{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Image Approximation with Fourier and Wavelets\n", "=============================================\n", "\n", "*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_python/) for details about how to install the toolboxes.\n", "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\enscond}[2]{\\lbrace #1, #2 \\rbrace}$\n", "$\\newcommand{\\pd}[2]{ \\frac{ \\partial #1}{\\partial #2} }$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\umax}[1]{\\underset{#1}{\\max}\\;}$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\uargmin}[1]{\\underset{#1}{argmin}\\;}$\n", "$\\newcommand{\\norm}[1]{\\|#1\\|}$\n", "$\\newcommand{\\abs}[1]{\\left|#1\\right|}$\n", "$\\newcommand{\\choice}[1]{ \\left\\{ \\begin{array}{l} #1 \\end{array} \\right. }$\n", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "$\\newcommand{\\diag}[1]{{diag}\\left( #1 \\right)}$\n", "$\\newcommand{\\qandq}{\\quad\\text{and}\\quad}$\n", "$\\newcommand{\\qwhereq}{\\quad\\text{where}\\quad}$\n", "$\\newcommand{\\qifq}{ \\quad \\text{if} \\quad }$\n", "$\\newcommand{\\qarrq}{ \\quad \\Longrightarrow \\quad }$\n", "$\\newcommand{\\ZZ}{\\mathbb{Z}}$\n", "$\\newcommand{\\CC}{\\mathbb{C}}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\EE}{\\mathbb{E}}$\n", "$\\newcommand{\\Zz}{\\mathcal{Z}}$\n", "$\\newcommand{\\Ww}{\\mathcal{W}}$\n", "$\\newcommand{\\Vv}{\\mathcal{V}}$\n", "$\\newcommand{\\Nn}{\\mathcal{N}}$\n", "$\\newcommand{\\NN}{\\mathcal{N}}$\n", "$\\newcommand{\\Hh}{\\mathcal{H}}$\n", "$\\newcommand{\\Bb}{\\mathcal{B}}$\n", "$\\newcommand{\\Ee}{\\mathcal{E}}$\n", "$\\newcommand{\\Cc}{\\mathcal{C}}$\n", "$\\newcommand{\\Gg}{\\mathcal{G}}$\n", "$\\newcommand{\\Ss}{\\mathcal{S}}$\n", "$\\newcommand{\\Pp}{\\mathcal{P}}$\n", "$\\newcommand{\\Ff}{\\mathcal{F}}$\n", "$\\newcommand{\\Xx}{\\mathcal{X}}$\n", "$\\newcommand{\\Mm}{\\mathcal{M}}$\n", "$\\newcommand{\\Ii}{\\mathcal{I}}$\n", "$\\newcommand{\\Dd}{\\mathcal{D}}$\n", "$\\newcommand{\\Ll}{\\mathcal{L}}$\n", "$\\newcommand{\\Tt}{\\mathcal{T}}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\al}{\\alpha}$\n", "$\\newcommand{\\la}{\\lambda}$\n", "$\\newcommand{\\ga}{\\gamma}$\n", "$\\newcommand{\\Ga}{\\Gamma}$\n", "$\\newcommand{\\La}{\\Lambda}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Si}{\\Sigma}$\n", "$\\newcommand{\\be}{\\beta}$\n", "$\\newcommand{\\de}{\\delta}$\n", "$\\newcommand{\\De}{\\Delta}$\n", "$\\newcommand{\\phi}{\\varphi}$\n", "$\\newcommand{\\th}{\\theta}$\n", "$\\newcommand{\\om}{\\omega}$\n", "$\\newcommand{\\Om}{\\Omega}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This numerical tour overviews the use of Fourier and wavelets for image\n", "approximation." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[1m\u001b[31mWARNING: symbol is deprecated, use Symbol instead.\u001b[0m\n", " in depwarn(::String, ::Symbol) at .\\deprecated.jl:64\n", " in symbol(::String, ::Vararg{String,N}) at .\\deprecated.jl:30\n", " in reload_module(::Symbol, ::Expr) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\smart_types.jl:65\n", " in (::Autoreload.##14#15{Array{Any,1}})() at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\Autoreload.jl:117\n", " in cd(::Autoreload.##14#15{Array{Any,1}}, ::String) at .\\file.jl:48\n", " in #smart_reload#13(::Array{Any,1}, ::Function, ::String) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\Autoreload.jl:109\n", " in (::Autoreload.#kw##smart_reload)(::Array{Any,1}, ::Autoreload.#smart_reload, ::String) at .\\:0\n", " in #try_reload#16(::Array{Any,1}, ::Function, ::String) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\Autoreload.jl:126\n", " in (::Autoreload.#kw##try_reload)(::Array{Any,1}, ::Autoreload.#try_reload, ::String) at .\\:0\n", " in #areload#17(::Array{Any,1}, ::Function, ::Symbol) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\Autoreload.jl:185\n", " in areload_hook() at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\Autoreload.jl:197\n", " in execute_request(::ZMQ.Socket, ::IJulia.Msg) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\execute_request.jl:153\n", " in eventloop(::ZMQ.Socket) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\eventloop.jl:8\n", " in (::IJulia.##13#19)() at .\\task.jl:360\n", "while loading C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\kernel.jl, in expression starting on line 31\n", "\u001b[1m\u001b[31mWARNING: Main.(:NtToolBox) is deprecated; use Main.:NtToolBox or getfield(Main, :NtToolBox) instead.\u001b[0m\n", " in depwarn(::String, ::Symbol) at .\\deprecated.jl:64\n", " in broadcast(::Module, ::Symbol) at .\\deprecated.jl:377\n", " in reload_module(::Symbol, ::Expr) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\smart_types.jl:72\n", " in (::Autoreload.##14#15{Array{Any,1}})() at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\Autoreload.jl:117\n", " in cd(::Autoreload.##14#15{Array{Any,1}}, ::String) at .\\file.jl:48\n", " in #smart_reload#13(::Array{Any,1}, ::Function, ::String) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\Autoreload.jl:109\n", " in (::Autoreload.#kw##smart_reload)(::Array{Any,1}, ::Autoreload.#smart_reload, ::String) at .\\:0\n", " in #try_reload#16(::Array{Any,1}, ::Function, ::String) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\Autoreload.jl:126\n", " in (::Autoreload.#kw##try_reload)(::Array{Any,1}, ::Autoreload.#try_reload, ::String) at .\\:0\n", " in #areload#17(::Array{Any,1}, ::Function, ::Symbol) at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\Autoreload.jl:185\n", " in areload_hook() at C:\\Users\\Ayman\\.julia\\v0.5\\Autoreload\\src\\Autoreload.jl:197\n", " in execute_request(::ZMQ.Socket, ::IJulia.Msg) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\execute_request.jl:153\n", " in eventloop(::ZMQ.Socket) at C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\eventloop.jl:8\n", " in (::IJulia.##13#19)() at .\\task.jl:360\n", "while loading C:\\Users\\Ayman\\.julia\\v0.5\\IJulia\\src\\kernel.jl, in expression starting on line 31\n", "WARNING: Method definition Mdot" ] }, { "data": { "text/plain": [ "perform_wavelet_transf (generic function with 4 methods)" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "(Any, Array{Float64, 1}) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\NtToolBox.jl:15 overwritten at none:16.\n", "WARNING: Method definition rescale(Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\NtToolBox.jl:29 overwritten at none:30.\n", "WARNING: Method definition rescale(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\NtToolBox.jl:29 overwritten at none:30.\n", "WARNING: Method definition rescale(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\NtToolBox.jl:29 overwritten at none:30.\n", "WARNING: Method definition clamP(Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\NtToolBox.jl:43 overwritten at none:44.\n", "WARNING: Method definition clamP(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\NtToolBox.jl:43 overwritten at none:44.\n", "WARNING: Method definition clamP(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\NtToolBox.jl:43 overwritten at none:44.\n", "WARNING: Method definition gaussian_blur(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\NtToolBox.jl:78 overwritten at none:79.\n", "WARNING: Method definition plot_levelset(Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\NtToolBox.jl:99 overwritten at none:100.\n", "WARNING: Method definition plot_levelset(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\NtToolBox.jl:99 overwritten at none:100.\n", "WARNING: Method definition plot_levelset(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\NtToolBox.jl:99 overwritten at none:100.\n", "WARNING: Method definition Grad(Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\NtToolBox.jl:113 overwritten at none:114.\n", "WARNING: Method definition Grad(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\NtToolBox.jl:113 overwritten at none:114.\n", "WARNING: Method definition Grad(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\NtToolBox.jl:113 overwritten at none:114.\n", "WARNING: Method definition ndgrid(AbstractArray{T<:Any, 1}) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\ndgrid.jl:3 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\ndgrid.jl:3.\n", "WARNING: Method definition ndgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\ndgrid.jl:6 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\ndgrid.jl:6.\n", "WARNING: Method definition ndgrid_fill(Any, Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\ndgrid.jl:13 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\ndgrid.jl:13.\n", "WARNING: Method definition ndgrid(AbstractArray{#T<:Any, 1}...) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\ndgrid.jl:19 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\ndgrid.jl:19.\n", "WARNING: Method definition meshgrid(AbstractArray{T<:Any, 1}) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\ndgrid.jl:33 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\ndgrid.jl:33.\n", "WARNING: Method definition meshgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\ndgrid.jl:36 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\ndgrid.jl:36.\n", "WARNING: Method definition meshgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\ndgrid.jl:44 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\ndgrid.jl:44.\n", "WARNING: Method definition load_image(Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:12 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:12.\n", "WARNING: Method definition load_image(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:12 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:12.\n", "WARNING: Method definition load_image(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:12 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:12.\n", "WARNING: Method definition load_image(Any, Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:12 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:12.\n", "WARNING: Method definition load_image(Any, Any, Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:12 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:12.\n", "WARNING: Method definition imageplot(Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:51 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:51.\n", "WARNING: Method definition imageplot(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:51 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:51.\n", "WARNING: Method definition imageplot(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:51 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:51.\n", "WARNING: Method definition snr(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:63 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:63.\n", "WARNING: Method definition resize_image(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:81 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:81.\n", "WARNING: Method definition trim_dim(Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:100 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:100.\n", "WARNING: Method definition subsampling(Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:120 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:120.\n", "WARNING: Method definition subsampling(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:120 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:120.\n", "WARNING: Method definition subsampling(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:120 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:120.\n", "WARNING: Method definition upsampling(Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:146 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:146.\n", "WARNING: Method definition upsampling(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:146 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:146.\n", "WARNING: Method definition upsampling(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:146 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:146.\n", "WARNING: Method definition cconvol(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:178 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:178.\n", "WARNING: Method definition cconvol(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:178 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:178.\n", "WARNING: Method definition plot_wavelet(Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:255 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:255.\n", "WARNING: Method definition plot_wavelet(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:255 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:255.\n", "WARNING: Method definition subselectdim(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:306 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:306.\n", "WARNING: Method definition subassign(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:320 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:320.\n", "WARNING: Method definition subselect(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:334 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:334.\n", "WARNING: Method definition perform_wavortho_transf(Any, Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:359 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:359.\n", "WARNING: Method definition div(Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:394 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:394.\n", "WARNING: Method definition grad(Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:406 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:406.\n", "WARNING: Method definition bilinear_interpolate(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:418 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\signal.jl:418.\n", "WARNING: Method definition perform_wavelet_transf(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:3 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:3.\n", "WARNING: Method definition perform_wavelet_transf(Any, Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:3 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:3.\n", "WARNING: Method definition perform_wavelet_transf(Any, Any, Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:3 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:3.\n", "WARNING: Method definition perform_wavelet_transf(Any, Any, Any, Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:3 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:3.\n", "WARNING: Method definition lifting_step(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:158 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:158.\n", "WARNING: Method definition lifting_step_ti(Any, Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:200 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:200.\n", "WARNING: Method definition compute_wavelet_filter(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\compute_wavelet_filter.jl:2 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\compute_wavelet_filter.jl:2.\n", "WARNING: Method definition Div(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\Div.jl:2 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\Div.jl:2.\n", "WARNING: Method definition Div(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\Div.jl:2 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\Div.jl:2.\n", "WARNING: Method definition Div(Any, Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\Div.jl:2 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\Div.jl:2.\n", "WARNING: Method definition perform_blurring(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_blurring.jl:3 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_blurring.jl:3.\n", "WARNING: Method definition perform_blurring(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_blurring.jl:3 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_blurring.jl:3.\n", "WARNING: Method definition compute_gaussian_filter(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_blurring.jl:43 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_blurring.jl:43.\n", "WARNING: Method definition build_gaussian_filter_2d(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_blurring.jl:85 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_blurring.jl:85.\n", "WARNING: Method definition build_gaussian_filter_2d(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_blurring.jl:85 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_blurring.jl:85.\n", "WARNING: Method definition build_gaussian_filter_1d(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_blurring.jl:132 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_blurring.jl:132.\n", "WARNING: Method definition build_gaussian_filter_1d(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_blurring.jl:132 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_blurring.jl:132.\n", "WARNING: Method definition perform_convolution(Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_blurring.jl:161 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_blurring.jl:161.\n", "WARNING: Method definition perform_convolution(Any, Any, Any) in module NtToolBox at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_blurring.jl:161 overwritten at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_blurring.jl:161.\n", "WARNING: using NtToolBox.plot_wavelet in module Main conflicts with an existing identifier.\n", "WARNING: using NtToolBox.imageplot in module Main conflicts with an existing identifier.\n", "WARNING: using NtToolBox.snr in module Main conflicts with an existing identifier.\n", "WARNING: using NtToolBox.load_image in module Main conflicts with an existing identifier.\n", "WARNING: using NtToolBox.rescale in module Main conflicts with an existing identifier.\n", "WARNING: using NtToolBox.perform_wavelet_transf in module Main conflicts with an existing identifier.\n", "WARNING: using NtToolBox.clamP in module Main conflicts with an existing identifier.\n", "WARNING: replacing module NtToolBox\n" ] } ], "source": [ "#from __future__ import division\n", "\n", "#import numpy as np\n", "#import scipy as scp\n", "#import pylab as pyl\n", "#import matplotlib.pyplot as plt\n", "\n", "#from nt_toolbox.general import *\n", "#from nt_toolbox.signal import *\n", "\n", "#import warnings\n", "#warnings.filterwarnings('ignore')\n", "\n", "#%matplotlib inline\n", "#%load_ext autoreload\n", "#%autoreload 2\n", "\n", "using PyPlot\n", "using NtToolBox\n", "using Autoreload\n", "arequire(\"NtToolBox\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Note:* to measure the error of an image $f$ with its\n", "approximation $f_M$, we use the SNR measure, defined as\n", "\n", "$$ \\text{SNR}(f,f_M) = -20\\log_{10} \\pa{ \\frac{ \\norm{f-f_M} }{ \\norm{f} } }, $$\n", "\n", "which is a quantity expressed in decibels (dB).\n", "The higer the SNR, the better the quality.\n", "\n", "Image Loading and Displaying\n", "----------------------------\n", "\n", "\n", "First we load an image $ f \\in \\RR^N $ of $ N = N_0 \\times N_0 $ pixels." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "512×512 Array{Float32,2}:\n", " 0.672897 0.672897 0.672897 0.669782 … 0.705608 0.64486 0.528037\n", " 0.672897 0.672897 0.672897 0.669782 0.705608 0.64486 0.528037\n", " 0.672897 0.672897 0.672897 0.669782 0.705608 0.64486 0.528037\n", " 0.672897 0.672897 0.672897 0.669782 0.705608 0.64486 0.528037\n", " 0.672897 0.672897 0.672897 0.669782 0.705608 0.64486 0.528037\n", " 0.682243 0.682243 0.658879 0.64486 … 0.514019 0.415888 0.291277\n", " 0.668224 0.668224 0.67757 0.658879 0.303738 0.224299 0.196262\n", " 0.663551 0.663551 0.64486 0.654206 0.149533 0.17757 0.135514\n", " 0.64486 0.64486 0.658879 0.658879 0.126168 0.135514 0.14486 \n", " 0.64486 0.64486 0.654206 0.658879 0.135514 0.126168 0.116822\n", " 0.649533 0.649533 0.649533 0.668224 … 0.126168 0.154206 0.154206\n", " 0.649533 0.649533 0.649533 0.663551 0.126168 0.121495 0.140187\n", " 0.658879 0.658879 0.654206 0.649533 0.135514 0.140187 0.149533\n", " ⋮ ⋱ ⋮ \n", " 0.163551 0.163551 0.182243 0.200935 … 0.17757 0.168224 0.154206\n", " 0.149533 0.149533 0.163551 0.182243 0.182243 0.228972 0.224299\n", " 0.140187 0.140187 0.182243 0.219626 0.200935 0.257009 0.317757\n", " 0.14486 0.14486 0.172897 0.17757 0.247664 0.280374 0.364486\n", " 0.140187 0.140187 0.168224 0.14486 0.261682 0.299065 0.336449\n", " 0.135514 0.135514 0.17757 0.168224 … 0.317757 0.359813 0.373832\n", " 0.140187 0.140187 0.186916 0.163551 0.35514 0.345794 0.378505\n", " 0.172897 0.172897 0.140187 0.135514 0.369159 0.373832 0.35514 \n", " 0.126168 0.126168 0.149533 0.149533 0.411215 0.392523 0.383178\n", " 0.11215 0.11215 0.149533 0.135514 0.420561 0.401869 0.392523\n", " 0.116822 0.116822 0.17757 0.154206 … 0.420561 0.425234 0.439252\n", " 0.116822 0.116822 0.17757 0.238318 0.420561 0.425234 0.439252" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n0 = 512\n", "f = rescale(load_image(\"NtToolBox/src/data/lena.png\", n0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the original image." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "figure(figsize = (5,5))\n", "imageplot(f, \"Image f\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display a zoom in the middle." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "figure(figsize = (5,5))\n", "imageplot(f[Int(n0/2 - 32) : Int(n0/2 + 32), Int(n0/2 - 32) : Int(n0/2 + 32)], \"Zoom\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An image is a 2D array, it can be modified as a matrix." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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6vCfJnG2j0dBwONT09LSOHj2qTqdj7HY6nVY4HNbu7q6xaOFw2BigWq02cg8A4/b2tjnKeDyuy5cv6xvf+Ibm5uZUKpWUyWRUq9W0tramTCZjgLrf7+uuu+6SJD3yyCP6wAc+oPX1dX31q19Vq9VSJpNROp3W4uKiPf/Zs2e1uLioUqmkpaUl7e3tGQNZLBZ17tw5LS4uqt1ua2ZmRu9617tULBb1qU99Stvb26pUKlpbW9Pa2pr29/dVr9eNue50OkqlUgZYGB/6B0DJ8/McAAwAKuMDACP4AICRUYOFi0QiIzrgWVNJSiaTBtpg7wD7gEwAps+Q8VlJljlCN3xmCpDJ99A9Psv/MJwAfEAn2S//nmf5eX9iYsJAJHqNbtNvntX12VAP9AeDgV555RWtra1pa2vLsnfD4VC5XM7Ycp7TA8xOp6NqtTqSxdzb2zNWMxwOWxBDhhCgDOiFpc5msyNBFv9Ho1Ftbm6qWq1au8lmDQYDY84JXAGqBEqFQkFTU1NKJBKan5+3rFY6nVav11MqlVI6nVYikTBWeTAYqNVqqV6vW7tfj9yxZQBEVERQKKh0MJFisZiazaalLMLhsE1Uftrttn2X/300x4QZDoc2uWOxmKLR6EgpgHRoeMcNMZR+Op220gKikf39fSs/8IaDKAUlxOgSqfnIJxQKKZ1OW/qX36R2eVYmNdcnlcDztNttxeNxM3IYLx/9SjIDQDrcR2rSgWOjz6LRqL3nI3/awqTxpQD5fF6dTsfuw/d4dlLFOMLxdBT9n81mLQXOpMLo+VIFHB2v+3QMLM64TmC8uBdG2afL0R3KCzCAGDBYBEmW0iNNzt88I68xntyTsfIMyjjDEo/HX8NO+HHg9Xg8PtLvOEj+515TU1Oq1WojDJZnLHC2Kysr2t/f1+TkpDkFns+n0NDjaDRqaUbmiE9BYuTRXT+/fUlIu902XSblSV975wKbhsGmzOTMmTPK5/M6c+aMFhcX9XYQ0ug+ZYyQ0vMMnp/X9CklLOl0ekTfvD761Cb2KRaLqVgs6siRI5qcnNTe3p4ymYyVxaRSKbXbbXOOvV5Pk5OTWltbUzKZVKfTMXu6u7tr9vzWrVsaDAYqFApKJpPa2dmx+9111126fPmyer2eMbnT09Pm5EOhkBKJhO655x41Gg196UtfknTADsViMV28eFGS1Gq1dP/99+v8+fOamJjQo48+qtXVVZ0+fVp/+Zd/qdOnTyuZTCqdTmt2dlYPPvigjh49qr29PX3yk5/Uzs6OhsOhUqmUyuWy2YHp6WnT82w2a+AB5gxg4W3zeAqcccQmDgYD1et1s13MPVL/sVhM3W53xFdyTa7D2EuHJXXMac8k+xS6t/PoAAwr9g1d4hrYFNL32B6ALfaT+S3JbDv6xj28nfVAke90u11Lj8Paeva01+uNMLSexSZQk6R6va5Lly4pk8moUqloYmJCnU5H8/PzI4w0gYIP9uifTqdj7CfXhaknePF+F9+Ab2QME4mEYrGY0un0SMljKpVSOBxWq9VSIpGwfsf+ra+vq1gs2nxPJBLWNnxBsVhUvV7X0aNHzcbH43FVq1VNTEwYxkgmk1pfX1epVFIymVQul/sb7c/fVu5YZpXBYmJSZ4hyouQ4IUkjk4aaGl+7ikJ2Oh2b9DhyIrZYLGa0/u2iWoAykW8ikRipzcF4ALIATCgtNWC5XM7alMlkrM6Fe+HkB4OB1a5IsrSdB7GJRMIcka/l8WkcUlr0Fwo/XkMEwGcMABdcs1ar2aT2KRvu5SNC2sDzpVIpNZtNM3jULPqUFO2kxsoDSX99ImkPtHlW/znGEuMBCOT66ABGDsOPMfXj6nUJB4MDYqwHg4EFH8lk0mp7MNy+Bg0j6UG4rzHmf89gjdftYogAzqRuuDZ6iNHxgQgBoZdMJqO5uTmr38Z4Y2SJ0nd2drS+vq61tTX1ej2bLxhq5ih/M6a0C4BPfTWO2js7ABb6gePh+Xndj4dPbTabTbXbbRunubk5Pf744/rQhz6k++67zwLRt7owFwjsGXOYn16vZ2k8gIR3Zo1Gw1LykkaCZF+fDBDw6VHmKIzM9va2BS3dblfJZFKLi4vKZrMGLjc2NlQsFlWpVGyeoj+tVkvpdNoCqqWlJZ0/f97Gv1Kp6MyZMxasxGIxbW5uanV1Vc1mUzMzM9rZ2dETTzyharWqW7duaXV11XQrl8spmUzqz//8z3X27Fl9/etflySdOHFCN2/e1AMPPKBGo6Fer6dSqaS1tTVls1k988wzarfbeuqpp/TKK6/YZ/xaAsBZo9FQpVJRr9czf4D9h2ljznnm0afBCWB9oOkFu53JZEYCN/yKpJHAFj3hWhA73o7i/wCo2Gbsog9q+R6AGF+CrYVtp298G3w63s/n8bUT6LLXRV8KAXNMYMz746UM3M+XLvA6+kvdKMFUJBJRNptVq9Ua8Q9e3+k3T2L4MgneC4fDtkag2Wxqb2/Pymb8fESXANnNZlPpdFqxWMyCNgKdSqViwUkul1Oj0VCj0dDOzo6l7/GL8Xhc+XxeoVBImUzG/M3c3JxisZgymYzVps7MzCgajVo5xM7OjnZ2dsx/vR65Y8GqdKgs/jdRP06LAZQOoy06DkDTbrdHXscJcw8ct4/McKBM6HEQQzE0zKVPQ3iQ479Hegt2j2sx6biWZxQ9UOG6vOcLuzF2RGkeGMByAFJpkxcmKItlfJTp2bJ4PK5Wq2WfITIFtPqFRgAy2uuZXeqTvGEmOOGzGHje9+ybB1oe9PJdggnACsYEY0H7PAPgmXwMNd8bX6zgGSWMJ7pCBOpTYowPAZRvB89CX9I3kkbAJikvUld+8QP670GvB9zosnd86DX9wL1SqdRIaswLzq7dbqvZbFpKiHszPswjXxuGnrEoEEfmwSifA+zSPvTYp/y8/jEmHhzj7CKRiGZmZpTNZlUsFq19jOlbXXCmzClSvNJhdqnVao2AHl82wJjTpwRXjMG4rRm31aRBa7WayuWyMeMEhyxE9ClxwHMymdTExIRarZb29vZULBa1tbWlfD6vdDqtqakps1HxeFw7OztmP306FCY3n8+rXq/b4sxms6lUKmULsmBKSdVSiwgDury8rAsXLkiSgcFkMqkTJ06oXC4b8G21WiOZK0BWtVo1FhjQDnCQDmtAsbcEo8x5dNvrvA/YPSHjbex4cO9LCvx4ShphMHlOQCPX434wgvgAn6HzaW9sHdfz6Xiyj94mMc+xVV7ffE2vdGgjfTbS11HTbv9MHrQDIr0txSYhlUpFk5OT9j1sUaVSUbVaNXuyv7+vVqtl7UDPCR6wvz7QY7yxz4w7vos20jfUqKIjhULB7C9A1TOsKysrisfjqtfrSiQSqlQqpldcG1+LDuLHCeiZB9SJ7+/va2pqyubq275mFSfu2RQmfqfTeU0059kimCQ62V9TOpyAHkjyWR/BwYoxmDCkPgrzKy+pPaJtTEqfLvGAAqXzKRWfHveRLc6btviUBU5dOkwH9/v9kRW3RMIYLgymdy44HvpYkrFsvMeKR75P33kjgwFkwgGGGCuYAZ8a4T2ACoCTPoA98QyadJjy8owp92OhBBPT10aN/x5Po3v2gl0gvLHxzDWpumg0OtLnpEjGgyp++wUKGAHGxu90Mf4ZX8PlwbM3bvQf/QLLTZ8SGPkAQToA29Qv+YCB6zKulUpFKysr2trasnFIJpPGXvs6QQ+ce72ejQvPSm2WL6PwJS0+uCPY84AY4w8ACYfD2tvbUyQS0dzcnM6cOaNHHnnEmAFSpG8HQd/QU7IXlG50Oh3V63Vj+QB6+/v72tra0o0bN9Rqtex6Xu99ypfrj4OWfv9g9fJ3vvMdlcvlkSwMdhaAyBh6XfRlMrVazdo2Ozur9fV1A+D1el1Xr17V5uamPQtgh4C71WppcXHRFmR9+ctfNrv2gQ98QMViUaFQSPfcc4+ef/55RSIRHTlyRPv7+/qxH/sxffOb39TKyoqmpqbU7XZ17NgxTU9P62tf+5peeOEFpVIpvfzyy8pms8pkMioUCioWi8by04b19XU1Gg3zY9hqyrc84SKNgidPAHh7xDz1bKvPjAFoACOMT6PRML82HmST+fBg2Ncxow+weOMlPd6uM7b8D2ACSHob5tlWnv92WTUPTAnIxstUsGGe+Bi/tn/dZ+CwsS+88IIajYZljiCrZmZmbFGSdFiiSOYXP+Sfh37wwJR7UQNaqVSMnKB92H3619d+DwYDq9dNpVKmS+12W7lczuYDNdToGdlWSnLw7wSOhUJB+XxehULBbHChUFAikbCAqNPp6KWXXrq98fku5I4Fqxguz7j4AR+vj/Jpb17DoVHojXJ49oaJSF0UnyHVhTLh/IjgATKeFaPmChAGaEEACt5J+ppQ6rMAuNRX8b9nmDz4ZXIB/HgPECDpNQ4aA4+hJrJjcgEMJZlzwyjSZsAGRpj7wGi1Wq0RQ8Kk88AHVlQ6DDboY5iXUChkk5L2+5QVQJmaH0ocYrGYKpWKms2mGePbMYaeORgHVhg4DDLAHiaWZ2y32zahfXSN4eeaPA+1v/QZz0Y7fLrfzwOcgm+rZ3U9OPQlBj5AkQ5rrnl+zwCFQiEVi0VjjehvP7cA8Jubm7p+/bq1Bz3xW+/4YBFWc5xpwVkzFxnfcWbBp0O5hmd0kW63a+mre+65R4VCQdVq1YJCr99vdRkMDmo74/G4CoWCotGobf80Nzdncw5H1m631Wg0dOvWLd26dcvmz+1sKADVB8NeL6UDpv706dN617vepaWlJcsunT592haEVCqVkWyAt6+RyMEiFexnvV5XqVTS0aNH9fzzzxsbm0gktL6+rlu3bhlAaLfbtgUhddD33HOPOp2OvvKVr+jixYva3d1VoVBQt9vV0tKSWq2WXnrpJXW7XU1MTOjUqVNW+vX5z39e9913n971rndpeXlZy8vLarfbWlhY0LFjx5TNZlWtVq3+NRaLaXd31/okl8sZSLh165ZWVlZUqVRUqVRUr9dVr9cNzJCK98AU3ZcObbrP7MFS4r+YY9hfHxxjH/BnPmvEe343BgILbJKvRcVeef8kHW5DRQ0lvsX7CQJrmHvP6uOXPPvL3MVWoDeewOBvbxN4Lp9Z8/bcEz8Ae3zdhQsXjKCBiaffvC/2DCipfF6jL2HK6Z/BYGDMpCfmfDmAB7+DwUF9MttKkeXEVpNBSiaT5i9DoZCtq6lWq9rY2NDu7q7a7bYBVcaRBYZ+AZ7XL3Y48D7HbzH4vcodDVZvF7kz8Kw+8wANxfR1NyiST4EwgXwtFw7Sp5aZeDCHHkB4wIUDlA5XVZIy8BEpNSiAMCagr0HFMOC8e72egRgUAjYUBWJyA0CJLvntjT5C5EV/IHyOPsF4+P5tNpsjRsOnULgX40CfeqDFREfJabtPZXgmFjZAkgUURPAAcIyxZ20kjbACXJNJiZGnNg/A5kswvKGkrwaDg5or2sV7jFWtVhsBuAD7iYmJkQVfPo3H/egTGC4+6/vfOw//v4+60RG/1yyGiznlU4njTE4mk1EulzP216fQpMOyhEajoatXr+qVV14xw5/L5TQcDs2o+1pTjD2ABEbAzwfGHIYNpzQ+Bv41yhLYHimTyWhpaUnveMc7tLi4qLm5Oc3OzppTHg9u3+pCqg5WKJ1Om04yxwnqAU0E59RZekbIM0Oe/fGgYRwsHT9+XK1WS9lsVrVaTdeuXTNgk06nNTk5qWQyaWVG2IHZ2dmRFGSj0dAP/uAPqtFoaHt7W5Jsccj09LQajYZOnTplCygBSyz2isfj2tjY0Orqqn3+4YcfVqVSUblc1oULF1Qul3Xu3Dk9/vjjeuaZZ3TmzBl99rOf1fve9z7t7e1pZmbGrvXZz35Wx44d08mTJ7W1taWpqSmrB8Zm93o9bW9v69q1a+YrCEoBAL1eT/V63bbiokbS21GCQeyodDj/SUV7QoF7D4dD1Wo169PxseNvTwphd+hfH6AwptLowk6ux+vMV/rBs6qQDNh/7BUEhw9MpdHaU69b2BaeHYGK6pA2AAAgAElEQVTwAJTSj54Q8s9Lu/Gp+Njd3V3L1lBi5skw758AjJQIYMtJ69N/EDXcz9t+AGilUrFaU8bD+wJ8uJ8v09PTyufzCofDOnLkiNnxZDJppTj4pG63a9tlcV2yqADYqakp2ymAnQeoY81kMiMZr9crdyxYxdn3+/0R4MigwhDwP5PNO13PMmI8UTgmh1d6wDHOnEkBA8nmxD7t4gGL3yIF5faGHbA7HA5tAqHspC8RPoMixONxTUxMmFIBcqlRpS2+bTyzB2DUjQJWmBy+hACmBeMIa8H7fI9JDpiBbZQOFwDBkDBB/eI0ImmYAO7rU8MeyAHgPKPNM3pnSf/wzB4EY+B5Np/K8qBoPJ2OQeUeHnQCfjHUvFer1Ww8AAcEAeNMBkaOdnpmwjMIt3MmHtwhfJZ5hE54Zprn43/Pquzv72tmZsYK7n2No++nTqejSqWia9euaXd3V4lEwuofYZZ9it7X1QLwfWkGQYhnb+h/+sc7TUCWtxVTU1M6duyYfuAHfkALCwu2/Uo+nzfwlUqlRlLbb2UJhQ4W7rAYI5vNWnDmA3XEr8omS0B2yWdzcFw+KPcMKzrC530mrNvtanNz0zYs5yAKbAT62mw2Va1WLVOVSCSsJvzixYt2WEA0GlUul1OtVtNLL72kI0eOWGaq1+tpbm5OzWZTDz/8sFZWVnT58mXlcjnt7e1pfn5e169f1/T0tJ566il9+ctftv45f/68fuRHfkRbW1tKpVJ68cUXtbCwYI59ZWVF73znO03Xt7e3rUbRM1O0E70ul8u6efOm1tfXdf36dW1uburSpUu2/dDm5qa63a7W19dVLpetTIP5i930ds6DDulwrpKypaQCxtZ/hh9S0b4+GftO0OkzfIwVz0rpnR97QCfX5774YNoOiIJowef4MiafcYSt9TaBQBQfj21Edz0g9T4WHUV4vkgkomvXrqnRaNihNrlczsgGvyibvsX3Soe7khCY0AaAJmOZy+XMR3Ct4XBoNbFbW1t2TRh/SVa/6oFnOp1WKpVSo9GwOeTZU0na2tpSvV63ftnb27PrRCIRuwY+C/zCNVqtlmXnfEDxeuSO3brKgydW72MgqQskwgDdI1DmvmaPKBdANb6ymMiL96h53d/ftwJmX2/jQRKTttlsjtTQ4UBRMuqVKO7nXjwv21gBDjxr6KPXcVbWKwrAHcDhQRdOyEfrflX2+IlBGCbAN+0EPNMW+oB04TjbzL1CoZAVfY+3GeM4MTFhm3CPM4++Dgs21JcC0D76q9FoqFgsWl9hXHxqxNcXo3Mwrp4xJg3K5wCaPrrm3j4F7q8HkPUsI7rjS0MYP5hzD25hHqRR9piAA5CPExvXQQy/BxH05zjAj0ajWlhYsI2n/YIH7k+ZDLWNsEr0B23p9w+3y/JstV8A5vvMp5oxhr5EgiDKPwsrWHO5nM6cOaPjx49rZ2fHng3G26c93w7SbDZtPsGWM0cTiYTVunngid3xjGu73dbs7KwF55Jsqzn0z/cpc465X61WlUwmje3pdrsjGR7sOrrX7/ft5K1qtapEIqG1tTWzm6RJaVu5XNb09LQxsKlUShsbG3rggQdGaqlLpZKuXr1q2+6sra1pb29PzWZTzz33nB5++GFdunRJ+/v7+kf/6B/pueee08WLF81ZT01NqdPp6NatWzp9+rSKxaK+9a1v2elGuVxOV65cMV/Q7XY1PT0tScrlcuYnfCmR3zy+VCopHo8rm82qVCppd3fXgra5uTlJsqwXdgLg4DNt0oFdBHDgk0gZN5vNEdDlF08BAqXD8iRJIz7I18P6xTqJREK1Wm0kAOcHncJ+ewbes3PeP4wv3vP65ev/fRDLfTyTis2WDoNzH6SjH74N3W5X58+ft60spQPbBKtIVsAH3GATwLCvn6b9vJZMJrW8vKxCoWB6cOnSJWNU2eyfU/tg7CkzA8dQz53P5zUxMaG5uTnVajUb4/39fQsi6Oe9vT3V63VNTExYH3gCp16vj9Tb0t/tdtu2yZqenrZ67NcrdyyziiKPAxbpkFHixztrzzShiET7TDCiRWl0iycc4TioYDsJSa8BTkQj44AZQ0XNHhFnJpMxY+HrK/muj1z58fWEAG8/AaXRY+sAVkSZTEIPtqRDoIKieUfhUyH+uuN1Sx60edbWR5KALZgcxtSXEfjUTzqdtv7wBpn+Z/9FXxbiWV7az339qvNxoweI8uUCADLPHiEEAT4NCqvpF3T4xUYYKR/Bj/evZ8N9AOZrr3xNl2cuxq+DEWPM6TufbvLOhWvQBs94UlbijRzX4Lkx6qQvY7GY1WpRQ0fRvweevobXl4Ewjp7J8wEgrAOCbiUSCTsScHJy0lKN9Xrd9IGgqlqtvtbovEUFvc5ms1Z3hy3BNqHrfg4A6Mm+eHbfgwPpMPDzdsnrJWwSTP38/Lx9hg3HpQMwB7OztrZmKc50Oq1Go2G6yfhR+81CRuwI+7cChre2thQKhbS1tWXlDeVyWVtbWxoOh1pcXNTOzo4ikYguXLigpaUlNRoNnTx5UhcuXFCpVJKkkVIeUq29Xk8vvviiBX0+gI5Go1Zr69sDI8cY0AeTk5Pa3NzU2tqaKpWKtra2bN6zfVCv1zMmDDvoAQlzt9c7XETnA3bGAj/oAS9t96CO3zw39m082+KDV1/PybWwQ/hr5jrX4LpkvaTRvaKxhT7rgoyDWJ/9GWdV/TNAEmCXvJ9BOASA1yBbWBTKs9Buv9KeIIh2+8wotbsAzFKppIWFBWUyGfPD9BdZOmpVW62WLeaCdcffU+pGWQjzxNcrMx4s5MInQKwwNiysTqVS1n4CElhkv7Xm65E7llnF0HlWSjoEZRg6QI9PT4533HiNCJMfBWe1OAPGZCIdMR4FM9lpXyKR0MWLF7W8vKzBYGAGQjqcFJKsFsTXMhL5SrLVyx4MTExMjJzPC6jw6TbpEED42hOME6k+hL9RNphWJpiPfGkn7fdpcvrBF9jTFr/ylBIKInEMJI7LBxaezRwfbxwik9AvHuMz/mhFUhY4Yp+e9IbWP4t/Dx0YN+B+MYE36t6JSQdlAH4/3Wg0qnQ6bWltmKRxffUADePDlmj0jwdyBGKwJ+iUBxZ8D/3xzzAOxhkH9JLtgbyR9c9O6n51dVWrq6uKxw/OkYY5oJ0EGb7UhoUVzDuMozfqZC0YaxyudMjopFIpnTlzRg8++KCB1m63q1wup3q9bmUp6XTathV6u0g0GlWhUNDk5KSmpqZG3vP6TQmKD+qoteM1aXRXjlQq9RpiAPEOfDAY2F6thUJBkcjBglbq8Qji2YuZeYzzx96jU1tbWyqVSsYcUfu5sLBghyAkEgmVSiXt7e1pcnJSkmxrKQAo1z9z5oy+8pWvWLq8Vqvp3e9+t77whS+YPahUKjpy5Ijt9frYY4+p1WrpC1/4gnZ2dnTq1ClVKhWry202m7ZrwNbWlvkRTu3iMIRcLqdsNmvbak1MTGhvb087OztaXV1VKpVSPp9XIpHQ8vKy0um07fEJYGIcfNDuGctxgOjXdfiSNIJxb+s82YN/9frgfRJ2xwNG7yf4nM/OAKo53MWn0rkGY+zJE3586YMv7YtEIhbM4PsBXui+3z2A973+VioV7e7u2nsEK+gin/ckGX1OIMG9KA2kDIMT0KgLzWQy6vV6ymQyeumll3T+/Hm7Nv1Tr9cNzI7X0TYaDUUiEctGsB8sOMNn/ZrNps1HdqUg0PLZV+wyc6JWq430QTweV7FY/L6UVN2xYNVPCu+UeQ9BMQGgGFJeG2cePRgZn8BMqlQqpVwuZ8rpDTpGwp8I0+12NTMzY2kUfpMWZ6HJuCMGvPAaq/dQLCYRxosJgpFgdR8RV6FQGElf+2fjuZlMgKVer2e1P77mtFqtKpvNjtSaSYe1wAgKPQ7+fDoeAAVw9ize7a7nr+PB8TjAIgXpI2wYbP7GufkaLa7nGVYmPX1G+xCeA52kL7g/Rs+/5jedp6bI9yH6Ou4guAdpffTYBxTjjgM22zsOSVavxv1g0z1A5Xr+Oj6lBqNDjRMM2/j8q1Qqunz5sqrVqh577DEbJ/qbelHP5NCvPiuC7gwGA2PUqNFirNlEm7Ty6dOndfbsWe3t7VlNI/MM4x2JHOxB6Fnut4OkUilbHZzJZEayCjgwX5rj07te9wgcyLD4Bafj7BV6iR7jTAFdknT8+HE988wzSqVSWltbsxIgAlk2G2deZrNZAxosGKvValZfh430ZQp+PlcqFcViMT3//PMGijqdju666y5jMu+//36rG11cXNTv//7v69j/v8ofBvTSpUsqFotqNBp2qtb6+rrm5ua0uLiov/7rv7a+qNfrVifMMa25XE7b29vWZ8yFcDisQqGgo0ePWmC3vr6u73znO6rX61pfX9fu7q5mZmbs+FfE6zSZDlhbgg5vm7E32DRPDvlMpgeZ2GvEEyXcr9vt2mE1flsq7AkZP2wAQJo+8Au+8FW02fsYr6t83hMT3r76BccwzuivJ0h8lok5cvXqVbPpkDV8Hhscjx+c8OQZbdpJsOeBIkJaP5VKKZPJmL/ARne7XW1sbOjmzZuqVquWwV1fX1ehULCSHggwjnSlr5mr1PhOT0/r+vXrkmSHcFAOkk6nbc9hMmnsdMO4kLlYX1+3ZxgMBrYW4PVK5CMf+chHXvdV3gD5n//zf46AJA8sAFCkqJhkTDoU0P/vv+PTseOpZJQvHA5rYmJC6XTaBono32+I7ycjzpbrMsHGo0mfQoVlBSwwuYiIpENnQB/QZh/V+dQxCuzTNtIhAwcL4plPD2a4lmdyfa0vxiEWixl76I9482UK3JeomP7ytU++HUxUn2qiNMAzjThBJhwGiu9hSEjF875PwYdCIZuQtMO31wc99IPXLd+PXs9gpWEsfArLB0b0hQcHfhGefx7Agi/j8Ok3PuvLVPwCNT7P9XAaPjXoyzEGg4E9B+ABwOEBgH82dLHT6Wh6etoCvfEyFoIJjCzz1C/G4lo4NP98PpOSyWR08uRJPfLII5qdnbVUcT6ftxrZ8UxJr9cz9gsg/laWT33qU5qYmFAulzPHNRwOlU6nbS9QFin5sQIM7uzsqFqtKpfLaXJy0nYTGAwGI4uY0COvk9TvDQYDvfzyy1pYWFAoFNL29rZ6vZ7W1tY0GAw0PT09UkYA8PRlRcjk5KQ2NjZUq9WUyWSMoV1eXrYTBVdXVy0FS31dNBq1hYD5fN5S6ffee6+l2W/evGmHANy6dcvm92Aw0JkzZ7S5uakjR47oB37gB7S6uqrPfOYzFrzdd999unDhgjY3N41FxQ5j3/gsWRxS795W93oHiwEjkYPDLM6ePavjx48rn8/r6tWr6nQ6WllZsc3oqTelNpux5W8P5MazRAB7T14wz7wvwGb4sfC2DGCIvSQD44/M5TseNHvb420Wz4Wt82UnninF7uLXvZ9Hl8YXB2O3uZ6/LraG/7/4xS8au53NZu2ZvU0CqLPoiGuGw2HVajUNBgNjRfGfBNWzs7Oan59XKpUyMgtCgDnrjzIlAGD1P8EPdtwvnvMsO9/lt+8fCDr6h9epl200GiP6Ce4icKzX65Kkf/Ev/sV3b5yc3LFg9Y/+6I9e45gAczg4byBxqt7x4+xYRCQdKpk3qgw0Bo1UTSgUstSkr6fztYlMVD/BfYqSVcfc04MgokufKvPX8AtlEA9YfJRL+5n4vqbRR6F+MQ+fJw3rQfvtVuPzHu3AUFDThqJ7RtL3q498/bN4UOx//FZMHtxyH4whm1p7neDZPEuNnvjIGMbOj6VnG7iXNwD0L9cApPsUv+9fH1iQtqS8gvH1AY3XAcAa+gII9yyk/46/JzrqdYdn9+w+beP6vqiee/mie1+z7HXN15IlEgkdPXp0xKHBMPhADsfnx4+5i8DucF/6a3FxUSdPntRDDz2kmZmZkQDndtcaDA63HIvFYrpy5YpOnTp1O/PzlpL/9b/+18ieyOgETCE1cz64xiGyT/H29rYFAGxbw1jCUPkfAlNve5555hlLYW5vb2swGGhzc9N0zLN+AFf0n0V+/X7f6lsZY9rQbre1u7urXC6n9fX1ke