBEnvXWf+fOnTFTA2Xz5s2MGTOG3NxcKisr/bafddZZFBYWsmjRInJycqIfYIg8q2T69u3L9OnT7b7H1mFmb+ZgY/amSBvhGai4BZsDFS0obdfWdNm+fXtvp4Pw+Oqrr/jJT37S7IBbXl4e7777blwNuDW3SiaA7ZjGwLcA70Y0QBHnhZzw/vjjj7nzzjvJzc3lyy8TdvJ+zKzuPnHiBM8//zz9+/dvcjV3ZmYm8+bN47nnnuO882K/Cv/atWu54447mux5GMAR4NdoNXfYKWEickq3rVu3fsvpIERE4lwGsBJ4EbggwPatmIfxgcDHUYwrnoQ0623v3r0UFRWRmZnJwoULIx1brOlw4sSJNKeD8PjnP//JkiX+VeWSkpIYNWoUS5Ys4f7776d9+/YORBeaiooKBg0aRFFRkd3a3Z7Serbrg4u0QR8SQimMuro6pk6dSkpKCrNmzbI7+7/NaNeuXcwMvC1btozXX3894O8gJSWFd955h0mTJnH22Wc7EF1o1qxZw8iRI5ssSxOAZ8CtF6YxcGK9ESXRefqs3YzNPmvl5eWkp6dTXFzMwYMHIxpcrElKSoqZ1d2HDh3i17/+NYcPH/bb1r17d1588UVmzpxJjx49HIguNN49Dz/44AO7h80GrgYew0ZpUAmNEiYiXpKTk2Pmpl1EJM5cgnnIno8ZMPV1GNM09IqG/aR59TSe9RZ0av/GjRv53ve+R25uLl988UWk44sZsd6A8pZbbuHtt9/md7/7HRdeeKHT4QS1efNmxo8fz9ixY9m4caOdQ7x78SRyaT0RD+9mq5Ox0fthx44dFBQUMGzYMFasWBHp+GJGrF+/e/TowUsvvcQrr7zClVde6XQ4QXmXpVm+fLndw2Zj3qsacJNEtwJTQngMEPRG2pPwTk1NTaiEt2VZKTt27DjT6TiacvbZZzNp0iQWLlwYV6u5m+t5GMAqIA2zmntLRANMYEqYiHiJ9Zt2EZEYdAamGehGYHwT+3gexp9ETUND5T3rzX/pQgDl5eWkpqZSWFiYKLPeYnKyw9e+9jWef/55Xn/9da69NlAOMbbs27eP4uLik6ULbJrLqdJ6X0UsOJH4dAjzuXcFpnl2UKtWrWL48OHk5+ezc+fOSMYWK1KqqqrOcDoIX2effTZPPPEE8+bNIyMjw+lwgmrFgFsqZsCtMpLxicQR34T3kWAHeBLeQ4cOTZSEdwfLslKdDsKXZzV3RUUFeXl5cbGaO1jPwwB2Y1Zz3wQsjmhwooSJiI9My7Ji/8oqIhIbcoBPgUnA6QG2ez+MJ86Sh8hYiZn1NhwbP8v6+nqmT59OSkpKKIMn8apXVVXVN5w4cXJyst+/dezYkZ/97GcsW7aM0aNH43LFXE/jRo4fP36yF87UqVOpr6+3c9hGzAzMLFRaTySYrZjm2RnAmmA7W5ZFaWkp/fr1o6SkhGPHjkU8QAedjvlsi7pA1+927doxYcIEli1bxgMPPBA3A26pqaktHXCriGhwIvHrMI0T3kGXj6xevTphEt5OTTRu6prct29f5syZEzeruTdt2sTdd9/dZM/DAOqB3wGXo9XcUaOEiUhjZ1VXV/d1OggRkRh3PWZWy5vAZQG2e3oZ6GE8/Mo4VToj6PIR7/IcgZrYthVOPbjddtttJ//f5XIxcuRIKioq+OlPf8rppwfKIcaWJUuWMHjwYCZOnMju3bvtHHIQM+PyWswMTBGxbyHQB9PHK+ho2uHDhykpKSE9PZ2ysrJIx+YkR67fAwcObDT41r9/f9555x2mTJkSF42BW1CGUwNuIqHbxqmE9+pgO/smvI8ePRrxAB3iyOrunj170q1bt5NfX3rppbz44ou89tprXH311U6EFJK9e/dSWFhIZmYmCxYssHuYZzV3AbAvYsGJH/9pFSKShZa3iYgEch5mNckDQLsA248D/wM8gcrzRNJhTHPWl4BfAeOAZpcxrFmzhhEjRjBs2DCKioro2rVrFMKMnoYGlNOjfd7hw4dz9tlns3z5cgYOHEifPn2iHUKLVFZW8uyzz4YyCOvGvN9+DtRELDCRts+N6eP1Jibx/TDQobkDKisrycvL4+9//zuTJ0+mV69eUQgzqgYDP4v2Sa+55hrKysqYM2cOffr0YeDAgdEOoUX27t1LSUkJf/3rXzlxwnbOYy5msO3TyEUm0qYtAm7E3HM/B3RpbmdPwvsf//gHEydOZPTo0dGIMZqu3r59+6Vdu3bdGs2TdujQgTfeeINXXnmFzp07M2rUqLiYoHT8+HH+8Y9/MGXKFGpra+0e9hnwCKa0tThAK0xE/MVkLXQREQclA/cBG4B8AidL5mNmzqqXQfR4Zr3dCrwXbGfLsigrKyM1NbXNzXqzLCvbsqxA78uIS09P5+c//3lcJEs8D/AZGRmhJEveB/ph3mtKloiEx15MwuRa4C07B7RgRVi8uGbbtm2XOHHi3r178/Of/zwukiX19fUnyydOnz7dbrJkAzAUMyFQyRKR1vEkvHtiJi4FvZHevn07BQUFjB49mnXr1kU6vmhzZHXgRRddxIMPPsi4cePiIlmyZMkSsrOzmThxot1kiff9gZIlDlLCRMTfjdu2bTvf6SBERGJEBqZ/xovABQG2b8WUFxkIfBTFuOSUD4D+mN9D0AHtI0eOUFJSQv/+/Zk1q81UVeq8Y8eO2M9YOMSyLGbNmhVqiYhtmPdUX0zSRETC7zNgGGbg6ZNgO3v3HJo2bRrHjx+PeIDR0K5du0FOxxDLKioqTibLbA647cEMuPUG/h3R4EQST8gD2kuXLiUrK4v8/Pw2k/BuWN0tTdiyZQt5eXmMGTOG9evX2znEjemXcyUmIdemG5jFAyVMRPy1a9euXexPMxIRiaxLMLOo5mMeCHwdxvQyuKJhP3GWZ9bb5ZjfS9AR8aqqKgoKChg1ahSffhr/E08ty9IK0QA8TUgLCgrsNiH1/dsO2uhURFrNU6P8IWzUKN+3bx9FRUVkZmYyf/78iAcXaU71oYp1ngG3sWPHhjrg5pkBrwE3kcjZCORgM+HtdrspLS1lwIABTJ06lfr6+ogHGEmWZWVZlqUxZR8tXM29EFOpYQI2epxJdOjNLRKAbtpFJIGdATyJmfU6vol9ZmMajz8J1EUlKrHrEOb3Yrsp97Jly8jOziY/P5+vvorrampKmHjZsWMH+fn5DB06lBUrVtg5xMK8Zzx/20ciGJ6I+KvHNOO+HNOcO2jNpU2bNjFu3Dhyc3OprKyMcHgRla2Bt1P2799PcXFxqANuCzBJNw24iUSXJ+Ftqyzxvn37KC4uJjMzk3nz5kU8uAg6v7q6Wqu7G7jdbmbNmkXfvn0pKSnh2DFb+WpPpYYMYE1EA5SQ6aZEJLDbnA5ARMQBOZgZUpOAjgG2rwJSG/b7IopxSeg2AmOAQdgoldZGZr31271799lOB+G0uro6pk6dSmpqKqWlpViWrQUiKzB/22PQ37aI03ZjGnTfBCy2c0B5eTlpaWkUFhZy4MCBiAYXIRdUV1df73QQTvMMuKWkpDB16tRQB9wygbURDVBEmlIP/BlTTslWwnvz5s2MHz+esWPH8tlnn0U6vkjRZCVg1apVjBgxgoKCAnbt2mXnEFVqiANKmIgEdklVVVVPp4MQEYmS64FFwJtAtwDbazFlQm4CKqIXloTBPMwSb1uz3rxntZaXl0c8uDBLrqurS3c6CCd5Bk2Li4s5ePCgnUOqMe+Nm4ElEQ1OREK1CkgDhgNbgu1cX1/P9OnT6du3L9OmTbPbFDyWJPTA27vvvsvgwYNDGXA7hAbcRGJNLSbhfS0wx84BFRUVZGVlUVhYyP79+yMaXAQkdGWW6upq8vPzGTZsWKiruXuhSg0xTwkTkaYl9E27iCSE8zDlPz7EzC73dZxTs6Wex8ZsKYlJ3r/H3zV83azPP/+c3Nxcxo4dy4YNGyIdX9gkagPKjz/+mDvvvJPc3Fy2bt1q55BjmPdCT8x7wx3J+ESkVcqAqzFNhoMuH6mtraWoqIghQ4bwwQcfRDy4cEnUksieAbdRo0bxySdB2yCABtxE4sE6TNWS4cDnwXaO44R3v507d3ZyOohoO3LkSEtWc38IDMCs5v4yogFKWChhItKERL1pF5GEkAzcB2wA8oF2AfZZQAgrEyQueM96+4+dAyoqKsjOzo6bWW+J1vh9z549FBYWcvvtt/Pee+/ZPWw2ZqCtAIj9X6qIgOkp9GtMkvPvmEHzZn300UeMHDkylESqo1wu14BEGng7cuQIJSUl9O/fP5QBt+VAf8yAW+z/UkWkDHPP9RA2Et579uw5mfB+//33Ix5cGHRwu93pTgcRTd6ruQ8dOmTnkCrM8/QtwLKIBidhpYSJSBNcLlfGxo0bT3M6DhGRMMvA9Ct4EbggwHbvWthBe19IXFoP3I6Z9bY52M5xNuvtih07dnR3OohIq6+vZ9q0afTt25fp06fb/Z14fu852JjtKCIxqQrT1Nv2wEt5eTnp6emhDO44pcOJEycCrXZtUyzLoqysjLS0NEpKSqirs7VApApzb3YL8G5EAxSRcDuGWalve1XvRx99xB133BEXCW+3250QE429JyFs27bNziFazR3nlDARadqZnTp16ut0ECIiYXIJpsb1fKB3gO1qPpd4vGe9BV1p4Jn1dtttt4WymiHq2vqDm6fWdVFRkd1VP54eRLZXFolIzFvOqdIeQUfTvMuHzJo1y+5qhqhr6yv8165dy8iRI8nLy7M74Oa9suhv2FhZJCIxK+SVBi1YzeCENr26u6amhokTJ4Za5tJ7NXfQlUUSm5QwEWlGW79pF5GEcAamxvVnwPgm9pkNXIVqYSeiekKc9fbJJ5+c7Jfx5ZcxWYK3TX52b968mfHjxzN27Fg+++wzO4f49iAK2rtGROKKdy+Lydj4/K6urqagoCCUBrXR1iYH3rwH3JYvX273sNmE0LtGROJGSL0s6urqmDp1KikpKbGa8O5ZXV3dzekgws2zmjs1NZWZM2faXc3t6V2j1dxtgBImIs1rkzftIpIwcoBPgElAxwDbV2GavecAX0QxLok91ZhZbzcDS+wcUF5eTkpKCoWFhRw8eDCiwYVokGVZgfryxKV9+/ZRXFxMZmYm8+bNs3vYPOAG1INIJBEcwkx4uALT3ySoVatWMWLECPLz89m1a1ckYwvVVdu3b7/U6SDCxXfAze22VZFlFZCGuTfbEtEARcQpISe8d+zYEbMJb8uyBjkdQzh5VvYUFRVx4ICtfLX3au45EQ1OokYJE5Hm9amurr7Q6SBEREJ0PbAIeBPoFmC756buJqAiemFJHFiBSaKNwUYSzdPfJCUlJZTBoEg7t6am5iang2gtt9vNrFmzSElJYerUqdTX19s5bCPmdzcI+DiiAYpIrNmK6W+SCawNtrPb7aa0tJS+fftSUlLCsWPHIh6gTW1ilWB5eTmpqamhDLjt5tS92eKIBiciseIwLUh4Dx8+nPz8fHbu3BnJ2GxrK5VZNm3axLhx48jNzaWystLOIfU0Xs0d040eJTRKmIg0L8ntdg90OggREZvOw9ysfYgZ9PblW6JHN3USiGfW21WYWW9Hgh3gKTcybNgwPvzww0jHF5RlWXG9QnTp0qVkZWVRUFDAV1/ZWiByEPO7uhbzuxORxLUAs8IsFwg6mnb48GFKSkrIyMigrKws4sEFk5SUFNcDb5s2beLuu+8mNzeXL76wtXi3HtMY+HJ0byaSqDwJ7wxgTbCdLcuitLSUfv36UVJSwtGjRyMeYHNcLldWPK/u3rdvH4WFhWRmZjJ//ny7h81Fq7nbNCVMRIKI95t2EUkIycB9wHogHwh0w7oA6INu6sQ+31lvQYsmr169mhEjRpCXl8f27dsjHF7T4nWmW1VVFfn5+YwePZp169bZOcSN+d30wPyunH1iFpFY4cY0Ce+JaRoedPnIli1byMvLY8yYMXavPxFhWVaWZVlxN06xd+/ekwNuCxYssHuYZ8CtANgXseBEJF4sxDyvxVvCu/OOHTtudDKAljh+/DgzZ85kwIABTJ8+nePHbbX7+wxTMjELU/pa2qi4uxERiTbLsgY7HYOISDPSMWWUXgQClRDcirnpzgQ+il5Y0oZsw8x66wu8H2xny7IoKysjLS3NyVlvt9bW1p7jxIlbwvPA279/f0pLS+0e9j7QH/O7qYlYcCISz/Zgmob3Bt6yc8CSJUsYPHgwEydOpLa2NqLBNeH86urqPk6cuCVaMeA2DA24iYg/T8L7SkzCO+iNdGVlpeMJ73hb3e39Wbd79247h+zl1Ofp7IgGJzFBCROR4LpWV1df5XQQIiI+LsHcTC/A3Lj5Oowp0XNFw34irfU+0A+TgAs6QO+dBJg1K+pVopLr6uoyon3SUHmSS6mpqaEkl7Zhfgd9gfciGqCItBUbODVA/2mwnb2TANOmTbObBAinuBh4W7JkCdnZ2aEklzwDbtdiM4ElIgkr5AH6FiQBwikuVne3ILnkWc3tWbGp1dwJQgkTERviLVsuIm1aR+BRYB0wvol9ZmP6TzwJ1EUnLEkQnllvPTAJuaAPDVVVVRQUFIRSZiosYr0s1+rVqxk+fDh5eXlUVVXZOeQw5kGtF+Z3ELREmoiIj7nA9Zjm4kFLQO3du5eioqJQy0yFQ0xfv73Ll61fv97OIZ4BN8+M8aAl0kREGoRUAsrBhHe/3bt3nx2tk4XKM5ErPT09lPJlCzEl0rSaOwEpYSJiT0zftItIwsjBzAydAnQKsH01ptl7DmCr06hICx3EJORsNxn3NDLPz8+328i8VZKSkmJyskNNTQ35+fkMHTqUFStW2D3MkwR9DPOzFxFpqXpMc/HLMc3GgzYZ925kXllZGeHwAOi3c+fOQPc5jjp06FBL+gUswPQpmYCNngQiIk3w9DyylfDet28fRUVFZGRkMG/evIgHh1ndnR6NE4XCsixmzZpFv379KCkp4dgxW/lqz2ruTGBNRAOUmKWEiYg96Rs3bjzN6SBEJGH1AuYAbwLdAmyvxdw8fxuoiF5YImwExgCDgI+D7ex2uyktLWXAgAFMnTqV+vr6iAVmWVaPmpqab0bsBCGqq6tj6tSppKSkUFpaimXZWiCyEkhBSVARCb/dmGbjNwGL7RxQXl5OWloahYWFHDhwIJKxdXC73emRPEEo3G53SwbcvHvIrY1ogCKSKEJOeG/evJnx48czduxYNm7cGNHgkpKSYmqi8apVqxg+fDgFBQXs3GkrX+0paf0ttJo74SlhImLPGWeddVZ/p4MQkYTTGXNT/BGB63kfB/6MKfHwPDZumkUiZB5m1lseEHT5yP79+ykuLiYjI4O5c+dGLKgTJ07ExCqT8vJy0tPTKS4u5uBBWwtEqjE/y5uBJRENTkQS3SogDRgObAm2c319PdOnTyc1NZWZM2fidrsjEpTb7Y6JgbeVK1eeHHDbtWuXnUMOoR5yIhJZnoT3t4FFdg6oqKhg0KBBEU14x0op+x07dpCfn8+wYcPsrua2MCvme6GS1tJACRMRm2Llpl1EEkISpnTDBiAfaBdgnwWYmqq2BqhFosA7gfe7hq+b9fnnnzNhwgTGjh3LZ599FomYHP3s/vjjj7nzzjvJzc3lyy+/tHNIPeZn1xPzs1QSVESipQy4GlP6L+hoWk1NDRMnTmTIkCF88MEHkYjH0YG36upq8vPzycnJYeXKlXYO8Qy4qYeciETLaiCdEBPeffv2Zdq0aZw4EfbbzCt27NjRPdwvateRI0daspr7Q8xq7jGArZt1SQxKmIjYN9jpAEQkIaRjZnvOAC4MsN27pupH0QtLxLZazKy3a4H/2DmgoqKCrKwsCgsL2b9/fzhjGWRZVvtwvqAde/bsobCwkNtvv5333nvP7mGzMTPbCoCw/hBERGw6gmlK3gvTpDzoaNPatWu54447yMvLY9u2beGMpWd1dXW3cL6gHZ4Bt9TU1FAH3AagATcRcUYZZrLNQ9hIeNfW1lJUVMSQIUN4//33wxqIUxONvVdzHzp0yM4hntXctwBLIxqcxCUlTETsu37nzp1fczoIEWmzLsGUblgA9A6w3bemqkisWw/cjpn19nmwnSM06+3sqqqqm8LxQnbU19czbdo0+vbty/Tp0+1+D+uBIZg+JZsjGqCIiD3bMStdbwHeDbazZVmUlZWRlpZGSUkJdXXhWVxhWdagsLyQvXOd/B5CGHCr4tSA27KIBigi0rxjmBLNnlXKQeslfvTRR9xxxx3k5uaydevWcMUR1YRJC76HYzRezR2ZupIS95QwEbHPdfz48YFOByEibU5H4FFgHTC+iX1mY8pkPIlKPEj8KcPMVn4IGysn9uzZQ1FRUairM5oTlbIuFRUVZGdnU1RUZHeVzB7Mz+Ra4O2IBici0jLLgf6Yla07gu185MgRSkpK6N+/P7NmzbK7OqNJlmVFZeCtBatkNOAmIrHKk8i9FZuJ3BaszmjOIMuyApWTDivPau4QV8loNbfYpoSJSGjUx0REwikH+BSYAnQKsH01phFrDlAZvbBEwi7kWW8t6P8RkMvliuhnt3cflg0bNtg5xLvXy/PY6PUiIuIgC7OytQdmpWvQiRvV1dUUFBSE0v8jIJfLlfXkk09GbODN04dl6NChofRhmY35LCvARukbERGHLCeEUoHe/T9amfA+t6amJmKru1u4mnsdcBvmmTroqncRUMJEJFSDLctyOR2EiMS9XsAc4E2gW4DttZiZ598GFkcvLJGI89QLvhmb9YK9Z70dPHiwJee8JSMj4+yWHNic/fv3U1xcTEZGBnPnzrV72HygD+ZnsCvcMYmIRNAhzErXazHNzYNauXIlw4cPJz8/n127WnTJ65ybm9unJQc2xzPglpqaysyZM+0OuHmaK+dgo7myiEgMsDDX66uwmfDesWMHBQUFDBs2jBUrVrTspJYVkdXdFRUVDBo0KJTV3J5n6msxz94itilhIhKar9XU1FzjdBAiErc6Y2aUf0TgMkG+M8/D0sRBJAatAFIws96+CLZzXV3dySa8LZj11u6+++67uYVx+nG73cyaNYsBAwYwdepU6uvr7Ry2CfO9DsT8/YuIxCvv69naYDu73W5KS0vp168fJSUlHDt2LKSTJScnh3Xgrby8nLS0NIqKijhwwNYCEe9JLIvCGYuISJR4Et5XAH+3c8CqVatOJrx37twZ0snCnTDZvHkz48ePZ+zYsWzcuNHOIXqmllZTwkQkRJHKlotIm5aEaZ66AcgHApWXWADciJl5/lX0QhNxjO+styPBDvDMehs6dGhIs96uvPLKvi2O0svSpUvJzs6moKCAr76y9Wd6CPO9XYPNGdkiInFiPnADpr9J0OUjhw4doqSkhIyMDMrKymyfJCkpKSxlFTdt2sS4cePIzc2lsrLSziH1mD4ll6MBNxFpG7ZinkkzsZHwtiyrpQnvW84///zkVsQJwL59+yguLiYzM5N58+bZPWwu5rNJz9TSKkqYiIQoWs0HRaTNSAdWATOACwNs34YZbLB14yrSBh2m8ay3oMtHVq9eHdKst/POO69/awKsqqoiPz+f0aNH8+mnn9o5xMJ8Lz0w39vR1pxfRCRGuTH9Ta4Efo3pV9WsLVu2kJeXx5gxY1i/fn3QE7hcrlvPPrvlVRX37t1LYWEhmZmZzJ8/3+5hngG3AmBvi08uIhKbFnAq4R30Rvrw4cOUlJSQnp5uN+GdnJ2dfV5Lgzt+/DgzZ84MdTX3Rszqxyzg45aeW8RDCROR0KVt3bq1o9NBiEjMuwQziDAf6B1g+2HMzPMrGvYTSXTbMLPeMjC14pvlO+vt6NGmcxIdOnT4evfu3UMOyPOA2L9/f0pLS+0e9gHQD/O97Aj5pCIi8WcP8Bjmfuffdg5YsmQJ2dnZTJw4kdra2uZ2Te7bN/RFgp4Bt5SUFKZPn87x48ftHPYZpkdJFvBJyCcVEYkfISe8KysrTya8161b1+y+aWlp57ckqCVLljB48GAmTpzI7t277RxyEPNMbbu/logdSpiIhO70pKSkAU4HISIxqyPwKLAOGA+4AuwzG7gaM/M8aBkikQSzCFOeLheoCbazd1Jj1qymn5PS09NtB2BZFmVlZaSlpQVNxnjZjon5VuA92ycTEWk7NgBDMQmHoMvxvGcRT5s2rcnm66mpqSEF0YIBt72cSvjMDulkIiLxzXP9uxZ4y84Bdq6xUd+bgAAAIABJREFUt9xyS0gJk1CSMQ3caDW3RJASJiIto7JcIhJIDmaAYArQKcD21UBaw36V0QtLJO54Zr31xMx6C/oQVFVVRUFBAaNHjw74oGV3wG3NmjWMGDGCvLw8tm/fbueQww0x9myIOaSO9CIibdBc4HpMs/R9wXbeu3cvRUVFZGZmsmDBAr/tdhPerRhw88yw1oCbiCSqz4BhhJjwTklJYdq0aX6r+Lp06dKxW7duQU/qmfgUYn8rz+SqCdiYXCXSEkqYiLSAy+VS43cR8dYT+A/wJtAtwPZazKDBt4HF0QtLJO55z3qztcx+6dKlZGVlkZ+f36gxe//+/Wnfvn2Tx9XU1DBx4kSGDh3Khx9+aDc+z2qxxzAlAURExKjHNEu/HNM8PWjT9I0bN3L33XeTm5vLF198cfLfu3fvzmWXXdbkcS2orw+wEOiDGXAL3gxLRCQxtDjh7dsnKi0trcnjLMti1qxZtkrrevH0/rRVvlekNZQwEWmZ3rt27brY6SBExHGdMYMBHwGDA2w/DvwZM3PxeWwMFohIQN6NHIPWlXe73ZSWlpKSknKyWWSnTp3o06eP377Hjh1j2rRppKSkMHPmTNxut514VgKpaLWYiEgwuzHN028GKuwcUF5eTmpqKoWFhRw4cAAIvErQM+DWt29fSkpKOHYsaAl+gK2cGnBbY+9bEBFJKCEnvDdt2sS4cePIzc2lsrISaHp19+rVqxk+fDgFBQXs3GkrX+3b+1OruSXilDARaRlXfX39IKeDEBHHJGFmJG4A8oHkAPssxCwVzgO+CrBdREI3F7gBm39X+/bto7i4mMzMTObNmxfwwe22226jqKiIgwdtLRDZAfwAuAmbA38iIgKcSjQPx0aiub6+nunTp5Oamnqy7Iuv+++/n4KCAnbt2mXn/AeBJzg14CYiIs3zJLxvwmaVhPLyctLS0igsLOT666/3W939f//3fwwdOpQVK1bYeTkLeAlz3X4S9f6UKFLCRKTl1MdEJDGlAauAGcCFAbZ7LxVeG8W4RBJFPadWbtma9bZ582bGjx9PeXm537aaGlulj+sbztUT+B9M3XsREQldGXAVNksZesolPv/887Rr185vmw0WpqTj1cCvgLpQAxYRSXCrMM/Aw4EtwXb2JLyHDBlC165dG23buXMnlmVrgcgKTJJ9HGCrqaBIOClhItJy2ZZluZwOQkSi5hLMjMQFQO8A24/QeKmwiERWLWbW27XAHDsHrF7donLHc4HrGs4VtJaziIgEdQTTZL0npul60NGzTz75hBMnQq5s+iEwAFPS8ctQDxYRkUbKONW770CwnWtqak6W5wpBNWYl+c3AklAPFgkXJUxEWq7L9u3bAw2aikjb0hF4FFgHjAcCJUpnY2ZLPomWCotE2zrgNmA04e0n8gmQjVlRui6MrysiIsZ2TInTVEzJrnC/7s3AsjC+rohIovMkvK8CXiZ8/UTqgGcxkw//jFZzi8OUMBFphXbt2mU7HYOIRFQOZtB0CtApwPZ1mGbvavws4rxSoBfwS+BQK15nD2bmXB/Av4aXiIiE2xJMjfwfArbqbDXhGKZ8Yi9srlwREZEW2QbcjVnF92ErX2s2ZuXKL7BRqlEkGpQwEWkFy7LUx0SkbeoJ/Ad4E+geYHst8BCmFNA7UYxLRJpXBxRj+puEOlh2HJgK9MDMnDsW9uhERKQpbmA6Znbxbwj9GlyKuX8rwEapGBERCYtlwC3AvcCOEI/9CBiImXz4eZjjEmkVJUxEWielqqrqDKeDEJGw6Qw8j7l5GxxguxszCNuzYb+Qi2mLSFR4yrH0Az6wsf9c4HrgJ5iEqIiIOGM/MBG4BlMvP5g1QAamLGPQZsQiIhJ2buB/MQnvXwNHg+z/FfBj4AZgfmRDE2kZJUxEWud0IMXpIESk1ZIwg6sbgHwgOcA+CzE3dROAXVGLTERa4z3gViAXOBxgey0wEtOn5JMoxiUiIs3bCAzHTGAJNGv5KPAj4EbMPZqIiDjrAKas7dXAggDbLeBPmMTKH9HkQ4lhSpiItJ7KconEtzRMo9EZwIUBtm/DDLZmAGujGJeIhIcF/A3oCszDlO06DLze8G//ci40EREJ4h3gUmAmpj9VHbAUuAx4EQ24iYjEms1AJvAgZqJhPWYFYBZwP6ZfoEhMCzSDVkRCo8bvIvGpK/AsMA5wBdh+BNM49BnUfE6kLdgLDHI6CBERCdlxYLzTQYiISEheaPhPJO5ohYlI6127bdu2S5wOQkRs6wg8CqzHPHwHSpbMBq7CLClWskREREREREREJAEoYSISBu3atRvodAwiYksOpk/BFKBTgO3rMLWyc4DK6IUlIiIiIiIiIiJOU8JEJAwsy1IfE5HY1hP4D/Am0D3A9j3AQ8C1mFrZIiIiIiIiIiKSYNTDRCQ8BluWleRyudxOByIijXQGngR+TODPPDfwEvAIpiGdiIiIiIiIiIgkKK0wEQmPC6qrq693OggROSkJmABsAPIJnCxZCNzQsJ+SJSIiIiIiIiIiCU4JE5HwyXY6ABEBIA1YCcwALgywfRuQC2QCa6MYl4iIiIiIiIiIxDAlTETCRH1MRBzXFfgbsAC4LsD2I8CvgV4N+1nRC01ERERERERERGKdEiYiYeJyuQbs3Lmzk9NxiCSgjsCjwHpgPOAKsM9s4CrgMeBg9EITEREREREREZF4oYSJSPh0OHHiRKrTQYgkmBzgE2AKEChhuR64rWG/yuiFJSIiIiIiIiIi8UYJE5EwUlmutu29995zOgQ5pSfwH+BNoHuA7XuAh4BrgTlRjEtEREREREREROJUstMBiLQxavzeBq1bt46ioiKWLl3qt83lClT9SSKoM/Ak8GMCf4a5gZeAR4Bd0QtLRERERERERETinRImIuF11fbt2y/t2rXrVqcDkdarra3lueee46WXXuLEiRN+26+66irat2/vQGQJKQkYB/wGuKiJfRYB+cDaaAUlIiIiIiIiIiJth0pyiYSfynLFufr6ev7yl7/Qv39//va3vwVMlvTt25fp06c7EF1CSgNWAjMInCzZBuQCGShZIiIiIiIiIiIiLaQVJiJhlpSUlAX8j9NxSMtUVFQwadIk1q9fH3D7xRdfzGOPPcaoUaNUjivyugLPYlaWBPphHwF+BzwDHIxiXCIiIiIiIiIi0gYpYSISZpZlZVmWleRyudxOxyL2bdmyhSlTplBWVhZwe8eOHbn33nt56KGHOPPMM6McXcLpiCmt9UugUxP7zAYeBCqjFJOIiIiIiIiIiLRxSpiIhN/51dXVfYAPnQ5Egjt06BB/+tOf+P3vf8+xY8f8trtcLoYNG0ZhYSGXXHKJAxEmnBzgeaB7E9vXAw8Bc6IWkYiIiIiIiIiIJAQlTEQiIxslTGKa2+3mtdde45lnnmHXrl0B9+nduzdPPfUUN998c5SjS0g9gf8Gbmti+x5gMjAVOB6toEREREREREREJHEoYSISGVnAr5wOQgJbuXIlRUVFrFy5MuD2Ll268Mgjj/Dd736Xdu3aRTm6hNMZeBL4MYE/k9zAS8AjQODMloiIiIiIiIiISBgoYSISGf127tzZ6aKLLlIj6hhSXV3Ns88+y2uvvYZlWX7b27dvz4QJE5g4cSJnnXWWAxEmlCRMM/ffABc1sc8ioABYE62gREREREREREQkcSlhIhIZHdxudzqmMbU47MiRI/zhD39g6tSp1NXVBdwnKyuLyZMn061bt+gGl5hSgd8B1zWxfTvwC+DvgH9mS0REREREREREJAKUMBGJELfbnYUSJo6yLIvZs2fz9NNPs23btoD79OjRgyeffJLMzMwoR5eQugLPYlaWuAJsP4JJpDwDaHWWiIiIiIiIiIhElRImIpGT7XQAiWzt2rUUFhayfPnygNvPPfdcfvrTn/L973+f5GRdCiOsI5AP/BLo1MQ+sxv22RKtoERERERERERERLxplFAkcnpWV1d3u/jiiyudDiSR1NTUUFJSwssvv4zb7fbbnpyczF133cWjjz7K+eef70CECScHeB7o3sT29cBDwJyoRSQiIiIiIiIiIhKAEiYiEWRZ1iBgmtNxJIL6+npmzJjBb37zGw4cOBBwnwEDBjB58mR69eoV5egS0pXAb4Hbmti+B5gMTAWORysoERERERERERGRpihhIhJBlmVloYRJxJWXlzNp0iQqKysDbu/WrRuPP/44OTk50Q0sjpw4cYLS0lIqKipIS0tj9OjRrXm5e4GRQIcA29zAS8AjwK7WnERERERERERERCSclDARiSCXy5VlWVY7l8t1wulY2qJNmzYxadIkFixYEHD7GWecwf3338+DDz5Ihw6Bxu4FYNmyZRQVFfHpp58C8Prrr3PaaacxfPjwlr7kmCb+fRFQAKxp6QuLiIiIiIiIiIhEihImIpHVeceOHTcCHzgdSFty/PhxHn/8cWbOnMmJE/65qKSkpJN9Si688EIHIowPX375JU8//TRvvfWW37b333+/NQkTX9uBXwB/B6xwvahInDgXeMzn354GDjkQSzCZQLbX1xuA/w1yzEAgy+vr9cBfwxuWxLCHgS5eX78KrHQolkjoDXzP6+vdwG+CHHMd8F2vr78C/ivMcUn0+V4fPwP+x6FYgvkZcIHX1/9H8MkqPwe8m/vZOUbahq8D+T7/9jht6549F/CuyTy34b/mfB/o6fV1OTAvvGGJDV2BB33+LVbfnzlAf6+vVwGvBDlmONDP6+uVmHspSQxPAGd5ff1XzLNUW3ErpvKIx1ZMSfbm9AVGeH39JfCHMMdlixImIhFmWVY2SpiE1f79+5kxY0bAbTfccANPPfUUN954Y5Sjih9HjhzhD3/4Ay+88AJHjx4NuE+gRFRLTgX8DngGOBiOFxSJQ+cAj/r8238RmwmT/jSO9d8ET5gM8DlmNkqYJJJ7gWu8vl5H20qY9KTx+3szwRMmvXyO2YgSJm1BPxr/Xv9D7CZM/h9whdfXawie/LgP6OH19Wobx0jb0AX/+5RfEJsD0i31HcxgtkcdwRMmo4ChXl8fQQkTJwR6fz7uRCA2DMRUU/D4O8ETJgNpnLCcgRImieQnwNe8vl5C20qY9KHx3+8HBE+Y+B7zHkqYiLRZ2ZgBY4mgrl27UlhYSE5ODi6Xy+lwYpJlWbz22msUFxdTU1MT6dPNxtz8bYn0iURERERERERERMJBCRORyOtbW1t7znnnnbfP6UDaoo4dO3Lvvffy0EMPceaZZzodTsxauXIlRUVFrFwZlYm/TwC/isaJREREREREREREwkUJE5HISz5y5Eg68C+nA4lXp512mt+/uVwuRowYwS9/+Uu+/vWvOxBVfKipqaGkpISXX34Zt9vttz05OZm77rqLgwcP8sYbb4TrtCvC9UIiIiIiIiIiIiLRooSJSHRkoYRJi11zzTX07NmT9etNOcfrrruOp556iptuusnhyGJXfX09M2bM4De/+Q0HDhwIuE9KSgqTJ0+mZ8+eFBYWRjlCkYRxDP8k4nEnAomQKhp/f5ucCkQkAvbQ+P29zalAxHHVtO1r3ceA92r4WqcCEYmAzTT++61yKhAJ2WHa9mS8rTT+/iodikMkEnbS+P0dV/1ZlDARiQKXy5XtdAzxrH379vzrX/9izpw5nHPOOQwcOJCkpCSnw4pZ5eXlFBUV8cUXXwTc3r17dx577DFycnICbheRsKoGvu10EBH0l4b/RNqi8ob/RKY3/NdW3eF0ACIR9LDTAUiLradt30f/V8N/Im1RacN/cUkJE5Ho+FZNTc03u3Tp8rnTgcSrs846i1GjRjkdRkzbuHEjkyZNYuHChQG3n3nmmfzoRz/iwQcfpEOHDtENTkREREREREREJMYpYSISJSdOnMgCXnQ6Dml79u7dS0lJCX/96185ceKE3/akpCTuvPNOCgsLufDCCx2IUEREREREREREJPYpYSISPUqYSFjV19fzyiuvMGXKFGprA5ea7tOnD0899RR9+vSJcnQiIi1yPnAO0AnYi+khEbgRU2zpDFyIubc+iCnFVh/G12/X8PrnAfuBXcDRML6+r45AV+AEptZ7JM/lKwm4APP9HgC+wtQwF5H4kAx0wVzHkzDX8VpMT69Y1h7zGXQBUIe5/tSE+RwdMde2Tphr2y7ACvM5vJ0PXIT5HdRE+Fy+Tsd8r2cDuzHfb1vq4SYSiy4EzsJcYzzX3kOORmSP59qbxKn76HBeL5IxP5vOmH5du4jsZ9IZwCWY++fqCJ/Ll+eZ4XzMM8NXwJEonr/NUMJEJHoGWpaV7HK5dKMorVZRUcGkSZNYvz5w36yLL76Yxx57jFGjRuFyuaIcnYh4OR/4lc+/PYJ5GGjKGGCg19fvA/8T4nlvAn7o9fVOoDDE17BjGODdEOkj4AWbx54JZAJpwK3AVZgHGV87gMXAW8A/iI1Bt+uA7wCDMD9r33vqemADsBR4BxN7qEmHa4DvAkMazud7Mf8SeBt4veEcrdUd8565C/imz7ZqTC+PF4DlYTiXr5swP8/bgN74f6/bgH8DrwDzI3D+ptwI3Of19S7gl1E8v8SOIcAIr68/AX4X5Jj/D3Od83ge+DTE8/4EuNbr6zcx15NwexozsO4xDft/690wn1lpQB/gW4Bv7Vc3prH8YuBvIbx2JCVjfqeDMdfy7gH22QusBRYAZYTefDoJGAkMx1zfuvhsP4H5WbwFvAyEo3zzYGBCwzk7ef2753NpFvBHzPUsnDoAd2L+VgbT+P0E5j3wIeZaPh1zXY+WBzCfLR6zMb9PiX3fAJ7w+bcf0Xzy7x7MfaXHPODVEM+bgbkf8tgCTAnxNewYi7kX9ngX+KvNY8+h8X10L0yC0tc2YBHm8+M1zHXHabdgro2DgBswg/zejmL611QAcxr+C3Ui0o2Yn+8Q4OoA2zdj7qNnYT6bWutK4P9hnuMu9dm2FfgP5j56bRjO5WsAphfZbZjnKV9bMNfelzDvsWhJA77n9XUl8GwUz98qSpiIRM+527dvv4noXqCkjdmyZQtTpkyhrCzwPX7Hjh358Y9/zAMPPMDpp58e5ehEJIBONB5wBfPg11zCpK/PMWcQesLkcp/X2EhkEia+A8qzCZ4w+TpQghnMOcPGOb6GefgYAzwD/BTnGghe3RDDCPwH9b21xyQ8rgHyMLNrx2EeloL5GlAMfB8z2NaUbzS8dh7mQe9hYKWN1/eVBDyEGTBt6vdxMWYAbjwwAzP4FI5VH70wAxDDg+x3CeZ9dh8mcfMgZuAv0nz/jjajhEmi6kPj98J/CJ4wmYBJmnu8TugJk9uAoV5fbycyCZO7gB5eXy8geFIjB/gFZuAr2OycJMyAdW9MEqgcM7D0RUuCbSUXZgBnEia505xzgdSG/yYBq4F+2Jutm4FJml3fzD7tMAOdt2I+o6cCkzEzoEN1MfAHzCBkIN6fSw9jrqMzW3AeXy7M++cZ/JPt3pKAmxv+exSTQHyS6KxgHEzjyR3VKGESLy7A/z76R0GOycDcr3gcJvSEydU+532PyCRM+vmc5zSCJ0wuB34D3I5ZyRXMJcDdDf9twvzt27kfjYRvY64Vg4PsdxpmstB1mM+MHZiJNctsnOMy4NeY54bmPpsub3jtn2B+Hj8F1tl4fV/tMZ+Fv8B/soDHpZjPvB9gnpN+RnhWovfBfK+DguzXHXPv/gDwBua+Pxqfv75/Rx8QRwmT5h7CRCTM2rVrl+10DBKfDh06RElJCRkZGQGTJS6Xi5ycHBYtWsQjjzyiZImIxLLumMEVO8kSX5diHnqfDGdANo3FDCCOJPjgoK/zaTwY2ZQrMQ/l9xLafXoqZjXLHSHG5cKUCy3B3u/DhUnkzMGUlmmNEZjZxsGSJb6yMA/M/Vt5fhFpnSGYgf6WLGXOwlxPbw22Y5idjlnhMpPgyZJArqfpATFvP8IkhZpLlvjqgElkVGAmFoSiK7CEppMlvs4F/t5wvtZoj1kt8jLNJ0t8dQQew8zuPqeVMYgkmqsx93steeDvgZncVBDWiOy5D3P/FixZEsjXMImQYPpgBuXHEtpn022YFf0Dg+3oIxlz/XsSe58NSUA+JmnRPsRz+ZqAeWYIlizxNRIziTuUz6eEpBUmIlFkWVYWZtaQiC1ut5vXXnuNZ555hl27Aq+c7927N0899RQ333xzlKMTEQmLg8AqYA2mbMBeTKmFCzHLygfRuLSHCzPTdyNmaXk05AO/xf/h6zjmoWMJpj78EczgzzcxA4G9sZ/46N7wOhf4/PsJTDmJpQ3nOKfhdYdj6lR7nI4pKzAGM5Pdjik0Lt3msRbzMLel4etvYhIcnpImAzAlXVoqFzPI5luCYSdmkPFjTN3tjpgZgMNoXC7nPEwZslsxZeBExHnbMKvcPsL8/R7EDCBdjFlVkE7j8YcLMdeqGwh/r5BATsNcN1ICbNvTsO1jTL33JMx15jrMDPBQEhg/xqwU8bUb+BdmldFhzABgJib56/3Zci3ms+CmhmOCORvzGeGbsDiGSUgswvx8z8OsLhnFqZVP/wU8buMcgSRjPieGBNi2GrNK6UvM93ou5j1wG43L1GVgVnpkov4mIi21H1MucA1mJcYezDXlQsz1JIvGJW/bAf8NfIa5RkTDk5h7d1/HMNe7ZZh7wKOYWL+FWb14TQjn6I257viWJTuGub5/gLkWno9JFuTQePLPWZgVnEOwX/71T5hrqq/lmGvbF5hrZQ9MycIrG7YPoXUrlh7CrGD0fS7ZDszFfM7sxUyGuhLzvXb12u9izM+qD6fu9cWHEiYi0XVLbW3tOeedd15LlllLgnn33XcpKirik08+Cbi9S5cuPP7444waNYqkpNYtGLSsaPaAFBHhBKaO8kuYh5i6ZvbtgFnV8ByNZ6L+EbOE3s6AUmukYVZg+D6UzMCUUNnazLFdMQmM/CDnaIeZ7eubLFmKqcW9McAx52AeeO/xeZ2/YGbJbQ9yzn6YkgDe9mBmRgcqXVGEmbH3R8zDbC7N/96acj3mAdM7WbIP+DnmZxqoR83DmMTObzk1o/IMTE+bm1BTeBGnfAX8GZOsXR1k34sxpThyff7teRr3CoiU3+KfLKnFDOT9iabLo7gwA3e5mM+i5lyD+bzw5saUz3kS/2vmJEyJmhk0rjvfHbP6L9BAnK9fcWoQzmMZZvbx5gD7/6whnh9hEkMtncz3JP7JkvcxM9ffb+KYLpjfg/fvOwXz+VLUwjhEElE95h7oZczgfnP9/Tpi/t6f4dRqYhfwv5hrTaQbgo/A/+/bjbnuTsYkSprSDXO9eDDIOU7DrBz0TZa8gymF9WWAYy7ElDH0vs6ehrkeX4f5fGjOUEyJLW87Gv7t3wH2f6Jh228xieOHaFmiOBWT7PZ+LtmFuVd+pYnXLMA8izzLqTzAuZj3TyrhKQ/W5qgkl0h0JdfV1WUG300SWXV1Nfn5+YwaNSpgsqR9+/b84Ac/YPHixYwZM6ZVyZIjR44wdepUXnnlldaELCISis+BnpjB9zcJPuh+DDMgl4aZLeVxFoFXR4TTGZiHCe9JRm7gfszAWXPJEjBJi/8GrsAkiJqSh3+JqYWY1TWBkiVgkgz3Yga+vJ2HGYBsjgvzoOr9AXIYM/jVXJ3vVzAPiJ4ERajlINpjHvC9j6vGJD3+QtMP/Ccwg4e3+exzFcFrmYtIZEzDlEh5guDJEjB/69/Hvw/QdzA9mSJpGP7Xii8xiePf0/xgkYUpe3I/ZhVHcwnav+B/XXwQU36qqc+6DzFJA9+b/u8QvMTWjQ1xeXsXM6M8ULIEzMqf+zn12dGSsj4D8F+Z8ipm4K2pZAmY2d3fw38FzqM0nv0sIk1bg1mxMAEzcai5ZAmYhMh/A9k0vn51wfQ1iaTzMT1ZvAf3jzWc9wGaT5aAaRI+BXPtbW7Vx0TMahpv/8LcswZKloBJMozBrHj2dgnB+2x0wCRbvO3B3LcHSpaA+SyZhrm212Puwe2U8fJ2Jua5xHvS0WbMSpGXaDoBcwyTZPkO5jnG41YaN2UXL0qYiERfltMBSGw6fPgwzz33HP3796e0tDTgqo/bb7+dxYsX8/TTT3PWWWcFeBV7LMvijTfeICUlheLiYg4dOtRoe2teW0QkiGpM08lQrcF/gOb7rY6meffgX4rlV5hkQyjqMd93IC78V6DUAqOxt4LjUcxKFG8jMbPympKO/4NlIWZQMJh3G/ZtidE0ngl9AhNrU0khX4vwL+mQj1bNizhhBS1b3fUrTAkWj2QaN2iOhCd8vj6KKVGyIcTXqabp5Mot+PdkeRn/QbVAajGznH0HPh8KctwDNB7TOQJ8F3u/l8cwv8OWeMLnvKsxg7fBBm7BDBo+TOMkWweCzyAXEeMLmk4CNGcp5vrr7futjqZ5D2BWMnh7DDN5JhRHabp0YwdMKURv24BxBF/BYWGS6R/7/Pt4TpUuDGQ4/on+h/BPfAcyB7NqviXupXFyuQ4zIWCbzePfxJTy8vZTWtaLrM1TwkQk+m5zOgCJLZZl8dprrzFgwAB++9vfUlfnPz7Wq1cvXn31VaZPn85ll9npd9a0NWvWMHLkSH784x9TVVXlt/2iiy7i7rsjPdlERKRFZtB4IOhKmn+gaQ0X8IjPv20AngrzeTLwL6fyNKbUjR2ewSdv7TDNNZviuzJnK2aWtV2/p2UP674/z79jakqH4vc0LsN2GWa2s4jEBwuzYsxb3wiebwD+iYwpmF5N4eS7guUYptSgXevxT8anYRo8B3IWZna0txcwg6l2uDEJ91BdjX/T5p9hBjTtqgeKff5Ns5xFIu/PmMkqHt/GlKGKhNPwT4S+jylJFU4jMD2hvD2BWU1nx3H8r9UdaT6Z5Hsf/RHmntauZwle8stXEv5J9KmYz45Q/JrGZdh6E1qvmIShhIlI9HWvqam53OkgJDasWrWK4cOH8+CDD7Jjxw6/7Z07d+bZZ5/lnXfeYcCA1o0H7dwhTrfcAAAgAElEQVS5k4cffpihQ4eyfPlyv+3Jycncc889LFy4kG7durXqXCIiEXKExrPAXJiHvUjoReNG42AGo8Jd59e3VOcxQnvoAtNc0rckTnMlQAf5fP0yoX1f9Zha0aH4BqZkgLdpIb4GwCFMCQpvSpiIxBffG9GbI3gu3z4bR7G36iNUvtfctwH/mUnN+4uN1/XoR+MG6gB/C/F8C7CfYPEYQePZyFuw3yDZ22war6K8FJMAF5HI2YUpc+VxGv4rjsPlZvx78z2PSZqHk+81ch+mr1Yo3sF/ItDAJvbtgElme/s7oX1fh4DSEPYH01flmz7/1pL76K8wK7a96T46ACVMRBzgdruznY5BnFVTU8PEiRPJyclhxQr/1fD/P3t3Hh9Vfe9//DVZ2DfZQdCooKCiCBZFgYoaukHvFVHRWkRprSgISiXhmpkkMyBBCIqAWBQvqdZiJbf+hPZeGxUti7iAC1RUQKLsIPuSQMLM748vqeHMSTKTM5PJhPfz8ciDx5zvmfP5JiTfOef7+S5JSUncfffdLF++nHvuuYfExESbq4SmpKSEF154gf79+/Pqq6/i9/uDzunXrx9vvvkmU6ZMoUUL66xZEZEa1QyzEfCFFXxZN6fsEKV6DLA5Fu7DTSisI6vfp3ob2b9heX0V9mvTpwBtLcesCYhQ/G+Y51s3Wz6M+V6rwzor5UfVvI6IREcScA6mvbFrx5tYzm9N9JbWs3Zs/ZOq180PV0eCl2dZUo3rrMfs81VeRbNvrEmmbQQvK1MVP2Z5mHBY2/I3qV4HaDFmVHZ5astFnGuBWbapovto68yLmrqPLsHsKxJp1jbybcLfyN6PSeKWdw32S1X1IPj+Ohb30YWEP7ukjO6jQ6D1fkViIBAIpALzYl0PqXklJSXk5eUxffp0jhw5YntOv3798Hq9dOvWzXG8goICMjMzKSwstC1PSUlh0qRJDBkyxHEsEZFqqIfZhPI/MB38l2KmwYfjnEhX6rTelteFQPBUQOesI/s+qeZ11lpe1wO6ETzz5Aqb91ZnaZrPMZ1koa57fI3l9WageTXiQvDDvjUBJCI1qx1mj6KbMG3aBYQ3ONOF6eQLdSnCcFhntlW2KXl12bWr1W3LP+HMUcQVjf62xvysmvHCfZ91ebPvqP7n8AHL63bVvI7I2aoBZhbdLzFtwmWEv5F4Td1Hf0719r2qTALByxZG6j66JWYD+K2W49a29wTVS1yE2/ba3UdX9//O2hGltteGEiYisXFTIBBIdrlckV7WQ2qxgoICPB4P335rP/P9ggsuID09PSLJi82bN5OZmck779jPkG/UqBGjR49mzJgx1K8frWVLRUQqlIBZG/gJnN+kN3VcG3vWZQSqs1F9VVwEP+xYRxeHyu59LW2OWfd8OUz46yiXf1+oe8hY/5+vqmZcO9Hax0ZEKtcK046Pwuyd5ERTIp8waULwSOCNEY4B9p1WW6p5LWtbXlH7Zm3fw11aq0xhGOfWJ3gD5ycI3ki6uuw+s0QkWBIwGsjGecIjnu+jmxLcrx2pthdMm2RNmFjb5B1Ub7nebwlv4JH1PvomIncfrbbXhhImIrHRbMeOHX2AlbGuiETfpk2byMzMZNmyZbbljRs35oEHHmDs2LHUqxfugJAzHTp0iBkzZpCXl0dpaWlQucvl4tZbbyUjI4O2bTUgV0RiIhmzZ8awCF0vWkvMWh8erCNhI6EJwffjh6t5rUM2x+weoq2zOqobr+y9oSYrovkwZl3eR0SirxvwFmbpl0iIRltu1+4cjEIca1sbIHJteUVr5VqPVzdeOO+Ldqea2nKRqjUCXgdSI3S9eL6PtrvPtbsfDkVN30f7MTOmQ01Y6T66hilhIhI7qShhUqcdPHiQ3NzcCpMXCQkJDB06FLfbTZs2bRzFKi0tZdGiRUybNo19++yXvu/Zsyc+n4/eva2zY0VEatSzBCdLTgHvAiswo3+/w0zbP4bZBL2856l8Q/NIsU6/s9YjGjGcxLF7n931rceczHYNp656GBOpO87BbPRtXft+H2ZPi48wo3x3AaUEd5Q1J3j5k2iw28fpRBTiWEc8nTr9VR3W+tXHjEC27hNijVndtlztuEh8eZngZEkJZu+OlZilmrZi9vE4SnDbsBgzyzfadB9dvZgVUftbw5QwEYmRhISEQUBWrOshkVeWvMjJyWH/fvtZkr169SI7OzsiyYsVK1aQmZnJhg0bbMvbt2/PpEmTGDZsGC5XqDM+RUSioi9m6Zby3gZ+S+hT6P0RrVHF7Dr4Is1uNFt1l0ZoZnPMbiS1NaaTBzC7mBWxxv0bkOkgdnla4lSkZnk5M1lyCvP3PJPQNtuN1ibDVnYjmmuiLU/C7McV7sbDENyuHsR+U3VrzOp+doTzPrvPlIeI3L4w0dgnTKQu+Tlwi+XY/wMexCwNVZvUxH20XZtU0/fRTpY0C+e91rh/Ap5yELu86nxW1XlKmIjESCAQ6LN169aWnTt3jtS6g1ILrFixAo/Hw5df2u/71aFDB9LT0yOSvCgsLGTq1KksWbLEtrxBgwaMGjWK8ePH07hxY0exRCSmqtNYNIp4LSJjFGd+P+uAXxDeiN+aWmfX+vkcjXUMSzCj/8onLaxrPofKbqqiXWeh9eGvBeaZIHgqZOUSCG/dbOveBI2ANWHGFDnb1MYbuPrACMuxLGBKGNeI1ibDVgcIXiM+Gpvb2rW1bTCzJcNlbcsrWsbG2nlW3b2cwvnM2Y8ZtFB+CZ9i1JZL7VaX7qN/a3m9AhhKeIOJauo+2rrsRTTuo+0SGjV9H13dtrcZwTMFK2O9j66P2t6oUsJEJHYSExMTBwL5sa6IOLdlyxZycnIqTF40bNiQ++67LyLJi+PHjzNv3jxmz57NyZP2szhTU1OZPHkynTt3dhRLRGKi2PK6YTWu4Wydv+j5qeX1TMJLliQAF0auOpXabHl9BebBJtJLCmwFulviVIfd++w666wbAycDFwNfhBmvC/bL3VTEWpdLMf+fNTVjSKSmWUdsVqctr27HTzRdx5kjcYuAWWFeo2vkqlOpUkybl1LuWDTWprVuCgzQg+olTKxteUXXsLbll1UjFsDlYZx7CjOKvVM13y9SE+rqfXQCwUtxPUl491GNgI4Rq1HlrJuoR6PtPQHs4cxkTKTuo08B223Os7a9rTGJ+N1hxgu37bR+FqjtjbJobe4jIqGJ1EZdEiPHjh0jNzeXgQMHVpgsSU1N5b333uPxxx93lCwJBAK89tprXHfddeTm5tomS3r06MFf//pX8vLylCwRiV/WzQOrMxKsVyQqEmFJBC/D8lGY17icijfAjbTlltcNgGujEGe15XVfqjca8nrL663YP+h9SvASVtX5vsJ9z7uW1+2IzsOzSG1hbcvDHYXaGLgkQnWJpPMsr78EjoR5DWt7FU3/tLz+MZHvB/mc4ATZddW4TmOgp+VYRctdfWh5fRnVW2LxmjDPf9fy+ufViCkSTdbZV9W5j66JPT7C1ZrgWYfh3kf3wQyUqQnW++i2VD+xWxnrfXR12l4I/lxah9lL0cruZx5uO1qd97xred2NmhtEdlZSwkQktn4S6wpI9fj9/pCSF6+//jp5eXl06tTJ5iqh++STT/jlL3/JuHHj2LNnT1D5Oeecg9fr5e9//zvXXFOdz2sRqUWsf+ThPlw0pGY2RQ9XC4LvPY+GeY1fR6guoVhF8OyX30UhzvuW1+cRfmdiE+A/qrhumSJM0qS828OMBzA8zPNXEPzztC4tIVKX7LW8vjTM9w+i5jq2wmHtfLTrUKpMMnBXhOoSinctr1MwP9tIKgE+thwbTvjJ76EELwW0qoJzrZ2E9Qn+HKhKO2BgmO952/L6EmBAmNcQiSZr2xvufXRLqt/pHk12SxmGex9tXU4xmt4jeP+lmriP7smZM7dD0R64qYrrltlN8OyZmriPXkbwz1P30VGkhIlIbKVs27bt4lhXQsKzdu3afycv9u613o9Bu3btePLJJ/n73/9Onz59HMXatWsXDz/8MIMHD2bNmuAlKpOTkxk1ahTvv/8+v/nNb0hMTKx2rFOnTvHdd99RWhruMvYiEmHWzuw2hDdj5D5q5zIudiOQzw/j/R2A30SoLqE4BrxiOXYbkZ8V8VeCl49IC/MaDxM8svhPlZxv/b5uJrwlDK4g/A7H4zZ1Gkn4D7Ui8cLaloczUMoFPBbBukSSdeaMdcZJVUYC50amKiFZTPCeVD4in4yytqsXEl4nWhIw0XJsL1BQwflfAmstxx4hvD6e8YS/THs+wT/PJ4DqP4SIRJa17e1GePebY6jeMl7RZm17IbzvqwtwZ4TqEoqdgHUJjlFEfknGVzHLZ5UX7n30YwS3heHcR9/KmUs/VmUAZrZPOHYBb1iOjQG0rEiUKGEiEmMulyvSI5wkSnbu3MnDDz/MkCFDWLvW+nzyQ/Lin//8J3fffbej5EVxcTFz586lf//+LF68mEDAOpgA+vfvT0FBAT6fj2bNmtlcJXRLliyhb9++XHvttQwYMICdO3c6up6IOLKe4BG740J8b1dgamSrEzEnMGuflxfq6KpEYAE1txxXmemcuTZ0MvASkU1IfQ8sshwbTOgdbZcC/2U5tgX4WyXveYkzkzSJwBxC60BMPn1udT7knuDMzeWTgddxtgFpKOuMZ2BGf5f/Cne0v0i4rEspXUboy/FOwCzPVxsVWl6fR+ijsbsAMyJam6odAZ61HLsamBbhOC8TvBTQdELf6DiN4DXpnyc4oV7efMvr3sADIca7HJMwCdcR4CnLsesx36sTobTlqzizHddeoGJnDWfea7gI/T66F8H3VLXFXoKfD0K9j64P5BHe3nORYG1nG2ESEU0jGGML8HfLsRGYwUChuAYYazn2CbCykvcs4MzngwaYvbxC6WNvBDwTYt2sfJw5y6QJ5j7aySa5obS90wm+j67JgQ8xoYSJSIwlJCRoH5NarqioiLlz5zJgwIAKkxdl+5T4fD6aNnX2+V9QUMCPf/xjpkyZwrFjwascXHTRRbz00ku8+uqrXHyxswlK69evZ+jQofzud79j27ZtABQWFvLHP/7R0XVFxJETwGuWY7+m6mn0V2OWHonkQ0ikvWV5/RuCN4K3agz8BfhZVGpUuQ0EP9R0x6zLHOoSDw0xI8CGVnLOFIIfgvOAIVVc+zLgHwQ/KLkJHm1X3j4g13KsP7AQ81BdkQan69W/inpVZDPBD88XY9bivzrMa/UC/hvzUFuV8zEdieW/nDxcioTiDYJHBD9P5SOCEzAd509Gq1IRsBIzY6y8+VSd+OyJWaLF2Sif6pmBaX/KewRT71D3/bgQeI6KP2OPYpLC5XUG/o+qN1kei+kIK28P8HQV78sDvrIcmwUMq+J9lwD/S/U7T58GvrAcewTTEdo8jOs0wAwO+BCYFML5vTizHY/GfggS//Zhfr/LGwv8sor33YC5p6rsPiiWSgleYnACVSesWwBLQzgvGlZhBumU9yPM93FRiNdoipkBUtlA40zO3J/PBfwPZs+qyvTBDDAqP2AoQNVJs0KCE9a/BGZT+ay9JphnvCuruH5F1gB/sBzrhVmiMZyBQC7MoIxFmKW+qnIRwffRtfXvJGKUMBGJsUAgMDAQCNTG9YnPeoFAgCVLllSavOjSpQsvv/wyeXl5pKSkOIq3bt06brnlFu655x62bt0aVN68eXMef/xx3nnnHW66ybrEZngOHDiA2+3mZz/7GatXW5dANuUiElNzOLPD24XpzH4Z80B3DubmviPmBv1lzGjmjpgRT9YZC7XFHM4cGZWMma4/k+DNjc8FHsIsO1KWbPge87BQkyYSPFK8G/AZ5v/kFwR3EJ0H3IIZgbYd8wBVWYfZJuD3lmMNgP+H6YD6MVDv9PFEoAeQg/lZWEd4/YXKlxEoM5ngjra7MEu83MmZ6+g3Pn1sDT8s57AV+DaEOFYegkcCXoTpMFtyug7WJX6SMJ2Vt2I6kjeerstIfvi5iNQ2xzAJkvLOx/yNpWOSrw0xf1/dMDMD1mL+tl2YNdKDb9Jirxh4wXLsMswyOPdy5kxAF6ZDag5mo9yydvDNKNfR6hCmY95uH6WNwOOYTZ7LtyfJmCTPA5h9O77GrL9fWR/KDII3Or4K+BcmIdCl3PFGmM+P/8Mk5q37nfyW4L0YrIpP16n852oSpkPuJeBay/kpQBbm96xsg8UVVcSwcxT4T+Cg5fhdmM+FGZj9AKzJpcaYjrbfYj6ndmOW0/lRNeogUplZltdJmA70P2BmRDXD/L13wtxb5APvAK0wHe/WgUu1xWzL64aYek8GLrCUpQCPYtqustkWWwlOdkbbaJuYvU4fm4eZeWlNXJctafgS5j76Scz/TUU+AbItx5pifjbPY9rCsj63pNPxn8EMALBe9zlMu1yV9NN1K+9BzOf2LZyZkG6GuWf9HPj56WMbCF7eMBTjCJ79cvnpa/8FkzC3PnMkY1YhuB0zQ3ALJpl1B1pOsULhrlcpIpHXdOfOnX2Bf8a6IvKDzz//HI/Hw4cffmhb3rx5cyZMmMDIkSNJSnLWlB44cICZM2eycOFCTp0KHhCckJDA0KFDyczMpFWryu4TqlZSUsKCBQt4+umnOXzYbhlUEakl1mAe9h4td8wF/Or0V2UyMR3w4W4mWBM+wozIKr/pYxJmZOojmKU+9mKWMLE+PJVgvnfrtPloK8HM9HidM0fnJQL3nP4Cs5l6MeahqDoPH3/AJA7KJ05cmA6osg2SD2AeACv64HmX0DeALMZsEPweZuPfMpdi1mYOYDqzOF1evjPvJHA3MDfEWOX5Mb+beZgHyjIuzFJkg8uddwjzkBfqCHCR2iYTk/At35HVErN0YmXLJx7B/H3mRK9qjkzG1K/8bJnOwIuYZMpeTNvZluCk5npMB5p109xoW4sZYPAaZ85yaY/5fiaffn0I0x5VZyaMH9Mh9X+cOYK4BWb2yROY9rOIimdiBDCfA9a16ivyHqYDzTob8u7TXycwbXlLgtvSzzCJHGuSJxQbMSO+/4cfki9gvq8Jp7/gh8/GxijBLTXnbcx9xj3ljiUC95/+qsy40+feFp2qOfImZl+m8rPI6mOSvo9j2q/9mPu2Rpb3Hse0TzOjX80zHMPMJl/Kmfvl1cMkpMuWETyOaa+aU73B/TmYz9pR5Y4lYGaz/wbTth6k8vv0N/ih7arKIczn4FucOVCgN6Zd9GPa3kSCl2Y8hnmmsQ4gCsXJ03EXceayY2W/s2W/t6WYe4l6aFZ1tWiGiUjtoGW5aondu3czceJEfvGLX9gmS5KSkrj77rtZsWIFv/nNbxwlS0pKSnjhhRfo27cvCxYssE2WXH/99RQUFPDMM884TpYsX76cQYMG4fV6lSwRiQ9phDZToEwA0xkzJTrViZixmAcJO00xo8qsnTqHMZ3r/4hivSqzFzNa9kXOXLO4vIaYmT/VHakVwCw58CgVr1l/DvbJkgBmFN5Psd8UtCJfYR62ttiUuTAdie05M1lyDPMw5mSgxxHMiM5JBC9FViYB8/1WlSwpdFAPkWg7hulULgzjPd9jZh6sj0aFImQvJpEcPCXa/O22w3SiWzvIP8A891hnJtSUfwD9qPxn2xxny4btwswKtC4JVKYeFSdLDmGSHOF2aM4GHsZ0pFnVx8zas7aln2CWuqyoDQ7FR5jOwco6/co+GytLlpwCtjmoh4id0QRvOl6ZU5j7sHnRqU7E3EPwErdlmmOSBtZkyfeYmQ2xmrW4FdP2/oUzZ8SV1wjTVlS3n/oUZtBQNmcuz1XGRcX36X7MTMhbMUneUK3B3Htb92gE8310IDhZchAzOCiUJWUrsu903CcInjlZJgnz/VaVLCl0UI86TQkTkdpBG7/HWFnyYsCAAbz88su2yYt+/frx5ptv8uSTT0YkeZGamorH47FNXpx77rnMmjWL1157je7duzuKtXHjRn71q19xxx138NVX1tVXoHHjxlx0UahLiIpIDSrF7FvyW2BnFed+CvwEM7qsogeR2qIEMzJuNPadbeWdxCSNelD5JuY1oRgzau0qTMInlAeqUkxi4T5MsiUUT2GWJ/sjwfsEWJ3CrD3cD/O7UtFDU2XWY36+MzGJjIr4MR0PVxH6yOfKBPhhNGAOVf+Ol/cFZg39azHL/YjUZpswm8o+x5kbEVuVYpZXvILqjfivaeswy5o8T9Vtz07M8ob9MQmFWFqHmf0xAjPDIhT7MUnp/gRv7G7nEKZz8ueY5Qar+lw+hOms64qZ4VcdszHJi3eqiHcIs1/KdYTX7lZkDybB1xfz2RBqZ2MxZhbABMzspJoe9S51XxFmht94TAdzZd4HBmCWk6vtjmM6y3/PDzOBK1KEaaMvx8xGi6UjmCWg+mKSrHYJXquTmOTQr6h4sFV5Acyyg5djZhNWNACpTOnpulyNGdBV2Wd0RT7ALEv5HJW3f6cwCaMrCN6LpjpOYZ77LsKsSrAnxPcFMJ990zH39LHYIzIuuD7++OOQH6pdLteTvXv3TotmheSstBRzk3WGBx98kIyMjBhUJyZO+f3+dp06darqg7wm/YbgdZdJSUlh1apVMahO9BQUFJCZmUlhYaFteUpKCpMmTWLIkKr23q3a5s2bycrK4u2337Ytb9SoEaNHj2bMmDHUr+9sH63Dhw8ze/Zs5s+fT0lJ8CALl8vF4MGD8Xg8PPfccyxYsODfZSNGjCAnp/JVIFJSUjh50vY+56fU/NrUIrXVhQRvNNuK8NesTcJ0bgzAjNxthuno2IZZx9bJKKVYSsY8OPXHjMJqhnmo3Y5ZruVdqre+b01oiPn/6IkZPdYGkww6ilnD/QvMA3gonWsVaYAZqdz79PVbYWaQ7MUsh/ImVXcChKMhpoOvB2ZvFD9m1FwhphOuqgSXU90xP9OOmO/1HMzP8/Dp2F9iOjsj0ckXijs5s/NyI2aTejn7eDhzffS/Y/P8EoJWmBkWPTCzt/yYdnwzZvZDqB0etU0bzP5avTDtYQLm+9qDWQrrA6rXEVUTOmL+T1KA1pilq45iPns2YzqW1nLmvmLh6oC5Pz4f87NqimnHd2MSKiuI7M/nPMwI5hTM/8dBzP/Hl5i2vKpkvBP1MZ/rV2N+nq0xs0uOYH6m32DW7v+M8EZyO/E3ftg3AMxSed4aii3O/AjzN1ImQPUGftfHDC65HvM30RRzr7kVM7DlX86qGTMNMN/TdZh2pgmmbdmOab+WEd7M45rUGBiI+Txsc/qrGDPrbQs/3EcfdRjjRkySvKx9P4iZcbMB87nr5D7dqimm7e2GSQSfwNxHf4NJEEdzwIALkygqe1ZshVkq7Cjme/4OM7P8M6reHytSxnDmvjurMZ8PMbFmzZppgUBgYqjnaw8TkdohMTEx8SZMxllqyKZNm8jKyuKdd96xLS9LXowdO5Z69ZwtuXvo0CHmzJlTafLi1ltvJSMjg7ZtrbM2w+P3+8nPz8fn8/H999/bnnPllVfi8/m4+uqrHcUSkSq1tDlWnRv/spkKdW2/qxLi9/sqwiQsopkgLq6BGOUVYTY+za+heFYbTn/VFta/XycP7RLfrFOLq/u7sA+z7vgiZ9WpdfZiRvPW1o2SK7MDs9dBNO0E/jvKMcr7Dni2BuOVdwIz2OHdGMW3Y/37rWw2pdQukfocPoHpsLYftRi/ymZqxeP3dQwzeHpplGMsIbyl2Zw4Avy5hmJZBTCDitbFKL6dSN07xYQSJiK1RCAQSEUJkxpx8OBBcnNzycvLo7Q0eDBXNJIXXq+XffvsBwH37NkTn89H7969HcUCWLVqFR6Phy+++MK2vF27dkyYMIG77rqLhAStyihSA6wPesWENgVdRGLP+vdbW0dpSvTpd0EkfunvN37p/04kfsX1368SJiK1x09jXYG6rrS0lEWLFjFt2rQKkxdXXXUVXq83IsmLFStWkJmZyYYN9oNl27dvz6RJkxg2bBgul8v2nFDt2LGDnJwcFi9ebFuenJzMiBEjSEtLo0mTqvbPFZEIOt/y+uuY1EJEqkN/v1LmPMtr/S6IxIdkzLJr5envN37oc1gkfsX1368SJiK1R6cdO3Z069ix45exrkhdVJPJi8LCQqZOncqSJfYzPxs0aMCoUaMYN26c4+RFUVERzz77LHPmzOHECfv9NlNTU/F6vZx/vvXzSkRqwC2W1/G614jI2aYBwRth6u/37NQRuNZyTL8LIvFhEGYfgzKnqF1L1kjldB8tEp9aYPaoKS+u/n6VMBGpXQZhNuOTCKkqedGwYUPuu+8+xo8fT+PGjW3PCdXx48eZN29elckLn8/HeedZByqGJxAIsHTpUrxeL9u3b7c9p2vXrmRnZ3PDDTc4iiUi1dIaSCO4wzVWe0OISOi6ADM5c1TyKeD12FRHYqg3Zi+I8pvZfQ+8F5vqiEiIkoBUYL7l+FuYDZCldusAZAF9LMd1Hy1S+12G2ey9Wbljx4H/jU11qkcJE5Fa5PQ+Js/Euh51QVnyYvbs2Zw8ab9dQGpqKpMnT6Zz586OYgUCARYvXsyUKVPYs2eP7TmXX345Xq+Xa6+1DlAM32effYbb7ebjjz+2LW/RogWPPvoo9957L4mJiY7jiUjIbgWexHSsnQtYp6ttAP6vpislIiHxAr8CmgB2G5gtwmzcLHXfH4HrMWtvt7ApnwOU1GiNRCRU64BGmA73hjblT9dsdSQMo4D/wszwtC6jBrAaeL9GayQioZoN/BxoTvBm7wAvAEdqtEYOKWEiUou4XK6BGzdurN+1a1f76QlSpbJN1itLXvTo0QOv18s111zjON6nn36K2+1mzZo1tuXnnHMOjzzySESSF7t37yY3N5dXXnkFv98fVJ6cnMwdd9xBeno6LVta99cSkRrQFLiwgrKjwL2ok02ktmpNxX+/W4BHa7AuElsdqPh34QMgpwbrIiLhScEkvu08hwau1GYtqLjt3Q/8BjeFmcoAACAASURBVAjUXHVEJAxtqfjv919ARg3WJSKUMBGpXRo3adKkL/BurCsSjz755BM8Hk+FyYuWLVsyfvz4iCQvdu3axRNPPEF+fj6BQPB9W9km64899hjNmjWzuULoSkpKyMvL48knn+To0aO25/Tv3x+v18sll1ziKJaIRMVa4H7AvnESkdoqACwBfgfYj8KQs0UpkAeMAzSwSSS+HAGmomRnvFoJ/BYzU1tE4ocf+AvwIHE2uwSUMBGpdU4vy/VurOsRT0JNXkycOJGmTZs6ilVcXMyCBQuYNWtWpckLn8/HxRdf7CgWwNKlS/H5fGzdutW2/KKLLiIrK4ubbrrJcSwRcWwHZm3sIsxIuM3AO8AqNCJOpLb7EvP3exTYh1nWpQD4IpaVkphYe/rfQ8BezCalbwLfxqxGIhKqZUB9zH3YbswyTm8CB2JZKQnJt5jP4eOYz+GvMffRH8ayUiISknWYpUwPY/Z6+xzT9m6KZaWcUMJEpPYZBDwe60rEg6KiIl588UWefvppjh07ZntO//79mTx5Ml27dnUcr6CggIyMjAqTFxdeeCFZWVncfPPNjmN98cUXeDweVq1aZVverFmzf+9Tkpyc7CjW/v37+eIL9QeJRMA/Tn+JSPx5Bu0jJ0ZarCsgItX2y1hXQKpt8ekvEYk/k09/1RlKmIjUPr127tzZpkOHDntjXZHarKrkRSRnXqxfvx6Px8Pq1atty5s3b86YMWO4//77HScv9u3bx7Rp0/jzn//MqVOngsoTExO56667mDhxIq1a2e2lFbqypb5yc3M5dOjQGWUJCQmOri0iIiIiIiIiIhJvlDARqX0S/H7/TcCiWFekNlq3bh0ej4cPPvjAtrx58+ZMmDCBkSNHkpTkrIk7cOAAM2fOZOHChbbJi4SEBIYOHYrH46F169aOYpWUlPDf//3fzJw5k8OHD9uec9111+H1ern00ksdxQJ49913yczMZOPGjbblV155peMYIiIiIiIiIiIi8UQJE5FaKCEhIRUlTM6wf/9+nnrqqQqTF0lJSQwfPpy0tLSIzbyYMWNGhcmL66+/Hq/XS/fu3R3FAnj77bfJyspi8+bNtuWdO3fG7XYzePBgx7G++eYbsrOzKSgosC1v2LAhjzzyCLfffrvjWCIiIiIiIiIiIvFECRORWigQCPwk1nWoLcqSF9OnT+fIkSO25/Tr14/s7OyIJC+WL1+O2+3m66+/ti3v2LEjaWlp3HbbbY5jhZK8ePDBBxkzZgz169d3FOvYsWM899xzzJ49m5MnT9qek5qaypQpU+jUqZOjWCIiIiIiIiIiIvFICROR2uncnTt3XtqhQ4ezeifu5cuXk5GRUeGyUSkpKUyaNIkhQ4Y4jrV582aysrJ4++23bcsbNWrE6NGjI5K8OHz4MLNnz+b555+3TV64XC4GDx6M2+12nLzw+/3k5+czefJk9u613xanR48e+Hw++vTp4yiWiIiIiIiIiIhIPFPCRKSWCgQCg4CzMmFSk8mLQ4cOMWfOHObPn09JSUlQeVnywuPxcO655zqKFUry4oorrsDn8/GjH/3IUSyAtWvX4vF4WLt2rW15u3btmDBhAnfeeSeJiYmO44mIiIiIiIiIiMQzJUxEaq9BwNOxrkRNOnToEDNmzCAvL4/S0tKgcpfLxa233kpGRgZt27Z1FKsseeHz+fj+++9tz+nZsyder5err77aUSyAVatW4fF4+OIL+xxYWfLirrvuIiEhwVGsnTt3MnXqVPLz8wkEAkHlycnJjBgxgokTJ9K0aVNHsUREREREREREROoKJUxEaq8fb9y4sX7Xrl1PxLoi0VZaWsqiRYuYNm0a+/btsz3nqquuwuv10rt3b8fxVq5cicfjYcOGDbbl8Zq8KCoq4sUXX+Tpp5/m2LFjtuekpqaSnZ1NSkqKo1giIiIiIiIiIiJ1jRImIrVXo4YNG/YD7NelqiNWrFhBZmZmhcmL9u3bM2nSJIYNG4bL5XIUa8eOHeTk5LB48WLb8gYNGjBq1CjGjRtHkyZNHMUqKiri2WefZc6cOZw4YZ/zSk1Nxev1cv755zuKFQgEWLp0KT6fj23bttme06VLF7KysrjxxhsdxRIREREREREREamrlDARqcUSExNTqaMJk8LCQqZOncqSJUtsy8uSF+PHj6dx48aOYh0/fpx58+ZVmbzw+Xycd955jmKVJS+8Xi/bt2+3Padr165kZWUxcOBAR7EAPv/8czweDx9++KFtefPmzZkwYQIjR44kKUlNvoiIiIiIiIiISEXUeyZSi53e+D091vWIpFCTF5MnT6Zz586OYpUlL7Kzs9mxY4ftOZdffjler5drr73WUSyAzz77DI/Hw0cffWRb3qJFCx599FHuvfdex5us7969m9zcXP785z9z6tSpoPKkpCSGDx9OWloarVq1chRLRERERERERETkbKCEiUjt1nPPnj3t27ZtuyvWFYmUwYMH8+WXX9qWXXHFFXi9Xvr06eM4zscff4zH4+HTTz+1LW/dujVpaWnceeedjvcpKUtevPLKK/j9/qDysuRFeno6LVu2dBSrpKSEvLw8pk+fzpEjR2zP6devH9nZ2XTv3t1RLBERERERERERkbOJEiYitZurtLT0JuBPsa5IpBw+fDjoWJs2bUhPT+eOO+6IyCbrkydP5vXXX69wk/X77ruPRx55hGbNmjmKFWrywuv10q1bN0exAAoKCsjMzKSwsNC2PCUlhUmTJjFkyBDHsURERERERERERM42SpiI1H6p1KGEidWdd95JVlYWTZs2dXSd4uJi5s2bx9y5czl+/LjtOTfffDNZWVlceOGFjmKBSV54PB6+/fZb2/ILLriA9PT0iCQvNm3aRFZWFu+8845teaNGjRg9ejRjx46lXr16juOJiIiIiIiIiIicjZQwEan9fhIIBFwulyt4ukQdMGTIEMfJkjfeeIPJkyezbds22/IuXbqQnZ0dkU3WN27cSFZWFsuWLbMtb9y4MQ888EBEkhcHDx4kNzeXvLw8SktLg8pdLhe33norGRkZtG3b1lGs0tJSXn31VVauXMmAAQMYPny4o+uJiIiIiIiIiIjEGyVMRGq/9rt3774cWBfritQ269evx+PxsHr1atvyZs2aMXbsWO6//36Sk5MdxSpLXixcuNB2k/WEhASGDh2K2+2mTZs2jmKVlpayaNEipk2bxr59+2zPueqqq/B6vfTu3dtRLIDly5eTmZn5771lXn/9dRo2bMh//Md/OL62iIiIiIiIiIhIvFDCRCQOBAKBQShh8m8HDhxg5syZVSYvPB4PrVu3dhSrLHmRk5PD/v37bc/p1asXXq+XXr16OYoFsGLFCjIzM9mwYYNtefv27Zk0aRLDhg3D5XI5ilVYWEh2djZvvvlmUNkHH3yghImIiIiIiIiIiJxVlDARiQOBQCAVyI11PWKtbJP1GTNm2G4eD3Ddddfh9Xq59NJLHcezzryw6tChA+np6RFLXkydOpUlS5bYljds2JD77ruP8ePH07hxY0exjh8/zrx585gzZw4nTpywPcfv9zuKISIiIiIiIiIiEm+UMBGJDz/eunVrw86dOxfFuiKxsnz5cjweD1999ZVteceOHUlLS+O2225zHGvLli3k5ORUmrx48MEHeeihh2jQoIGjWGXJi9mzZ3Py5Enbc1JTU5k8eTKdO3d2FMvv9/Paa68xdepU9uzZ4+haIiIiIiIiIiIidY0SJiLxoUFCQkI/oCDWFalp33zzDVlZWbz11lu25WXJizFjxlC/fn1HsY4dO8Zzzz1XYfLC5XIxePBg3G43nTp1chTL7/eTn5/PlClTKkxe9OjRA6/XyzXXXOMoFsDHH3+M2+3ms88+c3wtERERERERERGRukgJE5H4kcpZlDA5fPgws2fPZv78+ZSUlASVlyUvPB4P5557rqNYZcmLyZMns3fvXttzrrjiCrxeL3369HEUC+CTTz7B4/GwZs0a2/JzzjmHRx55hHvvvZfExERHsXbt2sUTTzxBfn4+gUAgqDw5OZkRI0Zw+PBhXnvtNUexRERERERERERE4pkSJiJxwuVyDQImxroe0VaWvPD5fHz//fe251x55ZX4fD6uvvpqx/HWrl2Lx+Nh7dq1tuXt2rVjwoQJ3HXXXSQkJDiKFWry4rHHHqNZs2aOYhUXF7NgwQJmzZrF0aNHbc/p378/Pp+Piy++GLfb7SieiIiIiIiIiIhIvFPCRCR+XLF3794Obdq02RnrikTLypUryczM5IsvvrAtj2TyYufOnUydOrXK5MXEiRNp2rSpo1hFRUW8+OKLPP300xw7dsz2nP79+zN58mS6du3qKBZAQUEBbreb7777zrb8wgsvJCsri5tvvtlxLBERERERERERkbpCCROR+OEqKSm5GXgp1hWJtB07dpCTk8PixYtty8uSF2lpaTRp0sRRrKKiIp599lnmzp1LcXGx7TmpqalkZ2eTkpLiKBaY5EVGRgZbt261Lb/ooovIysripptuchxr/fr1eDweVq9ebVvevHlzxowZw/33309ycrLjeCIiIiIiIiIiInWJEiYi8SWVOpYweeGFF1i5ciUnTpywLS/bZL1z586O4gQCAZYuXYrP52Pbtm2253Tp0oWsrCxuvPFGR7EA1q1bh8fj4YMPPrAtj2Ty4sCBA8ycOZOFCxdy6tSpoPKEhASGDh2Kx+OhdevWjmKJiIiIiIiIiIjUVUqYiMSXQYFAwOVyuYLXkIpT77zzju3xrl27kp2dzQ033OA4xueff47H4+HDDz+0LW/RogWPPvooI0eOJCnJWbO4f/9+nnrqqQqTF0lJSQwfPpy0tDRatWrlKFZJSQl5eXnMmDGDw4cP255z/fXX4/V66d69u6NYIiIiIiIiIiIidZ0SJiLxpd327duvAD6LdUWipVWrVqSlpXHnnXeSmJjo6Fq7d+8mNzeXV155Bb/fH1RelrxIT0+nZcuWjmKVJS+mT5/OkSNHbM/p168f2dnZEUleLF++HLfbzddff21b3rFjR9LS0rjtttscxxIRERERERERETkbKGEiEmcSExMHUQcTJmX7lDz22GM0a9bM0bVikbzIyMhg48aNtuUpKSlMmjSJIUOGOI61efNmsrOzeeutt2zLGzVqxOjRoxkzZgz169d3HE9ERERERERERORsoYSJSJwJBAKpwPRY16O67DZtv+mmm8jKyuKiiy5yfP2CggIyMzMpLCy0LY908iIrK4u3337btjySyYtDhw4xZ84c5s+fT0lJSVC5y+Vi8ODBeDwezj33XEexREREREREREREzkZKmIjEn/47duxo1LFjx+Oxrkh1PPDAA/z+97/H7/dHdJP1TZs2kZmZybJly2zLy5IXY8eOpV69eo5iHTp0iBkzZpCXl0dpaWlQucvl4tZbbyUjI4O2bds6iuX3+8nPz8fn8/H999/bntOzZ0+8Xi9XX321o1giIiIiIiIiIiJnMyVMROJPA6A/8GasK1Idw4cP55prruH777+nZ8+eJCcnO7rewYMHyc3NrTB5kZCQwNChQ3G73bRp08ZRrNLSUhYtWsS0adPYt2+f7Tk9e/bE5/PRu3dvR7EAVqxYQWZmJhs2bLAtb9++PRkZGdxyyy24XC5HsQKBgKP3i4iIiIiIiIiIxDslTETiUypxmjABuOCCC7jgggscXaMseZGTk8P+/fttz7nqqqvwer01lryYNGkSw4YNc5y82LFjBzk5OSxevNi2vGy/l7S0NNslzsJRVFTEs88+y5/+9CdH1xEREREREREREYl3SpiIxKefAL+PdSViparkRYcOHUhPT49I8qKwsJCpU6eyZMkS2/IGDRowatQoxo8fT+PGjR3FOnr0KM888wzz58/n5MmTtucMGTKEjIwMOnfu7ChWIBAgPz+fKVOmsHv37qDypk2bOrq+iIiIiIiIiIhIvFHCRCQ+Xb5t27ZOnTp12hbritSkqpIXDRs25L777otI8uL48ePMmzePOXPmcOLECdtzUlNTmTx5suPkhd/vZ/HixUydOtU2eQFw2WWX4fV66du3r6NYAGvXrsXj8bB27Vrb8nbt2vHrX//acRwREREREREREZF4ooSJSJxKTEy8GVgY63rUhLLkxezZsyuceRGp5EUgEGDx4sVMmTKFPXv22J5z+eWX4/P5uOaaaxzFAlizZg1ut5tPP/3Utrx169ZMnDiRO++8k8TEREexdu/ezZQpU8jPz7fdsyQ5OZmRI0cyYcIEmjVr5iiWiIiIiIiIiIhIvFHCRCROBQKBVOp4wsTv95Ofn8/kyZPZu3ev7Tk9evTA5/PRp08fx/E++eQTPB4Pa9assS0/55xzeOSRR7j33nsjkrzIzc3llVdewe/3B5WX7VPy2GOPOU5elJSUkJeXx/Tp0zly5IjtOf379yc7O5tu3bo5iiUiIiIiIiIiIhKvlDARiV+DAoFAgsvlCu5trwOqSl60bNmS8ePHRyR5sWvXLp544olKZ15EKnlRXFzMggULmDVrFkePHrU9p3///ni9Xi655BJHsQAKCgrweDx8++23tuUXXHAB6enpDBkyxHEsERERERERERGReKaEiUj8ar1z586egP1GFHFq586dTJ06tcrkxcSJEx1vTF6WvHj66ac5duyY7Tn9+/fH5/Nx8cUXO4oFJnnhdrv57rvvbMsvvPBCMjMzSU1NdRxr48aNZGZm8u6779qWN27cmAceeICxY8dSr149x/FERERERERERETinRImIvFtEHUkYVJUVMSLL75YafIiNTWV7OxsUlJSHMcrKCggIyODrVu32pZfdNFFZGVlcdNNNzmOtX79ejweD6tXr7Ytb9asGWPHjuX+++8nOTnZUayDBw+Sm5vLwoULOXXqVFB5QkICQ4cOxe1206ZNG0exRERERERERERE6hIlTETi2Ol9THJiXQ+nqkpedOnShaysLG688UbHsdatW4fH4+GDDz6wLW/evDljxoyJSPLiwIEDzJw5s8rkhcfjoXXr1o5ilZSU8Oqrr5KTk8P+/fttz+nbty9er5fLLrvMUSwREREREREREZG6SAkTkTjmcrn67dmzp0nbtm3tN8Oo5datW4fb7ebDDz+0LW/evDkTJkxg5MiRJCU5a65qOnmRl5fHjBkzOHz4sO051113HV6vl0svvdRRLIDly5eTmZnJl19+aVveoUMH0tPTGTZsGC6Xy3E8ERERERERERGRukgJE5H4Vu/UqVMDgL/HuiLh2L9/P0899VSFyYukpCSGDx9OWloarVq1chQrlOTF9ddfj9frpXv37o5igUleeDwevvrqK9vyjh07kpaWxm233eY41pYtW8jJyWHJkiW25Q0bNuTBBx/koYceokGDBo7jiYiIiIiIiIiI1GVKmIjEudPLcsVNwmT+/PnMmDGDo0ftJ8UMGDCA7OxsLrnkEsexCgoKyMrKYsuWLbblKSkpeDwefvrTnzqO9c0335CdnU1BQYFteVnyYsyYMdSvX99RrMOHDzN79myef/55Tp48GVTucrkYPHgwbrebTp06OYolIiIiIiIiIiJytlDCRCT+DYp1BcIxf/5822RJSkoKWVlZDBrk/Nv5+uuvyczM5L333rMtb9KkCQ8//DD3338/9erVcxSrLHkxf/58SkpKgsrLkhcej4dzzz3XUSy/309+fj6TJ09m7969tudcccUVeL1e+vTp4yiWiIiIiIiIiIjI2UYJE5H4d+n27ds7n3vuufY7ptdyjRo1YvTo0YwdO9Zx8uLQoUPMmTOnyuRFZmYmHTt2dBSrLHnh8/n4/vvvbc+58sor8fl8XH311Y5iAbz//vt4PB7+9a9/2Za3a9eOCRMmcNddd5GQkOA4noiIiIiIiIiIyNlGCRORuiEVeDHWlaiOefPmkZqa6ugapaWlvPTSS8yYMYMDBw7YnnP11Vfj9Xrp2bOno1gAq1atwuPx8MUXX9iWRzJ5sXPnTqZOnUp+fj6BQCCoPDk5mREjRjBx4kSaNm3qKJaIiIiIiIiIiMjZTAkTkTogISEhbhMmycnJjt6/cuVKPB4PGzZssC1v164d//Vf/8WwYcNwuVyOYu3YsYOcnBwWL15sW16WvEhLS6NJkyaOYhUVFfHss88yd+5ciouLbc9JTU3F6/Vy/vnnO4olIiIiIiIiIiIiSpiI1AmBQCA1EAgkuFwuf6zrUlO2b9/OtGnTKkxeNGjQgFGjRjFu3LiIJS/mzJnDiRMnbM+JVPIiEAiwdOlSfD4f27Ztsz2nS5cuZGdnM3DgQEexRERERERERERE5AdKmIjUDa127tzZC/g41hWJtuPHjzNv3rwqkxc+n4/zzjvPUayy5IXX62X79u2253Tt2pXs7GxuuOEGR7EAPv/8c9xuNx999JFteYsWLXj00UcZOXIkSUlqvkVERERERERERCJJPW4idccg6nDCJBAIsHjxYqZMmcKePXtsz7n88svxer1ce+21juN99tlnuN1uPv7Y/kdalry49957SUxMdBRr9+7d5Obm8sorr+D3B08SSkpKYvjw4aSnp9OyZUtHsURERERERERERMSeEiYidUcq8ESsKxENn376KW63mzVr1tiWn3POOTzyyCM1krxITk7mjjvuiEjyoqSkhLy8PKZPn86RI0dsz+nXrx9er5du3bo5iiUiIiIiIiIiIiKVU8JEpO64bs+ePU3atm17NNYViZRdu3bxxBNPkJ+fTyAQCCov22T9scceo1mzZo5ilSUvnnzySY4etf8R9u/fH6/XyyWXXOIoFkBBQQEej4dvv/3WtvyCCy4gPT2dIUOGOI4lIiIiIiIiIiIiVVPCRKTuqOf3+28Alsa6Ik4VFxezYMECZs2aVeeSF5s2bSIzM5Nly5bZljdu3JgHHniAsWPHUq9ePcfxREREREREREREJDRKmIjUIX6/P5U4T5gUFBTgdrv57rvvbMsvvPBCsrKyuPnmmx3H2rhxI5mZmbz77ru25c2aNWPs2LH89re/dZy8OHjwILm5ueTl5VFaWhpUnpCQwNChQ3G73bRp08ZRLBEREREREREREQmfEiYidcugWFegutavX4/H42H16tW25WXJi/vvv5/k5GRHscqSFwsXLuTUqVNB5ZFMXpSWlrJo0SJycnLYv3+/7Tm9evUiOzub3r17O4pVUzZv3kxWVhYnT56MdVVEREREREREREQiRgkTkbql286dO1M6dOhQGOuKhOrAgQO43e4qkxcej4fWrVs7ilVSUsKrr75aafKib9++eL1eLrvsMkexAFasWIHH4+HLL7+0Le/QoQPp6ekMGzYMl8vlOF60HTx4kOnTp/PSSy/ZzpIpJ3jDGRERERERERERkVpOCROROiYQCNwMvBDreoRq7Nix+P1+27J+/fqRnZ1N9+7dHcdZvnw5Ho+Hr776yrY8ksmLLVu2kJOTw5IlS2zLGzZsyH333cf48eNp3Lixo1g1obS0lJdeeonp06dz8ODBUN6yNdp1EhERERERERERiTQlTETqnkHEUcLELlly/vnn43a7+fnPf+74+lu2bCErK4uCggLb8oYNG/Lggw/y0EMP0aBBA0exjh07xnPPPcfs2bMrXK4qNTWVKVOm0KlTJ0exakpViSYb/wtsiGKVREREREREREREokIJE5G65+ZAIJDocrmC17eq5Ro1asTo0aMZM2YM9evXd3Stw4cPM3v2bJ5//nnb5IXL5WLw4MG43W7HyQu/309+fj6TJ09m7969tuf06NEDn89Hnz59HMWqKYWFhWRnZ/Pmm2+G+pZTmETdhOjVSkREREREREREJHqUMBGpe87ZvXv31cAHsa6IHbvlrlwuF7fddhuTJk2iXbt2jq4fSvLiiiuuwOfz8aMf/chRLIC1a9fi8XhYu3atbXm7du2YMGECd955J4mJiY7jRdvx48eZN28ec+bM4cSJE6G+7T1gPPBp9GomIiIiIiIiIiISXUqYiNRBgUBgELU0YXL55Zezffv2f7/u3bs3Xq+Xq666yvG133//fTweD//6179sy8uSF3fddRcJCQmOYu3cuZOpU6eSn59PIBC8x3lycjIjRoxg4sSJNG3a1FGsmhAIBFi8eDFTpkxhz549ob5tG/A48BLa6F1EREREREREROKcEiYidVAgEEgFfLGuh50nn3ySZs2asWPHDu68805uueUWx5us12TyoqioiBdffJGnn36aY8eO2Z6TmppKdnY2KSkpjmLVlE8//RS3282aNWtCfctxYDowDSiKWsVERERERERERERqkBImInVT3/379zdv2bLloVhXxKpNmzbMmjUrItcqKiri2WefZe7cuRQXF9uek5qaitfr5fzzz3cUKxAIsHTpUnw+H9u2bbM9p0uXLmRlZXHjjTc6ilVTdu3axRNPPFFhoslGAFgMPAZ8G9XKiYiIiIiIiIiI1DAlTETqpqSioqIbgP8X64pEQ6jJi+zsbAYOHOg43ueff47H4+HDDz+0LW/evDkTJkxg5MiRJCXV/ma1uLiYBQsWVDpLxsYazD4lK6JXMxERERERERERkdip/T17IlJdqdTBhMnnn3+O2+3mo48+si1v0aIFjz76aESSF7t37yY3N5c///nPnDp1Kqg8KSmJ4cOHk5aWRqtWrRzFqikFBQVkZGSwdevWUN+yE8gCXgD80aqXiIiIiIiIiIhIrClhIlJHuVyuQbGuQySVJS9eeeUV/P7gfvuy5EV6ejotW7Z0FKukpIS8vDymT5/OkSNHbM/p168f2dnZdO/e3VGsmrJu3To8Hg8ffPBBqG85CTwHuIHDUauYiIiIiIiIiIhILaGEiUjd1XX37t0XtmvX7ptYV8SJUJMXXq+Xbt26OY5XUFBAZmYmhYWFtuUpKSlMmjSJIUOGOI5VEw4cOMDMmTNZuHCh7SyZCiwFxgFx/bsjIiIiIiIiIiIS9bRcdQAAIABJREFUDiVMROqwU6dOpQJ/iHU9qqugoACPx8O339rvL37BBReQnp4ekeTFpk2byMrK4p133rEtb9SoEaNHj2bs2LHUq1fPcbxoK0s0zZgxg8OHQ54g8iXwCPB/0auZiIiIiIiIiIhI7aSEiUjdFpcJk02bNpGZmcmyZctsyxs3bswDDzwQkeTFwYMHyc3NJS8vj9LS0qByl8vFrbfeSkZGBm3btnUUq6YsX74ct9vN119/Hepb9gNeYC4Q/EMQERERERERERE5CyhhIlK33RQIBJJcLldcdIJXlbxISEhg6NChuN1u2rRp4yhWaWkpixYtYtq0aezbt8/2nKuuugqv10vv3r0dxaopmzdvJisri7fffjvUt5QCLwKPA99HrWIiIiIiIiIiIiJxQAkTkbqtxfbt238EvB/rilSmLHmRk5PD/v37bc/p1asXXq+XXr16OY63YsUKMjMz2bBhg215+/btmTRpEsOGDcPlcjmOF22HDh1izpw5zJ8/n5KSklDf9jYwHlgfvZqJiIiIiIiIiIjEDyVMROq4xMTEQdTihMmKFSvweDx8+eWXtuUdOnQgPT09IsmLwsJCpk6dypIlS2zLGzRowKhRoxg/fjyNGzd2FKsm+P1+8vPz8Xq9Fc6SsbERM6PktejVTEREREREREREJP4oYSJSxwUCgVQgO9b1sNqyZQs5OTkVJi8aNmzIgw8+yEMPPUSDBg0cxTp+/Djz5s1j9uzZnDx50vac1NRUJk+eTOfOnR3FqikrV67E4/FUOEvGxlEgF5gKnIhaxUREREREREREROKUEiZSa+3atQu/309CQkKsqxLvrtm/f3/zli1bHop1RQCOHTvGc889V2HywuVyMXjwYNxuN506dXIUKxAIsHjxYqZMmcKePXtsz+nRowder5drrrnGUayasmPHDnJycli8eHGob/EDfwIeA3ZHrWIiIiIiIiIiIiJxTgkTqbX+53/+h40bN+Lz+ejTp0+sqxPPkoqLi28E/hrrigAMHjyYr776yrasZ8+e+Hy+iGyy/uGHH+J2u1m3bp1tedu2bUlPT+f222+Pi6Rc2SyZOXPmcOJEyBNEPgDGnf5XREREREREREREKqGEidQGpRUVrFu3jltuuYX//M//JCMjgw4dOtRkveqSQdSShMmRI0eCjrVr14709HRuu+02x8mL7du34/P5WLJkCYFAIKg8OTmZ3/72t4wbN46mTZs6ilUTQpklY2MbZp+Sl4DgH4KIiIiIiIiIiIgEqf3DquVs8EllhYFAgL/+9a/079+fp556iuLi4pqqV13yk1hXoCK/+tWvWL58OXfccYejZElRURG5ubkMGDCAN954wzZZMmjQIN577z0yMjLiIlny6aef8stf/pJx48aFmiw5DkwDugN/RMkSERERERERERGRkClhIrXB08C/qjrp+PHjTJ8+/d8d4hKWC3bv3n1RrCth5xe/+AVNmjSp9vsDgQCvv/46/fv3Jzc3l6KioqBzLrnkEhYtWsTChQtJSUlxUNuasWvXLh5++GF+8YtfsGbNmlDeEgBeAy4F0jEbvIuIiIiIiIiIiEgYlDCR2uAQcC1mZHyVmzNs27aNBx54gKFDh7J+/fqoV66u8Pv9g2Jdh0hbt24dQ4cO5cEHH2THjh1B5c2bN+fxxx/nH//4BwMGDIhBDcNTXFzM3LlzGTBgAIsXL7adJWNjDTAAuB34NqoVFBERERERERERqcOUMJHa4ihmZHxXzL4LVVq9ejU//elPefjhh9m7d29UK1cXBAKB1FjXIVL279+P2+3m5z//OR98ELyfeVJSEnfffTcrVqzgoYceIjk5OQa1DE9BQQE33HADU6ZM4ejRkCaI7AR+B1wDrIhq5URERERERERERM4CSphIbbMVGAHcCHxe1cl+v5/FixfTt29fcnNzOXnyZNQrGMduCgQCtT9zUImSkhJeeOEF+vbty4IFCzh16lTQOf369ePNN9/kySefpFWrVjGoZXjWr1/P0KFDueeee/juu+9CeUsJ8AzQDZgPBP8QREREREREREREJGxKmEhttQy4CrgHqHK36+PHj5Obm8vAgQNZsmRJ1CsXp5rt2LGjT6wrUV3Lly/n5ptvxuPxcOTIkaDylJQU/vCHP/CXv/yF7t27x6CG4Tlw4ABut5uf/exnrF69OtS3LcVs6D4OOBy1yomIiIiIiIiIiJyFlDCR2swP/BEzkn4aUOX0kS1btvC73/2O22+/nQ0bNkS7fvEo7pbl2rx5M7/+9a+544472LhxY1B5o0aNmDBhAsuWLWPIkCExqGF4QpklY+NL4OfAEGBzVCsoIiIiIiIiIiJyllLCROLBAcz+JlcAfwvlDStWrOAnP/kJEydOZP/+/VGtXJz5SawrEKpDhw7hdrsZOHAgb7/9dlC5y+Vi2LBhrFq1igkTJlC/fv0Y1DI8y5cvJzU1FY/Hw+HDIU0Q2Q+MB3oA/xvVyomIiIiIiIiIiJzllDCRePIVMBgzS+KLqk4uLS3l5Zdfpl+/frzwwguUlpZGvYK1ncvl+tHWrVtbxroelSn//7ZgwQLb/7eePXvyxhtv8Mwzz9C2bdsY1DI833zzDSNGjOCOO+7g66+/DuUtpZj9SboBs06/FhERERERERERkShSwkTi0VtAT8zI+0NVnXzw4EE8Hg833ngjy5Yti3rlarnEpKSkG2NdiYqUnxm0b9++oPL27dsza9Ys/va3v9G7d+8Y1DA8hw8fZsqUKQwcOJC33nor1Le9DfQCfgfsjVrlRERERERERERE5AxKmEi8KsGMvL8IeAaociOITZs28atf/Yp77rmHwsLCKFev9goEArVuH5PCwsJK955p0KABDz30EP/85z+57bbbcLlcMahl6Px+P6+99hr9+vVj7ty5lJSUhPK2TcDtwM3AuqhWUERERERERERERIIkxboCIg7tA8YBC4GngQFVvaGgoIB3332XESNGMHHiRJo2bRrlKtY6tWofk/nz57Nq1SpOnjwZVOZyuRgyZAhut5tzzz03BrUL38qVK/F4PLaJnwocA2YAU4ETUauYiIiIyP9v797j5SrLQ4//coVwv4ugAsrdNIAg12QHggQNclEwVKimPZ42xZ4m2NNGtE0K5aBF3SK0aUGTqhgETbSWIKhBEwkQJCFILJEYBIK5EAhJyD3Zyd7nj2dPs2bN7Jk1s2f27Oz9+34+85G19nrXemdmrTXxfdb7PJIkSZJKcoaJeopngeHAFcDL5TZuaWlh6tSpNDU1MW3aNFpbW+vewW7kmOXLl5/Y6E7kzJkzp2iwZPDgwfzgBz/g7rvv3iOCJStXrmTcuHF87GMfyxosaQO+AxwP3IzBEkmSJEmSJKmhDJiop5kJvBe4CdhYbuPVq1czYcIERo0axdNPP133znUXffr0GdnoPnTk8MMP5ytf+Qo/+clPOPfccxvdnbK2bNlCc3MzF1xwATNmzMja7GngfOCTwGt165wkSZIkSZKkzAyYqCfaCtwOnEI8wd9WrsGiRYv4yEc+wtixY1m+fHm9+9dwffv27XZ1TAYMGMCnPvUp5s6dy3XXXUffvt379tTW1sbMmTMZPnw4zc3NbN+eaYLICmAMcC7wVF07KEmSJEmSJKki3XtEUuqcFcQT/OcA88ptnB4A37ZtW9072ChtbW0XtbW1DWjEsffbb7+CdZdccglz5szh1ltv5YADDmhAryrz61//miuvvJKxY8eyYsWKLE22EEG8k4F7yRDEkyRJkiRJktS1DJioN5gPXEA82V82/dHWrVv/J8XS9OnTaWvrkWPb+69ateq8Rhz4hhtuoF+/fgCceOKJ3H///Xz729/muOOOa0R3KpJL4fbhD3+YBQsWZG32ELvTxG2qW+ckSZIkSZIkdYoBE/UWbcST/ccDtwBlp4+sWrWK8ePHc/nll7Nw4cJ6968RGpKW69prr2Xu3Lk8+OCDPProowwfPrwR3ahIS0sLU6ZMYdiwYUybNo3W1tYszRYCTcDlwCv17J8kSZIkSZKkzjNgot5mM3AzMBiYnqXBwoULueKKKxg3bhxvvPFGPfvW1RpW+P3YY4/lrLPOon///o3qQmazZs1i2LBhTJo0iU2bMk0QWQPcCJwNzK1r5yRJkiRJkiTVjAET9Va/B0YDFwOLym3c2trKjBkzOP/882lubmbHjh1172AXOGvlypWHNboT3dXzzz/P1VdfzZgxY3j11VezNGkB7gLeA9wJ7Kpn/yRJkiRJkiTVlgET9Xa/AM4g6puUnT6yefNmmpubueiii5g5c2bdO1dnffv06TOi0Z3obtatW8fEiRP54Ac/yLx587I2exQ4DRgPbKhb5yRJkiRJkiTVjQETCVqJ+iYnAbcDZaePvPzyy4wdO5bRo0fzwgsv1Lt/ddPW1taQOibdUa5OyXnnncfUqVPZtSvTBJElwGVEPZjf1rWDkiRJkiRJkurKgIm02zrgJmAI8HCWBo8//jgjR45kwoQJrF27tq6dq5MPNroD3cHcuXMZOXIkkyZNYsOGTBNE1hF1SgaT8VyRJEmSJEmS1L0ZMJEKJWcNLC638c6dO5k2bRpDhw5lypQp7Ny5s+4drKF3rFy58uRGd6JRXnrpJcaMGcO1117LkiVLsjTZCXydmI10Z/uyJEmSJEmSpB7AgInUsUeB04mZBG+V23j9+vVMmjSJESNGMHv27Lp3roZGNroDXW3Dhg3cdtttjBgxglmzZmVt9gvgfcBYMtS7kSRJkiRJkrRnMWAildZCzCR4D3AXULawxYsvvsj111/PmDFjWLZsWb3712m9qY5Ja2sr06dPZ+jQoUyePJkdO8qWqwF4ERgNXAz8pq4dlCRJkiRJktQwBkykbN4ExgNnA3OzNJg1axZNTU1MnDiRjRs31rVzndGnT5+Lli5dulej+1FvTz75JCNHjmT8+PGsWbMmS5PNwC3AHwHT69o5SZIkSZIkSQ1nwESqzEKgCbgCeKXcxi0tLUydOpWmpiamTZtGa2trvftXjX3322+/8xrdiXpZuXIl48aN45prrmHx4rIlaQDagO8AxwM3A9vq2D1JkiRJkiRJ3YQBE6k6M4FTgZuATeU2Xr16NRMmTGDUqFHMnz+/7p2rVE9My7V161aam5u54IILmDFjRtZmTwMXAJ8EXqtb5yRJkiRJkiR1OwZMpOptBW4HTiZmJLSVa7Bo0SKuuuoqxo4dy/Lly+vdv0r0mMLvbW1tzJw5k6amJpqbm9m+fXuWZiuAMcC5wLy6dlCSJEmSJElSt2TAROq8FcSMhHOBp8ptnBvQHz58OM3NzWzb1i0yPr1v1apVhze6E5313HPPceWVVzJ27FhWrFiRpUky6HUvGYJekiRJkiRJknomAyZS7TwNnE/MVCibzimZMmr69Om0tTV0rL5va2vrxY3sQGfkUp5ddtllLFiwIGuzh6ggrZokSZIkSZKkns2AiVRbbcRMheOBW4Cy+aBWrVrF+PHjueaaa3j++efr3b8O9e3bd49Ly9XS0sKUKVMYNmwY06ZNo7W1NUuzhUATcDnwSj37J0mSJEmSJGnPYcBEqo/NwM3AYGB6lgbz5s3j0ksvZdy4cbzxxhv17FtRbW1tI9va2vp0+YGrNGvWLJqampg0aRKbNmWaIPImcCNwNjC3rp2TJEmSJEmStMcxYCLV14vAaOBi4DflNm5tbWXGjBkMGzaMyZMns2PHjrp3MOHo11577dSuPGA1li5dynXXXceYMWNYtmxZliYtwF3Ae4A7gV317J8kSZIkSZKkPZMBE6lr/AJ4HzAWKDt9ZMOGDdx2221cdNFFzJw5s+6dy2lra+u2abnWr1/PxIkTGTFiBHPmzMna7FHgdGA88Fa9+iZJkiRJkiRpz2fAROo6O4GvAycRMx52lmvw8ssvM3bsWK699lpeeOGFevcP4JKuOEglWlpamDZtGkOHDmXq1Kns2pVpgsgS4DLi/SyuawclSZIkSZIk9QgGTKSut46Y8TAYeCRLg7lz53LppZcyYcIE1q5dW8++DV+6dOle9TxAJebOncvIkSMred/rgJuAIcDDde2cJEmSJEmSpB7FgInUOEuAUcQsiN+W2zg502LKlClZZ1pUap9BgwYNrceOK5GcWbNkyZIsTVqB7xCzd24HurT4iyRJkiRJkqQ9nwETqfEeBU4DbgQ2lNt4/fr1TJo0qdJaHpn169evYWm5qqzdMhs4A/gkGerDSJIkSZIkSVIxBkyk7qEFuBN4D1HfpOz0kaVLl3LdddcxZswYli1bVrOONKLwe2trK9OnT2fYsGFMnjyZHTsyTRB5FRgDjAAW1bWDkiRJkiRJkno8AyZS97KGqG9yNjA3S4NZs2bR1NTExIkT2bRpUy36cPrrr79+ZC12lMW8efO49NJLGT9+PG+8kWmCyGbgFiL91r117ZwkSZIkSZKkXsOAidQ9LQSagCuAV8pt3NLSwtSpUxk2bBjTpk2jtbW1M8fus3Pnzos7s4MsVq1axbhx47jmmmt4/vnnszRpI+qUHA/cDGyrY/ckSZIkSZIk9TIGTKTubSbwXuAmoOz0kdWrVzNhwgQuu+wy5s+f35nj1q2OydatW2lubuaCCy5gxowZtLW1ZWk2H7iAqFPyWr36JkmSJEmSJKn3MmAidX9bgNuBk4kZFmUjDM899xxXXXUVY8eOZcWKFdUc89J+/fr1qaZhR9ra2pg5cybDhw+nubmZbdsyTRBZQdQpOQeYV8v+SJIkSZIkSVKSARNpz7GCmGFxLvBUuY1zAYqmpiaam5vZvn17Jcc68sorrzyqyn4WWLRo0f8EcJYvX56lyVYiSHQKUack0zQUSZIkSZIkSaqWARNpz/M0kZ5qDBnSUyVTYE2fPj3zQUaNGvXe6rsYcinCRo0aVUmKsIfYnYZsY2f7IEmSJEmSJElZGDCR9kytxMyL44FbgLLTR1auXMn48eO55pprWLx4cdkDDB48+NRqO9fS0sKUKVNoamqqpAj9s8Bw4HLg5WqPLUmSJEmSJEnVMGAi7dk2AzcDg4FM00eefPJJRo4cybhx41izZk2H2x199NEn7r333hV3aNasWTQ1NTFp0iQ2bsw0QeRN4Ebg/cBjFR9QkiRJkiRJkmrAgInUM7wIjAY+APym3Matra3MmDGDoUOHMnnyZHbs2FGwTb9+/QacffbZ2Tvw4otcf/31jBkzhmXLlmVp0gLcBbwHuBPYlflgkiRJkiRJklRjBkyknuXnwPuAscAb5TbesGEDt912GyNGjGDWrFkFf29qaip7wPXr1zNx4kRGjBjB7Nmzs/bzUeB0YDzwVtZGkiRJkiRJklQvBkyknmcn8HXgZGIGx85yDV566SXGjBnDtddey5IlS/5n/YUXXtjxQXbuZNq0aQwdOpSpU6eyc2fZwwD8DvgwcAlQvpCKJEmSJEmSJHURAyZSz7WWmMHxR8AjWRrMnTuXkSNHMnHiRDZs2MApp5zC2972toLtHn/8cUaOHMmECRNYu3Ztll2vA25q78uPM78DSZIkSZIkSeoiBkyknu8FYBRwBfD7chu3tLQwdepUzj33XKZOncrQoUPz/v7qq68yevRoXnjhhSzH3gX8O3AicDtQWCxFkiRJkiRJkroBAyZS7zETOAW4EdhQbuP169czadIkHn/88bz1ra2tWY83m6in8mlgTUU9lSRJkiRJkqQuZsBE6l1agDuJ+ibfAspGP1avXl3pMV4CPgqMABZV2liSJEmSJEmSGsGAidQ7rQL+DDgXmFejfW4GbgHeC/xnjfYpSZIkSZIkSV3CgInUu80HLgD+BFhe5T7agOnAqcDNwLaa9EySJEmSJEmSupABE0ltwH1Emq5bga0VtJ0HnAOMBl6tfdckSZIkSZIkqWsYMJGUsxmYRBSGn15m2xXErJQLiFkqkiRJkiRJkrRHM2AiKW0ZMWNkOPBm6m9twL8DJxGzUtq6tmuSJEmSJEmSVB/9G90BSd3WY8DbgK8AHyCCJ3+HM0okSZIkSZIk9UAGTCSVsgv4TKM7IUmSJEmSJEn1ZkouSZIkSZIkSZLU6xkwkSRJkiRJkiRJvZ4BE0mSJEmSJEmS1OsZMJEkSZIkSZIkSb2eARNJkiRJkiRJktTrGTCRJEmSJEmSJEm9ngETSZIkSZIkSZLU6xkwkSRJkiRJkiRJvZ4BE0mSJEmSJEmS1OsZMJEkSZIkSZIkSb2eARNJkiRJkiRJktTrGTCRJEmSJEmSJEm9ngETSZIkSZIkSZLU6xkwkSRJkiRJkiRJvZ4Bk57v74G2xOuRxnZHUgeOAN4NnAwcAxzc2O4AMJL8+8ebje1OSd8hv693ZGhzX6pNc916p+5oB/nf/3mN7U7NTST//T2coc0/pto8VLfeSZIkSZLUDfVvdAckqZcZAJxODM6eC5wBHAvsXWTbdcACYDZwL7Cia7ooSZIkSZIk9T4GTCSp69wBjAUGZdz+YOCS9tetwDTgb4E1demdJEmSJEmS1IuZkkuSus4JZA+WpPUDxgCLgffXrEeSJEmSJEmSAGeYSFJ38BqwHFjfvrw/EVw5pMi2hwOzgCZgUZf0TpIkSZIkSeoFDJj0fD8EfpdYfq1RHZEEwHbgl8Ac4Ang18CGDrYdDPw5cANR+yTnQOA/gHOAXfXqKPAcMDqxvKOOx2qEu4AfJZZ/19GG0h7oB8ALiWV//yVJkiRJKsOASc/32/aXpMa7Gfg4sDHj9v8NjAfuBx4maprknAmMAmbWsH9pq4Hpddx/o/2q/SX1RIvbX5IkSZIkKSNrmEhS11lA9mBJ0lPAXxdZf03nuiNJkiRJkiQpx4CJJO0ZHgBeT607pREdkSRJkiRJknqiPTUl14HkB3s2k59bvx9wPpGy5h3AkcAmYAnwM+D5DMc4GPggcAZRZLkPkf97AfBI+zErMRDYN7HcCryV2uYo4APAce3/PRD4A5GDfCbVPZm+NzAosdxCfBbVOgm4GHg7cET7vtcAq4DHgPnEe8tifwrPwY3Azgr71L99X0mVvs+jgEuBY4DDgIOAN4kB6l8Bc4naE7V0HDACeGf7MQ8lalm8RXznC4mi3lk/z0Yp9vmvSy0PIs7tU4hr8mDivHkZ+ClxbVZqH2CvxPIOCq/LIcBQ4Oj2424iruN5wGzqW/+j1nYRKbpGJNa9rc7HHADsl1huY3dh+o7sR369la3AtgqPW+v7Vkf2Je6zOduI/lbiYOK35lTg3cT7H0RcA+uI35vHgJWd7WyN7QsMB04j7j+HEd/vJuK6/A1xnVTzu5NzIDCSuO4PJz6rtcS1/9/ArE7uP+0Q4ErgeOJ630z8Ni0FHm0/br0cTNzjTmb3/Xx9+zEXUfv3mkVXXUeSJEmSJPUcCxYsaMv6euaZZ25vdH/bvUIM7ORef5z428eBF1N/T79+QgxsFXM48O/E4HhH7TcAnyECM1ldndrHisTfjiGeHt9Z4phb2vt1UAXHBPj71H4eqbA9xKD0Z4CXSvQv91oNfJb8QZqOfLxI+29U0b/vpPbRCnwkQ7s+xLmzsEg/0q+NwJ3EQFhn7A3cSAzglTtmGxGw+Qbw/k4et56Gkd/nlsTfBgL/QAySlnqfj1H5e7wntY9vJv52ERG8K3XM14g0V3vSTLtHyH8P9a5PNDJ1vDcztHk41WZiFcf9x9Q+HsrQJn0fuCNDm/tSbZoz9m8I8AXgWSKQleVafgq4irjvNNJQ4jwq9RuXe+0gAoufJO5dWZ1GfGctZfa/HfhPItjUGUcS32Wp97SduJcekWi3I7XNeVUcezjwc7K91weIYE5XmZjqw8MZ2lRz7UmSJEmS1G0988wzt1cSA9mTBgrL6U8MmH4XeE+ZbS8FniaeCk46B3gO+EvynzpO2x/4KvBtKguaFPMB4unTa8vsa1B7v56nawfPLySe/v8qMSOinCOAfyYGcgeX2fZ+CgMk/xu4roL+/S/gT1Lr/pUYhCvlBGJA/X5iFlE5+wHjiGDcZRX0L+lDwO+Jgdysg2aHE5/J96s8ZiO9HXgSuJX8YuXFDAMepzY1OSYSA5hnldnubcBdwBzK96+7OCG1XM3MHHXO9cTvxOeA08kecDuHuC/9kPxZO13lMODHxGy5D1L6Ny5nAPEb8G2gKcP2/YCvEUHoyyg/i3UgEUR6Dvgi1QWTLiUKm19H6fc0kLiXLqL8vSGLQ4AHifvHCLK912uJvo6vwfElSZIkSVId9KSAyT3An1aw/aHEYMeh7cvvI1JmvL2CfVxPPD1frbOA/wIOSK1/jUgjUiwV01HEDJnTOnHcrK5rP9YxHfx9E7tnDqQdQwzMnV/mGOOJ1C9JdwMnZujfe4F/Sa17Bvi7Mu3OIwby0wGznG3E+yqWGuxA4EcUBmnKuZFIq3ZUB3/f1X7MnpIuZV/iKfaOPuNiBhIBrM4MZt4I/BP5A68twHLi8y1mGNHX9HXY3ZxHYTD4x43oSC9XalB+J3GepVPSJV1FpIfKErColVOJ1IKjSmyzkeh7tSkA9wK+R9zTi/3bInePK5YGrz9wE3Av+encyrmICEIVC3juJGZyptNwvY1IA5jlN6YjxxIB3ss7+HsL8V6LpXEcQASVvtCJ40uSJEmSpDrpKQGTTxAzDSDyz38VuIB4ArQ/kcv8U0Qqr6SjiKffDyKe+s3VYVgE/DkxODmIGPw9E/g3Cgd7PkfH6b1KGQhMI+owQMxc+ER7H97e3rd9gY+19ycp92RrPZ9S/hCR4iZZI6IVmAF8mAgc7E8EnAYSTyHfT37w5CBgOjFLoiNbgdHkBwr2JwbeSqWA2ad9m30S6zYQKbZK1Ro5gRgsS6fWeowIEB1JfOe59/U+YkZIcp/9gSlkm5kCEci7g8IZRIuBvyJmm/RvP+b+xPc+jEin9mzGY3Q332R3UG8V8HniGjqQeK9HE+f74lS73GdbzZPmg4Fk2sCfEDO4BhF1Yg5h58vcAAAaGklEQVQlvt/PUBg8OYcI1HVXRxCfS9KrxD1EjdFGBCE+R9R1OoQYDD+0/b8HErMBv0BhKrNziBkVXeEIonZX+ndqC3FfGk7caw8g+t6fqFU1BvgB2Wu6/DORejJpFzCZCILu1b7/vYFzifM5HZz5EyIlVBZvb+9fOv3jY8Tsln2I3/7D24/7l8S9COL7uZfq7jMHEA9XnJJavxi4gfh3w0B2v9cTiPtfOoj2OfLTiUqSJEmSpO6gh9Qwyb2WUDp4cQgxmyHZZgv5eexvpXRqrD8mBnmS+8gy8JWuYZJ8/Rf5A/9pA4nBnXS7OzMct5oaJkcTtTOS7VYQue/LuYIotJtsOz1Du09Q+P7+rcT2/1Fk+2vLHGMvCuuVbCbbbJHTiM8g2XYx5VOyDaHw89hFzILJms7tLCJ1VHeVrmGSfD1ABIA6sheFNS/aiABcOekaJsnX35ZpexSR3i7drtp0a/WyDxFwe5XC+1aWFEmdZQ2TQn9MBAEqCZQfAfwidawdxL22nvoSg/vp8/yXFRz7YGASEeToyMUU/i6uLdMm125Tqt1O4oGHcqZT+L6+SOkHQQ4BnijSLvfKUsPkgVSbXcT5Wu4BlLdT+PuznpjxUi/WMJEkSZIk9Xq9uYbJGiI9x0sltllLzBxJGsTumhl3EAMMxVKG5DxAPNWa9PHs3SywkBiA21Jimx3EDJlfptZ/mniCtta+QP6skHXEk/qPZ2j7INHXpI8STyyX8h3yi3ZDPK37sSLbfgL4s9S6e4gZJ6V8mvxZIbuI2S1ZntJ/jphZsy2x7hTivZXyJQqDYX8OfJnS51nSAqJ+yp5mJnFtbS6xzXaioHT66etK6tikfQ34SpltVhJ1HNIzTRqRJucW4vxNvr5HzF54g7gu3pnYfiUxA+yxru2m2j1AzAwr9VuT9jqRvum3iXUDiFkP9fQR4t6dNJs491dk3Mc6Is3dUyW2+X/kz9bYRQTPS7WBqDU0mvyZif3aj1fK+yisdzSNmLVRKqXYWuJ7eLnM/jvyAQoD8zcR13C5VGariM99ZWLdgcS5JEmSJEmSuomeFDD5G/IHIjryFIUprgCWEYMtWXw9tXwMkeqnUm3EYEmWlCctxIB/sq5Gf3anIquVoylME/JZ8gf6ynmASHuV0xf4Pxna/R/iqf+kb5D/JPdJFM48WUSkWSqlP4WFdu+mshoQz1I40+OvS2x/BlGQOOk7xOyYnm4TcW5mqYewhsKg1dlVHncF2Wc0/IHC9D9DKP9UfK2NBv4i9RpNfAbJYNsy4kn/91IYPFX3t5nCc7NUTZFa+GxqeS0RcM6aZiuLMym8ZiaTLcAOMevhvtS6i4jzvCPpBx/WE/8GyGIt5WegdSTd7jEi+J3V6xR+JzdQvmC8JEmSJEnqIj0lYPIaMUifVbHBxnsoXfsiaS6FswOGVHD8nCco/wRu0mIKB/ivr+K4pXyK/GLEy6lugP9fU8vpp5yL2UI8vZucbXMg8bT9QGI20PfJr92yqb1NuQHAUeQXr98F3JahT2mTU8vn0XEtmfRMm51EirTe4FsUFlsu5Wep5VOprPhzzj3k18MpZwox2JpU62uqFrYTKZ3mA281uC+q3iPkB72HUDodY2ecRtRQSbqL7DNLskrPsNxFfi2hLNL34j5F9pvTl8Kg/r3EbKys/hP4fQXbQwTuR6bW3VrhPiD+rZLs62Fkr4clSZIkSZLqrKcETH5OzMDIakmRdT8tsq4j24invZOOqKB9zveraJMODJ1AFJetlQtTyz8ke+qopF+SPzB4EqWLv+c8T+FslLOI1FZ3UBiY+ivghQz7vTC1PJfdBYAr8Srwu8RyfzqekZA+5sPErIbeIEutnKR08fcBRO2ESlV6TW0jBk+TstQx6Gp7EWnoHgGeIQbDtefZAqxOLPcHTqzTsYanllspnB1ZC+nrZQ7ZZnsmvUCkHiy135yTgYNS6yq97nP1lSoxnPy0Y28Q6c0qtZPChzay1AeTJEmSJEldoKekgfh1hdunnyhvpXiarkr2cWCF7SFqFHS2TR/iKeKfVLGvtIHAOal186vc10ZiYDBXWLgPEdzJ8hTwN4mULJ9IrBtH/mAVxCyGezP2Z1hqudr3BfAi+YOcJwKPprY5jJglkTSnE8fc0zxb4fbpWiIQ19TrFexjHfnBrKx+RX5NnCHA3uTXq6mna9qPlzOAeO8nAucDVxKzq3LOIGamfYTaXPfqvHcR583JxLW/Px3/vqZnpFUTGMyiKbW8hOqCxKUMIOqJJD1R5b6eIILjOWcTD3Wk0/ql0/XtJIKIlar09zf9G7KQ6h4mgPgNSapX0EySJEmSJFWopwRM3qxw+/RA6AbyZ0NUs4+9i25V2n9X0eYVIuVQctDt2Cr2U8y7KEwP8yFgcJX72yu1XMlMmE8TgaCT25fTwZLfkq0uSs7JqeUzgH+uoH3SsanlYu/rGAr7nH6CupH6kZ+iLIuVZA8iVHpNbimyblCRdaU8T37x6KzS1+EA4CgqK+rdGem6PTk/Bf6FGFC/jSgQnjun9iZmf51JZfWFVDv7Efeg64A/6sR+0rMlauXY1HI1QYVyDqfwt+83Ve4r/dDCfsS5n76XvCu1/CLVBTcr/f1N/4YcSfW/IelZiYdUuR9JkiRJklRjPSVg0tkCtsUGa8tJD8ymB8fL2dqJ475JfsCkVgNuxQZtrqvRvqGyJ6lztUmeonDgfCtRFHtzxn0NpPCp7g+Qra5KFsXeV7HPspLZEvV2MJXn8B9KtqfHdwI7Ku5R5xWbpZJFsVor9XrqvxrriADi8+TXBhoE/BsxG0td6zIivdVRNdhXNcH2LNL3oHrcf4r99lRSuyip2OzDYgGT9DErDc7mVNrP9Od5GrVLjWfARJIkSZKkbqKnBEz2RBtr2LaeAZNaqrSI9zJiEC39RPFDVPZ0cL3fV7HrqNiAu8W666vaa6pYu3o99d8Zk4ngyNWJdRcCp1N5WkJVbzRwH8Wv++3AcqKw+jaKX/MfJFJ21Vv6HlSP+0+x66Ta63BDxv2n019uqvJ4m4h0X1lrudXzd8R/i0mSJEmS1E34f9IbZ2AN227vTEcSiqUzeozazRZYUeH2UygMlkDUfLgM+HHG/RR7XwupfkZC2pIi64qliEmnKFNtVXtNFWvXVfVLKnUH+QETgJEYMOkqRxP3peRv51ZgKnA/kXav3P1yKV0TMEmfw/W4/xT77anldVhs/+nPt9JAfLJd1mAJFP6OLCWC+rXwXI32I0mSJEmSOsmASePsT6TxqqbmwgGp5XWd7w5QPEXJDcDiGu2/EjcQgZFi+hAF388gnuYu503ic06mTfsKMcBZL8WCMQdRuwG2ztpGpBSqxGv16EgNVTsInb6eANZ3piN1NA9oIX+Q+NQG9aWeKhnI7kp/T/559hYx6+fZCvZR7Hyrh7VEnY2cesyaKvbbU+37S88c6Wj/6Wuz2uNV2m4NcERi+QfA56o8tiRJkiRJ6qYMmDROP+CdwKsVttuX/EEbqD6He1qxgMm76fqAyenAV1PrFhFFd3NPIR8GfBcYQdTMKGUnMciWTFFzXOe7WVKxfPwn0H2eJN4EjG10J2rs2Bq2q7YOQ721En17e2Jdd0sf1ppa7lfFPrpTDZmcvsBVqXWTqCxY0p+uq1eRvgedUIdjFAsMV3tvfXdqua2D/ad/746t8niV9jN9T6j3b4gkSZIkSWqA7voUb28xpIo2f0Th91arQfg/UDgo1FSjfWe1H/A98gshvwl8GPhsatthwD9m3G96UHN4Vb3L7kUKn4Q+t87H7O1OAPapol26cPNrwOrOd6du0gGS7lYbJ13DYr8q9nFMLTpSY+8gP1AFML3CfZxO1z2osCC1/H5q/5u/nsKg/xlV7ivd7kVgS5HtFqWWDyNSpVWq0t/f9G/IMPJnLUqSJEmSpB7AgEljfbAGbTYDz9egLxBPhs9OrbuSrj1P7gZOTCy3AX9GBHPuBGamtv888IEM+/1Fank49X2KfRfweGrdR/Gaq6d+wCVVtBuVWp5fg77UywnAoNS67pYqLR3AqTT40Rc4v0Z9qaX0zL4dVP7Zj6xRX7J4LLV8ENVdH+U8lVr+EJXf5/YCLk2tm9fBtvMpTGVZzW9p+rovJ/0bchRwThXHlSRJkiRJ3ZiDt431MQoHP0vpD/xJat0viMH5WnkotXwihUWm6+V/Aden1iWDJMngSU5f4DvA28rsO/2+9gL+b3XdzCx9zOOIAJTq5xMVbn8yhYOeP6tRX+rhuiLr0jMJGu33qeWzKmx/BTFroLtJzwzpT2XpxgYAf1m77pT1Swpn+4yvw3F+nlp+J9mC2ElXUxjATu83Zx2F53yl1/3hVB4wmUOkMkyyhokkSZIkST2MAZPGOgL4mwq2/wvgPal136hdd4AohP5Kat1XKHy6utbeC/xLat18CtNwvQl8nPy6JUcSQZNS5/NzwMOpdZ+h+vQxWdwLvJ5adxfdsz5DT/FRKnvq+5/JT6uzBZhW0x7VzknAhNS67cBPGtCXUp5JLR9L9nR0ewO31rQ3tZOuCdIXOLuC9p8jggld5S3g66l1H6IwKN1Z36VwVtGXyR5MGgTcllq3htLpzqaklocT7y2rW8hP+5jFBmByat3lxIMP9XYWEYRKvqxBJ0mSJElSHRgwabx/IFudkDOAL6bWLaUwCNBZLRQOWL4LeJDC/P1Z9ANGUzoVzD5E3ZJk/Ym3gD8m0t6kPUEUW066BLipTF9uJn82zj7Af1FdLRmACyn9ZPNWYuAw6R3EjJlKgybdsaZDd9SHCFQdnmHbT1M44+deCmvP1MqdxAyRaoqgn0eky0vXaPkPCmcRNNpTFB9ALzfAOwCYCgyuR6dq4GUKazx9nmx1LD5K3Ou72h0Uzoq4h8L0V+XsBxzawd82Ed9b0hDgXzPstx9xzR2bWn83cf/syP0UBrC+Qbb75NXEwwfVaCb/3O4DfJPKgjVJg4nAfZbjzkq99q3ymJIkSZIkqQQDJo2zg6gZsjcxgP7JEtteRaQJOiCxrg24gdqm48r5D2JAKukcYCEx0JTlydzBRIBiCREMSc+MSbqLmGGS9BfASyXa3E5h6qRbgKEl2swH/j617p3EAO9E4JASbXPeBdzYvq/ZxEB2KXdQmPv+gvb25VKd9Sdy8/+QwtoyKrSt/X9PJNLnnNnBdgOIczM9o2k1hedHLZ0K3EcUyf5XYtC6VOqpfYi0Qd8jgoTpgOUbNGYQvpwtFN4/hhIzBjoKZJ0OPMrulGPr6tO1TmkFfpRadxkxuN9RasVBxH3p+8R510rxQub1sgIYm1q3L/Gb8yXKB25PIPr/Ch1fTxDXU/p+/ZfAA3T8nb8D+DFwTWr9b4EvlOnXRgpnZx5N3CeHddCmL3Hvvo8I1Gwnvo9KvEGkxUy225dIvziZbAGbQ4nUkj8lCth3VcpLSZIkSZKUgSkdGmcNMYh2IxEI+TaRfuo/iYGnVuKp2ysonjbq3+g4x3st/G+i5kYylc6RxNPJtxMFzZ8l3sc2oqDwYcSg8BlEQdwsrgc+lVp3N/HZlNJKBJmeZfdAcn8iPcwZROquYr4EnAKMSawbBPwTkTLnV+2v1cBmYH9iUPGk9v2+m2xPlOfsIt7jE+1tc94DzCAGNH9G1H1YQwSjDgdOIz773ID6KxUcs7f6IXH+nd7+v78iAic/A1YS3+VJxADt0am2u4gB3rVd0M+jgL9qf0EUDl9BPLneSpyPRxDnSEdB7beAD9M1/a3G/yNS5x2YWHcVkUroUWAxETQ+kijwnpzlNZu4XrpjMOgLxIB5Mmj8F8R7m0EMgG8gvr/TiJRNyaDYl4GPEEG9rvJd4P3Eb03OAODvgL8misM/TaQPbCECxycQaaCyzvbZSNyPZ5EfPLqW+A17mLhXv0F852cRAcOBqf1sImbtlZpdkjON+Cw/mlh3HFG75QngEWA58V0dT1z3xyW2vZm471f64MhDxGzG29n9W9CXmLE2lkhJ9xRRa2sDEfg8iLiezyDuQf7bS5IkSZKkbsr/095YE4iB3ZHty6e2v8qZBoyrV6fabQEuAv4d+NPU3w4iBms/3MljnNi+/6RFZK/rspoYvJzF7kGvdxIpUq4kZuGk5QrHLyFSjyXTIw0i0mxdmPH4Wb1GBD9+RAwOJx3d3h913g5iAPVx4nPtB1zc/iqllQgQpmcPdJUj219ZLSWCcPPr052ayM1syD3Nn7MfEVy4qoN2LxAp/P6qg7832svAnxNppJKB0yOIAfNSHiBSeH2kPl0r6TPAKiKtYzJAsDfx+zOyWKMKPUEEQR4kfiNyBhGzKMrNpFhDzNhJ18Ap5ToirWIyxVgfYkZTqdmG3yUCHv9UwbGSvgwsI2ZjJlNj9SPq2lRS20aSJEmSJHUjpuRqrBbi6dt7KD64n7aNeLL1T6k8lUg1thGD+VcTRdOr8RrwVQprrexNpBraP7FuM/FEcpani3N+QWHB4MvJf5o6rY0YOBxGYVqvrDYC3yLy5mfxBjFw/1kqnxWwk5gpofJeIYJS8zJu/wci8PetOvUn6WFiwL1arxNPxQ+hewdLcr5HBD+yptd6kEhXl64T0t1MI+5TGzJuv51I+Xc9XXPf7siXiCB41msj6QXiWilnLpG+cWYF+24jZue8n5jpUontRPDtduI+Wc5OYpbQJ8j2m1vK94H3EedDNakxdxBB2mqDNpIkSZIkqQ721Bkmd5P/BOtvK2y/hBhgyck68JV0H/Eke06lAz0524lUQFOImiQjidzuSS8RgzNTgRcr3P+T5L/X31XRxx8SqcIuIYrbjiBStaQDbm1EfYYXiM/m58TnUmww6XQih/tPE+sea29bqVuI4FPySd+DiaDMtqItwjziyeSziMDVCOLJ4AFFtl1NnGdPE+9rLpUFdmjvy5eArxMDrpcSA5gHFdn2VSKFzc+IQbWVFR6rK/2B/HOsmkHhXal9QAQIqvEq8XT5R4ng4lDyU0PtIgIODxCzkaq5/qtxR/trMDCc3amojqd4XaBtwG+I2kE/Ieo9tHRJT2vnh0Sw70YikHka+TMz1hJBz3uIVF05j5N/PmS5LzxEzGzJeSJDm5nkBwLmZmgDUY9lNjET5irie0zeD7cRvzMPEUHVZYm/fYP8NF2LMx6zFh4jzrsPEPe8S4gUUek0gxva+zWbOO+eJHuA4Xft+z4f+BhRh6dYCrLFRBDx+3QuAJh7kOA+Ir1jOuVeK/H5P0zUGUn+e+HL5M+ASp4/WfyOCL7cQjxYMIII+hUryL6OOCeeIX5D5pA9mPhdCgNd2yvsa1bVXHuSJEmSJPUYfRYsWJD5Kcs+ffp86cwzz/xsPTvUg11NPEWbs5LCOgo5A4m6HAOIHOylBv0b6VB2D/xtJAZ/Kg0idEcHEHVE9mL3+9pUx+PtQ3yO+xOzbF6nawtD76nuIepH5HyLjtOb7UsEIjcRwa8sT6N3lT7s/v73Ic65t4D1jexUu6uIYGnOKrLXJypmEPFe9yUCWz3lPN+HuGfsQ5xf3bW2TDH9iO/kMOL+vZGYEVdLA9r3fxBxXr9Bfa/BfYj0jI263vclfh9z9/R1xDXd1b5IBJNyfkRjUsJJkiRJktQwzzzzzO1tbW0Tsm6/p84w6el2kP9Ecnf1Jh0XV9+TbaDrZh1ADBq/2oXH6402E093d0dtxAByrQepa+Gw1PLGTu5vK9lSO+1ptrBn3LOL2UUEFVbX8RgtRLBtVR2PkbSFxl7vm9tfjVbr61eSJEmSpB7PGiaSpI4cmlquNk2apK7n9StJkiRJUoUMmEiSOnJmanlRQ3ohqVJ98PqVJEmSJKliBkwkScWcBlyZWvdYIzoiqWKfBN6VWG4jCrpLkiRJkqQSrGEiSQIYDJwC7AecDXwCGJj4+3rgwQb0S1J5w4EjiLolI4CPpv4+F3ipqzslSZIkSdKexoCJJAng48DnS/z980TRdkndz0Tg4g7+1grc1IV9kSRJkiRpj2VKLklSOc3A3Y3uhKSK7SDSc81rdEckSZIkSdoTOMNEklTMZuCXwJeBOY3tiqQKvQE8DHwRWNLgvkiSJEmStMcwYNJ15gKXJJa3N6ojUg/xNWB6YnlVozrSQ3wTmA1sANYCy4CWhvZIUlYTgEOAN9tffyAKvUuSJEmSpAoYMOk6rwOPNroTUg/y2/aXauPF9pekPc/CRndAkiRJkqSewBomkiRJkiRJkiSp1zNgIkmSJEmSJEmSej0DJpIkSZIkSZIkqdczYCJJkiRJkiRJkno9AyaSJEmSJEmSJKnXM2AiSZIkSZIkSZJ6PQMmkiRJkiRJkiSp1zNgIkmSJEmSJEmSej0DJpIkSZIkSZIkqdczYCJJkiRJkiRJkno9AyaSJEmSJEmSJKnXM2AiSZIkSZIkSZJ6PQMmkiRJkiRJkiSp1zNgIkmSJEmSJEmSej0DJpIkSZIkSZIkqdczYCJJkiRJkiRJkno9AyaSJEmSJEmSJKnXM2AiSZIkSZIkSZJ6PQMmkiRJkiRJkiSp1zNgIkmSJEmSJEmSej0DJpIkSZIkSZIkqdczYCJJkiRJkiRJkno9AyaSJEmSJEmSJKnX67NgwYK2Crb/FTCnTn2RJEmSJEmSJEmqlQuBc7Ju3L/CnZ9Tyc4lSZIkSZIkSZL2BKbkkiRJkiRJkiRJvZ4BE0mSJEmSJEmS1OsZMJEkSZIkSZIkSb2eARNJkiRJkiRJktTr9QW2N7oTkiRJkiRJkiRJDbS9L/D7RvdCkiRJkiRJkiSpgX7fF5jR6F5IkiRJkiRJkiQ10Iy+AwcO/Brwh0b3RJIkSZIkSZIkqQH+MHDgwK/1HTJkyDrgMmB5o3skSZIkSZIkSZLUhZYDlw0ZMmRdn9yaZ5999qBdu3b9DXA1cBLQr1G9kyRJkiRJkiRJqpNdwBLgB/369fvqGWecsR7g/wMjuwffObVAmAAAAABJRU5ErkJggg==" + } + }, + "cell_type": "markdown", + "id": "a458c714", + "metadata": {}, + "source": [ + "
\n", + "\n", "
" ] }, { "cell_type": "markdown", - "id": "7a36916e", + "id": "044aaeec", "metadata": {}, "source": [ - "## Writing a HelloWorld MPI Program in Julia\n", - "Let's start by creating a simple MPI program that prints a message along with the rank of each worker. \n", + "### Execution model\n", "\n", - "Create a new Julia script, for example, `mpi_hello_world.jl`:\n", + "- MPI programs are typically run with a Single Program Multiple Data (SPMD) model\n", + "- But the standard supports Multiple Program Multiple Data (MPMD)" + ] + }, + { + "cell_type": "markdown", + "id": "5f76fb65", + "metadata": {}, + "source": [ + "### Hello world\n", "\n", - "```julia\n", + "Julia code typically needs to be in a file to run in with MPI. Let's us write our hello world in a file:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e03f35c5", + "metadata": {}, + "outputs": [], + "source": [ + "code = raw\"\"\"\n", "using MPI\n", - "\n", - "# Initialize MPI\n", "MPI.Init()\n", - "\n", - "# Get the default communicator (MPI_COMM_WORLD) for all processes\n", "comm = MPI.COMM_WORLD\n", - "\n", - "# Get the number of processes in this communicator\n", "nranks = MPI.Comm_size(comm)\n", - "\n", - "# Get the rank of the current process within the communicator\n", "rank = MPI.Comm_rank(comm)\n", - "\n", - "# Print a message with the rank of the current process\n", "println(\"Hello, I am process $rank of $nranks processes!\")\n", + "\"\"\"\n", + "filename = tempname()*\".jl\"\n", + "write(filename,code);" + ] + }, + { + "cell_type": "markdown", + "id": "f13946dd", + "metadata": {}, + "source": [ + "Now, we can run it" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dbe654dc", + "metadata": {}, + "outputs": [], + "source": [ + "using MPI\n", + "mpiexec(cmd->run(`$cmd -np 4 julia --project=. $filename`));" + ] + }, + { + "cell_type": "markdown", + "id": "651f26ae", + "metadata": {}, + "source": [ + "Note that function mpiexec provided by MPI.jl is a convenient way of accessing the mpiexec program that matches the MPI installation used my Julia." + ] + }, + { + "cell_type": "markdown", + "id": "8665c3ca", + "metadata": {}, + "source": [ + "### MPIClusterManagers \n", "\n", - "# Finalize MPI\n", - "MPI.Finalize()\n", - "```" + "- This package allows you to create Julia workers that can call MPI functions\n", + "- This is useful to combine Distributed.jl and MPI.jl\n", + "- E.g., we can run MPI code interactively (from a notebook)\n", + "- Link: https://github.com/JuliaParallel/MPIClusterManagers.jl\n" + ] + }, + { + "attachments": { + "g1340.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "355155d8", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "28c68c9c", + "metadata": {}, + "outputs": [], + "source": [ + "] add MPIClusterManagers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "84adeab3", + "metadata": {}, + "outputs": [], + "source": [ + "using MPIClusterManagers\n", + "using Distributed\n", + "if procs() == workers()\n", + " nranks = 3\n", + " manager = MPIWorkerManager(nranks)\n", + " addprocs(manager)\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "612a7587", + "metadata": {}, + "outputs": [], + "source": [ + "@everywhere workers() begin\n", + " using MPI\n", + " MPI.Init()\n", + " comm = MPI.COMM_WORLD\n", + " nranks = MPI.Comm_size(comm)\n", + " rank = MPI.Comm_rank(comm)\n", + " println(\"Hello, I am process $rank of $nranks processes!\")\n", + "end" ] }, { @@ -88,290 +263,218 @@ "id": "6caa8d74", "metadata": {}, "source": [ - "### MPI Communicators\n", - "In MPI, a **communicator** is a context in which a group of processes can communicate with each other. `MPI_COMM_WORLD` is one of the MPI standard communicators, it represents all processes in the MPI program. Custom communicators can also be created to group processes based on specific requirements or logical divisions. \n", + "## MPI Communicators\n", "\n", - "The **rank** of a processor is a unique identifier assigned to each process within a communicator. It allows processes to distinguish and address each other in communication operations. " + "In MPI, a **communicator** represents a group of processes that can communicate with each other. `MPI_COMM_WORLD` (`MPI.COMM_WORLD` from Julia) is a built-in communicator that represents all processes available in the MPI program. Custom communicators can also be created to group processes based on specific requirements or logical divisions. The **rank** of a processor is a unique identifier assigned to each process within a communicator. It allows processes to distinguish and address each other in communication operations.\n", + "\n", + "### Duplicating a communicator\n", + "\n", + "It is a good practice to not using the built-in communicators directly, and use a copy instead with `MPI.Comm_dup`. Different libraries using the same communicator can lead to unexpected interferences." ] }, { "cell_type": "markdown", - "id": "19f41e38", + "id": "c87b3c82", "metadata": {}, "source": [ - "## Running the HelloWorld MPI Program\n", + "## Collective communication\n", "\n", - "To run MPI applications in parallel, you need a launcher like `mpiexec`. MPI codes written in Julia are not an exception to this rule. From the system terminal, you can run\n", - "```\n", - "$ mpiexec -np 4 mpi_hello_world.jl\n", - "```\n", - "In this command, `-np 4` specifies the desired number of processes. \n", - "But it will probably not work since the version of `mpiexec` needs to match with the MPI version we are using from Julia. You can find the path to the `mpiexec` binary you need to use with these commands\n", + "MPI provides collective communication functions for communication involving multiple processes. Some usual collective directives are:\n", "\n", - "```julia\n", - "julia> using MPI\n", - "julia> MPI.mpiexec_path\n", - "```\n", + "- `MPI.Scatter`: Distributes data from one process to all processes.\n", + "- `MPI.Gather`: Gathers data from all processes to a single process.\n", + "- `MPI.Bcast`: Broadcasts data from one process to all processes.\n", + "- `MPI.Barrier`: Synchronizes all processes.\n", "\n", - "and then try again\n", - "```\n", - "$ /path/to/my/mpiexec -np 4 julia mpi_hello_world.jl\n", - "```\n", - "with your particular path.\n", - "\n", - "However, this is not very convenient. Don't worry if you could not make it work! A more elegant way to run MPI code is from the Julia REPL directly, by using these commands:\n", - "```julia\n", - "julia> using MPI\n", - "julia> mpiexec(cmd->run(`$cmd -np 4 julia mpi_hello_world.jl`))\n", - "```\n", - "\n", - "Now, you should see output from 4 ranks.\n" + "See more collective directives available from Julia here: https://juliaparallel.org/MPI.jl/stable/reference/collective/\n" ] }, { "cell_type": "markdown", - "id": "0592e58c", + "id": "8b4254d1", "metadata": {}, "source": [ - "## Running MPI Programs in Jupyter Notebook with MPIClusterManagers\n", - "If you want to run your MPI code from a Jupyter Notebook, you can do so using the `MPIClusterManagers` package.\n", + "### Scatter\n", "\n", - "1. Load the packages and start an MPI cluster with the desired number of workers:" + "TODO explain what this code does" + ] + }, + { + "attachments": { + "g13389.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "74d5b606", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" ] }, { "cell_type": "code", "execution_count": null, - "id": "cf66dd39", + "id": "5ea413fd", "metadata": {}, "outputs": [], "source": [ - "using MPIClusterManagers\n", - "# Distributed package is needed for addprocs()\n", - "using Distributed\n", - "\n", - "manager = MPIWorkerManager(4)\n", - "addprocs(manager)" - ] - }, - { - "cell_type": "markdown", - "id": "d40fe3ee", - "metadata": {}, - "source": [ - "2. Run your MPI code inside a `@mpi_do` block to execute it on the cluster workers:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0a51d1f2", - "metadata": {}, - "outputs": [], - "source": [ - "@mpi_do manager begin\n", - " using MPI\n", - " comm = MPI.COMM_WORLD\n", + "@everywhere workers() begin\n", + " comm = MPI.Comm_dup(MPI.COMM_WORLD)\n", + " nranks = MPI.Comm_size(comm)\n", " rank = MPI.Comm_rank(comm)\n", - " println(\"Hello from process $rank\")\n", - "end\n" + " root = 0\n", + " rcv = Ref(0) \n", + " if rank == root\n", + " snd = [10*(i+1) for i in 1:nranks]\n", + " println(\"I am sending: $snd\")\n", + " else\n", + " snd = nothing\n", + " end \n", + " MPI.Scatter!(snd,rcv,comm;root)\n", + " println(\"I have received: $(rcv[])\")\n", + "end" ] }, { "cell_type": "markdown", - "id": "38ed88c1", + "id": "97dc2886", "metadata": {}, "source": [ - "MPI is automatically initialized and finalized within the `@mpi_do` block.\n", + "### Gather\n", "\n", - "3. Remove processes when done:" + "TODO explain what this code does" + ] + }, + { + "attachments": { + "g13884.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "4bdf9c02", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" ] }, { "cell_type": "code", "execution_count": null, - "id": "e0b53cc1", + "id": "1f8a70c6", "metadata": {}, "outputs": [], "source": [ - "rmprocs(manager)" + "@everywhere workers() begin\n", + " comm = MPI.Comm_dup(MPI.COMM_WORLD)\n", + " nranks = MPI.Comm_size(comm)\n", + " rank = MPI.Comm_rank(comm)\n", + " root = 0\n", + " snd = 10*(rank+2)\n", + " println(\"I am sending $snd\")\n", + " rcv = MPI.Gather(snd,comm;root)\n", + " if rank == root\n", + " println(\"I have received: $rcv\")\n", + " end\n", + "end" ] }, { "cell_type": "markdown", - "id": "5466a650", + "id": "ac9a5b52", "metadata": {}, "source": [ - "## Point-to-Point Communication with MPI\n", - "MPI provides point-to-point communication using blocking send and receiving functions `MPI.send`, `MPI.recv`; or their non-blocking versions `MPI.Isend`, and `MPI.Irecv!`. These functions allow individual processes to send and receive data between each other.\n", + "## Point-to-Point communication\n", "\n", - "### Blocking communication\n", "\n", - "Let's demonstrate how to send and receive with an example:\n", + "MPI also provides point-to-point communication directives for arbitrary communication between processes. Point-to-point communications are two-sided: there is a sender and a receiver. Here, we will discuss these basic directives:\n", "\n", - "```julia\n", - "using MPI\n", + "- `MPI.Isend`, and `MPI.Irecv!`\n", "\n", - "MPI.Init()\n", + "which are *non-blocking directives*.\n", "\n", - "comm = MPI.COMM_WORLD\n", - "rank = MPI.Comm_rank(comm)\n", - "\n", - "# Send and receive messages using blocking MPI.send and MPI.recv\n", - "if rank == 0\n", - " data = \"Hello from process $rank !\"\n", - " MPI.send(data, comm, dest=1)\n", - "elseif rank == 1\n", - " received_data = MPI.recv(comm, source=0)\n", - " println(\"Process $rank received: $received_data\")\n", - "end\n", - "\n", - "MPI.Finalize()\n", - "```" + "MPI also offers *blocking* directives with different blocking behaviors (communication modes). Blocking communication will be discussed later in the course.\n", + "\n" ] }, { "cell_type": "markdown", - "id": "d4dfe654", + "id": "750fdacb", "metadata": {}, "source": [ - "In this example, process 0 sends a message using `MPI.send`, and process 1 receives it using `MPI.recv`.\n", + "### Example\n", "\n", - "### Non-blocking communication\n", - "\n", - "To demonstrate asynchronous communication, let's modify the example using `MPI.Isend` and `MPI.Irecv!`:\n", - "\n", - "```julia\n", - "using MPI\n", - "\n", - "MPI.Init()\n", - "\n", - "comm = MPI.COMM_WORLD\n", - "rank = MPI.Comm_rank(comm)\n", - "\n", - "# Asynchronous communication using MPI.Isend and MPI.Irecv!\n", - "if rank == 0\n", - " data = \"Hello from process $rank !\"\n", - " request = MPI.Isend(data, comm, dest=1)\n", - " # Other computation can happen here\n", - " MPI.Wait(request)\n", - "elseif rank == 1\n", - " received_data = Array{UInt8}(undef, 50) # Preallocate buffer\n", - " request = MPI.Irecv!(received_data, comm, source=0)\n", - " # Other computation can happen here\n", - " MPI.Wait(request)\n", - " println(\"Process $rank received: $(String(received_data))\")\n", - "end\n", - "\n", - "MPI.Finalize()\n", - "```" + "The first rank generates a message and sends it to the last rank. The last rank receives the message and multiplies it by a coefficient. The last rank sends the result back to the first rank." + ] + }, + { + "attachments": { + "g5369.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "b479bbd4", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dccc3f6a", + "metadata": {}, + "outputs": [], + "source": [ + "@everywhere workers() begin\n", + " comm = MPI.Comm_dup(MPI.COMM_WORLD)\n", + " rank = MPI.Comm_rank(comm)\n", + " nranks = MPI.Comm_size(comm)\n", + " snder = 0\n", + " rcver = nranks-1\n", + " buffer = Ref(0)\n", + " if rank == snder\n", + " msg = 10*(rank+2)\n", + " println(\"I am sending: $msg\")\n", + " buffer[] = msg\n", + " req = MPI.Isend(buffer,comm;dest=rcver,tag=0)\n", + " MPI.Wait(req)\n", + " req = MPI.Irecv!(buffer,comm,source=rcver,tag=0)\n", + " MPI.Wait(req)\n", + " msg = buffer[]\n", + " println(\"I have received: $msg\")\n", + " end\n", + " if rank == rcver\n", + " req = MPI.Irecv!(buffer,comm,source=snder,tag=0)\n", + " MPI.Wait(req)\n", + " msg = buffer[]\n", + " println(\"I have received: $msg\")\n", + " coef = (rank+2)\n", + " msg = msg*coef\n", + " println(\"I am sending: $msg\")\n", + " buffer[] = msg\n", + " req = MPI.Isend(buffer,comm;dest=snder,tag=0)\n", + " MPI.Wait(req)\n", + " end\n", + "end" ] }, { "cell_type": "markdown", - "id": "024db538", + "id": "162682c1", "metadata": {}, "source": [ - "In this example, process 0 uses `MPI.Isend` to send the message asynchronously. This function returns immediately, allowing the sender process to continue its execution. However, the actual sending of data is done asynchronously in the background. Similar to `MPI.Isend`, `MPI.Irecv!` returns immediately, allowing the receiver process to continue executing. \n", - "\n", "
\n", - "Important: In asynchronous communication, always use MPI.Wait() to ensure the communication is finished before accessing the send or receive buffer.\n", - "
\n", - "\n", - "\n", - "## Collective Communication with MPI\n", - "MPI provides collective communication functions for communication involving multiple processes. Let's explore some of these functions:\n", - "\n", - "- MPI.Gather: Gathers data from all processes to a single process.\n", - "- MPI.Scatter: Distributes data from one process to all processes.\n", - "- MPI.Bcast: Broadcasts data from one process to all processes.\n", - "- MPI.Barrier: Synchronizes all processes.\n", - "\n", - "\n", - "Let's illustrate the use of `MPI.Gather` and `MPI.Scatter` with an example:\n", - "\n", - "```julia\n", - "# TODO: check if this runs correctly\n", - "using MPI\n", - "using Random\n", - "\n", - "MPI.Init()\n", - "\n", - "comm = MPI.COMM_WORLD\n", - "rank = MPI.Comm_rank(comm)\n", - "size = MPI.Comm_size(comm)\n", - "\n", - "# Root processor generates random data\n", - "data = rand(rank == 0 ? size * 2 : 0)\n", - "\n", - "# Scatter data to all processes\n", - "local_data = Vector{Float64}(undef, 2)\n", - "MPI.Scatter!(data, local_data, comm, root=0)\n", - "\n", - "# Compute local average\n", - "local_average = sum(local_data) / length(local_data)\n", - "\n", - "# Gather local averages at the root processor\n", - "gathered_averages = Vector{Float64}(undef, size)\n", - "MPI.Gather!(local_average, gathered_averages, comm, root=0)\n", - "\n", - "if rank == 0\n", - " # Compute global average of sub-averages\n", - " global_average = sum(gathered_averages) / size\n", - " println(\"Global average: $global_average\")\n", - "end\n", - "\n", - "MPI.Finalize()\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e65cb53f", - "metadata": {}, - "outputs": [], - "source": [ - "using MPI\n", - "using Random\n", - "\n", - "# TODO: check if this runs correctly\n", - "\n", - "MPI.Init()\n", - "\n", - "comm = MPI.COMM_WORLD\n", - "rank = MPI.Comm_rank(comm)\n", - "size = MPI.Comm_size(comm)\n", - "\n", - "# Root processor generates random data\n", - "data = rand(rank == 0 ? size * 2 : 0)\n", - "\n", - "# Scatter data to all processes\n", - "local_data = Vector{Float64}(undef, 2)\n", - "MPI.Scatter!(data, local_data, comm, root=0)\n", - "\n", - "# Compute local average\n", - "local_average = sum(local_data) / length(local_data)\n", - "\n", - "# Gather local averages at the root processor\n", - "gathered_averages = Vector{Float64}(undef, size)\n", - "MPI.Gather!(local_average, gathered_averages, comm, root=0)\n", - "\n", - "if rank == 0\n", - " # Compute global average of sub-averages\n", - " global_average = sum(gathered_averages) / size\n", - " println(\"Global average: $global_average\")\n", - "end\n", - "\n", - "MPI.Finalize()" - ] - }, - { - "cell_type": "markdown", - "id": "dfd5da9e", - "metadata": {}, - "source": [ - "In this example, the root processor generates random data and then scatters it to all processes using MPI.Scatter. Each process calculates the average of its local data, and then the local averages are gathered using MPI.Gather. The root processor computes the global average of all sub-averages and prints it." + "Important: In non-blocking communication, use MPI.Wait() before modifying the send buffer or using the receive buffer.\n", + "
" ] }, { @@ -397,7 +500,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Julia 1.9.1", + "display_name": "Julia 1.9.0", "language": "julia", "name": "julia-1.9" }, @@ -405,7 +508,7 @@ "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", - "version": "1.9.1" + "version": "1.9.0" } }, "nbformat": 4, diff --git a/notebooks/solutions.ipynb b/notebooks/solutions.ipynb index 526c703..64b99de 100644 --- a/notebooks/solutions.ipynb +++ b/notebooks/solutions.ipynb @@ -314,7 +314,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Julia 1.9.1", + "display_name": "Julia 1.9.0", "language": "julia", "name": "julia-1.9" }, @@ -322,7 +322,7 @@ "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", - "version": "1.9.1" + "version": "1.9.0" } }, "nbformat": 4,