2COPHqlVdesbZvbGwYkF1cXNQ3v/lNy3o88MADOn/+vPr9vnK5nE6ePKnt7W2Vy2WdPn1a29vbunjxojqdjk6dOqUPf/jDajabeuaZZ16TcvZzhQ3gx4EjmSeA9/7+vrFf1LLOzs7qvvvuUyh0UHJDTStjGg6HjVjBngN86CN8KnbPA1L8qwe9zCG/MNPbGj92fA7bjR/Bvo+DJ687+EVfpoQd9kCfbAo+DMZTGi0N8MQL/sRnk/w6EWy6J8SkgxKJz3zmMyNZR7+Ht3SYkatWq0ak0O+VSkXD4dAWz7EFnM+wzc/PW5Dls35cmz2CKREh0OFAAGqgKRXwuwzwLJAG+EwCGT8/8UeUqHjGm8+yVoCa5M3NTUmH5QY/8zM/872YJ5M7doGVZxKlw9TUeF2gNLrPHJ9lIHxpAJPHs4uePfPnrPvBhEkFUBCN4Gz9/mkeiPE5JhmgkPaHQodbFvFcnt3g/j5t4q/vgQWTjc+jZD7KJFLlHhgen/6h39nmxrMdtBdGwDO5gGAPzHhOH1x4sO2ZZq4Pa8o9qJ3xbBtCn1EjDPClnwGS4wyjZ9z9voCe/fY65g0thoa+xpDB4GJcGS+/qMiDX4zxeOkI/YUO+L0D6Se/OAoDjy77YA2jI42elkWbuJYPSJhjPupmUU42m9XExMRrmHMcGv3B4hVqqgDd6BNlEjhodBlgwth7wO6zAji5I0eO2B6c3JvvwrBioEnBZjIZY7PeDqyqdLjPKOOBXSEgxUaic15v+v2DOv1CoSBJI+UCHkDQ15Jeo3+w5n4/3UgkMnJMMilQggnKNwaDgTE3fnETaVHqNXu9nu0hub6+bnpULBZt43P234Xpisfjxr7fvHlzBPRRuyrJWLXV1VUVi0VVKhVduXLFav6onWUxGDu69Pt9Y9N8uZB0ACQajYbVU/tsGHtismjGz/dYLKZz585pfn7ejqDd2dkxIE/WggwPdoaxwaaM+8Lb2VfGkDkHQ+z1gwAS3+FLffi+zxLhQ72OeLKJ76GLnsgYDA4XDNEGfJdnaQGS2FE+67NSiC9F85kp7JgPpvwJT34xMTYSW9Zut239CZlfgGW5XNbe3p4dO8yzYsfJREgH/m1yclLFYtFKTOLxuDGt3of650J/safMH67JM/gMJu2nlMDXsPo5HQqFrKyKhYPM4dcrd2zNqk9f+InkgYOkEaDhIxK+7z/Le0xegB5OzrNgPhIdXwkHc4RxGQwGtgjKpxqIxDxzOs46siKQaIjtpjxLgWIRDfo9OsfZVBQV8OS36GFSeEbL9ynGhNcBGD5VDGigXzxbx/d8KgaA4Le2oB3U8iKAaw94vdHDMBJde2MxzvJQzzvOBPg2wkDw/Ld7BsaUzzC2GHlAFYFDPB63lZrosWdtSU3Sn6yqJD1OO7inZzk9iwyDTD+jd/QBekC/+i3Q0BlJthCA2lb0CgDKwjjmzNTUlK3+9Kvy0Sec5urqqm0DJGlkrHG+vt4Yp4F+c13Ybwxrs9nU5OSk7r77bt13332amppSJHJQi8oWLM1mU8lk0ratYp7S5xMTE6pWq7bo5q0ulO+EwwfpdeonJdkCt3FA44NhgB7XYt74oIbvIeOZjG734EQxtqWTDsZ2YWFB6+vrpoOABHQDoCIdBIrsrx2NHu62Ua/XbS4RqGIfmDP1el21Wk27u7u2E8vExITtnX316lWlUimdPHlS5XJZN27csLRvp9PR+fPnbWHT+vq6Tp06pVKppMXFRVWrVT3zzDPa29vT8vKyHVSAPZMOF89KB8EDp6nR17FYTHt7e1pdXbVyjWq1qkKhYPaIOZpKpfTkk08qFotpZWXFjpeVDgBaKpVSJBKxo1LxOT5oJnXtMx2SbON3SebnfEmadJiB4X6+DM0LQQe2G+CDT/I+xwfK49fx/ssz0+gjdhA2kO/4DA7fl2SZKv6H1fVZ0X6/r1deeUWdTkfpdNrqun32ietAYHimmWfs9/uq1Wra3983209be72eHe9L+7her9ezY7qTyaSmpqasny5duqR6vW4Mqyd5pqen7b1Go6FqtWrbCUoyIOp9fih0UJZA30PuAVbT6fRtWW+2jdvd3R3ZU/h7lTsWrI5He3SqTxd4AUR644YSe4bWAy6UidfYxoXP8Zv3fU1KJBKxOk0mxfjWEACh4XBoq/l8BOIpf1b0wXT41DDPxzMy+VglTuqG7wCQeW4fMfrfPg0CywZQ8YtU+AxtATij2LQBsOCBP8/F2MGgwYDyjONBBc/pn8MvSAqHw7bwhjGAHUJHfPofp+D3dPQlATy/r0miP4ngPbACeMGsE/XTH4BPjIRnHGCC/L2Gw9HdKtBRmAXSnJ5592NCHzKm42ULkm7Lfntn4oGyZwkABZFIRHNzc9rb29Pa2trIPPO61e12Va1WdfnyZS0tLWlmZsY+51kZ+j0cDo8EM+PsPMY/Go1qampKx48f1/3336+ZmRlFIhFLUbPFDPo7XvQPywoAGXeKb1UBdLF4E6aHvRvHgzocJhuO7+3t2RzwKW7PZt8umzLOnmUyGZXLZbNxrVZLW1tbajQaSiQStqiJ+bu7u2vzhV0DWq2Wrl+/brV6nv2Zm5vTjRs3rE3s/kA97O7urmVhxncIqNfresc73qGVlRXbZo1tgpLJpNrttk6cOKGzZ88qm83qzJkzkqQbN27oxRdfVKvV0t133613v/vdunXrlv7wD//QSA6vd1zLb63W6/W0ublp+5OyIKvVaunWrVsqlUpWW08AkEgk9MQTT6hWq+nP/uzP1OsdHAmKD5qenjYGbn9/X/l83oJkBLDF397u8BrH1SJ+8ZCfp9g27D22YXxREXYMnQFo+ewX72En8C3YKuynZ2I9iPIg1ANl7wv4ni814f4Edc8++6w9u9/BgQVbbImHbapUKmbv2+22peXJ2tLm9fV1TUxMWFlNOp22se12u7p27ZqdOsW9JenEiRMKhUK21+4LL7xgZRDMA1/G4U9CpHabY4cZXzInBDjD4VB7e3tWw05QChjlFCzu67PFr1fu2DIAz3oSSWGAvNOjXnKc4ZMOo6vbOSWU16c0SY1hhKXDGle/HyGDDCs1PnGkA4WnNgTQh0L6GlomrN/vDWFyMcHGa3KY1DBt0uHJUdLoSk72N/VbUfF9v5cmaVr61ANPn4rx6SnSfDgJH1z41LpPGXmQhVGCXSHVBJNJv3tjw56NjUZjZIGar62hf/mf9hE5YuDQEx8IeMftrxUKhawGGf3wn/NpRE5z8jrh2VD+9teij/mM12OeffyzOAn0lDkhaQSwjW9BxHN6UMGYeH1uNBojrHyxWLSTh3ybPGhtt9uqVCp68cUX7dqk4Gmvv6fXc9icRqNhdYfo5dLSkh599FFNTk4a08rK7EwmY+Di8uXLtoG2r78jVZnNZkcWLryVZXV11WrlSJe3223t7OyYnvg0qs86MAbS4Spzn+HwGR4ffPvSLOwqbFQ8Htfs7KxqtZqi0ajVsZZKJQOv2WxWx48fVzQaVbVaNZ3hcyxe6vf7tuXP3t6e7eKCbcpmsyMMMMABfahWq2o2m5qbm7MFVffcc4/NlWQyqe3tbaXTad17770qFouanZ3VlStX9MILL+jKlSuKRqMqlUpaXV3VxsaG9RmbtNMvlCBggwApfn/L/f19bWxs2BZvfgEU4utbC4WCPvCBDyifz6vf7+v8+fPa2NjQxsaGgVOv+54U8OB0vMzGl2p4MOJZbeytt59+PYQnQPBXED7cB93xwNfXlvqA3bfHHweOP+ZeniGlzT4DOV6SgM33ZSzPPfecLl26ZEy1P7aa52ZcWWQI88tOCM1mU7u7u6pUKra3LwsHOfqYa8KA40er1epIRpDt+I4ePapz587p0Ucf1eLionK5nB2IsbOzY0QQta6xWEyNRsMWSUYiEWWzWS0sLNhhEdhlv9NMp9PRzs6OBSH9ft92N5JkB3Lgiz3z/r3KHcus+looUhekQKXD9LVnubyyMfl9obUkY7+YnD5FgOL5CY2S+/3YAI4ooJ/gCEDapwYAg75oGcA7vpgKNpaTgzyIAQywgo/2AE5RPAqruV4kErHTNng2ShvGGVlfusD3MVDS6Mk13jj4wMDXp3qgiIEZ30/PT3o/Jj4F4YE7gNDrDIbEg+txttCn37zB8kEAOuL1Db3wJR0YZF8PSukD/YwBoT2csEMf4Ug9aKS/fe0x4rMH42Ul/rMYPtrur8Gz+4ieZ+I66L1nHyRpZmbGUq9+wc54FqDRaOjmzZu6fPmyFhYWVCqVRhZSoTuwMbAb/thhnoMjVO+//35NTU2NHA1IQADbNhwONTU1ZePghft9P9JWd4pcvHhR+XzezgxnDuLwWVzlx5H5ValU7OQv6XCXCQJUX9spyeYCjtzr4uzsrC5cuGBsLanOSCSi9fV125uUfUk5wWltbW0kiwQry5zKZDLG/nKGOYdSrKysGJM7HA515MgR3bp1S41GQxsbG5IO9hE+cuSInn/+ec3MzOg73/mO7cVbr9f14z/+4wYUTp06pZdeeskA1KuvvqqjR49qbm5OkUhEzz33nG7evKlOp6P5+fmRDN729vYIyVCr1dTv923xjK/BLJfLmpmZsZICWDPGjFQuW4Hdf//9+vrXv67hcKhbt27Z9opku9iTdbzUydtBbKd0SBx48Aej64NhH+zg2/ArZITwVz5QRcfwzWQ2vT31+uODjfEMEH02np0bzyj6a9zu8+h4r9fTN77xDWOVKSfhuXlmMhQ++KHvqBOFRaZGn2fKZrOWgQK/EJQUi0WVy+WRUhGylBBgS0tLeuyxx3T+/PmRsgT8Mn6xUCjYjhvU8uNbKAfy5Wbx+MEBBNgJvkOgABCv1+tWltzElHsAACAASURBVCLp+7LP6h3LrOI8AU+JRMLOzvW1VR7R+9Xo0Wh0hJEFvHBdxC9Qwgj7z/j0LkIUj+MDkMG4ATBw9KSTSbexaIZtPZgkPoLFcIRCISvs5nlRXM/k+VIHX2PIpMcJwDKyGMBHiTCCTDAYV57DM6JEuPSbTwX6NkmHhpFJxX38EYBEeaRnfbmGNHqWNO/xbB500jb6wqfYvXHyQNNvJQO7QdE5QQVj4r/r9Yf7sAhknGntdrtW10xbuQb97VfGeqbLj6tvB+/7oIuUGnrq9wb04iNpdIxxgRXxYNfrZjgc1uzsrAqFgtX/3a5NMAsvv/yyrl+/buAfZwGjRp/6oE46DD7n5+d19OhRPfzww5qbmzOGj6204vG4dnd3tba2pps3b2pnZ8eMsF+wwLUJsra2tvR2kHg8rnq9rhs3btgJTrAmuVxupNyHsd7b27O9SyWNlDtJh+DBs1rcy+u9dMje53I5bW5uqtPp2AlU2WxW5XLZ2DIOLQAI37x5U9lsVvfee6+l7YfDoe0XOzMzY8603W5bPSwpf+lAt6h1LpfLBtTZf7ZUKtmWVeFwWNVqVbu7u+r3+/rQhz6k6elpZbNZzc3N6fz582o2m3bNhx56SHt7e/of/+N/aGdnx4L+SCSizc1Nq7OlXIn9NLGrflstz2BtbW3Z99vtti18wd5x7jsnEB07dkwnT56UdMCkMw/Yz9UHiJT1MI5+Nf3tiBe+D4nh/acnEXwK3mc6vd5wPe+XSWOPkxTYe98u2gmLyue5pq9hxf95ltUH5LTft0s6sMcrKyt2bQgI6YDs4qhUDoCgvKbT6Wh3d9dY0cFgYCepSYcL9Tic48SJE7p+/brto8rC8FQqZYcBNZvNETsNazo5OalSqaS77rpLk5OTmp6e1v7+vpXW+JK2Uqk0kt2kT7PZrGXI0FkYf0++gGEYIw4zgIwDT7xeuWPBqnQIWEnrYBSZeF7pcHTSIdvkU7/j5QAe5BIt+RQrq56h0X0xOlGrZ5YABhgeJjeDS2F8OBy2Fa+AcX777bFIc1E/442/X2CFAOa4P4rHZ2EtfW0P/UTU7tN0nrElEsOA8J4vEZBG2Tr6FzDIhPVsrnRoaFjIMc7i0T7f3vEAhO/79+hHP2nRCUAQfc42ZZ7VZkwBkD5Nx314Xgyl1zEAq2dSx8tYGC/6drwemT4arwlifDz4p0+pI6Lf/Jzw6USMor+PnzvSoaFCZ+gXAgWAuddN+sbPrd3dXUvv4ixxQBhOvx8urJ50cPzm9PS0ZmZmjJmpVqsGdAm0CoWCZmdnVSqVNDU1pampKQuGqOcCfEsH9mKcdX2rCoCn2+2qVqtpa2tL29vbxv74jBSAiVpsAA7pf1/yRCDnQcV46Y8P+sPhsG3jE4lEVCgUlM/nbSxhDkkt8r1Wq6WNjQ0tLCwoGo3aiTvhcHikJjyZTNrqek58o+4PnazVapIO9HJ+fl6lUsm2FEJHuObJkyct0wb72e12ddddd+nSpUu66667tLGxoUQioaWlJUWjUe3u7mplZcVSq4AdDwYAmtgYSA76fTyVTkDAe8whbA6+5+jRo5YloeQD2+PXY+BXPZgczyZ6G4p98/7Ws5b+e9gHCBWvLz4Q5Rr+b89YMmbMV2wbPpL+9Awrtt0zyL5d4+UB6C5CP+zu7pqdxn+g+5VKZaRdsMC8j62GAKEEhrZPTk4qnU6rVCpZzXi5XDbQi242m00NBoPX1N0jYJRYLKZCoWAlMrTB9/dwODRbj260220jT+hfH1yGw2F73xMgsMz4adri+/V7lTu6DAAlQPF9nZRP1aKggAFfAuDrQ6XD+koYRiYlSsvEGo/kPNgkJQCrw/18e7hXr3ewdxkF2jwbAAMH7NPdfrKjOEwGn+oGWABaAJU+9eFZWwATxd88I6tGUT5YDZ7d1+hS/sAWNrcDOjg6Inafdh+vRxpPrQPu6Qv6xz8P4waY9Gkdv22K72f6lVQG+9HlcrmROl7PZGJofKmJn5TeyY8znAQKlAN4VpaVuKTG/IEKfqGCN76+rgw99b9938CC+TKMcZYDI+S/75lqHBzP7AM5xmVqasrSWKx2xvjhIHjv1q1bun79us6ePWtt847CM/foWi6X09LSkk6fPq1SqWSMSiaTGdlovNPpmLH3Do+xwGGyBZN/xreD+EVlOFeAOqU/0mE/4SQpQYI1IUCHvZIOGXq/XZAvHSKQJDA8ceKEut2uUqmUHSgiyWxKNptVJHJYrtTr9SwrVCqVtLy8rPX19ZGMD6UMvV5POzs7KhaLZjdarZad9LO6ump2ENaVdD9BECnQv//3/76mpqZUr9d15swZbW9va3p6WktLS7p+/br++q//WhsbG3ac6+OPP64//dM/VaVSUaPR0OzsrNUEh8NhLS0tqdlsanV1Vf1+39K5voyGOcHc572pqSnbdowgi4AAcN1qtbS0tKQHH3xQX/va12wR5NTUlB1Niz30WR3KKny5AvYCG8vCVV/36u05/ce4+7ULvDZOOEiji/RoD+3wwazP1vC58Rpc+mIcFHtCw5c3+ZQ/vgPA/Nxzz5mNlmQ2HBDpiS7qSwlUWNgJLoBNZ84sLy9bZmpyctL80crKitXlo5P4EAAzJTjMxXQ6rfn5+ZFFX+hctVq1oAtf48kG5kwmk7FyFF+GR33q+DoO6XBvWw7VGAwGI4vwvle5Y8EqikOk6B0bdLkkAywYLenwbHrpsJbGAwu/mp0JRdTJ+wwoUVU6nbaUPcAAg8l3qOHwE228noU2eeaO+3EN/saw+vd8fQsKTckD/ebrOn1JAAZnXAl9Abo3StLo3qO8RzqAVJhnU/kebfAgB6DmGYd+v69KpaJCoaBqtapisWiLZKTD4IFrMilhgKkFgjkgyvObI3tDiuH16WDPUqMbBBr0lQfZBBnjpQ28xnd5Br83pV9BSXmAD67oKwCCZ0J9mYoH5Dwj+omhRX/oL89M85tnYL5R3kHfoqs+E4BeJJNJzc7Oand3dyTA8dF6r3ewoIVN1GF/cBo+QPPtTyaTmp+f14MPPmjbu7C9D1tZwa7B3DOe9BegGgcMUOV5fBD7VhZAJ4cA+LS/n7M4eulwSyvKAHxAjY0hEBxnpzyDz3zje2wNxaIPWHbqTPv9vhYXF3Xr1q3XlBdduXLF0vEXL14cAdIcy1ssFq2MZmdnR5FIxFL/fuHe1NSUsaySdNddd+n69eva3d1VsVjUfffdpxdffFHHjh1TuVxWMplUPp/Xn/zJn+jChQtWVrC5uam5uTk999xzOn36tH7oh35Ir776qj7xiU/YBv2DwcERmYD2Vqs1sp+sX1DqSQHsRqVSUSqVsn1dCdTIdrCncCgU0rlz53Tjxg1VKhWtrKxofn5e/f5BbSvXJFjwtt0DWE9yUAfJ3zDb2E/0xINQbLQPaJjv2DGC3vFMmu8HAt5xppQ+JXOCbhMQeX1E9/z1+T0erOIjnn76aRUKhREbW6lUJMnIC44oxX53Oh0ri6KNPDvb9pF2j0YPa6sJzgaDga5fv67Z2Vnrb5j86elp+x5jlk6nNTMzY/rKPIFMIqMUDoetFrzT6dh8pg84Wt5nOwHGEEfML0+q4FNisZjK5fIIvvle5Y4Fq3QYTh3lGgcgrIL0K5N9TaF3XuMpKj9hfArKG2FSoP7/cSaXNA5F7AwcLBaLATzjAPvoWTtSYXzOOwQMF84XoMOzMLFRfCaVL5nwZRHjJRMY0nq9bttWALwBdxgD+pUftr4AsPixiEQiWl1dVT6ft3vH43Gtrq4qnU7r5Zdf1vLysp5//nlNTk7qwoULymazNmFzuZw6nY5OnjxpDsP3zWAwsMU0kcjoecZeGHe+Q40cgn55dtEbyfHaZs9yMzaAZGqcGTv6eZwdkA5PC+OZvAEl2PDj5MVvxyIdOgkftDFuno0fL8EACJJ+BZh4J4LOAw54vVAoaGpqymqNW63Wa0pD0O/19XW98soreuihh+x8aw/2ATaTk5M6duyYjh49apvRh8Nh2wsQPQS4830Cw0wmY6txi8Wi9vb2VK/XbYERc97Xq72VBTZud3dX0sGYJRKJkdp5QD/2o9PpWL0cu1r4GnP6EFuLrowDX6/v45mHbDaraPSgdvn69etmP6iV97YNW0OAy97NZLyosY1Go6rVagbK+GHXkF7v4NSgzc1NDQYDHTt2TOvr61pbW9PRo0d14sQJPfroo+p0Osrn8zp+/LhCoZBmZmb027/927p165aOHTumSCSiS5cuaWlpSS+99JLZknw+r9OnT2thYUGPPfaYTpw4oV/5lV+xshkADrpJJqRardr2Un7tQzweV7FYtMxZq9VSqVSyFLU/dAYA+cADD2htbU0XLlwwwF6r1VQsFu2gAc96+lIZSQZG0AVPdkiHpz9BsgAeaTNBIyQGGSafdYHJY3ExwGnc7niywgsBPiVcnlzy5W7SawErzwi4kw4ZWGwFpMX29rYKhYKBVQgYts+COYWoAhd4BhQ7jL6z8A2CBZyTSCR0+fJlwzODwUAzMzPmuyB6pAPSY2JiQtPT0+anYeMZX++/M5mMksmkBoOBqtWqYrGDvX77/b5KpZItNuQ7HCJSr9fNN+RyOdXrddtGDPIgn8+/vcsAJI1MlPF6Ow+6UIxwOGwb2HqwwaQaBzA+pQWI8StHcYS0ZRwoMmFZtc0kBPQgvA7jheGF3QUko7TS4WKQ8RSL7xuUyKfMAUfcczy9y71QLq7ra1tQcMAz6QTa5b9PbS8sB+24evWqjhw5orW1NTNKg8HAzgTvdDqq1Wq2wILJUSgUtLKyYlvJbG9vq1gs6otf/KLy+bwZ6unpaZVKJdv8n5Q1v/0OEb7mlNcxsPQLxgxn6EtQxksYAOT02Xj9EgETuuIZAl9eIclWLUuHu0yM66gHzOPOH/3zTLAHi57lZD54IOmDO4I2jKsHtbR1vJRjOBxqaWlJ9Xrd+oJsBHpLP+7u7urSpUs6cuSIpaFpF2UE+XzejrdcXl4eqWXzZSiDwcBqYNkBgO2GMOrobyaTGSkRkDTCyr0dhD2cOf45EomoVCrZaTt+c3JsEBvo+3pfAlEc8nhZgKSRAAkdoJ601zvYAeDGjRuSZBuYe33d2tqyAMinwre3t9VoNLS1taWZmRljiki9okc4eGwuOsHzsrhLOtCD48eP6/Lly2o2m5qdndUXvvAF9Xo9PfTQQ+p0Ojp27JieffZZKwVgMd/09LRarZbt43rlyhWtr6+rVCrp7Nmzkg5sBdsLYYtgsprNpgUCpOnZEoi5IGkkIAN45HK5ESDnT7pbXl42G3zz5k1NTk5qe3vbgC8A0ge1lAX5oNrPO8+M8h0PUL0N8SCYsed+PtDHx2GTyNKN+04PnL3Qfto8nvX09hT95Hq3s7PD4VCbm5vK5/NGBDUaDd24ccPAGtdgNxEWBvd6PUvr065sNmvPSPmSJ638omkWaEUiEcsw0W9sgUbf0GfpdNp2DmB1PzsMQBxQD874Mf+xndhHgijIF1hU/Ar7EzPew+FQs7Ozikaj2traGikH/F7ljs5zeSDhUwd0GkqMcgBUYPlIBRLt+BoXQKx3qlxzPALkRzqsrYSF9OUGvugbpfPO2q9O9c/ItYmefSQL1c5kAqCMAyVYRQ9WPUjj+/Qf4JtnxFCx3RXPCRBiOyFvwHy6nDqZ7e1tbW5uGnvKd2CgfV0lqWv6vVgsanNzU4VCwSbg9PS0arWanSLC6skrV67o4sWLVojOxIvH49Zmn8LmuX0kjYGlz3HKGG/GwZdZoGdeLz14BBR5QyodsqYeCDL2OIHxVBx6SZ9zL3Tep9Skw+NnuYdnRZFx/ebe6B7fGy9dAbR7Y0v7MHC+lMTruB+fer1uaSOve4DW6elpHTlyRHNzc1ZC4L9PsAHzwVhsbGzYa6FQaASQoOvUBwP6vx91VneC+EwQoDWZTI7sQ4uj8kdHs8CCEgvpMF3sGTX0En1Bj5h7vtxDkorFoi2E4kAA2ogNZ2sr7BFsEDWyMDzNZtOAGw6YPZjJajEffHkRz9JoNDQ/P29A4cqVKyqXy5KkhYUF20br6aefVqlUkiSrL8S2HzlyxIAHZTQnTpxQtVpVKpVSoVAwZw4LxxoGAEiz2bRnZFEXOuzBvHQYNDJnPJGDXSsWi1pcXLQSmeFwaNt7AZx9uRlj51P+jB2rxRljT6BgL7xfxQ5gJ7wdwTZ4UMnr6Co+FD1Ej3wNOu1nDGgzftOXy/mUv8cLiPeLzWbTxhkbQRaCrCD9AVuZTCYtW4GOsviUMgBP+OB3KQUhC0dGkAAR8oCsgLfJkEmwtB48o2/xeFzVatX0h4DGH5NKqQ/zmoAPoMrcYdsuxoU+Ru/8oS7fq9yxzKpXWDoLJQMMeEAwXvfDgLdaLZusRKf8HYkcnk/NdX1anMmEQfHGIRQK2dGTMKy0FQAA64eR5uQH6dCge5CM0vqaWkAC4GV8T1acM6wHkw6nnM1mX1P2QPtpm9+mgjSOLxLv9/tWJ5hMJg1cwMqwOwLAs91uq1Ao2EIIPr+zs6P9/X0Vi0U7dYi0fblcNocZDoc1NTVl28fMz8/bWdlIo9FQrVbT1atXNTExoTNnziiTydg2X8Vi0VhMH/l7w+5rOjHEPi0OSPJMMr8pRpcOtzcbN8oeCPPjV9gDUNEHXxKCs6e/vZ6Mp8Vut2LUR+/+tXEgSyqLvudzkUjEgivmigfFGFLmx9LSktUJ+9Q/84oSg3K5rAsXLlgJgD+oYHl5WY888sjIvp0ATJw4ek7pCXaBKJ/AbHJy0oIv3ybSkf5UpLe6YGfi8bjtCwlAxMmx6JAAgTlPXSL64cucALHjNYu+HlYaDZCo29vd3bWjIcPhsNkPPg8bxdyDmWOxC/Wm7PvJ6n/KkrLZrM1ngMLMzIxqtZq1B8dcLBaVy+VUq9Vs2yFqFvf39/XHf/zHVl8rSZOTkxZAU6f6sY99TMViUd1uVxcvXrQSnvn5ed1zzz26ePGi0um0KpWKksmkNjc3FY1G7YAD9uakZp85B1gOh8N21CypVzI1LNZirAAx+XzeDhhgcV2lUrGxJ7CEbSPw8Jkj/Jovg/PiyQDPWJJNw0975hMf5MEXY0dgg95KMiDnCRZvX335ib+f10faNX5tTyz0+31dunRJpVJJS0tLGgwGunbtmjHy0WjUtnVCFwGnkoz1Ru84tRKb5JlK7DnBAqVkfkE49yyXy9YezxADhnO5nNl7yJZcLmeLDj3pwWJvsEM4fLDqn+9REuJ3MgATMP95Df/9/Qr671hmlUkAKAMcAShZGUcnAiz5kQ6ZWem1K7e5hweT0mEBNtfxESQTGcdN1O5rVCVZSspvbs53qAdDiWCqYMm4F4wSAmDxDB1AlesDviQZc+JT+jC8sHGehcUoAd4zmcwIoKWtfGdnZ8eYDPoadnZmZkb7+/t2bnsqldLu7q6d4OIBEoCNxQiFQsGuC+BgQhNFejaZtN63v/1tPfXUU/rLv/xLXbhwwere0BXP7KILnjUFBPqAhbQz/Qgj4PeYZRw9+zrOKjEmACs2RfdsCX3NuHh209eU+sVaMNt+jPz9/N8YcfqEZ4UN8I5hnHkYZ4kpw/ElBYVCQaVSycpIPJvhA0DSapcuXbJVqMPhUDMzM7r33nsNqBIMkLLGcZOx6PUOVuHCBno2nblAWUe9XrcSFfYWpkb97SCAhFarpcnJSWODKpXKSHAmaSTjEYkc7BUKIGAcsR9+pw7sB9eQDo/A9MFhPp+34DsWi+ncuXNqNBoW3EMgcFIUACCVSll6EltYqVQ0NTWlnZ0dO9K33W5ra2vL9h+dn5+3fSgpKVpeXraa10QioY2NDT388MPGQknSzZs3VS6Xtba2Jkk6fvy4Xn31Ve3s7CgWi+nuu+/WT/7kT+o973mPnnvuOQOK169f19ramu6//3598IMfVCaT0T/8h//QdrAADLAbC9m3qakpTU5Omp3zLCa1uZAZ7NQwHugC9gBCy8vLikYPFkSlUimVy2U1m00DjDBj3v/ByGG/YOEAKNgj7/P48WUJLPryjO/t2E30j+Dh/yPv3YLbPK9z/wcAAR4AEAcCIEjxJNk6WbZjN45kq0ma2Jl62mSStB5nepg2V51c9a6Xve1VptNO20yn4zbJReNkGjd1praTOJGTOLHlRLZkWbZsnSVSIkESAHHkAQTJfcH/b2EB9t7/3boze2R/MxpJJA7f9x7WetaznrVefJSX1PlONrxH6vTv9jI5/zx8jmdyAcnYHS93Wl1dVbFYVCKRUCaTUTKZVD6f1/DwsNLptPL5vFKplBKJhEZHRxWLxaxvbiKRsBZSPrMLK8szAvixVfhAD/QZT6mTyWW+PSiXZJ09hoeH7fS2cDhsP6MfcSAQsPVHMEPrLEgn7gm/EQx22ioGg7t6XhhUbGgikTBpyfu9bltm1bMkPg3C4gZoMPhEPKQ5fNTmU1B+w2A0pQ5wxYEBGNbW1pROp+20B1gKgCXfDxCSZCwkQBS2l4VG1AUrC7vI/aFXIT1LRMk9+eIeNjl/s/jj8biNG4aM92AI+UwcBCk07pX39ur7AoGAnWDBeHktaK1Ws2i9VCoplUqZYwNsAUIpholGoyoWi2o0GtZ5Qdo1kplMRuFwWOVyWRMTE2bA4/G4YrGYtS2KRHabwy8tLen69et64IEHjCFptVpWrAMAYv58+xbGCefOWohGo9YE2evPPOhn/gFKOG0MP2lB1ohv94RRDoVCXew7BgbgC7PuHb6XbfQafD/H3jH4VL2fb89I+DRQ7x7y6TUA4vj4uJaXl83o+RQeF8HF22+/rUajoXvuuceq/pPJpM1nu9029p2CFIw888W688chkqIjfb2+vm5BktfO7ezsWJ/RD/rF/PX19WlxcVGJREKbm5vGbjOPvbo10umsQx8EeSDigyKpQxKwVwimqDymmKpQKFiLKiQefX27ldYHDhwwm8tBBh5gefKBdUuAPzQ0ZMfv0iKr0WhYFfv8/LzS6XSX1IGToHD4BPDNZlNvvPGGQqGQjh49qvvvv99AyPb2tpaXlzU7O2ss6cGDB7Vv3z6VSiVNTU3p9OnTuu+++/SpT31KP/7xj5VIJFStVs02lMtlTU1NqVQqdYFGL21jvbJ3crmctStin/UGxsznvn37dObMGWWzWcXjcSNLIHukTj9lgnDeT4DYG0T7+SU9D+kAGeH9k/dR29udRvleksV3Yks8G8vze4DG2BCI+dfzWawP/zmMMevG38O1a9fM52YyGbVaLWvzSKEUvpux8MQGxBr36AEn9pcMKmQWryPLw3f4FobgEP/5niAhUEKnD/7pLT6FASXzWalUuvw73wVhBKHCusDuQ25QhIiNfb/XbcusSupaCERzXmjOyRc4KFL/sDM+5Y3j9ZEXhs+zj4AUNiMbA3Dn2y4BMKDJ0RqxoQGyHhjwWXwfDAUL37NyGAKvDeN5AOpsQO6XUzJ8+yG/WdF4YqhI0/eyYMViUSsrK7p586aazaZpRtEdct++sTi6nlarZa1aKCYghUWxC0wIRz329/crk8nYGG1tbSkej2toaEiFQkGJREIDAwNaWFhQLBazo2h3dnas/y3VseFwWEtLS/rBD36gH/zgB6pWq4rH410ngfWCLaljAHwqirUFIPW6UT93XgfKnONAieJJ3flAxxtPmBbPlvo0PtkDP58+dcPnsaZ7i71Y/76gzzMYniWHmfZsSe/lJRWAkcnJSWUyma73eJZ1Z2fHGmFfunRJoVBIR44cUT6ftyAKQ0sgA5u2vr5uRpVADNZb6rQFA7yjHw4EArbuqTimgODDcLFeI5GIpQHZC2SMsCcAEGQ2tLzpPWHI/y2pyw5JMmdM0OTlA4x/vV63lLdP8wYCAZ0/f16vvfaa1tbWdM899+jo0aNKJBKmBQS41Ot1ZbNZlctlJRIJC5Ip5oItBZwfOnRIq6urqtVqBmYXFxd15swZ7d2715q1j42NaXh4WCdOnFAoFNK9996rP/iDP9D9999v9jOZTGpjY0OTk5M6cOCAIpGI8vm8+vr6NDk5qR//+MdqNBp66qmndMcdd2hgYEDlctn0jbQvikajZutgL4eGhhSPxxUIBKx3ppcC1Wo1O1yAVLOfE3xXNBq1XtKcsIQf5Q9AiqwDc4QkpFen6m2Ct5MAOPwwIBJigLUmdbPvXmaHjeN7eI/X6LLe8G3+8r7Np7+5V5+Z9Ezm1taWnn/++S75CcHLyMiIhoeH7SQyUv/cl7c7UqcvuyTDCcwrQRkMJTaKeeCZhoaGNDExofHxcY2Pj9vvsO8+QBkYGLDirV7/APGBvtu3NWSNgYk4bAOfwv7AN3hZGD4OOw0R9H6u2xasemeDk2KxeUYPQTLGF40aaRMm2Kc2fQr0vRgCIha+jwtQhfNjQQIaYEEBr15b4zctp0l4gOhTLxgPz4qRyvDCa94HqGCMfDRF5IRuLxaLdbGmsJJora5evapSqaSdnR2lUilNTExodHTUxmB4eNiKBqhAHBoaUjqd1sjIiGmqqNBmE8KMxuNxpdNplctl6wjge/4hRh8aGrKjAtG/0pNufn5eq6urGhwc1OrqqprNponMPfhC7/PMM8/ozTfftGcmDUePR8ZRkhla/oYJ9jpf/3pAU+888/94PG4gHqPYq7ECpPFvgCqGE4NOAOJBhdd/YahJ3/h7Y9368WFN9AYqyCv4bO/QfOEiz+AblufzeeXz+S7D6S8Ac7PZVKVSUaPR0OTkpGkOATuBQMDYtMHBQauG5XsA0zBFBAIw9uzBkZERY3coJmA/+Z6DH+QLwAbo7+vrs3XpgzfsprTrwBuNhtlgb2+Ye985QupUNzPevnK51WqZto7jSsPhsBYWFrS1tWV2CSCLNOjcuXM6ffq0CoWC9u/fb2BQ2i1WQmMK+0vHEPS5Xpc8MDCgX/ziF/YdsJSlUkmVSsVaPknSiR6ibgAAIABJREFUxMSELly4oOHhYX32s5/Vww8/rG9+85t6+umn9atf/UrT09O2fuv1ui5duqSDBw8qlUoZs/vKK69oY2NDb775pp544gmTvZA+LhaL1tEAoO5PZpN29yTygL6+3d6xFKcxZ+i+GVcPANPptGlkGQuygNgQ9gvz6ANQghwvH5K6j3729RG8T+qQQQS/7G0v58NO+6wkQNXLjtjzfD923BMO2D7uH7LHywS8DfFXq9XSM888Y/8HDAJUuS+fTvf2ERvs5XiAfC/fAmP4ola+i3EMh8MaHx/X9PS0xsbGlMlkrBMB98BzYNsHBwdNuod9A8AyLsgYyYqS5Ws2m3b8updKcb+JREKRSMSyp9gS1hIY7P1ety1YZbB8pRxAwKcjWbRsdBair2YDNLGIWCQwVwBBSV2tgLzjhCqnoAjQRurdVx9zeR2XN+IeJHhWC+fB4gJ8eMDHHwAemicWrdQ5JcmDD79B2TBbW1t64403rEXU5uamacMwPGwqmGXAMsaFn+G42u22CdJxGERttKNpNpvGGmDsMM60eanX6wZGGo2GFVy1Wi2lUinFYjErziC9640ggJ6I9sqVK+YYAS69KXJJXbKAXp2zZ81hHDCifnPjeJgLP1Y4GBwB6wxg51NLzB0XETwBUS8Q9GtcUpcWtZfd9xkGDzz9z3Aa/B+Ay9gwLkTc6FhhwHidTxv7P4FAQNls1ooSWPcwExhTMgKwLowl90qanzXNfLfbbdXrdds7GFYvr/kwXL6dDuPHOPusgdTRcWN7GePePYJtYh0xlrzfv643tQmDgwOnqwr3hj3BHjUaDavSD4VCdmoPdtGzQeyler2uUqlkaVGKLv36o9MAznd5ednY0ng8rps3bxr7OT8/r1QqpdXVVU1MTGhtbU3z8/N2n/v379fU1JRGR0cViUR0+vRpSTKgGI1GDaQSBMRiMU1MTNhRrwArpFBSR48aCoW6MkloUZE0sQ99LQTzTX9VgmbGDf8E++3BE3NJBhDb/l7MJq+DaME2cA98FzaOIAYg5/0b/5a6WWK+1zO/XL0Mv798FqBX1+uvWq1m5Ahj6GV1+BVsFK/hwibzx7OskAq+OxBjCUmD7YbgSKfT1jUCjTlzxfP4see5sLP4FkgKdNDeB/i6H+ade4Qh59lYf2Qa+T3jgK1+P9dtC1albt2J1J1q7uvrNNel3xgAzqfKfXodoOJPusG5eQfvqxg9jU80QqsUgB1Rjb9HFobXvnq6nvSN73JAr0pajAA8vEzBgxWcjGe62ECegfPpbUAVzujIkSMmwt6zZ4/S6bRyuZxpsnyfRYAWf/gc2mUQefGcoVBI6XS6q5CLDVCpVDQ8PGyRO+kwChiGhobMiYXDu82Z+/v7lUqlTE+Tz+dtTCKRiBWPoNnh+0KhkMrlsn7yk5/opZdekiQ7VYT2I77ghvXhDUMv6PMO2TP3gDTm3RvFXvYCDSxrlnnF2Pi0H2uVufSGszc7gOPxTC/fj1HynRBwIrzWOyVfgMiYeEfhf49Ri0QiGhsbs7XjjTrfTxr00Ucf7epZ7LVbODMKqng/DATziKPDcK+trengwYOKRDotZCg24Pf+OOAP+kW/UqnT0J15Qi/eK1OSdueg2WzaWmVOsEXMq2d6fNbGZxNCoZCdyMPc0R0inU4bewjAGRwctLXJXioUCrYW/DHGzDPMI8eg+meiWKtWq9lz07eV3twXLlzQsWPHlM/n9dOf/lQXL17UQw89pDNnzujq1atKJBKanJzUXXfdpeXlZetBPTU1ZfKXcrmsUqmkn//85xoYGNDi4qLa7bamp6eVTqe1tbXbR5aiHNq4UfAWDoe1Z88effGLX7TCFWQBUkdGA4tKpgCg7tnISCSiRCKhWCxmhTTsJ5+xYY5Ia/uLrCZzAZgh8PBBvC/05D7wnd5fSJ3OO2RO2Ov8HoALCPL7H9vnZXJ8pgfXrEXuESCMb5A6J/9dunTJsgEwpxxQgW3BrmKXIWR84Ov9NME938PzUtTK93hbFw6HlUqljAxDfue1tV63yh4Dh4RCIdPX8rm9xB3jyd4fHx+3TAvZiNXVVdPUkmGEFIBwq9frdrLV/8R124JVjBrRXm8anwU4NDSkZDJpzsgzYmjXAAQscL+pcZJSdwN1vodCAxaGByuwa77HGO11cOwsXIoXeCZpFxThTAFoXngej8cNSODkPZiROmydTx1x7yxkLljKX//61yqXyxoZGbFj2yhWIj0eCoVs8VO4QBoL50BUButMkZM/JYW5ogCuVqsZuAgEAsrn812AiTQEgUClUjFdLP3m2FiFQsHGYWNjQ8vLy9YFQepUsBIF7uzs6NKlSzpx4oReffXVrv6OyBkw4MwZgN2nrXzanPWFMcIoMw7eWXtZiNSpqvZrz6d3PNvhtVvvxWzzcwIyAgzP7uNUMD6sY96DdMYbX8AD7/fsJXuF/cUaI/DJZrMGej3AjcVi2rt3rz7/+c9rZmamSyML20AwBstK5gCGlPHDEMOAEGg2m00DMuxHDp7wcooPw4UdgEFEtyp17AdrFnCwtrZmwA522tvd3gBK6gQi0rsD6EAgYAEihU5Spwfu8vKyQqGQ9SHd3t62llmw7K1WSwsLCwbu+vr6rB0g2TXW5fr6uvbu3WvvLxQKlnnx+kBJymazyufzKhaLGhoa0sGDB3X16lUdPnxY//Ef/6FqtWo2COa1UCjogQceUKvV0uXLl7V//36dPHlSKysreuqpp2xfX7p0SZFIRPPz8zpy5IhKpZKl/SWZLvLw4cNKJBL62Mc+pscee0xnz541qRkV5wCnxcVF8z2bm5u2ppkHAgpvE1qtlm7duqXl5WUDIuxln/XrnTP2ie9xjC0iQ4hf8nPq1x52DpvGv33xDp8hdY7oxa5B7ngW34NC1h6fy/cDKvmZD148EVatVvX8889rc3PT1rp/LgA35Ap/kPPxHJ4pZg/wHb4AGRvH3PkiNmQfSG58dszfNyAcsgjCZ3h42PwNjCzjxnsJ0sPhsHXgQI9L1pBgBLuNH/CkDuNPQPN+r9u2GwBRltfh+UEOhUKKRqNWQQzQwwj51MR79VOEKcVIY3yl7kbua2trppPyjhQn3Wq17HOYaJ+28JpZgA8RGQucn9frdRM0s+HoYRoIBOz56INHNOsNi9Sp7uRZAM1bW1v65S9/qXw+r+PHj6tcLtvCpHsAG9MbB3p9ItJeX1/X8PCwpa9Y5DCUiUTCUllsKuYUzZbXL0m7Rp3egMgAotGo6Qr9yRtsagIJNhstOGAGPbPDWFAdXK/XNT8/r09/+tMGmDGqvvqcylXmk+fBWMMAcVY0BhKjT2qLSJpo2zsI7+B9um1zc7PrAAJAqGdX/Xr2Rpo1yjj0RtY8B0bSv8brEj3IlDo6NoA0c874wsAFAgFNTU1pYWGhKzUYjUY1NjamP//zP9f9999vldG1Ws3GH+fqi3QikYj1iGQ98d1emoHjoM+ml1zQrzIY3O3j6/u5fpAv300lFApZcEoGCPvhg+lwePc4RgJQ5q8XZPJvn3pk3UmdwB9gEwwGtW/fPr388svKZrOqVqvGNPq1iZ1g3tfX1zU9Pa1qtWpZGZ4tn88beCO132g0TFdPgI29Gh8f1+bmpqrVqqrVqiYnJzU/P6/x8XE1Gg07FjMQCGhlZcWK++644w4NDQ1pbGxMZ86c0fb2tkZHRxWPx3XhwgWlUinTpg4MDOjo0aP69a9/bUHg2bNndezYMa2srOjYsWNdvVLvuusu7d+/X8ViUSdPntTZs2c1PT1tYNtXerP3isWiUqmUZRp8Wz/AGfY4kUioVCrp8OHD9jkAfNYFAMrbbF+sxOX9ggf/SK+8Vr2XLPDa0fdKaXttp38OH6zzpzfj5WVY+DvWHPPpgyue+a233tIPfvADszcU+rI3ANP0yMUm+ewZcwTI433cn5cucpwuF+CWFmP4l145hGdX+Uy+f2dnxwgXxonAHvscCOy2gVtdXbXxkWT9fz0gxY5LHckV+4j54pCNgYGB/xH9/20NVv2k8QeQhwYonU5bNM6AkuL2KWLvfKkc9ekuNgTfy+d4g+zTXGg4eA9/YG1YQO122wCPJEs985kUNPB7wDbpGQCQr5gFOPuoGUNAhMlzAIAAdfF4XPv377dIORgMGtjkuWCzAGOANjQrgFaOWiVlAjiFicVB8NyhUKd5+61bt5ROpzU3N2edAOr1up2RTcqQ9AOfg9Ad5i0Wi6lWq2l5efldTJvU3Ru0N01Wq9X07LPP6s4779Tx48eNmdnY2LBuBQA4Il1ArCTT5HKP3JPvTddsNrtAFRscAAUjiPEl0PLtYrwsAEDYK2j3gQqG2bO+/vLSF8Afa4zADUPpjS77BbadscYwsucAjZFIRFNTU7p8+bLdYz6f11e+8hU99NBDxpZx7CTA0he2SbsZBsYNME37JVhw2BgK+7gXUtm+T+WePXvMqH8YLuwezp194yU6PtDxEhL+9h1SJHWtRy8vwQZLHRvO3Gxv77Z6ymQypqMk2KVAh/6o7A1JpuXM5XIKh8MqFAo276z7er2uPXv26Nq1awZU5+bmtGfPni4pg7QrQdrY2LBgBSA1ODiohYUFDQ0N6Y477rCemzDRgJPNzU1ls1ldv35dExMTBnwjkYhmZma0srKiQ4cO6cCBA9qzZ48OHz6soaEhA7HNZtPus1Kp6MyZM3rhhRfsiOqBgQEdP35c586ds/3MWEgd2zU2NmbthVZXVw3wM6e+UJN5R47mi5f9xZwzd56t5XMplvIBsSTbu54JJMDxBBLBUa98BKaY17GmfLArdZhBn+3ycidvR/39v1d2S5J++MMfqlgsKhKJqFQqaWxszNac1Mng1Ot180OsBWy3z+D06mvZgzwD+KL3wr9zKtt77WFIMsYCW00mcGRkxAI6MhIcoMF+84VpZJwgexgbfBlE2ubmZtcxtMPDw6rX65YJfq/n+a9et22eC9BAFOWjdih49IYsfKJ3GDQvB/D0fDqd7jK6/J7P8elZojL6DfpUEoynTw/j/Hm/F42zKblP5AVsLIAIi9YzbfwfRtEzvDhnv4i5ALD8fezYMeVyORWLRfs5DkpSF9D1m5UKXf9cOCe0RYDURqNhRpkGyWhPNzc3tbKyomg0qnq9bp0cOCOco1bRGZI2pCIVA0uLLhgV3zYLQ0MBCK/B0TQaja5igrm5Oc3NzalSqdizeSNK+gemE8MjdafhMUQeHGDQJHUVvXkn7qNv5tdrQ/nuXk2tdwzeQOKkMOp+TfgqXoIS1pHPMHgmjjXBBXvpG0QDWmGP2W++1VA0GtU999yjBx980DIFvJ+WY1zciy+CA/Cgk9ra2jLmgCpXxpAWYLCFFOT09fVZGzQPAD7IVzAYtIpdxh29Iw6VOcO+ErjAsiYSiS6b6FOdjLFnj3rBEE623W5rcXHRvkPqFPP5ftM+HY3OstVqaWxszEB2s9k0nTrvQ+vH6xOJhAXpXju5urpq+7LRaCgWi+natWtmq728ivUEqAageXnZ0NCQlpeX9Ru/8Rt65JFH9Oijj2pqakr33HOPDhw4YHUOly9f1sLCgh1eMjc3p3K5bBmIdrutSqViB6Owzzy7zVqGJGC8vCYTAoK0Ms/Ehb+C9cSm+XS6D1h8lsXvRz7Lgz+Ajq8F4R6Zay9P8v/Hjkrd8hXWpc8EsK6wlfyb9/r7Y916xpY1eOPGDfvOcrls0gdPbuA//Xd41tYz1Z495m9skZdQkTXz48b6+t9dHhR68I8v8H7SS0F8sAGu8ifG9fX12R5hniBofOZkc3PTOljAqvZijv/uddsyq1DOnrbHcNB6CK0qOkdfNOKpb79heqMv/3v+zeRwH3w/gKFSqdgiwSnjNNGC8XvYSAzD9va26cK8s+Z+dnZ2C0hgiz246NU1YvxZVNwfNL+PkKVd9mF6erqLqeX9aBypsI9Go6pWq2q3d3sVsmmp5vcpJCI2wCu9/RBrb21tWTHB4OCghoaGdPPmTWu0zznfpPxGR0dVLpe1srJiESYRbTqdVq1Ws1Yb6HpxvNFo1Hpq8uz060QwD7PttbAnTpxQOp3WF77wBSsW69U8+aABVoffeVmGJItGAcQAb596990SmFeMBQCOi7QNDIJPz8Fq9qbKWE9+7XunhCHzlfWsB7/evIylNwWF4fPdD3yQNTAwoEQioVwup9/8zd/UH/3RHymRSBiQicfjds+sg7W1NSUSCcsGlMtlBQK7LVS88S0Wi4rH49ra2rK/CZwIUnZ2duzkHgoXkI9cv35d99xzz/+/MbrNL4AnZ35TpOiDMm8jcZp0OEH/K3Uq/D1jD0PpGSYuAjgY8eXlZTtGeWdnR5OTk9Y6SpKlUwl6sTu0gqLvZDAY1MWLF7WwsGBA0gM8WCVYTiQNXABa0vDZbFaXL1+2/bW4uKhIJKLp6WljniYnJyVJS0tLisfjlnGKRqN67bXXJEl33nmnVldXFYvFND4+rvX1df385z/X888/rxs3bmhra0uPPPKINjc3tbi4aDp5bBI2ZmFhwUDTyspKl06Y3tWkkz2bDcBaXV3teo+f30ajYWCWoBBgjn1iT3oJEzYIW+NZRGwOds2TBjDDrDfsAu/xmSrv6z0L6llUTwr49L+XRfk1CvPnMwa8r1ar6dSpUzZWhULBwBu1E94OU6PhQTX7gjXNd3s7yz0B+gga8ds8F7K8Xlmiz5pK6vq9B6zDw8MmpZufnzeM0W7vHhSE5hRyy2fosKP+sBQkEAMDA13HqvM+2gt+qJnVXiAFmCL9DyDyg+SZK0ldzpoFw2bzm4nve68F4NOMgGV6WLZanWPvWEg4WAw2sgUWJJ8Ni4AR5/08Gy2yerVDLHIfKUmyjeg1Zn5jv/POOxoZGVG73bZjYDGqRFXBYNDAg9fCeuDSau029I9Go6Zb4d4wQPF43E6vYv4WFxeVSqVUr9etkXetVjN9UCQS0ejoqAYGBlQqlZTP59Xf369qtWp9VCWZc0Kfxsbivn0BF4aCDYrR5dg4UnvMb6FQ0NNPP63l5WVjotABMS8YVIrjvBMAvOJIWLMYeaQmns0HCHqnApPk5xwjx+exNnluf4Ib0TuBVq9uqrcAwOtZmW+f+mf+MfxSh9HwjaL5m+fa2tot2nrooYf0hS98QX/yJ39iqSScPB0xOGOatj704V1bW7NjD/k+siY4RT/uvohqfX1dpVJJkUhEuVxO09PTisfjlob91re+9X+0QR+Ui/nAjhJUE/j7AhjWBMDPp4VhVnwA7e0qQQR2g/diH1lTQ0NDKpfL5ugoEPGfl8lkurJL9Gi9ceOGZmdn9alPfUpf/vKXtW/fPl24cEHj4+Oan58324DvQEsXDAZVq9U0PDzc1YIHp43uMxgMam5uTuHw7pGVH//4x3XkyBHlcjnNzc3pjTfe0IULFyzzQwuuhx56SI8++qjZhWazqXK5bDZ9YWHBfMDzzz+vAwcOWOapr6/PskzsOY6zJovB/sQvIsXCF2H3PKDB1+GXYMQ980ZWAnuBjQKkwMD5rAe2x0uFuE/mHE09/gebhf30zDlrSer4aV6DLec7eK23Rfzbg0LPyvsgn4u1+tZbbxnQhSjysq1Wa7c/MHYNn8LzeSKq2Wx2ge9ewOmZ5u3tzmEC3k/7jBoXGMFLI5hf/obtj0aj5kelTs2Ml7BRXAcg535h7PlO8BMZGexuf3+/BZJknFOp1P+dMfo/XLctWGUBYkwlmfMfGhpSJpOxNhNSp0oNho3NyEL1lDj/ZkMwoT6l7tO8bA6vL/SFLlKHHWUi2ehEdHw39+pTMjBubBhfrcwYeG0IoKSXpvdAwutbbty40VUI1iuah/VDL8PF+PpNAqjd2toyQT+yBLQxaNN8VX4qlVKxWLQ+hPV6Xfl8XisrK8pkMtra2lKhUFAul9Pg4KCuXbumYDBogJC+q14jR7TYbrft9xhvpAMwFrDBOEben8lkNDo6alWRc3Nz+t73vqennnpKJ06cMC0aWh++g3kiePEBkG+4jGQFI9XL1BN4MG84WtaNZ3W9IYtGo0qlUnaKWzgc7jooA4cEO+INda++0AdRXkIhdaJ6QAz3SEqLtetTZN6IZrNZPfTQQ3rwwQfN2DFn6AQHBwdNNsL3YMTRliIJQAe9ublp7dHYl7DZ7Hlf+c9YxWIxLS0t6ZlnntGVK1f+Cxbp9r2YT8/QMI+sBTpnYDPX1ta6DmLBtsGe+vUBGJG6U64+OwFw6Ovrs2LYarWqpaUltVotTU5OKpVKmf29du1alxwJnXar1dLy8rKefPJJvf766/rjP/5jZTIZa0vGsaVbW1sWyKIVJcis1+uq1WrGvgOskSNVq1WFQiE1Gg2Vy2Vls1ltbW3pxIkTxgKzxgnsJycnNTAwoO9///t6+eWXVavV9NWvflUrKyuanp7WX/zFX+irX/2qvvnNbyqZTOrcuXN2qABBM1kWMgB9fX0mHyCIAySur68b4C+VStrY2DB22ms78RPZbFahUKcVo8+m+GJgv/89GYLfY397UMa68WDOs53efnjg6kEvwM4z/R7A8TMvq8LH8bleR80F+OYCtLLOv/Od73QVWvpCIS99gF3E9/vvZW9hx3g92TFslO937O+fz4IA890iPBMM8012wz8Tz0k9z/DwsB1bTscBfHSz2VQwGLSMCX4L3854sxe9XJHxoF3l8PCwcrmcVlZW3tP2/Feu2xqsMjneaXFaUiKR0DvvvGMsEFX2GFQvyKbQxFeo8joAHwbOR0MecErdVXlej4LxwHARiaAj8dEsC8t/PuAHKQFaJA+iaZPhUyU++vVsho/ggsGgSqWSjh8/bkZG6mgtidABqmxEnNfIyIhqtdq7WOvt7d3qyGQyqXa7bel6ijGSyaQxfx4wzM3NdVWRw45OTk5qZGRE165dUygUsjQwaaiBgQFVq1X7TEDoxsaGhoeHu4q5ACV0B8BJAQxTqZQymYyGhoZUqVR048YNLS4uqlqtam1tTRcuXNBLL72kZ599Vl/72tf07//+76a99QYWI4Lx9wc1+PTTe3VnoKsB+lMiWa9B9eywX38AVNKQXo8I6PYpKL6T/3vmtJcp9ZolH/TgdPgdwJ/n906MtTk4OKg777xTd911lyYnJ61ID5ZO6hR7kbb0MhyYB4KUQCBgAMIX3OFsACcAfZrCj4+PW+X18vKyTpw4ofPnz7+ruOSDfGETQ6GQRkZGbL36zhTesXNQB2uLdKgPsplvn13wwQ+f5cEKFfqwmBRuwYCPjY11rctwOGwMbCKRsF6ls7Ozeumll3T9+nV9+tOfVi6X09133233IHV6tV68eFFra2vWt3RwcFDpdNqAx9ramh2DiqTr6NGjmpmZ0fT0tJaXl1UsFu0gkuXlZVs729vbxkK/+uqrWl1d1cMPP6xoNKrf/d3f1cWLF5VIJDQ3N6cf/vCHyuVympiYsGdC8rKzs2Mn9OH4ydCQicMGBwIB61hAZXqz2VSpVLJ2V8wN+58C0Bs3bthnYZchgRhzilvxcz69jW4f28YY+JR/L9PpfUcvM8/aw6dJnWJRz7azltrttoFDn+b3a9gz9FzerwPEKpWKTp48aUGyz1ryOoIZSCGfaWR+sJ2AyF55AGsdkAhAxPf7DHIwGFSxWDSW06fYe20sl9fyhsO7BwZls1klk0lbWzwfvtRLPQClkFH4EOaHwyeYE8YY0gAC8f1ety1YxbD2FpDgoIPBoA4cOGANr6HV0SX5yI7FCxMkyTY0xtU7eJ+CwGiTQqatg1+UFIPh1NfX142h5DsAoN45811o6zDqPEtvtTJMJpsdAMvmI1UBqOIzYaTQyPjqV4A8zyh1FiQV+qRuPctM+yrkDFS9A2QofqCYiQUPyPTNuWOxmObn51Wr1ayiFYOJVganhpQAsEelOGPHpmGeSbNhGNB7NZvNriMIWTOsPRxuuVzWW2+9ZW3DKM7BuPg0E2PkDbVPrXqn7ZkLwK8vcpM6KXX0tr5YhTUN48s9Eb0TZbNO+S7SahRf+cgepu29dGEYaJwEz+0LJbhXjNzQ0JAmJycNEPBar9P1Dsmnnb3hheHztoAUndeToZckfeqlC2gwFxcXrVH7h+XysgwcKg5J6gTzrJPNzU1zXjg5XwOATMUHQp518yBG6m57RAP4/fv369ChQ2ZjcYbIWmAzfXFRtVo1tgg5wZUrVyzwWl9ft+4w8Xi8qw8mvoDXYA+w1ThcQHwoFFIqlTJ9/MrKivbs2WOAslqtWpcSwGo2m9XHP/5xjY2NqVQq6Y033tDPf/5zDQ4OKpPJ6MqVK7p27Zrm5ua0vb1tQBXwR7rfAxUYV0AG84MMCztKAAcQ9QDQZyu81h5Cgr3Hd2MPADnYDFLBZDLQrXrihsvXhhAEAY74fr4DMMjFepTefRBJr23yhIFPv3uyiu/gvvh5pVIx/4UN5Xu8PBBf3Uv2+LoNb+f9mPh79wE/Y8F9s8b9vmMe+UxfM+EBqw9MwBQEmJwUybxz717Wg/wEv+NPJGSeAdRIH/leSe/Znea/c93WYBXQNjQ0pP7+fqXTaSWTSZuQXqEzxhPGEcMqdXqzkg7ygMI7rl4dKcAPw8Ki8oxYKBTS+Pi4gV2MDxON0eT7PKhAEwJYRAOCFAEKnzQQn7mzs2NN+kntwMbxTDs7OyqXyzpy5Ija7bbS6bQZmEgkYlEhz4/RhhUrFAq2AeiNShTK5/jzh3d2dltaoA27evWqBgYGlE6nzdiysKPRqJaXl9Xf369isahkMqmpqSmr/oeprVQqVlXOiTAU17XbbZMewLjCWNBHEk0cjMzc3Jxu3bqlYrGo7e3uZs1edsHGXV9fNy0r6X1OTSPF5o0cYAtWkDHxgICx8hISOhx4Qw2Q5PU+1Uoz8VQqpT179thRjqRZcQiAB79WAZ2+uIL78vpabyhZM57N4B4ZYxzUxsaGRkZGtH//fj1kqAq8AAAgAElEQVT44IP2O74rHA5bGpjzqNH4AjpIw66srFhggAEPBoOW6uplYbjXQqFgY8n+uXbtml544QXNzs6+q4jhg3z5jNDMzIzZHmwM6xK2DceGQ6WggiDVp3B9IMb6kvSu9Q2oIPj86Ec/quXlZbXbbQtAi8Wi6dV5/+TkpN0bwCeVSlk/1XPnznV1FfBaZwArbHwsFlO1WlUymbTjm9lXgcBuX2CKSj04RLJEVf309LRlhuLxuJaWljQwMGCFXBcuXNA3v/lNnTlzRnNzcwoEArr33nv1iU98Qn/5l39pwdTg4KCuX79ugCgQCFjxIWPIQScQJOl0WmNjY7p27Zp1OQFAhMO7J/2trKxoZWXFMlGMH4CC9LTfxxA5AB00/n5+PcDqZfekjpwNQEXQ7JlPGEpAKOtK6kj/PFNPsOxtIuuuF0AC6KROatzfp0+jt1otffe739Xo6GiXBh5SwMuq0HXyfg8YAcqMEewkz4jNxO/xMz4fYIufl3aJnMXFRetpDkkGkMUn9148A34qnU4rm82aL/Lz49tLsg96GXBJli2krmB7e9syFow3fe7f73XbglUGUpJFCLFYTMlksqsnGKAWhgUw6dOMGGafBmXz4cQ9o+SjL8+y+ROJiHp8qnRjY0MrKyv2OUTHfCasAhV/gGvYAzaB1+ywSdGFemkE/06lUraBuS+ek8gdwwv7x8YABK+vr1sP062tLVUqFUuxeieUTqe1urqq0dFRM4DlcllSp69fMpmUtFskQRRGy6h8Pi9JBjjX19etKff169eVyWQMwFJ05SsUR0dHtbq6asULFGjBVAwODiqVSikSiSiZTNopWNevX9fy8rIZaS4AInMtdcAgkbsknTt3TufPn9fg4KAJ2X3qxwdJGD2YEpgfgi8+lznwrL431N7Y+gIA2BavRUylUpb6iUajXcAb58d+YD48I0H0zMU9w5STbUCagbFjnbKuccJTU1P6zGc+Y2wnQQ2fiTPEkcKYUdDAXqZtGA4Z1i8UCqlWqxlDzD1ROQ0rS1D2xhtv6PTp05qdnbV79+vgg3yRUYhGo9Y2igwV8+B1cVKnPRFzJnWkBB7k+j9St+6ZtewZp/n5eYXDYd1xxx3KZrP2uQT3jUbDio2oWCdQxcal02kLTjY2NnT+/HlFo1FLYSL92bt3r30O/UhZo2tra9rY2FA6nTbbwqEA4+PjknZ17hR4rq+vq1KpKBaLWfDD/6empvT6669bv+gXX3zRfA0MaDQa1e///u8bUwtDy3hTbIjdQoMdi8W6Cnv7+vpMmyrt2g6OoubQDDTBnNoFWNrc3LRjWrkgQNjfyAi87IC9wj73vpl7w/7hK/r63t0Wz+tX+T78MJcP6rFLPnDmd6w/fsb3et/pta5eAoic6LnnnlO1WjWMwGcQYECSYcN9xhM7xponwMO3ci9kAajf8O/jGSHHyHq2220VCgUtLS2pWCyq0Wh0ZZD83uq9IBoGBgasnzH+uHc+Wq2WrQd+h3/Ed8LAkpn1kkZsN+TC+71uW2uMc4PO7u/vVyKRMAPrU4e+MAkhM/pRLyfg9UQzTJzUfYoGv6eCDsaJRY8OhQmCDYIZ9elc0lyeuYLZ8FGl13Bh8KVOtAmwASgDCoLBoBUL9DIlKysrSqVSBl6kzpn0AA8KpBgzokiAK2k0D3qSyaSNS7lcNj1OKBRSsVi0NH2z2bReqDAY9GcjwMjn81peXtbo6Kiy2aydqjU6OqqtrS0Vi0UDxTs7O5ZCQy6AoU4kEhofH1cymVRfX59WVlZ09epVLSwsmBSBOcHAcgF4SJ3zO988uVgs6lvf+pY9LwJzCjsYM9gIry32xgiDwPwzpxg81pk3vKwDqXOaiE+JT05OamxsTMlkUplMxtauT/VLnfQ7jG1v3z+ftvXGx+udGD/2id9LAKCxsTEdPHjQ2KeRkZF33QuVs7CqsDqwHMxF75qVdgsCCSh2dnbMwa6urmptbc3OWKcf65tvvqm33npLV65cUaVSMWb2w3KCFTYD2wjoIfjFdvpUL8AG0IQNYB14ZsczgV5n71vzsf/m5uY0Pz+vTCajL37xi9rc3NTS0pIFmPTLhUCg3RYpS+Qc7AsCa1qTUTSSy+VUr9dVKpUk7bJjjUZD4XDYuot85jOf0b333quZmRmFQiEtLCwon88rmUyqXC5r3759XbImQD+gJZfLGTt4zz33qN1u680337Q2Vvfff7+lmbe3tzU2NqZIJGLt9arValfBFtmRarVqTBYtt/zJgV5vztnxaB3b7d1DaEZGRjQ8PKyFhQWbBwAyR1hTjMr+793bUqfgif1N1qhXstRud1oj8XP8t9RhXb3kDh/uW4r5IiTWkSQrWO21Td6Os9Y86cB7PAu6tbWlF154wdaBB96bm7sngwE08am+/gR7DojDBmLD+Q7PuvIsPpgDH/gMBa9dWlrS4uKiCoWCSqVSlywEyaHfd/yNRCsc3m1jNTIyoj179tj9M7eQLWAgPpP7Z5/D/nqZIesPssEHE+/num3BKpuRSDOTySiVSllap9VqqVqt2gJAx8NkoGmUOmlMqbNwPXMKcPOMKjQ/KRjOyvaaE6IO/gD8iDRZtAANr30hFUGUClWPY/ASBmmXifRFB+gFuQdSyUSuOzs7Gh0dtVOmSD+wuer1utrtti3aSCSiarVq90MUxcbkONHNzU1jBzhdhRZPm5u7J7uwYfr7+00SgO4Nw89YFQoF60ZQq9WsAKNYLGpgYEC5XM7Gpr+/XyMjI5JkrTP27dtn5xqvrq7q+vXrunbtmhYXF7sMIUbQR5HMkV8nzEEv0xkOh1UsFvXkk0/afBA4wZ6wnlgzGH9YBcbF67OYG+7Da/+8ZtCvBd5D4BOPx5VIJJTNZrs6F5B25fl62QgMLo6H+yKlyNqCkfe6Ur4HxgKHmM/ndfDgQR07dsyqtGGDcSSkmmGF2MeATRxfNBq1fY5GktZ1vKdUKml2dlbNZtMYr0KhYFKWpaUlnTt3ToVCoSv12Ztu/KBfsB/hcFjpdFpTU1Mm+WHuYI+2trbsSFZshQclUue8c/YI+jYcnZet8BrW3m//9m/riSee0C9+8QtJsm4n2GVkAXTpwC4BxEKhkOr1un0HOmQC7mAwqHQ6bXpUAiLseD6f1wMPPKBSqaSRkRFjH5eXlzU+Pq5IJGInAKGfxSZ6rSn9YnnmK1eu6O2331YgENC+fft09uxZjY+Pd9kvju4GqGxvb2tkZER9fbvtq2CFsRuQBPQHpj8uEh7mjhZw5XJZi4uLJlHIZrNaW1tTo9EwfT7AGBKEPzCwSDACgYClpwEmzD3jjJ/0ZA57PBwOG0j1LCN+EXvsC6bI0Hjpj9Qp0mKNep09/2ceeI//mSelGo2G/uVf/sU0px54RaNRLS0tGSgm0OPz8BGMEySTB2t8F3ZS6uhEAf29EhlJ5puk3SI35BzFYlGLi4tqNps2H15W6O0YbC32HSkA65zxQpbAZ0qy76aQkjnp7++37AMEFpgnFot1Hef8fq7bFqySwoS9AvBInYpCUrKwARhVNhtidAwKjCgLxafqAXG+cMZXLUKNE2l7ZheAR/RHCgg2CJAidYNlL5qmMt5HO/6zeRY+w0dpLB5SVKHQbiEQJ67wXYxdIBCwav1wONwlNEeOQGcFpAs0ymfz+jZJsBswp0SrADOMOswJ87O+vm5FDFTw41zGx8eNWWm1WlZwUavVlEgkTEPW39+vxcVFXblyxSpdqViVdlOgGCXWBv/nPvgZAHV9fd0OZYDtIDI/c+aMnnnmGV28eNEMM2lKr5lEPsF8wjgRvXvdF+uyFzx5AOzXPnMAg72+vm7nf09MTGhmZsZYftYPxgXQ5/cZTBoXhYo+5YfR9Qbba8ZZUw899JCOHj1q40D/R8CktBu0ra6uqlarKRaLWY8+7jEY3G3VQ0oYJ0u2JRgMGsPUaDQslcu9ZLNZ9fX16eLFizp16pQKhYIxUziQSCTyP9Ib8Ha4gsGgEomE4vG47WOkO/wee8k6RS40ODio4eFhq/z1LAp2CRsH0+2Ze/7Ntba2pomJCQOakcjuEZfsvYGBAS0tLZkdJuDCfgBk4vG43TtAbHNz01rfAbS97KfVaunuu+/W9PS0fvaznymZTJqedWJiQh/96Ee1vr6uxcVFHTx4UKHQbpu1QqFgfaLJ7iWTSW1sbOj06dMmJZqentbRo0f1e7/3e1pYWFC1WtXAwICuXLlivgq9H2PCWPf395tkiosx4XTAer1uY9Zut83u+CbuOzs7lr5GioQ8pl6v2z7g95IsI8Qc4gMAPl7O5rXIXkbjtaMcQ856gfHzaX0CC9aPl78R5PgA32cxAfmeKOJePIDju/09t9ttnTx50u67r6/PgDvFnOibPZvM+vHPwXh71pg9xJj4cUILDLjlvhl7/o1ksFwuWzBfqVRULpe7dKyejeWZ/XNBKKTTaZPX4V8JUpHScK/cF9IF7D4ETG9xOfPzoWZWiTx9ChUtDgasVxMFAJE61eBoshhUUtA4PZ+S8BdGQupuwSLJoioiL5gnqVOtSFrYa15gU6XOJPuCGu7bL+Te7wMIAyhhAj2wZqwAlVSFe0E+p3NUKhXT03gWEEauWq2ascShoQFDNkCPU6QQkqwoCvbXSx5CoZCdPsXnIZ/Y3t7W+Pi4bapWq2Xa1o2NDWUyGWWzWUWjUSWTSV29erWrBRHAiTXTG4F7nRFzz3zDijIvzJNPO21ubpr+kbQ1rIkHwD61RJqFeeAzvTTDM/G9c+mfgfvGqMOOca+AdLRuBBU++gdEex0qc9v7zNxPb4Uxr/NSnEQiYa2HJGllZaUr8obhoSsEEh9ez7plXBuNhkkjYHi3t7etiE6StfBhn7GvASGAZtYFlx/XD8PlZRoeNHiNIOvUOy6ASzqdltQ5WYiLdYzDYv3xGQTeEAwHDhzQxYsXtbOzo0ceecTmn/UFwNjY2NDi4qImJyfNFwB+sCXervI9pVLJ2CL2N3YlkUho//79mpub08LCgtLptLFIrEE6T9DB5Nq1a7p8+bLZsJGREbtfnn9pack0/zMzM9re3rZCr3a7rXfeecfW2tLSkmUAPZiiNZ/vVe3vhf7QrGGKZdG5ci90JoDAgTX02lcKcqWORANCxmtUJXXZbsCUZ1j5XgC01EnN469YM+w5/929e9Azqtgob/P4TJ/qxyf6z/JZqV5J06lTp6y4D7sUDoeN/ACc8/x8NsGYB9ZSx5d7AOcJql7Qz337+/IyL8+Osn6ROZXLZSOXuDxYZHzIXAWDQav1kWQsOjiKe4T1JrPlcYnv8uODD56NTMH7vW5bsOqb28IQ4TQp8mBBEmXhmDBoAFPSFH5AYf38RvNGFYOERoRUDgsJKt5rOSgQkDoOn3tKJBJdYEKS3ScXE0+6h//7dItPZ9A5wDsctCpUl1OY0itKh1UgCsawwXrBxuTzeauQJLL0x5zyrPV63WQCpVJJ0WhUlUrF0u1eQkFaCdY0ENht5t1oNDQyMqJyuWxtakgJttu7PV/z+bxCod1ehOfPn7f3IdmQZDpSAB1zCgD3USlgyOuaGH8MEGAQI18sFvXyyy/rypUrNl/8zVnlUqdCHSYIx+hlKT6N2itFYU3wB3Yd1pOgA0kCBR5kI5AIIGvAOOL0GQPWts84cA8EL744Cr2xN76ZTEYPP/ywJiYmFAqF9Oqrr6pWq2lhYaELhEiy8cE44ixh7fr6+swYA8hxVgRboVDIpCBra2uq1+um6Ws0Grp586aKxaJWVlZsP3O/w8PD2tnZseNEP+gX7P/+/ft15513WsN5giPmE5nSxsaGsW59fbtFjIwhe8LLRwCTUockwKGxpwBNjz/+uF577TW1Wi397Gc/s+I7AibmHSYHAEX3C7SjBKO97d2wS6lUyuY+GNzVmB87dky1Wk0XLlww/wIgvOuuu3T+/HlVq1Xlcjmtra2pUCjo0qVL2rt3ryYnJ43A2NnZ0cLCgnZ2djQzM6O1tTWNjY0Z4F5aWpK0a2O/8pWv6Fe/+pW2tnaLl4rFohYWFkwKxfjQDxOQAjDc2tp618lCjHOlUrHsAHuBItJarWbSMH9SnNTJhkE4INGSOsDL6/b5PQDNgzT+TRYRfaNPc3u/yeUzTd4H4texFx7UMT74MUA5l89WeX/Pa5rNpq5cuaLnnnvO1hvyCklWB8F70ANLsoxUb1aV5/VFYj57wzixZwD7EGbeLzMH6XTa1izMZ6VS0dLSkmZnZ3X9+nXzAf75PNnA/mYdZTIZ5XI5W4d03UFq5Z+RLBhjQCs4yID19XWrk2Gv/k9cty1YpXqVdlEsdBa/d5xsBlKvOLxeqtxH4n5hs+gZ/HA4bMUXpOYx3t7ASJ1IEE0Nm4T7k2SVd9wbn8H7MU5Q7LSQ4tl4BgC4TzmwSbzeS5KxeF4PyelesVjMKkrpOQg4BpxkMhmVSiXVarWuVkK8p16vd4FYtIl8tz/RgueBBSAlRqcCSdZmBr0QlcLlclkjIyOanJzU1NSUZmdn9cYbb2h2dtY2DL1bWTc4Lt/MmGh9aGhIw8PDXZowSbb5PWvHGGMw0Y+127vHIX7961+3YqpIJGIOB9aEz/AaLn4GaCcA8VG23/zMPSDaM9QYFwAuBU35fN6YfR8QeUE/65m17HXQni2TutvFeACCMwyHwzp06JCOHDmi1dVVJRIJ3X///YrFYtqzZ4+lHAlSYG+QmACqAdQEpGtra2o2m3ZSFawfn5dIJLp066urqyoUClpeXtatW7e0tLRktgIHmEwmVavVjA37MFyZTEbDw8PKZDKKRqMWxJLq90VRvk8nGSwPMgBNrGfWkk95+kwBNhddd7lctl7FBCoEKxQK+ev69eua+f8KoDY3N5XJZIwZ4mjMdrvTWxcws7GxYQcNhEK7PVPHxsZ09uxZ9fX12YEgm5ubuuuuu/Taa6+pVCopkUioVCppYWFBlUpFkUhEMzMzdt766uqqDh06ZK3XaGe1ubmpcrmsfD6vqakp9ff364tf/KIVOY2Pj1slNYQChaHRaFTlcrmrYIXiJKQI2BZAaCQS6WrVF4vFrMcsr2EfU7A2PDyseDxuNrLdbqtUKnWBWPYRhWq9jJ/UYRtZN2Rc+MNn9AJJglHPrvJZvnjPB0JkuiR1aVMJWLl81q53DUm7Pv7kyZP6h3/4B2NJCVjIqIEh2u22SdM8UUCgjM/G7nu2mTnzem7GxWMRSCT2nN87vtMKfgf7DCFGkOZ9h5cQ+vElYzU9Pa10Oq1AIGCyKQg0AlRIEzKZEGDZbFaxWKyLZAF/EOS+3+u2Bav0xqRNCaJmUlM4PsAXEQOTijPGOfZqKnyqtzetANjxPVkBH54t89oTWEKfPvWRj6fXAcIYegAHeiOe10dKbAicCAbZi6Np3s89SbJ0OgaNjQ5LwPdQ0ILRW1tbM4aV1lGcClUul21Tw9LQWxNgj4SCgoH19XXt2bPHCqkSiYSxGpIsbZbL5VSr1bSysqLJyUndcccdymQyCoVCOnPmjHULkDryDNgZvo/AIxaLWfsiX/jG5uUZiSQxEAAijNjQ0FDXyR44xdnZWf3kJz+xNlpeG4osAMDoDauXAngJCmDYM6uePSKgAAyQSqfogteHQiFls9muY14ZA5wBzKyXB3h9Vq/+yTsZxgBmZM+ePbr33nuNIeL1Q0NDqlarxnzDxgJ66QPJdzGHrJdgMGhMOm3UMNDNZlONRkPJZNKevdFo6MaNGwZU0XexVgj0CLQ+LNf4+LimpqasHQ3jCWAlIMMW0ZaJ+SYIp+DIrxNsl9TRU7P/eH0gELCg4vr161Y8AsNDsOvrCQArxWJRzWZTo6OjtsfQadMDcmtrt2sIrag4MarRaNheHBgY0I0bN7S+vm7rZmRkRIcPH9bW1pauXr1qOkVAWF9fnw4ePChJxnDmcjnt2bPH9KvYj2KxqLffflsXLlxQNptVKpXSn/3Zn+mJJ56wk4veeOMNs0/Yb2y+3/OAJcaCe5bU1eUCPbdPq3PyH6cOEnxQcIyvozfm8PCwdU1AOkEdBEGlJ1QATB6g8jOfrSFYwVaRvfHpfA/K+TzsEgSVlyx40gp2WOo+ohVw2Juin5+f19/8zd/o8uXLXbYM3+qZfDS+EBkUknrw7qvzGXvuF2xCIMZzMa4+xQ9BxPh5BhyMwphQJNhut61Th0/Zs1f9emDvEqxOTk5apoQ11Nuey2ftAK74WKQcZDfr9XpX1u79XLctWKVnpNRJv/Y6UthKBtfr1nBOUrdB9ZoOHB8AhSgPSh5mjolkcbIQuba2tqzXqS/GCQR2e7UB3rwhkDq9DD0Ahdna2tqyqJLn9mkHqZOibTabtogA7e12245D9ewdwIHv9u1YdnZ2tLKyokKhoEajYVXXjUZDw8PDqlQqxkrSUoZq//HxcS0tLdkzMlY8Vz6ft7PYh4eH7ShMnhENFhKCmZkZZTIZTUxMaHFxUefOnbN+cxgPL+vwzAr6SdIx/iAJztMGYGK4Oec4nU5bw3+YVca93W5bBwDW0b/927/pa1/7mn75y1+qVCrZoQEASZ8JYJ0x/z5A8iAVA+hTYjClBBoYLkm2BkiB1mo1q0LO5XJdoF3qPnrQry+fcoPt8rIb7t0XaaXTaStaYb57D9DY3t624hBS9exJdN0EmMViUcVi0dK+ODKcKUAKdo1giBPJaIbOveCgAdG0gekdhw/ydejQId1xxx1KpVKm8ZVktqharaper1vRBWurN3vkdXc4YK+V88Ej7yOAxx4eOXJE9XpdqVRKn/vc53T06FEDwtgg9JU+TRwKhawTSCCwW8xHloasUbPZtHXji1vR6p4+fVqBwG5f6snJSQ0NDWl5eVmvvvqqRkdHza57fzM6OqpCoaByuazh4WH7TCRY2JOVlRXrFby1taXHH39cJ0+e1JkzZ5RMJnX58mU99dRTRsBIsrVPdsaz2EgjpE71PYWQsHt0TkHnzZ7Ah6D5XlpaUiQSUaPRUCqVUrlcNjtGAV0kEtHi4qLtJ4J5fCLBPPbVA0dsMaDJS90Ijpl/1onXtXo/AXjj6vV/Huzy+V621Cv1297eVq1W09/+7d+qUqnYmoQU8mluSIlQKGTyJXyyD6S4J74bPOFlVQQ7flx4L/9nv3kCzpNdrEUvMwRAek00z48f8WPMOuaQgFwuZ6cKFotFkwiClVhzBGdoqAlyezXrPnh5v9dtC1ZZDABKn3rwVab8bGBgwNLCTBgD6KPW3ijM66lwbtD7nkUCBEP/w+Z4Cp70B98jddpASLJ79+Lo1dXVrsWNsB/wwvd4FgTtIq8BiDJmXlfq+97BYGxvbxtbGg7v9koFkGM8hoaGVKvVuip2Y7GYVlZWrPqcHoB9fX3WxD+ZTJoWBuNDxwEcjC9GAwhj5Gm5Agt0/fp1Y1N7NT4eWDH+sCNS56hV38ePOYNtgQHtdb5eQuIdMnPNOlpdXdWlS5f00ksvqVqtmgMlpUWhGffL9/V+HuPBz0mv+xQYFwadNc56JKqniwYADc01n+1TZuj9fHqHQAmwz+u8sQZIxGIx7d+/39YYa397e9s0oYVCoauyGy0z7AhpOdKkXhcJA+UlKrBCBBUYcACLZ2O8TAKdOSyVZ48/yNfo6KhlVQB/PkDY3Ny0I4sZRwJC0vfYLAI8gn1sFhkdryMkSINNGhwctMzNfffdp0AgoOnpabOJdHMBuNG6qt1uWyP9Wq2mWq2m/fv3K5/Pm0SkWq3q+vXr5rhpKee7gGDP77zzTk1NTalSqeidd94xHTNpeYLD8fFx6+OMlMGzeXSp4T1zc3O6dOmSUqmUjh8/rps3b2psbEx33nmnLl26pBs3bmhrq3NaG2Pbq9vELnAogC8AkzpFhUip0F5iLwgKATIcDZtKpUwC0VtIhQ3h8AT8HM8qdewgfpM59lkpfuZlUIAo/s/vyOxAAPkMpv+/J5pYX8wl/++9R74LNv/cuXMmg4nH43bKFIwz84scAKIAm8XPGBePO/y8YRt7s1Re7sIa9/bOa4axd/xNcA1gRMOK3/Ng3csN/JwgswGY8xkw8Oxlv188MdFsNq24kPUiybTX/xOZqtsWrMZiMXNGOB82NsUkvt0PQMU7WA9o2DDeoMIcoRHhIjqFIewFzl4HJ3UKo9CBsElIefp7DIVCVpGLNtb3KcNQx+PxLkBExLq5uWlgaGdnx0CgP/bUN2L2AInNjcaWE2KkTjuhdrttTf/ZHBwuQOptYmLCWNRIJGIpvsHBQTsOFd1UIpEwx0c7mb6+PmMX0um0MTvb29saHh7WzMyM1tfX9eyzz+r8+fOmTSOdQYTJ5VMfXriOcaEVidRpKI9BJ92BjIMxoPJT6jiPXsG+T6eePXtW//iP/6hvf/vbOn36tBKJhBkI2H9YVgIhxt5rj1m3BBUAg62t3SNEvQHHYPjK58HBQTtQIZfLKZPJaGxszJhVgAoOyT+LX6OepcHAekCCRvcjH/mIxsbG7GeeiYG5Ghsb63JQjAvROwa4Wq2aAWc9FwoFk5y0Wi3TW3oWsF6va2FhQcvLy117l0AuHA6rXq+rXq93sRdeQ/ZBvgA1/ohg0qOk61dXV62nI+MaCAQshc369I4QJ9tr3/z3evYa9m///v0Kh8OqVqtaWlrSyMiIcrmcRkZGbF+QDmXeeH+9XrcWQ9ls1nqJBoNBLS0t6ebNmwYiDh8+rFwup2w2q83NTd28edOOTj1+/Lhee+01a/4Pi0hRXiAQ0OjoqEqlkhYXF62F3eDgoEmrMpmMVldX9cADD+hHP/qRfvSjH2l6elpTU1MKBoN64YUXlM/n9dhjj+mpp56ywisCNI7LhmQh48N4+uwdvoZgH7CBZpWWS8wD9kySMb+NRsNsI/uEee7v7zd/QH9PbBb+zWeamHtsiveVADnpf5+56evrtB9jbXnWFnvmiyt7tf29+mj+z/dK0tWrV+zLx4wAACAASURBVPVXf/VXkqRcLmeEDa+Px+NmH+v1ujGrtVrNyBz8Jj4fvTbSRO6b5wAj+JoEn/WFNeUeGTOkCOxJ/D92F39Vr9ftIAwvNQQo+/XCd6DPzefzGh0dVS6X0/b2thYWFrS0tGRgE1vMmiLYqdfr1rvczz3ryeOn/+71/vsJ/D+6tre37chPdEo+/d6bBsap+qpE/oRCIWMGfLrBA2Cps2gAV94pUk3OYmWTADRIffpoyd8Xk0xhCX1N+Zu0QG+kJMm+l3/jjGEbcED+FBfaRjEeXneD1gthNUaKPmxeu8Z31et1a4R97do1DQ4OamVlxUBLqVRSq9VSOp3WwsKCFULwvGy6RCJhGqlkMqmVlRWNj49reXlZOzs7yuVyeuutt7SwsNAll8C4bG5uWo/D7e1tq2Zk7vzFBkRrS9BDsRcsJOvJSzww4DBInsXEeAAWo9Gotre3denSJd28eVOtVsvSm6QOfXEQ6TnP2AKi+BmvBbCura0ZM+IdAJ/D80SjUTuxLBTa7e7AoQsET4B4Age+z7OuUidbgEFmPQN+xsbGdPz4cUuHra2tmTHG4Q8ODto8oOFFI8y64IAJpCtIOHg2nCyG1LeQgR0rFAr2PDhVsgKAMewBY+rTjR/kyztMHL9nbpBTLC0t2d6ELaHnrnfEUkeCJKlLh4z99Cy8pK7g8siRI/rGN76hu+66S8FgUPv27VOxWFS1WjXbXKvVTMtHgE4RJ/YLm4xTHRsbs4CETiL33XefksmklpeXrU/lmTNn9JGPfESbm5tWkJTL5TQ/P2+gY2ZmRjdu3FB/f79JakZHR7vAe7lcVi6X0/Xr13Xq1CmFQiE99thjikaj+uu//msDjOl0WsvLy1bsyP5He+3ZNJ4LuwZ5gMwAgoXMGR1EyLhFo1EtLy9rYmJCrVbLKsex7WNjY11rg32PL6NoC5Yb0gQW1qe0AVMw31wE+1LnVChP9rA/vc7SZ2VgIpGIAVy9BI7X8ZleF8oYzc/P6+///u918eJF7d2719alZ58BXfgp/ASSIu/zGSPsZ+99YCfxQ2S7IKOwpfh4X6zo2VX2JM/ui4CR6Ny8eVPVatUOrADLeL8AruAzvTxmbGxM586d0+rqqm7dumXyGV7LHidbR5u3aDRqmV8u2ra93+u2BauAB4TmUOyALkChF/3j8InsADk7OzvmRFnwMC98rtRxzqS1fBqZz/fRpk/BU9kM08hCYQF5AbpPFWB4AY0YdcAyGw/DwPPTnufIkSMGMpLJpDlhzyxikIgE2Vj0TmV8fesfn84bGRlRqVRSsVi08YBlxQhibFZWVpTP5y3VGovF7N8+hRAI7BZd5PN5+7vZbOqtt97qYqi9gYKZBZQAXojsYcgZJ36GxpMgQZLpSX0K3jPPgB0fsWIIGU/WEe8hdfTTn/5Ud911lz772c9aezCeg00Og8DPAQNS53xnX6CCVAFmFuDuI2GqfFmHgUBA2Wy2K0onNch9sLa4MOZ8Bqyt1NHOhcNh3X333br77rtt/HCsPjUXiUSssNBLFZaWlrRnzx5JMm0cRRgjIyMGtOnHCnOPjISsxdzcnJaWlrS8vGxabMYRYLC+vm7G1eu5fKryg3759jTML8wPVe3NZrPrlBpa2nmCwDNYOO1eJtVrmwn6WN8rKyt6/fXXlc/nlclktLa2pr179+pHP/qRlpeXbS+QrYARZ29ms1l9+ctf1t69e81GEbw/99xzGhgY0OrqqtLptPr6+lQoFHTy5El97nOf0/j4uD75yU9aN4Dz58/r85//vObm5vT666+b7CYej5stKhQK+tjHPmat4ZrNpvbv3296d/TPr7zyilKplNLptFqtlk6cOKFXXnlFH//4x/Xggw/q6aef1vr6ujGx6EfxL7TDgqX0/gj2EyAVDoetQwYgqNlsKpPJ2PrmKNeNjQ3Nz8939STnajQaisfjFvitra2ZVtXPIzIR/BT36H0i+xWfi/aWDAu2ktQ33wnbyPzyb58pYwywO6xDLuwv7wXoPf300/rlL39pJ4pxkiMBcCKRMP+NZATfEYlEjIn29QLYEDKcMKrgBi7AHmPYi0n8nvEpeF8sjc1mPL3MkeCyUCiY9ho8wd/ch88OhkIhqwOamJjQxMSErly5okajofn5eW1s7B5/DjOPDSc4kjr9mvG/2AyfBfjvXretNWaB+QIXqSPoRQvFQsf4+jQFldK8VuoAJtgA0sN+kqVOZEIq26fUicZ8EQqLwR9Lyob0ThKD6lOmGHMqN316HuMNu8T7XnrpJR06dMjofYCa12f6yJR74Fk4jpCeorymXC4bA0aamxYwwWDQtKNsHrQ/nm0GnKJBJRqLRqMKh8P2Ptps8TwAdq9N5XMAHrFYzMAsGpparaaBgQGlUikDo7B1fi4pkIIxpu0NAQrAkDWG0SAYYOOjo4Ot4zswaqurq3ryySd17Ngxm/OtrS0Dy57BBGB5YXsvmPJBGqCTQAPAgBGLRCIqFos2fzDZgFpYHc8qck+eueQCNHt97czMjB588EGNjo4aI4R0YWlpybo3EPAxnouLi5ZepeCQvb22tmY6Z8a2VqtpcHBQ2WzWvsPrG6ksLxaLttcIvnDitEfyjKoPxD4Ml2dcYLXJutRqNdOeh0IhY/rYR8ixSE16EEoRlN+nrEX2E6AT5ujKlSs6e/asHnnkEZ06dUp33323vv3tb0uSzSEMq7RrwzKZjB555BFlMhkFAgG9+OKLeuWVV8zGf/7zn9cf/uEf6rvf/a7JAsj0BINBff/739f4+Lg+/elPa3x8XHNzc3r77bfV39+vw4cPa3p6Ws8++6yxZ+vr61pYWNDhw4eNvSyVSpYmTiQSunHjhvXlbDabeuSRR/Too4/qiSee0KuvvqpUKqWDBw/qyJEjevLJJ21PkWlgf0i7zFQ8HrcKdPaLH2PAKkxroVAwPaXUKVTChgImsHfYoY2NDbO73nZg+3wAwuuxkwBQT05InfQ9YAmbBkDjOQCkvUU6vkCLdYDN9JlPXuvZVa+l7+vbPcTme9/7nr7+9a9re7vTynFkZMRkHPgj9Lvr67tHj5bLZQOrsMW5XM4CfAI0pHs+Ywq45L6kDlhkTCiI9RlDdKGMDb4TUovvJuPJn5WVFd26dUv33HNPV4bQS86YD8aGYGN4eFhTU1O6//771Ww2NTs7q1u3bqlerxvRwzHHXDs7O13Ehc9Oe5b1/Vy3rWaVym9YIzYLGxAgxiRI3QPoHS6/kzqaK7SvACre6yMRFhONqAEVgAQWBOCSNiJew+WLiUjXAu58KgRQSYRFBId2kZQmaY9SqWQOnnSrJNO3kuLwkSHGjMp5mBU2udQBmJIsJeIdHUzV5uamZmZm1Gw2bXxg7GAmU6mUpeCz2aylQWjq3dfXp7fffluXL19WpVKxTc2pWjDLnv3FYdAHlpQGR80SdXqwj0H2KUzma2RkxO6bCmhADeMGw+Qjewyd13z6+Z6fn9evf/1rzc3NaXZ2tuv0D1hEv3a9fpTvYK36Qi8CMc9ESB3AubGx0SUNGRoaUi6XUz6fVzqd1sjIiBVuoGMlHR8MBrsCHAy012plMhk98MADymQyXUEJjDvyFMaMfqk7OzvKZDJKp9PW49C31sExoR/2zI4ke67BwUHNz8/rzTff1M2bNzU/P9+V8uIZWAvYD+6HAMyvhw/65YtU2B+rq6sqlUrGTNdqNTtgA7aE1J5nv/gs1jJrg9dhq336l/0VjUY1Ozury5cvK5vNqr+/XwcOHNBv/dZv2b1yuAiFQwRVv/rVr/Tiiy9Kkm7evGn3vLS0pBMnTqharepjH/uYAoHd1mRHjx419rDdbhuDmkgkNDk5qccff1zJZFLvvPOOwuGw/vRP/1SpVMp09xRGkdlrtVoqFArK5/MmgwqFdvX8MzMz+uQnP6kTJ07o0qVLSiQS+spXvqKPfOQj+td//VfrnELgxVhhO8k+BQK77cOwmVJHykSAkc1m7UAC37kAEAVAp8UgLeuw49g59nVvxo+MjdQpRKVoEdvG+6SOdI4LG0lwyT6DSPGvxbYDyrBpHsji830Q6sGq18POzc3p7/7u7/SNb3zDfADrx7fCAtxh02BJAar4WeaGZ0SKiFaU93qJoPftPouLbQQ3MKbML4dQtNtt629eqVTsdRAR1KQMDAxYr2gfJMDeSh1tNPvPa4LHx8f1iU98Ql/60pf04IMPqr9/91jeS5cuqV6vW5cf9j73gIzAF3vz3vd73bZg1Vfek4bwUQr6FL+YeY8/Mq3XKfUKsHFknj2SOi03qIr2RTe+6ISFAPvHxvM6WNIEMEN8vjfyUP6SrO8eGwRGkPGoVqumsWEhodsCKPYK0z3LSFUr90j1L/cZCoXsXGvkDXwmOtFEImGVhKTdcEgwoJFIxLSuMAYwE3QWQGOGjhR2gysYDJoWmCgbdggwBmPIGPCcvpqVcSD9xhqjy0IvmGRsfNT4XgwAhoy15jVNJ0+e1NrammlfqZ73jDqgmP/zmb3sBe/xcwpQZe3DYsBUYphDoVBXH13S6V7TRBYBGQHGDRYEFoc2ZVJHP+21oIwPaUXa4vCMpNYIRPh+CqcIMmF7YO7ppYzEhtS/L2DE4RGI8SysAZ7JZ2Q+TJdv8wVgZf4qlYrZN2yLz9IQ1HKxLxhf9n+vTYMlg0mkG8OVK1c0MzOjRqOhAwcOWDBOfQLzRaZgbm6uKx3M92C7CfA9m8ThJWR9VlZWdOTIET388MOSdnu4hkIhnT171oKlWq2mZrOp++67T8Vi0casXC7rjjvusP6wtVrNwNzBgwcVi8V08+ZNbW9vK5fL6dKlS8rn83rnnXcMRAIsyaKx9mu1WpdUyusXfYo7Ho9rdnbW7DzZEPYTmcKhoSHL4CHpQCpF3QD7rN1uW/9mr0n1foTTi/gZ9g1iyK8D/g0L7wNy/vb70qf9+ZnXTPZKwbxmFlvJGJ46dUovvviiPffw8LBGRkaM+MCu4w9Z4z7rQu/xVmu3H7jX63r8wYWdApwiIYQRZb3jQwHBgHeyRN4/M6+BQKc/O+QTmlXWkr8fD075Ls/+esZ1eHhYyWRSe/bs0eHDhzUxMWEMOn6UZv+AVE8CMbexWKwrGH4/120rA/DOjM0NYJU6hUs4eBhPWDMm3KdbPBPL4gPsegkBBoMFx4Yg4kSLh0EAdABoYYR8+gvD61O7/M7raolWSE/A7mGwqtWqzp49q4GBAY2Pj5vsoFeL6NO2Ozs7isfjqlQqFl2yWWCiarWaMU6tVsvSUojh0dZwnCZtmlKplAqFgv2bhv+kGZPJpOr1ukVzjMupU6d08+ZNZbNZA8aSLKKj2nd7e9vev7q6an0BmYdSqdSlj4K1JdKjepe1hENOp9NWTYvwnDFjvn3AUavVbINioH2aCo0nRrHVaunll19WKBTS7/zO71gRCUYDvZkHuzgenk3q7m7g51PqpHxqtZqy2WyXlpcDMqROy5N9+/Z1rX/SnVevXlWtVjODefDgQasWnZ2d1cTEhHZ2dnuVHj9+3A6NIDip1+vG3JN29wES0gL6AbM/+vo6PYLZG9Vq1RhqxgKAjyO5fPmylpeXDYgDujmal5OGAGIAVC+b+LAUV0kyICSpq2vC1taWbt68aawNjskXAzIH3sb06hJ5L4EK4zsyMqJbt25ZEMNeabVaeumll3Tw4EH98Ic/1Kc+9Sn953/+p2ZnZ62tE+sIaUg4HNbY2JguXbpk372zs6tjZl5J425vb+vNN9+0Z49EIhodHdWXvvQlSbvs7alTp1Sr1RSNRq137yc+8Qn95Cc/0UMPPaTZ2VmzAwsLC+rv3z1K+ebNm7Zub926pUKhoMcff1z//M//rKGhId13331GLnznO99RvV63U9NisZidRIXNxZcQ2Pf396ter9s+90EzY4xUgfmA3BgcHFSxWDS5BFksqVPEQ7DCSUaMJWl3wD+BuZez+QAPcsen/OkzywXgQY5HW0HfrUfqBDb+j9+fHsx62UIwGFSlUtHc3Jy++93v6uWXXzafBfDe2tpSPp/vwgBgCmnXtsOSk4ZHzoR0rVKpaHBw0ORwYANJJtPwn0+GyLPUgUBAlUqliwjwp3x54I0emcwUNrJerxvJBJHE2mBd+DodnyX2MkeenTmG6b18+bJOnz5tXTPorgQzzxphLZIx8NnX93PdtmCVDS91Ug1EYUR2DBQABk0FTtNHF17ojIaVjYEmyDtxoknP1kiyyB+DxcRjdHgtIJiJxKGyyD1tzgYmDe0jM9+GKhwO64UXXtC1a9d06NAhM1Q0o2dM0PxhFCRZGw4KT+r1elf0TeqJxcjxf0RuNOoul8vWWmtxcdGqz2Eow+Hdnqqjo6PGJA8NDSmdTqvdbuvq1atd+pi5uTmrEGcTwrRSkYruKpfLqa+vzzYtYwRIRdfq/+31xV5j450s9+0ZccaIiw0P+4cBJ8KFfUSzy1r7xS9+oXK5rGPHjln6HwYeZof14VOqfl349BzGCMAbDAbt0AOfhk2lUraOAIiDg4OamppSrVbTc889p0uXLmltbc1OK+LZqa4vlUoWiOXzeR07dkx33nmnZREkmfQFByp1CuFIxZOa5Vl8cJJOp7sMIPuMqN2nHEnlXr161YI8nCTpOU5FIvhg3tDk8dmM74fhIt3IKU8coVypVLo6MUgdZgc7RIbHM+y9bBqgwLexoaAqn8/b9926dcsKHpvNpl555RUdOnRIFy9e1GOPPaZ/+qd/MhsGyylJ/4u8N4tt/L7O/h9S1EqJqyhR+zKeGY0zHttjZ2zDSZwGyIqmWZA0LZKmKNqgQFEgN71oelMkV0EvmjYXvQiKBg2SAi3aN0XbtGlTZ7Mdr7HHHs+MNJrRvpIUKYmkNorU/0L4HB4yzh9vm1y8Y/+AwcxIXH6/73LOc57znPMdGBiw9lM//OEP9cADD5iUBcawXC5b/95AIKC5uTlNTk6qUqloYmJC73znO9Xa2qpMJqO5uTnNzc1pampKsVhM4XBYfX19SiQSun79uq5evapUKqWxsTHNzs7qgQceUFtbm5aXl80WoZl/xzveoeHhYT344IOam5vT4uKiPv3pTyuVSulP//RPbU9yn9xfIBAwzT3AjHXpNezYJkA+Pg77hqacNlAE1r6TAsECYBGSAgmZVO8+4rXyHpAxt4Ayb6exHdwzwIV74PsIFCFk8Ld8p9+jjBP+y5NG7PWXX35Z//7v/67p6WkVi8WGrA1SQQruGMtAINAwNtjizs5OO1GvVqtZ0EBWCHsGQCNo4/t4dn5OgA4xhAYc7SqBGzLDrq4uxeNxA44EaRAg4BYv7xocHDQ72pwx9qDY19/wGXx3pVJRf3+/rly5ot7eXh0eHmpxcVE7OztmQ+PxuLHGFPl5rS7r4xe97lqwCnjzR5PitBGbSzI20KelgsGgMYk4cZ/y9ZWNUmNUQ9TltR68RpJNlk+ZelGzB0ItLS12jKBPsdNyisXiQXRzRM13YxQWFhYsPRqLxczoYAgZHyJovyl5DWCuVCqpt7dX2WzW0kIUXRGZN48lmsRarWbVrRgBWsFcunRJS0tLamk5rT4MBAIqFAp65ZVXjLWlgbskkxLQjqVQKNhz047rwoULKhQK2t7ett/BUHj9DPovdJH8HOPOHCHhYLN7sFgqlWzteabAn6EM6PdRJaDLs/nBYFDz8/NWQczrWL++mMKnxjAmPCdGxmtckS0QBXsRPa+DseSe1tbW9OUvf1mrq6sW1BFM8DwU3bS0nHaIePHFF5VIJPR7v/d7ps3CURGoEBxS7cs4SLKTtQiu2Aewnb61C10+otGoyVw2Nzd1cnKiGzduaH5+3tY1joQ/29vbP6Od8vcBaPWO+a1wLSwsaGdnx86639raMjsk1Q8c4UQkZBbd3d12oADAkACAvdccBGI7Yc93dna0v7+voaEhffSjH9U3v/lNTU9Pa2trS0NDQ1pcXNSNGzf0x3/8x3rggQd07do16zpycHCgRCKhCxcu6Pj4WPPz81bs5I8/DofDkqSdnR3t7u5aUc36+romJib0nve8R6lUSqVSSdPT03rsscf08MMP25oFWPf09OgDH/iAnnrqKRWLRS0uLurKlSuanZ21oPzee+/Vf//3f2thYUGPPPKI5ufnLZO0v7+vL3zhC2pra9Of//mfWyaIPQmIqVQqDTIfL8OiPZAvZGNfAqLYJ62trZaxkOoAD2DhgZ4ka/9F8F4qlRSNRu017Ad8KEE4mRovtfMASKqf2kTGkXXFfsN/+z3n10tzGrk5A4p9PDg40PT0tP7zP/9Tzz//vBEzZPUSiYRplcms0PUAW42N8bYBv5nP5zUxMaFr165ZIO6lRPgkXyANycMz8eyVSsWKf/lOCo7JCnV0dNgx5cgX8dPIIPz/SdUTHKBjJQDy48X9+Sydr4uQ6oFIOp22wxJef/11vfDCCwZYj46OrBBdkum4I5GIdVpprhH631x3LVjlHHNJlhJk0ZCSxjB5AAKw8yynVI/+2Tx8jt8kfmECGNF30ixYUoNzJT3mGVgMuhdZ+4iypaWlAVBhKDBqPDcLHAPx2muvmeY0FotZGhpgBOuLrpbjUDEenE5ydHRkZ0IfHBxoaGhI2WzWnoeIEgaspeW0bUwmkzFmMBQKWcqFxZpKpdTV1aWVlRWrlEX4ns1mrTCLzZ7L5Uw/BbCt1Wp2Uk1ra6u1ZFleXraUGkaECNtH4JXKaR9WwDXzw79xDOh2eA/gDOdAFEl6W6qnW5gv3ztSUoPR8BHu8fGxfvjDH+qDH/ygHcWKYWfN+mDFSzl8GgkwTXCFA2TuJVlBAAEan3V4eKgXXnhBX/rSl7S+vm4APp1OK5lMKp/PK5fLGciAtZZOwebBwYGeeuop/c7v/I7pRltaWmy9AboBpRSqbG9v68yZM4pGo6Yrhu3kvuiSwFG76AR9kLW5uWnpfwApzpLACgYCFoT0HuPHvuazfUD4Zr6mp6clyU6tA1hJMoeKLpP2YYlEwpxjPB5vsENS/VQewIxn8HCYUv3YyFu3bimbzeozn/mMisWinnzySRUKBY2OjmpxcVHf+ta3dOHCBd28eVNSHRj49kYdHR3WxaS/v98AtSTl83kVCgVtbm6ajUkkErp8+bKl3tfW1vSOd7xDgUBA3/ve9/T666+rq6tLb3/7260AdHJyUh/+8If1la98xe4H8Ds0NKTZ2VlFIhFNTU3pL//yLzU8PKxkMqlYLKZPfOIT2tnZ0bPPPmstk1iHtIRKJBKWeTg8PLRjrGHXCKpbW+tHE5OKRbuIBh0/5CVv3ucw/rCqnZ2dJrHg/+xVWFo09pIsE8Re8YE7+9/LzbDj+CXWiWcyvbae/3M1a/E90zo/P68f/ehHmp+f1507dwzU0Q2npeX0ON5QKKSBgQEbJ8is3t5eO2URH0tXGkAsAVupVLJsFePpA36yd/hAWFTsFuOBz/GgmO9m3xCQc3lJh7dV2H3fntCPNVIZ9rQfR//vZt/EviKD2dnZqWg0qo6ODr3wwgt2zDXjQ/DFd0FgbWxs/I/tUvN11xZYFYvFBofJ5OCk29rarAqfReU3LOko3svlNaMeGPoFw0LD2BC5U9VMWsMDaN+1QGpkzJoLZQBapByIZOmH5wu4iC5hxTA8LDieqb293fRepMUZK5w50S9pCQrX6HEoyVLYRHNQ/js7O3bEZSwW09bWVoPWlsIpNKC9vb2my+KYQZ6D8QMcM7booAApvb29CgaDDUwnUZ5PDzN/PrpjnD2QJRjAgHrgyTph8/lIns/3jIJfk4yRj8C93qtSqejGjRv23byeZyC1w33D0HodEKwLEgSAKxIN5kGSifx5f6lUUjab1de//nVtb28be9PZ2am+vj5lMhlLZe3t7VmhG3/v7+9rf39fL730ko1/MBhsaG1CipLghbWYTCZVqVSUzWZtrMg6sP5IFfb19Vl0j9FsaWlRJpPR5uamBTs4b5wAjp995IuupLqEgzFjbRMIvNkvgGmhUNDu7q49O2sbO8ScoHEn8wDYgsFm37POsR2sTda4bz8UDAa1tram7e1tffrTn9bg4KCxh21tbbp+/boikYiGhobMnqVSKXPasHQE5oVCwbIJXV1dyufzqlQq1ppPOgXnY2Njtq87OjpMNrW5uWkZjlwup/7+fgveq9WqRkZG7LspKG1tbdXGxoYmJyftO5A89Pb2qq2tTT/96U/14osv2nd5ECHVT5sjy0DBJ6CEXpqcACid7i3uLRQ67Rbj/aOvwMc/SD97Kp0vJELz6vcqLDV2hcwLgQPg0ftTPt+DIObcF0gBZHkNgQ5AUFLDmuI6ODjQzMyMnnnmGb388staWFhokAsBnCCw+G4yQDSzp40ddjUQCNga94SB10sT9DSDRuaRfYON9Ppd7o9xgAXv6ekxEiwej6u1tdWCCNrE+RMuYbPBBj775mUBzUDfZ4o9ePW4gbHjcyAI6TWcTCaVTqet2p9giQBUqh9p/su47lpmlZZNUr1FBZEdmx1NKS2eqE5ng/BabzAxehhZFi8T50EU7yOqhHHDKPuqPAw90RcGxL+PCBWGVZKBGm+YAoGApVMwKNVqVS+++KKSyaT18mSD+rFhvAB83IMHaRyl2tXVZeLxTCajcDhshV37+/tKp9Pq6uoyYx6NRq23JaL5eDxun5PNZq01Sz6f1/PPP2/icK+Ni0Qi1saFaA1jsbGxoTNnzhhzyckvRH7VatU0w4wd8wxI2dvbUywWs8pJDDDGGMDsC09IR8HCMvb8n3lj7j1D4Bl2qd7D12t+r169qqtXr1qREyzuG+nTYCdZTxhFHxx5gMBcI4lgfUunqdGvfvWreuWVV7S6uqq9vT0lk0nde++9Oj4+1vXr1208eH7ei3GkMfsLL7wgSW+o1SZwZB6QhLB3YTnRlcGkI13BiNK2DEB5+/ZtXb9+Xfl8Xvl8vmFfeyYBFU/LqwAAIABJREFUR8Q4+b3gDbTfn3zWW+Ha3t42h0RRIiw3zhon6lOJ/B4QgcPzwZL/DFKv7A+K5o6OjpTNZvV//s//0fvf/3597Wtf049+9CP9zd/8jd75znfaCVBnzpzR6uqqAoGAyRYqlYq11YrFYmY/tra2jJm/ceOGFUwBZqampsw+Li0t6cqVK1paWtJLL72ksbExO2xifX1dKysrymQyGhgYUGtrqx566CG99NJL2tvb0+DgoPr7+yVJb3/723X16lU9/fTTunLlii5dumS9Lv/jP/5D//RP/2SFYay73d1dk00VCgWTwlC0GYvFlMlkzJ5434A9I8MDOCel3Nyhhr8Bm/wfdpm9y2Eu7e3tDYy5Bz+QHR4ESTIihPv1AJMCV6leHOo74Eiy+yZQ8dlP7MnW1pbW1tb0yiuv6MknnzTZmlTPOEFQcFIYtqanp0eLi4sKBALWvov1iHwOqZkkayeJbaXqnT7EbW1tlgGlxWIkEjHCBlsNqMPXeqlEMBi0gI/90d7e3gAq+buZ+GgGmT4z63XCEFzMPT7G20O/NiAKfOcPiv2GhoZMzre9vW3dEaS67ymXy3bk8S/jumvBKhMK5U5UCeDkdxwlieidxQ9AxAjDLgD8ABkAHjasX7Ck6UmN+PQEKRiiORZlpVLvfdcMJIloiXzR+rER+AO7B/MUCARMZ8aGT6fTdqpKs7jZb06vbcKYh8NhqxqtVqvWRJ4WUMlk0qr8Dw8PdfbsWWvCTpoVXSHAGkasWj09HvPatWt2v6RfarWaVe+2tbXZGc04ne7ubo2NjalQKBggpVsABVeSGjYp49rd3d3Q0opNJ8m0rOgaeY1nNr2g3zPGXgsM0Md4eyZTkjHYgOK9vT3TkxUKBf3t3/6t/uiP/sgE7l6u4RlcNLGsV69HInvAOg2FQorFYgbkkV9Uq1W99tpr+uIXv6jFxUW7x8nJSY2Pj+ull14yUO3T97AnvriL95bLZd25c0cTExNWsNXS0mKNyD2w3tnZUTKZtGALbR3AmD6aaCfRppPmRd+3trampaUla5+CTASWht6/PgvTbOD9vvbBqWeu38yX79ZAYOOdGetKOh0rClIk2VrwAIrxgznFJpNO9ONLxghAs76+rm984xv6zd/8Tb3rXe9SIBDQ17/+dUttv/vd79aTTz5phZ84Up9GRtrU39+vpaUlzc3NNQA7Dg7Z3Ny0NO/o6KhJWZBDUGD0wAMPKJVK6dq1a3r++ec1NDSkqakptbS0aHx83LS8q6urunbtmubm5vTwww/r4x//uCKRiK5fv65XX31V//qv/9qQ8alWq9aAHrCyvb1t1d6SrHALG9DR0WGdbyQZccA4Ih3i89Fn8lp8CcwiWnm0solEwopgmRcfXNOjGR9EcZfP2nk2FzDqiR7WFq8jkMW+8juvf2UfX7t2TTdv3rR+n9jufD7fIH2grzZ+BEYaTbMk06BOTk42sJLI0MgyRCKRhmCZsd/Z2VG1WjWb1NPTo/39fcsoUQgFC+rrRXwg7TN+/JyaB0kmyWJsucjOkllgfxIsUj/B3uP3PrD0skb/f0Atr4eo4NjVWq2m4eFhA/zz8/O25738bWlpyXz6L3rdtWBVkmnj0C8C9tDz4OgwkFI9MqDqlGo9ojFe5w01ANYPOJQ4QAU9iqf4SUV67SjaHRYA+iC/EHkdDBisK1Q/LKNnHRcXFyWdLuxEImGaHV8MJtUdNToc74xIy2PoOU9dOt147e3tGhgY0PHxsXK5nNLptGq1mjY3N00CQeTa1dWlQqHQAJQGBwf1yiuvaHp6+meaW/OsAP1KpaJ4PK6ZmRkNDAyYbgrtGdXsBwcH6uvr09LSks2rJOvTSgqc+6dNGAaXNlichgRQBYyRtkFOQooaWQeaXcaJz/XyE+begx8cFkFTIBDQ/Py8nn32WdPRwRr7ticYYA/GYfH9kX+khkgdeQ3R0dGRnnrqKf3Zn/2ZNZru6urSmTNnlEwmjTHCQXkm1t83+4txlaRnnnlG4+PjBt49u8+6xwFQlEHqUjo9SYYxh2Xis5k3UobLy8taXl5WuVzW1taWfZbfk+xHrxeX6hINz556WQsBwFvhCgQCdooZhXvMDfPHqUfS6RoiECG4JRBhjTOOZKi8tIU/pAwBMIz34uKi/uIv/kIPP/ywPvShD+kP/uAP9P3vf197e3vq6+uz+yaVDvBCr09KnM8lsIXUYC2enJxY+7uenh7Nz89rZGRE1WpV2WxWra2tuu+++3T//feru7tb8Xjcela/+OKLGh4eto4B7JexsTE98cQTCofDams7PTb1H//xH5XJZIy99DIlMgywqdh9X5zpg2XGluIy9oYkIz7whdFotMGf+c8KhUJWeEnFeyKRUHd3t7XlKhaL6uvrs/Ht7u7W+vq6gV/2IVkIfEkkElE+n1cikTCCBWAFWOOePBHjgSz9bAlmW1paNDc3pxdffFEbGxvq6uqysQuFQkokEioUCgqHww0s6+DgoAWyPqPq/wYMQm7h87lfMlhkCDo7O00uVSwWNTAwoL29PTuKHCYVGQGpfZ9W93uPvYRd99k5qd7iC5vULEkkA4e/4XOr1aplk7l3SBRvl/3neAzj/RV7hu+itmJoaEiDg4N69dVXNT09rfX1dXV3d5tP5Ths/8z/2+uuBquARTYvC5dUOVFhtVo1p0eRkafT+eOZVhaod3B+ofgmvQA0D3q9RsRrvbwuByDtWQmpsWDM62phEzD6nlleXl62dDMVi7BZlUpF29vbxp5QHMV9ItJfW1tTf3+/arWaVldXbYNSsBSJRGzDEZWiYezo6LAKbdrgpFIpK+Lp6OjQ888/r7W1NQNy6+vr6uzstAINz2CXSiVtbm5qZGRE29vbymQyxq4BVJGC5PN5RSIR5XI5MxhUfsKYh0Ih65EXCATM2BUKBQtsSqWSrRPmAnBEg3kiWeaNoIe1yJqAOQIQETD5KnPP0EqnbP2//Mu/6PLly2bUYKV8GgcwzGsYX9ZaR0f9LOtMJqPLly8bm1wul/V3f/d3+sY3vqFcLqfOzk7dc889GhgY0MbGhvWXlOoBW3NUDEMGGAGQkJb32iyMNto32ppRMQoQ9lpcnA337DXWaJh3d3d1584draysGJOBQfasgk+3cZ+sa8YQG+IlQey5t8LlgwaYKb9OKSBi7RMgUwBCQOMLXnxGAobG6//JOuFAkbfQAm9lZUXLy8taX1/Xe9/7Xu3v7+u5555rSMmig19fXzdNc6FQsL2+v7+vgYEBc9hkkbCb586ds/1XLBb19NNPq1gsanx8XIFAQENDQ6pWq9rc3LT1eP78eY2Njenf/u3f9OCDD2pnZ8cAH62mAoGAbt++re7ubl2/fl3z8/M/U+hIMElgjh2DxOA5faDqizbJBPl+xp7R8kVUfCfA3jO70WjUmEFJ2tzcND8Ga8saQetJES2AhT0cCoWUTqeVz+etSFRSg22FYCLNjW3zRZte+8xnY1N8YTWp+ECg3v9UqnfkwTf7w0+k031NVpRT+si2tre3q1AoNASy2AfWbKVSsUb9rGU+PxKJNGRqkSyRPcK/sTdgPPER3LfHEdhZT1Qxj75oFPaVgKVWqymXy2l8fNzWgPdHfFZz4O5BsQ9CpDpJB5ETj8eVSqU0OTmp+fl5zczM6PnnnzfCBF/6yzjB6q4Fq75IyjfIZZBqtZqBEA/MmFg2dnNkAqiU6gU1LA5+tr+/b9WwXoslyZwzRSmkQFhwXn/qWTOACYAoGAw2tMDgHgFIPqUmSXNzc9ZChs2LPgYgTxsJSVYYwSkuNP2nfyppWYAs8oWuri4DPVyIvyVZYQIsQldXlzY3N3Xr1i3TAfF8OMG2tjYDIZlMxlJ1w8PDyufzDS10YCK7u7utzycMdjKZVLlcVl9fn70Pg+BT5B0dHaYnwsgyjnwHjoIiIqJF3zfVMx4w6zhlxhf2BL0kBg9gCaOAscnn8/r2t7+tixcv2ncw/gRR3jl4xhbHC+ORSCR0zz33SDpNX33nO9/Rs88+q2eeecbSVhcuXFAoFNLq6qoVKfkuAdwnYA6Wimfiebwj8AUj3qGSJuT8bRh3mp13dnaaA2NucN48F8BiZWVFCwsL1jvTp6l9EOEDCIIK7hmH6O0An+Fb+7zZr1QqZYCOfYL9xM4Q4MH6MIdIfSRZIZtPE7PuYZYYU/YNa8frtKkxaGtr0+3btxUMBtXf36+nnnpK169ft0AzGo1aZxEvp+F4ZbIgyWTSjt0FmLGmYHe3t7eNmSuVSsYyTkxMaGFhQclkUsPDwzp79qyOj4/1sY99zA7LSCQSVvD3zW9+U5cuXZJ0astu3Lhhz+O7sgBGuUf6XBOQo6knKwPIob0U/gbG2M+PJDuwAX9IVw6CCDKMAD7p1Hetra2Zjdnb21M0GlU4HNbo6KgODw+VTqftnjo7O9Xb2ytJRtb4anrmmrnFLiAnkOr7Dl/K69mvzE8weHpSYTKZ1O3btxUOh9Xb22s4APvMe5EEQOr4QmLfx5oaCmodGDfS8zwDY8QhAGAEwCFzgy2CNeaZvAYeyQf+yWtYpTpJ4LMV2FvILtaPVGdnwQ7YTnpkgwOaL/YtfzfLx/iZr1MAvzCmYKNYLKbe3l5NTk7q4YcfVi6X0/T0tGZnZ6149he97lqw6tkPnBqO3x81FggETGcDSJLqqRQWideNYmBZNGhN+b0vcCFlFo1GTTdLsQKbt7noBacAkAJA83veg7HxYLpWq1eJEsUBYtk0XviOgQK4+6gKo4fI3EdApCNIZRGJol8CQBGlSrIAgM3FMau0PULKwPcgtsdwBgIBA0N9fX1aXl5uKMphvknxM6aAIIq6ELgTbZdKJWNvOzs7rWKUdcS4AIxYT8wTTpiACEOKMfLyEzShrBev5/NpFc86YAxIzbz22mva29vTpUuXGlJmvoiKtKdPL5FmByij1a5Wq3ruuef0z//8z1pfXzfNG4coLC0tmSYMo8La58IZAFZ4BtYucwPw4JmRlbAXcCLcX2dnp7VLIrBk7QJiCXra29vtKOFisWjHEjK2zAUaRg+kvS4VB9kMWr222APZN/vlC1q8hj4cDpsODxbVH6/spTH8n30MoPHFqp5h8vIjXu9bImFnkBONjo4ao1MoFOy1mUxGU1NTkmRO8eDgQPF4XFtbW9brGYBdrdYPo/BtlzjRjP6bIyMjxpZRpY1kgCxVqVTSwMCAZeo2NjZUqVS0vr5u38N3ApB4bsgP9pwHRjCBSJY6Ojoa2ESIAy8R8wW7EAfYVRhzfo62lRZf+CHGNRQKWassqb4fent7jVWPx+MmM+IzSWcz535u8TkwyowFvs3XnHD5NeLBORdSBp+1wl/wfPl83opb8fVIvnxA4OfEdwVg3RJYYKtZnz7A4z6Rx0h1Vts/G/4a38e8QkZgV8k2enmI79vtpVneDrIHuB+CJL4TwOvtobeDkHr+/7zOEzQ+0MAn0daqt7fX+jDPzMxoaWnpf2KS3vC6a8EqDpIFioFtBjcYSCbbp1WYIBydbz3htTgsIknGlMFMwaTl83lLIWNQPFgE3ProBY2hJLs3NobfJIAYH90g8g4EAgbc2Gw9PT1WHMWmo4ofcNzb26uDgwOLpP1m9eCbf4dCIeVyOeuzuLa2ZmNXKpV+BjxPTExof39fL7zwgo6PjxWNRrW5uamdnR2Fw2GNjIxY1XFbW5s2NjbU2dmp++67Tzs7O8pkMrahMMRec4qwvlarWURcLpdNP3Z0dGTpZhoa7+zsaGVlxcabilcf9XrADsgCSFLQAdvqGffBwUED2LCTrBXmybN3GG8ftXIfW1tbyufzWlxc1Dvf+U6Fw2GbYwyrN+o+K0CEHQ6HLRX3xS9+US+88IJyuZxaW0+PpYzH42pvb9fNmzetAIn7kupFRzA39OBt3n+sL+bJ98/lfmFKDw8PdXBwoFQqZXo5WHifaioWi5bmZd0j8dnf39fy8rJu3bqlra0tAz98l6SGgAIAzfh4MOWlGrzfVx+/VS4CXR/wMKekv0n3egDPPgiFQiYx4n3NhRzMLUAXeyvVgzgkCNVq1UAQMoPV1VU98MAD+uEPf2igKJ/P6/j4WENDQ2ptbdXm5qYB2q2tLe3u7qpardrRocFg0PY2YLRQKCiVSml+ft4yRvwdj8cNKPM8GxsbyufzqtVOT6iC8Tw8PNQPfvADPfTQQ+rs7NT09LTm5+eVSCTMRh4dHRkAxEeRbWE9AoA8+PegiXGiyb0kA6OsZYIB5mVzc9O0+/it1tZWlUolC9aLxaIymYyNUTQaVXd3twYGBmxf9PX1Wd9S5g0WVarbLw9UPWkiqUGGwPtZQx7Q4beZLyQMtM+jJRLEFGPKGLa1tVnPUT+myKMgYyA4WltbTetMwOvZUjpPeHYc2+MlRoA5Mpz4DOwlwQVzif/wAT4/b66f8CQXhBDjDt7w+AU7yBHl4B0vb/L/h+zj52/EuPpA338G9xGPx20P9/f3695779Xjjz+u5eXln2d+/q+vu7bcFcDIhALMPN2McYXSx5n7VKx3dlK9Uh6AgtaOhUckSOqFy7dX8lEuzrZZ/wY7xIKjQImqQVJFgCmekXtiwQSDQeVyOQUCp1X3fX19ZpiImEmDkxqLRqNaXV3V9vZ2QwENoviBgQE7NjWdTjfIBE5OTptnewYulUqZmH5sbEznz59XtVrVyy+/bHqv/f19JZNJi4CPjo5M47W1taVEIqGhoSHNz8+rUCgYE+JZOQzp4eGhNXhuaTmtEoaF8Qze3t6e7r33XknS+vp6Q8DBekFThAaLOWQDelBIxArgAfyMj49rbGxMc3Nz9vs3qor1oBRj7vvQUbSE0V5bW9OPf/xj+xxv9L2mlXVJcQHg8ubNm/rSl76k733veyqVShoZGdHZs2etSvvOnTvGvGJw0ZOFQiEzxB50wE4QADaL8AEBJyf1s6GlelqS4yhPTk6MwSANy5GYjD+9CQkcj46OdPPmTd25c0fr6+sNe5xxbO6VyH5Cb0dwCeOKRMen9by+7a1wMcY4QIIKGFeO6yQT4pkuAJCXT2ErvT4ftqj596wnAnnsr58z3n94eKjz589b+6je3l7rmNLX16eNjQ3TRyMR6uzsVDKZtDPosY3Dw8OqVCq6c+eObt26pc3NTUmn7GwkEjEJzcTEhJ3Qx6l65XJZOzs71oMYe83RsB0dHcrlcrrnnntUKpX0K7/yKw172PeLBhDhxxgPZGY+awGwpJ8w7CpsJVKEcDhsASh2nIvuNdgJ7A1kQaVSsaM9BwYGLKOGVpH9xj5q3mfN6X9JJuGh8JaMnVSX5wDCWBfoR/0Jj3RdoOtKLpdrAL/okn3QDlMpnZIw2IZKpWKyLuR2sVjM7BXgGOlALBazTAFsrpe98Lw+e+oLdH3wxrx6wAcAxaf5LAV7E00rY+fHmuCHz+b72B+AbE+e8LfHMV7HyrPw+axP7pHX+/nm/rq6uqyf+tDQkB5++OH/G1P0/3vdtWCVDSLVF4Z35oA6UoiAvmZNhjeU0PPNRQFeT4KYmvfyOy+Mlhp1OV7ELNVTJhhmeq16rRwLiLQbz+IF29KpEb9+/boBgXK5rIGBAYVCIatQ5TQSFi+toI6OTk+qwthNTU2pUCjY6S6xWExra2s2pgABAGQymdTg4KBtptHRUQUCp8dfPvPMM5JOizMAAx0dHZqYmLC5ymazKpVKOnv2rLq7u7WxsdHQFYHx5cSpYrFoDopxgl2FRWWOJOnixYtWgEN0jdbOzz1AihZJGE7/3HwuLId0ys5MTk7q4OBAi4uLdgqNVG/Z4vXPXj8J64AR4H1eXwtDdPv2bWMGWZsANNayN2K3bt3SX/3VX+lrX/ua5ufnjclmTRweHmp1ddUYYObPszL8gWWASfZCeQ8+kFA89thj9hoCODIQMCUEHBhVggvWv5c+BINBkw5kMhnNzMxocXGxoTE3e5liPy+78Yw2hpr96dcK/8bBeMb1zX4xf1S641D5mddMx+NxA0QAe78nyETxuewj2BnWqGfcm20v8+plKWSC+vr6LOtDD+fl5WVr+QSLCaCU6vuWfTwwMGDFJ34f9fb2KpVK6R3veIdV2kMqJJNJ7e7uanp6WtPT03Y868rKigXK3/72t5VOp9XS0qKPf/zj+pM/+RNNTk7qySefNDkCz05aHpBClg3bSHETRbXsL+QLBJlk8cjyBAIBO2mM4i0O+UD6JZ1q2AEe6L7R/Q8ODmpwcFDJZFKdnZ2KRCKKx+MGIv3egRTxDB37h/3mgbi/J5/JZO1IsucmUPY+9fLly/YefFClUjHNsg9+IHwgQ/g9e/z4+NjY1ZOTE21vb1utBYCRQIwAgfVLO0eYWg/ysMeeafVklx8PLoCpl4pgm7xUzL/HkyqMJUSaZ7f9sereh3miwV9k/bgHz6p6Egd/4TPUyCF4BoCrP471f3vdtTIAIiYmhvYIADlSRbCRXtAMRd6sh2EimCAWPpWxRJEtLS3WWN6nDWjFBDCCoaEPnj8/WTrdOKTZuX/AF8/Gs9JaQ1LDZ8AmHh+ftgOanJy01k5Eg6RGAALValWxWMz6+tGXcnV11SLL4+Nj0zA1p1lOTk4aqmx7enoUj8dVrVY1Nzen7e1tSad6Ms6U53kpjJiZmdHExITppwqFQoPYHCPIGKbTadPfpNNpY4UlWfUl+sfx8XF1dnZqbW1NkhrkD8wx4+n1yWxSxhRW3OtJMfB9fX1Kp9NaXV21E1CIdL3Rgi3nby6MD/dD+hVnj+NuaWnRnTt3jE3yGkEML0HVxsaGXnvtNUs5tre3a3JysiHttru7a2sUJ8D7vWHl3j0D4EEgBop9COsyPDxsDDjAmO8AgLMWPYvA2EQiESsIxMlWq6cFkTMzM3ZEK59Lyx8yE9wf39dc4Ihz9xIcb7S9A36rXATbdPKIRqPm/LF9BOjsYV9Z73WEHoixX7xWnvXFawn+2Zvetp2cnJ6zDlNIGpjsT6FQ0OXLl3VycqJMJmMAAQ1pIBCw084IXAgG19bW9Nhjjxmjn0gkNDExoe7ubuVyOV24cEG5XM6yTWtra9rZ2TG709fX11CUSop5cnJS+XzeTui777779PrrrxuhwvPD/vp+p0gGqKXguaVG1s73JGZ+YBI9I8fcMo5HR0fWGxR/JcnaJ8ZiMcXjccvAtbbWD4GgiwcABeDjA22/nth3BCTMMfacDBtBMcSNt3usH+8/urq6jIkuFot2QAz6Vfw+QAuABwaA4c3lcpb9IQt3cnJiXUqQF8JCE3SzjmOxmHK5nJEQrDdsItkr/IdUJ9UYWwgID2R5Tn4GQG4GqqwDXzdCZpk9RSaQwwtoNQkO4H7xAx5U+yDEB6Pcn9R4UIH/ObbdZ6x+HjD+n1x3LbPqFwBC8ubGtx50+r6UPqpg00j1VAtRIhudjQnYxOl65kaSgQDe52UGpJqbtUoYGVIjvngGw8o9s6hgw4hqaNeCEYtGoyYwR9fjC718ep2WU5lMxsYHx04HAcYRdjQWi9n/e3p6bPPxWs9I8RxUi8JonDlzRuFwWPv7+yqVSmbYcFi81m9sdEDSKUgpFovWCoWfYYB3dnYaDgnAAHow1tPTYxtekgFuNjqOtvmi8ASD5wEmx3qytnwKR6ofcQgY9FGrTydRcIHx4GIte82lJEv7E0DQF1KSAQtOxPHFCjgbPo+x8ekz1p9nvFkngHD2DUEabKk/hrOzs7Ohf6dnhXDKPvJnj+3t7Wl3d1e5XE67u7sNJysxzp6V4GfMPcydl1Cg0fTj7sH7W0m3ylpE7kSRoneSXV1dJpOR6gV4/J/XevvFemJ+fNDE+3wGg2wE69KvfYASTCC2BgALI8ypUwAgMif0gvVaSPqbEmSSgavVagYUQ6GQtra2rCiLYIYAj/cDGKXTvTg0NKSOjg7de++9tp88I4n94dnT6bSRKdgdMhO8hwI3xh17BkBjbP3BH8wdaXWySn4eWltbFYlEbI6luqZfqkt4CGrY9z4rw7xL9Ypxxgnw5Zlg0ufYGGwhex5ywKevudfR0dGfAf+MGd/JXEUiEVvjoVDINMm+5Ra9d7EHpPf5PA/+AXt8PjbeyzQ82Ab0eaIEsow58MQYYyHVQatnRfm518jy/QQ+3qd4wsFjIK+VZp8xV/67/frz/orfYzuZXz6T+2gG2L/IddeCVRwgR8vBokBDMxk4K3QusJY4SzYP7KNUr9ZnonHUGCWYTDYvoA8AyQT6yj1e7x0j//bMFROOA+E9XldG5TlR3MbGhoLBoNLptMrlsjWTr9VqxpDs7u4aewdwPD4+bfGxvLyskZERG69EItFw9J8vNCMFVy6XLXV7fHyszc1Nzc7ONhzKkEqlbEy8NsqfgFUsFo2tGBoaMvaU+aCxMmALoXipVLIqz+3tbcXjccXjcfX392t9fd1YC0kGnHBwgCvWRSqVsrR0b2+vGWaiUrpJ0KplcHBQm5ubKhQKyufztibpt0iQgY7SS1YkNejFfDCCPAQAiYPlGT0QY0yKxaIWFxf105/+VJubm+ro6NDo6Kh6e3uNJQ4Gg1peXlapVDInwR/PqmL4vB6Ry4vsPZPm13A0GjUWrVwua2FhwQC8VM8QSLIxZywotkLeQTq/WCyqWCxqdnZWCwsLxoZ77RfOwDPxgCD2NA6Ue/YOn+fFLvyyjez/6xdrk8b/3g5STERPZc+8SPXjaf2YsddZX3wea6XZUfL9PosF+Dw6OlJ/f7+xcIBWNKcEpevr62pvb1csFjOAzOdQ6U+rIyQkXV1dGh0d1eDgoDn6g4MDXbp0yZ4XQLyzs6Pd3V319vaqr69Pm5ubCgaDmpmZ0drammq1mnUcuXTpkh566CEdHh7q4sWL+sIXvmCOnjXumXvfSxhwhI1DW0mmgsC3Wj0tQgOA+owic0qqnbENBE6PVYUA4KQuWg5R4c8pVh6IwQjiQ6W6fMQ11SmsAAAgAElEQVRrMr1WGTvOyYeko3m/b6eFndjd3TUb4oNxSCNJev/7329suT9ohOwl9qNUKimbzZoEg+ObpdPjvltaWlQoFCyQ8JpXAgxkeowxBAmSi2YgSlbAZ3cAgR70So3MpAeiBP1eKkYRFYxts0+BKGsmNshc8nkEBz6TyD2AnXzwz2uZA+7fSyWaZVsEf+x//vyi110LVlkgaHd81EzU76MzQAoD7CMKLyZms/H5fqL83/wbFsyLt30Ewgar1WqmqYLt9JEUWiAYCTag1ys1p36J0NhU2Wy24Xg3GDZkCLB+pMxaWk5bBXGOcUtLi1XTr6+v20at1WpKp9Pq6upSJpOxNBWM9t7enqanp21jcL58IHCqN8VYSdLb3vY2hcNhra6umtHu6Ogw9ozWMb6anXlqb2+3ivZ4PK7j42PTVaFdymQyZlh9oHJ0dGRAlM/f39+3k3tgNhgr7j0ajWpiYkLj4+Pq7+9Xa2ursdDIAWAkvPAcw+TXYCwWM52aJNMSY3hglfhsAoXOzk4tLy8bI44zuHr1qjUdr1QqNkcY4vb2dm1ublrbMMaEz/a6bdaXZzo8U0Ag49e+dyAnJyd629veZmw2a4bvgM0CrLa0nPa/lGSnkvHdOOvd3V3l83ltbGxodXVVmUymQdONMYYt4V4YH/agd648j89usKc8Q8znvBUuun34ghkAfTQaNcYJlssH2gQi3oZ6uyo1tu2R1ODAsMcEG9g7bGBra6tJgLLZrLa2tuyzw+Gwbt++bS3O3va2t9neRn5VLpeteLK9vd1ATDKZtGeLRCIaGxtTpVLRjRs3zO4AXkOhkC5dumRyo3vvvVcnJyfa2trS3NycZcUeeOAB23/5fN4YxMcff1yf+MQnbJxgfP1hFmQLOPmHABJQxPzUaqdHFUejUbOdABXsafNR0xQhofv1WuFAIGCFVTDF+FDYVQCwB47oQb1+lAudp3QKSCliKhaLdsIT0qlCoWBgHPvL/PqsFawoBBXEhs8GEVwQEFCc5dP1kqybAOODHYNg4G9kAOVy2TSq2FYyQYw7ZAc2CcILcA9QxPYgp2E8eZ/X/fqMpq93wD4iq+C9EFQeMPNcZLA8+8xner05+9eTGM1ZacYLv+ADz2bQ7UHwL3rdtWCVySKyKpfLhuxhUYLBoIEPjCDpAy4Gv7kqGMPpU6FeVsBr+T7eB2MJaOJzYRuJSLxQ3UdoTD73JtWbKvsqQEDO0tKSLapEIqHl5WVjOzgxhEIvzvRF28nYYPxOTk6Uz+ct5U4BFv3oKFCQToFWb2+vtre3tba2pmg0arooFjfaNzZbX1+fjo6OtLy8bE2waQRfrZ42h+/p6dHk5GRDD1NfjBMIBAyUI5ofHx9XJpPR1taW2tvrx/fxPlJ+GD6qe7u7u9XT02OVw3yXZzAHBga0vr6ufD5vhhYWlOcpFova29szlpU0kWcSMTAtLfUefIBTAgcApl9/MLq03QoGg1pfX9fLL79sx+HibOlE0N7ero2NDUubS2roXtGsJ/J6KA/gfJqxuaWTlw2wTicnJ9XX19ew13Bi6CEpdisWizo6OjIHhC4OB8paQjZCNwf2B2CJNdnMhKKn9OnRZkYQg8xcwKow7n7vv5kvsi8EE4A6QA6goFQq2T7Y2dmxohOpbqNgZtmrzUxPc7oVFstnGLy+Fbt3cHBgQGJ8fFwtLS3WaaRaraqvr0/33nuvFVpWq1XrEoKkicCedYlWlSN+v/vd7+q9732v7ty5Y35iY2NDt2/f1ksvvaTHH39c9913nwKBgB0jefHiRQMgt2/fbpARTU9P67/+67/0zDPP6KMf/aiBbvZXf3+/+QEKaaX6EcwcwoLUAQkMAJVgFjvHM0oyaRUFpWS8WOPpdNoOGOA4ZsgS2sRxAbIAYFwEN8y/VO93jE/zGt2WlhYrfKNNVKlU0tLSkm7fvq2NjQ2zW952kA3Cpre3t+vDH/6wzpw5o2w2a2MHAAUXtLW1WSEg6wi7BBD3cgmeH+DOSYjMB6w+QM1L6wCNPLuvusfWsJ7JCsFs+hoWz8ZKjcfk8rl8jt8nvsMCawGfAgZhb0n1giyf/ocU8wwq88z3e3mHD/qlxgIsH6x60u8Xue5asIrR8ykVHBc6RIAAk+R1PjgpBtGzMF6L6pk9P7l8P3oXQEh7e7ull3yqsVlo7Wl5b9R9z0gWI2C3+fnb2to0MzNjQG5zc9N0l7VazVJpkuw8Y8B0LBZTT0+PFYgB2FhwxWLRGMpcLmepNAx/e3u7ZmdntbS0ZKkJ7gkdK7qf4+Nj3XPPPQaMSb1jrHAoQ0NDKhQKpkPt7u7W3t6esbXb29tKpVLq7OxUoVBQf3+/HbfIHFerp3070e0yll4bx2tw0nwGqTZJ9gwEHbRu8ZWVmUzGDIdUP5kGo4bxQkbg00D8/+SkLtwnBUpwgZGiojKbzeqll16ynpCRSMReSxsXet4CujFi3pDifJqlKJ6BlOqFN15mw8Uz83cgENATTzxh1ai0gaH9zfb2tgUSrGWcMPIH1uLq6qpV8W5sbGh2dtZ6qnLPPtXInHJhQL0B5hk94ObyP2c8fJeBN/vFHGJrqDj3env0oDBFXrfH5dkU1hCO0meHPGDzsgOpvg690yODwvtLpZIGBwdNQ7u7u2vpXjI+aDCRRHV0dFjv1VgsposXL2p6elpnzpzR1taWrl+/rnQ6rXg8rsXFRVUqFZVKJWUyGa2vr+vatWuanp7WuXPn1N7erpmZGaXTaY2Pj6unp0c9PT0aGhoy25jNZnXu3DlNTU1pYGBAi4uL+spXvqJUKmXPnc/nDYjxvLCk9LcliMKvSLJsGGPa1tZmgTs+6OTkxLSsiUTC9g1dFPb29gzQdnV1KZVKGcPuGULsj0/rYid8BlBSw5xha8hkHR8f29opl8sW3GcyGe3s7FjxWiaT0fLyshYWFrS4uGiHgNRqNcViMUky6cMHP/hBC6r4DoKRWq2mbDZr70eD7TsHebKADiW01QsEAkqlUlZse3R01HAqpCTT5EuyDFowGGywudgWspFSnY1lrLgP3u/T5tgyH0DzuQR9AFcANFpePt+DT28XuTwp1ywl8Jdn41kH2AL++JoN//0/7zP/J9ddC1YxaDguqHupro1j4AG1RL1S3UH5akVfRMIk+IjIG1HPwLKhfeN0XxHnxeAsapguHDcbqFKp94jzRwb64iNA0cnJiTY3Ny1qJG3BuegsbtJqRJg4AH9MnCQrZimXy6bRIe1BCoGU2u7urnZ3dxv0tqSKSR3QKeDcuXPGUnBPaLQokKOzQjPr7Tc8RogzwWEbYEwAe/S3TaVSVjHrwT9MJuPtJRs4HqmezvIpHp7PBxpe/4PzbW6c7Q0Km90znJ6Zgv2VTg2i1x7h6Lu6utTT02NgPxAImKMDZHiGWKq3bfGBE9ExV3M6BwfFOvJghDEgWBsdHbVG4+jn0NHSq5F7od8jHTRYx8gIMLo4H194gpFkX7JP+Wz2lGdKGYdmcEUQw/x5RsiPy5v5Yq2yvmjET8Dhx5ZsTLMDapZREFj4TJR3cgAZXtucVYLNASj09fWZnrtWOz0ph0NIvNzAZwCwC/v7+xodHTXbdf78eR0cHGh2dtbAU09PjxKJhKWPpToYQ0IzNTWlTCajlpYWRaNRO2iEKnrsCkCetPHW1pbW19fV19enK1euGCiEGSWl3N7erkgkor6+PqVSKXsWGFPACUVD4XDYek6TbgfAQ3rAFsKyUU2PVALbRCCAXcJO+xS0nzv+EGzyWc0ZGk/+oOUnaPX6c+YOTW2tVrPAG1kEawwShJ/xubCrFMMh2yAIhoAhM4aePxQ6Ldrj35Ao2EiycGTJfAEuGMMfRNKs/Wf98x4uyAAINd7vJQseWNZq9UNovK7Vv8frzQG/XsYBAdfMhvLzZnzjL/azf5/XsHK/3Iev93lLg1XfdggQwYaEKfC0Pj/DcbJwAIIYWh+JsFgBw95ResOLaN9Xq/vIiCb4NDTGQHgjgHQB4+vTQkRlHixj5OgEwIZk82azWR0eHiqfz2tlZUWzs7PmhDAqGA2Kd2q1mrUwgVXwziQQCFjF7NzcnDFiFDjFYjEDCoVCwY60y+VyWlxcNENBD8BwOKyBgQFLz9CzDmDHqSEY7s7OTu3v7yuVSun4+LToiJ/hHGl1RHECqXofmTLGsAm0D+O0FhgADCJFApLsPjDivnE9Bpx59b1DYTcIRHzKh8CElj+cuc76LZVKptULBALWl5bxkU5TuUT+GBGv2/XFLawhH11L+hnDQ1Nu1rFnVfyFk4nFYlbxT/DnmYdQKKRoNGpranNz08AIrHUgEFA8HrdU4OLiorLZrDl0DDZBII7Dp+99kOpT/f7ePTPgNVc8j9cfv9kvGD5sIxfV6QRngFb2HWl5X4DZzLowptha1qLfJz5Fe3x8bCfSIQ2ZnZ1VMHh64AQ25PDwUGfOnDGi4c6dOyqXy+rv7zc5TzgcViQS0fz8vPr6+rS3t6crV67Y/qW/KCc8XblyRU899ZRu376tQqGgtbU1lUol9ff361Of+pSKxaJ+8pOfqFKpaGJiwvSwg4OD6u7u1tjYmAqFggVslcrpUdy3b99WPB7X66+/rs9+9rP63d/9XSMuJBkoR8O6tbWlQCBgUi/PYLN3sAkeqKRSKctCYa/QnPb09CibzdrvyFwBsvF3nkVtaWkxwoQL3Tz7Czvo/+Z5vH9jzsj4QdiEw2HTD9NEfnh4WIODgxoYGDB96Obmpvb3981/0eP0Yx/7mMnUCHBSqZTZLjq+kI0jm0hxLnaEo5vz+bx1CiBwC4VCBl6x0RBi+GFY7GYwKtWLZ9+ItSQgkOqpc0+Ysb7ZL14a4bOtXq7FPEEuYd+aC/v4jjf6f/PP/foDYBNkeNDqX+sJvV9G4H/XglUckWeIvEAbWhtKng3omRZ6YwKePNvl9Rv+87h86owJZLPSAoZokigD488i9BIEL1cgIoQNJiWHE+AZfAomlUpZRJ3P5w1wIoKnGr5UKikYDJrgnbN8Q6GQBgYG1N3dba8ZGBiwyDcajaqrq0vlclnr6+umm6JPXblcth6xnFwUj8eVzWat1Qy6YtgySYrFYhoZGTGQdXR0pEwmY4yudLqh0+m0JicnlUwmtb6+rp2dHesnOjAwoEgkYtEk7OT29rYBUc/OIcTf2dkx1oYUEYVO6PGOjo6MZcbAsvlhAJgDWFdScQQoqVTK2AFfAFipVEwvRwGI110dHh5qeXlZBwcHGhwcVCqVUjwe1+bmZkMLKCQaOH06CXB/vvCP8fFrhzHmOj4+7dmbTCbN2HvdtA+Y+P/jjz9u6x4WtVQqqaWlxdoJUUzBHh0cHGxg4gOBgDVVpzgsn88b4853ebbH703AFHuIfdfs6NFKYuwJKJp1528VzSqnzcCUASoBJb6dkC8KAdxIjel+9h9BonfGXhrFXPb29mpkZEQDAwNKpVIKh8Pa2dmxoptMJqMbN27o/PnzOnv2rNra2gwoBoNBJRIJ3X///VpaWlJbW5uxqNjOhYWFhgLHTCZjTf339vY0NjZm6+XatWvWYSWXyykUCuny5cvG8NVqNV27dk0zMzNaXl7W5OSkHbJBQCqdgvNIJKKHH35YMzMzmp6eViAQMAnCb/zGb9jz+3oA9tDe3p7tG184iK3GNg0NDRmQQsLk084U3HIEN10QYIe9XAkJQygUamjnKNX3FqAOVpCaA4Cbl7ThZ2C4CTgBqawb7gU7SJBN9sgfWcs4YXsikYjGx8eNKAoGg5ZhKhaLhgtyuZwkWbqf9SnVu4AAumA5OfYZv4SN3dnZsbHFxrJ+mgkAL0XE3hCs+b3hM1b4KcYRhr1ZR8r7YOm5mrWqfI4Hz/61ni3lddwb9tP7EdY3foRn9LrWZobW3/v/9rprwSqoHqNJUQA/85OLhgcnzgD6k4xgoJgQnz72f3xqiFS3Z2GlU+PP5OL4mFTPxnpmh1QmAMSDazYmr/Eg1wMCwAT6JVjlUCikpaUl06JJdTYD4NDa2qqtrS0zQhQmJZNJM25s+uZCK8ZybW3NirIefPBB6/nJ2JOKATxzKgqAkrYlQ0NDxihgnL2GlKIhqV5lzmcBiCWZNIOou6urqyFYicViSiaT1qkAA0bj6La20/OweV5advmeuIA42IpYLGbro7W11bS2AHoPuiSZEz05OVE6ndbJyYmWl5c1MzOjra0t9ff3a3JyUkdHR9YqC9bSH9eLwSD4Ylz4nU/fASIwXj79Wq1WjfGOxWL2TJ5hBSQQyIyMjOhzn/ucAXmCLSQMOFnYHlqaSWoo0vHBycrKip1MBJBlzLwD5OK9OBSfgvNyABxqsx69mQ3wn/lmvxhfAAsaTwIPz6wREDP3khrmwUtqcJboSD3L6oHswcGB1tbWtLa2psHBQV2+fNlYehiu5eVl3blzx/Y56//cuXOKRCIqFot68cUXde7cuYaKfGxopVJRJBKxI6BDodM2evl8XqlUSslkUj/+8Y+1u7trAeOjjz6qD3zgA8rlclpbW9ONGzcUDAb16quvGisbDJ4ed003FdL26KyTyaS6u7u1tbWlH/zgB7px44ay2aweffRRffjDHzbb5EkTxsQX0HgZDBX91BMwToBh7A7gMpfL2V5mbsPhsLFvMLisAZ/K97Uf+A8CGN+Zw2vYmXMyVJAAyA886xqPxxWJRNTR0aFkMmk9rDnydWhoSKlUSoODg3YvrB3a3p0/f16JRMIybARDPqOKryYACQaDVnTriS36jkun/oMDbtLptPllLoD9ycmJESdeHkPWjPHhd28kCWgGruwfb8eY42aNMOuD7Cxgm/3aLFng/nwtj5cD+M/1sgHvI7h8xgVs0sy6eszyi1x3LVjFIUp11A474PU3aGMwcFQfs3i4/MTVavUTITwbAKhl4gBgaD05Uxtj4gtC2KAsAD7Ps2wYIh/N+TS8j9p5BlLbaJWWlpZ07do1i4Bx9v39/bYBuD8Yq3g8ru3tbdOFEnH29PSYLKBWq2lhYUHlclldXV0NBToYxVAopHvuuUeTk5NaXV214y/D4bBVpPK8dBsoFAo6OjrS7u6uhoaGdHJyonK5rKmpKUvHRKNRLS4uamlpScfHxxZ9k6IipUfBESCura3NTvEifT82NqZUKmXMcrlcNnYA2UBXV5cBNJwQDpuKdp9ehwn0hoRIu729XcViUfl8Xn19fZZWRLIAi9De3q75+XldvXrVgN7g4KCq1arW19cbtIJokjFeODtf/e6NFZcHZG8EzjCqFEUxZnxmOBw2CQL3LUm///u/r/HxcQUCp50ayFggB2CN0FoLR4zz6ezsNL1gqVTS+vq6PTPBIesco4wRZ8/6/ev3tzegjBUBrlSvYvdSABz6W4VZxbH4tmqs5UgkYulFf7oe4xcMBu0UMdhSz8ay1ki9ewmVJEsPwxSurKxocHBQ73nPezQ2NmY6S4BGLpfTuXPnLH0cj8cNiGQyGd2+fVt7e3uKx+MNwOvmzZsGwFtaWpTP5xUOhxv6bB4eHqqvr0+xWEzpdFrSqZyJ430TiYQWFhYUDAY1Njam3d1dLSwsGHHBWovH41pYWNDy8rLa2tr0qU99StIpa/rMM8/o6tWrikQi+uQnP6l0Om3AslQqmf6TriqQCTCkSGJgwwm0ya5Uq1XlcjmTsiC7IVuUSqUsSINlZS6xBQDY5oMUvJ3BRuIbGdfj42NjL1lb1GuUy2XTpEuyrE17e7vGxsY0OjqqeDyusbExjYyM6Ny5czp79qympqaUSCQUDodVLpfNftAuslqt6kMf+pAV9YILAOE+WyWdgkz6TrNmkSaQcUKmVCqVLO1fKBSsXznr2ttc5swDO9Y4e4Yx8owj/h621NstQDd7yQeBzA3z4lldL4PCZ3hdazPg5T3NDGgz8ffzsnE8C+wwIJX7+2Vcd225K6yWJFsIsGIMoteB4tBwTIBLFhYRBxub1/lWQp7RBKR6/QaLi6o8X5nYHFlggAB5PAsA2Fc58qwsbDYdDoUG8GhIe3t7lcvllE6nLSWys7OjRCJhAIKK7UQiodnZWWNUcrlcQwowFAppZmZG29vb1oPv6OjIjlP0UeWVK1eM+aMQQaoXZQD0McyMPXq5arWq4eFhbW1taXNzU2fPntX29rY1lAboIjL3emSMYVtbmwYGBizF19bWpv7+fkspYkTT6bQxv0dHR4pGo+rr6zPDwveFw+GGFDvMMICSdBv3dnJyYs2naQPmuwGgdcPBB4NBFQoFraysqFqt2vnkxWLR9MgEAxgN1jhSBNaaj57fqCIUJ+jv1a+pUCikeDyunp6eBlYMZ/rII49YoIOkRZKeeOKJhgwDjbkJGAHq3rB7FooAb21tTZVKxXSqOB2yIRhu/i3VU/s/L3L3GmXPOEj1RuO8n78x5r8sI/v/+sWapy0QF3ZSkjlxgIykn9HpMdY4LAoe0b36ufDsHfPS2tqqzc1NbWxs6IknntDw8LC++93vKpfLmeYyGAwaWA0EAnYAyMDAgIrFom7duqW1tTWl02l7FgpSeabe3l69/vrrFvT4bMHly5cVCARMtnN8fNrJpFAoGPtJ6y6q1c+fP2+HFOD8u7u7denSJYXDYQ0PD+uJJ57QP/zDP2hoaEizs7Pa39/XQw89pC9/+cv65Cc/aX4EMIK93Nvb08DAgPVC9T4JKQRjx9GygHfmbm9vz3pBcyy1b0+FTMADEx9kHh0dGRni08D+//gZT8p4WY4HR4C/avX0yNlYLKYbN25Y0L+2tmasJuDdEy3YOTKA2KupqSnNzc2ZLIJ7ArD7As9YLKaWlhYjM2B/PWgcHR3VzZs3VSwW1dfXp2w2a6/HTiCbgeCByMGeerKLccAHsl58YbG3x4Byz7j67Cz+TZLNEX3D+RkXY8ZeZ982yxbYk142xl5lDrzcwf8eG8rz+uuNvud/et21zKoHLuhJMEp+c7AAvagbZ4cB5YJx8WcRexqcSYH6x3gD4PgsHDETB1gG1GAkSB0T3XF5mQD3wUKD0fKLmA27v79vxSnJZFLFYtGekUW9u7trxrmjo0OFQkG9vb2WMgdwS6cbb2lpyTQ6Uv2EDpjIYDBo6ThaP2UyGZNCMIa1Wq0h7cSpGvv7+6ZNYvw8GEXP5U/uwPF4UI3xYB7Qjb5RNXhLS4v1zwsGg5b2xvh5wbjXMfookWdiPPw6omUYBp7Nj85UOmUVKITL5XJW1Yvm2Ot7YVIBAHyfT794HafXC/p1/UZBE+sMg4uGluCoVCqpWCzq4sWLDesaR9Xf32+ght6TsFX0b0wmk8ZuchFg7uzsWINwns0fC+vBKLo31jT7EjBOwQ//99Ic1rNn9jDG/rOa03NvhQvbKckyRhRsNLOmgDs09awxz1TzOdgs78ykxsIR9gfggxT+jRs3LPDkoJBqtWpaVsAGbZDoTEJP5Uwmo1gsZrIoWDb2GXrHg4MDa281MjJi9mpvb0+9vb1W8b+zs6POzk5dvnxZFy9e1J07d9TR0aFMJqO1tTVtbW01VJDjm3jWdDqt/v5+syO8Hs0+/ongH0aQPdIclJHu5WLOGHuyYR0dHXZoglRvKu8lMPieZnvB53ptsvdJBMhk5GA9uY9isaitrS3l83kVi0WTJtFaDzIHxpxi4IWFBZOFLC4uanFx0eoeyKjgO7zffeihh37mcB3sHoWt3D9gkAwfdoSuK1KjPCaVSlkgDqAF/HI4DnsDO+IxAPPF2JI1BZNweZvl0/M8Bz4K++wZ3mKx2BBU4rs8kwvQfKPfgVH4DPwg+9frZH0Gxl/YTy/5+WXZ1LuWWWXTkQ71LSkYdPQih4eHttk4PpA0pFRv18N7/IKBDfAbmPfxcyJTjLd3fm1tbRYBUSGP4/aaEAwRjBgnaMBEUJnIAiXCl2QV9/fcc48WFxcVDoe1vLys7u5uDQ8P22bd3d21dIokY8BisZjW19cNSNdqNfX19Wl5eVmrq6sGCiUZKwuAyufzeuSRR6xvH2CCzc9i5TMwahjIVCqlSqViDfXRFcfjcetleHx82qOPdk4YdIwFG9N3BpBO9VB8djKZtKCC6tpQKKTx8XFtbW1pZWXF3s/fpNsIBorFohKJhDKZTAMrGY1Gbe6ZJ1h+1ipAk2rSfD6v9fV1HR4eKhaLqbe31/RqRPp8HgYNQIkDhiWXZIalOQ1F4OYBH4bVZxokmU4sGAxaSzCYI9YD8hIi+z/8wz80Ruf4+FhDQ0Pa3t5WKBTSnTt37Ohe1jGpMq+RAqwWi0XNzc0pk8kYk0zKDeZWkqVGJTWAYBy+16V6vRYyFAJMxo3P8C2HmpmBN/Plm8ljK3H6rCUPLglqCSawYwQKUt3xoc/2ASX7xq8JPo/PfOqppzQ3N6ePfOQjOjo60tzcnB33ms/nNTAwoGAwaFKVnZ0dPfjgg1pbW1M2m1UymdTKyor6+voUj8dVLpeNHctmszbXzDenGmWzWQ0NDSkUCtl6n5ubU39/v+LxeINec3JyUrdv39b6+rqkUxkaQOHRRx+1zEokElEikdC73vUu/f3f/716e3uVz+f1/PPPq1ar6atf/ap+7dd+zQ5nYc1yqhWM4+rqqmq1mjGnkUhEoVDIUtXINNgf6MyxuzDd2GJv170umYyVP0iEOSI7QjYMcEbAkM1mJcma/uPPeA70qMiECFR2d3dNUoLkBLBPAB8IBFQul617AH4YfXM6ndZHPvIRfeMb37D9jc33RYJePsEYlEol859kDQuFQgOoZmywGXRG4FhymGzWv8+Cnpyc2KmJAFcPnPmbNX50dGRYAbvlTyvj8lkNfCo6ba+V5f49i+znnM/yLC6f6eWK3CdBU7OdBOzCLPsA4Re97lqwSkrApypwSp5B8+kI3+4KB9V8NB2T5ClyomHSwTB2OFL0SkSpvvjER7+AxJOTExPWUzXutSw+SiNya+7bKdVTaDs7Ozp79qyWlz8s6UYAACAASURBVJd19uxZY1aHh4e1vr6u0dFRbW9vG8BJp9MN7PPKyoptrp6eHoXDYW1tbVm7KZ+qoOowl8tpcnJSkUjENikgAx0UBoIzuUn5BINBMwJoZZkTjk1l09Lsvr+/X7VazfSQR0enJ0dh1GCp4/G4aaYIXmKxmLa2tixVRgeE5eVlm5/Ozk77bJjbaDSqnZ0d05ZSHNDX12dtYzgqlip8DGg4HFY2m7V2Mrw/k8kom82qWCxqZGTEOhVg5OnV6+UFRNa+dyr32Oxk/LpgTXumAY2vfw9G5f777zemvFwu6+joSGfPnlUikdDW1pa2trbM0EmnhunRRx81oOzlBvS2ZJ4oZNvd3bU+kdKpYd3c3FS1Wm/HQ5cG1g9BItIRzy755/WMEaCnmYHybCABqq/WbWlpMfbkl5G6uhsu1hIHMxwfn7ZLo/F8S0tLw5hhuwB7XpbiWRpkFj4g8vITgjccG69h76+trenpp5/WhQsXrE1fIBDQ6uqq2tvbNTQ0ZGCrVCrp5Zdf1iOPPKJbt27poYcesmN819bWrCdpS0uLNjY2dHBwoN7eXjvnfWZmxuzfzs6OtUoiQH3sscd0/fp1KwyNRqPWRaBUKmlyclJDQ0NKp9N69tlndevWLQO3aDvRZGazWZ09e1Zzc3N67bXXNDo6qs9//vP667/+awMWpMqRG7W3t1tPV/xdpVKxg1MgCNDgM18UNpE5gyk8Pj62Nn8whb6Ayc8lvsn3+PR2kpaMkkxSNjQ0pKGhIZMXYIfoXd3M9BIgevkZNQf7+/tqb2/Xa6+9pkgkYgwt90s2tKWlRX19fRofH9fi4qIFUNgS7nt/f1/JZFK7u7vWdpHjnln7SLcYo42NDetmAmvOXJTLZTsBkmCBLBykGDaR4Iw5wsZDvmCrvSSEvQHRQLDA53v5jQ8iCcohPCB8mFfGzzOt7Fvmmf97csHvYf72mUhAugepb2lmlYGGhfS6EZ+q9RIBKrgBXywUr/drptB92tRT8iwYQC26TACDT3UTPUp1B0nEyR/PQOzt7dmCZUEDfP3C4HSlZDKptbU1jYyMaGFhQR0dHRoaGtLKyoo1xk+n0wZiC4WCTk5OTHNJKxgkBKT+cdZsHBZroVCwAoSVlRV1dHRYaxD0hZw2RRqb1DwHANBTsLu723rUdnR02BGi5XLZUn3oTQF829vbisViKhQKBkh6enoaxpnuEBj+aDSqWq2m0dFRbW5uanFx0dKAXqeENowm217vTBBCIZZUP6oSg+FPYhoZGZEkJZNJbWxs6Pr166ZFvnDhQoMuEz0t6843csag+HXI70gncQ8EPD4dyc88my81tjLp7e018EAAMTIyokQioVwuZ714Ozo67MjEiYkJS/2TTmNP4WwDgYASiYSq1aoZaJqX89ywbaurqyoUCsZyASSZVx9IMg5E/P58c/Ys7BANwmHz3siGMM/87K0kBejr67PCF9gzqQ5KCEJIhfvgB3lOM7CR6i16+D3jz1h7lsoHz97GLS0tKRaLaWpqSlevXjXWb2lpyYo/pXrl9uHhod73vvcpGo3qzp07prWv1WpmcyqVSoP0qVwua3t7W4ODgw39iiEpHnvsMT3zzDOan5/X+Pi4qtWqtfm777779PTTT+vb3/62urq69JnPfEZLS0uKRqMqFovq7e21otn29nZ99rOf1SuvvKLnnnvOgujnnntOH/nIR9Tf36/Pf/7zVoxKUVUymWzog7u7u2vFT6VSSaOjoxaEZbNZk8NFIhGrro9Gozo+PjZ2NRqNWsDgAzqCQ29zmCPmyxMpSK8o5nrf+95n/gyAW61WzT5AulSrVTtJi/sFpNIhhXklQBgeHrb7JEjwRb/s7SeeeELf+ta3FAqFLFOADaBYb3d314o98TNSveiLcYhGo/ZvAjOYX9j93d1dwxYeADbjER9489zYQ2yvl9F4fSjYA5xBAMnv2aOQJT6lj8+R6pkTrz/19s7L9nzG2QNX/zq+G7KC7/Zrx9vsX+S6a8EqThHxuNeCEMng6KH5PRDlBB0uJojUBv9ngphYUlW+yAhjy6ZggXhRuZcmEGGyWXgOPo9KThYJi1SSRV8URPT09GhjY0NjY2Oam5vTwMCAwuGwNjY2lE6nNT8/r3Pnzimfz6u1tVW3b9/WuXPnLF0OE5lIJAyIskCJDklhSKfpndHRUXV3d1sUj57I98z0AAotFwYon883OLSuri719vZqdXXVxgsgCdN7dHRkDZvR4545c0aSDFyiX2oupKEH69HRkRYWFiSdgurd3V07GtWDRlpX4VxpqYUEgudCQgED4tdca+vpsaP5fN4KMUKhkAYHB9XS0qJCoWDj6SUgzDdrkbXbvPa9UfSpWH7frCnyoNWnwAOBgIaHhzU2NiZJxpLff//9KpVKmp+ft9ZgHKBw584dHRwc6Ld/+7cbdF+5XK5Bx0V6bn9/X6VSySQxjA+FeIFAQIVCwY7DxIF62Q0aXvYjzsVnIXxKTKoHWaxhPsuzFR7YM06M71ulwEqS2T0uWrch+wgG6yfhHB/XT9fzXSkAoGjBsXtUnbNmsc84Nx9gSnWQyxq5ffu2RkZG1Nvbq2w2a3Ofy+UM4IyNjSmTyejVV1/Vr//6r+vWrVu2hw4ODjQ0NGSAvKenxzqHRKNR3bx5UwMDA1pbW7MCFfZiKpXSjRs3tL6+romJCV25csXsfW9vr1577TX95Cc/UTB4Wih548YNXb582bTf+/v72tjY0PHxsUZHR9Xe3q7HH39cGxsbWlpaUqVS0dbWln70ox/p0qVLeuSRR6xSnfEaGBjQxsaGBeCHh4dGQpDZ6+/vtwMBPGBh7H0dAqwlNo0MoVQP4NhjnlVjPwBwYBmZx3g8boVdpPMhawKBQEOrKAgfWmpxv9wzjGYsFrMG/tvb2wbWOHClq6vL2ogRZNFTllPxuF/PLnuZ1NHRUcOJgRRfp1IpbW5uWvYLKcPe3p6GhoaMLfZ2iqDBZ2Z8pwhssO9QgL/3ci32gLff2EQ/J2RmGT/mAsDtWWwvN2gGlz5by32DWdir+Atsrfcl7AnIP+7ZS9J+0euuzXMxEQBUFj/pWC8gx4gS+cDc+UFkM3oGh83q05tSvb+ap9mJUpEIsDna2toMdPoWE56uhxnkM6TG9lQsGKJp6XRxLC8v2+eiAyUVRE9U2qgUi0UrZOK7SQm0trbaYQCkV6ig9BIKb+wBtSx4GuczF36zxONx9ff328byemOivlwuZ5/P67zcAoaH58RIed2S10WdnJxWmo+MjFgF/+7urhlL5BSkZZgnjDDBB0EEqRuOopVkhpg5lNRQ8Y4jAqjSPgw2G6DqwRVAzmu2uFiLfC+SFl9Y5gEr64Q/3jj5QoB0Om3AAO0Wx+4CVNPptCqViorFokln3v72t1vgxfpEN0sww2lH9PDliEMCvlAopGKxqFwuZ/1zMYQ+ciezwHPwh33u9daME7Ifv8f5HFJjnrHGIXgd7Fvh8rp4P4aw4d7xIrlh/QDqyDJ5FhWpTzOTQ/DQvLaRWLGGCRaPj4+VyWQ0NjbW0EMah8+eITvA8wBAfPGRz8Ktrq5aIMjzFwoF+17Ys9XVVR0eHioej2tqasq0oqxrjlT1xz/v7+8rm83q+vXrunnzpubm5ux0q2q1qve85z06OjpSIpFQuVy2137uc59TqVSy/SjJCpJonO87gEh1X0iwzLMy5gT8VKqj82Vf8VrS8N7XYcu5mDMkFYAq5EXYZg+0eJ/PDPo1xrqD+Uwmk0omkxofH9fo6KiGh4eVTqftGFraCmJLYKB9EezExIStWYgMqd5gn/vmuRlHbGNra6sKhYL5IHwC2SOANy0MkUQwloydB6OSGgAf4JR/e9kXr20O6thjgFvm3RNb4BdAOv/+eQyp32vN9Q5e/uP3qU//+3n2RX5k/Zpf87+97lpmFXAhnQ4qKWFYVhZQKBRq6K3Ke9FF+vSHZwJwqH5zsWn5XBYOQIZ0t9e+SfWOBLCPGAUvYOaoSRYrwAnQBkAAvLFQDw4OFI1GtbW1pZGRES0vL2twcNBOaarVahoYGDDdYaVS0fz8vM6cOWPPkEqllM1mtbS0ZOOBjgi9LIAEBqOzs9MOAQColMtlAyTt7e0qFAoaHx83wFEoFOxUllqtpmQyKakuLCdQIE0Mk0naf3h42NrGnJycmPaWCH1wcFBtbW2Wfl9fX9f3v/99hcNhFYvFBgAHSAc0S6eAFyZJqgcwjAfOm8bhpLDb2k571WLkwuGwcrmcZmZmdHx8rEQioWQyaZXvgFUcPM7HGzQ2u4+aWW8wFs0OX6pHs14/i7Hy8ha/jzwzOjU1Ze3Curu79b73vU+BwGkrn9nZWW1sbKhYLGpoaEiDg4P2+QB+CiH29/eNkc7n8xoaGtLGxoa6u7utEAVjn81mLf3P87M2m5v/+8jfP49PZ2Ggaf3mx4/3YQtYv1zNTMFb4UK2QbYJIONZMIqqjo+PLTDE2QcCAWvxhl3zwbx3bIATSQ1Mu9cSM6++2HV2dlaXL1/Www8/rKefftpeF4lEzHaOjIzo4sWLyufzmpqaUjAY1NzcnPr6+rS4uKiHHnpIc3NzDf03X331Vd1///0GSHt7e1UulzU4OKjOzk4999xzKhQKOn/+vB555BHduHFDpVJJiURCd+7c0a/+6q/qJz/5ibLZrKampvSd73xHlUpF586d02uvvWZ258KFC5qdnbUT7fr7+/Xud79bL774ogWA2WxWv/Vbv6WJiQktLi4aqN7Y+P/Ie7PYSO/rzPthFVlkcamFxX1vslvsRd3NbrUsWfsSW7YQW3FiOxf2BOMJAg+Q5CKZIJMgQJAMZoDJzTgYxMAEk4wnMWIkThzEQSzISLzJWq1Wt6Ru9iIuzZ1FskgWq4osblX1XXB+p06VNRdfLOD72noBQU2y6q23/ss5z3nOc84/qUwmY2QG7CU6TexFMpk0BhtbReFvIHDULhDG1+sfYWz5PSCX+cKn4TdZB15GxBz71DKgEJ+A36Tgi0JU/s8+jEQi6uvrUzAY1Pr6upaXlxUKhdTb22ua0Hw+r+3tbbW0tJgNJnCvq6vT2NiYrl27plwuZ0ENz4+P4Xe5XM4KaVnPZBmj0agRWwBhSWptbbWgCyDrgwMAKc/lQSb2m+4CZCPZU1Il2CNj62VRsKHvJcHxtg0sQTDGs/i/++IzT9ABlHmualvrpQLVmTw/9/69P8l11zKrpP6kskYCnQwRGxME8GSxEB3BdAJ4uJ9fNJ5l8YycJNNR0u6itrbWHD8LgUUA2GVR8ixEOfX19eYwWGAAEjYQQJWFQkokn8+rra1Nc3NzOnnypKW/isWiaczeffddhUIha9OytbWlubk5S7EsLi4qEomYI19fX1djY6Oxifv7+zp9+rSlbbPZrAEUwGxDQ4Pi8bgZhePHj2t3d1erq6tKpVJWqLSzs6NIJGKaKsAHrC/andbWVp07d04PPfSQRkdHNTIyolOnTmlkZESJREKpVMoM1tLSkmZmZnTt2jXdvHlTq6urevzxxw2wMDdc3N8DIwIeqmALhYJVrx4eHlphEM4bCQAsrnQEpq5fv675+XkdHh7q1KlTBnBJW+7s7FScc+3Ta7CkVPxigH1Fqgeo3mlgXHyqBmNGUAQIYczvv/9+ra+va21tTUP/pzPCyZMn9Qu/8At66KGHDIRz/OTKyopKpZKee+450z8BDre2toy1kWTHwzY3NyubzZp+bm9vTwsLCwbcZ2Zm7L41NTWWRvbpfe8Yq8X70o939ODyLAVzh33whr069emB0k/75Rkar5WuTvOybra3ty1oCoVCxmZy+bnBlhJ4eC0dttoHUgQIBB3ITPb29nT79m3dvn1bFy9etIb+SJQaGxstfV4sHvWwpsCPgpmJiQmFw2HrwUywv7GxYa2v2HPHjh3TG2+8oWQyqQsXLliPYc6vj8Vi+pu/+RuVSiWdP39e7e3tduTqzs6OvvnNb2ptbU2NjY0WcKMZJZC7ePGiASCKTb/5zW/qy1/+sh11HQqFlMlkzN7448Q3NjbMXi0sLKi2tlaZTKYiC4G8CYkZAJdAmfkCVOF/CAqxJ/y7UChUHFzjyRXWDfsXmZJfIx6oAYS42H+eUYcgotvM4eHhjx0q4gN9v+6OHTtmLGhtba11gWAMaIlIu7RgMKi2tjZJR/gCFj6bzVp3DHqFS7LAQDqStoEL+J0Ppr3G1Pe/Za58O0rPRBKIsI+8zhts4Au9/Xj6rJEP2pkvj5E8zvDvY997trWaSa3OPFcDU08U/CRX8A/+4A/+4Ce+y/8H15tvvmnslDeygFKpPLDoCT1wBAwQbZCe9lpLIgKcIxQ7m6OlpcXa9lDx6SeO6MJHqz6lxucSLcEisdExFLCA3BcN0tzcnG7duqXW1latrKxoeHhYCwsLxlqm02kNDQ1pbm7OWl3ROJgTkra2tixSJcrm5Ch64h0cHOi+++6zZs37+/sG7HA6/Js2RMPDw6ah4vewxJxotby8bKl8UkqRSEQDAwN67LHHTOuIBqq2tlZtbW3q7Ow0oxIKhXTq1CltbW3p8PDQKtk5xYqG2pIsmg4Gg+bAYrGYGhoa1NLSokQiYUECrVWampo0PDysCxcu6MKFC/rYxz6mW7du2Vrr6ekxneva2ppmZmZUKh01HkfDtbq6qmw2q1KpZAw1RogMgdeH+fSUT4lLZSkAwKFaroKT9+kb7sP7uM+JEye0v390IEI8Hlc4HNYzzzyjnp4eAwrFYlFTU1MaHx/X/Py8scJ/+qd/aq1ymF8cBlozWCAyGwDZmpoaq569ceOGVlZWTKLhDSXPiubLa6gwtj6wZM/iAPiefu8AAAhWvc7KO1gM76c+9an30Wr9//P6+te/boE02lWyJYw7dgxGj6MxW1tbjVlljn2BllROX0rlM91xjp5cQJeO3cGxoo/FlsfjcbW2tmpxcVHNzc3KZDKam5uz5vC7u7s6duyYIpGIrl69qkAgYAelkCUoFo9aO1FUenBwoMHBQeVyOQ0NDSkajVa0xxseHtb8/LzOnz9velOKv5BnYQ9eeeUVHR4eGvtXV1enBx54wGwwhZjNzc06c+aMXnzxRWP2KGz93Oc+p3/6p3+yIJX2TXRKYC0Xi0XF43FlMhkDsgCxoaEhjYyMWGAG20qATIqbexHYwwh6mySVD9nxWUHADcCOfQO4Jcvo55w9R4CDf+VzS6WS1TfQczkQCNgpd9RrEFzw3Qg4WW+xWExvv/12hWaWNYW9omCqVCqZJKNQKFTUkEhH+miAekNDgy5cuKDOzk5bb6lUyl7L2AK4wQQAb8aGi+/kyYXd3V3zW4wRe5H3QxZ4iYUHu34uSqWSnUaHnfZaVPwv8+0/R9KP/c7/rZp59Rf7nvn4Sa67GqxCW/tIhIUtlZvXes0SvSMPDw8NHHoWk+jFMzB+0mFg0WjW19ebSBwJQqFQMMOBlsVT5ryGPqdsVDYweiUWLykZrxvb39/XrVu3ND8/b4Zpenpag4ODZsAHBwe1sLCge+65x74ngCEejxtopT0LhpHP3N7eViQS0dDQkBW5oMuCUWZzoWUbHh5Wd3d3RfshijBWVlYUi8UUi8UM+PqIPRaL6f7771dXV5euXr1q7CRGCWOOofrQhz6kkZERhcNhXb582fqfHhwcHdtJeiYajaqlpUW9vb06f/68hoeHVSwWNTs7a1pcDkc4ffq0zfO5c+c0NTWlc+fO6cqVK1bI9rGPfUxvvPGGFS/gFFdWVtTe3q7e3l4zEEtLS6qtrVU6nTZjjrzAB0Y4nmpjD/ACfHlNkS8ElFRhTHw6BvDr9Zx9fX3Ggt9zzz06f/687rvvPu3u7iqdThu7m0wmdfPmTU1MTNh6/eQnP6lnn33WXoNxBchIRwZsa2urgl1ABkOl9cLCgqamppRMJs2J851xQF4/7DWSAHUuQCZ7i33mAwOf1iLz4R2uN9w48Q8CWP3qV79qNkgqj6Vn1SgYZTwJOqPRqOrr6y2D44N0HBzBU/V9WY+sByrzfWcCjmnF+RL8IG1aXFy092NvksmkpCMHeenSJUWjUb377rvGzMFkEfSjd+zp6TGAms1mdfz4cUu5Dw4OGtOMlIr1uLm5qVgsps7OTgOGPT09Wltbs6KtwcFBjYyMaH19vaLoEKC7uLioRCKhnZ0dbW1t6eGHH9aJEyd0/fp1SbLCKjI47BGCP8YLfWWxWFRnZ6d1LfGH4jAf+CtvI0jL+0C4mjDxQSX+ygNV9jHv9RrlUqlkz+ylTBAESMDQv+dyOSvO9AfAwPADrplTSbZ3Dw4OtLa2ZkCWdQI4xpd3dHSYr2tpabE1gIY5EokYM0lh9NjYmNrb2+2UMXpK7+zsqL6+3oJx8IdnQ33mx0u/APfejrEvsfF8D/Ylts5jHP7msxm1tUdtuDjl0jOd1ZkQxsavDe93IAS4PLPu55+/McfxePz/pWWqvO7aPBcTQlQIe0mU5LV7kkxP540nm4P0Ku/xWipPbfuI0DNAfnJxrtVV3P6UCp8mCIVClqrxGhYAK7IFWnPwPMHgUWFMPp9XV1eXZmZm1NXVpYWFBQWDQZ04cUKTk5O6cOGCksmk6urqrOIV/WpjY2NFMUw4HK6oOK2vr1dnZ6fW19cNNKXT6QpDBiOTz+c1PDysra2tCkE+bGahUFB/f78xkL6JMgs/Go3q9u3blpJpbGxUR0eHnUZVLBZNKyRJ8/Pz6u/vV1NT049F9sFgUENDQ9rY2NDq6mpFIdfg4KA+8YlPqKbmqMH49PS0HaNXX1+v06dPKxwOa2xsTM8++6xSqZQef/xxOxKwu7tbTz/9tL797W9rfHzctKtjY2OWouIUKsYKbZVU3sww0l6H6dc3c8/lAVd1QIUBRoLhgyP//rq6Oh0/flyRSESDg4O6ePGisdZra2tW5EWByK1bt7S0tGQGPxKJ6Pd///etfQ5pV0nWQQFWhkI3vid9O9FCLyws2NywBtA+Esyxt6rBuk8VIhnwrekA7v69ZDcIaL3T8Azte8kMfpov2n7BhDc3N6um5uiYXfYNtgL7h87N64mr15pP9/sMAq/1WSsYO9YLwBMbg31lPufm5tTb26t7771XS0tLksr9Yk+cOKGpqSmtr69bj9S9vT3dvHnTuk2QPcLOtre3KxwOa3R01Brsr6ysKJ1O67nnntO7775rWRSKAtGT7u7u6vz586qtrTU7DNhZXV3V5uam/u7v/s7GjXt1dHRoZ2dHDz74oL7//e/bHmhra9OtW7f06KOP6tKlS/q3//bfmv+A7SPwA3z5406x3YlEQqVSSevr69YKi/3EOGJPqsEvYNbrE9lTnpFFlgbg9z4UUElQ7TOKHvBApBDswqzTFo+uMNSfEOBg/1hLOzs7FZKquro6Pf744/rBD36g1dVV8+dea+rlLmhUvYwK4I799vUS+DAIGTT51ItI5aCCMWGdc38P2Hn2alaUe9CdAzvH+JL1wLZ5OQ33gOxhHr3MwGepPNPOvFdn6ZhDf/l7Mp++Dqjav/1rrrsWrHL5c3UbGhrMiTKpDBgbkmMCPZNFOhBqHcaUTeYLNwCOXABLon7a7gDEWKBeL8gC9/oPf/RqtY6H5yJt7FMpHKfHBgAYraysmEaVdk9LS0uKRqP2O9Lf9O7ju7C4Ozs7K/rHobM8ODio6JdH+s/LK4hapXLqj4vonU1YKpUsDX3nzh1znLDA9LqjxQjn16MTYkwSiYQ1/0fQD9hDNhCLxUyjdHBwoMnJSd17772mq9zd3VV7e7tV63d1dVkK47777rMiuvb2djuxJRAIWLotEAhocXHRKul9ISCMKuPmnQR6aw9c/aaXyj1/WZPcx6dzGE+ffsHg0NIlFotZihB2nMAIR4A0ZG1tzUBAY2OjPvShD1mlNDIaQCHSCoAf6wgDSjubg4MDzczMaH9/31gCjDl7wgeTnkn2oJLfMy4AVy+ZAEz56N8DWP6Nceby9/kgXOx733cTQOf7JLOnPdCXVCFvIkjCoRGcEVRUZw+ksmbYEwE8BzIQgBGM0c7Ojjo6OoyVRUqCdKi5uVnz8/PWrH9ubs70os3NzWajSOVDUrBO1tbWTAokyYokV1ZWdPv2bQUCAaXTaQ0ODqpYLCoSiRgpsrCwoMHBQe3s7NjJUxTSkmmiG0BLS4u6urqUTqfV0dGhQqFgnx2NRtXd3a3bt29X2FT0nKVSyUgR9JtkImpry/1S2U8+i1c9B9Vr3tsUnwXzGTMuv3eYI9aOXyP8je/wXgE3PacpLKIQurqgy6/daj0/YBDiJplMGnGAD/YZGuweWUypnKnCNzPO3o57aZX3+YBlL38BVHJf/xo+g6ym7y4gVfZ79wVZfB+YcZ7JZ7RYK/hxb+uYY97P67yG34+Rz0ZxvZcEwH9H1uRPet21YBWn7KMJX9mMYcPYwdT506ZYaGxAqVwx6NPuRKw4W4yxFyizOYl0YUyZcDQoaKV8ihdH7sEI300qp1r4nGDwqAoWNhD9UyaTUW9vr5aXl60RfqFw1MA6lUrp2LFjWlpaUjgc1sjIiJ0fvbOzY032Ad09PT1qbW3V7OysVfbTGcAvvnw+r/7+fjt6tVAoWMQJ88IJVoFAwF6D82OznDx5Unfu3LG/xeNx9fT0WKRNGmN/f1/Xr19XQ0ODBgcHtby8bE5rZWVFvb29FvnT6PvSpUvWWYB0xBtvvKGpqSkdO3ZMAwMDunXrloaGhpRIJMxAMX405W5sbLTq0FdffVXT09Pq6elRV1eXisWi1tfXtbKyUsF8en0ZrD8bGyOA0wEoEOl7ZvW9NJqS7DW+aMEz36zphx56SL29vWprazNtLkaPgAijk0qldOPGDaXTaatUPjg40Gc/+1n9+q//uu0p0piwqzDqoVBIq6urFc3/YVVxQLW1tUomk5b+81pR0sEEbjwf44dD4juyZnxWBXvABdtcDealShNALwAAIABJREFU8sl1PuPhC4Z+2i/PlhA8HB4e2vpnrJhf1hUtrAAuBNvVrAusj7d51e2rKPJiDtgHtJ/yKVT0daurqzo4ONDW1paxh8gGwuGwyXv+8i//Ur/+67+ue+65R+l02ua2sbHRDk4ZGRnR5OSk+vr6tLS0pJGREbW2tmpzc9O+38HBUeu2559/XltbW2pvb7fDS7q7u9Xe3q6PfOQj+tKXvmQ9QR9//HEjP374wx+qqalJ7e3t2tzcVEtLizo7O9XQ0KBf/MVf1PXr13Xt2jXTrb7++uu6//779cd//Mf62Z/9Wcva+aB2b29PiURCGxsbZm+wtUgzODoa4A3oZb4AFYAcmt+TbTs8PLSiU/YbAbNnZnm/Z+d88I2N8Klp39+a4LK+vl7z8/N2mpiXMfEd6WdOGh4bAjuLX+akM9YY68eTJb5LgS9kBcAGAkf9dhcWFhQIBOxACQrnaFm5urqq2dlZXbhwwewP9QwAfEkVNt0z0pA8AHXsG+PCnPqMBLiAf/vCbvYNr6WLBYGk9xOAy2rbyFyz56t9G6C3Wj7p7+M16z/JddeC1erqP19lKMmqRcPhcIX2g/f6CJ/F4iMIDygAcFJlhR+L3aeoABX8DAOAU0c3SpRZLTfwzhTjQG9Prxna3d1VR0eHpW4ymYza29s1PT1tuqTDw0NL8UciEeteQHo2nU5b6q22tta0VO3t7dbHtK6uznoIAjyQL5Bagkkm9ZNOp62CFy1rOBzW6uqqSSQkmWG5//77dePGDWNF29ra7MSpqakp0xU1NTXp8uXLxgB3dnZaRX9PT4/GxsY0PT2thYUF9fT06MyZMzamaItzuZy++c1vqq+vT5/+9KcrGKKdnR319/cbW4vDHB8f14ULF5RKpfTaa6/p5Zdf1tWrV3X+/Hk7lWtyclKZTKaiMt/rkYhmfcBB0EQKG4OFQ6/WUgLKWI/0xiU4kyr7JcZiMeukgOCf74QDpoAkm81asd3169e1srJihvvg4KgVz6/+6q9aNTVpOdhrmmnX1dXZ8ap7e3taX1+3NC76r3w+bylWf8HMwzxRWOdTkO91sacAM6x9jCmBJMGpd7rsVV7DGL4fTMDdcgH0fYrUH6IC047UhmAFh0pQ6hk4qcy2kvEhgwWYYE94UIP99PIXr4X1WbT9/X3Nzs6abra1tdUYRWxfS0uLFhYW9JWvfEW//Mu/rPr6et26dctaSlFJjw51dHTU9NTxeFyDg4P2TDs7O3rzzTft9ZwxPzQ0pEgkovr6eqVSKW1sbGh/f1/pdFr/8i//ol/7tV/TD37wA9XX1+t73/ue6uvr9YlPfML0ua+++qrZskKhYCdpzc3NaXt7W88995z+83/+z/rN3/xNY44bGxvV3Nyse+65R5OTkzo8PLSWeqxvxosjsRlvLz/CXlX39/ZghIwRfpI58KwtPgS2UJKBSy4YRMATQTayBtYL4Hp5ednYznA4rHA4bDpbgkuC7GAwaPbH4wA+c2xsTK+//npFQIykgs8vFApaXFzUsWPHdOPGDWuphYYaZpzCatorSkcSqPHxca2trVlvb+9DuLz8ggDNs9uAOp9C9/IuAnH+hp3zzKoHkYBXAlHsudfR+uwz4+GLpr3feS/23Usyvaa5un7oJ73uWrDKhSEkGmQz+bQ/QJCoNBAI2AlGnuauNpi+WhhqXyprTmFpKT56rzSsVD5xiJSrJAOyfnECkngNYJAmyxgOX71IRX9zc7MWFhbU3d2tnZ0dpdNpRSIRra+va2RkxM7C3tjYsIr5WCxmLVxott3a2mrAen//6Mx6NguGCObv2LFjCgaDlo73+hsAKmNLmxnAx/7+voaHhxWPx3Xt2jXTSAGkI5GI5ufnVVtbq66uLotyDw+PzrAHdANohoaGzLleunRJxWJRKysr6unpUTwe19TUlNbW1nTjxg19/OMf1+bmpq5fv24nM7W1tWlgYEC3b9/WmTNnbN5bWlr0wAMPaH19XdeuXdNf/MVfqFQq6f7771cwGNTy8rIVCDFGGCnYcRiH6rWBTKBaAgDbSARcnbLBsHmZA2smFArpU5/6lBWesR8AsewZmBL6yq6trWlhYUFra2tKpVLWHD0YDOr3fu/39MQTTxjIaG5u1sbGhjElPD8A3beY8an67u5uZTIZc8Q4AZ8u8+AGtgbGwWdD2AMYxuqLgIg1WZ26Yrxw6LxOKp/+8kGRAQA00NoB3Gtqauz0OV84R9aCNK/X47P+JVWw09Wafa+95p6sUa+pZN5wnNjybDZrYHRjY0NPPvmkJiYmrLpfOtoLra2tOnbsmNbW1vSP//iP+vSnP61YLKZbt27pzp07Ghsb09ramiYnJyUdATCOcQ0EAnryySd18+ZNJZNJPfvss/rDP/xD259LS0sqlUrGmt25c0ff+MY3zK6ydm/evKknnnjCjgDN5XK6deuWksmkSXLeeustK4gKh8M6fvy4jeHt27fV2tqqZ555Rs8//7zNFa2r2GuSDIDzs9dUUkSLRrlQKFQUO3mgylh79g7/6mVKnvnzUgP2GhktbDd7uFgs2gEK+Db+w4fwjIeHh7p69apu3LihtrY2jY6OKhaLmS/3dtfLAbAj8Xhc/f39un79ugGxlpYWww2k3QGDBDKAVYCeJCNGqn0xhakw0bDHnmACJFZnGTybXW2rqmsQ/N+qSTOv4SV4hI3lZ7LEEFrexnnJGWsDAOszIT4DzFrwGS0vMeFe78d114JVHHl1iwciam+AkQYw4TgmNoI3jj59Wg1iARL0kfObl4ieNBqROL/n2TzoBDT4tAgLH2aR3wG8vcyhVDrq78lG6ezstGP5cBTRaFQbGxvWseD69esaHBxUMpnU8vKyzp49axWT7e3tCgaDxhACwEh1YLyCwaB6e3sNgHomGVAOqIAhY+z39vbU1NSkWCymUChkBxGwsZqbm9XU1KTFxUXl83nTiZ09e1a1tbUaGxtTJBIxuUEkErEUx8zMjFpbWzU9Pa2NjQ09+uijun37thYWFvTWW2/p9OnTGh4e1te+9jV94QtfMGDf29ur559/3roBhEIhLS0t6cSJEzo8PNS7776rP/3TP9XM/zmq9ZlnntHm5qZeeuklS5XhoJF4MN+sI4wCBpXvSkGWT+/7dDfv5T/WKPdHBhAMHhWUffKTn1QikbAAqrm52bTGrMuamhprdZNOp7W8vKzt7W0lk0ltbm6asQ6FQvrqV79a0YYqEAjYKTySbC2yN95LAwdThn5vbm5OmUzGjBlsHKlKv8dZQ/zMPXl9tbTCG24Pctl3PI+kCgOMU2C9Alg/KBfrAvtIYI30hgINnDin5OXzeQtAPUiRygyPZ2d8MY4kIwSwH9hGqVzotrOzYylt1lIoFLK2ehsbG9aGbm9vzzqYtLa2amlpScViUclkUuPj4zp58qQuXbqkzc1N3bx507TpqVRKfX19ymQySqfTdrxrPB7X+Pi41tfXlUqlKsAG3QLeeustvfrqqzo8PLRCHoJQ1tz+/r4+//nP6+tf/7q2trbsdfl8Xt///veN8XrmmWf0qU99Sk1NTYpEIkokEsZGf/GLX9T169cNWOfzec3NzUmSpaWxo9RmYHsJoLe3t23cg8FgxTHRUpkt9bZI+vFCHJ/N8AV3HsjwuZ65k8on/+FfQqGjjgrpdFp7e3vWTpAitq2tLQ0ODto6SqVSdooVEj8Ky6q/B+PQ2tqqM2fO6O233zZ/64EuZA4AOZfL2SEEnvEtFArq6+urIGE4epVAPp/PW72DVE7F4/u8xhNQ7UG+t59gCNhjj1cI7mCrkTHwvOAOpAzsJb6jJxKYO8BpdVrf65w9qcdr/J7n/dyXf/+k1117KAALnnPfPcKH+fRpj1KpZOlP6WhQSX2wmTxDw0Lx+lYYBy8r8IL26lZaHpiwCDH6vtoVBomJ5zvhcPl8ir4CgbLA+9ixY8pkMorFYlZo1dbWpvX1ddsYiKZpn7SxsWFtNgCfPFsmk1Emk7HzkdGpskAPDw/V1tZm7JlnPhjHUChkzbApWvKGLBqNVhRNEaEHg0HT/xweHiqRSKi7u9v0s729vWpoaFAkEjGQ7yt6Nzc31dDQoNXVVZ0+fdpO9aqpqdHY2JjGxsY0MzNj1c4zMzPa3d21Flmh0NFJVI2Njerr67N09fPPP6/x8XHt7e3pzJkzCofD1oBcklUIo2n2qXs2rweYrDPmG2OPg/Bpb880eC2llxhQ3Xzx4kULZjASns2F6SwUClpfX9fCwoIWFxeVSqWUSqUs/cZ4njx5Ut3d3XYfWFj2kAfOXlPG4Qk+mMPgcTQlVb2MD+vvvVLwrE/GlX3hxxo2AdDjmVNYIl+A5UHse33e+6GxulsubBr2CGcZCoVM/81YUUBEYEFQCisFgyOVtf4+m8Tli024vP0gm+WLOdkP7AH20ebmpkmISOlKR1kiCit7e3u1vb2tH/3oR1paWrIszszMjD0HDFs8HreDVsiekIkrFssHrUhH9pfvOjU1VQEoGhsbNTo6qmw2q9XVVd17770GKGmtBzPNGL7zzjtW9IoOUyrrHC9dumQn9zFm+AcAK0GXP5PeB6qeYfPFr94uMa+8DqLB2zT2Fq/395BU8ZkHBwcVGSL8GsRPLpfT7du39c477+jOnTtaXFzU2tqastmsZW8YD1h6/ARglfn3RVy+jRItqFhXPlOKfYJkgnTAP/s6GC+pQrcNXmhubtbMzIy1x2TfYHP4DMbRs6Q+u8Rz+f3oZU0eDGIDmSfWBJgDTATO8B0DfPDPXvR+iDHiXtyPZ+byhIEHrPzNF9r9a6+7llkFBGJkpHI6ixQ7elVYmEgkYkVEDK6vdpfKmlTPxHggxgXjwySggamO/llUnJbB39G7eFaBzyc14lMFfFefvikUCjp37py++93v2uKvr6/XysqKuru7re9noVAwxqC9vd00h/39/ZqcnFR3d7e6urqUTCZVLBYVi8W0vLxsz0Bqqa6uztpIAVz4Hj6NgeH0LUi8NAA9MUUZGEQMfKFQ0KlTp3T69GnV1NToxo0bpu+KRqOWPsZ5rays6NatW2pubrY0fz6f18jIiJqamvTWW29ZZXB/f7+6urp05coV24gf/vCH9e1vf1vt7e2W7qqrq9O1a9f0D//wD/rOd76jU6dOWQ/by5cv686dO5Jk6fTm5mYzhL5BvlQ2Mhg6DBzfne/iDX519Muak8pp6vr6ej3yyCM6efKkpqenLdOA8a7WqXJyFsxmNptVoVCo6FdYX1+vdDqt3/md39FHPvIRbW1t2XPREYKfSXmxfsPhsKUnfRsbgp1isaiFhQUrsvNsGmvb68NhPTzwBCB7PRd/Y+ykyr7GpNl8QRlshr8HdsWzrB+ECyCQyWSsk0ahULDiEM9aE2TA3NMfl9Q3NlAqVyUzfz5N6SUpXm8HCwYYDgQCFoR7eRS2YnBw0Fg5QDS/m5yctOfh1KKDgwONj4/r4x//uDY2NvT222+brImepJlMRolEQp2dnZqfn1exWNS9996rtbU1000Gg0eHJty4cUPnzp1TKpXSzZs3zT729vbq8PBQ8/PzOjg4sBO22Au+EIb1BzDG7tNZBY1qPp/Xs88+q6efflp/9Ed/pLm5OdtnyLPwHwQfkpROpw1YkQWhG4JUTtXzXKSIsUn4SL/Heb3fI17/L5WLbgg86JDi7T1Xa2urATz66Pb09KipqanC7tXW1ioWi5nErKurS7du3TK74RlF0vyMb0dHhxKJhBYXF1UoFCxDVygU7JQrSQaesYnIIJgj+ukWCgWrg+D57ty5YwGdzxiSsaAFJfYPDOIDPDAN9svvmUKhUi+ODfNBBDaMMeb+e3t7ymazamtrM3BfTZ7wOy+9qQahfq4JVhgbqRK4gqeq18a/5rprwSobqJpOp+LfOzUWsHd8RI5SuapYUkULHyJS7lGd5vCbjUXHwvUtX3CIGCYmj43sDQupEditaoasVCpZW6bm5maNjIyorq7OQOHe3p56enq0sLCgM2fOWKN8TtvIZrPq7u7WtWvXFAwGderUKTU1NWl9fV3SEfhaX183Zw1jy+fGYjHrV0sKDWPJaxhrNFVcRLYw2tls1tJRJ06cUEtLi52bvbe3p9nZWS0tLSkejyuRSBhzKR05NdpwTU9Pa2ZmRkNDQxoYGFBjY6O1o6KX3vXr1/X4449ra2tLN2/eVGdnp7WiwihRNAGj+tWvflXvvPOOHnzwQXV0dKhYLOp73/ueGVWK0mAtGV8iSq+V5mdYn2q9ECfdYER8SkYqS1IA/KdPn9ajjz5qQQSfMzc3p8HBwYrm+6lUSktLS1YsQKrIH1soydj0P/qjP9LY2JgFRBg9HCLt4ba2ttTa2mpskz9CFs1zb2+vneQzPz+v+fl57ezs2Pf0WRCcWKlUMkDu2RmYdObf702cKXsLRonxoyDHFxExhwQHBLsevH4QLhypL1KhoJJ59MUznOZDT1xsm2ekvc1kTPlZKhdpMqf8ra6uzo7+JS2by+WUSqUqNH7sETpKZDIZ0xXu7e2pra3N9hr2dGBgQDU1NUqn03r55ZetIjyXyykYLPetnp+f14ULF7S2tmZHrg4PD+tv/uZvrNgnFDrqlxoMHh1+wWfV1NTY6VdIWugesri4qE996lN68MEH9aMf/Ujj4+MWlEajUesp+sILL+jpp59Wc3OzlpaWDDxFIhHF43HV1dXpC1/4gl544QVdvnzZ7gF4pPAS20bB2PDwsI1fdZBJYAmYzefzikajBi7pH8reJ/0OY1cqlQzI+qJIQKTPXuzu7iqTydi/Y7GYgsGgPv/5zxuRw9jxOkAqmS/Ydw6mWF1dtfH3YIux4LuNjo5a5tBr6vHVZA9gfAFZtBHjeVi3tbW1Wl5etsMestmsBSkUPZMJrWY+ve0CFIJrPCtZvbd8v1y+L/pagn/ve/Dl6HL39/dt/iVVPIsvbOTCXjK+HsACpCEjsLuMHc/xfmSq7lqwil6NxURqgMUUjUYrKu2I7BhMSeawuTxoZPD9QgF48X5fAQs4gFH0LBGLhwiISJnNzkR6x40DYXGTHvPpzlwup2g0qrNnz+r69evmQFZXV9XV1aWJiQlrmp1KpfTggw9qeXnZKlhhexm7fD6vpaUl5fP5ClkBRj0WiymdTisUClUUp/kWHUTnqVTKWA0AOEwBhohm40NDQ+ro6LCznPf39/Xyyy8rHo/rmWeesXmCbYhEIlZgkUwmtbS0pI6ODoVCIXV1den48ePK5XKKx+OamZnRSy+9pF/6pV9SPp83vdMjjzyilpYW0+MFAgH9wz/8gz772c/qK1/5iiYnJzU1NaUPfehDqq+vt5Yy8/PzdooMbCrjgByAAAQwRMQeDB4VbKEx8owhBsEbq+p0EKzOZz7zGZ08eVITExMG+Gtra7W1taXGxkZduXLFGBa6UaBb8iAtFApZKpf+j//pP/0nPfDAA8bG8113dna0urpqR/Z5xo35pK1KMBi0IzIBFg0NDXbqly8GocOE76eK4eXieX1AyZ4BDPlrf7/cx5fXcm8PkP2eq2ZPfJD103759J5v61Td5g/NHuub4z8hBrBTPqhnLP3vccBeWkS6NpPJaGtrSzMzM2psbFRPT4/Onz+vwcFB621K4CIdsVnxeNz6apOqn5qa0tmzZ9XU1KQ33nhDw8PDCgQCVjz62muv6Ytf/KKmpqY0OTmprq4uexbaSxHk8X1nZmbMVvb19WlmZka5XE7T09P2fdva2hSJROx45paWFn3pS1+SdCQZWF9fVyaT0dLSkgEpgEx3d7eWl5f1/PPP67nnnjMbsbm5qWQyqWw2q0gkouHhYd13332qq6vTzZs3tb6+btk7fwgLcqxgMGidC3ywh92AqWO+CBogf3wBl+8eAzkB8CGt79PWMICeWWO+qZKHwCCzIx0Bsmw2a/IwJD8wwr4zQHd3txYWFuxnz+bjX/l+AwMDunPnjm7fvm2SCW+3pSPCKBaLmd0l2I5EImptba2oLQkGg1bUR0amoaFBKysr2tnZqWAuS6WSstmsgXOfmidb+V7EGe/l/9zTSzA88cb/GTvGgffQjq2xsbFCJuLlVl4mIJX7xVd3qvEyM8YeUo3/3q/g/64Fq0QUpKG9HtUzLF6fJsnSKYBXqcyyerqahefTIX4T+hQjk8ImqQad/BuHUFtbq0wmY4Daa09IE+PweR6iZJ4TBmt/f19PP/20Xn/9dYt429ratLq6qtbWVs3MzKi/v1+RSEQvvfSSLl68qDfffFMnTpywY+0oCsMZNTU1We/VYrGogYEB1dfXmzTAM8KMGQVhVJxyJCvpaElWbZzL5ayf6enTpzUyMmIp7Ndff127u7v66Ec/avIBxn1ra0sDAwN2PngqldLCwoJ2dnZ0/Phx1dbWanR01I4Ffffdd/U//+f/1Ec/+tEKVvOxxx5TLBZTMplUQ0OD8vm8zp8/r0gkov/+3/+7fvjDHyoYDOqBBx5QKBTS+Pi4ZmdnLb0CAPXBjTcy0lEgRGcD5AEAY/86xhHjxTrw2s2amhqdO3dOv/3bv61QKKQ33nhD09PTisfjWl5eVm1trWnzVlZWLJBg3KojXBwIvSBTqZQODw/1xS9+UR/5yEcqNMYwNJIUj8eNvUEzzPqHkecKhUIVqTW0sRTvEWhytCXrm+/Os/sUKT9Xs85cXoNH0OPBEADeB7lSWT9Z7Rg+KLpVKvE98EeqUl9fr5aWFq2vr1esRwgAgBZsls9cEXgxL1I5uPBji2OUyhkHWN6trS29+eabGh0dVXd3t6SjZv0E7cHg0cEo9fX12traUl9fn/b29jQ+Pq50Oq2f+Zmf0cmTJ3X9+nWdOHFCCwsLJl+i8DSRSFiGIpPJaGhoyApRtre3FY/HNTs7a9InMjX33nuv0um0pqenbY/X1BwVL9JTFXnBr/zKryiXy+nq1asKBoN66qmnFAgEdO3aNY2Pj6tYLBo7t7GxoS9/+ct66qmnjPVdXl5WQ0OD7c8333xTkUhE999/v1555RVrC8d84ocODg60uLiocDhs41QolNuHVYNIAI6vo8DGQbb4TAZBAnsLZhb/iG/1wZ8Pmv16Yq/6zAz7GbaWtUVNBDbI14cAwsmk8vwErvfcc49SqZSxqdhgCA4AHAF+Lpczu9TT02NFmD4IQK8sleVR6XRabW1tBuh5BvYKIA/JDfIPwCj6Zj9mBH/YLOYLrOO/D58nlfW9NTU1VhyJXfQsLp8DGPWsqc9kVWv9wTVgH7KtHoP9pNddSx+wAZgMogMfURERIuZm8JhMBpQF7SfCL4zqAfcglc8l6iC9z+R6DZFfBABLrxGRym2FqtOivkoW8EB6hZ6X+XxekUikQmJA9Lq3t6fd3V1rspzJZKzJvSSrvPQX3Qe8SJ10OUwgC5zAYWFhwU5iuXDhgoaGhiqqVBHId3d3a2hoyFL+xWJR8/PzCgaDGh0dtffAXm5sbKi5udmq0iXp6tWrSqVSljIcGhqqeM2PfvQj0+yura0pk8lodHRUkUhEq6uramhoUDwe1/7+vqLRqGZmZjQ1NaVwOKzh4WFri4OWl4vOCF6bx8U6QF/lWQjWg3fUfnNjFLwRDwaDOnnypD760Y+qpaVFdXV1SqfTWl1d1c7OjgE9gjAPtLwuimfEiaFfpVCuq6tLzz77rBlTn+70WmRkCOl02n5HGxipXD3MHOAg6D7wXkU1ft35TAKOx6eP/XhX72F0iTwXDoZxZj97PZUvkMShsv8/KOyqH0epXLwHw01RE+PBuqICm/f4tc7rmEOpXIHuAw9JFfPvtXrhcNjS0DMzM8bgU4AaCoXsQBS0+Hye7xLC98nlcurv77c0MqdbEVwj4cFGrays2FGfMzMzBpra2tq0u7urd955R6VSSS0tLZZJ8G38JiYmdOPGDSUSCUnSjRs39O677+r27du6deuWjh8/bsWm7FMA59WrVzU9PW2nDZLNCAaPOrH09fWpWCzq6tWr2traMm0rulUyC4BCfAXgEVvh9xrV/VKZicMe4eu8TMbbGgCkVLYBXhLC3JJiZywJirANSDq4v18v3NcDbGwkryeIZf+y9linsL/+/RS51dTUWKcT5GwU94Ef6OUbCAS0tbVl/r29vd0+E8YVuRzyKj6PeYQI87Ux+Ak+k4yFzwYhO2OefBDJs7FHve1kfnmP9w98nv839/eXZ15ZN/5ZwU8QCgQ178d111pjJgUgKsmKfFhAkowFgg3z4JXFDatVzbD6CSB68WksvyhwmDh6fmYxsvgBA55Rw1Hw7LBCHpziCKqPTSuVSopGo2ptbVU4HNbS0pKSyaT6+vq0vLys7u5ulUolraysKB6P68aNGxoeHtbi4qKxivTMBDyTBqqrq1MikdDy8rJWVlbMqRD10QhbOnL8dBJYXV3VwsKC3nzzTRUKBT3wwAP62Z/9WXV3d1cA13PnzqmxsVHr6+uanZ1VQ0ODzp8/r66uLu3v72t7e1s7Ozu6c+eOFUYFAgE7lhWm9L777lN3d7eOHTumXC5nzMP+/r6eeOIJTUxMaHx8XIVCQWfOnNHBwYG+9rWvqa+vT+FwWFeuXNGbb76pb3zjG6qvr9cDDzygvr4+LSws6PLlyxZQ+HXno1uvkWb8pHLxCM/s1wgMAkytj6ABBw0NDfqP//E/6r/8l/+iuro6/fCHP9Tq6qra29ttnmtray2tgwEBlLGupTJ7xbjS6SGfz+tzn/uc/vqv/1qdnZ2WDiPyZq4w8jhin1qTymlHH1HTUm5vb09LS0tWMOPlAXwGzJTXlTN2XsPlNXcEcP47wlx7po7LBwY+C+IBPY6dz/ogXDhI5gPAA4CgPRt2B8cuyebTO93qQIHx9kUkvssJe0CSfXZ9fb3tGeQsi4uLmp2dVbFYVGdnp/r6+qy9U3d3t6LRqG7duqW2tjbdf//9Ghwc1OrqqvL5vC5duqTZ2Vltbm7LiaNKAAAgAElEQVRqdHRUiURCExMTOnbsmB555BE99NBD1iaIAD2fz2tra0sPP/ywXnzxRbO3i4uLikajamlpsWKdQOCo2Ke5uVkf+tCH9OSTT5rOcWZmRleuXFFHR4fOnDmjs2fP6uDgQH/1V38lSQaga2qOjnVGd/qtb31Lf//3f2/+gwMNdnd3dfLkSZ0+fVr/5t/8GxWLR11xCOzxXUiApPIhJcwPc+aZOk/WsPeYF/aa1zv67B62gODPB4U+m4O/hRlFQsY63N3dNWLF1xPAmnqtunQEktDJtrS0mBTJM5EwrXV1dXYiGoe/8DfkBHRiSKfTZou4F7IHX19CcR/fHea6WCxqaWnJfBSEjg/gS6Vylfz/jcyoqTkq3vWHIfjCbF8f4d/PfPM3xh3Mkk6nrWjZp/U9Ief3sT/MwZNuvJ4xrNawsm7ejwKruxasMhEIofkdg+LZLVJRREoUxnjA6JkUn6bymo/qND/pUg8+SW9LqmhxwgKj2pbol8XDPf0GAeSwyDE+MA6kyQ4ODvSLv/iLWllZsZOapqam1N3dXZH2mZubUzweVzgc1lNPPaXu7m5tbm6ac04kEmYUIpGIjh07Zj04/RnupJR4H9ofKiAxEBipdDqtt956S8PDw3rqqad05swZRSIRS0PX19cbOAKcSEea0FdeecVaMwG+UqmUJicn1dLSokAgYGPO53/ta19TTU2NPvzhDxs4v//++/XEE08omUzqy1/+ss6ePatcLqfV1VW9/PLL+va3v63R0VGdO3dO0lE6/erVq8rlcqbT9VWmPj1NMAQ4q64iB9QWCoWKo/fQNPn1zP26urr0H/7DfzApwu7urpaWlnTlyhWNjIxYiy4YpFQqZePh+6L69BCFTbAXdXV1+t3f/V39yq/8imlT6ezAnmFeSIuRotve3jbNE2wUBX4eDNK/lSI9z5xJMmPutaww+YwzIB9DSSq5OuVFAIDB9gwf+4t7VKc8feEDdqRaZvDTeuF4vBP02R6pfEAJzh1A2dTUZLbTAwnIAdY3a+r/FgBgn7Exkgww19fXq729XR/+8Id19uxZlUolLS0taXJy0gJpnH4sFpN0xOx3dXXp5s2bqq2t1bvvvqsLFy5oenpar732mmKxmHp7ezU7O6uWlhYtLy8rFApZURcdSyj6BMxzYACN1n2RIrKimzdv6urVqzp58qRaW1u1sbGh1157TePj4/aM8Xhcf/Inf6Lf/u3frgC2PT09CgaDmpmZ0fLysjKZjKanp5VIJJTP5zU7O6srV64YC/vpT39aQ0ND9ize36D55BkB455gYI4oNmJuPVMeDAZNB45N9wGLT1fzeuaRdUBQA8DlffwMw8p6xFdK5eJlmHkAJ7YA3b4nU6p17didQuGok04ikVBvb2/FaxYWFrS7u6tsNmu9wLPZrAWxgUBA3d3dFRKJmpoaJZNJzc3NqaWlpeI50+m0MbUAP4IvbCSvRwvse2IznoVCwcCiJCO2+HwkM2AH/IzfSwQLzAW92SGEvIynWqIjlY9iJoDw4++DHO/7vDzh/chS3bVglZQBkRVgUiobX/7zPdK80+PyUb4HS1I55cXlo1AWAIuioaHBillYOKVSydKoXksHyK2pKbeFIqKUyuAFLR0brlgsmuaEDRkIBHT8+HE7pm9paUmJRELJZFKS1NXVpcPDQ8Xjca2vr2tyclK1tUdtaEiHp9Npq4aH8aOlEcaN71IoFCqKZABLpM/4fSKR0NDQkB566CF98pOf1MDAgCRZ6pgj9ebm5tTb26vOzk7V1NSot7dXHR0dunbtmjY2NsxBAb7m5+dNFP/ggw9akQWb8MyZM+ro6FBnZ6fOnz+vbDar3t5e1dfX6/vf/75WV1f11FNPKZvNanx8XDMzM/rYxz6meDyuZDKpH/7wh7p8+bJF/D49DDtOOgWmgnHwchF/7K1PswUCgQq9p28bFYlEdPz4cT322GOqr6/X+Pi4fvSjH2loaMhO7HrjjTf0xBNPaH9/X6urq4rH48pkMhoeHrbAgfWG1gtQt7u7q42NDfX19ekv//Iv9fGPf9xANgDag0WyFDjClZUVW/fISvg+9ESkI8bBwdFZ6hSVwJ7SvozvTquv92IWGH+MIGPLmHrtm2dKWa/821e0esMMwPJMEXP4frABd8OF8/T6Ng7n8BIg6Qhokc1hD0tHNtR3B8CZ+6DC21HPxGB3pcrUMo4wFovp0qVLmpiY0NTUlMbGxnTixAmVSiUlEgm1trZqf//otD32ZiKRUEtLi44fP26yq7fffluJRELpdFoTExOKxWK6cuWKzpw5o+bmZstE7e3tmR6+p6dHm5ubtv8AFYABbDnFo8ViUdlsVo888ogdzhGNRu0Y6I2NDdXU1OhjH/uYvffOnTvq7OxUW1ubnnzySV24cMHW68HBgb7zne+ov7/f1iOt5/Av//t//28DfJIM8BSLRyfTAXQgGarlW4AjQI+XvvkCIAJHWEqkAhAw2BEv9/Jghddim3x63x9dyvxXy0UgBKrT5JubmxZ8+uAZPw2zyD3JGnJ/gHKpdFRP4aUQft2yrgCVHGMLIEUC4qUW2EeeF3vjizmlSikO9smn9Amsfeca7N/BwUFFSyyvh2XcmWewELYbbTAZLi/j8XPhJRZe4+7n1jP31f7x/Qj871qwygYDsJGyorrPTxjAzwuF/WbwuhiclNd6YEx9esSnuEhfwjz5VEF1atLLFvzzo2WRym18/OdS8MX38Z0B+NwvfOEL2t/fVywWsybZKysrWl5eViAQsBOLotGodnZ2NDU1Zd8ToTiG3RdeZbNZizDZiCz+Uqlk1aixWEwnTpzQyZMnNTw8rIODA83MzOjy5ct6++23lUqlFAgENDg4qMPDQ0uhXbhwQcPDw4pEIsYsTE9Pa2pqSpKMDfdjDigeGBgwg8V8X7hwQefPn1csFtOdO3c0NDSk9vZ2hUIhTUxM6NSpU7p+/br+8R//Ud/61rf06KOPKpFIKJPJ6JVXXjGnR+TLBYvP72C+pbJwHjYhGo2akahmzjH2fI/a2lrTfWazWQPMnEZWLBaNme7t7VVzc7PW1tb00EMP2VnksJowQxhpGv2vr69rY2NDm5ubevrpp/Xf/tt/M03u1taWGRfG2YM+dNQUDITDYQ0NDSkYDBojy1r0J8osLy/r8PDQDgEgCMJhkN5lzbNHAIs+dcjlmQIuz0rzPbgn+83/zt/HO2bPDHpN8k/7RSWyZ2IODw8tWA0Ejgo/CXywt6xzgAFt4mpqaozlxr5gb9kv3g5jUwAhrItS6agd0uDgoKamprS5uamNjQ1duXJFXV1deuyxx2zNhMNhRSIRLS4u6p/+6Z+0tbUlSfrIRz6iUqlk9iCZTFrPZdo5cQ780tKSOjs7DfwWi0WdOnVKr776qp31TjcMqSx9Yb1iYzOZjCYnJzUxMaHFxUV1dHRYintjY0OXL1/W4eGhtra2tLa2psXFRXV2dmpsbEzRaFRDQ0PGnAaDQS0uLmpqasrace3v72t2dtbAa1NTk/7H//gfFcdEc4oSwR/FYaxxqZztk8oBeWNjozHL+BwIHEAf5AuvQSLimV3uB0nkNeEALsaPseRAGH4mKPBgk+41PmtEJtCDVe/rPfCWVFFsFo1GK4I0Aq6NjQ3rN9zc3KxIJFIhA0gmk5bRI0BjfcfjcUlHBcGbm5sV7bfwpz5YkMp4xvsWX+CNLfb2k3UHjvC+2XdX8WQK7w0EjvoX83wENF5awLzDoGIjWUf+bx7T+MwZ38/b8H/tddeCVX9WL4uJBei1cGwqIjJYTM9gssi9Hs+zKjgvz8ZwETn4QhCfxvARHQbe0+0sUiJztK0sVsTaPi0ilQEtxiefz6u/v1+f+MQnLHrCedNihdNZxsbGNDExocnJSROMA3hJFaBrxDg1NTVpY2NDUlkf09zcbCdRAfLRUq6vr+vw8OgM5lwuZ8a+tbVV2WxWt2/fNvDCPQGUfK9SqaSRkRGTQMAA7e3tmbYIFq9UOqpIJw3IfGQyGWv+TJonHA7rL/7iL/TOO++oublZx48fVyqV0ltvvWVrwjPzaHS9FtRH5RhTSbbOmE+MMuykT5OSNqqtra04ZpRMwfT0tFZWVtTY2KgLFy7o5Zdf1tramra2thQOhzU9Pa1QKKSVlRVjUXhW0vjZbFZra2tKp9M6e/asfvmXf1m/9Vu/pXA4rHA4bGegHxwcnfdeKBRsrTC2MGwA08PDQ/ub7yuM9MCnrTY2NpROp01PTnrNV/xLlQ3EmU/kK94YYjD977w+FSNJao00m798pO8jfthAf88PwlXN9mezWVuP2Ec/7oBIAnTWf7Vj9YwY41pdxIkt9cVdLS0txuijvfQ2MJvN6qWXXtKNGzfU1dWl0dFRnT59WqdOnVJ7e7saGhr05ptv6sqVK8pms+rv79cLL7ygxx9/XA8//LCtvYmJCbW3t+vWrVsGoLhnLpfThQsX1N3dbYG/dHRaFgWmBJ3Y8nA4rGg0qnQ6banhVCplVf43btwwguDWrVtaWVnR5cuXtba2puHhYY2MjKivr0+bm5tW3Ejh1t/+7d+qv7/f5mtqasqAValU0rlz5/Qnf/InFd1KyMLR9q+aJfdBGX/D3jP2FFpi+3xqnnUAyCLghl0EnMIIMtf4OA9CfWbRp5WRm+ArALWsSWyl181KZfDrpQys85qaGrW0tCgajVqRrXQkO9vc3LSsEevQV/BHIhFb87u7u5bJ5JmRq0WjUYVCIU1NTVmdgN8Lfm+wL/x48B+f61PvEGDYSPYatg8f4/chn8M8Mzewq0gBALQesDKHPBNziSSA7BbP5v0hc/F+XHctWJXKEwc744uiPLL3lDubzqe2/f2kysnGWHJvjK6XHMDiskn5d7WEgPfwWTyrF3HTo9VHhhh4r7tDhwR4ps3H8ePHlUgkKha6JDuRIxwOW4SOxhGgEQqFlEgkVCwWjZ3GYBEAZLNZq5yFqaO3IA6uUCiovb1djz32mNrb2xWJREzrk8lkrCBoZ2dHnZ2dam5utu/udVTb29tKJBJmsPL5vO7cuaNEIqHR0VEDPfv7R31dEYsjkSCls7u7ayc3tbS0KJlMGvBOJBJKpVKamZkxAwCYZKxZR8wTm88HJgQ7FPF5nRNOFoOJ4/Brl0iYzY+B297eNi1uNBrVnTt37NCCxsZGK6rgO0plzRYBjSQNDQ3pE5/4hJ599llzHnw2QKCmpsbai5EK9rIYUuUAT0nGqtDjMRgMWqqspaXFmmS/V0cJWGbGkv98kQBjy3MScPrMCfPB/vD39FIAb4i9JszPpU/LfVAur/fENgJkCFCwmxTOYb+kcssjDwY8GGENefvpWRv/3traWnOCrDF/IhzPIUnLy8uanJzU7Oys8vm8HnnkET3zzDPW3H97e9tOFOrq6tK1a9d0/vx5OwilpqZGGxsbxnSFw2G9/fbbCgQCdjZ8KpXS/Py8IpGIYrGYPR8dWAg4AUqAklgsZr1a79y5YzZ0bW1NCwsL1u81l8tpYGDAsj8rKyu6ceOGYrGYMcaSTN8vyQ5A4HQ51ncikTBbSuHS7u6u9coGtLCH/Fr3mTzmh+xVdTqX9/tjuPGtBMp+LUhl3Wm1HpJn4OQv7sPvSS0DkrwPx474wlXvwz2L7Ekj/s135X2QIRAf2FWYRA+UsUGQMRA+vI4ODf7+fh94aRnj7SUxHgN4BtVLBJg7xsn/33c88EVvXHweftUXnfO82FYPigHlnlRgffix5iIYqpZ2/Wuuu7bPKoPGwvN91rxWw4NFr1Phtb6iuFgs/hjgZIOwcPyJQYA5DzwxBkRKLAYmlXSIXwj8DBvIgvVpUP8enp33oxfb2dnR6Oiofv7nf15//Md/rM7OTouqeY5oNKrJyUkrjvHsAOCVzcnCJWKkWlKSaXUY41AoZH8nPc54sWCXlpYUi8WUSqUkSWNjYxal7e7uqr29XZubm5KOCpyGhoYkyZrxx+NxTU9P66GHHrL0TKFQsBO3JiYmzNE1NjaatGF3d1fXr183cNfV1VVheF9++WXTPcGQ+LQ0gJ7Upk9RoTXl3xgoNqcHuKwNmEm/fglAMM75fF5ra2taWlrS6OioksmkHnjgAe3s7Ojb3/62fuZnfsYqai9fvmyNyXlGDGc8Htdjjz2mn/u5nzPWyRdN5PN5YxAA5P55eF112xN+9u1bdnd3lUgkLL1UX1+v9fV1M+YwnRzT6U+N8Rf7l3EmYPKyBMYbw8l8se+rAwvP7vnPA+Ait8BZfVAkAFK5RyIBB+ujrq6uIgBlX+/s7FhmxbNE3nb54g+pnOmQKk/MQfuIQwYwsFclaX5+3jpf4Mixozs7O9re3tbExISSyaQ++clPamRkxNrQvf7667rvvvt0zz336MUXX1RDQ4OGhobU1dWlF198Ua+88opKpZKSyaQVDdbW1mppaUkNDQ169dVXjdHMZrOWkQMIHh4eWrq4UChYoWMmk9E999xjh4kMDAxYSn1paUmFQsG6G3zmM59RR0eHVldX9b/+1//S1taWrVu0qZI0NTWlEydO6MaNG9rb29Prr7+usbEx2xfBYFB/9md/ps9//vMmA0A36uU1MK9ei0jPUn5Gm++1nwSdUrmxP/fx+9CzglyAKF5LcTE+l/3LepRkOlw6Q3idM/fyGUFvc3nu92Ly+T602kImQdEc9+I5sX9khnwRWU1NjR0IQEaTYO3w8FCZTEbLy8vq6emx9VwqlbSxsaGenh47fQtfhM+F3fYSDN7LWMGegyGYO1hfScYu+0wSfp89mk6n1dTUZLpXP5/+fd4W816Ps8Al/vJ7/ie97lqwyqTBzlRrI1iwPkXlNZekk3B4ODavi/Qb3INj7sF9qeQEpHpGFRaKSWYD4exZ2D6y8Z/Dz56lYFHznDAj0pFR4MjRZDKpzs7OCia2VDqqpOUkju3tbdOjRaNRraysSCof70m6hDRhsVjuh0rUHwwGragrHA6ro6ND/f39lnKHUfWtrhoaGioK0UKhkBnX1dVVtbW1KZfLVTQAX1tb06OPPmqOkw2LvKBYPCpu6OrqMgeIIUGb1NbWpkAgoFQqpe7ubqVSKTs21Bf6SLJiAwpv0KxSZEZ/Pr92vMGUZKwLKXmYAG+YMB4wT3zu+vq6VldX1dnZqZ6eHqVSKbW2turf/bt/p6997Wu6dOmSdnd3dfHiRc3OzqpQKFgqn44THDvb1NRkKUWehZNUWLM4lMPDcvsivhtArlAo2PvW19ftfvv7+2ptbbX3SjIJgHdaBG5e1O+L8vy+83uG31WnxxhnDCvGmn3sAwIvy/HsCoaYOal2mj/tFww688Q4+nPVqQZnvXJV64UBLOhbWT/sVQAQe9jvN+YOyVQ6nbbguLa21kAh88Y+qq096kSxuLioF154QbFYTD09PRobG1MoFNJbb72lj370ozp16pRmZmaUTCbtuOKXXnpJKysrKhQKJiNIp9Pa39/XxsaGcrmc2tvbtb29rfX1dXtWmF9sAfunra3N2u0tLi4qn8/bQSW5XE4dHR0aGRlRPp/XyMiIDg8PFYvF9Morr2hiYkLXr1+3INGzyASpv/Vbv6XR0VEtLCxobm5ODz30UMXhNj09Pfr0pz+tb33rW8Y84qN6e3srqvEBV/gi5h6ixINXpADsR8+oYgMI8jwDSWDDumCt5HI51dfXGxkEqCRo4vt42xgIBCpOkKpm+zx7CDbw9pjPCAaD1gqqoaFB/f39pgFGs8t6hhE/ODgwO4W8LRwO6+rVqxVHnUrl41AJ9NLptJqbm9Xa2moEFoEgYwXJgn3zdsrPi19vHnQScGITIaGwt14iwNgQ8BeLRaXTaSPifOav2lYyzn5cwSrscdYS+/z9uu5aGQALiEFkwKSyFgcw4I0b/3EPbzA98yqVnSeLHMaRtBeLhnuRPoOB4t44Ar/I/CJEJ8R9+Gyp7Ax8dEQkSV9TFitgBxDd3Nxs4EVSBQsJg1wsFs0gY9j4fmyqjY0Na+kxMzNTcaxmPB7XxYsXrbobIT/sCKeFJRIJ9fX1maanqanJNh8s3MHBgZaXl7Wzs2MHBywuLmpmZkYHBwfq7e1VNputSAtT4UgVe3d3t3K5nKWVEomEnYy1vr6ulpYW07kB7mCgMYB+DDDcGGSvVSVqRdDuU1UwrxwbyBgyFx4g+fQoml1YWs7j3tjYsIMkisWinnvuOQuEVldXdebMGXMcGC4APD0c2Rs4SP8Zu7u7FR0ePIiDBeEcbkl2DyQA6NWI6nd3d5VKpewIQb9uSbsCNHguf/n0Ju8HTPoKfh+xeyDB3Pnv4ousvCPwKUNfOPBBuXBAoVDI2jIB+LGJ8Xjc1jSFJYwve8MTAX6vALywsR6g+r2DTSUw5L0w8rRe8rKPmpqj3qTNzc1qa2tTMBjUxMSE3n77bX33u9+17MM777yj9fV1LS8va2ZmRm+99Za2trb08Y9/XF1dXdrb29Pq6qrOnj2rZDJpx7Qi60kmk2ptbbWxmp+fr2jbhZ2nxRfa7L6+PvX29poWc3FxUe+88451xOju7lY6ndYPfvADXb582U4VJIDABheLRTsmlECgrq5Ot27dMlBQKBxVpP/7f//v1dDQYMF+LpczVs8fUIPPwadV+xCffYOJ5Hm8/4BlBaQhneM7S2WQJMm6nnBvD5ALhYJlf1gH2DzsmAe+vvMIa8xnOqVyQ3+p7PN5xubmZiumko4CNy9d8KQYvoT6CUga364qGo3aATvMWzKZ1MrKSkWx2sHBUf9i7u+f22c2GTvWHXuFgMNniTwpgAYYuYLXk7Of8J9SOVPKs3s/5YNJX6/j7QekGZlS8A6+7P2QAdy1YBVGBhAKQPNpW6lMg0tlo8lC4vITgrFlAwHsABreyBLZkz7welaOCmWyqkXeRLWlUsmAIGkNf7G4+Ty0iaThAH84C8aFhc13IMXV0NCggYGBChAWDoe1trZmleF8J8aXiu61tTUDQ7RxCQQCSqfTam9v15kzZ3TixAlrm7W5uWmfSfq9vr7e+r8yb2hGMR7IFZqbm9XS0qJ3333X5AEc68oGZFNhwHk2xmJ9fV0vv/yypf53dnb09ttv66WXXtLt27f1zjvvaGlpSel02gxrNps1HQ/Gra6uznRkvmk8h0w0NjbaSTUA/draWjvWz4Mm1o8PdjAmXlYCEwWYB1hKRxrUYDBoY9zR0WEMp+/96CUROCpfmVtTU2OBgjdGNTU1dooPx7fCcHjmkT2AAeW0lpWVFa2urtqe4chBqpmpHOZ7eRkMqTg/v95weyaWPYJj8QUgvN8DU0kV+9JnU7wW94MEVn3wyvgzN2RdvKYRRh0GTKrsrxkIBMxJekfM3AGMcJgAFrI8gD6ySRTRYFORFnlyAIaspaVFPT09amlpUXd3t9bW1qzR/sLCgjo7O1VXV2f9S5PJpJ588knFYjE1NDRodnZWra2tunDhgrF4nZ2dBqqxi42NjZY1AJgD0jmEgCxRc3OzFZiiHyVg29vb0wsvvGBt5yAB+I6FQsE6cDQ3N+uFF17Q7OysTp48qWw2q2vXrpncSSrviS996UvGjkajUaVSqQrmmr0Og45f4vmYL8/EAp7Z757cIQiFgSd1z3u9DMgHrx4M8/kEM8jDWIvYGB+0+s/3zC1FudhSbAN2LxAI2MlgrDXqHyAr+Oza2qOWWXQC8MCao2zpW722tqbt7W1bL6FQSMvLy+ZTPFPOwSw+Uwjw43M9pvHBPWQKZBAgnu/qiRD/Hv87n606PDw0QoUuILze/+fJPElG1mBDfX0PmMRnvn+S664FqzgcJp9FhPYOKtvr2nDm3snxfx/RMOEsXO/oWEAI7dk0vI6UfPWE+ypHn1ojveALUDAQOA6iKv99WXQAKgwdr2WM+N4soKGhIWM1cdg4nu3tbVuMkUjEjsNDn8UzAagjkYixba2trWppadHg4KCBlqamJkUikYrqVIqQDg+POgcwFz4SrampMWkFG9L3MQRk8DsALBWpjNPKyopSqZSi0agVnWWzWeVyOTU0NFjHA6/L85Gh12B54T8/+3XGpkTbRKqL+2FImEepsuCO9YdRksrpeAwfjlqS9ZOVZAVvPBsn8DCurFXfJsqn0Orq6owxJULG8VK0wTOw5hkLn7KvqalRU1OTOS7WDYaO71AtyK/Wh+IEfSq0mhnmO3gdKg6O8STw5GJvoK0CaAOsAD7Yiw/KxfrFQRKQ8rO3YwQRzKsPDjw7hL2pTicCjAm8vVYxEDjSoBaLRWMWpXK7nlKppHg8ru7u7gpbwfO1trZqYGBApdJRlTiHUZBNko7sMpKgXC6nVCqlw8NDa7WXy+WUTCZVV1ensbExPfbYY0okEva8UmXbM3wFtqOpqUmJREJNTU1m3xhLgj4q6H02gR6dFG0BTKj4Z+1mMhnduXPHCoBqa2u1uLhogB4QMjAwoNbWVh0cHFj/Y+w9ts2DxGqZnE8tw8Iy/3xn9hyg24+Fl7BBzrDv+TxS1Ng4wOnOzk4Fe8p+ZK1VS3l4jVQuqqxeu972sC7xOXwHvkdzc7P29/d/LGvJUbiFQsHsJVkk6lto80ggRQ9W7CG2CwBZHUTzPfHLrBNv5yhi4z5eAuDHpDqL58fJ7138eqlUsk4gjBvziP+SKv0Wttl/BmvAEzPvx3XXglWcGI6Y03mI9ilW4cIBM7leNgDzhS6KDeUnmMXAJvJpBwoDYCRwft7ps0glmb5nZ2fHNhQRSW1trba2tiqO8JRkjA9GhXsAhNlUGDUAsE9Tt7e3W+W+jzZ9Vbgka7tBX0CiY9jLzs5OBQJHbaGampp07NgxnT9/Xvfee69pgdva2tTW1mY6M1KFbBBabbERFhcXLc3GxgiFQurs7FRTU5Nu3ryp1157zaJsX2HIuEciERvD5eVlvfDCC6qtrdXg4KBV2b744otmQDc2Nowdrq6eB2DDIHujSPRP4BMIBKbTrq0AACAASURBVNTW1mbMy9bWltbX1yv0QtV6QBy6dxL8jTEAGPo53tnZsZ6qnHgTCByd4jU2NmZrzjvJvr4+bW9vW2oQ1hjwz89ozFiTm5ub5jxY5y0tLWpsbKxoeUK6UDpKy1FhTZrLa+Toh0zaje9XHeV7p+fHHgdZvS9huPg9a9kbW+bVF1ZgK/iZ+5Dm+yBcgBYCIXTm9F8FNGHbpDLzXFdXZzo/5sr3kvYOjjXC73DGMOkEEKwRCANYrsPDQ21ubmpra0t9fX26ePGi2tvb1d7ebjarublZZ86c0cDAgHZ2dqwRPywZa53gem5uTlevXtXBwYEGBgY0Nzen/v5+Pf/88+rp6VFNTY36+vrU09Nj8ohoNKrDw6POKL59T7FYtJOxFhYW9Eu/9Ev63Oc+p4cffljHjx+399OJBFtIFwD2O7Yd8FooFCyLls/ndfXqVaVSKfX29iqfz+uVV14xhlCSgds///M/1zPPPKPNzU07qcifuuhTuryHeaFbAvbIEyDVmQokUZ4lJ5j3vgh9LPaMNcaFHSTbgr/2vk2SESb+GfzfAFqMo9dTe2kKWQOeC1aYLAGyE9Yu9ofXr62tGdkUCoUUj8fNPvt5JBsBZmAM6G3MfXlObHe1bEwqkwleP+6JEO5FUOgzRP67eGkVNoD9RXtEL0Xg/d5m8Fz+NXxnz2h7rPWTXHctWIXSJxIJh8MWFQFmvLjX0+g+DUo0A+jlYvHwOl4D6AAIsii9XpB7clKE1wdhyClO8ukX/6x8Nxy2Z0clWZrIMxk+wm1razMWie97/Phxa3jNGDEepGnQHq6uriqTyVgKrb29XdlsVolEwvShGNuWlhb19fUplUrZEXMU82AceP66ujo7jWVxcdHAT2Njo5aXl02ITkP89vZ2nT59Wru7uxofH9ff//3f63vf+571iO3u7lZDQ4MSiYRFmt/5znf01a9+VdPT0+ro6FAul9O//Mu/6Lvf/a4ZLa8BIqXDeFUbR38FAgFjDLkPTpAo26dPfFqHdeUduT8ByDsr7rO7u1sR4UtlgX8oFNLAwIAFOt3d3QagqbivqalRR0eHsa0YWj4flgUWF6aLtCvPT1EV3x/HyzpiPHd2duy8bNg3sg/5fN5YjWAwaGk1HB1gkXUNgPWGlefzgaJnv5lHH6jyWr5ztfFkr/m9y978IFykfjs6OoxBY+4B9gRWpGIJ8vb29pROp+112EEuwI5n2vzYE1CxBrmYL4AOBZk408nJSV27ds2ce3t7u4aGhtTd3a2zZ8/q4sWL+o3f+A199rOfVX9/v/L5vI4dO6ZoNFpx1GQ0GtXy8rJyuZyi0ajy+bwWFhZ0zz336J//+Z81OzurdDqthx9+WF1dXXayFZKc9vZ2s5n19fUaHBxUb2+vyQAKhYJeffVVjYyM6L/+1/+qz3zmMxocHNTBwdGx0fSl7unpqZB3AWw804eNWFtb04svvqgTJ05Y3YIHgTBk8Xhcv/d7v6fOzs73BBWAHJ/a9ywe2SL2A/5zf3+/gpDxzBy+yve/9vPpiR5kQQRLvB4bie/z8iOfKfGZSA4LYP/zuYBn3yGF719NItTUHFXGc1/qL/4f8t40Ns7zOhu+ZiOHnIUzwxnOQnK4ixSpzdotyUps2ZYTu66bIEgbtE3hxmiDBiiQ/GmLFi3aP0V/FE2bv02At0HSwI7cxG0cJ5ZjW5u1iyKphaQocobLcDbORg45HA6/H+x15gztvN+HOh/eV84DCJLIWZ7nvs99lutc5xzedzAYxMrKigRx8Xhc0FIWzxmNRsTjcRgMBng8HuH7s1hP81RJoaNTr51O7aTz3qiLabd4Bhlo8A9QLfLSa8911Nx9ALL/BDmKxSJWVlZEh+vzqmWBZ1rvs/aLtD3Vvtj/9HpknVWNMNJQkvAOVMexAlXHlmkG7XDysygYrNCjUPAQb0d5uOHcFN26gtXcGxsbEqnRCOvUPA85DzYv3dRdI0JAdWoSuaua7M5UfqlUwu7duyWVUCqV4HA4sGPHDhEeNoTXETDXKJfLSSpgc3MTfr8f/f39aG5uhtVqRVNTk/B0OZ2DSmJqagpGo7Fm7jKRb6LWZrMZe/fuFSoAEV9SJ3K5HEqlkiDMu3btEuVy+vRp9Pf3S/cAOk484G+++SbeeustPHz4EAMDA0in03j33XcxPT0tBRh8D9eThpjpHCo+8m35HBpV52vZJ5ZIgVYw+iD/7/6vU9fcP35HsVgUZIgIeTabFQfZbrejra0NhUIBTqdT0o35fF5knD0hqShZmKK5afy/z+eTVmiM7nXBDPeZSo/vZcUxJ2qRn0UUmjLwUTQAImIWi0WCHBo/TQXYTl+g3GlUhY4p+dp8Dc8fz6B2oGggaBAYgPwq0IBH4aJRWVhYkMCHOomBi84KMRhjMSDPCIMsoMojBmonB3JP9VrT2JIeoAN3Zp2oY4liUd5mZ2cxNTWF69evIxKJ4OzZs7h06ZJMV2ppacFnP/tZfOUrX8HTTz+NHTt2oLu7W4wte6amUikZLMM2gL29vVhdXcXk5CRSqRSOHz+Onp4ecRZcLpc4DV6vF8eOHcP+/fuRTCYxMTGBs2fP4urVq2htbUUgEEA2m8Xx48fxjW98A6Ojo3j77bdx584dzM/PY3h4WM6Fdub4/BzAws4mFy9elJZIhUIBN2/ehN1uF91J/QEA3/72t4XGQMSsUqlI+zzui652B6o2Vp8DZln4GQBkgAgdar5XZ2+o97nXzPgBEPvFM0vAhRQm6iZOrgIgwAwASZsTidS0Pv5fO+AECWhTSLXguvFeLBYLPB5PTdaVA4a4jgQMeA8WiwXNzc1Ip9PyHMCWTU8mk0I5046n5snq3+n0us448dxoagB1McGA7YWi9AMoY+QU6/ocgmEbG1sDdPL5vIxh57nn9zHI5F5oMEBnuahffhW69JFtXcUNBiAbQ16OXkyd7tDcLDpjFGydvqCiYDqCzgwdU24wFTAdTrbu0agO74d9TnmfdAC0IDK60kRxHjYe6Hg8LhGcjj75b0bY/f39chiArSbVXDM6+DQ0ZrNZHOTJyUkAQCAQkNcyUg2HwzCZTAiFQggGg1KMlc/nZYRhuVxGR0eHCDIVOw8wn72hoQHt7e3CK3W73air2xqHSjI7jRrRwPX1rTnbbrcbhUJBplWxp+vNmzfx7//+7wiHwwiFQiiXyzh37hympqYQCoXkObLZLJqamuDz+YQ7RWXHCTQ2m01+RseWjiSfsa6uTgqziBAUCgWRHxoLHenz/5QnoJp+Bqq8SmBLCfDecrmc9CulI0HjxGdbWVlBR0cH7ty5I7KlOWhMrW1ubuLhw4fweDxyT5R9Knyi40QltIPJz+MeaE5pPB6XHqps2cbzoQM8fg6NETMPjPCJhNDRZRZAF7fp7Adfo2kHvLSiJGVE3wcLzLbzKz8KWf8kXsxK6eIXq9Uq+ooZEhpa7gGNM/WiTukC1QwRDfH29aT+5L7SAamvr0c+n4fNZgNQ22mFF7/bYDBI9xDKfyqVwjvvvIOGhgZkMhncuXMHfX196OjoQHt7OyqVirQqYjuqUqmESCQCs9mMWCyGcDiMZDKJoaEhvPPOO7h37x5OnTqF7u5u1NfX49atWzIffnV1Fe3t7airq8O1a9cwMTGBUqmEP/3TP4XVasX8/DzeeuutGrrOn//5n+PrX/+6ABy6PyfPF88Un9dkMklBbX19PX7+85/jy1/+Mubn5zE5OQmDwQC/3y/nnHre4/Hgb//2b/EP//APov/Y9YHOkC4+IkrOvTcajTWFykAVSaMjw2IuBhtGo1FAGzq4m5ubMsabdpnBEGWOtpivpzNJW6jlTWcaeb/aMaZc8XXUhXSi+Ttd4MnuAKFQSChR+Xxepl3xmRn86/7MqVRKkEiiwAw2gK1+wf39/TUBAO9N1xbobK5+LgZ2QO2URa6Zps4QAKBd4TMy0CNFjfdInakza3NzcwiFQqirq5P+w/xujaTSR2B2Sp9T7XB/3OuR1cZUoFxoKllNsKYAamElCsBohO8BaguSGPlpfpxGF3SKW7dqYIRD40dODBEqHhgaAl1Ry+hHp15oAFZXV3Hv3j1EIpEaxc/ojal88r0sFgsGBwcltcRqcV3pyHt3uVyoq6vD1NQUbDabTOXY3NzEpz/9aQQCARn5ScfFaDQim80imUxKGi+RSKCjo0OI6EajUSZepdNpQXiJgDkcDgwNDUmKz2Taamm1sLCAxcVFGSe6sbGBp556CqVSCYuLi9LZQFMMpqen8a1vfQt+vx9dXV2wWq0YHR3F4uIifD5fDTJHhIGcSz19q1Ao1PCYAMgkKT53e3s7GhoaJG1O5cXAhUoVQI3SpXPGQ68DjY9y4KiU2VKETmCpVBIeGmkvzc3NyGQy+NSnPgWzeWtmO9GUTCaDVCola1Uul+H1eoWXxouKbmNjq08mi7YYYBHZIsKrHUe+l31rGQRZLBYZ+ajRGB3obQ/8NJJB/hy/l3tOmg/PAUctU2nrgI/nSQeDmhvG86ILt/i7X4eLepLrxF6OQLWDCl9H5JGOBveYTimdm+0pfcqZpnVobhv1IlDt/0l9xTOmKVt8HR0y6sGGhgYcPHgQgUAA5XIZdrsde/fuxcjICF577TWMjo7C5XKht7dXkNxEIoFKZWs0cDQaxcTEBKanp6U7gNlsRmtrK65duwaXywWXywW32w2r1Yq5uTnU19djenoaiUQCd+/eRalUwksvvYRMJiP9j48dOyYDCd5880288cYb6Ovrk/VlzQUzS7pglsVU/EMe+fDwMCYnJ9Hd3Y1isYj79+8LYMLXMvAaHByUe2LmgWn47alx7pW2nUQi2ZKKxWmceEdkla9lpocOqHaeqRv5M+p+Bu2sptfoHZ+DOoL2k/JBe0VZZTDN7+R98btIL9EdBUid0naYHWnY2YByqOl8oVBIRnprm0SdR/CCWScCWnxmjjol2KSdUz67Dvz4Pp4dXrTDdOhJw9JFjbQtdHa1juMzck0rlQrm5uaQSqWE80y54qVBA6DqROuz/qvSpY+ss0pFReeTUQ8LAYBqMQs3gAqQF6NZoBq9ALWtcHjQgCpnTiNhjFYYebKZOo0eIzeNLjAy0VEIBZB95ag0KAhra2uYmJhAb2+vPBMFmgKpif6VSgXBYFDuk46gbo1FArnFYpFCKk6xoNIYHx+XEYGpVErSUQ6HAz6fD729vdK4m0aFaXmDoToZhP3riLCRiM5+gzR0Ho8HTqcT+XweMzMz0qGgtbUVHo8HiUQCTqdTeGJra2soFAq4cOGCtLxij8/5+Xm43W5JPWtOMe+X3DPttNEYbkc7qbzYJWF7QQ8NLv9NJaMJ/vxc7j+VlE73aNmhkqZR4e9zuZzIDoMiotV8BiqV1dVVeDweUYZEqjRfS6cGaTz5mTwndAKJZDc1NclnAhBurY7AaSg051anrehwal4q/9a8VABy7/w5v1cHpTo7oh1j7RDrNDOREa0DqKh/XZBVOpvUe3QoqAuA2rQ+5UBTqrjHDMg1N5VIl9ZFmkeszxcdT+pIyiovvk8HfTqw9/l8cLlcCAQC6OzsFL1ChyOVSmFqagrNzc0IBAKim9kFANgCAGZmZjA5OYm1tTX09PRg//79OHToEMrlMjKZjOhfoFqQtLS0BJPJhB07dsDtdiMajeLy5cuIRqNYXl6Gx+PBjh07cPjwYdy7dw+tra0SrOvuL9QvlG/KtD6bxWIR2WwW09PTCIfDsv5LS0sSkJKHTj1w8uRJCXzpINFh08GEpr7plC71ER1m0pTYVYVcVY6BJY2Luoi6jLaYDqTO2vD3GrChDGqkkfdKeaQjSX1KW7ud/0+dS+eLNksDQHzmlZWVmvZbvCd+Bj83Ho9LFxpmDRk8u91u0Seks/C76DRTP+nv1wAbARud1tfrBVT1pi4GI42DZ4lnkmCcdlyZXeD3a1Aim83WADa0FzpjqO3nR+nTX8X1yGpjKk/dYgGo8tP0AumIR1ex0XjpjeLPtkPa2nHkYdJGn6ib0+kUvp5OoetedozKdBUsq0oBSMqLz1UsFjEzM4Onn35a+KqsQqQiYKQMQD6L04tKpRKi0ag4ZyyoYHUpe5z6/X6srKwIyghA2q2Uy2XMzs6iXN5qEcMI1O/3o76+Hul0Gi6XS6psOZVjYWEBPp9P0ACHw1GTXuTaEhWm4m9oaMDi4iIePnyIZDIJr9eLgYEBjI6OSgBBPvC7776Lt956C11dXXC5XJiYmMC5c+dgt9tl/jYLfHjoNzY24HQ6JZWu104rJR78xsZGeDwe2Gy2mkb3mo6h20zpAgbKgTbYvH5Z1Emlo4u29GfX1W31x+Va04gnk0mRKzp2KysrgpJOTEwIMgFU26dRLsnR4vlYX1+vcRb4rAxIKEPZbBbz8/PI5XKSYuL6cVIc12w7ksPPpDLnmdXfqekBurpYO/dcT146AOBe8fs1h46GTqPHGsH7pF+UTaA6U5x7rtEej8cjgy5YCEkEkJfODOmgHagd/EDEi/uv0VuDwSBjfBlEMfDTBpUpV9KRent7hVZkt9sRCoWwf/9+GUjicrnQ2NiIaDSKVColctTQ0ICmpibMz89jbW0NU1NT0lfaarViaGgI3d3dCAaDCIVCePLJJxEMBqUPayaTQVdXF+rr6+FwOLBv3z7cvHkT9fX1cLlcmJqagsPhQGdnJ1ZXV9HX14cnn3wSMzMzkuHJ5/Nip+j0kFrBugBdQMRA8cyZM5idnUVPTw/MZjPGxsbg9XqRTqfFNtKBdblc+Ou//ms5oxqNZHaIa0u7xUBCt/njH1KGOPKWjmomkxGdw4wQdQzROe2Aah3KswdUnVGug6Yq0GayST9RX2byKB90imdnZ7G+vtVaKpvNIpfLif9AJJ/pcQYGFotFhupQj5DyRdtMXcJuNEajUfoBb2xsyPAVcqhjsZg8F207O1RoKp+upWBGicGC1mfbA2pd/6B1LnU6zxzXmPvN37FAkr4M5S8SiSAej0s/diLt2oHWoAP376MQ4P/p9chqYwoOL6b9SfrnIunm8/F4vAb10ZEbkRkqRO2kckM0ERmotrwhIkCjzE1ixK6NnsViqYmaGX3wNUQ7t3NN2EZFR5U89OQKMVLlPdntdhw+fBjvvvuuVPYBEGfDaDQiEokI8kwkkgU8THdRgD/96U+L8RgfH8djjz0m99zS0gKPxyNRO6Oxffv2Sfo6FAohl8vJ1CU63ul0GoFAAK2trbh58ybu3LmDzv+e3z0xMYGxsTFYrVY5MAxI0uk07t+/j5/85CeS+s9kMhgeHhbelW5lprs90ADW19fDarWKgqNBpuHgPTY3N4ti084Vo1JtYHRkbDQaZfKUpptQwW1H6rm3QFXx0BEmckyjQeeeBWNerxdzc3Noa2vD/fv3AUAak7MLxNDQUI0h4gQxyh/76nLNXC6XKEcqTQY9zCbQKY9GoyI7dPzYZ5BnklkDOtx8VqItDEJpxDY3NyUNSqdKo3K6eJJBmuZyAVUnSTtVPMcfhSxpWsOvw0VdygCcyAvRFQY+lFWmpskp5h7QkGqOP1EhjQRpY6yNL51WBgwEApi+1ClGyhiLj8g1jcfjWFpaQnNzs6CKwWAQXq8XDx48wPvvvw+/3y+fEQqFsLi4KOls8iwbGhrw1a9+FYVCAZcvX4bT6YTf78eVK1dkrfgZO3fuRDgcxtmzZ9HZ2YmlpSVcvHgRTz75JMLhsLS/W19fFxvU1dWFM2fOIJlMCs+WDqPVakU2m5VWfHxm9mclYkrH6tq1a/jc5z6HSqWCSCSCWCwmjiELJfnvcDiMl19+GT/60Y+QSCSE8qSLlTRfnLqQtoU6g+9JpVI1DjX1XbFYlKwn9SjPIwck6KJP8mfJA2WRJzmwbCVHuWIAn0wmpZG9Tr3TvlIvsN92NpsVXc7vI7jEQIDPGwqFxFkkf5+2YmlpCRsbG2hvb0c8HpfP159FgIYAQCaTAQDR13QOdQBGCgJlXjuDPHNM8+vMH5136lSdKeGl6Wk8a/wZdbLWx7QvfG8ul5P1KZVKQsXTtA7qAepqTfv5uNcji6wSkdQOq14YCjYP98bGBlpaWmp4hZpPoR0EOqyac6GNOaMc/l9HL9ywfD5fw7Fi4ZNOAehqSW4ylTijERrmSqUiKCcPM40z74fRFAV8bW0NQ0NDUq3O1AcAKT4gEkIuT7FYlMKbtrY22Gw27Nq1CydPnpTI9PLlyzXRL9ewp6cHY2NjGBkZwfLyMpxOJ2KxGGKxGNLptBimubk5BAIBQQ4ZiZZKJXi9XgDArl27MDs7C5/Ph+eeew7PPPMMfu/3fk8ctdXVVZw5cwZnzpyRYgEAOHfuHEKhkES0dOaIfpfLZbjd7prv5B6wAwDXmOgh++dx7Yh2amSfBSlEZHVgsz3a1NQNOmXb11MbcBqnfD6PRCJRozhoJJaXl+H3+1EsFvHEE0+IYUilUpienpY1IgLCva5UKsJT1unf1dWtsZFM5dGB5OQVnjEGAQ8ePEA+n5dnItpLxU+Z1qlbpuB4nplepDFiYMR+ljoY5XkDIOfLZrOhsbFR2nppXjmDEzpXugCDryHHC/jVNbJ+VC6dutdrxqCD6Gq5XK7p6kFHlKif5sJpfazTlDrTBVSn4FA/MiiiQdQG8KOMtclkQjgcxpUrV3DmzBmcO3cOq6urgopy2pTNZsPzzz+P06dP40/+5E9gs9mQSqUQDAbR3t4Op9MJg2Grr+pzzz2Hhw8f4uc//znu3buHt956C7Ozs1heXsYHH3yAGzduIJ1OS49X9ppta2uT8Z08tz09PaJXk8kkrly5ggsXLuDll19GfX09ZmdnxRHMZDLIZrPiJDF44HPyzAIQHcZ7bG1txfr6Om7fvo2uri5BPKlr6AQNDg7iG9/4hug3XTeh+Zj8HbMvDCaJtBYKBRmPnU6nMT4+LjLEyXcjIyOIx+MSuNjtdnFi8/m8nEFdOU85IohEagTlAKiOB6X9pw6wWq1IJBKIxWKSVYtEIohEIhgdHYXJZEIqlZK0PIEeUowotzabTdaddQF07MnXZWExO8IwG0Dnlogv77m+vh6ZTAbpdFqKt7QeYiCuu9vwXGqQjWeG9oV/6HTyXND/0WdU81+pE3UQSjljUML/8+9cLoe5uTkkk0mpRcnn8x/KAPLs/yr7VT+yyGpdXR2Wl5cFUaRTQtRQRxS6Opiv44YR9dE8Un6e3mhGa0wd0uABEAHTSpfX9miDv6MSp0BSSeh0JLmKLGqgk0B0koiSbrOjHWLe87FjxzA7OyvRrc1mw8TEhPBGc7mcNO+nU9bV1QUAOHLkCIxGI2KxGLq6urCwsIDV1VX09PRIqi8ej8sAgF27duHevXvSOcBg2Or91/nf40E5mYqp6MnJSRw4cADj4+NoaGhAQ0MDXnjhBXEs2MqIRUPd3d24ePEizGYzzp07B5vNhsHBQeTzefziF79AOBwWBFmnJzQ/klXD9+7dE54mKQ28Bxoap9Mp+w9AUvpUCHr9abBoxClvPMBEV3RqWqe6uH/b/0+HsFgsiiPJwMHpdKJU2mpmTYXn9/vlc2KxGHp7e8WpJr+axQfkOhNF4es6OzuxvLwsXRooS8ViUZQq0YY7d+4gnU5LX0JG3mazucZgbufFUSlqPix/TyPFM8L70pxr7i3pEXSQeXY0ysCggSgqv5Oojc608Nzqc/xJvojmcM/I62UwTNSFKUr2WWbVt8GwxU33+Xw1gRk/SwdeNJKar8336AIfnUGyWKpt2oj6kX6gawGi0SgqlQru37+PYrEIr9eL48ePS9FnW1ub6PpEIoGvfe1reO+99/DNb34TdXV1yOVyWF1dRVdXF2ZnZwEAHR0dOH78OObm5jA2NoZwOIzm5macPXsWxWIRiURCjHypVEI8HkcqlcKOHTtgsWwNSAkEArhy5Qo8Hg9cLheamppw/vx5jIyMYGhoCA8ePIDBYJBWhOyGwjQ9O8lQB7KDAfVvqVTCa6+9hhdffBFDQ0MYHR1FoVBAKBSSc8kCIKBKtfj617+Ob33rW7KOOutH3ibRXDofbKWnsyCc+KX5wRyv7XQ64fV65bkqlYo4dtqmZTIZuFwu0YfUDbxfbW9JP2A2tLGxEclkUnp2d3R0CLXDaDTC7/ejvb0dMzMzMmL3sccek2CMZ59Tqdrb2xGLxZBIJNDS0lKjc6iP2TOV2VON1gJV/b26ugqn0yn6rVAoYHFxUfQq150I8HbwTfPI2fWCAT1tpM42+P1+cYY1aqqDHwJyDBoZ1Gu7xv3VtDPtM/E7DIatHscMaPlM/E6ec6KvH+d6ZJHVcrksaFpjY6OgLnT+mJqk88lDQYWgUVWgWjSg+SRALRLGi1EIX6uRHrPZLNEED1OpVEI+nxcFQ4HXhpq/o3DpdD7vgwLkcDhEievDTYGn40sjrivkmd7UzgfTIWazWZQppyNZrVZMTU0JYtbR0SHN5gFgaWlJDFhDQwNaW1vR398v/Quj0aikArknVGp0whobG6XAq6mpCWazWaJxoMqfs1gsGBoaQiaTwcOHD1GpVETB8PvZ95C8Vn6f5vyw3RTXjApP8+YASC9Z7UjpIENzICkz/B7NxdKEc610+T3bnSKimBptpSKhc0y6heaPNjQ0wO12yxpw/YLBIIBqFmBpaUnoMVTW5HZRCZKzRaPJNCCdCwZniUQCc3NzSCQSIqOaPsFn4d+UA4268Wc8f0TQtDOt0Wct51SMDM64J+Qj8lzxvnTxJc8P94z7yHXTAe8n+dJIDAM6cuCZiqehYlqZDo9Gh3TxCdeOsq33BqgdVcr3UE+Qa010UgcV27ngDGCSySTa2trkXKbTaSwsLGBychL5fF56DdfV1cHr9aK7uxtWqxV79uzB3r17xdA6nU40NTXh3r17uHTpkrS+a29vx7PPPgsAUsTIdDcn/nANCI6wEGtpaQkTExPyjBbLN9I2CQAAIABJREFU1nhjdvOgw8PMDHUSZZt8x42NDel7yU4ePB/pdBqjo6MIhULI5/OIRqPwer01wA3Prs72nTx5ErlcriYNrM8XHRlmwUqlkqCqiURCEMdgMIjDhw8jEAjA4XAgEAgI7cDr9SIQCKCubqvV39zcHBYWFkS+yEkl+GQwGGr6kQLVGhP+bHl5GYlEAnfu3MHw8LBwdA0GA5qammTNDAYD3G43mpubpWp/fX1dUHLSPkgZYXqewRlbhXFfKV/UbUCVahYKhaQwi6PC+dlc81KpJIMAANQMMKLd0HQafq/OwlGGNF2RATkdWv0Z1I8MbOj3UL6oc7WeZIaWbcOA6pAIvpa9ZJeWloSWRhtBPq/ew497PbLIKjeeaBCdLy40N49GjIqPwqhTtdoZ1VwOAHKI6YTyZzSCVNQUWCoBRurboXUKk04PEC4ncsGLm07FbLFYajhV2umhkeFI1Gw2i/v376OzsxMHDhxAfX097t69C5/Ph6mpKSGyLy4uwm63S79Am80Gr9cLv9+P7u5uAEAikcCxY8ckLZPJZGAymbCwsIAbN27g+eefRzweh8vlklny8/Pz+M///E8YDAYMDAzUOC10MKPRqBR8BQIB6W9YLBbR0tKCW7duIR6PY+/eveJ4Hj58GA8ePMCdO3cwMDAAh8OB+fl5XLp0CZ2dnaJk6ZTU1dWJkeNBS6VSmJmZkQPFNDj3iYeMbb94gJke02lw7iujYu6rpopQLnTamvJFo02nQCtlHRlzfCnpBgzKWEnMlJbX68Xi4qIYUqayrFarpN2CwaAUj+RyOSnC04415ZgoMwMoBoiaQsHZ5HwdaSVUeAwMtaNKOefzaz4V14YGG6gWS+kMiOama4Wq11YjCOQDEgHhuQOqXQH4eTqQ/aRfRJaB2iIJojEbGxsS/DDoBiBngnqW+kunHzU6prMOupiH36U59ZqPqmWH1BON1FitViwtLSEYDGJ9fR3z8/OCKJbLZZw9exY2mw0DAwPYuXOntLULhUI4cuQIXnvtNWSzWfz93/89fvSjH8Hn8+HcuXMwGAzI5XL44Q9/CJfLhVOnTsHj8WB5eRkHDx4UHRKNRmGz2dDX1wez2Sz9YaPRKFpbW2VQSjabhdfrxc2bNzE5OQmfz4cPPvhAUMBisShAB+WRhVG5XE6a0bNry9LSkgRcHo8Hly9fxokTJ7B7926cP38eAwMD8Pv9uHHjhiBjLDritXfvXlQqFQwPD0vhXD6flzQws5Bra2tYXFzE4uKiIORutxsej0doZnSuwuGwOItEaWOxmPSCXVtbQywWk9cAqCkYrlQqoo+pfzXQQ7mZnp7GnTt30NjYKNmj+fl5LC0tobW1FVarFe3t7VhfX0dLSwtsNpvUbkQiESwvLwOockiJWkYiEQnYNUrIdPzy8jKSySTq6+uRzWZluuP09LToTQI63EvKf6VSwcOHD9HV1SXfSb1Dzi1lm8EP9SedT+poPfqYjmUmk6mhEPKzSeHhpak4zETxfRrcYcCytrYmLevovzgcDrE7y8vL0nFDDyviZ/8qkNVH1lnlwWA0RSeNESgAmSalizLoiAC1/BygynNlhEmDqFEDGrDtacKNjQ2ZGb2+vo5CoSCOtEZv6ESziTUNKJW6Rpm006OdGSJPOhLj86RSKRGuzs5OHD58GMPDw5iZmYHJZJKRijQOoVBIuDbkZjIlAwDvvfcevF6vRJj83kQiAbvdjuPHj8No3Go8PTExAYtlq7HyxYsXcfDgQbnHlpYW4TTS+YtEIujr60OpVILT6cT9+/fFiAWDQSwuLuKVV15BLpeDzWZDPp/H6OgoZmZmcOLECZTLZSwuLuLSpUtoa2ur4VbqVCL3kMaXDlYulxM02WQySRTJFh08YDpdSV6nTg0RNdLO1naHh4qOzpY21kTguYeaO6iDFaJKNN58Pb+DBmlzcxPd3d0yb5yVuXQsYrEYUqkUXC6XfDbTkCaTSfrkMrVOp4FGy2azibwmEgn5fDrdREnIQeXZAmrRSn4vDS6VsU4l8/+aM6lRbe2w0qhQL2xHp7n2el819QeoBhIaGfikX3QQNA1AO49ANRVL557rS6rF9vTn9syCbv/HcwhUxzNy/fkaVo0TYeV50Mgq7wOAIK/d3d0YGhrCysoKHjx4gEuXLsFutyOVSuHcuXP42te+hr6+PhQKBfh8PoyMjKC/vx9OpxN//Md/jMbGRvzsZz8TxItngjSj48ePY319HYuLizI9ilc0GsX8/LxMOvJ6vVhaWkJvby8GBwdhMm21ICQSqzM6nD5HB8rtdsNisWB+fh7z8/Ooq6tDNputSQszpUvnyG6349VXX8Uf/dEf4caNG/jJT36CI0eOCD2JwYIGWQDg8OHDcLlcuHjxohQ/MUglRSqXy+Hhw4e4du0aenp60PnfbcGWl5dx9+5d3Lt3D2azGW1tbXjppZewZ8+eGpTd4XDA6/Vifn5edIbNZkMymRTdS/3NaXZEAxkoaxqP2+2G0bg1KdHr9cLn8+Htt98W2zU9PY1cLoc/+IM/gN/vr+HLEpEslUpCrSKaDED+5us17YmIKgEVrmUkEhE5pUywQI591imvdEwLhYLUaGjHE6iCLNRvdCIZcHxUcMkJgQTf+G99PoEqQqozSERqdU2A/hxmVKiD+XPKIM8EHXCz2SyUOqLvH/d6ZGkA3CymjKjEmGrRnEf2rQNQc9g/yvBpI6cVKDdQK2ceRr25/EwWQWklTuRTH0JNENcpDzqU+sDrFJkWOAqQ5tqurKzg/PnzeP/99xGLxWAymXD16lVcvXpVqizZz5TN1wuFAtxuNwKBAA4dOoRMJgOz2SwNsGmsisUibt++jUAggLa2NsTjcYn2Z2Zm8M4776C1tRULCwtobGyE3W4XfguLgpjiHRgYEIMUiUQQCoXQ2dmJs2fP4uWXX5Z2KFQmr7/+uhDar169ivfeew8ul0sKkJiOIHqnnUV90PL5vPCxmA70eDySZtG0AHKNgNqCOnIzGTFzj8hDYrqGe6IpH0T9ND2BcrNdznUwksvlxGHkflAWqBCJyhC1WFhYQDwel8bjDIR0tb+uqmaBAKNkRtT5fL4mZbS4uIhYLCbOOZXb5uam8B0ps/osAagJWnRRD+9fBxs608H14HPQGeIa0KnXZ0nzyHWASW4gC7OYPtPOwK/DRTRa90fWQQMNp0axuceaX8x93E6P0jqX36WzB/p16+vrkj3SFdGUARbEaKoMg3ddoW4wGNDR0YFPfepT8Pl8AICmpiYcOHAA2WwWP/jBD/Bv//ZvCAaDiEajuHDhAq5cuYIdO3bgscceE0fc4/FI8JPL5TAxMYH19XUcOXIEkUgEiUQCzc3NACBOTyAQwI0bNxCPx5FOp9HU1ASDYWtkaD6fRzqdlsyWyWSSDIhusj8wMIBgMAi32w0ANQGtxWJBNpuV9oM8s5lMBpOTk/jZz36G/v5+jI+P4/Lly5JtmZqawtzcnLTL0gF5T08Pfvd3fxf5fB7JZBJra2vIZDKIRqMYHx/HxMQE7ty5I2AEp9eNj49jdHRUpoNls1n88z//MyKRiNgMFj/SeR8bGxMUeWlpqYaLTrmivSRIo2tSNjc34Xa7EQ6HRa+99957WF9fRygUEke3qakJ//RP/4Rz586J3mU9CClypFZQ3lm0RvllhorgE3WNw+GAw+EQ7qamajELsR2I0OBTOp2uaZlYLpelaFa3sdT0QOpITaHR1DWNotKOEdnVZ5n2SWf6qKv5LKSDaGCFVEsWWG5vIUh7sbS0hFQqJcVkLMT6uNcji6wyvVksFoWPxAUmuspF5rU9Nczon44CDwIFUkevfC//rQ2g5ogQLSIaRKPKQ0dOi65UBqrRDp1OorBakHhf+h50hLW6uopr164hn89j37592L9/P7785S9jcXERAHDs2DE8ePBAqlW5VrroxuPx4MCBA1hbW8PIyAgikQheeOEFVCpbVdmLi4uor6/HwYMHAVQjQQ4OaG1tRTgcxsbGhlT8M1ioVCoyKtVisWD//v3SNHliYkIcJABIJpMYHx+Hw+HAjh07cP36dbz99ttYXl5GW1sbxsbGcP36dSHzE/mkMtX8Ry0vwBbpnVXjTzzxhBQ5uN1uaUtC3hjTHFqWGNDoSJTIn0Y+qWh46HVhHvdTc//4Gr6PyojFCZQZq9WKtrY2GYxAmSGCMTIygq6uLty7d0+MI508yhAHLJC/WyqVkEql0NLSIs41UEWldZRutVqFtxaLxZDNZgFUlRmzFVxzHWRxXcjT4s9oIHTKl6/hZ9D55hnls2vUj9E+P3N7UQHPis6y6BQzqS7bZeaTfFEPEb2i3LHokvKlC6BIRWJAyL3RmR7KDfXfdooGUDtXnBc59JSnzc1NKQatVKpT//h5GjTQRTisgGefZ6aWAeCv/uqv4PV6cfv2bXEa6OwePHgQBoMBhw8fRqFQwD/+4z8C2Oq4MTExgUgkgi984Qs4ceIE3n77bUxMTMjrR0ZGMD4+LvqV8hiNRmEymdDW1obGxka4XC4JHukoaU7hwMAAzp8/D6/Xi9nZ2ZoBJ0wds5Udhx2YzVvFlalUCkePHoXJZMLU1BT27duHvXv3IhqNinPBoMButwOoOtpf+cpX8M1vflMcWnJ/2aqpUqkgk8mgo6MD8Xgct27dwokTJzA9PS1jZzc2NvCd73wHf/d3f1eT4i4UCuLwhsNhTE5OSmtEppfpUAIQDibPL7sGNDQ0wOl0or+/HxcuXMDNmzcxPj6OXbt2IZFI4Nq1axgcHMTGxlaf03feeQfHjx8X9FDLE2lgtBXsBe52u2sKlRwOh+jx5eVluFwuQfM5ytztdtd02KHjqdHscrkMh8MhdjSXy0mGi6AOaSTbz4i2J7x0r2odkOvzqn0VbbvoQ/C9RENXVlYkWKMfpfWzlkFeBOoaGxtFb2YyGVQqFenX+nGvRxZZZeqch4xKlQtLbiENFqM3zR2hIuTvCanzs5h2AKqpXp3eJRLAg0RHgwqZSpyKvFLZKlKhYwNAIiCiQURY6QTRYaYyq1QqAqnToaGjcuXKFTx48ABDQ0MIBoP40pe+hFAohKGhIQwODuLZZ5/F/Pw8UqkUbty4gYWFBSk4WFtbw9GjR3HixAlsbGzg+vXr6Ovrk2ICoiijo6MAgB07dgCAHDa73S5FXKFQCDabTZBqtjZhmyUdJCwtLUlTeWCr1VI8HsfBgwexe/du7Nq1C9lsFq+99hoikQhOnDiBZDKJ8+fPIxQKwefzCdeHqWhttHhwuEe8Tp06JesTjUaloXc4HMbQ0BD27duHxx57DDt37pR14PhAzTml88UDr1sm0XDz4G93wBgkaDnUfEAirT6fD6FQCKFQCP39/Whra4PRuNXrko3JiWBsbGy1lRkYGKhBslKpFNxut6Tol5eX0draKoVQNABms1mMOpUSFblGg4gO0KmnQ0qElz/nxXOpeVi6ipXOLNdEZw94TugEc5018ql7rPLcExUggsL910UCXGtedKxY1fzrcLHYk0aSzgGDNeohTbOh0dRBjE7vU57prOnghYaNelrrR94PgzfKCY0up93xtUTS+XtmoegIAltn3+/34/HHH0djY6MU/Jw/fx4PHjyQLhbU12bz1jz4paUlbG5u4rnnnkNbWxv8fr/Ymh//+MfIZDJ4/vnn4fF4kM1mhb/PMdTxeBzAVl/RnTt3im3JZDLIZDLCB21sbEQikYDX64XRuFW9ns/nkclkkEwmpSqflASme4nKhsNhtLa2orW1VWhR7777Lvbt24fu7m6cPXtW1pigCXUzAQs6gmazGV/5yldkeiAzIBrxW1vbmmo0MzMDu92OxcVF3Lp1C2NjYxgbG0OhUJD2UKVSCblcDplMBj/72c8wOTmJ5uZmpFIpxGIx6WvNVoEOh0N0JlCljWyflmYymeD1erF3715ks1lsbm5iZmZG2mdlMhlYrVZ85jOfEceK685JYxsbGzKljfqT4NDk5CQsFgtSqZTQN1j7MD8/L3a5WCxiYmJCWiXSdutgmdkrZtLYejGdTosMaF1GP4JnShcq8Twxo8GzoYNI7jNfx+/lxTNLnc3zqEE27ePw/nSmUtu27VlB9i7n0B1m5T7u9cg6q5qDoQnBVG7cDDpz2kkAaivU6Dzxc+k0Mqqgk0FlpguyuFFsoM3N4XeUy2VJS2tuquZ0MRLb3NyUqSw0yuTIMBoGqhN49OFl+sTr9WLHjh34zd/8TRiNRklhVCpbc343NjYQi8UwOjqKiYkJ1NXVIRAIyNhTKoJyuYxIJILW1lYUi0VJ3TPlRieI60ojbzQakUwmpccdK+qBLQ6Py+VCIpHAyMiIpF9ItjebzdINwOv1SrAwOjqKaDSKQCAAq9WK6elpGcPKtaAjQy4WD9t2OalUKujp6YHP50MkEsHExIRwzRjQ0KB5PB6EQiHhRAUCAYmotzuiGoGijHwUd5X3QQW63enVnFuLxQKHwyEpNA5eoFKlk675mlQ2NpsN3d3dYpSYdqMS4ZrpAI+N2El50CP36MDRidS0iu2Ip5ZRnpGP4jTqz9EoGc8WnSAqTzpJmn+uaR4adeB902Hh63jPlHHeC40FDZOmIXzSL+oSFhTqPptcA42MNzQ0SKDMIEBz3QDUGE+td+lU8r38bupDo9Eooyv1d3A/C4WC6B9Wb9O5JtIFVPUrDT+DfOoHBp36nvmsm5ub4hyyANTtdouOJi3p2rVr6O7uxt69e+H3+0XeWltbxfCzVREAOcvBYFB0xurqak0Q2djYiMbGRszNzQk1i3pVFzs2NzfDZDIhGAwKchyLxeRMj42NYWVlBT09PeL0siCGa8tsmbaFAKTNF4uBGxoa4HK5RM9ns1lEo1Gk02lBXvkZg4ODAIATJ04IYJTJZDA9PY3h4WHEYjEpkKXe0F1tWKDEFDP3nzqCyCgdw507d0pf8MXFRSls4iAXOoacpLW0tCQ9vxmA644otPmbm5sCrlB+dTDV1NSEWCwmepq2XtMEyZMlRYXyvr6+LlO0SH/g+6nTdJDHz2QAqZFV3ivPLdeRATp/T33Hz9aZM55pUgP4N+0Y7w+oLcbS9Rf0mXguAQg1c7tu+J9epr/5m7/5m4/9Kf8HruvXr4uhZaRIo0PBpvGi80K4P5/PC8eRG8jNpaDR6BM9oGFlmoLOAds8UTBpDCk8hNt5gNiuRKOo2lGhw6V5ivw8ppH5elZzE/XgDPhYLIbOzk5B+chFu3HjBiKRCDY2NvDEE0+gtbUVPp9PqvXZi89k2qr0v337Np5//nmpSH3vvfcAAFNTUzh+/HhNdSAb/3OMYXt7O+7evSvjGTOZDLxeLzY3NxEIBODxePDBBx8gHo/j0KFDuH37Nrq7u2UKltfrhcvlwr179/D9738fbW1t6OrqQjQalUkxrEDnfGo63jz4HPvHSn2TyYTHHnsM4XAY8/PzMu0ln8/LeEUaKBqdzs5OtLW1IRwOo6OjAy0tLTWOFYMjIhTkf3IPtzttGiXia3TEbLVaYbVa4XA4MDg4iD179uDgwYPo7u6WbgtEHrlnvOjcE525ffs2JiYmBEny+/013SKKxWJNESKVLlB1POmYLC0t1ZD119bWEI1GMTk5KTJLo8rOBTp7wOfUmQ/NwwI+PPedDs92pavvUdMvGDxp1I7rz72gjqC+AKpKlU4N+8cajUacPn36/2dN9n/+ev3110UeNQ1ApwvpIHCwRKWyVUxHZJ/FFCaTqaY35y9LUQKQ/aHDu7q6ikwmI04CHRKeXZ417htliJ/Bz+ffmgZEp/Xo0aMwGAzSbml0dLRGb5Nm09zcLDJQLBZx9epV+Hw+aZOYSCRQKpUwNTWFU6dOIRAIYG1tDZcvX8bnP/95Qcx27NiBeDwOg2FrhOzBgwdhsVhw8+ZNlMtltLe3C3Locrmwe/dueDwePHz4EOl0WpxmoEqF8Xq9eOGFF9DV1YWNjQ1cunRJJj8xS5LJZOD3++HxeLC6uirZKk1x4jljRoSOkMFgwMGDB3HlyhVks1mhHOg09OrqquwTM5YNDQ1SyGs0GuHz+WT09fe//31EIhEYjVs9uzOZDPbt2we/3y/ZE9rD7fQ6s9mMxsZGkS+uBW1gS0sLLl26JJkQAkykBPT09MBgMGBkZETWnUVcbO3FQINZS6LZ5PsGAgEcPXoUVqsVd+7cwfLysnRGYGqf7a/oVOtAmZ+3ubkp2WBSB2gXiboSydRcfz4TbY+mdFFOdWcFBmSaJqCLxfS51P4N5UCDezqjrNFUnjPqCu27aF4sz+2xY8c+lp56ZJ3VS5cuicHWiklD2zRyVHh0Eigo5JDS2aMxA6pQuUboqChJMqZQeb1eqe6nY6Q5VEQkKQg6Pct0L1B1ZoiAAZCCAl3BrCO5SqUiEXVzczOMRqNwlpxOpxRPVSoVLCwsIJVKobGxEQcOHEBbWxuArf5wyWQS4XAYy8vLGBkZgcvlwpNPPilTO8bGxpBOp9HX14e5uTn4/X40NTXBYrEgmUzi6tWraGpqQiAQwPr6ulR90oHb2NgirzP6bGxsRCgUwurqqhQB7NmzBxcuXEBPT4+MS/ze976Hu3fvYmhoCAaDAW+88YZE+URYmK7iPdF5XVpakte0trbi5MmTcLvdUhlPBI33xcibUfXCwoJU09MRC4VCGBgYgNfrlXQ3UE196LQoFQFbTQGocZC453TaXC4XOjs7cfr0aTz++OMYGhpCT0+PcLLn5+cRjUZlVnO5XBaUlMqqUqkgmUzC5XJheHhY+i2aTCZ0dXVheXkZNpsNkUgEXq+3Jtqm06GDFvIYdeEM0de7d++KwaLh4xAAyi3Xgw6mpjnwXHENdNCmixIYrOnzqBFdGgyeK140APwcfhfPJj9To948Z3TGnn766Y+tq/5vv958802hAFC/sIiCFw2ZXs+NjQ14PB7hpGmUSqfvqQP4f8oa09nUY4VCQVpjMRDlVCkWipRKJcleEYFlUMWUKduT6UCGAeXMzIxQWFpbW3H37l3RkbxP3p/T6ZQuJKXSVsP/J554Ap2dnZicnBT+YjKZlIDQYrEgl8vh6aeflobwsVgMPT09mJubk2Dzgw8+kAp4Okj9/f24du0aQqEQRkZGpL6BzrzdbsfnPvc5DA4Oolgs4vz587h165YEWEzDbmxsIJ/PS6uo3/qt38K1a9dgsVjQ29srPWF5NrlnGmQpFos4deqU1EBsd0SIqDkcDnGQeQY5bnthYQE//elPMTk5KbSAxsZGOJ1O7N+/H0NDQ8IT1oGmbstIh5WBPG2u1hEskF1aWoLNZpMRqqQ45XI53L9/X1L7/MNBKpubW+0UdaaK9tXhcCCfz8Pj8eDEiRNiV0iFaGhowOLiougX9vrWvgfXlO0z6ZQSuAqHw7Db7ULzoO4hKEbZ5bnja3T2QmentL7VwSf9G/pK/CydddJUSA0u8PM0PYc6X591oKpD6ewyoPy1dVaHh4drEC7NoaIgawfP4/EI5J3NZqXBMbmmTDVoVExH5lRiJKiTw8EIjRMpqMTJ76IC2NzcmvTBvoE87Jq3VV9fL3QB3j8P7XYqA6N7jrujwJpMJmSzWWnGfObMGTQ0NMDj8YiDkUqlEA6HpXGx0+mEz+eD1WqtGaXW09ODtbU1jI6O4sKFCwiHwzh06BBWV1fx/vvv49ChQ6K8VlZWBL3zeDzwer2IRqOIRCKCSJJArtMcnDpy9+5d7N69G8FgUKprL1++jLfeegtDQ0PI5XK4du2aOFt0ArmH5Jxubm4ilUpJynBjYwMHDx7EkSNHUFdXJ44nhxbQ0D733HMYGxuDybTVokQ78NlsVlDadDotKUmmjCmD3Cddza7J9nofKT+Mdh0OBw4dOoRjx47Jc0QiERSLRTx48ABra2uYmppCfX09mpubUVdXB5/PB5vNJm1ruP9LS0sIBAJYWFjA8PAwvF4vvF4vBgcH4XQ6xclrbm5GPp8XdJUBhcFgwMLCguyrbjtiMBiE+zU1NSX8LwZXRFU154kpKEbkOirnxTPAZ+Dvyc0CqsirDlA/itvNPdAIAs+HTnnSsSVCQ6eHn280GvHMM8/8ahTW/8XXj3/84xpDw/2iYWJvau4N9S71htlcnTRXqVSkYT2dRO2I8N8a8aHs8cwSUWSQz3uiLHGvdcCiv4fIYaVSEWeXMsw2a3V1dVhYWBC6kUYaqZ80arW2toYXXnhB9P3w8LDok2w2i/HxcWSzWXHay+UygsEgRkZGhFOpeX1jY2NYW1uDx+PB+vo6hoaGcPXqVayurqKvrw/RaFSoO0ajES6XC93d3ejq6sLi4iLeeOMNzM/Po6GhAS0tLTWFQ9RHRuPWVK8DBw6gqakJt27dwq5du4RCpYMAHaSR8200GvHUU0+ho6MDo6OjaG1thcPhqEkXl8tloagxc8n08dzcnFDQeL47Ojrw+OOPY9++fYJa8wyTCkbKEeWODjXXVhfY8QyTv9/e3i4cXHYPYEBK+aOcMJhmKz5ygE0mk/QrDQaDSKVSCAQCOHnyJDY3NzE/P49YLAaz2Yx79+5JsS5tIYEwjUYCkLWiHFImOjo6xHfg9+ssgtaXlM+PyjDogR28uFfca/6fzjg/R4NzREr1WtGp1e8nbVHTOOj/8GekL1QqlV9fZ/XGjRs1BpEIKR1XcoLIU+Liad4TUSM6rHQsGbXojQQgnD2j0SjGzeFwiKNH5EF3JKAAMpVBBctIiQcLqE7m4HdT8VCRkgbAqC6VSoli1ZFTLBbDrVu3MDs7i1u3biGRSODu3bu4c+cOOjs75fW7du2Cx+ORqVTz8/NCnH/qqafESZuensbGxgaeffZZWc94PI4dO3ZI2mhsbAxtbW0SpfM18XgcfX19NcUbbGPBdGFrayt6e3tx5coVHDlyBAaDAalUCt/61rcwNDQEp9OJn/70p0ilUgiFQjUOKQ+CzWaTcX6kdxSlVp9XAAAgAElEQVQKBXzpS1/CwMCAHFiPxwOfzwe32w2XywWbzYb+/n7s27dPKuNPnDiBvr4+adW0sLAgQQoVMHu0MqhgIYJGcuisEkHSkTDT02yB0tHRAbvdjoWFBUGNDQYD9u3bh1AoBKPRiJ6eHjidToRCIdTV1ck0lmQyiUAgIMVEnFn94MED3Lp1Cy0tLfD7/chkMujp6ZF7oTGks8aeeDQ2VKaUK+5hqVTCw4cPMTs7KwqYSiyfz0ugRqXJ4E+jp/oPf76d80rnh4p/e9EFFSzPqFbGNE66qE7z0PnddGr43XRmaVx/HZDV119//UPryT2tVCoii1wnok9s/UXHgjxDvp+GTwMKQJViQqPOPc7lcsjlcigUCkJN8Xq9Qm1h9wtNx6LDws+wWq2i9+vr65HP52uoH0yrJ5NJKerUsqMnuZXLZXi9XrS2tgoNB4BkQZxOJ/bs2SNZmubmZty9e1cMe0tLC/r7+/GLX/wCXV1dohebmppw8eJF0ecDAwO4desWgC3Z9vl8iMfjItcWiwXBYBA9PT2IxWK4fPmynGFNN+I6UW/MzMxgdXUVCwsL+MxnPoPZ2VksLi7iyJEjQp/i81BnkSfLc0xe7J49e3Dt2jW4XC643W60tbUhFAqJk9nW1ibndXl5GYODg+jr68P8/Dw2NzfR29uLvr4+HDlyBNPT04Kgs6E8nR3aVsoSg3zKl6YUAVvdgLhG/Ntut6OjowOHDh2SgKWurjqm1+PxCBBkNm/12V5fX5cCWnKS7Xa7FIMNDg7i8OHDiEajSCQSyOfzGB4ehsFgEDocHVEd5PB+aSepnxiseTwetLS0SK9v1k3QNtBXoJPKP5QV7h+Bte2BuaY76SwxkXLaT/6O96/rdbZ/zkdRFxk0avumawiMRiOOHj36sfTUI9u6ymKxSNUoF5KCTZI2FSEvcnoIbwPVpuJAFWkhN4iRxXYjyc2iUacgclOJRpnNZmQyGXFS+T1asLVBZ8sIogpErDSPZWVlBclkUsjhOsrkGhBte/DgASqVCuLxOEqlEnbv3o1AIICmpiYMDQ3B5/MhGo0CgMw7npycRKlUQjAYxIULF+S5mIYi9yUcDtesJVM35LiR4O50OnH79m3s2bNH0GPNw6KD1dDQAJ/PJ+s0Pz+PXC4nlbL5fB5ut1sMHPeORoqHmUhnsVhEZ2cndu7cKZOb+L5QKASDwSCIJAn6vb298Pl82Lt3rygAdicIBALSvmV5eRlGo1GMONOmep+otHmoKRt8Zu4VAysqbg5qYP9Pzlt3OBw1SojOINuoEF2mMwGgBhEjiZ5nhEgMHTYadyJdlEOuJZVXXV0d0um0cN/4vOQ38hmpZHlW9PMDtS2LqNi5RzybOlWlX6sLMyj7fA8LbDQKoL+D90uDwfPM19OgGQzVkcef9IvySj3HswRA5JNZBDoJGrnmPjDAAPAho0mHUlOeuN86Zap1KZFCTRuw2Wxi6Pmd2mllgLWysgKn0ykBLIMt3guD/mQyiaamJjidzppAhfJMOsTk5CR6e3uRSCSQTqfR1dUFk8mE9vZ2eL1enDt3TmSPunRiYgI7d+6ULEdd3VbfVurSpaUl0aXXrl0DADmnZrNZnDjWIjQ1NeHSpUvSm9RgMAgdicWs7JdMXUr6UDabRWNjo2TN7HY70um07LN2Rvg3denKygo6OzsxMDCARCIhqCR1FbmkFsvWEIOrV6+it7cXfr9femweOnQIhUIBRqMRgUBAhiLQhnN6ItPzPPs8q6TusLWhpi/RqaV+4r0DQGtraw0Fj3vA4rx4PC42dnl5GU1NTZienhb9TzvFZ6S94T0SdddTqsgXJShmt9ulRRhtqfZROHGLHU6or3mPLLDi+eDfGtHkpYNCfT6JgPJ3dFIZpNJ2898M9Pl7OvfbqQb8fupPnU1kYTmBkY97PbLOqnZEdaqAm0g4HagWnjCC1EaTxotCpvl5umiGv6cC0AqayEE+n0dTU5PwLUmm1hENU9C8DypXg8EAp9MpyCCNAbCV4shkMnj48CFWV1dFIWlh1Mrb5XKhvb0dg4ODGB4eRmNjI5qamvDCCy8AgDg3RCKGh4extLSEhYUFGAwGPP3009IHjqkaCh8d5p6eHly/fh2HDx+GxWKR1JIeoef1etHe3i4K9tlnn62psuVakI5w+PBheb5//dd/RVtbGywWC95++210dnbW8IxJ49CItR4KMDQ0hFdeeQXpdFpGAjIlyEPe0dEhzsn6+jp6e3sl3bSxsYH+/n5BV4aHhzExMSFOHLlmnGHNz9VID+VSG2kAso4NDQ3i0O/evRv9/f1wuVzy+ZQXokqsbNUVpx6PB83NzaLEtLwR8U8kEujt7YXZbMbY2Bh27doFi8Ui4xqpxClzGuWkA6DTQ0RfqBiZBaAToSNrzY/anp6isWJ3BSo+3dSfhkqjaYzWtWLXn0tHVHPGddaFAdL2FBl1B/dL79kn/eLebm5uSgU8UJVr/sxkMiGXy9Wg4UR0aMwpM1xTngNNwWAwQ11M54LOpXaCWZDKANFsNsPn80n/YMoA946GmI4u9RP3lA4D6URLS0uor6+H1+uVNCar5ldWVvDqq69idHQUp0+fxoULFzA5OYn+/n78xm/8BrxeL+7evYtgMCgV1eXy1ijQuro6xONxHD16FG+//TaALV0eDAaxf/9+vPvuu+jv74fX6xV5raurQzKZFFtkMBgki0K7wXQ1+0ITOGlsbERXVxcOHDiAV199FeFwGMlkEul0Gj/4wQ/w8ssvY3x8HBcuXEBfXx9aWlqklRMnaBHBBCB6ltz1L37xi7h+/TrGxsZgNBqlCM3tdosdDAaDWFlZwWOPPQYA+PSnP425uTm0trbi6tWrolc2NzdliqDD4ZB6A9LpNMWH9pa2iHIBVIuXCN5YrVY0Njbi+vXrGB0dxcbGVpeaYDCIwcFB+Hw+ZLNZdHd3I51OC2hULBYxNzdXM3GP9kX3i6YOunHjhvgDTqcTyWRSHFhmvGgT2X+VdtxsNtdQZRYWFtDR0SF7QP2mkVJeDOq3UxQ1jUfTD/ka7aRqXattFJ1w/o5Itm5FqLNTDCx50dmlv0DAjd/zca9HVhvrtB3J3eS/6LS/5mEYDAY0NTVJ49r6+voaXpCGwqlkNRpGBFA7rVQey8vLUuBEB0Y7qMvLyzLBhPeoES9WW5bLZTQ1NQGoHphoNIoHDx6gUChgZGQEX/jCF5BOp+UQaR4ZBd3j8aC1tRWPP/44zp07J+ldKoCJiQncunUL5XJZqAEPHz7E448/jqmpKfT19WF6ehpDQ0NIJpMAIBwtu92OZDKJoaEhXLt2TSpc6aQwiCDP6tatW4jFYnj11Vdx8uRJ9PX1IRgMolAoiPPJe1teXsbZs2cRiUTw4osv4uLFix9CuHQqRKNwwNaB+cu//Ev4/X40NDTUcImJlheLRbhcLqytrUk1PXlKt2/fxo4dO4RPWl9fj7a2NknX3LhxQ5BzBkh0jvg5jCKZOjWbzTUz1YGtJtytra145pln4HK5EA6HRT74Pkaw2tmicrHb7TKPGdhSBuwMQXkgik2KSqFQQHt7OyYnJ9HZ2SnOB9+vlRifhZO+aBBMJhOSyaQEBmzNAkD6t/I5taOugwTuIREaPhudHxoQjR7wDFO2uO+aqwigxnHR3FN+F/efBpG/12kvAB8aBPFJvpi+1dW/NJTcWxopnhnKO6epAdXAgjqRcqsBAsqvbr+j6Qd0KnmuqNPYH5SyEYvFpLgHQM13cK/pWCwvLwunTyN0lCfSjgqFAgKBgARR7JzBtnbf/e53xVmi/iAdyWazSaFmX1+fFKQ2NzcLr3tpaQlXrlxBoVBAOBwW+tF//dd/yXo7nU60traK887OIBaLBWNjYwC2RlHPz8/LfmxsbMDv92PHjh1oa2tDJBKByWTCkSNHcOnSJSwuLuLq1as4dOgQjhw5gl/84heIRqP44he/KLaMf0iFILLLe6AuOXDggOhBAiMmk0mmdOXzeXz+85+XoMBoNArCWl9fL+2uAAjSarfb0dbWBq/XWzMQgLadtrlS2Soko72mfGlknbz7o0ePoqurC1evXpVRsYVCQQYjAJBsEjnX6+vr0raPHFxmDUk/I7jE7heZTAahUEi+n+3T6AOsr68jHo/X0Pl4PiqVChKJhBTEMVPJ4JDdWihX27PBOgOhATEGPQwYtV7nWul6GU0x5FkHqi3tdCZQ62/+IZjHs099QnurEdiPcz2y2phka3Lu6ADywHHhiJpZrVZxhgyGLcI9G9VqZ4+brjmnWgnqtC6NscFggMPh+JDA8j41h5VFRkQE6dzpaJLGva6uDrFYDN/97nfhcDiQyWTkAAHV0a9EGR0OBzwejyC6vb29SCaTOHHiBDwejxQZzM7O4j/+4z/g9/uxb98+dHR04Nvf/jZeeukleDwejI2NYXl5GS0tLVheXsbCwoKgjHa7HdPT09jc3ITNZkNvby+uXbuGcrmMqakp9PT0iBNDY/G5z30OyWQSP/nJT/DBBx8gFovh0KFDUgFpt9uF2/m9730Pt2/fxlNPPYX5+XncvHkT3d3dsu7kqW43fqz6/7M/+zO43W6RA44j5L7SEG5ubsqkKxqS0dFRnDlzBi0tLRgcHMTJkyfh8/lEUR89elRGLuqCISIeQNXBIjIKVFNW/H1dXR3C4TD+4i/+Qjhf+nMqlQru378vc8uPHDki6S9W4ptMJum5yv9zDCKNM1NNuVxOmm8DW0hVLpdDNpuFx+MRZ4MoKddXI5zAViBAeSAyyUI1zcvVa8Fzo51H7pum2fBscd+oaHmOAHyIR6XJ+0QGdCCo0/vacdaOv85eEB2i3vh1uSiTGgnRHEjtzHOtKefbRy7SSeQ60qjqQIvIGlCldayvr4suNxgMSKfTsFgskm2ijiSaw+9lX03KFg0lAJFPbWx5fyyC0j0syRm3WCzo6+uThvZ0IDQ6zHtraWmRrFskEhE9zwlVV69exf79+/H7v//7+Jd/+Rc0NjZiZGQEfr9f0M2ZmRnJ1KRSKQwPD8uUukQigXv37sFutyOVSkkFukazHQ4HPvvZzyKTyeDMmTN48cUXMTAwgHPnzsko6kwmgzfffBOhUAh+vx/T09N455138Pzzz2N6elr2j1QLTnAiqkYd2tDQgGAwiOeee05ACOosorsGw1abrmw2K8NgJicnkUwmhePZ0NCA/v5+7Nq1C6FQSPiiREh57hkkaSeOe6ARwe2847q6OrhcLvT29mJ9fR1TU1OIRCKYnZ1FsViU6X3sB14qlZDJZORMMCVPmgp/ZjAYpK4gmUzCbrcjk8nI3wTAtC2nrSLiyACfZ2J1dRWpVArd3d0Aqun7QqEgNBQdOGtQTWeFtC7VFC9Ns9EgH2WI5573yTXWDizvgbaMjizPl84Sa3+JNk2j4f/T65F1VimkOqKgQmLqh4tmt9uRz+elkTIXkcpR80E0aZibDOBDxk2jPFTeejoIBXw7VK6LuOgQsIWJVu783Gg0Ko3c8/k8jh8/LgeZ76eiOHDgAKanp7G2toa6ujpEo1G0t7fLvOREIgGr1Yr/9b/+l5Dd7XY7Xn/9dTzzzDPYs2cPisUiurq6cP36dXGM2trasG/fPknBhUIhzM/Pw2KxoKmpCYcPH8bU1BTGx8fR2dmJxsZGaWfCVIrX68WLL74Ir9eLhYUFvP/++zh48KBweWw2G6LRKK5fv4719XW0tLTgpz/9KYLBYA13jWuvKRpMP7/yyivSaoa9Mok8clpIsVhEW1sblpaWEA6HYbFY8NZbbyEcDmN8fBxjY2OYmZnBxMQELl++jD/8wz9Eb28vbt++DaPRiGAwiNnZWUEA6XBpZ4lcVnKaGSUzwvX7/fid3/kdKWqizHHE7djYGE6fPi3TYNjqhQERHWHyTmm86JzSadQFIUajUYKzzs5OMQo01JRrIgs0AAw6uJfpdBqLi4vCY6XsMojgWQFQo6B0BM7fMWgkams0GsWJYBqJIz95HgDUnB9+FlOh/D2VMc8TCyK3c7q4DvyZ7q386+KwEtXWAQSDHe4XkVKuPek+PItEgbQDQedWp3Q1TYZFhpo/x/vRHVGAauDDfWR6+pcZQb5Xc8P5c36HRn4aGxslbVssFuHz+WAwGHDmzBlBKtkOqVgs4t69ezh16hScTid++7d/G3Nzc0in0wiFQggGg+IMMWV78+ZN7Ny5E7dv34bb7cbFixfx7LPPSps9AgnkshJwMBqN6OjoQCQSkS4J1K3FYhF79uxBQ0MDpqenMTY2hvb2duRyOfT19eH69etYWVmB2+3G5uYm7t+/jzfeeANf/epXYTQaMTIyggsXLuD48eOIxWKyLgCkxVQmk8H6+lYTe1IR6ODv378fExMTeO+992C1WgVIWV9fF/SU3UFcLhf8fr/0FeXgFbfbXTPYAahy0MmXJZcV+HAfXQZGtAVEEnXAubm51Y+6s7MTmUwGCwsLmJqaEnrI+vp6zVhXOmIAEA6HkUgkxJkjqEKfg71MqTd1LQZRf+o3ZmUpFwBEjldWVmTKIOks5XK1zSZtCS8+o/Z3gGq6XQfsXBvKP+VeB4xAFXXVvG6uA88994ffS53O7yVoxP0jx/xXQQN4ZCdYcTO3T13RnCmtrBobG2sQVNIANN9NQ+ua1wpU0THthGouFmcHa54e0zSFQkEcDJKmKQjkbQLVpsh0cCuVav9Akra1AHEdgNqpK+zTyobdm5sfnrqyZ88eaWRdKpWk6IgFRJy6YrfbYbPZEAgERMg/auqKzWbD7Ows6urqkM/nhe/yy6autLS0/NKpK93d3chkMkilUjJ1RRfrEO3Ql8Ph+NDUlaamJtmHXC6H2dnZ/9epK0SqyRHm1JXJycn/7dQVcl01n4gHmgqQztP2qStM/bOQ4v/r1BWiCHRUuc/Ah8fAftTUFa3oKUNsAUZuLJUaDRbTVQBEVuk0U8HpTAEjfp325b3y3HIddb9FBoeaP6sVLvnWfA7+TQeK9wd8eOoK949oDe8TqKIKfPZfh2s79YM6UxdSUJYpa1wb7pN+P/+vA3w6jOTcUVYYoAO10wCZheK+ECVi9bcOMLYj7dxTdnuhrOlpgLpIUzsnlBNOA+zr68NLL70kzqqeBlgub03fGxkZ+chpgAyMyuXaaYDs20pdqgME/ptyTMqNngbIIPyjpgEuLi5Kce/2aYDlchmjo6OIRCIfmgao0THaUgYsGsDhXnEPOQ0wGo3+0mmAPp+vZhpgS0sLgsHgh6YB8jxq3akDIH6/llfqXv4eQE3qmZ9N3i+nAfp8Pul5Swd7+zRA6jG73S7ZPT4XufYaQGCARifWarXWUCno7GpbwWfiZ2tdTFnknvMc8N+aj6qdTJ5TfTb5PupJcvdJsdCIqc6wAZCsB6k/2mnlM/P9PN9cQx3gftzrkUVWiUQyImVUxEXjYjESpGJkdK+FWSO0mnfBDeKG6nY6uk0FABmpplEKCoHNZpOIA4BsoBZSRlcWi0XQnfb2dhw7dgzvv/++kP/Pnz8vZGweDDosnGdtt9tx+vRpUZpUiD/+8Y/h9/vx/PPPY3V1VeZZf/azn5Xm7vw7n89jYGAAMzMz2NjYkBQJK2rr6+sRj8dr5lkXCgVxMtnblXytfD4Pm80m/w6Hw2hubhaFPz8/j3fffRd79+5FKBTCmTNn5ODSAWYQwX3QRUivvPKKzKom/1UjMHzebDaL/v5+mWddX18vjfNZ7c89qqurw1tvvQW/3w+v14uxsTGZZ61ReaYj9eGk7GkjWFdXVzPP2u/3Y2ZmBhaLBQcPHkQ2m62ZZ811ZxFEIBCQaJUOI59zfX0dExMTaG5uRjKZlBQ6935+fh5er1cK5aanpzE4OCjtuuicUQG5XK6atD6dVD3PWmcMdFZCk++pQHk2qCw1JYB/80xR6enPpwFntwlN2yG/jGefBkojdZqeoI0j75XfTT2Ry+VqKAif5IsIOyklNC5Mu5Kiwr0EII4I9SmDE60/Na1K8+P4Gu18MANBw6iLTIgaaXSJZ7uxsbEmK6VTxXS8qTc03YSOApF9jSIDWz2e19bWsGvXLpTLZXzpS1/Cd77zHfj9fgBbVeYLCwvweDyS/uf5zmazOHLkCJqbm3H58mVcv34djz/+ONrb2wFAbNLo6CgGBgbQ39+PSCSCXC6HcDiMzc1NhMNhQWpNJpM4yWxnyEBVBwfUtblcDk1NTUilUgCA559/Xnjz4+Pj+OEPf4hTp07hxIkT+PnPf45z587hxRdfRC6XE6dX2yaeIxbZ0Xni+Tx16hT27t2L8+fPY2xsDD09PbBarVIwRaeXThodPDrkDGS0fNBx5fPxvNLJoi7R8sYzr20EUD3v9fX1MoWsVCoJcpxMJmtGTVMvELgZGBioCeCIgOZyOaysrGB9fR1tbW3IZDJS/c+An7Q/ggz/D3lv9hx3et13f4FuoLH1BqCBJnaAG0hwnSE1o1k1M5GlUSzLiVy+satclnOjip24nFRSLudClT/AqcSOyxcuVzmucrlix0lkSxrJWkYmNcMhNeRwGZAEQOxLA41uoDfsaOQC+Rycbo0vXklvvS81vyoWSaCX3+95zvo933Me7DFUAOIPf7KYdESdIq5gTaTKEXzVVRFfafA2lLVF16Aq8KweQcXuQVHwdh2/53t5uDdsrAf2sPvY15/kemqDVQwRGQ4K5sdEwcdgFA1IH5l3tTBLR0EvQQt/+wYUr6hcBwcHNtII5IcRQOVy2Rw8ivlRo7G2trbM+Pf19WlgYMCamyTpP/yH/6Bbt27pj/7oj+yY146ODu3v7+uFF17Qz//8z+uNN96wkgOjrSYmJrSwsKBYLKaXXnrJAptCoaDu7m7t7u5qbGxMr776qlZXV81Rzc3NaWxszNBVRkfBcYEnhNMZHh7W1NSUBgcHDX1oa2ur6CRmbAuOsbGxUclkUvfu3dOxY8fU3d2tx48fa2NjQxcvXpQk66Tc2toyxQ8EAka+/43f+A0bzl0oFLS/v6+1tTWFw2GdOXNG9fX1Wl9fV319vZaXl3X37l1dunRJT548MX5ZS0uLfv/3f9/2jqtUKml0dFQXL15UX1+f5ubmKpowUFK4SpSuCKKYwRgIHB6+MDw8rKamJt25c0dra2s2muvb3/62Gdy+vj594xvfsCTLD/xGVhhPxvfBPd3c3LQ14oQf0P1YLKZcLmc8o93dXcXjcTPEjHZjvizND9LheeHwznK5nOlMU1OTVlZWKjJ/qfIEODJtfk8i4JNG7xzRXfSTwJdAldfiuOB+o1f8uzoYhgvHvWJY4QODTLNePnj5Wb7QZwJV5MFXq6qv6gDSBxW+Ua3afnrHyudj8yRVoFHsO/ZMkgWY3rHj/D1dhPvxMuXHC7H3OHiCHu51f39fN2/e1MHB4cSNZ555xip0wWBQV69e1cOHDzUxMWF2jZP1cMytra26cuWKrl27ZidSnT17VqOjoyoUCjZx5cqVK5qdnTW5JNk8fvy4ksmkMpmM+vv7NTMzo8XFRdsDusx3dnb07LPPamZmRqVSSePj4xoeHjbqzurqqsbGxoxvevfuXU1PT+vf/bt/p56eHo2Ojqqrq0tDQ0MWfBAM0U9AwoG8sPeUvSORiH7hF35BL774oh4+fGhzaP0pTKwvNDxJFcgc9i8UClkCge56hN/TwKSjTnefgHq74jmuTDxAbjkafG5uzkaC8ZktLS1aXFzUa6+9ZnStTCZjdmZ9fV37+4enuJVKJeOu7uzs2KEq+AWe1ccPBHEbGxsqFot2aFA4HK6wZcQxBK3EM3wOPoJ1wK4Si+BHfKXLB5XouAf6SKjQPw+qkcB6hJt99NUYX7n62NMAMB4ESz7QAHnD8SG8KInnp/A76YgbRWDqMyofwPoGH3gsKApZO++lGYXPRenImpj3V1NTo4GBAb366qtKJBKSDo3AlStXtL6+rv/+3/+7/vzP/1zJZFJzc3N655139N577+nUqVN65plnFAgE7IQjFDqXy2l8fFy7u7t67rnnNDs7q3Q6badEYfg7Ozt1+/ZtmyMYjUZNmZmVR8BJSWxnZ0fpdNo4PMPDw0omk1bihqfGv2kOoOlpb29P6+vrmpiY0N///d/r1KlTevz4sW7evKlEIqFUKqXJyUktLCwYGZ5ARzqci/qrv/qrKhaLWl1dNfSUIHtsbEwPHz5UXd3hSVmlUknxeFxjY2N68OCB+vv7jeP1X/7Lf9HMzIw14oVCITU1NVk374cffqjNzU1tbW2ZUQPdRK7IMHlupidQkonH4+rt7dXKyoo2Njb09ttv20xbytLRaFT/+T//Z127ds2cAg0DoE4grjgV5t9Kh0aDbL5YLFaU8jmAIJvNVpwkRjCAMfP75rNlmiXQg729Pfu/R8OQc54JPanmjHqagudXYeS97PgOb/SXUqp/FnQaNIgSII0Kfn/hskL7yGQyWl9ft+cEmfpZv9gPgkwfzFGGxXmDZEpHZ4bzWoIE6ahBi8+spnFIRw2ivnzr7S+fSfDiy58AD9ybD0p84CzJKDOe7kGQiq0GdUKGSJZqag5nGV+/fl3Xrl2zhqJbt27p5s2bdqJVJBJRsVg0Li+2JplM6urVq1pfX1dd3eFJh9BX6Bq/d++eksmkuru77YjqpqYmzc7O6rvf/a66u7u1uLhodCuSYehNINKnT5+2auPc3Jy6uro0MDCg73znO/r1X/91FYtF5XI5S6D/5//8n+rs7FRLS4t++MMf6vvf/76i0aglrIwBBMUk0KpOAvL5vAVQoVBIFy5cUGtrq+kzFDzWHe58deWJ58BewTsGteYPVUlfvUEOoIshN/7ywW+5XLaDD+DacnKX55tCMUBWU6mU+TySLSgmsVjMAj3v49AbZsnu7u7aEbbECcvLy0qlUmYjkV98C+tCVclfVIawsaw19+8DS0/hYT2wo56LSlDqJ9GwJ96mS4c2liBWI2wAACAASURBVCpuc3OzmpqaKgJq9uMnvZ5aZBVB8KNL2AjvDD0s7tEXhEI6KuVj9MjaPfeKwFM64ivyPpSHozxRcJ+J+hKapwFsb29raGjIjhnd3t7Wu+++q8bGRn3wwQd6/PixJicn7WSXjo4OvffeezbT9ctf/rK+8IUv6Hvf+55OnDhhzxYIHI5ievvtt63jfnl52U5KwhFTfgK56O3t1d27dxWLxXT27FnNzs5qZ+fwXOxcLqeVlRUNDAxoc3PThm5DQ4AsT2bJUaVwR9kPlL9YLCqRSOiP//iP1dPTo+XlZX3jG9/Q3t6euru7zbCShGD86urqdPnyZV28eFGlUslKN2SSa2tr5nSmpqYqhvUHAofjcW7evKl79+5pd3dX6XRaMzMzVmbGSXKc5Pb2tlZWVsxQMlMPpI6By5KsCa2mpsb4dTjteDyu2tpadXV1KR6Pq6amRjdv3rQRWwsLC0qlUpqfn7dO63A4bCR+7n1nZ8f4yXCgQe7r64+OcA0EDjuFl5eXdXBwOOCavdje3tba2pr6+/tNJiUpGo0a75VOf/QBxBFDWo1UkkT4sh777bN9f21sbBhq4RFTn7Wjo95Q+8oIf/Md6CTnhJNo4nj8uDECdxwljpx9+zhcOEE/t5ik0KPS9Af4wMB/hkd3fAe+p1h9lNOiKdF/FuN6pMOmP0YjSbKKGgGfD6ChyOBsJVUE0gAcOF8CZN94hXPGbkSjUZ06dUqSND09renpaZ05c8bAAUk2IJ/JHPF4XGtra1YalqTvf//7evnll42LSwCSTqcVjUb1/PPP62tf+5paW1ttpnMoFNI777yjCxcu6ODgQOl02o4AJUjZ39/X7Oysent7devWLUUiET1+/FiLi4vWnLSysqKf//mf11/8xV+oXC7bmL6RkRG99NJLmp2dVaFQ0I0bN/TJT37S5sQCTrBvBJL4wJ2dHS0uLqq2tlbNzc2KxWKGMNLQSkOY5zj65JQgySdIyIVPdKqrNfhUEg3e4/16NTUJOfXUEY/I+8/BDg0NDVVUS+nJgMIG8BQOh01v0BXfR8L3ohv4CgJEguCamhrrCSEeIYCGSse9ohMEztWVKh+kAm54JNXrhad/oGfEMdhufl+NhgNOeMqQ5ztX9wD9ONdTG6xSgpUqGzY8EhoMBo1PCLcVI+bLUZ7rUr2onuDP5XklGCKcoS+xesdL4IJjbWhoUCqV0oULF3TmzBk1NjZqY2NDGxsb2tvb03e+8x0VCgULRhobG/XgwQMVCgVdvnxZv/Vbv6UTJ07YTNZEIqEnT55YSeLGjRtWojp37pyy2ayuXLliDVEffPCBZmdn9elPf1p379618UUMpB4fH9err76q9fV1RSIRTU9Pq62tTQMDA7px44ZGRkYUjUYNRSB4QJjpRKcpgG5RuIfBYFCtra167733tLCwoC9+8Yv6X//rf2ljY0O9vb3KZDJWVocewdpduHBBr7zyiqampkzB/Pxa+K2bm5tKpVJaW1tTZ2enlVI4DWZ1ddWC4P7+fkMjGfa/ubmp8fFxa0ZIpVIV/Bsyf8onkUjEOD5kuh7h2dvb08zMjJUym5ublcvltLa2pnQ6bYhOb2+vIeTJZFJ9fX06fvy4nUQTjUYtaGPs1dzcnAYGBow76xGnYPBwZiKjVvL5vLq7u1UuH06boPy3srJiKAiBOwaW5jT2hMSDxgSvi9IRR4qKB/fEaTEYwaamJq2trUk6LGvyXo9ykQh4RMHTCPhevhud8RM6cJbMpy2VSoas0DBR/b0Y7Z/1q5oGwn75Ujm2EWe8vb2tWCxWUZWqTkb8/khHFBBJFiCSpPB9dXV1FXOKQS79PFdkm+DaXyRiPpiRjnSVZhi6/ykLk8R4R8vQe/Skrq5Ozz77rFpbW3X//n1rLIJnymxN7ABI08HBYbPX+Pi40um0ent7jQIFz3RpaUlvv/22IbQ1NTV21n02m9Xf/d3f6cUXX1RXV5eWl5fNr0SjUWWzWc3NzSkajaqhoUHJZFKPHz8225lMJg0RlI509BOf+IS2t7c1OjqqK1euaH5+XgsLC7p+/bouXrxoPFmaZX3TJEhhNpvV9PS0urq6tLu7a6PG1tfXFQgEbC9YG+SNvfNzfJEfdN6XlL3/JbHis3y53yexyApJCa+Ba4qNR+/hbtfWHp5KBXiE3PmJFNwz88KZUsEcWB/wEYf4qQfMbN/f37cq5fb2thYWFtTT02M9KQAUnqfPvwla/b6gAz45QBdZB4+gesSUPfGgAzrKWnqaBMG0JPt+fIdPFn9a11NLA/AoJwEHQoKDohzESSXVhpG/Wehq3p0f6SNVljJ9ydSXlODMEqCRUZFN+i7QdDptpzTV1tZal/rExIQKhYLC4bAJT3t7u4aGhtTQ0KALFy7o0qVLViKJRCKKRqN6/Pix3n33XV27dk1TU1Pq6+vTz/3cz0mSkfvhNXLsHmuAgMLtXFtb08TEhK0n31MqlazEUSwWbSSTL1OAarE2jD8hsAJVyGazevDggbq6ulQoFDQ3N6e2tjZTNOmo85v9qq+v16uvvqpcLmfOj71g/1EWyjPMBy0UClpZWVEoFFJzc7O6urp09epVJZNJhcNhJZNJtbS0qK+vT4lEQseOHVMoFNL6+roWFxe1tLRUsecE6jwzBhkH7TP12tpalUolpdNpPXz4UHfv3lU2mzVjQKcqnxWPx62DlhNR5ufn7dx0kFtQVugooFIgIr4Jwzf54SS6u7uNxsJJYtA8CB6YQYihQh48j8kH5J5vhaOhjE8wwJrs7e2pVCpZ2Yjg1vPPPEeKANiX0NhvkgaaALETGHV0DFQZZ+U7sjGw3jn+rF+eBsKcTI9qeSTHU6kYkO9RSelIZ6srV768ycWe8xoPDlCaRQ5xqJ5bi457+gGyg02DDuYDWyhNvtnHAx6g7AS3fHdnZ6cG/u+BGtgdgisCHxLGWCxm3M2uri41NDToyZMn5lf6+/srDtGAKkC1oaenR6dOnbIKx9zcnFF02BNsIif/NTU1VcyoDQaDSqfTthcetRwZGbGpJ+Vy2Q5IYaIKU2VYH76PgLK2ttaCUvQUWfIVjpqao14Skh/kTjqazIHu8zvsgy+Je0ScKhvfwff5v6mKej4nQRx+OZ/PWwWGAJIGYdaAz0omk5JkNoPTz/DF0A98LAEdq7Gx0foMSApJpA8ODrS6uqqFhQXbLz6PxIBn8ZVe/u+pWfyOoBQfiKz6pBK/SeUK3UGPAF78FAHuyzew+uYtT+dhHaorZT/O9dQiqx5ylmRlSQwf6CYOmwyJBa2trVWxWDTk1XPh2CjpqOzhIXLPX/XOzRt00Cw+03+HbzSYm5tTIpHQ48eP9dZbb2l7e1uzs7M2WzWRSKhcPux8/eCDD/Sbv/mbNt8OkvjGxoYSiYRu3Lihvb09Xbp0Sc8995zi8bi+853vaHh4WOfOnTPDu7q6WiGsNMhcuXJF77//vjKZjJLJpMbGxrS7u2snLI2NjWl0dFT/+l//axNOgnKeEzSObkhGJmFwCJx2dnb013/915qZmdErr7xiJ3SdOnVKpVLJuJ7VVIvf+Z3fUSaTsW7tcrlshsbvFxeZ69zcnAKBgDmZ5eVlJRIJ66qVpGQyqba2NvX19WlhYcFm3DLvE6QHw5fL5cz4sa/VFBQUGuOGkjc1NZlTa2pq0sDAgCU5+/v76unp0cjIiA4ODjQ9Pa1UKlXRKEKSwfGsvb29lgARhPmjYDk/nPJVsVjUyZMnK06LYg0p27F+xWLRZqvCv2ZGIQkCxhX98lwun1DyOl9O7OnpseAWBMzLCQGq/1wO2/DoGQgGz+OTit3dXSvLklhgwH01xSMNPlH9Wb48UuX5aqyBL/dTPaEBgwNACCxoAMHGssfsEQk7tgvnzRUMBm3c3Ufdp5864W00gQs2gwSHPSRZJFHlggJFMuf3nMSa4CYSieiFF16w8m65fDhvdnx83CaG0AwaCASsUkPZ/rnnntPExIRSqZQ1SG5tbWloaEj37983RJLg7ty5c3r8+LFNukCfenp6ND4+rp2dHTs+lCoQ0wkKhYI6Ozv18ssv62tf+5o1S7F/0WhUQ0ND+su//Eutr6+ro6NDp0+fVn9/v7LZrN5++2298cYb1uCLTUUvQZw3NjZsqguBemtrq5LJpPVhoE88M/tPwyS66teaI6Q9Qu7tiA+UuJAJX7YmYOM+8El08RM0Iock/9gdpj9Ih6emMQ0Bf4TM4ff4Ax3l4OBAAwMDymQyam1ttd/7jn5J1si6uLioWCymYrFoDbIkTcwBhhvLM/skENlH5v0ao78+iPW8Xl7veabEMj7AJVHChhMX4VtIXqr7g37S66kNVqXK7AtkhdKiz6RA9Vh4DJo/q9eTiKuFnYX3Q8J9aQGECePd1NRkHEKfeRMQUCLu7+/XzZs3NT09bbM1GxsbNTIyoqWlJa2vr+v48eN65ZVXVCwW7UCATCZjZ1HDDerp6dFnP/tZ/cEf/IFWVlb0iU98Qvl8XqlUSn19fbpx44Z1gyYSCTt2lrEbS0tLlv1ubm7q+PHjmp+fV2trq9LptFKplObm5vRv/s2/USgU0szMjNra2lRXV2cNR5zagiGSZOV4r5TFYlF///d/r0ePHtkJI/fv39fg4KCVZ6SjQw/q6+t15swZfeELX7DM13PcqksgoHckKigWgRUnMPn5peVyWalUSltbW7p//35FAMafnZ0dQ7w3NjYqUELvMD31xGf9cOBwlqAiDQ0NSqfTFWOZZmdnFQ6HreyfyWTMaREoIFe+pI6TxtDBrS0UClpdXVV9fb0dHdvS0mKnWMFnZcC/PzGLpiNGq3kkhYoB8s39+5KeRz3RV4J8gk5PrfGJHwbQoyueC+kTQCganjsZCASsQZAA3vNRfamqmkL000ADnoaL/ePf0tFRiyRc3hEGAgE7uQkbyZ77agK0G/86uOP8nmCYKolv7CMh48hf9hgbjs0luEZGPHKPPoBC8e9CoVBROfCfR3BAEA2aPDIyYkdNA0RIsmM3I5GIcREbGxvt5Ljd3V11d3drfX1d586d06lTp/T2228rn89bgyzfg4wPDQ3pww8/1KNHj2zyC0Gu53gvLi5amZ+SP3Nc29raVFNTo3Pnzml+fl4nT57UZz/7WW1tben06dPW4LW1taW/+Zu/0enTp/WlL33Jqg3Xrl3T66+/rs3NTeXzeWvu8nscj8crDilhLWlQJQEgQYzH40qn0yZb/nAHdJLqHwglCRR2w68TfhvKD/vOenoaCrpN4p5Op1Uul61JlGcslUrq6enR5uamXn75Zfs+KA9Q3Gi2g3oXCoUUiUQM0afvAErI+vq6BXBUr0AtAZ3K5bKePHmiU6dOWbCOTfOoMHpAfOJ1h9eR2NNDgy6h09WNtNJRws99ed2Wjg6LQT89mORpOVQ7flp8VekpDlZZPI9e4dwwapRH/JiKbDZrG0WWSAaNQWYT2SRv6DydQDpCIgg6UAaECaX0iBQk/0KhoFQqpd3dXS0vL5uiB4NBnThxQqdPn1YymVQ+n9exY8eMl3ns2DEb1QJXii7TL3/5y7p9+7bee+897e8fjtW4efOmJOm1116zNRseHrajM7u7u/Xw4UO98847ymazVgYnq15eXtbu7q4GBga0tLRk8//IQOHjbG5uGnKJE6KZgdeCzt26dUtDQ0NKJpPWWDTwf08YIRAplUra29vT8ePH9aUvfUnr6+tKp9PWScnnYYQoMfnyI07MN0Osrq4qFAr9SLe3H5njy52hUEj5fF6BQMA4jyClIDY+WAsGDwebM+LJNwOGQiGl02nFYjHLwHHqHj0AAYdTyX3t7u4a8uwJ88hoV1eXcrlcBccXo5/NZpVMJtXb26vV1VULXqETgEKT/PBz6ehkFjJuX3YiKPAZNfqBTniaQDUNgADBl4g9Esfn4jSqS7roPiVUkgSSi2w2azxV5IT38D6un0bX6tN4+UATWfblTwIQHOPKyoo5bZJ96Whyg0c9uXwpl+9kL5Bx3stBGa2trbbfjAZkj3yi5ANRngW6DMAEtqqrq0vz8/M/QuniPnCyfs5uc3Ozrl69apQYdJl1CQQCNoouEAjYXGOCifb2dntNQ0OD3njjDeVyOT18+FCTk5Pq6OjQ/Py8NjY21NPTo7a2Nk1MTFhSHA6HdenSJd2/f1+BwOHBKk+ePFEikTAOJr6uoaFBfX19NuZqeHhYw8PDWlhY0IcffmgNorlczvQhk8no3r17+vrXv65//s//uU2NuXfvno4fP25rQ/CFvkpHjUyhUMjWGR8HkspBLZLU1tZmATU2GZsBFYDxUp5fWVtbayfaYe/4t6cSVCeZBEzYS2wc31sqlaxZdXNzU7FYTO3t7VpcXFRPT48hv4AKoPAjIyMaHx83f8facK/INCjrRzUcoR8csMMzzc7O2mlfXAAgcMqhyNAz4pFOqsk+DqH67ANZ7ol78JQpdJR19XEQ+y5VcpCRd7/u1dWZH/d6ajmrBIHSEeG5uvGlXC7b+enNzc1qaWlRW1ubBVRcGDGCGs+r8ZlZtYJWl4wITihneP4T94Uw53I51dbW6sSJE1peXlYmk1FLS4uOHTumy5cvq62tTT09PYrFYjaKJJPJ2OgdTmhaWFjQ9va2Jicnlc1m7UjVkZERmzLQ1dWl1157zcZKBYOHR74NDg4qFAqppaVFly5d0p07dxQKhRSLxTQ1NaWWlhYNDAxoa2tLp06d0uuvv66ZmRnl83kVCgWbacqaEYiHQiHrKCdY2d/ft070v/mbv9HCwoKOHz+uQCCg0dFRtbe3W4fr3t7RkORYLKavfOUryufzdvqLJKN5+C5VlJUEgzI1aC0GHUdGmY7B+3R6FotFFQoFC6wIDJE3FJjv9KfpIFfVnCreB3IJx4wOe04YAzXd39/X/Py8BVy5XE75fN4QDAxoMBg0fim0FgJ+b0wI1AjgCUoikYjRG3AMsVjMynb19fXWWAbKAULps33PGyXg/igE1JeTuNAP75jQKR+gen1jr6FeUN4E2cjn85qZmdHKyopWVlaMq8o9+4DJB1SeY+V//rN8eXTKU5x8AsiFvkuVzXQ+ifeUAvbNo1y8jsCTJN6j7JSqqUbAG6WUy+dha7l3EieCAYAK5Gpra0uzs7P6J//kn6ixsdFkAh2mmuOD6N3dXZ07d866vefn542XRxBGQDI9Pa2trS11dnaajUGG6RGAf065u1Qqqb6+Xh0dHQqFQjY6MB6PKxwOW+CxtLSkRCKhra0tbW5uWoUH/WNt4c/W1dWpublZDQ0NWl5e1tTUlFZXV9Xe3q7h4WGjHgA2BINBvf322/rmN7+poaEhxWIxjY+P69q1awqHwyoWizaNBDuKzsK5z+fzFYE/iYSXj6amJsXj8YppHdw7ekd53h/Mg4zie6v186MCVeQUxJv9ZJ+3t7cVCoXU2Nhoa01Atrq6at+HfcNHBAIBjY+Pm3+QZCOmkEvGQ/JMHv1FPzxPFkQ5n89raWnJ6B3YK2gzXidZaw+2UUVEhj2y6YNUPzmGZimv/9hsnsFTbzzS6gNiKn70NVAR+WmAAE9tsIoRQogxfE1NTRWKi/BizBBW6cgY+9KlR3R8aQKuod8sDDfGFPQHsrV0RPDGaLNpGHxO1YjFYkomkxocHLT3h8NhNTY2anV1VZOTk2pra1NnZ6d9F1xC6VBRZmZmNDExoZ2dHQ0NDemZZ57R1atXtbd3OM8U9I7vbW5utm7UU6dOKR6Pa3Z2Vu+9957m5uZs2PzJkyd19epVPXr0SN3d3RoZGakYrOy7Q30nJgEUSr65ualcLqfp6Wn19fWZYq2trVmJfm9vzwIhSXr11VdVLBYNPSCLprzHhSHEKPixNSDnGCvO48YQMtB5f3/fSjWeHwfazfp5GcJAEDSxrwSp3qH7a29vr8I5sxasJ9+BY/aIarVz5vMIzL0O4Cz4DJzAysqKjaXCqHCKSzweN+fu94XnIzv3AYhHLjDu/NsHgKwXa4cu8cc3jvgyHwE2OohOsc8kDfDHcrmcJSMYVNas+vt5P39/nAJVSaYvcP5BwJg/KR0d/+ibSLwO8l7pyAlLR4Ew7+fzfJXKlyI55UiS0Yd89QAEx3PjuD/PqQNF4h59wrO9va2xsTGdOHHCkmt0GFvhG0T29/fV1dVl9xkIBCqaXiQZ/amurs4anNBDEuexsTGtrKxoYWHBwIloNKqWlhYlEgmdPHlS4XDY1hD+r680Qf2qqakx2d7Y2LCglD2rr69XW1ubBZkzMzNmi7u7u43eFYlEFA6HLcApFou6fv26NVxubW1Z4w92gaDEo3nw7UkuPMdVqjwcAp/r5/b63g/PifT9HSQ4+FT/udwD9+NBC2wT/4evigwCHEmywJ0GN0lWTZAOA3DWgf2GqsR9YGfoSWB/GPOIjHmbxYmB2G2oCdg7z931zYu+Ksw6VQNtxEY+4afMT/wCEEOy42lb1XERuoyO8dw+vmD/PCr+k15PbbDKopI1+YXyRgzjC5+PjfHcO599c/nF9bC9LzHzRzo6ntPD4WRlvnQFr4cAl8zqypUrSiaTxq+9ePGi7t+/r7/6q7/Shx9+qFgsphMnTljGsrKyonK5bGNLxsfHNT09bXxSyl0//OEPFYvFLFNvaGjQ/Py8QqGQpqentbKyokePHml7e1u/+Iu/qPX1dU1PT2t/f1+f/OQn1dDQoIGBAb311lv66le/qpMnT1rQ4ptUGPiPgOPM+AMad/fuXY2Pjxs/9fHjx6b8IBoYpLNnz9o9sV4EbeyHb7CTVNFkQblqe3vbzvVOp9MqlUoql8tWiuK1pVLJxr+QrFDeRpnZY8/FwkhjKH2y5PmbBJo4W06KwoDs7u7aPRFggsJCLcBwIp9MOSDwDQaDam5uVjgcNmdJWQ55bGpqsikDvkLAWnme6erqqjKZTEWwCg8K50C5zn8WjoUA1JfofOCODsO9ZfQXQbTnTPoyGhfjYHBw5XJZ8/PzymQyNq3CBx/orjfc2BCuj1OgKh0lNL4pTTpaB9bd8+4prbPPHgCQjkaXUYr0Tave1mI3vQ4gVwSa0GuamppsvBZ6TlkXxJ/L22I+mwBra2tLjx8/tqOkkSkaNuGoIzv19fU6e/aszc5MJBKmIwAgPEssFlMoFNLk5KSampqMo39wcKBPfepTSiaTampq0uXLl209A4GAcrmc0um03W86nVZ/f7+NJqytrVWhUDD+NU2s6Fg4HNa5c+esFE1AnUqltLy8rMnJSaMtvP7660blYJShtwEzMzP6r//1v6qzs1ODg4NqaGjQgwcPtLy8rI6Ojoqq0tbWlnXTb2xsKBKJGP2iVCqpubnZfJYkQ5tBIHt6eoxCRiCGjSEA470emSeQJan1PHj0m2APf0LSwMxyguT19XWbchMKhaxR7lOf+pSCwaBVazY3N42/z1rt7e2pvb29YgKJVHlQDJQ/5IX1IMjFR6I/JOfpdFq5XM7oN/RCAGT4wNAH8v7/2E18AQP7PR3Lg3WSDLTAT1XHVTxHdS8Cek6wS8D6jyHe/0+vp5agRQcnwkpAgaEjO2LzvSFmc1AE78hwrlw4QS6/cZJMsDx/CWTOj/sgYMDIwr/a3Ny0c6CvXbumvb099ff323GcHJEKP4zORZRndnZWly5dUiqVUjweV6lU0sjIiPL5vMbHx5XP53XlyhWdPXvWDDvE9mQyqaWlJd26dcsc0C//8i9Lkq5fv65vfetb2t7e1tzcnPb29vS7v/u7Gh8fN8pEd3e3BRMgdh6tQpApV4VCIX3rW9/S2bNnJUkTExO6deuWEomEIWesUzwe13/8j/9Rq6urOjg4sDI5TWyeWwcnliDUZ4++wxeF8QqIA/LKiaHBaHIkqXTUkEOpg8yYAF2STZ4gO2a9McYoui/b+CQK4+udOqV+nATfX1d3eDrX0tKSdR0fHBwYkZ6AgkAW2cGgZTIZc3gEh/CtAoGA5ubmLEAh4WL9aDrEWPmSL7qCQasuH0lHVA5fwWCUkF9jDDWfw334DnDswMLCgvL5vPL5vN2n32+PInhUBuP+UZSAn/XLc8t9cxqBI04KlMrvL/vim6hAXkluKJd72UfufYMTe1AsFivGD3KRoAJM8F3IFvuInPAav+d8XiAQUDabrUjAeDYCHQKmU6dOVQRIHDsNnYjXUvKkuXFxcdEcP/0TIFN9fX3K5/Pq6OjQuXPnjDr1t3/7t9rf39fc3JxaWlrU399vjTwkk/Re0Kjb1NSkvr4+G0lIJ/34+Lh6enosGMXO4TsikYja29t/ZMTXwcGB7t+/r7/8y7/U5z//eXV3d+vWrVv6h3/4B0lSZ2en0um0URui0aja29sr5CcQCCgajZoOM9MYGfGzufv7+1UsFrW4uGj+hH2gCdjvHVUpv9dc1dxKr+PQuaB6kQBIMhpUT0+P2tvbNTc3p/7+fktY8C0+GaMaMTU1ZWV8YgBJVmlcX1+3YJFDg3gmbJ8HNbjS6bS6u7sVjUYremiw4Z5Pii4eHByYzLEOfiygryD4uMR/Fr74H0NWuUf8MTKNDuBrCJw9feAnuZ7aYBWnnU6nFY/HK7gS1YRe31VH8xTwNaVR6QgJk44cFcrr+Yqem+cbarjIuMrlsgUU/Jzh7JSem5qa9PDhw4qyS0dHhy5dumRdpn19fYaCUa5pa2vT7OysIpGIlX82NjZ04sQJZbNZLSwsaHd3Vy+99JKOHz9u74vFYkbyj0aj+uQnP2klodXVVd27d0/RaFQ9PT0qFou6f/++XnzxRT377LPWndrf36+2tjal02ldunSpggoA0sp3YZDq6up0/fp1pVIpjYyMqFgs6s6dOzak3pdZ6uvr9ad/+qcWNBGogp6gbCgmzU6SfiQbrKk5OlkMJeR7UGacMSUb5AsnR0BFdg5HkoCtvr7eEhRPfqe0TiMXrw+HwyaHPA8GAeX23f44Q9amfJYEeQAAIABJREFUpqbGju0jK+ez4alhjODTURrv7OxUKBRSb2+v3W99fb2i0ahmZmYMQZMOM+zV1dWKEVg4AHje3jF4HfKBg1TpaDCKBDgELTSq8V4/3oYKiK9QUFIkuE+lUsrn8zYT1nf6s748mzegH4Wk+qrJz/pF8OjRQhBBqfIIaoJWEH9vB6Uj/SOpBNlChiVZYsz/2Sf2kUY5EDeaSTn5iWAFkGJzc9P0wY8IlGTgwe7urlV+fOBKIikdIa9UgrAX58+ft2fifk6ePKn79++rpqbGEDlPg0E28/l8BU+xo6ND0WjUxhj5hqV8Pm/rs7+/r8nJSXV1dam7u9voXqBqNNrU1dXZAP/FxUUlEgk7AYvvj8fjyuVyCofDGhkZMd35zGc+o1KppPn5ees/AAUMBoP6xje+ofr6el24cEGnT5/Wt7/9bb399tt67rnn1N/fr/X1dW1ubtrsUZ6ZNcfue3vMv5EzZKu+vt4Obtna2rLn82VnXz3x1CKpcja6l1FsKxMOstmsyW25fDgJAI5vIpFQb2+v1tbWFIlEjP/PITP19fUmg6Dl6Ex10o5/zefzNpaKigCIP/tAQo1tp2pJVYuTIVlfT/eqpmNRFZBkYB3f4YEEZIx9kyr7cDylx3f5I9+8Dln3yapHtHmtb1b8ca+nNlglW6CEJcmG/7NJBKWUdghYtre3LVAEnvcIK4aVzURJ2FS4c9UkbwKoxsZG6yrlTPtCoaDFxUVls1l1dnZaOSmRSCibzaq5uVltbW167rnn1Nraao0Ag4ODRt4HUYxGo1paWrJjCDc3NzU/P6/nn39e3/rWt9Ta2qr9/X19+tOftix4f3/fGhYSiYQODg5sdEZ/f7/q6+s1ODhoKOu7776rf/bP/pl+5Vd+xYKhBw8e2AlXu7u7eu6557SxsaFwOGxKjGDSjIBy5HI5/cM//INOnjxpDVpkx5TfisWi2tra9Nu//ds2jsUHDGTtlA7ZL1+GBG3B8aH83jGATuCkUFxPQfD7iVFlxh6jSDxii7zwB/QeB4+yIi8EYBhWgj7vTDH6/jNwiv576eqVZAEf39XV1aUbN25Yt+nKykpFQ1YikVBtba1WVlZUU3PYfU0AkM1mramCtUWmCRI9N/Wj7s2X4GjawuCy/6wjR2xi8KWjjm8SUdaJAIBkAi4ynGMvNx4ZwHj7gIag2HPwPi6oqnQ0O9Wj+9vbh+ebgxz6CoUvL4LEE1BQ7fITITzi7pEdOJ8edSTYIHAkIKVKUl3BoMEJXSWo8BUwAAZ0hCRQOhovRIWGe6C6EgwGlUgkTEehLJw8eVLz8/NKp9MVgISnvkhSNpu18XDd3d3a2tqyU6pI+P0Q+ZaWFutTiEQiikQiamlpsQNEpCM7WFdXp76+PkNxof5Q/o/FYmptbdXy8rL1Rpw9e1ZbW1uamJjQ17/+dePWx+NxC6Dq6+ttas53vvMdffDBB/rFX/xFdXZ2KpPJ6Nvf/rYGBwd16dIlW1+/PtU+8R/jLBJEkoggf9C+amtrDa3m/+wvibPnwVM19DQp9nJvb88oC76Evre3p3A4rM3NTZtVvbe3p66uLqOhUAWtqalRR0eHcrmcyTdyxXcAQqAvAFuMdSyXy4rFYjbakukDnk7FfW1sbGh9fd2alal+QDuj2ZpKMmuCzQQ48b7Q2z9sqXRk232gid/3zVHVlTMufobsfxQ14Se9nlrOKgsKogl3LRQKaWNjwzg7GCMuAlycpudOVWdrKIlUGWSAGBHUen4TmTkCu79/2ECUz+fV09OjZ555RolEQu3t7YpGo0Y0HxkZUV9fnzY2NrSwsGAZIFnfzs6OWltbFQ6HNTs7q9u3b2t3d1d9fX2amZlRT0+Pvv71r6urq8tK9N3d3VYCoiTDMH0UluC3u7tb8/Pz+rVf+zX9yq/8il588UUdP37cjAXoIM/f3t5u47Z4ZhwPAVhLS4vNgb1z546VNTY3N/XOO+8YciIdnbzxJ3/yJ/rMZz7zkScMUW7kIpuTjhrGPopojkHzAQjBkuejgsiT5ICYk6myHzhLlJBADUfr6Qm+/A1/z98Tv+N7eR9Gwcsg1QFKSgRZDQ0NlrT5Wai+tENVgXmu/L+1tdUGu/t9rK2tVSaTMcOPg+DEHV/2R6/gA/p153cEFr6U78u0IK2ee468eeTZrxuoDcfVMrLL77Nv+PPNbv41vuzFn48Tssr6gzJib6DIwJnmAsH3jo61AiXF/rK/1c4M2SE49EEe9snTWAgcqdz4wPPg4EClUsmSaOxvMBi0wMIjSf4QEy/zPCvBB7bEz5zErre3tyuRSFhzEkkmSSnrFYvFbF2z2azJI2uTTCatnN7c3KyhoSFdunRJ586dU11dnQqFgtra2tTe3m4HEXg+riQLtLAXCwsLam1trQgc6uvr7YS+hw8f6t133zVbhi9lPeFpsoapVEpvvfWWgsGg+vv7tby8rNHRUV27ds32jWodesy+ss6BQMCqgN7ueR4+dqWtrU07Ozs2XosZydXVGlA8gjFsii/V85nYXmQJShzHo0YiEXV3dysQCKitrU2XLl0ymfPV1d7eXjtxD068r26BfAcCgQqZXFtbM8AJ/aDBLJfL2Wd5EKRYLCqbzapQKPzI1AcCVjix0lGToa9c+CSMn1X/YV14Vl+V8tQE7Cb3BxeW10lHI+hAgdHHj/U0AIwHwRGZOIiVDybJFjC+H9VB6rltBC/8nGwTY+QzktraWkMfyA6lo2kFBwcHisfjSiaTP5I57e3tqbW11c6WLpVKSqVSNsAdpYS4vrNzeNTg6uqq9vf3NTg4aHya5eVlBYNBXbp0Sa+88ora29srSlweafCllZ2dHRvp1dzcrMXFRRNgRgDheLxwS7Ku12AwqHA4bGtLSQ7FyefzmpqaMgQjGAxqcXHRlI396uvrM74VM2VZJwwAhpV/o4SeT4cT8uM4fIDCM/jTl3gNa0QA6YNHEgdQacrhGCHPbyarxrhgKHw5FBnyzg4UGPTRyyVG3TcN4GxZc3iy7C9HKIKsSzJ0GXQapBuZ5TSXQqFgzttzVn0Qhy4QOHqECWdFWYx1Zn88b7e6JO/RTY/KsJ5ev2jwYN18KZZ79Z/haSQ+eWDd0M+PC7rKs7MHvhyJfvpmIGS0muvP38ieL+NSIfCyQ2UBuUaWeR2BX6lUqghQQVir0VKqH9gFSdY74EuVVEq4Z2QQygnVOP/5Xv+Qjf7+fjvRDjsFcEEnuCRFIhGrtpF8c0/YZ0Y/QREIh8Pq6+uroB5Eo1FbLxJkvhu7LR0lE+iVP0qZOdcElJ5/vru7q2g0arYf7m1tba2Wl5e1urqqaDRqhw3A/WxoaLDpKthH1gM5wcYjVz6RZp2RM9aaaig2iT325WZf/eT5PcrvqUs0hWJXSVq2trZ07tw5STK+O7Y5HA5X0PhIpnylzJfTg8FgRVMcAAfUPapHNHdhBz1Ciy4yU5Zg1VcreIZqUMQ3lqPL6Apr5P+w/z654Hf8n3vyASd65JvWsfMeUfVVhp/0emqDVU/uxRAh4HS9eeJyJpMxcrMPFnzQ6UnbXDU1NRWNWgQUwOuMLAkEAmZEy+WydazDt4Jz4p1sKBRSX1+fwuGwdWcfO3bMhsYHg0HNz8+ro6PDAsfJyUmlUim99tprisViamho0MzMjOLxuJ555hmbo9rR0WFKQQcgp2hgRLifnZ3Ds+GfffZZNTQ0aGVlRS0tLRbAUGqDjL6zs2Oz+PwhAMwq3N/fV3t7uxoaGtTS0qK33npL09PTOnPmjAqFgu7fv28jVfz1+7//+8b/5NQmX1pEoShLogzcH0qLg6reV1Bwz5+k+56xIqCUvNaXWqQj5ScL9c9dU1NjwatHYPl+jwB42gD36btCcfIe9aitPTz9irE5vAcEANSHBIIpGNwzz7G4uGgn7NTV1dmEBHhe9fX1WlxctNm23Lt3SKDX3B/rzh/PZfWNWThMysfeSHsE3HOkCCb4XI+wUIEg8cG5emdYndWzDxhjSn8YX+79o7isP4sXlQSSKxIK1t5zmKsRUuwwl3ecBG/oKclMdTMmthsHzT5KRwgUASb35isPVElA9uGtEghyYZu5Z4LHmpoaqwLxecgIgStTKrCV2NS+vj7TLewFc31zuZw9ExWq3d1dZTIZraysWNIWiUQsKFtfX7dy/alTp9TW1qZUKmUHDmBTAT+6uroqkN/V1VXNzMxoa2vLqlpQCcLhsMbGxrS2tiZJ1geBjqBbILgHBwfW8Li3d3hwwA9+8AMlk0nt7+/bdJfr16/r8ePHunfvnhYXF23e+MHBgSW8JALYDEY1sdbY9J2dw6OtW1tbK/xKMBi0Q1KqaTzoLvqKLJGwkHjs7OxYYxr7KEkDAwOGDjc1NRl3FnoRsgcoEIlEDOjAtkpHo9ewIZ4zz6xbAmH8maeScd/IE4nN8vKyUfm8jhDAen+zu7trOktcRPDP+7G1vjJdjbQS6/h7Q1Z8wols+OREkh2awft/GtdTG6zi7GkOYagxBjIQOOzaBH2lLOIdKxuJIwQ5kI7G2fBan7kRBPpSFoZKOjSwzCElmEVQcKbRaFThcFhtbW2qra3V2NiY7t69q+9+97tmlO7fv6/V1VUtLS1penpaH3zwgXK5nN58800lk0ltb29rZWVF586d0/Lyspqbm3Xr1i0LnFOplD33/v5hhynHzvJcGHWMdSwWU09Pj7q6uiwgmp+f171796xZ59ixY1pfX9f3v/99vf/++8aTAlnGeB4cHGhqakqPHz+2slcwGNSjR48quovX1tb05S9/WY2NjTZeqlAoGDHdoxkoAGVzDB2OrKmpyRwpnCfuh+SG10PBAIlD8b3xwQCGQiEbFeMdJU4dZ0/ACwcPRNoHP9XkfOSquoTleXU4WgwmPGdJdl/SEarA2ra1tRmaAo9qYWHBKgWBwOFZ0wTtOL3l5WWtrKxUIBl7e3t2797w+czco9fIHbrC81Q7Gi4QCLJzjyBDW/C0DcZ20WlcXf6TZHv9UfYD2cfIYnC94/s4XNg+9syXV0noCd68M/WNVT6J4//VSIxHa5AXX75FFqC7sPfoiXfA7JGnGHhKDs8lHcmb59vxN7aZQzd8idlXNMLhsNbX1ysqY4yQQmfK5UPePUABqKe3iSRXzD4lyQ4GgwY4UFotFov2fRzhjS/r6elROBxWIBCwsUmhUEhra2tWkVpaWrLZrMeOHdPCwoKmp6e1s7Oj7u5u64hnbShZM9/22LFjKhaLNn6qra1NW1tbunHjhrLZrMLhsJLJpE6dOqX9/cMZ1R0dHYauYsNYA5Ihgiq+m8olMuGbJ9lfAKhCoaBMJvMjdCNP20BOkWv0e2NjQ/l83o6uBp38hV/4BUO7V1ZWNDIyYvLm9+bg4MDsOTK9t7dn3fpQZ5jnjex5ugx+AhQdWQLR5rAHEmY+i6Zs5JM9xh7zPb5azOWrih4coZLh7TjP5hNJHzf59/F5PoBFPz0d5GMfrHLaBBeL7TlHLDSGg0XDiPrNrS5P8rfPgFAeMiDpqAxK1sxweQKgpqYmC3z9e+vr663s/s1vflO3b99WKBTSxYsXNTg4qLt37yoej+vs2bOan5/X7du3JUkvv/yygsGgstmsstmsTp8+reHhYa2vr1vmWCqV1NHRoWAwqEwmY7Pt4CoSsPLM7e3t2t/f19TUlP73//7fWltb0/DwsA1Vb2xs1Pnz57W5uamOjg6dPHlSsVhM77zzjr7xjW/owYMHVobFgUCP+OY3v6lwOKzh4WELmDG8DKHu6urSL/3SL1ljGEgLHcE4L+moCxzEhotAkVIRTpHSEoEPJQsGn5NB8pk4CpTfOzq4e+y3d64+UOIzkRvQbtacz+N7CaRJtrhAG/gO5qcysLqxsdE4Sz6IJpCAb0eSRDlyYmLCnh9DCgLLbMD19fWKKQ2gGzReEUxgrAhyvOHCiPLaapoFgYDvJGf0iS/78pl7e3vWxFUul+3kMd/diz57HhY6jBHHoRHgEmh43f+4UACkyhN2CFRZcxAi5BL99vSbarTUOzQSSv72cu8/g8CGJlJJZk/4P2hNdXMi34ks8SzIAt8jVfYhVNOaampq7PhNvru3t9caljwCiLwsLS0pHA4rEolYMNHU1GTNrHyndOizOjs7jatYLpc1MzNjI7SwOVQ19vcPh8Uz27qxsdFORQKNlQ51E3uKzjO6bn19Xe3t7YrFYlpZWbHjvdPptF5++WV7blC2SCSis2fP6sqVKzp//rw+97nP6YUXXtC5c+c0ODio+vp6xWIx1dTUGB0gk8movr5eq6uryufzamtrM2CDQwwkVdg6TscDmCHhh9rg+ZW+qkVZnkTVB1s+ucA+wynNZrNaWVlRLpezY1MbGhr0pS99SdevX9fa2pqmpqb0zDPPGLCALweIuXr1qs1UpcIlyUatMXUFrip2zx8i47mjNF4FAgGrclEpi8fjVimTDil31ScTUl0EBSbx88ElsQhxigds2BPffMXPiKdYV2gP/IxqitcfT6/i72oU/Ce5ntppAGQ8DBPGABHkcGQkJGAEpKWlRYuLixWZgM/KqjlVbIQf3wIiyT2AHDFn7eDgQA8ePFAul9OZM2csiAaJyOVy9keSTp8+rU984hNqbm5WoVDQe++9p2w2q+eee86aqZ5//nldvHhRe3t7un79up555hmlUikrO4CYbWxs6Pvf/75++7d/W0+ePLGTn8LhsJW94KDy3Mzmy+fz6urqUk1NjQ3557mXlpa0v7+vhYUFNTY26pd+6Zf0/vvva35+Xn/6p3+q3/u937PRHihesVjUkydPNDw8bHSDGzduGEIIKf1P/uRP7DlAymiAw/jwx3MSfZkCp+UbPMjyuPwesnc4YQz2P4aue3SE32GUPEcOugb0EebzeYdIFu9Lphhrz6f2943hI8gkGSCDxcnyGo9iMNbMG450Oq1kMmkJDAa5vr5ec3Nzhsp4w7O2tqaamhpLKryzJ5D0OoXT8cEggQrGk2clGaCc6teLPUMfa2pqLJj+qM5/jywgGxhlqRJp8I0E3I8vhX0cLo/+SEdoo0frkR2foPEemvw8QgrCiWOkTO9Lk34KA/bXI/X+tB9/VrynCXBfvrTpq2EAFn5qBc8MbcA7cGzpxsaGzp49qy9+8Ytmz5hgwjNEo1FNTEyor69PgcDhIH+CsUgkYgGn5xVS0Tl27JiVwqHY+CpCW1ubYrGYamtrtbCwoPn5eRuHRN9CuVxWOp1WOBzW5cuXdf/+fe3u7hpiur6+rrq6OqONPXz4ULlcToVCQceOHdPk5KSGhoYsoE2n08pms2pvb9f4+LgKhYIikYhWV1clSWfOnNHW1pZGR0d1/vx5mwN75swZraysKJPJ6Pr16zp37pzOnTun2traiooaQaCvikpHc1ORk2AwaLx6z7Mk+ceXo9NMD/goWiC+d2VlRYuLiwoGg1pYWNDzzz+v7u5uLS4uanh4WIFAwEY2Mu+Ve6Talkgk9Oabb+r8+fP6b//tv+n+/fuWFPj+C54Jm+WrOyRt3DvURWTVo5ag+dBvMpmMIpGIJSzoHuj3R1GefMDvEWHPj8UmY4d9s5uvCKI//jv4TA8OEjB7/+1BmB/3emqRVSJ9iOO+DEVns+9u8w0e0hFCgBFhY9gcn5H7IKcaveE7Iah7BBBj7rP5VCql8fFxzczMaHNzUy+99JI++9nPKplMWnloamrKujfv3bunCxcu6MyZM3bMXiaTsdOPGhsbdffuXQUCh6OIuru7tbq6qtnZWYXDYetGpZGKkhZBgSQbTRSLxZRIJLS6umr3AKdxYWFBzc3NNsqor69PAwMDSiQS1h3KCA4CKubwSYfEdUaHeLQE0jnZ2sbGhiEoBNTsIyUU6ahBzZcuPAcHJ8h+ETzymex3MBisOD4UWZBk91SdGXIPoAMoJ8EUwTCyh1yhwDgsED4fmHmSu0+oeE5fkiXox/H60VrILU4f7ldNTY2NzgERA8UEnfdImE/iqktE1dUFT6thHbyhRN48t8z/7ad2EFz4gNY7c6Zv8H2sB2vF3rNfXgern4+f+f311ZOPy3VwcFDBIfQokHSESEtH01hI4qqDey/TyCzyilPmb/bfB54EHvzb2wzpSAf5LtAjXzr2J/0gc+iLL2P609hA9evq6nTixAm1traaXuL4Pc+9vb1dpVJJkUikAjmsrz887rRcLltSSYJNuZ1mnkKhYMhZW1ubobTSoZ1LJBJ69dVX1dHRYX0NwWDQZgpjN+n259l9sFQqldTe3m4VqM3NTU1NTamtrU3Dw8OKxWJWgl9dXbW5qyCTlJsBPJjxnUql7ESntrY2ZTIZoxp4m8XzYxP5N/sCusff+B4/CYbXe2TeN2X5k8S8fNE5XyqVlM1mVS6XFY1GNTU1pY2NDaVSKTU1Ndnx0/DykV+ehc/r7+/X5z//eX3uc58zBJd4xMcP0CHgGXsUElnw3E64wlAJAoHDyQQHB4fc4UKhUBGEs24eVeWzkXnsHgGqj1vwl96/oN++MomeeB0ncUAneK3fZ+ytBxN+kuupDVZZcILCYrFYUXYhcMARHxwcGDEZQcBQEoRKlV3z3sD5y4/kkGQBYG1trSE9NL2gXPl8XtevX9fo6KiSyaROnz6ts2fP6syZM0okEgqFQnr//fd1584dFQoF9fb26q233tKnPvUpvfTSS2Z0JyYm1NHRoUePHpmQjo6OqrOzU6VSSZcvX9axY8dsTEpNTY3W1tasqcA3wBDARaNRra2tKZVKaXZ21oYRNzY2anR0VE+ePFFtba0ePXqk5eVl/fCHP1Q6ndbQ0JCOHz+unp4eZbNZQz9A6P7qr/5KPT09JuRPnjyxPTg4ONCFCxf0h3/4hxbwsWelUslK7hgiLoJCX+rGIGBU6urqbGQXDgSZkWQz6bhXUB6PJhF8sdeezsHakQQgTxgASkA4LRADZI7jBmlm4vLoZHVjFVUB+NnxeFzS4VzGtbU1K0/CY6MEW1NTY6g6iEWxWNTS0pLdM+NSYrGY6uvrNTk5aQ4KOfd8VAwYKLQP+rzD8d2kIAY+YawOgKuNuec/+uoJo14ou3rjy3r5deNeWPPq0jSG19MOPk6cVc+va2lpsRFDNBuSGB4cHFhpl+QRh0tQwj5AKfFyIFWeU06SwYWTRfY9CudtFhU136iInmOD4XZ7lAc99aiepzsQkDIK6vOf/7zZTeR8enraGg3j8bguXbqksbExTUxMqK2tzZA4Px2DRhjsAHNTWQ+/7l4WFxcXlUqllMlktLu7awELaF48HlehUNCjR4/MHkqHtouTqeBSHhwc6Pjx41ZmZm+YiR0KhUzfsaecmsi65vN5RSIRq7BtbW2psbFRf/Znf6b79++rpaVFx48f1+rqqu7evSvpCIFHLqj8eHCIfcRnejuNj/eUHVBXb285EhWKABdJ7eTkpJaXl+2o2x/84AdKp9PK5/NqamrS5OSk6uvrtby8rP39fa2srNi9kmSBaK+vr+v8+fP6jd/4Df3bf/tvrcEXeoSnA3I8Kmvb3NxsvRLS0YmUkirsrW/UAnwgoaGhEN4rfo/LgyTsZ7lcttGB2GueyyeCfI5P1pmQ4TnqXmex7/4eSB7590/jemqDVZTLI1B7e3vmwGpqamxDMXJ0ITMCJBAI2HBejCPlI58Vwk2pLn16aN2PomhsbFR/f78mJia0trambDarO3fuKJlM6pVXXrEgtrGxUZFIRAsLC/ra176mXC6ng4MDffrTn7ZgLhaLKZVKqbm5WbOzs5qfn9fQ0JBGR0fV2NioxcVFdXZ22my6crmsM2fO6N1337VufriKPANlVozI5uamCoWCJiYmND4+roWFBXV0dFgmnc1m9cMf/tCUEKS1s7NTFy9eVCQS0eDgoA4ODjtbA4GA5ufn9eTJEyUSCTPW09PT5pyampr0x3/8xxoZGbEMkPsgY6OEDhoiHTVbSUdBSWNjozknAiuyRQw/JUnQUCY84Fh8CZFSlEdV/XxHAkqa+TxiCBLkg1pOsuLeCbyoCniZQparM1s+IxQKmYFCD5h8kc1mbdwJzo8Ao76+3hruCMRZd7pvpcNAcG1tzSgqUF5AVjxX109NkI4CfN8YJR0133ger0csQE7QH9aSvwl+QLW4PxJD9g6Z8MiqT1hBzzwSx3s8EuDpAh+Hi/0jWAOR9LNWcXA4QF+J8D/3SRYIYjUFw3NGCUYkVZTrKc/DpeYCnNjf36+ggCBP3A9oL0Eocsfz8lqv51Ql6uvr9eu//uva2dlRLBazxD+VSmlpackoOOvr63YoCwk93HDK+tXTOwqFgvL5fIWDJ6iVZMcfx2IxnTp1SsPDwxoaGtLe3p6mp6f1/vvv64MPPlAmk1EgEFB/f7/29vY0Pz+vcrmsy5cva2hoSNFoVF1dXQoEApqamtKTJ08kyQJ4X8GhotHX16f9/cO54Pi/Z555RhcvXlQsFtPU1JT6+/stEB4fH9eZM2f04MEDffWrX9XXvvY1vfLKK0Ype/fdd5VOp62c7wMdAlF+5ilOBFAkLtFo1NbWU0AIyNg/+htoUMrn80qlUrp27ZpR5srlsj744AMNDg6qu7tbLS0tSqfTeuGFF7S6umqNYzs7O2pvbzf5hRqyubmpTCajbDartbU1vfHGG/pP/+k/WQLC3mIHSZKxa1R5oV40NjZq4P9OI6BhlmCT5Gp3d1eLi4vW1FcqlSwwR36rx2mhI8j9R1UnvH3mqu7nQU68HvmqBDrNezwQ4CvW1fSEH+d6aoNVMivvtFtaWkwZ/aaAQtGBD8S/u7tbMeIKx0kw6R2udDTbFSPjy4rSESKDsbly5YrGx8f15MkTXbx4UadOndLBwYHa2toUj8etmx+nTQnoxIkTqq2tVUtLi+7evavW1lblcjmNj48rFovp9u3bOnv2rFpaWrS0tGSTAVZXVzU/P6+uri6tra1pYGBA4XCN9YgoAAAgAElEQVTYKBAoNcaAALtcLqtQKOjFF1+0OafRaFRPnjzR/Py8MpmMampq9OabbxqaOzU1pc7OTiUSCb3++uu6fPmyBX27u7v67ne/q97eXjMsc3NzKhQKtn5/9md/ZkomyRKJ/f19G1xPQE/HLEEJe+RRFh9EkWzAgwK5ra+vN+NTV1dXQZLHmPrsE0XzHc/e4SE7Hh30zlyS0Qx4DXK2trZWQRHgWUiiKPXwc8qLfL5HCOGWItMYGr6PUtLm5qY1ftBpTHMEsr+5ualcLmeyDY/Pl065B48w+/Kd56TCH8PYsTfwED1i5stHHgGDXrO1tWUnwvnufV8W4/KIGcbT6zl7xXsx7DiWaqTgZ/nyiRiNmJ6/61Ex9gIbWe0AfQJC4sBFosaFbKNjyBAoEBUWn2QQhIL2YSd4LwiQd97or6ffIPOlUslK3TzriRMn1NXVpVKpZAP2l5aWJEnJZFK7u7tqbW1VJpPRxMSE8deXl5ftiOzd3V1D+zg9ztPEeBYCcy50EtoO69TW1qaBgQG98MIL+sIXvqC+vj57fSQS0dbWlpaWljQ7O6vu7m47JbG7u1uJREL3799XNpvV+fPnrcqxt7enubk5Q6mff/55hUIhxeNx45CPjIyoo6NDHR0ddqxrT0+PQqGQ3n77bS0vL+v1119XoVDQhx9+qOnpaX3mM59RPB7X0tKSrl+/rvfff7+irE6SQzDnS/bopqcSgfR6v+wBF2IBnov9jUajOnHihF5++WWFQiF9+OGHunnzpgYGBiyhuHXrll599VXt7OxoZWXFjqYdGhqyhl3kjRMyuY+trS1lMhn19PToz//8z/Xmm29awA01A3nDHkIxIPkhiNze3lY+n7fKAPxo0Na9vT2bZMApXKFQqILa5scY+kqHv3yCgI7jw7CT0lFwim57CoDvKfA66z8Hf+t99k96PbXBqs/Kq6N5rq2tLTvFiqCAoJZg06N0vIafAb//Y+RgTwD32QXC2NHRoU9+8pM6f/68JGlxcVETExNaWlqyIFWSlVvgqT58+FDBYFBjY2O6fPmypqamdOPGDcViMXV3d2t6elqRSERLS0uqr69XIpHQ7u6umpubtba2pnA4rEQiYYEEI6kIrvzsuFQqpYaGBj18+FB37tzR8PCwGeL33ntPDx48kHQY6MdiMf3BH/yB/v2///d67bXXbNg0Gfz09LSWlpZsHmxra6s2Nzc1MzOj27dvG/L6xS9+UQMDA3YvKA+lFgwlzgSDz/oSyNAN6QM8DAulcEaNEIgiH/A7pcpGKgJhECJKH2SfOEPQGd884XlDOCOyX8o+oD2U8jyq5BFkUH4+l07g7u7uitfMzc1pa2tLhUJBTU1NNoYKuQ0EAsZx8049lUppZmamonwWCAQsGPTOgqQCHeH1JEEYZe7LI18YNUpbcApB9AlE9vf3bX/QJQw5e0GwSoDheWzeKPN+KgPwyfldNd/KIwvYBJ7943Chf/DXpMoJF9hNAnscIpUMGvp8As/aEVTymdKhnvNZ6I/nWSM/7e3tJlMkNry/mu4DNQG7Jh3N3/TlZxBjzldnWP/GxoZyuZx2d3f1y7/8yxZIxGIxTU5Oqqury7rWGxsbNTs7a2e2v/7660omk8b5lmRJf21trcLhsAYHB61pkRJ8uVy2igmBNQES1B4SVWzY+vq6PvjgAw0NDen111/XyMiIIpGIcrmcNjY2KvjcPkhoaWnRO++8Y/4PxG51dVUTExN2qAsd/hzv+hd/8ReqqanRCy+8oA8//FBDQ0O6evWqPvWpTymVSumP/uiPdP78eRWLRa2srOgHP/iBvvWtb+n06dO6ePGiJGl5eVl37txRqVRSLpczWfJ7JB31HBCoez6zty34fOxSfX292QMvZ3zesWPH9Du/8zv6xCc+YTSNxcVF3blzx05pXF5etpmymUzG1igWi1VMmeGemRgB97iurk6/+7u/q3/xL/5FxchF37FP4gUdi2C0WCzaRBeCeE7WIs4hkVxaWrJ+FeQC/YIGiV9lLXwyTvDsQTdf8fIcYsARb5O9fnkgoJrS4e1sdUL7416Br3zlK1/5iT/l/4Pr8ePHtlEIA84fxxaJRGyzQFxB7ra2trS2tmZCBOriOR04LowgWVUgEFA4HDaDHQwG1d7ebgInyUoGi4uLSqfTxiOi/NHS0qKOjg6dOHFCY2NjNraqublZDx8+VF1dnS5fvqz5+Xnl83n19vYqFotpbGxMTU1N+sxnPqPu7m49fvzYyh4rKyuKRCJqb29XX1+fHj16pJ6eHpu52t3drWDw8KABSiYc+RqNRnXy5EktLi6qqalJi4uL+t73vqfTp0/r/Pnzdpzf//gf/0ODg4M6ceKEIpGIZVKxWEwHBwf66le/qtHRUWsWqKmp0Q9+8AMVi0WdOnVKvb29+pf/8l8aCs4aowDj4+PK5/Pq7u62IAbCuee/oTwoOBm5R8T5vz/5A46Td5hQBwh2fVAmHTlr5g3CkfZKieyAPnl+JJkwDgAjOjAw8COIAc6JzBQ+VkNDgy5evGhcWIIGhmfDacKBU9anbO71BbrA+fPnDXnnnkdHR42u4dFJ0Fa/xr587oNFOLusr08KPVpC5k/Q6ANez/njNQxbLxaLP1Jmko5QG/bAc2T9PfOH++AePRqOvv+rf/Wv/t8zYv8/ub773e9WODRQdFBMdIP9wQZKleOIamtrjZPOepJssc7VncLYX0nWqU7DSjAYtEDYI+HIBDLldds7fEkV+gmSh6yx/xyIsb+/r3g8rn/6T/+pJXQbGxs6duyYFhcX1d7erkwmo1wup9bWVo2Ojur48eOampqyABPUT5JVaTydKJVK2XGdrBnrhsxLMjpUPp9XNpvV6OiompubNTw8rHPnzhmFiPFtPT09KpVKKhaLWltbUzwe14kTJ3RwcKB0Oq3d3cMpAdvb20omkwoEDo8D5fCVnp4eS3Ypqa+srKimpsZ+f+HCBT18+FAzMzOWsK6urmp8fNxO0IPKtbS0pJMnT+rEiROSpOnpaRUKBQM20D/PPUX+uLxOEuQhb9hqZIyfIReeKwty/9JLL+nSpUuamJjQtWvXtLGxoUuXLmlnZ0dLS0uKx+NaX19XTU2N+WqCZoI87Bwy5ekUtbW1evbZZ/Xmm2/qe9/7nlULq5vNuJ/6+npDUAnCsa+gpYAi2HyqDh0dHSYDXrZBMwEGPJLNH+mIx0owyd/4RYAN3xfi+0c8MMh7fYUMJNY3zl2+fPknslNPLbLKwlR3FMNfBBHzDtZD5dLR2dCeNuCDBl7jjTOv801XGCPKUGRQdBtKh3PxKEPRHdjR0WFjRggYIWWToZRKJfX29hrvkDLP7u6uNZqwDpySwWBhjEpzc7Pa29u1tbWle/fuqVwuKxwOWyMUpeDd3V1NTExodHRU7e3tOjg40OjoqMbGxvTo0SM9evRIx48fVzQatSHGoKWSdOfOHU1OTmp1dVXhcFhNTU0WtPT09Ki7u1vlcll37txRLpczJJUyPo7Jl20xYOVy2dbSo3PsIXviuTYoo1cyT9kol8tGA/DoGr9n/9kzSv8EoTRK7ezsKJ/P2+f7AMqPZ/Gf7SkkXrkxvNLRxAsMlH+/H57P8ag0SvFMBOLxeNyyZE6X2d7eNl4yyV0gEFAmkzG01Ms4BhUH4AN77pvvxND5xpqamqMThdgbfo7T9gkIGb7nU/pk0penfNbPa/3lA2RP1SCQ9cGQL9l9XC5snqd54GCkowM4/OQIAiscG3LL7zy9BRtLEvFRvFWPZGPPoHl4eohvtMEGMODd34t0xA9EJuG4etoIz0z5GBCCI655dipmBwcHdsAGJ1TRpMOQd6YFSEf2ZmNjw6axeIdPIOJpTtDT5ubmtL6+rs7OTl2+fNmSW+wfdunYsWMaGBhQZ2enrc/c3Jxqa2t1+vRpew8BJcghiKF0aLszmYz6+/uNcoDP2dnZ0c2bN5VIJAzsKRQKGh4eViQS0crKikKhkFpbW41CNj09bfOcBwcHFYlElM1mtby8XBGQMgrMJxdc6CQ+BBnx9ChfSfWBI7rtE5ra2loNDw/r537u59TS0mJIdTqdtiB7e3tbzc3Ntte8txqN5F7xAxsbG5ZodXZ26nOf+5whwFQffDWKRK2hocH6A8rlsh1SIx3FJ/Q7AMQxWceX6b08cRG4e19ZXZL3II/XYb/m6JqnbKDffD/gTrlcNnvu9+KnYU+f2jmrGE1P6Gej6PImePFQNhkhEL43yhgyTyz2v/eKgTJIqnDcm5ubyufzunv3rvb29nT69GkTcoIMhAEeXk9Pjx4/fqwPP/xQ9+/f1/7+vk6fPq2xsTErL7W0tCgejyubzdr5zGRB+XxeAwMDevfddxUKhbSxsaF4PK6ZmRkrmW5ubmpyclL9/f0Kh8NmNI4fP24G9/bt2xobG1OhUNArr7yi3/u939P09LTm5uYUDAb12muvGa2A4H9tbc2mD/zhH/6hrTdH0rW0tOi5557T5OSkbt++rQsXLujq1auKRCLa3Nw0ZyKpIshZWFjQsWPHLLuEh7SxsVERTPAe9oBAEjK9V04MHMkAQZt01KyFMfQOld+z5+ylR2VJLCg3EtRlMhmTF3/gAMgpY21w8DwTDowk6NSpU5ZwEAzv7R0OvfbNJASdxWJRLS0t2t3dVSKRUDAY1Pr6ugKBgJ3G8uTJE7W3t6ulpUWNjY3WNILj97pW3dSGYfQVC+kITfJrhv4RkIKQYUgJBthXEAJP20CO/frj4D0yTXJKkIPu8XNv3Hmv5x0ja9znx+UisJOO+OPoMjMk2R/0FYoNCQWOjTX3HHLvCHmNdBREVCdwntuMrPtGRhxsff3hXGNfBQGsoNmQSga/96VM7zNyuZzeeOMN4wlub2+rvb1dq6uram1t1YMHD9TQ0KBwOGzzRNfW1oxixXgkSTbbuqWlRevr64rFYtre3tbg4KChsNAKSBS4t1gspq2tLXX+H/LeLsbx+zrvf0jOO9/JIWc47zM7O/smrbRr7VqybMmpHRt2XSeOAyQXSWwgbXORui1QBGgvcpOrBAkQBMlNgiC5KtAkRVs3tus4TSKojmJZkqWV9m12Z3feX8ghOcMZzvuQ7MXkc3hI69//v7b/QDb6AYJ2Zzkkf9/f93vOc57znHMGBiQ1QQtSLxjMzs6zXta0/3v66acNPD5+/FivvPKKuru79alPfUpbW1v6X//rf1kwQYHPzs6O3ePy8rKy2awGBga0vb2tixcvWpX/gwcP9Pu///v6hV/4Bc3Pz1srrJdeekl/9Vd/pWKxaDbrmWeeUT6f1+/+7u+qWq1qenpaN2/e1K1bt/Tw4UM1Gg3F43GNjo7as0Lu5bMb2LRAINDic5Bz7O/vt4wA9namHWT57M3Vq1f1x3/8x9rf39ef/dmf6f79+zp//ry9R39/v+LxuMrlsu19ilshYLBB2DEkJNjEL3/5y3r8+LFee+01SWe2kOLv7u5uZTIZK4D250Q6s6HlclmBwFmbwb6+PnvuXV1dWllZUbFYVCKRUCwWs8CRzwDk+0yz1MQ37DPwkCdKuACm7FGCKt4PqR7Eil8PSDmfpfbv/YNeT6wM4L333pPUZGbQ//gpJxhYxO7BYFDFYtFSMeh8SDV7ZkdqrW72GgycKNM3+A6wkru7u+rv77dCKQ6RT2ePjIxYQRW97dbW1qw1kSQNDAxY8+idnR3duXNHqVRK586ds8jn4cOHCgaDGh0d1crKihUEXLp0Sd/+9rc1PDysVCqlw8NDxeNxi9Lm5uYUCASUy+XMiYyPj+sTn/iEPvnJT2pgYMDW7Hvf+55pr0ZGRiyFcXBwYOmSP/uzP9Pq6qqBv729PRWLRUsbbW9v6/r16/qn//SfamJiwjbv4eGhHeLOzk4tLS3p5OSsTUsul1M+n7dCC94bhtyDEH7/4OCgpV8dzDhGEYDiATJsPIcKzWp76pH3xVDCCsBQMBnMg1U6GvgCi2AwqHPnzpkEwLP7GFrfkWBqakrT09Mt7CUzpgHopPR2dnaUy+XMCR8cHCiZTFraiwrnTCajWCymoaEhC/iWl5d1+/ZtY2q5fyQAXjZBpM738QaRc+mNIO/n01KAH4INAAmpVF+QsrGxYdOqPHvG+fL7gP/4PNbJyxXagxGfUsT5BYNBfeUrX/lRmax/sNdXv/rVltQ8+53uJOxZnjsBJqOMYb+kZhEiv8e6S812NqwvNhWmkjY/9fpZwSd2UJLZWc6bPyvtaVofbPi9AID2TC0BEJ/3C7/wC/adent7tbm5qaGhId2/f1+BQED5fF4LCwuKRqOSziYLoXtkHCv7mywF2RiCd9aqUqlYBTj2y7P8sGmHh4fq7+83PSqkR6PR0MbGhqLRqE12Yhphf3+/McQ0ub927Zr6+/uthypkR6PRMCaxr69Pk5OTpqPknnl9rVbTc889p8ePH6ter2toaMjGsKZSKe3s7OjmzZv6j//xP5q+9t1339W5c+d0/fp1lctlzc/Pa2VlxfTyPFOeBSQCUrV2NhWwhV7Z25l2csPbHc8EdnZ2KhaL6amnntLExISWl5etx3culzMd8/3797W6uqrNzU0tLy9btT+kAWSJl3TQWurHf/zHNTs7q0KhYBlUnisZUepnuH8ICIqKaYlFLQJtskKhkA3wAXASkHH2AKw+GG+XPXnZHGvs7bQP7r1tBFh7fT+Amd/nc3h+aJh/0OuJBat37tyximIvWCcNj26OqMi3XSBVvr29bUweINI7US7emzQ/7Blti0gXjY6O6vz588pms6bhBFh5Hcj6+rpyuZxFejSFjsVi2t3d1d7ennK5nCKRiC5evKhKpaLl5WX99V//taanp5XL5WyDVyoVlctlO0DvvvuuqtWqLl26pP39fRsh12g0TA9LgUBHR4e1Puno6LCZyxj+N954Q1//+tf1+c9/Xp/85CdN/4q+0Ud1v/mbv2lGkB51NKyOx+NKpVL6yle+oitXrli6GhZUkgna7927p2q1akUHviAMY0ZE6FMX9XqzKTSghWe4s7Nj+0RqrQpmjwB4JFlEiuHj/XGA+/v7pvf96Z/+aV27ds00vThAbyB5xuxTJqVIrZX1AGOKHQiIbt68qUwmYwyEZ5ABoAcHB9YyxrcxQ+rx13/91zbWkf6MiURCly9ftrW7e/euZmdnW3RgkiwbgIMHWALoAfftYM9H1Wiw0D0GAoEW0EEggWEDwGPcS6WSVW17I+qZUQJTr4/lmXkj7CUhXmuF0WYPhUIh/at/9a/+/zBf/6Cu//k//6ckfd+64HgDgYClLHGKyFCYMuWZWLTWvAcAGIeJA8UeQhTQO9cXtmLHpWYRIvuP5+nrCvy+5ZxytjnnkBg8cxiu6elpvfjii9re3lZ3d7dpwmFu5+fnrUAolUrp9PRU6XRas7OzBtaOjo60urpqaWamCwWDQct0+O+JbcJG+EJEsgvsa2wY0geCZoJo/F4mk7Gi25GREcViMT18+NCY00ajYS3sOM8ww/jLg4MDTUxMqFAoaHx83M7k0NCQVlZWNDAwoHA4rIWFBcXjcY2NjSkYDGpxcVE3btzQ66+/bt+pWq1qY2NDkUhEL730kgXbDx48UCjULGKSzs4z3QnYczz7dskRgBHbgy3Fh2Gzvc2R9H37BpkFFfmMOl1cXDQ/y32USiXl83kjvXya2+tqpTOb/s/+2T/T2tqalpaWLJBDi+119fv7+8ay4hs7OzstKAK87+7umi65v7/fsAiECf6ZDBf732evOM8AbOwk90HG2mvYfWDoMwLt+nFvjz2A/VGA1SdWs9rZ2WmzeHGG6D0Bpjg8HPzx8bHNFGaSErOovWaGDciD9dGF1ExDeU1XOp02o4QBJHIBSGKAGAhQq9WsAX9/f7+2trY0Nzdn9wcwPjk50e3bt/XUU0/pypUr2tzctNGXmUxGkkwzOTAwoHw+r0ajoaeeekqFQsHaWzCn+e7duxoeHlY2m7XUQiKR0NTUlFKplJaXl3X//n2Vy2UtLy/byDzAomehQ6GQ1tfXzVjQDgv9zsHBgT772c/q137t13ThwgV7Dv6QwjqQogoEAiZ0R2eGgYZhgSkNBALGfsNE8j58p76+PkuzccB8ZOi1sT59SdoDVhRHwUVLsZOTE+3t7SkcDmtyclJXrlzR1NSUOdrOzk4lEgmLiAcGBizSbi/4kJpdKHi+6XTa0uDeuKCB4zmw99lnXoM4MDBgwVoymbR0ZXd3tx4/fmz9dGGO2eMwOL74ybNtnAeqjwElHrCiN2atARM+gvdV4AD8jo4OcyAwO/758Pz4P+fNfy5/5vfaX8/l9Whec/xBuDiznCkuzotnudizsVjMHKBntNp7Nno7gTP0bCvBAwGYJEtlehYN2RTOEIapXq+3aLT9e+Ms+Qz2Jt+XII+9cfXq1RZZQnd3t/L5vHK5nDY2Nqw38+7urubn5w34RaNRjY6OWhsrWgmenp4qmUwaqOJMUyQJSIOxJIAGrHkQBljygxqw61tbWzbqFUDPutRqNV26dEmf/vSn9cwzz5j0iJHj2GnO7tbWlu7fv29+4jOf+YxSqZRu3LhhBZm5XE7Ly8saHR3VRz/6Ub311lsqFAra2dnR9PS08vm8gWWyJLOzs/qDP/gDffWrX9XU1JReeuklDQ8P680339T8/LykM/aclLdnDAmCpNauPQxq8f6bPeXZ9fYglr3i5Vbd3d365Cc/qa985St6+eWXTVJ1fHys/f19s0lkFPf29rSxsaE7d+7o4cOHmp+fV7FYbNGTstb//t//e/3Gb/yGKpWKMbZowNnzdLPgfhmRTT9XWh2yJxqNhlZWVlQulw1j8Aw5o9y7B4we03g5TLu9ZK39vuVs4J/wzT5z4fWwPrD0duUHvZ5YsOqpfm8UaXMEPQ04KZfL1q6EiAugi3OWZEJ8/u6dFgvvwSsRBlETIME3+MXxSk2JwdbWlkqlkjFKAOpUKqX+/n5J0vDwsPb39/X6669rbW3NwCbV2oCIw8NDJZNJY9cAkOFw2ECzb/0yMTEh6cxhP3r0qCXy6uvr04ULF1StVpXP5/XUU09ZlMaUMFgVgM27775rVeX+XjmIzz33nHK5XMsa8wzoFQeI8ZoYz5bAhuBQcYpeQ8lh5BAGAgFzFD6t4VOF/j14Xj765PmzXzxQq1armp2d1a1btyy1RfEBDgkQCkPAvkVi4hlFv18wSAwAIC2OcUFTBADb29uz1isYLdLogHicNYw1LHEkEtHi4qIqlUrLucEJeCaK7yg1mVO/hjgoLwfwIMEzbgAG1pxzxT7xHRr4XqydT/u1f6d2zax/1v7seu0k39nLBNi//9gvgnskSf48sJaebSH4hg0DgPE6L7eQZPuMc8fz9RpWn7bFhvp94/VygE++NyyUZ9nYO9wTTB3nyrdRw15NTExoZ2fHUq5oC4vFoo3LRAvPPPpyuaxUKmV+hc+n6HJnZ8ds5uHhofXqZC36+/u/r7uF34uQMj09Pdrd3TWgwPqSIsZvcf5IrcO49ff3K5fLaWhoSKlUSsPDw+ru7rZOIwxDwAajqc3n87p8+bJKpZJGR0clSdeuXdOzzz6rhYUFRSIRBYNBzc/P6/DwUCsrK/YMk8mk+vr6NDw8rIODA21sbOgb3/iG7ty5o6OjI12+fFm9vb1aXl42nTBt8BgGwRn2QRFn1qed8V/4f3+OPZDzPsB3t+Bn1Lt86EMfMjLM+yDsDlm809NTlUolk+BBPgFE2bcXL17U4OCgvQ/yMF+Ay31h29m/UrPQFNt3eno2IKBUKhl28EQGwae32/y+lwF4iZwHpnwHAC9rSaDgsyZepuEJAKl1EtYPez2xMoAHDx7YZuDg4/iZjyzJGDEMbaVS0ebmpvb29iyF6g2fj+R42LyXT0sR+YbDYcViMStSCQTOtKlUirOx+BwYNYzl0NCQ8vm8ksmkzp8/bzrWwcFB9fX16cGDB3rllVc0Njamib9v8l8sFi2C6ujo0K1bt4z9jMVipquJx+P627/9W33xi180/ReFWn/1V3+lb33rW1pbW9P58+cNUGHgHj58qHw+r5/7uZ9TNptVNBrV3NyczZW/deuW8vm8vvvd72p5edlSVLTOIrX05S9/Wc8995wdJkZ9Ss1KewClJN2/f9/kA3RLwODzDIlMfTQtNfu+wQj5aFJq6pvZK1JrcRyHDWDI3moHuhxspplsbGx8n1Mql8vmuPb29qwfKo7HNweHQSIFyN7L5XJ64YUX7HU4tN7eXpXLZQP1ODH2VCqVsh6E6A/X19c1OztrLYm6u7s1OTmp8fFxdXZ2anV1VfPz8xbc+Hv0ToF19Kkmvh8X/Yf9M/Dsh2dSvcaJNejs7Gxhscvlst3j+6XsAZ0e/JKa8kwa391H/1ITaPN7/mcfhNZVX/va1yQ1CzBIRwIACCqlVkkUmkb2GDIpX/CHLcVB+tQkrCZFgUigPAPO+SSI43t4eYcHduwD9gn3RAN+fodUMd+hVqvpM5/5jPr6+iwVvLGxYQCmUqmoo6NDc3Nzdraq1apJsVZWViwgpcA1FDprDwUoZ1Rpu1Y7Ho9rbW3Niow4B5Lse3u9Pr6H8418LJ/PW5cWfj8SiRjREQqFrCAsnU7r5s2bVh/QaDSsYIe6hpGREa2srNiY0oWFBbPPlUpFMzMz+i//5b8ok8loZmbGyA56rk5PT9tUJwBOuVzWW2+9pfX1dd24cUPnz59XpVLR2tqadUFAMkQNgJfveDvE8yYVztpydmH7vf3xLCQ23bP32IpkMqmbN2+a7SET5XurE/TATsO2UgcDpsCPfOELX9DW1pbW19ctO0n6H3IEoM3+8BX2Xu/qM5LUv3hCAL9HdhaM1N55wsuuAMKcb4gK3ssDz3Z/4OVh2A/uibW+evXqD2WnnliwOjs7a0aGxWfDwijhTNlYaKKYkARd71sEwXDhrCVZKoyHzqFEf2HJ3QAAACAASURBVBKLxSyKlJrThaRmJEOrqc7OsxZVyWRSL7zwghk0UmsAzpmZGRWLRf2n//SfdOHCBT377LPKZDJaXFzU6OioOjs7tbKyokQiobm5OY2MjNj3vHTpkt544w1lMhm7/+HhYYVCIT1+/FjRaFRvv/22GbhSqaSPf/zjLdqnb3zjG/r4xz+u9fV1TU5O6uDgQK+99prm5+f17rvvant7W7du3dLdu3d18eJFOzSMxvv2t7+tc+fO6Zd/+ZdNb7W/v6/NzU2tr68rkUjYIazValYcRzolnU7b89ze3m5hTDgYBAA+3UMKBME6jKJnVLner5WNd3Te+HGISasA1vguHFT2x+Hhoe7fv6933nlHjx8/NqNEUIBBJojAAEpnh5/pK1NTU8bCMgaQdcB4HR4eanNz06bWwOru7OwoEomop6dHOzs7euutt7S/v6+BgQEFg0GTGCQSCS0sLGhxcbFF5yc1G01j5Dzb5SN0QIlP33rG2IMWr4Mi6PIsqAftjUbDHB7Bn2d0PQuA0eXfPaDlvXxg4lPG/J+9wrP+t//23/5oDdc/wOvP//zPJTUlULSS43n7dj48F55dT0+PjfUlCJKaGmyeAfukXq+b5vX09NQc7uHhoQV5pFJhyiTZOe7o6LBhL5xnzjx7lDOO4/fnHq2nv05OTpRIJPTFL35RW1tb6u7u1vr6uoaHhyWdZcGYNsjep31frXY21hMAzPmEtUSaRoBGCzyfIaHrAIwu2lapOWSGzFij0bABINxfvX42pS6VSumtt95SKpWygQWcDUbD0mmAgS79/f3WDQAbMzIyYnrdixcvqtFoaGFhwdZyZ2dHq6urWllZ0ac//Wk1Gg2999571nUG/zQ7O2uBByTStWvXtLi4aPrPcDisD33oQ9YPend3V9Fo1PqRe3kewU57lTs2gIAG++yzOFJTQuClHrwvds9nT7u6unTlyhU999xzevrppw2QetyBTUNrC/N9cHCgcrls9Rmnp6dWdPWxj31MX/va13R8fKxIJGKFjJwnWG7OC8x7b2+vEV90hgGLpNNpO2teTsA5Rm6Cn/OyN2yp94GsET6adD9ZNtbT2w2ptYuD1MRRgUDAhiP9oNcTC1bv3btnUS+TVDjYfoMTTbDRjo6ObBiAF/P7VAIXC+4jnEajYVqZQCDQwqzCLvgeexwGD4xIrQwODiqVSml1dVWhULOfHI2Zf//3f1+XL1/WRz7yEQ0ODlovt1QqpYWFBT18+FBSc1LX4uKi0um0JicndevWLY2NjdlQgZGREYXDYXMiu7u71qao0Wjo2WefVUfHWXujv/mbv9HHP/5xA4Szs7N6++23FQg0Z7O//fbbBpwzmYySyaSNe33ttdd0enqqP/zDP7TDD2iWpKGhIevNR+smijfm5uZ0eHiooaEh0wcxkQWDjyGHTfGpYR9tExWy7hgEnqMvtMIR+AjSg2KvcfXOD8O4t7ennZ0dra+v6+TkRLu7uyoUCioWi7a/YF5gnTF0CNbRtyJz+MQnPmGfx2dxbxQb7e/va3l5WZOTky1guVqtanNzU+l02iL427dvG3vRaDR08eJFAyfz8/NaXFy0Dgqw3V6WgTH0xVUYRg/+AIheN8uzwdgBUnl2UlMjSRCIrotBAIBN3sdr07xUAOPoGXUvTeD1fKZ/nZeqSPpAgNX/8T/+R0vqmeAIhwfTTfcK7CqaSc4hdhcQ1b4/eA68Pyl85DVkJwAE7BGyCQTSAGcu3hO5jPT9xWI+xeqBDGd3cnJSH/7whxUIBLS1taV0Oq3FxcWWOfPBYNCax1cqFSWTSUWjURsUQNDW0XFWJHl6emrFt7wnTCugmeASpprMBsCJLgX4h93dXXV0dFg3EgApBcJDQ0N69OiRuru7FY1GFY/HTfe9ublpHRdOT0+1sLCgWq2mUqmkUqmkdDpt3QCeeeYZ0/rHYjENDw8bQeIzi++8845GRkb00Y9+VN3d3TY8oVgsGrBkcElHR4c2NjbsPu/du6e/+7u/U19fn37sx35M3d1nY2kZV+t7yvrsiAepBMfYo3b9JCy/1JT0eZDFvscPkH3D1vAs+vr6NDMzoxs3bqinp8fOAv6L80LgRNG0LxLDvudyOfX09Oh73/ue+V8COGwgZ2xvb0+ZTEbRaNRaI3q9K1lasp+sC2x8KBSyPfJ+Wab3O6e+7RT/+QCPs+6DfdbTs7D4N87fB7YbwL1792xxOaw+deVTqxjYg4MDVatVazFCNwA2pY8QfIUxTpVUpS8kACxTQAP49U7Pg6aNjQ1tbGxY66JgMKhKpWKR7NbWlg4PD/X1r39dyWRSV69etRn2u7u7LYU+GMp4PK5CoaCjoyNNTEwolUrp3XffVSaTsZT7+vq6tT86ODgwRiMUCunHfuzHbO3m5uY0PT2tsbExVatVfeMb3zBx9+rqqtbW1mwG9c///M9rZmZGlUpFpVJJhUJBf/d3f6ft7W397u/+rjKZjA1hQFKBYwIcSs1xpycnJy0TXojiWUdE8hgQ/uwPEwVzUtNhef0r6TGeuxekA3i8fpQI2wMlABzMK0EQmlWKUba2tiy1RyATCoXMqKDxrdebmuJgMGg6Lzo1SM0+rVRSU7GMA/UdBNjPBHB0Wnj99dfN+GN8GeG3s7OjYrHYkpKHtYUZwLh7I85ePD4+NuDCucRIMeYXYOjlGzwPLxfAeQMSfMDinyufwxr5n7czC5xJ7o174Zx6w4xDCAaDHwiw+tWvftXOAiCStDXFVZLsnEgym+QDsHZZB1XUgEnOKfuCIB6t5c7OjtlCz4b5Fm9SE2RQiMK5RLtKRsYHpthrQA2gFTAxPj6up556yvYN/Ut932HS/tvb2xobGzMgx/liamE2mzUiRJLVIJRKJSUSiZbsED4DcMV7FYtFA6n4Itg5viPPhswVRWeRSMT6cUuyYi5sFWnzcrmspaUlLS4uqre3V5VKRRsbG/rYxz6mRqOhwcFB06Sur69buj+Xy2lqakqJRMKA++bmpkZHR3V0dKTt7W2lUimNjo6arwRop1IpA+DxeFzb29uq1Wo6d+6cxsfHNTg4aGn37e1te/aQRZ7B81k1nzYHJPMz7298VkhqLfJsb/PE57HvpDN7NTU1pampKY2NjSmXy6mrq8sKt73MQDqzKwwdSKfTdj/nz5/XzMyMvvnNb1qNDJlVAkH8DJPJfPbCA/eBgQELCnwBHnaOy5N4rJPPOLJe3udwH2Aqn4X0Gl5ejw3wASJn9wPbDUBqFlNFo1FzMJFIxApNarXmVB+pdYqQ1Kx24/KpX/9QvAH3DI1n83y0R1TT3hPy6OjIUmkwu5VKxYwIOtfl5WUtLS1pcHDQpojwOkBaIpFQKpUyI81ncDCQJHBAtre3NTs7q3w+r/n5eQNJ9Lrb29vTo0ePlEgkFI1GrWAAIXelUlGhUNDy8rKNj4XtzWQyqtfr2tzctGbYuVxOu7u71iKM1J5PbbCGPEff2oN19ul//9z8n70xwXjBngBUEZGTegSccvGZvIbLp7f9HvKpoEajYQEAAM+vn9TU03JhTP1+8kUW58+fb3HOR0dHFqn74AftnTe6gAAYUu7DGys+E7YerSDvQ4TtdabsbZ4Xr/HRuA/+fJYCg+UDh3agyXpw5ihm8QaU78L38QVaPq0HKGE9PJBq30P+wmD/KKpXn7TLt+/r6emxM8o4UlL3ODYGq3jQgC30wNYHezg8gr72wMVXtMNE+ffxvSRp3dReAMj35Llz8R188EwATAqWXpb8vK+vT4VCQZ2dndrc3FQkEtHQ0JA2NzcVj8dtlCnDAuLxuAFy1uH4+FjpdNrW4eTkxCRKZFY8s+1ZZPSQ3B+sLODbd/yQzs4RvbohMNjPAETOLHZ6ZmZG4+PjBnZPT0+tXyuMLxIHSdb5ZmhoSOFwWOVy2Srjp6enNTExYTUXIyMj5gvo7xyPx/WhD31IQ0NDqtVq1iAf/zE6OmrrRz1AtVpt2W+shdRMafv0N2vRTj61s7PsyfbMKn/3YIzfbzQaxjbTRWdmZsYyZHt7e2bvkLccHByoWCya5DAcDuvmzZsmC8TO8f339vbMZuMT2K9kBNG6LiwsmN/xBIu3iawV94899UCTfQSpAL5hLX2XGG9H+bMnBrzP9O/zw1xPLLO6uLhoUTcgjkOI02W6jiQ7/NVqVeVy2TaRTyP6B+G1in7D8jDZLETWgGKMjgc36KwePnyoUCikS5cuKRqNWqXf/v6+hoaGNDs7a5rNp556Ss8995wZDbRgfuISTOzU1JS6u7uVTCZVKpXU29urq1ev6vbt2xoYGFC5XLbmwvRYJbonkh8fH1ej0VAul1Nvb6+KxaL+9E//VG+//bYikYhWVlZMylCpVPT8889bX09S2t/85jf1wgsv6Nd//dctwo/FYgqFQnavkUjEgF17Srmr62xW8sbGhumJYRAwKlSL+ovCIvaBB0U4ACJrHAj/eXbO6+I86+u1cf7QIzuRZMykT5ufnp62FHBw/16TSW9E0lB9fX36xCc+oWQy2QIMSecAMnGcNOwmQCMFeXR0ZJN1KH5b+Pv53NVqValUSrlcTqurqwoGz3ri+tG9gGLOhBf+81zaGQsPmlk3QA3dI7xujDXn4t4oSDg9PTUgDej27AhnF0fk358/83OegU8petYBcOONajAY1L/5N//mBzVRT8z1ta99rWVdCA4AV57N4pwCgLAfflQyQSf7l4DCMz2eqSdIZ4IaAaVPwbKnfJpWUgtw8XsA9pQgFQdKYM/+JNi7fv26hoeH1dPTo8XFRY2MjGhhYUFbW1uKxWJaWFjQ2NiYFhcXbbQqYHtzc1OSTG9Kb1VYSbSJnZ2dKpVKJqkgIGMfs+9hZ7GDZGrQ5dbrdY2MjFiWMJ1Ot9gnAvzbt29rfn5eqVTKii59CjuVSikcDqu3t1ePHj2yIOXZZ5+1NZdkwR+SHFhEZAQf/ehH9bnPfU6XLl3S+Pi4Ll26pEDgTDJ2/vx5nT9/XrlcTj//8z+vSqWiL3zhCxoYGNCjR49Ur9f1cz/3c+rt7dXi4qKWlpY0MDCg8fFxA37IneLxuE5PT60PKjbYEwH+/PpMCevn7b63D57Y8JdPj3sMwHlgylhPT48uXrxowVU+nzfwzz48ODhQJBJRf3+/aZcHBwf19a9/3ewoAwWQieAX6EYB9ohGo6Zl5twxHMLLyjwZ4DOYrJuXSvosJffrMxz+vAHssQM+y+nPOq//UcgAnthxq2xWWEpSPxgQFpA0BKlan87FyBFFe6YHBpMHwvuy8THqGOJ6vW7tqkKhkPWGRC/48OFDdXR06OLFiyqVSpqenlYqlbJm59vb2zaV61//63+t09NTra2tqbu7Wzs7O4rFYi0HBt0hBu74+FgLCwu6du2aIpGIfX5XV5dWV1d15coVFQoFXbx40XRD09PTGh0d1dbWlkZHR5VKpbS+vq5Hjx5pfX1dy8vLSqfTFs3S37Wvr08f+9jHbFJXIBDQu+++q2QyqV/91V+1Z0JVZCQSaWHGAKWDg4NmIGCcAR/ol0gt+zQ+IBFHB/jjeQAo/WGnc4Q/tESi9Xq9Jb3G5+DIAPWkLDm4ADmkCr6dCYVJsEI4CQwF941EgD3X3d2tsbExO/ykCI+Pjy3Vz3QZABjpvkgkor29PZOGwK6zTwiwCPJohr6zs2PrRsoTgO6lNnxnAL2kFr0XqVIPWFlv0sG+uIQAjAvjyFnkfb3B9cEF55Z79Cx1e4rfM6v+dVye4eOM8fv/2K9G46zfcV9fXwtz6h0NGk+YN55ttVo1fSbpWqm5hpxBmCNvwyRZdxQAKoES+9RrUWmzJjULuNgf2Hrf9qc9q8Ie9UGwZ1c7OzutCf7c3Jyy2awODw+1tramiYkJ3blzR+fOnWthsOgGsLq6anatv7/fWgdx/wSPmUxGb7zxhrUalGSaTp+yPj4+1tTUlHp6ejQ7OytJpp+FNQVwFgoFDQ0NmS87OTlRJBLRzZs3tb29rTfffFNXrlwxO8MQGVjb3t5e04y+++671nqJlly7u7s2ajabzSqVSikWi9meCIfDVgXPvgiFQrp+/boBzLGxMRWLRWWzWb311lumn/13/+7fWRcdScpms7p9+7YxsolEQqVSSScnJ1pbW9Pg4KDZmPYMG2w5AQv/zndqJ5I8y8oew+f77ADrxnuQteNnuVzOAurJyUlr1fXtb39bpVLJ9Marq6uKx+MKh8M29exzn/ucfu3Xfq0ls1Wr1WwtORtbW1vWVxuZCtpVSVpeXtbAwICSyaSRC9wrZ4UzDtiGfWUt+LMnerh/zhR4x59h8AHn3Hfl4Iy2BwE/yPXEygC6u7ttXjDFOcFgUMlksoWJajQaJn4numWj8X8PQLnY+LwOyt2nY6TmNBZfBYuTp6CpWCzq8PBQU1NT1hGAUaKABSKx4eFhM8i0oapWqzYaNhQ6G7NGqw9Grp07d061Ws166QHiVldXNTExoZOTE+ug8N5772lsbEyXL1+28a2vvvqqNjc3dffuXd29e1fb29s6f/68NZ2Gaevq6tKXvvQlA5eStLS0pNdff12/9Vu/Zc6M1k2Li4um5SGypXqWfn4AUHQ7zLLf2dmx7gIceHSSOD+YGw6k1GyvU6vV7DD7qnteg87LR48AO99ChsPI72OwfCcJUotSs4IecOgDIQIpjAlgGAN47do1Aw/SWR9F9iYgmu/CPmcc6tHRke2daDSqjY0N+15MXCOlRxAC04oRwgExetCP7fPZBsAFxtQbWH+x3oBHgANr6tO0nFl/3lhn/3oCTs4mZ84/e/8fP5OaDsoD0h9FiupJvnAqsMs0ZWd/++wTBayeLODfPSDgvaTWQlWAIc+Q36X6W5LZbdgh30UjEAgYWPSsPPuR/YGs6v3sQnug1dfXp2QyaQzoysqKxsbG9OjRI+3t7dnkoGw2a5P/0ImXy2WdnJyYPd/Y2LA1RaqVSCSscOzo6EjXrl0zwuD09NR6tkqyIFw6C34rlYqGh4dNVgZ4397eVm9vrwYHB9Xb26v19XWtrq5a55Suri6l02ldvnxZn/3sZy3DViwWJZ3ZjqGhIV26dEnXrl3TxMSE0um0ZmZmbMz2wcGBFhYW9ODBA333u9/Viy++qAsXLiiVSklqZhkZ4pDJZJTNZjU4OKipqSnF43HzlfTZPXfunD7zmc/oJ37iJ/Qrv/IrVqR2cHBgU7Dq9boVYCFJGBsb097engqFggqFgmq1sy4L/tliSwFbnGvvy/1FoPN+uk7fXaD9rPisKT+bnp7W5uamotGoMfQ/9VM/paefftqyrsfHx1pZWdH9+/e1trZmBMov/dIvGZbh8yBpTk9PDeBKZ8Edkg6ybqOjo+ru7tb8/Ly1tpJkv98um/KSRQ/KAaGeXcW+tssnCGY5m8jCAP6wq/i7H8X1xIJVHBgOjsXxbJn/P4bL6yO9Y213gDw42FipVcfi04beUcIiwcTNzs7q/v37un79usLhsLa2ttRoNKyf3NLSklWAhsNhE+7DWDx8+FC9vb3a29uz6IuOBvRT5TBOTk7qjTfe0MbGhq5du6bnn39eh4eHikaj1hrlT/7kT9RoNKwV1srKipLJpPb39/Xf//t/1+bmphVOMJ2Jqvzd3V1dv37dNuDJyVk7rv/23/6bfu/3fs8a/6OxrVarSiQS1lOuXq/byM+enh6trq6qs/Ns5CCHAtY0EGjOTSZt5bW5HBRYUS8S55l74OKbabdr2fg+Xi8LoARwtqcT/b4BaOPEcaII45ED4KxxJu8H7CYmJhQIBGzWt9fEsTbd3d0WRIRCIWO3KbTo6Ogw7R37HYOMg5TOCj7eT/vm9UsAD8Cz73cLUGlPk3EufLrfp+d9oYhnqgk4uXwnAZ/6x8lgVNufJ/uDe+a5cwGuucf/p+tHwQY8CRdaNKm51v7ZspasNS1wYCcJ9j2D5QN9LyNgvxH083c0nIz67OjoMBvK59brdftsWvz4s8d37eo6a+xOoIWT9k4YgoE9ic05ODhQJpPR0tKSLl68aJ/VaDTsPD148EDd3d3W77pSqWhpaclSt6urqwb4QqGQyuWyyXFIa1++fNnGUjOKme+NTCCZTFqGcHp62lrUlUolG6NMjUA0GjWAI50FqwCkzs5OpdNpXb16VR/5yEd08eJFnTt3zv6fTqet9zh9Wefn5/Xee+/p3r17KhQKeumll2zAAM+GC4bXa8UB4JAB1JNgf8gSYasoPKvX61aAipRheXlZp6enunTpkvXBLZVK9twgZnyWClvrC3whMPg5+9CfAw/S8CO+wM1ndthv2KYbN26oVCppc3NTExMTKhaLunDhgr74xS/qIx/5iMkXaBfJpMnPf/7z9vyxrYz1JTtGx51IJKLd3V2Fw2GTe62urlows7CwYO+LrMOTKzwL1tfbSS4yUD7T7GUTnrEG/8BIs3Ywsdj7/5Od/f96PbEyAA4MB4iqShaup6fHelvC2FUqlRYtk9Ra9e83qY+g2OAYWxiyduqcB0/a58GDBzo9PdWNGzfs39FvMkotnU7r3Llz+s//+T/r6aef1sDAgFV6o51qNM76cQJUbt26pdHRURsmkMvlVC6XFY1GFQ6H9Z3vfEcvvfSSLly4YCB0cHBQ0WhUjx8/1uc+9zkNDQ2p0Wjo0qVL+sY3vqG33npLW1tbKhaL1hy6Vqvp4cOHCgaDpnN8+eWXValUrE3TxsaGJicnNTU1ZSmD4+Nj5fN5iwqJAmmW7TWGGxsbunLliunQ0Lri9JACkFLzOhxAEM9Sai2Sw3DBhnr23DPgGFi+O4wB0hIOPWws6UrSeBRijI6Oan9/X5VKRcViUT09PRoaGrLUC6AdnR86TopJ0Iph2H0RBnvq4OBAPT09KpVKlv7k+zUaDQuGKpWKabZhRaluhiFDlL+zs2POn3SoXydv9NrlM+0sBj8jJYvDhrnzTd39ueHZeYbXp0YBQH6qFEwt68j7cSYBON5Ae+fkDay3K56h+yBcvocuze55ZtgsJDF7e3uW7ZBk2Q4YUqm1JRDPnII/z27SxcWnK8kCkIFq7zBBwAigJbPmGVMCKwJZ9hP2w0sUuEdATSh0VomfTCa1tLRkgS6FXBRKra2tKZ1Oa2VlRel02nxPNptVoVBQKBTS1NSUBa9knHxXkKmpKT18+NDkV36iFH6MojMYVjTcSI8YAtDf328kBule1pO+rXQy6OnpUX9/v+r1uvL5vIFZCoPS6bQymYxCoZDJyqrVqvX13t3dVTKZtIAU++SvRCLR0tcTm0APUb5XoVAwba8fckBGrK+vTwcHB3rnnXc0MTGhZDKpcDisfD5vmmOkCL6mAJuEnSczSIbNyzh85kX6/uDY+412Pbe/yPZWq1UVi0VdvHjR2PloNKpPfepTVoyWz+d1cnKieDxukofNzc0WjTP2HylYZ+fZJM4LFy5oc3OzBecEg2ctrCh+RjLDmniJXLusQWp2+mgH5V4n7gNaLuynx1B+rfiMD7QMAEMFiARgYry8E6WHGZGb13lKzVQgzhAjgY4F4EMk5cXcAFhvqNkcRFikTfxhgYnA+GGEiSq9tg8R9fHxsdbW1ozmx8hubW21MAoUzhwdHSmZTOrSpUumMQLoMKqNHnwAIaQA9+7d06NHj6zwplar6Z/8k3+ik5MTpVIpG65w584d/ct/+S8tPcGaVqtVHR0dKR6PW1rd9930ERdARpIxuQBvjC49BXFK/lAB1Ly8g6phnq/UnD7iJRwcSj8el4s94dMj/Ix9R0qmv79f6XRaExMTGh8f1/DwsAYHB5XNZpXJZJRIJOx+gsGgFTAAjjs7OzU5OWnGAwZGkrGQ3LfvZMB+JICiqTlsLoYaphrwgHPg4rMwzJ755Sz5dLyXdXj2DObap34xZJwLD3J9Kor3BFz71JQ/d/65ekaNn/lMB2vkgasvsuA7cnFP7XvhH/PlGX/fRYM9AJhk/+OEvPzDPxscJLIRLx/hObG3ALsEGexVWvTgYLEf7BecLvaD58Y+5z2kZrqTPRcKhVq6xIRCIa2srNj74vzr9bq1oyKIn5+ft6JS2MuTk+YUKIrO0DCenJxYkSnfgSr/RqNhUgIPmAgysVdej59MJjU4OGhTpgBOMGs9PT02ox4wRjAMYMXXkL73Ui9JLdIrGNRIJKKRkRHLAu7s7JgdQIuOP4ItR/fP2QdAEWDu7e2Z5ARg6zMgpJjZowyM6Ojo0ODgoGk2kdLxffhs7CqkVjsg5ft6UNsuVWH/sGd9ECc1/RhB3eDgoPnBvb09nTt3ziQg6IBzuZxJsLDBN27csPVifyJ5CYfD1sqLlmOnp6e2h32Wma4KBDP+3LKnfRbTs6v4Op8F85nJdjkAmUT8kc+Q+fd5P2D/g1xPLLPq2S42RyQSMXYIA0tkhkHhUPu0pWdKvUH2RTcYQ++Efb9V9DIcnLm5OQMxbHBJFrWT8g2Hw3rllVc0Pj5uI+pIhaVSKTMg0WjU0sG7u7sW5a6trdmkolgspu7ubk1MTOiVV15RJBLR5OSkAoGAVfNXq1XNz8/rtdde05UrV3RwcKC7d+/q+vXreu+997S6umppFg57V1eX6Zp2d3cVCoVUKpX0yiuv6IUXXtCHP/xhG0dH9Woul7Noj/GpMJXSGXDMZDKq1WpmtDzLEY/HValUJMlGybLpcY4+JeM1d1JrOhPdnWeIODw8i3ZnQrEQAA8nV6vVTN/G/kP6sLW1pUAgYI24kRLgmFOplKLRqCYmJlQqlbS7u2t7EKkG1aDeaRMI8D449UQioe3tbXMAx8fHtt9SqZS2t7ft3ug4cevWrRYdEUyB1DrBzXed4HzAcEsy4MDZkGRgxwNDnw7i/dpZS/7Ns14w8V5rCmDlfHLxbL3D92wq34fP8qyB1JQC+ADgg8SscmbYc1IzaGENWS/6Px4dHVkHCgJwLk8acN7b0404ObJcPnXoJTU4bNgdQNMcgAAAIABJREFUnqt/vgAWwBjafr4zWQCCMMZ/Yt/QtkejUT148EDxeFyPHz+2sdGzs7MaHh7W0tKSQqGzkaX9/f2am5vT6empqtWqnWUAydbWlvU69TKVo6Mj6zu8v7+vsbEx5fN57e/vtzDKXB78ARLRFXd0dFh2jquvr0/9/f2WLSEw5vd4JmRg+vv7dXBwoOnp6ZaetwSlPAeCf0iPYDCoR48eaWBgQAMDA/Z5PlPk5RzYEDSTsN48P+kMJPN5SLKwuTCId+7cUS6X0+joqHK5nPW35p6lM1uK/EmSBWDhcNiwgWdP2Ud8lmcIYRzZ19y7J8k4L4FAQGNjYwqHw7p375729/cVDof1zDPPaGVlRY8fPzbigpHwTBb78pe/rD//8z9vYWaRC9J3vKenR+Vy2WwzwRH4p1AoKJvNant726aDZbNZew5kJxlMgY3DDuJf28k5zgnBkJfScO88N3wANqPdrvww1xMLVjOZjKSmIJ3NyUIBPkjV+kIcxk96bZ5vY+UpbTYyDw/wivHxLA4PZGlpSWtra7p69arJE05OTrS0tGSbk+9E0+lPfepTevXVV82IEKlWKhXr3dff369SqaRqtaqNjQ2NjIzYfW1tbRmAiEQieuGFF/Tqq69qe3vbpk6dP39exWJRMzMzqtVq+q//9b9qbm5OGxsbSqVSpkvt7e01hi4SiehLX/qSUqmUHjx4oKmpKW1ubuo73/mOfvInf1L//J//c62vr1slLMxhKpWyojEMF46O7gOM+APAS2cGi165TGlhnfh9pBgwIAQOHEjPNJJCQZfHYYL1jcVievHFF1WtVrW6utrieNhPaGapyAeg+YKPYDBoUg2ecTqd1tNPP21FTJVKxVgQCkBIC7788stmoAG/u7u7xsoQIMDEwA5KzSrhtbU1S6MBAHCetVrNWPd79+6ZVCGTyZiMpj1V5HWHMCOelSH440xgPGFHAY+cUQwdZ87rGwErROR+spGv2vbMHpcPUNp1yZxpz9h4w+nBLT//IAFVSbaXYWd8+h/nLLVKZ8hmcBa8XpLnTlq33aGzB2BnsNM8e2wFGS4KrgBBnHdsLu2BYMZwnrVazVrH8T29xMTvg83NTStKevjwoQYHBzU3N6f+/n4NDw9rZWVFuVzO+l8zSjOfz1vWq1armUwomUxqe3tba2trSqVSunLliq0B+xO2cHBwUPPz81pZWVFfX5/W1taUy+UUiUSsnVc8HlcoFNLm5qad8e3tbQMRZNUCgYCd942NDQuYh4eHjSHjPIbDYZNm+QA5Go0a6dPR0WF2kLQ0bbvGxsZ0dHRkkwx9xk9qZgQBsLDB/jyenJxY1wW/X5BhweSOjIyYnzg+PtadO3eUyWSUyWR06dIlLS8vm33t6OgwLS/fg2CJoAbb4kGrl5Nhl1gDsAB7EnAmyTJGPFPWkwK5SCRivWPpgkBR1MnJ2YCXyclJG73K+wHWmeQlnZEr7D1e7yU1BO4rKyvWVpN150z44IMz4JlRtNeck/Yqf/9/T97V680x4P5z3k8X+4NcTyxYhYEiqvdFLD4tIckMIBE0kYmP+j1djlMEtHpxsK/695Mk9vf3FYvFtLq6qm9/+9t6/vnnNTQ0ZAZyZWVF5XLZpkxIZ3353nnnHWvIfP36dYVCIeXzeeujSSpoY2PDBNZM4JqdndXk5KQymYxWV1dNOxkOhzU1NaXnn39e3/nOd6zVUTwe1/j4uE2ywtBN/H23gIcPH1qUi0EdGxtTMplUoVDQ1NSUdnZ2dOvWLVWrVetBydQZDPHx8bEZU7STRLOAIQ49hWMYeUkt1Y5MksEAEWHzOv4PC8Az9Cwf9wN4w4DDWDC2Nh6PK5vN2kHlwFWrVesFiQGmTy6pQp9OGhgYMMd6//59RSIRS81h+JhIEgwGlc1mNTExYXvMS1RITWL0iMYpaOA7MpkGJmNzc1MbGxvWf5cODIlEQsFgs+UXAI+gzuv50ITBxnAO/N7hMzFegI52w/h+kTcAEaPsJQWcwfYOA96hcHldnAeoHnC+X2TvDbWXCvj7/CBcHvBwRkOhZk9SXoNExwd/sDDtmkWCBZ41F+cfWw0IAARTsNWuQebzuRi5CiAFVPE7BF7sQ0m2z2GrCEgpvq3Vatre3tbIyIgePXqkoaEh7e3tKZVKqbu7W8vLy1Y8GovFrKe1/31AbWdnpxXBFAoFqz+QmkwiILtSqWh8fFx9fX1688031dHRYYWVkiyD12g0bHxyqVRSLBYz4BQIBIywYKoXOlSC+kKhoGg0qmw2a+AHthpQyBp2dHTYiE/Wsqury1pJAaJoqQib19/fb2sSi8Us8IjH49rb27N0PMXG2WzWMjBIAwg2uPr6+gxUw/Khyy+VSkomkxoaGtLg4KD5HMA3vscz8wTSEBDVatX8jSc7+F5e5w6ugFDwUiq/ny9duqRbt24Z8XFycqLz588rEAhoaWnJ/DR9WgOBgJ5//nn95V/+peEO/AOdhOjmEAgEtLe3930a7I6Os3HpsVjMWhgyMIkAknNJMR0ZCHwJwNL/HAzjJT1SszCT98R+s1cgOD7wMgB0QV4HSZGI11D4UXksPBGQZ4T4T5JVwpKOYLMDiNDSEFGzsV999VXdunVLN27c0NDQkLF/FFOFw2GFw2Gr8tvc3NSFCxd0fHxsVfiPHz9WX1+fHTx68AFeMeg4cqJPGMlHjx6ZIUgmk0omk9rd3bUojghubm5Ojx8/VrFYNIH6zZs39Ud/9EfWAimVSumll15SPp+3A/D666/rzTff1B//8R9bKouDK50x3aS+uru7jaH1rZ06OjpMNsB3PTg4MAfCsyRlRLTG+/jiOc+C4WRhxXktrBHpfd4POQHTQthXGEuAqNSc7lMqlWwv+Ig6GAy2tMup1Wp68OCBBgcHzXD6ykoO9ODgoD7/+c9LUovGj31LgBUMBlsKX0gJpdNpk0vU62cjhKmshSnx2mDadeHgPQDgDPjUO4UL/jXe8MGg8WwAngAQjJf0/QVN7Bv/OpwvayTJ7sU7DS4PbLhXnyLm8r/bbjgxxFLrJCAfpP5jvrzuEe02bKtnUDhT6BgPDg4sYGt3nN7WsrY8f5waKWepmYKE2fPTstgfpDux5zhWD5Sx62SnGo2GZbf863wdg9czJhIJA5wPHjxQLpfTysqKpU6xKaScAc1kgRhrCqg6PT3V8PCwNjc3FQgENDAwYJpxpGY7OzvWFeX555/Xu+++q2q1qp6eHtMuenYaLSpBbzqdVqPRUDabVbVaValUsteFw2FjiTOZjIFRUvME45A12D2ANGtM3UW5XG7psoBN7ejo0MTEhOr1upaXly0zhjYfe0Pmb29vz0gIQF6j0TDwy/kF+JLal9Qij4rFYqpWq3r8+LG18RoYGFA+n2/RpPpAlDUFaCK3Yz+QMYMt9EWhADR8P0AUGaDUtJuJREI7Ozva3d01QuXChQstmuVsNmu+/Jd/+Zf1ne98R93d3crn85qYmFAkErHe51JTKkWBLIAcYO2HzDx69MjGePf19dmz5Qxxhn19B/uG/czvgJUA6th8b3+9RlVSy954P5Lh//Z6YgusfJQPVe2ZRRwQmwnmlQMoNUX+/J+ICsMstTovz/iQlqR3Zblc1t27d9XZ2WkpHN6rUqno8PDQemYCapAi0OqqUCgokUioq6tLqVTKeg8eHzfH9VEpSdXf6OioHfT9/X319/crGo2qUqmoUqmot7dX169f15UrV/To0SP19PSoUChobW3NJAWeScJBBQIBDQ4OGkvY0dFhr08kEhodHbXq9kajYREkrZNg8jwj5zW/PDP/dww9Btyz2ES0Hii1Ays+B8DkjQypHhwoYKharVr6RJLpdcvlsjnEw8ND65GIUaOFTLlc1urqqhYXF7W2tqa1tTUtLi5qcXFR29vbFgFLZ2CaPYgxfu6551rmOfuUONo2wBXAlepeHAngU1JLKyH0q7CuMDRkGgDRvJdnElgvInyMs2dBuDwLwn6AwfBnE0bDg4nd3d0WDRj36u/bsxysg/88zimv8+ATw0kQwz73F47X//yDAlSlJsPtARxVyATtUlOXz15jD3jJBRcgsj3dyJ59P20sjs8HdgSjBHK+KBJAKMkCJS9bkJqdXHwakr+TYfHFNPV63SqxmQjIPHvuEbtCU32vJ+zv7zcghYxCkk0ORDsqNbN0yJookLlw4YIBYEgMr6Os1WoGPqjJwLb09fUpFovZ+iHXwP9RU8Az8DIeQDvnEWDW19dn6XMfGPJ72OpQKKS+vj5jlnkv/+xZf9h4HyD7tmZcBwcHLVIQ3pOMC+CXwjJGmvIcyuWyMcuAO18PIDUZUeyAZ1MJkPz+8TIZf3k21Pts3pfJX0899ZTtdX6HQAY/TgZ1a2vLZDadnZ1KpVIt+5517ejosAwnDLbfo76WAFsJmCQg9DUBYA9+5m28pJY9iW1m3bz0ykuDftjriWVWfeUe+iY2GgxdPB43I9fb22t0v99kbEo2FKwqAMNT+77lAxsNkfvCwoJGR0d16dIlZTIZYw43NzdNu0l65ujoSKVSyZz4gwcPTKcJ0PQVnuFwWP39/bp9+7auX79uYIdefhRHoWUMBAKanp62yPDcuXOq1+t68OCBlpaW9PjxY+ux6VPlkUhEV69e1Ztvvqnh4WG9/PLL1k7j4cOH+ta3vqXT01P9zu/8jjkUgCWHFIYtnU636MNwCnt7e+rv7zd5AIVjtLDBEWKAMcoYCNY1GAyaNpPnBFBDg4xRRvPI/uB+YSylJuDic3CaGBsGPBwfnzXkPjw81KNHj6zVDgUGu7u79p0w2hgjzz719vYqlUrp4sWLZnSROgAK0JWFQiFjTE9PT+3z2qUC6MgkWZ/VUqmkyclJlctl2++sB8CEfe1ZU89++vOB0fYA3xesEXGzju2GDseBQecZkTbyjChgmbPentpvtwecTX/5/cHv+vfwtqBdx/hBAaw8I1/VzJmVZPIZGBuCKl4Hg+ZlOO2aNt6Pv3sdLM6TPQAbxvqjT8UW+ypxScYuUUmNA2bfwZZJTRa5Xm9WcUtNVh77i05wYGBA8/PzplVHZ8p94yeQ15TLZUuz4298ent+fl6JREJXrlwxQEiqlsCx0WjomWee0ePHj3V0dKRCoWDFRxAEiUTCvnOlUjG9LEFgvV7X+Pi4Tk5OrHC3Wq0aYyvJ6gl8hhCfQPo+nU6bnw0EAspmszYwpFqtWnYI240NptAHUATRQlDiwRABOCwez+b09FSJRML2T71eN5tfrVZNS8yUrHq9rq2tLe3u7mp4eFjZbNb2BZMXfVYP6Qjfg6yp1GpHfDssLk+88HoP2qQzxhZmFf8DEH3++ee1ublpvXvxAS+//LL+4i/+wggHyA7OHEMdfEaZ749m+fT0bPolI+UTiYSi0agGBwdNUuEzypwTvj+2u/0CS2Gj/RnjuWE/vJaVZ/7DXk8sWPWGjIcGIEAAjm5ob2+vpbgmGDyrkPTRMsYVQynJ0s04Me/AOZQYg+HhYX30ox81A02LiWKxqFKpZHrUnp4eJRIJS0Hs7u5qbm5OFy9eNKDBg713754uXbpkAKxcLisSiVi0BaDNZrNKJBKWPtja2pIka5OxsLCgyclJjY2NqVKpaH5+3iJuQFIymdTCwoLpsn72Z3/WovE33njD1vUTn/iEBgcHDXQAimAdfXoEoTbsAEwhQnxS7LVaTaVSSePj4+ro6LCJLzyL6elpra+v2/PlwElNgEGK22sjMUCAL89E8DOeP8UD4XDYUtG0HOEzJRnr0mg0ND4+bsAvkUiY3MCnw8PhsIngkRWgAf3sZz+rrq4u03lKzab9fB6Hv7u7W48fPzbRPAxXe8oqn88rm80qEomoXC7b8AgE/zgzzgxMMawnlwepOGmudmkBRg8D64tZ0Df6wMhXorZ/JsyvJFtbDJ5PI3P9n4yrf18PjtoNJ3/3Wi3e+4NwoSH1e4D0KsCBwIGAq1arme7NF1FJzTX2DPr+/n4LWw9Dube3Z68BAHA+2U/8x77BtsPq8B1xnOwTglF+h3OHL/CMGp91cHBgZ3ZpacnuCYnN0dGRxsfHtby83KLbZh35XTpnkBb1LQnr9boWFhaUSCTsvGO7IFui0aimp6d1cHCgR48eWUAI4QHAq9VqplFnMt3h4aGGh4cNUF+8eNFY1K6uLi0sLCgYDGpqasqCcHwJ95nJZEzuQBCBLyWISaVSZtNgLNHUnpycWLcXuhIUi0X19/e3nG9AMc+Y74JWFnvB+9BnFkIom80ayPQE0vz8vNbW1jQ+Pm4k0ObmpsrlsmKxWAtxBB5AHsa+xab6veUvbx+wdZwf9mYul7NAAEDqZQKk25Ew/tIv/ZJmZ2e1vLysYrGorq6ulswZxNzAwICKxaLK5bLZ1r6+PqvFIDBZX1/X+vq67XdS+x4zsXc5w+/HjGLf/ZljT3pfy7nnrHOu0Gn/MNcTKwMAEFFQ0tHRYYeCHn3e6WBgAbne+cLYsKFw1OgUpWbRC69lZvTa2pqGhoZ0/fp1JRIJ04icnp5qaWlJjx49MmF4vX42Rm5mZkbRaFS7u7t64403NDMzo97eXpVKJdMbEXXHYjF973vfUz6fV0dHhzY2Nix6T6fTevXVVy3d32g09OEPf1if/vSntbm5qbW1Nd29e1eBQEDvvPOOtre3zZH4z+LwPHz40NJeFAX9zd/8je7cuaNCoaDnn39en/vc51omhsCksibeEfjK78PDQ2Mqi8WipTVgwBFjky6hryFGDGaaiJypZewBn2rCSaAxQy4CSPPicb4fB5XABgDX29trhsxXZEajUfX09CidTiscDisWi9nYxuHhYWUyGSuwwziQsu/p6bGxhRSJALowmOw/9Mwe/OJwJZmhi8VikpodJhqNhgYHB+1+uTBWOEVfGMY+B2jye3yeB3L8HINNxO11sIFAwJ6xT+vyuwBQ/xmcVwyjT0/51/F32F7/vtyPZzk8C8K+8UCFAIV15r8PwsV943hwnF6v5lPXOCr0rZJMxwo7x35gPxFUeXkWbBMBHvumvbgGEMIZ5Mz7VCqsDsGRzzbwLDmL2AG/xxuNhtU10PKtu7vb2kLx+aFQSEtLSy3jpnlPskOdnZ02z541BEj6ASHFYtECX7+G4XBYa2tr1sLv2rVrlklBVtPR0WFFUdFo1HzM/v6+tf0LBoM2jpvRyZ2dndbisFAomPaWZ0cng1DobP48zwIASVDj20BJZ8xyOp02IoK1Z9BBV1eXtVGSZG0Ufd9XnhMMeSKRaHludEZAD4sPwiaxXti+RqOh5eVlzc7OqlQqaWBgQOfOndPJyYm1FgOg7+7utuw/7994ftL3DzGBCed32Yf8Gc0w3RxgOVlvcEqtdlZEODo6qn/xL/6FkUkEkkz8gvCC7PLg3/fm9jhnZWXFuiVQNMnv7O/vt9ST+N/lHLWTgV5G42UT2OL/twzWD3o9sWC1t7fX0uBER8Fg0DSXFG6wuFJTJ+l7o3otFBWnfpG9TtIbyP7+fuv11t/fbxH10dGR9vf3VSgUdO/ePc3MzGh6etqiHTYn4++WlpbU1dWl8fFx60Pa3d2thYUFHR8fW0+2QqGgTCajarWqvb09jY+PGyi+ffu2Tk5ObIxbR0eHrl+/rt3dXUvR3759Ww8ePNDy8rKmpqZsTBsaGBxJLBbTjRs3NDs7q9nZWQUCZxXkTz/9tH7mZ36mJfUHuwkzuLe3p0qlYnpQSWb0AWxHR0caGhoyQ0hKptFo2PsgGKf3KHKAYDBo6TAOLmMHfQqHyI49Qb9OHCmpF7Si/A7fF6YAeYIkA8tS07kDstF0oV+ORqNWrV+tVs1A8x3ptUraJhAIWHX0zs6OFeaVSiVJsv6HviIaSQL3yP3hwGCTcLBMb+O7YmzeL0XDWcCA8rN2YwTQ8yla/s0XzPj3lZoaR9hj3suncDH4Hsz617Yzqb6wBqAKkPG6Kc+isW+4Bw9ceP0H4UJ24pnJg4MDA1KsvU9Z+gBMkqW5AYLY1Pb0KPvUX16KQ5CJHfZZB1LzpJz5c3tgxd4lcOa1sHNe6oAu0wdUmUzGCI5SqWRTm8hM0FIKcMufAYEdHR02MRC9+ODgoAV8BLYwXwQH9HWGWa3ValYcm0wmtbm5aTp4ikIpPpTOAOPIyIiBPQJdRlyzPoODg5qamrLJWTs7O6pWqzo5OVEul1MsFjMwBHDb3t42IAxTSFpbkg2WyWQytgcArGSnsOPsCwBZMBg0e+G1tgTnFNt2d3dbP1WCAHzX6empUqmU2WNIAUkGNldWVnR4eKihoSHLRubzeVtLvqvfvwBzQGt7ZgZfhP0BeHKdnp5NcaSWhP3hM0wE9QDvF1980fY9xBsaaPw5RcnsyaGhoRY/Gwic1ZwgdQAbIMngs3zmxGtovV9BU+3tMlkQMJa37ZxdcAC/+8NeTyxY3drasspMz6JimDwAI1ru7e01Zs6nHNrTU+26NTYWkQU/x8iTEkP/0tPTY2NKx8bGjNU9Pj62tlHHx8d6/Pix9vb2NDAwoFAoZJW2sVhM8/Pzymaz2tvb082bN405hR3N5/OKRCK6efOmXn31Vc3NzWlra0tra2va29vT4OCgfuZnfka7u7v627/9Wx0fH2tyctJ0VENDQ4pEIhobG9PW1pZVhB4fH2t/f19zc3NKJpO6ffu2vvSlL+kXf/EXLfLmcJ2cnFghFXpZGE/YVtaqVqupWq22aCdPT0+VyWRsnCFGl5ZkpG44lJ2dZ9NImJntQYd/HuFw2ICrJDNcADQ+X2qCIQw/f+e5EnnjuHt6ehSJRJROpxWPxw1Qj4yMaGhoSLlcztgBmn1jiCj++6mf+inF43FjKTo7O5XNZq2vLUaNfrfRaNTSkzhodFv1et06TfBMSKsRELCvSIWSvvST3rhYFxx7e/Dm10xq1W/zd/YRRpzn2l6RzXeFoaLFlS/K8c/Ef6a/+H78vP3vMHHt7Km/73Y2wLO+/9iv9h7TvtsJIIfAxqdKveaRNYYF88UZ/JvUtKf+3wkWcJyeSZKaYBYmyu9jzry3y2QGSFOii+ZePasryVjRra0ty8YAoCjcOT4+Vrlc1srKig188QADsEVQiIYwkUioWq2a9p/zQuC4v79vsqze3l5tb28rmUxaoa105uto/1QsFrW4uGhkDJktOsjAapPmxvYywru/v19dXV3WIaG/v1+np6fmHxkr29HRYVmcarVqtpoAxeuCIW+wafF4XLlczsCsJ4SoIWDN8Gt0lvEA1D9X+k2fnJwomUyanSDYJgCu1WqmU2UKIi2+COZLpZIFUTMzM1bMhG0i+GAf8F3Z6+x/3oN9J31/oMvfse1eQvV+MqPu7m7F43EbU45fRFooNYcc0HUHPAA54bOUiUTC9u/S0pIKhYKRJ5xh/AlZCHyM17Fzztjn3gbzHfx592cLe/DDXk8sWIXl8v0vu7q6bLynB6s0QfaLzAYEhMLWeP2VB1sYGKIhn2bkP5whUWQ2m7WCrlqtplgsZikRPgMnymeRDmO6SU9Pj/r6+qzlxYMHDwwcw+Cdnp5aCgnDgLaMOcJs7lgspkqlokQioWQyaWsFixgOh20U69ramrLZrG7evGmTSwBFMI6keWjQzGYGHPF3BiGEw2Gr1iSK7evrszS91HSMGAaCDD//mcPuX+cZNw86/QEiJYZkxIMn/0xxZrwO50CzbFhAjAv3iVaI5s5Eu75ABSeI82LYAbpZwHkodFYdzH7BoWGYSfUBSAGnBDWwEuwrgAJsElEve9c7B6lZZepBnS+EIapmzXz63+tA+Q5ez8z58pkP3ouAj/fyqV5+j+fqQYc3/v7sevD6fppUHAgMgP/vg3DhdP058o7RM5oEROgSpdbRlQQqnk3htewvbKzfI3wWwSetffg5QAeb4mVG7WeZs+iLb8nAQAoQ3AJUJVmDf84bRZ6+jZwPYj07y72zbmg5/XQ+Anq/x5ku5YfU4PRJkZNZicVimpmZUVdXl+kQOcewjxTUwKBxcU78s6rXzwqWmLiH1IAzDjnRaJxNuvIFogBVwLHXePLM0NdLslZkvtjVBzqsLc8FScrp6WnLKGzAD/vL6yK5Nx+QInuQZFp/NKDYGwAtOll8BHbSSw08rsAPeQKkXdvvs02ANu7V+6T2NRgfHzcCCaBaKBRMk+q1/QzdAaTn83kFg2f1JJwHdK0+k+BBt5fseK0q9+bT/6y5l1kh++G5cb69Xf1hrycWrBLJsDBoiIg22bCVSsUiNgCZd2rtOiqpdWa81BwNyM+IPrh8RCE1Ny397wCXw8PDBswqlYo2NzeVTqcVDAatZ2FfX58KhYIBHeYhU0E6Ozur6elplUol3blzR4ODg1YcRfFSoVDQ+vq63nvvPc3OzmpmZkbd3d2anZ3V4OCgJiYmFI1GFYlENDw8bIa8UChoZmZGFy9e1ODgoBYXF/Xbv/3bymQyZhDQ+XBoG42mVhWwRIQHmyjJJnGxyWnDIamFCfUTsLw4O5VKmfHnfTOZjIFoDgfsHIaE7+lB7PvpMr0Gx2uG2Tu+Xy6zlyuVira2tlQoFLS0tKT5+XktLi6aFKJer1s1K47pM5/5jHUqgDXE2TUaZ/10+X0MJSk19jBOgupbBgwEAgGTpPAMkCHAXsI2SDKH5dNNUhPEec22B5U4O9iy9jQ6Tgtw6B0lZ8unkTCmnKn3Y07bDb9ncz2Q9Wea/wDpfBdANmuEA+Xy2tkPwsU582wy7Av9mTlTXjPs9YTvJ6PwKUb2s2dUfQof0MhzYp57X19fS3s+gkT2Hs/Qs6XsBWyKB1fst/b77+rq0uzsrH3HfD6vZDLZIjvg/mBA+WykWgSYpVLJHDmgAZBRKpWMvfQp5ocPH2pxcdGKwPhO0WjU0uk4/3PnzikYDFrXGLJTgK1QKKShoSFtbW1ZcSfTqshibW9vq7+/Xz09Pdra2tLAwIDi8bjW1tYHVJ/lAAAgAElEQVTsnmu1mrF8AHqyHT4DEY/HrRA5FotpbW3N+mZLzfGnhULBGEo0qIDtQqFg351nd3h4aIwqdpm/ewDpC6zo+wsWQB/KvqEOYXNzU2+++abm5+etjyvMZ7FYVE9PjxEPBCKe3PJZVQBee+0E6yU1W20CMr0OlHvm/4FAQC+99JJhAFj2XC6nnp4e61bhM4UEK2QRYYXpClAsFrWxsWF1KUhSAPUEXV72w/NtB6ic8XaZF/ftwTn3/n4Fav+31xMLVjkIXgrgx/QRQZB6hu1Cm0ME4DVSPsLxl08pAUTbNybGkH+DfYQJm5iYUCh0Np2K9G02m9WVK1esXQqHi0PLBCvvWJmogj7nm9/8pn78x3/c2px0dXVpY2NDc3NzevPNN/Xiiy/q6aefViAQMF3tlStXLNphvjXpvXv37ulb3/qWXnvtNX3hC1/Q4OCgRVTBYFADAwOmXQN4S02nRkqKdN3Ozo6BJdYD41ur1eweJalarZrmqK+vr0WneXx8rIGBAfX29ioSiZj2CZBDkR0XjtIXLEkydkVq9nhkD3iGDaeHhnV7e9t6su7u7mppaclG1W5sbFhBBUbIjw5Eb/X5z39e586dU6FQMH0yTAxBFh0JMDZefoKh947fA+vOzk7TDfM8/HhYHDX722uzvMTFAzzWj7VmzbzD53v4lBigg/fgfTCSfBeMLQyKdyrtGkcid/YiBtSnVqVmKyb2A8/SP1+ciWf4PJvK9/8gXDgeHCkaPh/U+QyVl3oQ4EjNzITPFEnNSTc+wPfP0evkPBCC5WMUKucJ28rZhYGUmix5e3aM5wrI8Fpsir8WFxctyE2lUlpaWrLgGwYU8BOPx1Wv1017ClBlulWj0bAWV2SZotGoEomE6YG5IpGItfNbW1sz8AerK52lwQmca7XmlLzl5WXLvpBdrNfrqlarikajmpyctHMWDAZN1gR7RrEr464nJiashzS2gowS/0dP29nZab6LNoTo7Fk3zlYgEFAul9P6+rrK5bIVsp6envWpzWaz5i8gBdg7sJzYSmyglzsQ0PP8fMqa/dfR0WFt/1ZWVgzMvf3229rY2DCwS5cX7PHGxoaKxaIxlewX9o9nGH3A1i6D8bKndtkRgRb79Ny5c6adxjazF5BwVCoVkzagt8V2e9aa7HO9XlexWNT6+npLRozv3D7FkMuvq6QWm8s9+zPFuW2XjPyw1xMLVmHUcLQ+skkkEraJeMD8uyT7mWdn2mUCAFkuDrdnaDgIHH4vFaBlBQcf9iccDmtubs6ibfrtMfqMZtAU9ADCmVSC/oZDdXJyort37yoSidgGIuX89NNPWwR7+fJlSVKpVNL8/LwdxGeffdZS/1tbW5aq+chHPqKf/umfltQEUsfHxzYtie8KK8yUDrRErDeM4M7OjvXDo6AAMMnG9gee1COtWHCagBQq9AG3MKaAKgwbxhJnTMVuIBAw7RTsMN+BAQD7+/va3d015pKfbW9vm8Nh1rYXp8OaUECGlnd4eLgllQK49Kk5Gv7DzrA/mVbG+rD3QqGQsdEAYNgTHNHW1paCwaCxIzgJHBByBzRLMB6APJ6TB7QYUSJ8SS0A03930of8G+9F4ELKE2PtU8YYO5xTe8GVTwX6PeerW70+2bOmXjvJXoGN96mwf+wX+xEAwRp47T/OjbQwQZ9PaWJ/PEPuC2Gwvz5Q4ALkdnd3G/PoJSCSWt4XSRDSEv6t0Wh835AN9k17YAJbxv1CCFApT9qY/UTbOkBfrVZToVAwXwFQpaApkUhob29P6+vrliGp1+vW7zKfz5sNQr++v7+v+/fvW6qavtTBYFCJRMK06pJ0+fJl9fX1aWVlxewo7RYB1gTyjB1l/bq7u1UsFtXR0aFUKqVarWbdCtLptE5OTixI8LIl1iKdTlsQTPp5d3fXisuwj5yjRCKheDyuiYkJjY+PK5vNqrOzU5ubm5Jkuv1wOGwdE3hWsKjY5+PjY+vIwnOPRCJWLwHB4TNlyNf6+vq0vLxs/W+xLbdu3dLt27c1Pz+v4+Nje0bYTl+kBDAmgPJ2zNslvyd9RtYH++2SKP585coVe86NRsOKpXhvujtIsuBKOtM3b21ttdjker1uo2nX19e1urqqfD5v/oPzy95B/sJ7ezDO/bGuPvjnfHmdqicwftjrie2z6tPGaIgwIvQuo2KunS0FaHk2BoPF5RlSDzC8XkVqAjkKAzC2AwMDFqnA+o2MjOjk5GwWNNHv5OSkjZgjPcBBPzk5UX9/vwqFgn1+OBzW6OioJBlQODw81NWrV/Xd737XJnfQIy8UClm/u+9+97uKRCLWyqNWq1mx0tWrV7W4uKh79+7p2Wef1X/4D//BHAUOHTAmNZv2x+NxY0Tr9bpF+V53CYjwaRnfkoZI0evH9L/Je7PfuO/r/P+ZITncyVm5i6JIybIs74qcxLGdOE3cFGkAJ23ugqJFgLa3vSlQFCj6D6QImjYt2jTNRdfE3yTN0iapHceRF8WSbS2WtZCSSIoih5yVMySHQ87yvZjf68yZiXvxi/LDr4o/gCCJnOXzeS/nPOc5zzlvNbVqpEFIi62vr2t0dNR6QVIYQQTpmchAIGARsWfj/Eb17CtGHzDHWuO5eVaidQBfJBKx5/FdCXB+n/jEJ9Tb29tSiMf30rOWFiL5fN7O9eYgAKkRaHBSDmODgwUYwKbCdjAnvp0br8d4cr+AbPYCAMIzYhgfD/LYE6TLWAs8I6lN/zvWEHuP8cJo4hTYY7zOSwHawaRnBN7NOMIiAMj8mkDv3P7798KFUyEYkpqpO287cY7BYNCamxNo4rikVs05vyOI4/J6Sxw7+kyqxLG/UvNkNvaUJx9YFwABqZlZ8cAbYOX3O0V//D6ZTCoWi2lsbEzvvPOO8vm8rd/t7W2zqwClwcHBli4By8vLmp2dtX1FcVcul7PDAnhWugxAVhCUU5hJv2QKoeh5im9KJpOKx+P2bwiLnp4exeNxC8wB04ODgybVKhQKLQ32o9Go+SakSwMDA0omkwqFQopEImZTvc1CGgJIociqWq0qHo+3aFlrtZplegDAoVDI2jKSGWUsfWbEr01fZ8Dr27OcfDZrxZ/klc/nzeYRyHR1dVnaP5lM6v7771csFtP09LS2trZULBYtS7qysqJEImGsvGfxfapckmmsPdbgNQA+vyf4HFpdgW0WFxctayzJgpBSqaREImGH0rAf/J5ifaKBnZ+ftyI+LwUg6MMekDnx+xv/wRx4mR21EwSo3Cv7/06vu5Y68FpVWAEiRlIefX19tph5j19MOGY2EikPD0qJdvz7vFEkYmbCSWtJTZDa1dVlLUeI/AHVGA4WLxusu7vb0qIYBBpB034IVo30EBFuZ2enVQCyUD27QbU4m1qSnQjS09Oj++67z9I4bGreT4pLkh0O4PWfSAP4Q3GU15zt7+8bGyg1jNHg4GBLapDiIMbBs65EpoODg9YHFSCEQ0UXhYH1qU4cmNc6+qjWR/Ve44gswbNzADocLwwpn4nTnZ6etvH0LLEHSczV8PCwGTKYcX8+NgYIZ8G4eYfuNV3+/nk+ryX12kOeqZ2JwhCxFzC+7fpOL6XxKV2+ByDIZ+DMvcGHofBjyRpkn/jUfnvaql1X5e+BNcT//Wd6ecV76QKU7u/vW5GfP0q1XWrBOpBaZRSkH/m5l2l4JyvJzooHuLAWuXzmRWrqTrHvMH2sE2xNpVKx1zCfvI/79NpIfAA2gsAXlom0PXYVqZX/Tuw5B77AFkrNU34GBgYsQ8N+7enpMTmBJMuaEXgDfvxn0Y0EljGdTmtubk79/f3GxGJjsPcEp3y2JNNnSrLUOC2hJFnnEqlRb+BT4AAabz+Ghoase4jU6EWNDfCyIOaSi+KmdDpt88V64Bl9FoTv8+lrX1wlNWVAzC9zz37n8tk1v++LxaIuX75sBWcDAwPGXGIn+R32CVvt5WT4JAIyv2feLVuAL/HBPz6DWgPAIcw7a5KMFeQV48D+w0fBuqfTaZNc+LlhnH0A4Blu8IjHP/hFxt3PjSc17vS6a60yBodoBwcvqeUIOampY2rXtXCxaNkEnuL24ITXkorAUGPsJBmApjAIQxaNRjU2NqZcLqdHHnlEtVpNqVTKPp+efWhVSel6Q7u2tqZEIqH+/n5tbW0pEono8ccf14c//GGl02klEgnt7OxoeXlZgUBAq6urunXrlkWSiURCxWJRfX19ymazWl1d1cDAgGZnZ5XJZMzwPvDAA2ZoMHxS86Qpes6hT+ro6DAghHSBn3tWBqNPNAsjzbwwf0gRYG/RGrMpJBl4i8fjmpyc1Pj4uKVjKFSj3QvSBMaR/7evJ9YLESYFVpubmyYTwFiQGsKgk3L0aXVex2EGsJy+BRVOAIPOhoeVZDxpX8VaIdip1+vmZHzhAt8/ODhoYHh4eLhFPwhoZX/4NLsvYJGaFaVeG9iebfB7A4PVDiQ9mKF1VrusAVabscEQe2a8PROCQQS8eCDjL97DvfkK3fbPbL/3X9ULkMp4FAqFFg0d+4qAmWDJp9iZk3bW28tCYBvbgQcaWd8f1Hc3IegmqILZxTlzr/QBRc5AmldSS4BO8Cw1T51Cg0+NwNDQkGZnZy07hx1HFlQsFm3fDA8Pa3R01PScPT09un37tu3B/f1GE3rYPsaZtTk2NqZisahkMqmOjg4DevPz87p8+bIkaWNjo+U5+FyKouLxuA4dOqRgMNhywqEH6LR1pAdsuVy2lD16e+aWk/4SiYQmJye1trYmqdlT2weB+CrfOQHQgo5WarZ75HXYokQiobGxMd2+fdv0rMwza4h9yWeRavaSPP6QRSLtz2tDoZAWFhYkNcEl8wFRxJ9kMqnvfe97evHFF5XJZBQIBDQ3N2esM2twc3OzpYAIgEoBrZeaeJLLp9U9qMQOdXd3a2pqSn19fdrd3W2pmeD+2ZeeHUVLTDEahEBHR/NAmWKxqCtXrmhjY0PZbNZsPPsCvyI17Sp7j/3MXsKfe/kWe9sTH+9pzSpOC80gC490KoNLCoM2GqRNPeInrcLnekasVqu16Ev8CRA+HUwRCd8tyao0R0ZGrD1IJBJRf3+/VlZWlM/nTRdFo2c0oSxgUqXj4+MmkA4EAsYmxuNxxeNxPfHEE4pGowaii8WiYrGYLcwrV65oZGRExWJRt2/fVrVaVV9fn775zW+aHubTn/60/vRP/1Szs7N64YUXFI/HrekzaQE0lYAwojYiOjS3GJh6vW7yCNhvxgsgHggElMvlLEojooRRxXHl83lzcBgJtFb0OI3FYnZgBCexoGHzBs2zA1Kz8AJgDlvOnAOg+E4uHCXP3c4idHV16dFHH7W1RuCyt7fXMraAY6QQmUzGih4kmcYYh09aK5/PGzvD5+AIqA7GIKfTafX399sxjTAZPuXq5QGeifBAnYsAgwDPZx/aWVQ/XvyftQqTxWvZD17LzFz9T6wna4178CxLu9SHsfMSFebaOxvW3a/65WVNpP48GIEZqtfrBmI82MJ2+oJGUuu+mtgHBlKzq4TU3EcQBO3sJ/IhGF5+Rz9iAikKY7Djfs0SMPIsMFVeZ/jOO+/Y/G9vb2t8fFxdXV0WKEIkAKpx9rSWYi0fPXrUgFc0GlU4HNbq6mqLjAqN6f7+vtkw7pejt9fX1/XKK69IkkmNyM5RPAXDurW1pSNHjqi/v9/6bvrMUSDQqOfI5/MqFovWN5W9jT0fHBy0k6243/vvv1+3b9+2QmAqz7HR+D+AYalUMu2pB2ntx2Qz7wcOHNDs7Kx2d3e1tLRkGlPmH7vMGvAECq/B7vI+ggXAXzab1fXr183++7WJzMCDWEm6du2avvzlL+vv/u7vdPPmTfX392t6etrqEThsYGtry57dkxnYFOyMl221ZyjYi9iwD37wg/YabBa1Lfij3d1d008jxaBHsQ/wuS9kK6lUSlevXtXy8rJpxP2e49k8CeBtvc94Md4+1Q9L7OflTq+OP//zP//zO/6U/x8uzs2t1+sWbeDY0FlIzUjQV6dxGgnvY1LQ3DHxPurBAWIUcXSAong83hKxA9zK5bLe9773mS4VXdEbb7yhRCJhx68BhHyVNZGT30gXL17Uzs6Obt26pXA4rPHxcTsgYGdnR319faZzLJVK1rSfjdLR0aFcLmeL7sknn9T8/LykRkpmbm5OhUJBx44da5ElAF4YXz5PahqPRCJhbCmAyff55JQbjAjMB0wtRo1WXXx+d3e3CoWCVZxubm4aExOLxVSpVAy8w+CySQH7PurzDs+DbQ+KMFo4DwIhDJ1n370e04NBgPShQ4c0OzurQqGgjY0N04f5z+K7MULlclnhcNiAPa9hXGmZdeTIEXum/v7+lrQQmjSCALosnDp1SrlczuaRZ4O9InXIs1NM4DXLUjOgYi8AjH0aDgNOsMB3wQCwnpgP1tutW7eUy+Ws3Q5Oxxt/f7E/vdEHnL4bEys1iy55ZjoxcOLMsWPH9MlPfvIXN1J3yfXNb37T1jFj7INNxs/bQ3TaZLHY0wAU/4cgECfnAQwsP+wuNgIwgq31QVB7KrhWq1l3GIJqvpe9C+D2hWH+Yr9Wq1W9//3vt0b49XqjnRyFkgB57E1vb6+SyaQxrEgEisWiotGoIpGINeTv7+83EDA8PKxqtVGgxRGhpNN7e3uN2AiHw8rlckqn06aTpZaBgKFQKNixsNjE3t5eLS4uGrDFl6A3xN7BzrL/IHSw77Tc29ra0oEDB6y7Dsye1NQHA/69DAMwCHjx64nAwrN2+MOVlRWTgkEQeE2mz5Bg1/3hQD5rEwgElEwmderUKQtS/OV9rg/AWA9ra2taXV3Vj3/8Y/X09CiRSGh8fFyRSMQygKlUyoAkaxY7hZ3h8/3a9HIZgjmeYXFxUT/96U8NeAJCIQlCoZBlTX0QQBaQucZXcvnOQvV6vaW7EP5QkkleALpee8o+YB/yGi+rai+QfeCBB34R82TXXQtWfV+2YDBo0XVHR4dFOV1dXXZ8JdEHFd44Y37uo1CpGWFJTbYVsALLxcKk0hHRtSRr4P+hD31IHR0dJiynwjKXy2l6etpS1QAQXsOJF8gJurq6FIvF9NJLL1kkX6lUdOjQIaXTae3v71tLpPX1dU1PTxtgpphqfX1dU1NTVu3N+dQf+chH7L6LxaIdG+jPrcbIsLEYM6oHAZiMCSl82pxwihK6YpyK19Pw72CwceIYgNUXR8CqEtl6Hd3AwIC6uro0PDxs1e2AI+QA3DtOxYv1eU7WFPeE4fbOulKpWHAC2PFrECcxODioWCym8fFxlctlm0sPQqWmZonTVMrlsgYHB634goyB1HDgHJM4NDSkQqFg2mwcbKVSMQeL88aZvvXWW0qn08Y0wVqRApNkc+SdCeODNtCzp9wXKTECO4C/Z2wBquwtjBkM8P7+vubn503ugDTBp44ZN8+cetYX48nPATUe7BLcsH/j8biOHj2qEydO6OMf/7iefvppTUxM3ImZuiuub37zmzbXBJ4ASYJ35piAAPsIOIVFIdUt/fyxxz5bBTlAM3oCsXK5bIeYYKN9YMPl59IHPMy11FrJjF3x2lvWNa3iqtVGEdVHPvIR1euN1lOwtalUyqRLBGQ4bPZpoVCwziQEeLS9AlCT7eFYZN+qkBS876zCoSulUkmLi4sKh8PWHYCCr5GREbNVFBbv7u7q8OHDGhgY0OrqqgYHB1uAEwHEzs6OSSB6e3u1tbVlbboikYjJLSjOikajRv7kcjk7Tao9GMWOIjGAgSWYJnhmL5PdDAaDisfjikajtvexG4Bcn2L29gBbIzUPikin07p48aJOnTpl5JJfk4wH9pd1xx4AP/T09Cifz+tb3/qWbty4ofHxcXV2dmp0dNT82uLiYovkwdsaxgP/5dlGv2Z5f2dnpxYWFvTCCy/Y72jzyJrE7rPe6JLAumc9SbKaEL9PqHfp6mr0PEdiQpABaQcx4MedP5408MEj44p9lxrs/J1cd203AAp0cKKcGASziEYoGo0qk8kon89LajaAJvr1IERqFSVjKGFfJNl7YWK8LgrjlcvldOXKFc3MzKhWq2lhYUGPPvqoNcg/e/asDh8+rFgsZpXt+/v7xrgVCgWNjo7a93FO/D333GPPFggE7LzmWCymXC6nY8eOGXOH4P/kyZM6d+6c0um0jh8/bpWsmUxGlUpF8/PzeuWVV5RMJjUxMaFgMGjV90TZsJoeZDDunL7EmADG6PmGFhdWAWMFiCL1FA6HtbOz06J9ZV4AdRR/jIyM6Pr16xoaGlKxWFRHR4cBRxxPKBTS1NSUjSXOIJ/PK5/PG7hnQ3o9EC1DpOYGxRjCPnopCJdn3pm7np4eS+nheEj1k9qB+QwGg7YmY7GYZQhIzfKd/rg8DCJzwvjiKAiEfOqGQwdw4JJM0wuIbtcZAbB9dM1nlMtlY4M8ewnY8ACWPQjr7g0c+4iDDGA2uDzr0D4/GEhvPN+NScWZAqzC4bAmJyd13333aXx8XA899JD9nvv5Vb+wc2iEvRxEam395Tt2MBdeUkVg5PcF7+f1lUrFjoNk3pAOwaIBVHzBiq9ABgD4zAHrlzXnsyfsL5w7+6S3t9daLvEs2WxWvb29ikajun37tjXcJwiXmsW6BGjRaFS1Wk03btzQyMiIBgcHTRbk08xk7yi4SiaTGhsbs3sNh8PKZrNKp9NmA7Ar9XpdCwsLWl1d1X333Wf2pVptnI4YDAYtk9bR0WE+b2pqyk4LTCQSLdrwoaEhy1zQDokDbPL5vDXhp4tAsVg0pravr0+Li4uKx+Pq6uoysgBgCSBlfdTrdRWLRfMHjB0ZRdYHGVJkUJARUrNoVWq2tMIvMdbYmr29PX3ta19TPp/XgQMH7D687Adm3wdknPIYCoU0NDRk7Crr+Pnnn9eZM2d09OhR/cmf/IkOHTqk6elphUIhvfPOO6rVanrkkUesop89tbfX6DtLNpCf0ZkInatnerlHn0GmjzYHAPA7CCbGCX8VCARaDoxAE00mY2lpSdPT0+rv77dCMp8hRjLoWVKfYcFeeHvCeuZ1/5N86//NdddqVn30jqYJh05USwThT3sIh8PGGnlj7J2gTzNJzYo9wAGGzU+YPxJueXlZb7/9tjo7Gy1F3nrrLQManOLE9xHFQuv39PRodHS0ZZFyigkAc3+/0SiZVhuS7DMA6FtbWxbph8NhdXZ26siRI5JkMoj9/cY5yxsbG9afbXFxUZcuXTL6v6+vT9Fo1Bg2qnS7urrsBCf0LqRRvWyBYifPNIRCoZa+mqFQyA5rkGQG2usWfWDij0ul6KFUKlmDfvqkdnZ2mkYY4AywrlarxqhRQetZSKnZN5R7b08/4ZRJe3lmknVFT1lO3+rr62vRidE6hucEZPIajABFU7Cz3vH7gyO4H29UCCIAAz4NClOE9o/TzHA+vuk7n+dPGvKFWV5mwZj4lD2OhlQh+8h3IpCaej4fRL6b5smz/Z7J8Ok0/4fnJBCLxWI6fPiwHn74YT355JN64IEHWtbve+VCh+9lOTg7r1FjDxLgwb6yHqRW7TD7h4DCZxNIs+LUvFyoXTfoMwbe6WHfcdReUgAI9nZcUgswIsBl7wNg6D9aqVQUiURsXZPlGRgYsL20tbVlgV53d7c19Odcd0AuQINuLoC/SCRidg7gBumSzWaVzWZb9mRXV5eKxaId3YotQH4lNQ86wFYjRwLccz/YWfS5vtc0Yw1Ixm6g/0e6NjIyYkwp38/lmW/G3qfz+bnPLvE6vlNq7X9MU32Ars+s8FpJdgLV0tKSjREMMBdrCtsOoKbzAzYNPzk3N2cZxa2tLV28eFHf+973lM/nLfN54MABhUIhpdNpIzY8iOZ52/WcninGhrIn+QzvI3x20ssPAfX+eGGfLaPgltd3dXXZIQxkYvHLXH4P+3ljX/haAu6dvcjvfxkFVnctdUDbJ6IugBUbhhQG+kwob1IeMIDekPiik3bAwsL2+gwAChHlysqKzp49q+9///uamppSqVTSW2+9Zdoh0j5DQ0PKZDIaHBzUyMiI1tbWLM1SKpV08OBB0wHBQLHJjh49qldffVVdXY2+cC+//LKmp6dtQ0xOTiqbzdpJWZ2dnTp69Kgdg4ceiNRMPB43w7iwsKC9vT1jcUdGRozFYAGiTcOoZbNZRaNR1et1q5r1KWOAdWdnpzG1FFwRCfpTnHBgXDT/9ql45ADodDY2NoxhqFQq2tjYMAdKX1TOGsfhEGWyEbPZrAYHB62SOBhsHGcYCARMdgBwpXrZVynDbrBmfPqS+fPCegAZzoq2ZBgrACjGFAAI2M/n85bW2dvbM3bIs2CsXZ6bXoHMDYwtxYe8ll6SSB1gS7g4TYfvIgjx7K1n5hhjACpAh/Sa32u1Ws3arrHn2o09Fw5G+nnW1Qecvsp3aGhIQ0NDmpqa0kMPPaSjR49qYmKi5UjMra0tY/feKxdzTGAjydY4c8a+weZ6KQ2Onr95ndR68hgMvc8IsNbZkwMDA5YxAVz6lC8/80CUAJZ+zWTDfPDJWqnValYAxFok+K5Wq1pZWbF2UOvr68Yk8kwUmBFos5+x7RwcEolErACHIlbukyCZmoR0Oq3NzU1FIhEjGIaGhlQul5VOpxWJRAwA9fT06PTp03r00Ud17733ql6vW5/VaDRq1fQEZ8ViUWtrazp69KjW1taUSqXsHtDU0n82m81ab1GyJdvb21asSxCCXAzfSkZxd3fX2mgNDQ3ZmgLskllC7lOtVi0j6YNgfDBFUF5Cwtj7lLaX5ZEl+M53vmNrGz+GzcNecA8AQvwtrDhFZNQI+JaIu7u7+upXv6r5+Xn98R//scbGxnT48GFNTExoYWFBZ86c0YkTJ0yChj/wBWe+6w9BGvZ/YWHB7Cg6U/qak4kIh8M2NlIT2Hv5jm/Bxr5gPJATXL9+3Y44j0ajLbYbrOQJAJ7Hg2vGHsk2hIgAACAASURBVFzkay28T/9Fr7sWrAYCATNoXv9IWppBxaDVajXTEFL45E/YkGTAlU1BihNw6hkCUlMY3KWlJf3rv/6rrl69qieffFK/+7u/q/7+fr355pstbZJY/CwmwBeaLQAXIMiLytnUiURCoVDI2p186EMfMrY0HA7rkUceUSAQ0I0bNxSJRLS0tKSdnR1dvXpVn/jEJ9Tf369z587ZcW3T09N6+umnlclk9Nxzz6lYLOq5557Tww8/rE996lOqVhvtXtDabG1tWbNqjhTE6DLezAsLHECDLoY0GBuGTUaj8UKh0KIpYoPs7e0Z00ulrSStra2pq6tLyWTSmh/jBAGqzBmMA2kXmKS1tTV1dHS0pBRhaJh75gTgybwRWJA2lBob/Z133tHS0pKOHTumI0eOaHBw0CL8aDTaApJgPcbHx41h4bk904WuEKa1nS2AneXfrB1Jxgpg6GG+kYYgx8DR8F38LTXbpnAxhh7QIleAtWLPMi7ewXgjSMEIYNWzol6e47+nHaT676DoDQAwPT2tyclJPfLIIzp06JCi0ah2d3dtHbHGAevvlYvzxtFBkkXp7u42gAS4ArCwTrhwmO2yDgK99gpuLtYmTEyhUDBHx9rxKV/YLbIIzLXv9+idPDpanskXkknNrgQEa0tLS3afkUhEy8vLRmz4Kmg+A2fO/WIjOPxlbGxM6XTa9Jjsv/HxcWUyGaXTaY2Pj6tarbaATuwhwIBAa29vT5OTk1pdXVWxWNQDDzygWq1mQJFxQS9KULy+vq54PG6sI5k6DtYplUoaGRlpkX1RC4BuFSBIJhGQhcaeIJ/5BrQEg0Gzs+xzbB52BrDmM2zseeaI9/j15jukAF5v3rypV1991QIID4KZc2/7PbtJrQZrLRRqHO7Q39+v/v5+a1vGkbg/+clPlM1m9Wd/9meamZlRb2+vHnjgAa2srOj8+fM6ceJEC5iWmgwwuESSBfQAu5dfftl8Dp1gYLzxQZVKRdFo1LIBnZ2N1oX9/f1WdEefXC+nYNzom0uby1gsZuu+s7PTZAW0vPQSCh+kMrb4S/ay9593et21BVYYEKreEU4ThQNy6BlItE1leaFQsAgU1hDQxIIHlDI5OH/YKP7e29vT//k//0fz8/P68Ic/rM9//vO6cuWKpqamdO3aNZ04ccKYVgzF5uamCcwl2WIaGRlRvV7X9evXNTY2Zk6CKPPMmTOWNpqamtLy8rLy+byOHDminZ0dHThwQN3d3baApcaiz2azisfjmpqa0sjIiJLJpAF22kY99dRTJlM4e/asrl69qnK5rOPHj1sUCoj3aSuAEwxzKBTSxYsX7Ug9FjIpcAwWgJyAgAUOiGXR830UMMGGUFiGs6IlC1EvxgRD6NkcL2T3TBCRrY/m2YwdHc0jI+l/SqoM48G6obqZQrtz587pjTfe0OXLl1Uul3X06FEzKjwPYJ/Pp4dwpdI4H51jhOnHCDuPg/fpyYGBAW1vb1sbmkgkYobptddes44Fk5OT5njoIuANJEwrYwYbxb8ZW+6dMfJ/S82IX2q2r2It4fTZGzdv3rQjA730xstvfFrKC/q5H+4/EGjoAyORiGKxmGZnZ3Xw4EEdPnzYUs0dHR0GkMrlslZXV5XJZFSr1TQ3N/f/rSH7X3B94xvfaCly8/bSF8ixD8lQUbnue1lStIczBgQCEryEAKDiz4FPpVIt2S32qQ9WmDeCNy9BQTdNYMveJIXqK8a5D14LcNnb29MTTzxhkhupcXocOkbWOXsDEOsdOUBoeHjYwF9fX5+dSkfHj76+PtMQ7u7uWgHs+vq6+TRJlnZHhx4MBk3ulEwmdeDAAfX09Jj96+zsNHBJRg9pAmBsbGxMq6ur9v9EIiFJlj2CpMDGEqgQbDMX+DWvX0ffyzwSRDDmfI6XLjDXrDWpmXJmL/usGJ/t+9fWao3Twv76r/9ayWTSpF7cH3UjzB9239t8T06AL8iioV/2BWIw2y+88IJ1YhgcHNTo6KjC4bDefvtt0yD7IN0zvARDfN7m5qa+8IUvGGkCA8t9kUlkTFjPBGkECGAHvrdarVpBIKeS8VzMQb3ebOvmx5W9jI+U9HNj107q+Xk6fvz4HdmpuxaskuYmMvFtp6jAJMpgk8JWwUJSTY6B8tEUhscbRAwu/Rd57/PPP6/d3V198Ytf1NNPP621tTU9+uij6ujo0MWLF/W+971Ps7OzBjx2d3cNaEmNfqwYD0Dg3t6eRUt8D85+eXlZHR2NFlRzc3NaWVlRsVjUyZMnFYlEVK/XdfPmTV24cEHFYtEM0kc/+lFLAWGcqtWqTpw4oWvXrqlcLuu+++5TNBo1AHvlyhVrtcJiJ3qmSCKVSml0dNTSP0SngC1JBmgJDCiuYiPBLvP5Xh+L8cdAeo0M2l0qi3O5XEuqn9f6NIZPl7OxPCPDxuPCyHndkzfWPm0PA+qF+5Is3bKysqKLFy/qzTfftNQh9+B1S0gcfKoTMImMAydBFwZSboxRqVQyVgRjtbu7qxdffNGaWxNs4fBzuZwkmQP3+jbP9BLdU4jk9WAYcYAtr/W6Rl+g4lmP3d1dXb9+3VoRYRx90Y9PCTKH7Ee6InBvODOavJ88eVKJRELxeFyhUEjb29sWPO7s7JjmWWo4yPcCWP3BD37QEpyx32C8+EOwCqOPxhkwwhx7sMgcsxeYNw88yE4gVeFI4kCg2U+a9Y30xRdSSU3Jgg9i2ou8POvunxeSgvsgGJuZmdHe3p5u376tZDJp+w3Hzr2g+UXqgzyCLB+sKMEl4IIq8nK5bF0nAJbhcFjb29vKZDJWkENNwPb2tlKplIHcXC6n9fV15fN5jY2NtQB27nN8fNyKkLm/fD6vRCJhx3Z60MmY86w+UGc8STFHIhELBnwqm88CZHtWkGeF3UPbCNAGKAFc/dzhV3xQDMNerVZ1+vRpPffcc4pGoxoaGrKDGsAEnvHjM/CvHvBhFyGHKpWK1tbWWmQtjDH75cyZM/rRj36ke++9V8PDw9a+LBwOa2VlxZhhD1I94wqB9uqrr+qHP/yhzaUfA1oQ+kwbPwNo+t9RO4J0kvuFLIKVz+fzBkqHh4dbThf0zCn+EmkaexNQy15iDNnL99133x3Zqbu2wApnns/njT1FDympZUESGSIu5ghQWC0fSeGMcYReL0V6xWs1VldXlc/n9bnPfU4TExO2wKkMHBoa0sTEhG2oRCJhDhUwAJjI5XKW9kFHysLBKA8ODmp6etoWDc+SzWaVTCbN4afTaTsEgNTXgQMH7LvpJwlTNzs726I3DIVCisViCoVCeuONN/T6668bi+I3l9QoiPHsKdpINIy0piHFKsnS8+hoaCmGg/SRNbIB5lVSiwNjM/GcADUMAZvXgzhAD0bAg1M+n00nNZ0dr69UKrZReY0vNvI6OYwi1+7urq5evapXXnlFb775phYXF1sAMsyWD6BIo9Xr9ZZDBWAvWMOscdYwYwk7sL+/33KUowfUHL2HwaL/sE/3MDYAdt/hgGI8JCHouWmkDgjAYGLEvJ7Jgx0//lLrMakAp/b3e1aQPRcKhYzpoI0Y6W2CR55Zap4S9F652Hd+/Xk2BpDUrukn6GOd8V4ugC+MrS8w4fKMDClnSQZucOzeJhO0AfoIDLHdXN5ue7YnGAyafWov+EJStrq6ahKS9jVIih0mEbAFC4Wel7EhHd/T06NUKmXPgc6c1Deav3w+r76+Pg0MDFh3AC72G9rFoaEhS+0Xi0UtLS21PAfjJ8kyKP4kwf39ffX29ioej6ujo3GaWKlUMg0rbfP8vPKs7eOMTWZOkHeg88T+8h7P0kFwYHexsT6bQuDjmXrWhi/K4mAH5p7x8CQUn+nJD88KArLaU9y0gOL5IZYY462tLaXTaX3ta1+zkw/JkiUSCaVSKStIo1aBjA62uVQq6ezZs9rb27Px57AgqZGtIKDGn4VCIesmlEqlWhhwxocMQ7lc1ujoqEkkOESno6ND6+vrWl9fN4CODfXZMLKVrB9/eSYVP0Qgc6fXXcusvvDCC7bRmCwiOwzv3t6eNjY2rB0SjfuhxkmZENUDeEnzeEfoIy4W9uLiom7cuKHPfe5zOnnypHp7e7WxsWHHaf7N3/yNPvaxj2l8fNyiHoAZ+shEIqHR0VFtbGxYixGi7Rs3bhjzxXGokjQ7O6vbt29re3tbOzs7+sAHPqDV1VVjUy9fvqz19XUVi0XdunVLQ0ND+vjHP266o7ffflvj4+MW1V6+fFnHjh3T4cOH9bd/+7fa3t7WtWvXNDMzoyeffFJnz57V5cuXdeTIEcXjcRtPxghJAmxdb2+vlpeX1dnZaZ0Idnd3DSjTL44KV7S6OBAP1rwxY/PwWm+QffN4dMcYEETfGEIMJxE1bLZ3pmxE76g9gMUI4uwAjV6DhTNlDbF5vWzh/PnzOn36tBYWFjQwMGAyDnrMjoyMWCsr//y+qb8/6Yr5gAkLhUJ2XvnBgwdVLBb10ksv2bygEQa0BQKBltNrCAB8oQvvAcTCmAPevaapWq1atfTg4KDpv2A8+TzmvlKpaGFhoaWJNZ/H1e6s2KfMD0w4zv6ee+7RiRMn9Pjjj1tBIYwqDoPiRgBErdY4Tvihhx765Ruv/2XXd7/7XdMcs1cApuwLGogz1owxmlU6fhC8MQ8wVgReUjPww0HDTNbrdTuljs+Umlo+Hxz6NcZ7WQM4SvYptQm8Hxve2dnZAka9jCWXy+nkyZMGFBYXF1uCUZhjgLPvd4mkrFarWWaPwj3sbjAYNN0/wBb7QboYUN3R0WwdhU2jQ8zi4qISiYTZzc3NTWWzWcViMUuJh8NhI2UALgS1HCDT1dXoTw1Qr1QqZvek1tZ1fA4ZNzT7EBmQFqyDWq1m44ytJMCBIcQ/+CDIp/4ZJy5AGMGUz8x88YtfVCDQOK0rkUgYs4q99HIwbLNn7vENkizQqNcbPVchWJB54A9ggbG7yWRSr7/+uuEC7DSH9yA74ns8o18oFPSlL33JMsdessD3BQIBY+5h9znVEd0yhcyQJ2jPmQMkHGQzKpWKyU0gedgz7EPWaHsHBS/x4LV8L7rxO2VW71qw+u1vf1u5XM50RYAEn67A0frIwTM8m5ubxiARIXmQ6lOrPtWbSqUMKH/4wx/W2NiY+vr67GfXr1/Xj3/8Y42OjuqTn/ykOUdAFGlvHGIikdDNmzd19OhRi/aDwaCWl5eNfUJ7d+vWLT366KMaGhqyfnw7Ozs6fvy4nnzyyZYod21tTdvb23r22Wc1MzOj3d3GUXYPPvigrl69an30AJk8F6lqCoKeffZZrays6JVXXtETTzxhqTOKLPL5vGKxmILBoGmxVlZWFI/HjYWALUYewOaTmno0oj8uQCyGEnmHTyeyWfb29lqE5PxhLKXWI+2kZj9VDB+bEAPdnjLiHj17A9jljy+8kpodJqTW89K5GIfl5WW9/vrrunHjhrW3QQNMTz00SJ7x3NraUiwWszH2EgevSxodHVV3d7fW1tb0+uuvWw9AdG0AVQIAb3z8mqILgA9WcDo8H0yNLyZg/+FgKOLp7+83/ffAwIC1H6PVlgcmsCOe2WAsuUf2eF9fnyYmJnTs2DE988wzevjhh60H787OjtLptIHw/f1908gyfrAHDz744B3Zqbvh+v73v2+sltQEJoFAwAIK7KgHtL29vQqHw7ZO/fz6dcM+8gGHT+HTfWFnZ8ckPYA39IgwalKzoIZ7BCj4NK9n4fg54Jb3cx+eWSWrVKs1CqPi8biKxaKdYsVpU9xLd3fjZCqyFgBh1mowGDTQR1srb7+8ZEKSda3Z2dkx9n9ra8uCVtYoweP09LT1tAakpFIpraysqKenR7FYzPT0yICGh4clyQAk9o0AcXJy0o6P9kE+UiB8LV11PHCDUWWufZEkKXc/Z7CEBCZSky2VZONCxqU9GPGSgnq9rmvXrulb3/qWaYTpsOJPViPI9vcltfYD5jl9V5bNzU2tra0ZiMQGAu4gIlhbu7u7mp+ft3aZAHLsO8RZMpm0rhIXL17UlStXTNohNXuas47pV+4Btl/rPsjzXXJYP/hLnpsxBLzu7u5aDQTyPzIjjEW7lMEDVp/Rg2UNBoPvXbD6wx/+UHt7e8rlci1CY9+eh6p/Jo3FjkHc3Nw0dtJHyZ6dwuDiwDY3NzU+Pm7HwiFch4I/f/68tre39cYbb+gP//APlUgkbJF5Sh49y9LSkubn562PG4u2Wq1ar1a6B6RSKUWjUcViMUtrXrp0Sbu7u9YZgSMQp6enlclkrNH5hQsXbFOhXRoaGrLKV56dRXXr1i198pOfNCN2zz33qL+/X7dv39bc3Jy1fqG1CqlVNLOpVMpaIlFd73VssLMApc7OTuvzCKNHJSmtmnZ3d61IC4OIdpem/swxoKu9vQ5O0DtO5ppKTIwheivPpvM36wrg6AMez6r69BIbnUi5PX1WLpe1uLioM2fO6OzZsxocHFQikbDAhrVDZfH+/r42NzetKM+zWjhOQC7zfePGDV26dMmKNLq7u8344my4f+bHp3n52xfa8HOCDQA4DpR0GkEKfSbpDgG4BFgvLi5aNT7P49O47EvAMc/nU/4TExP6wAc+oAcffNDY0Xw+b3seJpxemDDkkkye09nZeccG9m64OMGKdQgj6nXCZKyYU/723UqQhgAA+DwfsAFAAb30V67Vata4nrkh/UiQixP2DCsARGo9j9wDSsChpBb7TqCFLhDnz/2ura2ZdOvy5csGWPhcWCrfuaCjo8P6WyMZgBwBnNGSir1PdT1rGsBBynhoaMgKnoaHh41p7Ovr0+bmphEw5XLZpG30n15YWLAuAmtrawqHw2aPe3p6TKdaKBRUq9XMXpN58Vp8iq2wK54MgoX3rfEYZ9g+fCjyAOwqle6AKm9DuLAzBALcgyRbm6dOndK3vvUtra2tqb+/X+FwWNFo1AJzQJcngBhzAgsPuCAiCHDpsJLJZGxdlctlmxPWFGt2enpao6OjWl9f1+XLl803UNewt7enq1ev6saNG1pcXJQkk5/E43FlMhlrlxUKhSyAAQCSpaIwEOaUtlvobZmHcDhsa94HZQBR/G69Xlcmk7G6En84BfsEUshrmv2e9L4SO/2eBavf/va3JcnSNIFAwHQcgFT/O9g7IlcY2XQ6bYDVL2Amj83BgPtjO6mApzfe6dOntbOzo5deekknT57UU0891ULf8x2SzKjv7e3pZz/7me69915NT0+bFnJnZ0dvv/22KpWKtTU5f/68Dh48aMasr69Pk5OTWlhY0M7Ojubn5y3SI8r89V//ddVqNR05ckSnT5+2BZRMJjUyMqJaraalpSXF43Ht7OxodXVVW1tb6u/v16lTp/TYY4/poYceUq1WUzab1b/927/p6aeftqgJsEbVJWO4sLCgsbExe36iSgwq74OpJPKUmqe8MA/ZbNaMnq+OBByWSiVtbGxIaqb8PVuKIQWk+tYnbHy+l8+QWo8C9ewsLCRsFEwQ7wVQ+XSjZ3u9c5WarX68diuVSunNN99UKpXS8ePHDcgXCgXl83mNj49rfX1dpVJJiUTCwDVOAgcAGB0dHVWt1jhN7datWwYQvQapHVR4VhMw3R7E+cbjgFyem3VOGhAnUKlU7HQdGBoYh2KxqMuXLxvTyVjhUBhn/x2AKZi+iYkJPfTQQzp58qSmpqZUr9d1+/ZtpdNpFYtF0+bShYJAgz3KegkEAnd8RODdcH3961+3+fOZENg/D+zYz2gnPfOPjfWMC+9tD6YAQWju0Ov5Lho4aakpBQHEtgdG7FMABGlkLpy3JNsfpCgBWIBL7rVcLmtra0vHjh1TLpfTrVu3jF30688DLg+iALJeSkMvcJw7ulAIE8iKer1ux3fT5zkSiSiZTKpWq9nBL4ODg9bVJRwO2xHF2PZgMKiVlRVtbW1pYmLCACn9V5mLaDSqzs5OI3uwi4zNwMCAcrmc7RPGHBIGm+zlODwLUoNisahwOPxzwJD5ZS0xZvyOMfa1EswtgdWrr76q//zP/1Qmk7EgnDaR3IsvAOQ7vS+BFcX2+WJnaizW1tYMtDLHUvMYYtbHoUOHNDExoWg0qng8bp1aNjc3dfv2bd28eVOLi4vW+YbAjb0TCoU0PDysxcVFazHpWybyncwHe4gxowCSWgX2DtIK5Aa++wdBOn6KcYlGoy39zpG9AODZD/gJZCXcD6D4PVtgxSIB4XOaEwYPoTopKaIdJk6SMXpcOEJP8XtWickg/YCx29tr9K68fv26ZmZmtLW1paNHj1rlJVXHLMpQKKRUKqVbt24ZWPPpWz53Z2fHgC73EIlETO+Cxuv+++/X008/LUlKp9Pq6OjQ+fPnzVjRpuvhhx+2dFYw2DhWcG5uTrlczgqcYDiPHj1qsoNaraaRkRHNz89rbGxMV65csbEEuIVCIdOGSbLvlJotYvymYUMMDg5qeXnZDAVG3OtJSemw+Sha8Gzt8PCwRewwZl5YD/tGCpAqfDYVG4tx9uuBf2O0fLGHZxq9vtk7V+nnW7C0f7Y3evy7UCjozJkz+ulPf6qdnR3VajVj5Ek9YuTr9boVe3jdLLo30kCcdObT/AAVf8FWeIPN6/b3943pgf2EnWXdFgqFlsM2AJQYVhgLgg3+zdh40Mwe9EwL6Uuf/qeKempqSseOHbN2Ph4wAEaRq3BGuyQbT4occWq/6pd3YAQPjO+7BS2wOoACz0a2S1z83wAcmEx+x74HTACGfdDgC3RgZ/m9l5uwHsguSM2ASWqeqsTvfCoce9suFSMbQGAK84vt8C2I2IdSY+2SFeEe0Z56IiSfz9vBA+wpQAS660KhoHK5rFgsZmw1QT9a8EKhoHA4bKlf9gNAkxoNQGS7Tj8QCGhoaMjGvKury9huNMoAeH8oiJ8DQAs2AS06aXW+nzHAfklqsUGsCa8jxT63g8lgMKjXXnvNmEfuh2I9v4b5DP+ZVMn7dUugzLNgk5G5eBbV26+Ojg4rKmXuIE48MGc/8Dxe608mmOJsSWbHPBmCjaZgmFM8WR+sNewqz+C1rlxdXV1WPEZbQ4KkVCplpyx6eQdYiLXkM174XNbSL8OW3rXM6n//93+36Ge8uNmnFHwxEBsZrSrtalhsbAAmm4XKH37OgggGG+f8wtgEg0EdOHBAm5ub+vznP2/GaHt7WwMDA2a4iGpffvllXb58WZLsmFTu6wc/+IHW1tb0zDPPKBBonLB05MgRBQIBxeNxBQIB3b59W6dPn9aBAwc0PT2tQ4cOKZ/P6/r16+ru7tZv//ZvW4FWLpezM6jX19dbqhnp1RePx80YP/roo4rFYnr++ec1MzOj2dlZ3Xfffcrlcvrud7+rJ5980gwO6UDA4O7urjY2NtTV1WUnZwCuuDxD2dnZqc3NTSvcwTju7OxYv9BgMKhisaitrS1FIhGL+qRGD0QMMaASQ8e6YPNIMvaIteM3GI7Oa5pgDrzA3euAWDfeAPJ7DJD/HZdPk/Iaqel0JVkRFv1umbNQKKT19XUrliAFFAwGTYvL3KAZrVQqunjxogUVjDHaV19pW6/XLfXzbul37pGoGcPk2eL9/cZxlB0dzUMKCGIIKgcHBzUwMGCSmsuXL+vKlSv2euaPPehZGcaqq6vRNml2dlYf/OAH9Ru/8Rs6fvy47T0KttAcMrd8B/fNHMLglEql94Rm9Z/+6Z9awKbPAAAavLyEDBXV8thDXottAcyQeoXxZM0TJBJE0POZ7yddzToDHPNe1h6ggmyaTz8DVHHu/B6QRLYLZhiwylqTpPHxcdMqkuoGKPMs0s+ntb0kyD+Pb32FDZOaTdqxHVKz2nx0dLTlVDmpeUocwBXpE4VSpHGxL9Q3IAGCkR0eHm4BTHwu3QboTIPvIeDk/gjskGH4PUvxJbYcW+FJI97Dc8F+shaRwnFBBlBYvba2pn/4h39QPp9XLpczYoOOP319fUZssLd9FtXPIXsADMEaxZbl83nrzoCkg/Ht7u7W2NiYYrGYRkZGNDIyYj1XIa783OEvGXPWDvfC3lpeXlYulzNCCwBKD2362uLPAoFGcRnBD2sQu4ecjIADH+ezZOzZ3d1d8818pyfx2n0lYwwg9wTSsWPH7shO3bVg9Uc/+pFF6Rg6Ijff3JzNSsrKFwxsbGwom80aCEJP6Sl+wCv/hvKmEXYoFLKm77/zO79jxoxm6xh9Nj5pn87OTs3NzRnDc/78eZ0/f15vvvmmTp8+rd3dXX3mM5+xU6kwkIFAQNFoVN/5znd05swZHTx4UEeOHFGpVNLFixeVTqd1+PBhfeQjH7GIcX9/X/l8XplMRgcPHlQ6nba+n9vb21peXtbQ0JA2NzetYfDo6KieeOIJPfroo/rLv/xLbW5u6rHHHrN01fr6uu677z7t7OxYcY1n9W7cuKGpqSkDjYAXmFvYFdLe3mCSDiIVVCwWNTw8bKwq/WExcPSvoyMA4ANAgz7Mp6aICLk/Up+8zuvfpGahAIYMFoA5wfjAqvjPkZrtwKRWY+zT/56JIhLFyV29etVOvpmYmDBxfq1WUywWsz56rG+KFnA8HD984cKFFu0s9+sZSta/Z3kZGz7PsxNSs9DM7xucMo4JsEPrFu7Xz/eFCxe0vLxsWiuvIeOz26U0VKUfP35cTzzxhKanpy0AW1tb08bGRgtjQDADC9xeFAdAqlQq7wmw+o1vfMPsmdQsBJRkmm3GzLNO2FNAK+yspBbHxV5lDcAOASix13xXNpu1/URq3st6CJZwnswdtq6rq6uF9cVp82zYCthcn0UDLPJagvvR0VFls9mWyn0fjHoGkaCHe8P3+IwMEjXS1X19ferv71c6nTZww71jVyX9HDAsFAoWVNImSWoeMVqr1ez0Nk4nm5+fVyqVskIfn9HiO3z7Ki9vwL4jJfDz6dlSmuaTfYO9Z0yZQ8YDWRjrhH+zriCisE8EF+VyWV/9TtARqwAAIABJREFU6ld17tw5K/ojc4ZUzgNVsgY+2MXvcC+e6SXArlQqloHM5/PmL/hdMBhUOBzW6Oio9ValLRQSLt/OjCyU9xP+9Cr2IAdDeJkM+440Pqwr30VWeX9/XxMTExaQsV49scK6wb/FYjErFvfBFLbYy2C4T8gIsg0EhJJa9tadgtW7tpkgAyo1G5hj/PziQ1eKvhIj6x22Z7jo30okTzTuUw5IC9D4nDt3TqOjo4rH49rY2NDs7Kw2NjZUrVY1NjbWEg3V63UVi0WLfBOJhH7t135NpVJJ165ds5OtKJTiHmnUn0wm9bOf/Uy5XE4jIyN66qmn1NfXp1u3bunSpUv6vd/7PXu+UqlkAvPe3l6dP39eyWTSjvnr7e3V+vq6Dhw4YONDb7jTp0/rmWeeMWb2P/7jPzQ3N6fDhw8rGAzqC1/4gp555hnFYjHTl6H/YX48QAO0sAFKpZIikYhyuZwJwcfGxlQsFq3NC2Cko6PRfJrimJ6eHh08eFCBQKAl4kZ20N3dbQwxzo6K5Xw+b2kLqdkPkPn3jpkNiXHkfTiO9g0Na45R9UU7UrMHHe9lXDygZT371Hyt1ig++cY3vqGXX35Zf/RHf6THH3/cCiwwlkTxhULB1j0saigUskI0XyiDjMb30mP9+NQN9813efbMM0uAaxwgYNgzRXw/BSqSLMjwnQAAIYyVdyheDzw8PKxYLKapqSlNTU1JkunLaMMVCAQMAFO4h3Z9Z2fH+sP6NLXPBPwqX6xBjlxtr5gnZegbu7NHcOgerLT34PQghjElOCL7xVzyuUhIPFOHLfDtCqlJgCnlnlgfnjFHL0pXEalVly6phZ31XUpWVlZaJFjhcNhkZp4JJZAlWAMowKp6FosA3QeFsVhM9XqjwCUSiVhtBcev0paqWm20rxsfH1cqlTLWjgAWezswMKCenh7TuWcyGY2NjSkYDOqdd97RsWPHrADYB6BeruRT8oB7z0r6fUM2w3dI8Kd8cXltI2sGNs4HHp6Jx74AVEulkl588UWdOnXKGF8kdVLTZgEUPQnhWUH2up93L3FiDfCMSCyQZsHijoyMKBKJKJFIaGhoyKQdrDVsp7eXrEECK5ho7lOS7r//fkUiEf37v/+77UfsrmdG2Yfsm/39fW1sbNhY+vaZoVBIk5OTKhQKymQyqlYbR6zm83m7Ly/duHXrlp2ICDHlsxRkTggCuaf2jNudXHetZtWnGRgcogT+bG5uan19XdlsVtls1qJ4r53x6VdapHidK0yM1xVylUolA0jHjx/XSy+9pOXlZQWDQc3Ozlq1JY4xmUwqk8loa2tLKysrVnFHSoW0A9WytVqjfQpGKxgMKhKJ6IknntCnPvUpPfXUU3Z60VtvvaVUKmUGiiM2NzY2TLsyMzOjpaUldXd36+DBg5qYmND4+Lj1nQXQjI6OWlV6tVrVb/3Wb2l4eFhf+MIXTMMUjUZtI7AxvX4Rh8YY+pTc/v6+VcQyd+ggaU2FMQPspFIpA6ELCwva29uziHJ8fLwFtPp0rtToSSjJdM0+em/XqfoUN8+KJhndo6QWgMr68VpLr8XyoFdqbXDdntL2Wj5+58doaWlJX/rSl3Tt2jVrVYOz8IdN4ASJtMvlsjY2NpTL5cyRY4D5bH8ffDdSDS4cgT+VBlbEp82KxaKx94wT+5KUrCRb/7u7u1pZWVE+n29hrr1OkjEhAGHthcNhRSIRTUxMKBAItBQK+rnB8fr7Yh21s7cEtu+Fq1ZrnGYEaEC76bXKXtNHEObnHefuQb5n0ryNlZqMFo6TdUPQAujwEiwcOEAPYOEBirfngC4v++A1sOncN89LShXfwr1gV9lraOar1apllgCnvtIfxhVnTpcAX7Vfq9VUKBSUzWZVrVbtHPZSqaTFxUULStGwlkolbW1tKRqNmsQMkN7d3W0adXrgZjIZ9ff3q1AoaGJiQuFwWPF4XHNzc7p06ZLOnTvXIoXBju3t7ZnmVWqkpUkPY9u4COTpHcv/AeoQFQBpr/lFo9yeSQEk+3kGfM/Pz+u73/2u3nrrLfus4eHhFrYYP84z+cyRZxZ9oIXfohsCP5Nkn8NpT9RTDAwMKB6Pa3Bw0IghXxzoAarUrFHAlvGH9eCJAZ5rfHxcjz/+uAVkZBlhUekKAWnH+6RmdxOkTcif0GN7yRynx7HmwUQdHY0DI65cuaKVlRWz4exdNK/IrdhX7H0fwP6i110rAzh16pQZAja81Hqahtevor2BoSQFmMlkjDLn9d6JS2oxuKQ+fPuLq1ev6hOf+IQ6OjqUSqXU19enxx57zFI7bFYWIikFwFco1GjcfuPGDUUiESuiqVQqdkIXG/bQoUOmxaGRuSTTBCWTSUWjUU1NTWljY6PFEUkyw8gxeRTd8DmkzA4fPqyLFy9qe3tbBw8etHRqINA4Nm1iYkI//OEPNTc3Z2AQxlSS5ufnFY1GJUmbm5uWzqGIxaePJFmqCDkHrDVFX3t7eybXQAoBOEJMfvv2bdVqNavyZjPVajVtbm4aePGSDg/UCFDYoMw5r+Fe29caP4Pd5FkApx5sYTClZpNlr2nlZ7zeSwP4k8/ndfnyZT3zzDO2hmidRoQdDoct+OC86nfeeUdvv/22otGorV2fkqKal/Fvl0VgHL32F2DLPsOJ8fm+ytRrfr3WHCZ5Y2NDS0tLLcUbXirRro2iR+v09LQSiYQefvhh9fb2am1tzRqbc384TkB8NptVuVzW+vq6gRDSmziDer2uRx555Jdptv5XXj/4wQ8kNYEeYwwR4HXarEcKR+iO4vuh+hQgn8seAiRKsgAVuQ/2jLXEnHMffBZg0YNhv1cltQQ1sElUMHs9HcACth8SA0Dli3IIsr1eD8YOgO47IgCuAXFIpmjAHgwGzY5TLb69va14PG4/45hW6gLS6bQBsXQ6rXg8rmw2a9kjxg27xz5BjoAvoVK+u7tbhUJBFy5cMODNqUnIAHwGEwDHeEBSkHVEOy/JZG+hUKjllDhfUwIz6QNlqXnMtJcmUKfw9ttv66tf/ap++tOfanV11cA0PaMJDjo6Oqy/Mwwwf/vPxkd7eRPFRTDx1Wqj4GhlZcUIFNjUUqmkmZkZxeNxHThwwO4VSQLP4i8feHtygftjPcEWd3R0WDHy5uamsc3YtMHBQRWLRU1NTbVks9i/zBH7DhtPMSGgl7mnmwBSBbIF3Dv7hrmBZa3X61bECuPKs92pDOCuZVZHRkaMkka3gdEhqiP6oIIRtgvgBLBiMRBxAY4Al55VBUjg/Gi5E41G9fDDD0uSDh48aIwRYAudyejoqEkYdnZ2bJFtbm7qyJEjGh0dtag7n89r0R3FiYHx1ZSAn7m5OU1PTyufz+vq1auqVqtWIU+fuWAwqMnJSdNe4Zy9ToZCF5zR8vKy9YH90Ic+pJWVFU1MTGhubk4LCwtaXl5Wtdo88o0mzDyv1NSt8AxULXptHDreUChkGi+Og/WMCgufpsWkx2AsfCSMUfcglQivne2Umh0mYOC9gWHe/WsBVDwvYBxDgqECwGEsfaW517FxXx6U8d1cOMGbN2/q4sWLisVi6u/vt3kjOmYN4+RIpzMOpJtYx+ilSEX5++EecMJcZCh4fh9l+/S9Z5DYU/yOtVwuly1oZL17B+Z1tP5izdHCh+CO4hbWFPsFQ12r1exABb9eJBkz8F6RAcDy+4AIRsoHch6gFItFe83/ND+sF9Yy/ycIgu3xPZOlZmsp7qs9Q8Ee991GJNlBJVKze4c/CQ2NNCAU+VF72hVywetqsTvYMg8iSI+2y9IAoNj4rq4uK1TydgLmFHsFOM3lcsYi5/N5C/rS6bS6u7tNh+pPjgqFGj2pCVY9y432nz1YLpetYr27u1uLi4v2nQTrMJuMMeshGGycwMUzo8v0e4ax8v4ZO0nwI8kALPP2bnPNfF+7dk0vv/yy6X0hrLy984GKt/eALm9bsU1eCuLXMAwvgI5nYI0wD/gqJHGsA8bN2x8P+rC37VIF//zcQ39/v44cOWKfx/1DxkiyAwYgTmCACV4g3Pb39y2Qw7Yj24J0gMlG+9vZ2WmZA069IovAWOG/wGBIr7zf+EWvuxas3nvvvZqbm2s5QUVqajU4zQiD5dMzAFLAA8YIAMJi8qDCs2QYGibg+PHjVqX+m7/5m3rsscdsQbNAEM1jUDiCLRaLSZIJtLu7u63Sdnt722j5oaEhA2ts3t7eXr311lvGNE5NTVkz6bNnz2p0dNSiNC/mHh0dVTKZVDabtSpxUlP1el3ZbFZbW1vK5XLWJLpSqeizn/2sXnvtNb311lsKh8Oan5/Xc889p2g0aiwqgnY2CEfoSTJAITXPcCfVhkaSYjLfKsanBovForFwANFoNKpsNqu+vj7TCXFePeccB4NBS62xQQEtAEpkIVKzdYqP1LkwBlJrmhoD4oMZwGi7jo/v8eyf1wp5FqvdcNVqNRWLRX3xi180BgAdHsEYrExfX59VcK6trdn68YUTfDbggDVLepRnBrBzf5799UV0rBfWHobap5ZxetVq1fYmbCeMSzvT7NNlgUCjsIrKWxiNTCZjQSqg2685TmchcCLY9YEI9+kDmV/lKx6P2yl2PoUtNQM47AesOACTlKE/SYixbNeM+hSvZ8zL5bId1CA1dc2wcgAiSaatI7D24IOCHmwO6xGQ4PczvwOEELzxWbB/ABfY1q2tLUsvExjCStFpArCB5Ii9AXHAZ+ZyOesyMDAwoHw+b71TNzc3LWgvFotWUDM4OGg9lmE6CSKwI2NjY7px44YkGTNL8VG9Xm/Rvw4MDOjgwYPGCq6vr+vixYvWrxUAjX+F/WWe0YzjT8PhsM1zLpfT9va2VbIDcCk+ogWfrwthzNFYwqrX63V9/etf15e//GW98sorVnMBE+zbngFMfVDsiQyvE8bO+iwPvhXpAjIlqYEJCE7QTE9MTNjhERwdjb33hIcnUnxw1i6XIGCHeGO9xGIx3X///Tp48KBlAihO9v6qUChYyp92VGi9YTrL5cZhPul0Wj09PUZsVatVZbNZk5oQJHGSWiDQ0P6nUinlcjmrmcDX1et1W7eZTMb2XzvJ8Itcdy1YnZyc1PT0tLWjgl0DmDGAAJLt7W1Lh7NQAJRoB1lIgFmpNerj/zADRDOL/8+JO7lcztLYRNaALKmpc+QggtHRUYuoMNak4avVqp1ggjTg1q1b1gqIKtKlpSVbWGiRjh07pkqlYkd3AsBx+kePHpUkKwIYHR3V5OSkotGohoaG7PPS6bS1EkI8/vu///v6+7//exNSX7hwwRYxkVm9XjftKRebiLGA7ZZkAIuTuPg8qbGpYQMobmCMYRAxnBgKiowYZxwX1ZDopgDvXk7QntbGAHCfOGyYY28cPeiFweHzkXswRj6VjtHCWEhNJoD7aWep6vW6VldX9Rd/8RdaWFgwo8vruAdSrLQFApATOXuQ7EECY09qj3XsU35E4L5Cm/HyJ62gYWNvMba0zqEalfQo69WzEp4JYc8MDg4qFovpwIEDisfjqlQqls2Aucfwk4L0B4JUKhVzOhh0itC8DvJX/eIEvmg0ahkXAmMv4wgEAmZPaHnGPErNY4t9oCWphdX3YBZQ6HXDfIYkA8TMP+sJEsKz/j7L4aUEFLew7wDIPpXpAxPPMrMGeS/Ft+Vy2QpP/fMgX0Fbiv/hu1jXg4OD6u/vt9OBONoUMAd4LZVKymaz6u/vt/ex3+LxuDFYsIv4ht3dXU1MTJjEi04qjBFB4cjIiB0ycuDAAc3NzSkej6uzs1Pnzp2zwI9xkWTZOL6P4KNdKwqQDYVCRhJQ48G4wXSyVwGftLPzAHNpaUnPP/+8stmsfS52HR0t7J8PPJlvz+iztnwwIskCI1LZPvAYHBxUT0+Ptre3W4ixzs5OxeNxW7/8nCDO23/+7e06a5a//f7xEixs7dTUlB588EHzi7wedn57e1v1et2CfnAQ0gG+C+kE+yUQCGhsbMxwFIENwQn4AhC+tbWlpaUl3b59WxsbG9aJR5IFr4FAwLJcv4zrrgWr8XhcQ0NDdpwp1dpEgz5Ko48qC8WzfVITRMIGEuV4NlVqOk2cIEU92WzWGEEKqnx61YNgqQFuZ2ZmTOsUj8fNgXL8XaVSMe0Hm3Jvb0+ZTMY2aiQS0fj4uC5cuGDaJFKpx48f19mzZ5XJZDQ8PKxMJqO1tTXl83l1dTVO2AiHw8Y633vvvcY6RSIRqyDMZrMaGxvT9PS0uru79eyzz9rRfePj4y0ibM54Hx4etjSWZ+EAeGx+ztn2mtzBwUFjKwYHBy36JjCAWaOKnaME0UcRGbJxYEQ5VtOnJHyrEKn19CmMqQeJ/gQyrnbjwjyTbvEpTZ8y43v9e0lHcXmGqv17ee9rr72mv/qrvzKjj9Hu6Oiw7yFwoEsAz4jz9AEYnwHDyv16lkpqAtn2QA7n5p1cvd4swgLUo3HkHuhhydi1M50e/Pi02MzMjGlwafDPc2APYCgAzbyfo2y9PpaAhr33XriGhobU399vDI13ogRjME/8TebDF1X5tcDa8MGVT8Mytp2dnQYocZBec8freS2ZM/4NOGGtAuY8s8bvfHBGxwl/hKUHvWRoPNMKSME+RCIRSU074r+HgBubLMl09tg3AA2602Kx2KLflRqHwFCsyB+ALN+dy+VsPHkedPMUjPlDUwBeGxsbCgaDisfjkmSdBqampjQ9Pa1bt25ZKzn2FiCHdUOmxDPj+N/2HqN8P754a2vLxtvbEsgYbEM2m9U//uM/WvDE82AnvE4eO+V/RqDqwSeX70jC92M/PADFbrDWCHIAeDDEfB7BLnuDdQNRAIBlTXr5DWPBz1mDHGJ09OhRHT9+3HrmPvLIIxoYGNDk5KTZPV93QBaJ+yYQ8JkwcAC/Y44oSOVgCp6BgvFUKmWAlXtmnMLhsIrFojY2NlrkOL/oddeCVSKAw4cP68iRI6YZIXoh5UfaFw2qJDMQMEQ+JcXC8mld326FycBZh0Ihffazn9Ubb7yhvb09/eQnP7HoE/DBJqY7AAYT+p2TPtDYYGC5Z9gfWj1x3z09PXrssce0ubmpq1evqru7W/39/RZFHz9+XJcuXdLm5qYSiYRKpZLW19e1sLCgmZkZHThwoEXgvrq6qnq9rpmZGZVKJQOjtVrNjjMNh8P6gz/4A50+fdoCgVQqpbW1NWPGGB9SXj6Fy0bd3d01p+JTjfl83pwAel+6HABq6SdIdbnUTFOjDfPg0AcbUpOxQVTvLw8KfbWzZ9sDgWZRltfi+CIjr/uEXYHV9Wym1CwGART4e/COHefsx2xnZ0fXr1/Xf/3Xf9l6844J3Ryf5TWsGGBficve8Ro+xtDrB71RYuxhrD2bwRyQesSYU1G7sbGh5eVlLS4uthSxvZsD4dnZm0gAYPpwmjSwlppOBkaHMUDnyh6me4gH6O+ViwBnaGjINOwEMWjPYEeZc4AEax1nyBrwQRfBAWsFG+GlKF5H6cEjNpmAxVetF4tFSU1tLGuQpvdeeuOlCtwTBSCwUawvX8UsNfeN1/exP5BnkTbGZniZGMeg0psTCdjOzo4xqsPDwxodHbUxhzkGQHjdbqFQMLY1k8mor6/PtImdnZ0GKgjSkC+w/sk4IZ8qFArWi7VQKKharSoajWpsbEydnZ3K5XJ65513rJONl9jAsgLCAK9ew8oeRtYBYwooZPy5Z6kpR0mn03rllVd0/fp1A7Ewl5FIxO4Dkqmzs9Oq0imahKTiOxkXbJhfE/yBcMJ2Y1sonOru7jb5DD1nyez5ufcZKe6TeQJIcw/th2uwntmDPEcikdBHP/pRTU5OqqOjQ2fPntXm5qbJvHwdBOPT0dFhGUlYZl5L4EZQ4bOLyGfINpH93N3d1dDQkLa2tnTr1i2lUik7Fh0/RjYAQupOr7sWrErNajcq2nBiPirxlLjU1EqifZJahdD8nw2FM+e9fC8Gc29vT/fcc4+uXbumer2uj370o7ZgfdsX7mNjY8P0dT4K9N0FvPi+VquZcfEpbRxHOBzWkSNHdOvWLa2trSkajbb0uZRkGj4Ezzdv3tT169ctPQWQ8AUxREN9fX2amZlRrVZTJpOxsbx69aptiFQqpf7+fht/xh2dFQsVUAHjgbYHYMJ9wApwL/7YWea6q6urpZUMgYjUBJOMJ5vXM5++0pk0ML/je9HesiakpvaJ++a9PpXTzsgB8lg3MKXMD9G6X4M4xnZGETDbzjyeOXNGqVTKvoMzm6PRqHUM8AyiF9uzlj0I5jmY43aAjUP2n8tY+3mQmoGElwrgMLa3t5XNZk1C0/78jA/PSSqLIkBJJruhzRZjhkMiLeylBTDM3nnyO4DMe0UGwLOynru6GkdrMp6effKFcVztRTbYXoIi9orPUvgL2ZDUnGvWHY7UA2RfKc2+RivP/WAD+Eyf1uc7AVKsKZ8B4D0eMFAM42UysJflctmKiAjicfaAnHw+39K0n7WHLeI0Itqmodvc3t42qRh9qAFjUmNfULnPuDPOXmNZqVQszc5rJyYmTIO6v79v2bZyuax4PK54PG5A9ubNmybzwjYwBhTwSM1sEf/3ASZj7zM/fjy9jdnb29OFCxf05ptvKhgMWp9cSB0CDNYigTJzwZ724NEHJe3f3f4M3A9A3PsDgLMkayEIMPQgmHXl5QBgFH9/fCfr269VPocArrOz045i5TVU8jM/tJAqlUoGon1XDdYt+xuiiToeAjbY73q9UXdDgOczhthwn3nxe9yP651cdy1YDQYbR0iSTqZAg8szVQwgKeve3l4NDw8bCILtk2QLEueKM/fAl39zlUolTU1NGYNARScGj5QLoAUpAs4Sw0NfPCIZFtDo6KgVDcE+sEj39vb0wAMP6ODBg/rJT35iTG02m9Xk5KROnDih3d1dra+v6+jRo5aCTyaTWl9fVyQSMQlDOBxWuVzWm2++ab36Dh48qJMnT+rTn/60ksmkNQ5fWFiwFJPXt0jNStxQKNQCQHg2QHJ7twSMKdXGPoWIHorWKLu7u8rlctaGi5/jyLx+yRs3z6DjiNpZU/72miYOGCDSxOD6IImo3+suPWCWWnWvHqwC8gEO7UaMC+Dt77lSqei1115reQ3dFRhniuVw5Hw2kba/Rxgs7t0XKngAydrGCHpA6iN0Aore3l5ls1llMhltbm7a8YjoSH1QyeWNHo4pFAopGo0qkUgoFApZAOQBa3uAynj6k5pImfkuE4AqD5Z/1S/GNRwOmxzAg1M6APgqY/Yt6xhg5p00e0VqSiywkT4gYL1xBYONYlPP+pPh4P0cPuLtsmc9+RyfLfB+wDOl2AW+z693zwIijSLty94Jh8PW4YX79AEzBWFdXV12+hGZCoAFsoNqtdHFhc9i7KWmb8rn8yY1YD0TFORyOZMYkFWgSj0SiVgVPa20qtWqJicnVa/XjX1NJBKq1RodV8LhsMbHx634N5lM6vr161peXrZsBj4S8oHuG4yn7yzAfRKgkzns7u42rSr78Ny5c/re976n+fl5A1GALg/ekKQwnz7D5W0A4JB58Rfv97pW2EzaJgL+hoeHNTQ0pKmpKc3MzJgkibWJ3fPFUewzGHguP08eP/jn4T58gBAOh/XBD35Q73//+20cCoWCOjo6LIskNXvBU5wHQeeznWhSeUapwZjzLBRhU0ROkXO1WlUikVBHR4fm5+d15swZK2hGsoDvpQD7Tq67FqxKsjQugzE9PW1pdNLD3oDQ7op0cXvhkwej/Nw7bTYaBtI7to9//OP6yle+olOnTklqnj/v9U2FQsFaV+XzeYtEYGKpUu7q6jIwyWYPBoOKRqMtTXcRrZdKJY2OjurEiROmOyI6T6fTmpiYsJYmpIUSiYQZMZiA4eFh5XK5lg12/fp1Xb58WYFAQLOzszp//rwmJiaMmeru7rZ0kdePxWIxdXZ2thRMoVvCIZCu3tnZsU2K8Zaajeez2aw2Nja0v79vOmWKwCh6QHpB6onUSTAYNHYGQ4SR9UGKZ9l8BIuT8iw4awKDRPSNNpexAHTWajXbvP47ibK9ngqn3r7GPCsKuPRpyq2tLX3lK18x44AzRF9Ij1yciJe2eNkMwMF/JxfABEYB0AcL4JlIgilSR5KsCDGXyymVSimZTFrGwHcI4Jm4vHTCA9VYLGaglCCup6fH1gVZClg0WEOCUHSBjDnzTNeKXwYbcDdcrBWkRrFYTJFIRL29vQZgsE2AMDIpaOuZex/gATKZU8+o+/WFjSYILZVKlsoGdLD2PAkBKGrff5Jaun744BQbBAjkmTz5QKArNTtzeNkPMhYvERobG2tpIcV44mtgP/EhjCcBva9x2NnZMaZ0c3PTihABa4CHRCJh9oXPpOc12TWO6ARoDg8P23xSnJxKpdTT06ORkRFjjru7u61TDacJzs7OGjDf3t7W4uKiFhcXlUwmbY/xDNhB9ie20K8TWFIfEDDmqVRK//Iv/2LzAUhFdsB6Ys1gW1kT+OV2KQgEgg/6vYbfrwXmG0ILQD08PGyBMj8niOP5fLbWB+8+MxEIBKzlI2AeZhWb7KUPMOkE5GNjY7rnnnv0/ve/X7FYzLTMPvuG1CYYDCqdTtu+AlD6gr+9vT1tbm5a4EcRIIcHZDIZLS8vW33B9va2ksmk7aWNjQ1dvHhR6+vrtsd91uZOr7sWrBLx4IRIQbExcECeydzf3zc2lRQEiwiDyOUdFc7QAymfZlpZWdHq6qri8bieffZZ7e83jjmjupa+ZBgW2lGxmFgkLO5qtdEKhcb9FAaNjIyoWCwag0zRUFdXlxm4j33sY3rggQc0MzOjjo5Gu6KxsTGFw2FlMhnNzs4ayKTvII2uu7u7NTIyYozZgw8+qEqlokuXLuns2bOSpEceecSYgWq1cZwskSVHoqbTaQO96AM5eICzlb0oH6E+Bo5m1cFgUJlMxgB9LBaz4i4YW9oy5fN5a/H6Hi5/AAAgAElEQVTCZpOarCX3KzVT2nwn+l+AjWc0ff9EwBJMB8aZ3+E0YUQwwBhQ1tK76Yl8ysenwlhr/Izv8ylQHPWLL77YwrZIMnYhnU6bNhCZiW/dxn3yjDh5v87bU1sYe68n9V0GPNitVCpKpVJaX1/X2tqanSiH0wIctqcQcRgwcUNDQ4rFYpqcnLR55fftbJn/TK+rI9ACmPM3a4Xveq+AVXo3w+6hpYc1l2Tj6JlQggMCOJ9y9WwlOkEfiODICERIc7NXWFM4eJ+FIBPV3tsUXZ7XzfJ5vliGz6MKms/mnnyrMwJJ5Ef0l+Uz2Hu5XE6RSMT6fEoyOQ7r26ewsdmkt/kubC97JxKJWDCfy+UUDAatCh/wgfbVtwZkPPFz5XJZY2NjSqVSdjR4JpPR7u6uHQlObQCZsuXlZdVqNdMdZjIZ6ys6OTlppyfm83nduHHDTo0jEAZgee07gS42l99h7wOBgFKplP75n/9Z2WzWXgfrz9qhTR8+njH3sgTG3euV/Xr0GngvT+GzkHT4wGV6etqYZo549cVjrHGyNZAOrCOYXmxnu7wKoMm6xUZjJwHPgOOJiQkdPXrU/FcsFvu5e6FYtFarWfBC4MOz+/d4/+lPimM947vx5UjySqWSLl68qEuXLun69evK5/MKBhuHSyDzuZPrrgWrNJfv7++3Yz9ZxEQ4LECv7cEZe2CBE2fhsCH8Impf0H7Rra6uKhQKWesPfg54LhaLKhQKVgBF1IIBRdDuOxFcvnzZmr1zykkwGNTMzIx6enrU19dnze5hxOh6EIvFrPhgYmJCW1tbmpiYkNSIkmlxQZELBSn0Vevv79fBgwd17tw5i7BPnTplC560y8DAgD7zmc9Y9A9w5DkogiLFWK1WWypEAQ6I+P1Y0/Ugn89bAcju7q6dHY/TIsLzBtFrftigtEmCCSVqJar22mScCZpMDBpMNI4Xg+L1cHyeT/cD/Dzz6qvtva7Jg1Kvmfq/7L3Jc9zndf77AOjG2GigGzMBApxAUdRg2dZox7EqSuIhdsqWU0nKVU6WWSSL/AOpyiqbLLJKNtlk4apUJY7tJOWynUSy41m2NVgDJYoUSRAEiLG70d1oEEAPd9H1Of30V/r98ruWb91L6X6rWCSBHr7f9z3vOc95zvOeV+qUPJN2DWCsVCr65je/GUcz8t6+vj7dvHnzHbV9XqpzQI9DdyaK8hZMhusMeR/gAydOybbRaES1gI0aXsXwKgX/5wIkDQ0NaXJyUvl8XuPj47FWCAr9/f3Rnoo17bIZSpmMIbISEl4+BzmBJxDv5YtqjqRYnyMjIxofHw8No9TRVgOIABjYLL7U21Rh2zCUzDG+1/V9zsA4M+pz7KRBsVjsSg5ZewRiAi9AIZ1OB5PlwZ97cGkL7KgDa0lR0ocBc0BONxTej10BqAFybMgiAdjb24vG63yf1Nbw12o1TU9PR7kdogIChbLu5ORkgJLj42NVq1XNzs5KUmhO79y5o4WFBa2trenGjRuamprSwMCAdnZ2lE6nNTs7G23/JGl2dla1Wi3aRU1OTsZ4cxpXLpdTOp0OlrZYLGplZSXaLjpTibSMueZK2tErr7yiS5cuhcyMJNTnCd9F9wdiDkAMQsaJCalDVPB52L8np/h0Eg18AT4yl8tpeno6ADT24a0HpY5kyjcS81qXO7EJC+Yf+yK+weLz/FTqkF4sLi7qt37rtwKgewm/0WhEjGWd+KmaSA+RIRLz8IvES9oBcr9gB+I9c3Xnzh394he/0AsvvKCbN292dYF5t9dd6415+FSqfeY9hglrhEFSXiQDY9JgBQi+gFFnhPjbtXyubWRxscv/wx/+sHZ2dlSv10PbwS45HEcqlYpd+A6EcrmchoeH1Wq19Morr3RpBOmLByCkPEcPPhpSs7uT4NDT06PFxcVo3ItRAaBnZ2eVy+XU19enpaWl2IiTzWa1ubmpwcFBXbhwQeVyWZcvX9Y//MM/6MUXX9Tq6qp6e3v14IMP6mMf+5j+4i/+InZ0Dg0N6caNG0qlUl07XR3MbG1txZi1Wq041/369euxQNESptPt5sKUj2GgCQZkzACXpNYTe4AlIlDBiPj/32lRwTqy0GFwsC8+w1lBZ3GccXXb5Y//DNaVz+EZXNSfZPwI8DBQ//RP/6Tp6elggmD2AZiMF10psBNKnc7W8v2wKw7qWTe+UQlgCyhBbiG1j9zd2NiIkiYyDW9X5d/Nz3CGgIB8Pq/JyclwzKwhHDjVEnoqezsw1hRAAQkNzJlrxDKZTGyGea9f2DJJ4cDAgPL5vHK5XMyBJ3VSdzLuoBTfAyOGf+N9HqQhFEggAByc2uQbkLy0eeLEiQAUrhMHpCbbVXmpmd/39/dHpwzfeQ/Q881XzWYzWjcBwJwxZL0WCgXdd999qtfrsVkUQAWQ5PnZAMlG083NzWDb/CQ6BzLeBoo1WS6Xlc1mde3aNQ0ODmpiYiJIANZnJpPR9va2BgYGtLu7q/HxcS0uLkav62w2q56enqh4Udna2NiIvQzHx8cBYnt72wcy0BkAkA4ZQYuu1dVVra2taXd3N9ai1NHt449Yn5AR//qv/xosP0eWk+B7u0FnBZkDr9Ix9l4t6+3tjX7mJCsuV+H1HucHBtqH8uRyOS0sLCiTyUSLJxhefCjrBFt1SYhXG/gZDK+TXwBtno97gZn1jVKQU+fOndPjjz/edYgCz0NLSjTKyHYYi76+vq7DG1hPrs+mI5GkLkANCcFagXW9fv26nn32Wd28efP/77PKxBMYm81mGJDUodOZYNfE8TsGEUfrTZ6ZbD6LBQKwcdaF4Le8vKwLFy5EiYkyExM9NTUV2kAc8d7eXuziw/jfeuutcKB37txRPp+PVjscfODlVwwWZ0zPNMApf/f29oZ2tlarqVgsan5+PhhRWqKg+Ws0GpqcnNRHP/pRzc7Oand3Vy+//LK+973vBct17do1Xb9+Xaurq13aV3oIegAiiJA1UnoEVFLmIYsrFAohFUDH4yCKuQGIS+rS++AAyEKxGxYh9zY8PBzgCd2Q64243IGRZcOQ8ll8hzOfAFFnoABGbs8AbQBoEtAmtavOvmKfpVKpC5h6SZHvJ5FwvZakrhIl9+2JmzMR/pleIsZROxOBvVKWc5bMN6P5HDFGOHeACJo9wLk7UGddcNrOGLq9OLt+fHwciRO+gUD/frhIqLAPn3/8xvnz5yPpIWFx3bOXU5kzfu9rktc5u+XJDcEd5oe1674YRh49NLp1vqO3tzfsDE0t3wVLjB/yyoJfbJjyBIfE1eUjBG4HBwAElwzxeTwv30d1ZnJyUtVqNTSl2DUxgMNa0ul0V3kf7TVyMSpNyMKktlYchjeTyWh9fT1ArqQ4ZIF9FqyFfD4fm25SqXZLKJrlNxqdAxeYZ8rKsHlsCN7f39fW1lYQGknbw8cVCgW99tprQR4hRWEd4w/wKfgqrwY5yYP/99cA/lw+wrp3eQvAGttmzkiaXVrirKqX+rlvL7F70uZsMUSZy7qIA+4rubhXfj8yMqKTJ09G9YDnQ46ArbmEy4kX34yLX2TsGC/vlQqgpbrrWmC01pubm9rc3Hzbptlf9rprwarUKTv19fVpYmIiQBnB0SdEUtD6rs9yxyB1N2n373Eml89mEigvsjsUtoZS9tzcXBiE1J5oWkLAiDYaDd28eVM/+MEPdOPGDf3Gb/yGpqendf/998d9SZ2g++abb6pWq8VGJjJaz+QLhYJyuVwE40cffVRLS0taWlrSzs6Otre3lclk3ta4l6y+0Wjo+eef18HBgZ566imNjIzo05/+tN588804Uetb3/qWpqentbCwEM8EYCXT7e3tjTI/Rt/T09NVlidbT6VS4dQ4RYvd/q5n7Otrn1hVr9d18+bNWKDML2wcQaFcLnd9l38W4IYFSJJDxuwZLs6GzVE8k7dAwZm7jIT74DN5BkldrL9LUNyGJb3N0fv/CZh7e3v68Y9/HJ0kAF4EU8YdHZKDS4K9vx5n6omC6whhzwkUMMv+TOjrkFDg1B2MOgjnO7gv1jV9Denfyz3BJPGdfDaAxZkQnLU3MQdUA5gAwb8KndXdcBFkCJQkuCMjI3F63htvvBFzDGsHy5VkTp0NkjqJBMkrdub26+QD9yR1gxnsgYoLG4E8eWQTJAlJcuMXm6qQBgFsfV8CwJQKgtQB3J4kwi75/RUKBX3kIx/pSgIBpCMjI9EmCjIB0FGv1zUxMdHlp7iazaZKpVIwnIBM7HV8fDz8J7abz+d169atmK+jo/ZxzJVKRYuLi5qcnNT169ej8kWyzlpCb0jvXfwIxAs+ms4Cd+7ciRO0sI9msxkb9thUfPPmTW1ubkZXhDfeeEM/+MEP9I1vfEN/+7d/q3/5l3+JkjLj7JvopPZ6hRllrADJ+GXex1pPMvROSDA/Xjngu3zDKusCm/OOM/hLvtMrRfhKJyvAD/zxipoTACQkVCnw825fsPPnzp3TxYsXdfLkyQCezip78saz+3f4psWenp6o3tIhwLWnbE4lKS0UCurv79eJEyei5/329raeeeYZXbp06VdyKMBd20gQh8jEYiBkLBgDi8/LfmQYHrCZJGh5Mil3RsgMXA8rdQ4oIMhvbm5qaGgoMh1Y29u3b2t+fr7L6bILj92PAwMD+uIXvxhanZ6entAUNRqN0KKy85NyG4160XORqfE7qX3iCD3ROK7vmWeeiWzeM7BaraaTJ0+qXC7r61//ejigv/7rv1a5XNYDDzygP/3TPw0NbiqV0o9//GOdPHlS1WpVU1NTqtfrMd40cAbAshh88bt4m39zchXZJ4xtOp0OgbuX5ngGL2UQsHBozBtMB+CRwEsp2JMYvh8n6M2u+dk7BWDsRupk0w5WcXBeBnKHiXPCCfIcSXaT72s0GvrHf/xHfepTn4rPZP75PC/luj4PW2csCdyU2vk+mA8CoGfO2ALfR0WDDJzxAAgDXvg8LgfuAEdORvMNAOymhgGk8wRdL9i1DlhiLbJGvFICY5JKpTQ+Pt6lo34vXy6dkRSdMtLpdr9VWD8YTKRC1Wo11j82ja2/078JjKwTL8E78GRNY+dokQGorF9AkwdjABc2eHh42JV0+OZC/k/SC5hOylu8usK69QSS9dTb2z4WlCbxDqrxK86QAlglBZvMs1FeLxaLqtfrsc64r0qlEnKBnZ0d5fP52KWdy+W0s7OjmZkZ1et1lcvlqIzNzc3p+PhYGxsbcfrj9evXo8PL8fGxKpVK7PvwMnU2m43eyPSUhYWky4ukeK7k5qCpqaku/7i6uqpvfOMb2t7ejvnjfc5iQgYA2PApzCtsIvPqFVSvqOC3mDcv2Sf3HLh/5dQu4pXU2SgGkPWqoa8l7JzPdc222zdxiu/mvR5j6PCAzXG/zM/U1JSeeOIJ3bx5U9/85jdDlsHmbsaCJAf8xBzTLxjQCitO0tpqdXS8bGSmQskmcGI9RMDm5qb+/d//PTpLvJvrrmVWmTAMmzIylDyABkOUFGwhLAogwJkxqbvETKBzwOrlWIyM40XR8ZCR4cQlRf86QAG78FdWVrS6uqonn3xSf/zHf6yzZ8/q8uXLmp+f19raWmS9GBVZTW9vb5RzAIU4EMAw37W6uhpsya/92q/p/vvv1/T0dByp9+abbyqdTkeWPTAwoCeeeEKf+MQnNDg4GKxAoVAIVnN9fT2Cx7e//W2dP38+GmAjK6BUUq+3T1shI8fxOFgbGhqKDgWHh4fRN47yGnPjLZ9wFM4SIgwnY2VRejmShZ+cVxyN6/j8d17qRpvnYnZeK6kr8HjJE6fqwJF7cGDNPWDvODjGwbN13tNsNnXp0qUuZoEjfAn4gA3fCOPjxFjDcjvw8AtH58+JDgtw62Usvxi35O9dbsO8ZzIZzc7ORknVy7ewBLSqokzK/SI/YT54Zhw3IJeWV6lUKrSMbF55r18EeHwmf5Ae0XvV59ArC1L3kbj8TdWCz/Zkz+3eJS+wZQBOfAHVIdcWsv693AtD5Osa0EgwxefAuFer1aj28DncFx0lkhtiXIYC64dfeOONNzQxMaF6vR6sFCerpdPpIBn4P5/HxTgfHR1peno6mM1arRb3BgGD79/d3Y1Ei/7ZlUpFlUolusiw+TedTmtmZkaDg4Pa3d3VzMyM+vv7tbe3p1qtFmvj9u3bMfbDw8NxgmA2m1U6nQ4QRGKLb6ZKBbCFlCGGHR0daWNjQ1//+te1vb0dlc5MJqPh4eHQi7tmmc1nzIvHdsaFihrJd5L1JJ5jn/ge7A17gY1kHeDTeW50qpAjAFWPH9gLvof/e+WOxMzjGH7TYwH3DzjnM/legPDh4aGeeOIJfe5zn9OXvvSlIKGGhoa6TnyEIUc2UiwWI4EfHx/X7Oysms1mbFZnjj1m1uv18L9US2FXp6amtLi4GLKRGzdu6Mtf/vL/5Ib+x+uuZVZ9h6XULsWvrq52GZc7RBYJu9/JBCR1AQ2MjcwJQOwsAWUK/rCRBId98uTJyCYBSXweLBe96p5//nlVKhV9+MMfDjH5rVu3dHh4qHw+H0dAEqhprH7hwoU4UcoDL+Wbw8NDLS0tRVDp6+vT5uamZmdntby83LVzdGVlRVtbW1FihY1YWVnR3NyclpeX1Wq1W5ecO3dO9Xpd3/3ud/Xiiy9qbm5OS0tLkqQHH3xQm5ubkVGzK5Een7dv39b58+ejdOAMxdjYmCqVSrBkrtEh465UKgHwk1KNarUaJRUXfxMgva8qDoOxcycL4HIn4KVOACMAm//7oQTOwsKEOBgj0MFU4SD5t9uulzFduwcQ9V36BIy9vT399Kc/1eOPP67j42Ntbm6GA4blAcTBXnAlpQWAYtd8uYaLn2PfOEfGqtlsxs5S/2yAtjPVzih7CTCbzWpsbEy5XC6SkHw+HyVRwDj9IGFjGEc/6QzwRHLHpkUCPYyYJzLv9avRaERJ30ujJARssmGjJoCGYM+cE3y5WIfOWOFfvaLh4NarHmNjY1Edw75h3x04Oxvr1S6SYq94YFce4NnM4nsYWP+efBILkHzRJYPn8XVbqVQ0MzMT/ts3owGquF92lKM3hckDWJAMUx3E5/Be1iI2PTY2Fv+mmgYY474GBwe1ubmp6enpACzIC/ARuVwuNLH4t/7+/oi5AEPGJrmBU1Kw1gCrg4MD/ehHP9LGxoYOD9tnzrvGk0SE53WNudTZ5EzlhRK472nwyim/901QzBWYgITIyQ00qzCHVGJItEjsmDe3c7dJlyj09fV1dQzguXmfSxN8LaIBZi8CF2MCeMxkMspmsxoeHtbMzIxmZ2f1N3/zNyqVSpE0MQ60ecR3YlPlcjmSd1+/Ozs78exUDorFYswZgH97eztYeTbe1et1rays/C/9z//pddcyqxglA81geckTZ0qgJhugVDQ2NtbFZHn2gwF6iYcFh/4Ctqxer0f7LJwXIIfzoKVuNowJPj4+1tzcnPL5fGTilMwxxmw2Gxunjo6Oor8dR+gR6OkhK7XBWyaT0fXr18P5AC584wvCf8oRLBxKr1tbW/rQhz6k3/zN39QnP/lJnTx5Ug888IDuueeeaHVx9epV3b59W88884xef/113bx5U7u7u9rY2IhxpW8sgRFnyvcBngg6jCFgm8wSdpndtl6qxwn5DmB3gCxImHUvbTM3nr0n2Q4HnVzMM8DRf07w89I+C55NInwnf3g9wNMBqt+fPzM/czunR6KkyHgJAK6dSupgHZATKAEu3APfC3PmiYUHMNiMJFBNXj6mPA/MK6XZZGD0YCYpGDDfGMEa8bmDgfEkBDavWq3GpjRPdN/rF8/vgNL1c7Bd+FqSP4I2lRSpY1PMy8TERKwjZ7lcboJ/hMGhryc6dZg9Z9QclPheAHwddoTPptrkWlY6RQBMHcQSI7A7fKTUOfUtaSMur2m1Wnr00Uc1PT2t7e3tWM98ltRJON3XpFKprl6x/AxbB3zxmmq1qoGBgahoQaAgnSgWi7FplsQD8Dk2Nhb7KrLZbLR94zOIdbQzA9ARm7zzjr8eH42kwDc9ra6uanV1VaVSKeYMv93b2xubfb0dFbaFRMDny6U8SJmYI/dVsJZemSJOJCVV4ASpc2qYVwaIOdgX8ZLPxcY9keGZsCPvauAYI1l1ILnx/u58B3bId9HJo6+vvYP/wQcf1OOPP66enp6u9zuTzBwQI3lWvntkZCRsDfxxdHQUp1ixjiB8kP7xOWy2/lV0BLhrmVXPKjCwTCajiYkJ3bx5M8qb/A0QwpH19XUaSDvD6q1wyFjQI/oucpxZs9nU9va25ufnlc/ntb29HQJwdEWwlhgswOv4+FhTU1MaHx+PI8/6+/vjzPNqtar5+fk4BSqTyejmzZsaGxuT1GngKylKOGNjY5HBUe68ffu2qtWqPvOZz+jy5cu6ePFiPAfO+/j4WJOTk7p06VIwU3t7e0qn0zp16lScHHV8fKxHH31Uf/iHf6hGo314wdramnK5nJ555pno1bq+vq5Lly7p1KlTmpyc1IULF/SRj3xEKysr0biY7E5SaKvS6bSKxWLsaGUeSB4c8DPvZPEsFi+TeJnegyQXr3WtKgCJRYjjTzKDOEBnAclEsTE+850kATj0np6ekG94do39OSvqn+tOjnHiHr/1rW/pySef1PDwsHZ3d7tKVc4QtVrtDQjDw8NvAyo8N2yErxW+13/O+7kP1mar1YpExS+ek/HgPQ7iR0ZGNDExEW17YEJ4L6DJj7vEwXNkJ2BXUlRBuG9KZZRUSZwAtu+Hi3F3KQ16N35Hx5GBgYFoBO5BkxKpJ4+Soken66G9vOkJI+/lHtwWYEBZPwRoZ01dY816GR0dDRtGs+g9oZ3B4mATbAwAxD0k9Y5SB8xInU4x+NTR0VEtLy/rhRdeCGIAFk/qgBPujZ/hr/r7+zU6OqpKpRJ7G9gYBnuFZhdfjt9Kp9t9U9EaDw4OqlAoKJPJRE9WkjOqDVTCyuVydN7AfxFfj4+PVSqVomwPueCbWRkf/Gir1VK5XNazzz4blTcIk1arpampqa62WFK78ugsI1UQfALlZ/yOpOhawLOg9cVnwtLCymKTfA6+F4yAv3GttJM6kgIDAKC58JN8psvdfC8F95Os3jGXVJ1SqVTYLzjC9bkDAwNxgiegfnZ2Vn/yJ3+icrmsF154QYeHh1EVOT4+7mrrSBwcHR2Ng3pIGKh6YuNULFhbfmS646Rmsxk6ZZjdd3PdtcyqNxTv6+uLo1S9ETCGiGGn02nt7e0FymdA3XlSYnC2yAEQr5MUAKa3tzdOhkIXRDadFEvjgHiGU6dOaWJiQnt7e7Hrub+/P3qgojdJp9OxSYVyDBl1Op3WyZMnA/jSZHp9fT0yaY4i7enpUbFYVKFQ0Obmpnp62rsal5eXw7HMzs7qvvvu0+XLl5XL5fT3f//3unLliqrVqpaWlnTjxo04EvHll1/WY489plOnTumxxx7TZz7zGf3RH/2Rnn76af32b/+2/uAP/kD5fF4/+clP9MILL0RJlvnzfx8fH2tnZ0eNRiM2WOFkAGfMzdjYWDAD3pCYhULWTUZIKxwCBfPvQQiJB85C6i5legkRB8H7eC2XB2b0y+583SG6aB57Sn4ezt9L8q6V82eSpFdffVXf/OY3Q8Pp5VGvEhB4cMQEWgCKb4Ai82Z9eWmVvq3+OYBU7s8DlLNtPobMMc6Pdm2+EYX1yBhznrgzwP4zAhbMgCcEJCN8Fq1bKJG9Hy4vw+MjSCJhvtCtZjKZAEouK8EOkbb4Z/v68TmSupvDIwEC5OCfAYtUZZg7NpT6GgIwkpA5qGSDJ7vCh4aGAgA3m804QcsPwSCB9GQREMs6Yu0yDtz7D3/4w9D+o+NsNpshO3FgK3XKvZAZgIve3t7wh7CxsFUQFxwyMzo6GmuQhAPNJ4D4ypUr2t3djcpipVKJZBXAn0ql4mQsxg9/zMEcfgysy5CY78HBQe3t7enKlSv6+te/HokL80tcI2Fgh79r2bFB34CHr5G6JXyuuXcZgLPa2B4xxWMP8+aAC18HGAdAui9Hs4l/SxIiPIeTJ8QdqoUOdnm9EzMw6jwHlQfi2eLiYlc86+lpt8ycn5/Xn/3Zn+lLX/qS9vb2lEqlVC6XuxhUCDq6B6TTaZVKpa7jqJG4Ybd+UhpHt/um4+3t7bCDfD6vubm5/zNn9L+57lqwilHRLJ9zbKVOKZKBR9MJwEL/CDPkDJCkLgfigBND8feRyfumDhzl1taW+vr6QuPhVDrZ8eHhoW7fvh3OM5VKaW9vL3ZbkjFLbed8+vTp6HfIaU6+uHjt5ORk7AAdHh7WhQsXdO3aNd1777362te+pnK5HNnS+Pi4Dg8PtbGxoYcfflhHR0e6evWqlpeX9eMf/1iFQkFf+cpXwlFeuXJF/f39Wl9f13333RcnEnlgGB0d1b333qtsNqtHHnlEX/jCF/TSSy+F00VfA/De3NyMEhIMgoMKWBjXfx0dHWltbU3b29vhWB1MJjVPLGLXqJFw4ORg2XBCXhJx23PdFKATB0uw8zI1DoFgDbuAIyWj9lJWkqnEBj04YKeSuuyvXC7rP/7jP3R8fBwbh9xpEyhhmHDKZN3MI3PqpTy+A4eVzKpdw00AyefzXRt4nD12GQPPiv2Pjo4G44kmjoDOc7DmuRfOaOccc5grGNUkkweTJnXA8J07d943YJV14KV9Li/R0pEB0MoakLpBKZ8B+PEyv7OQvI/fUV1gTblsB9/gLXAANyRGgBrfzIPdAthgnQBv3BvMvUvHXAohdVg0EmYu7tcrL61Wu/Xec889p0KhEO2b2DDFJiI2AyOloOVTpVIJ4EYyDsimTR9sYzKhZnMSG1R5LjbOuH4Tpo12VXTTYA0jQdvc3IxxODw81M7OTjTtlxTjDVPXbDZ19epVPfvss/r5z38eII8ElC4d3DvaWwCZ+1ZPVnhGGFTm3U88c0i1bEIAACAASURBVLLKGVBPCnze+NurWM6o8xkuQ+D1JLuAeSfQAOXEG2dWIU+IE3x+8r4A/9ikryHu48SJE3FQij+f1E7aT58+rc9+9rM6depUJEQ8C5+Pr2b9Ac5Zb5AuXu4nUfFOAIwJUj+03R6nftnrrgWr3rjX9YgABT8gQOoE256entjhzA5QgIJnTHyeB1McJwG/r699DBna056etpZrZ2dHExMT0eMUI6KsxqSyc5P3U7oA/ABeYUGnpqZiEUvSzMyMenp6gpU9Pj6OHfeZTEaNRkOXL1/WY489ptnZWX3nO9/Rm2++qSeeeEIvvPCCrl27prGxMS0uLurixYtxRN7w8LAWFxe1sLCgiYkJFYtF7ezs6L//+781NDSkra0t1et1LS0tRY/Y7e1tZbNZZbNZ7e7uhrYJKcH8/Lw+//nPh9aUEo3UceyUcShtASyYR8ZybGwsdjPi3Fn8BFbmCHDogQQggqOjTMj7HYASwHFgXLw+mczgkNhkBGjGftiM4jbpn+/MIp+ZtHEvsRMgkozs4eGhrly5EmOAE/Ldujh1HCbaJoK+Oz0vhVGZYIxwTjg7Z0ux91wuF+J/9I8AaICOrzs+k92oaBZZrzhOlxzgdDOZjObm5jQ6OhobEyiH0laHIAIDy3xScn2/AFUuT3QkRWJAkIUMyGQyUfHxJIukBB9Koubz5Kyb1GnXBCuGjRJQh4aGQtYEC4p+UlIAIwcCABfmlqAMC8W6okpFb1BYL/wr9s5zsBb8mfHDsL1eTXFmTWonBPfff3+A/BMnTiifz2tmZiaIDAcRJMsOaHjN+Ph4rEHYVHT8XhEiAWPzFKwe6xCmc2hoKEicVCqlnZ2dWLPI02ZnZ2NMkNiwGRFQx1wUi0U988wz+uEPfyipc6AC6x7ZAPcPGGP88B+MpTOl+FhJ0eeUn2G7XtKXFCwk/tLL9vhNgJ/7cr7fN1P5a5hztx18Gs/kEkSIDJeJkZBgI/6+pF905pL7HRgYiLZjTgLw3NjM5OSkPvGJTwRpwmY+PpvXUkng/ehPmSviFPH54OBA58+fD7xC5dh789KT+d1edy1YdbTuGQmAlQGWOidJoK/C8bhTcdZOUpeDcvDgGr3e3k7bif39/Sibkhm7Vg7gA51frVZ17do17ezsRHYE+wOocU0gmfLu7m44+XQ6rXw+L6m7vUWr1QrGeXt7O5jT0dFR3bp1S/l8XtlsVmtraxofH1etVtP8/LwODg6iHdXx8bGWl5e1tLQUDvWFF16Q1Dbara2tCF60fzk6OtLo6KgWFhZCqA/gp9TEQie4USamHQg9VnEEMGNkewBMylCAHlhQF3IzP1IHOHE/zi4wtzgPDziuVwMk8Voct5f+nIn00jm26uVvbIOfuc16sHOmy3/HfXrp0y/shXKlgwKctjtiWAkuZ2JdBsNz4tw8oHvpFTvq7W1vnMjn81H+gyFlbnger1rwXEl2xZtyMwZeMsRxugPmWf07+/r6ulq+8XsCHUnFe/3CdvA5rE1nofGtDvIJuFSyHKQy7wRfbMNBxfHxcbBwbrvHx+1uDXQH4YhpfCi9l/1KyrQ8AXEdLkCG4A645v583QIc6SjgHSuwo76+vq4NK3yeryOpDX5efvllra+vx5HcAHDAN+CUe3H/KXWYPQBHo9HQ1NRUbISkylatVpXP56N1FH2tkcLgZ+ibyl4JpBCTk5PRziiXy2lkZCTaVlEOhiTgefEp9Xpdb731ltbX18N3kER4hUvqbHxykMVckYBQFYHccckSY4Af9WooshCXceCzfOPWO1WmpE5ViftPJh9u41I3c8sacnv0ZMf9m1fWkgkjulRnlake8/+xsbEuWY77S//T09OjqampIMQYc+KB27MfGsOzcf8jIyNd66ler+vatWuq19unWZEQ4VcZJyc+ftmr7y//8i//8l1/yv8LF5pQFh6sz61bt+LUBRfgDw8Pa3R0NBjPRqOh3d1d7e7uqlKphK6VLBanyiLGoCjX8PPx8fFo0P/QQw9pYGBAKysrcUSq75bDSK5cuaLXX39dh4eHunDhgnK5XDi7wcFBFYvFaBzdbDZDL9bb2xstmjCKZrOp73//+7rnnnuCORofHw/NSDabVa1Wi2D82muv6fHHH9c999yj4eFhffnLX9Yrr7wSkoZCoRAA4PDwUGfOnAkdablcVqPRiPH6zne+o3vvvVeSQtZA+yBaXQwMDERWD3BMpVKampoKdnN3d1elUinKUvSqRQvkC3BwcFDz8/PRg3Z/fz9akrkInjH3hUZQhhF0YOQL2wEdHRdYoF4O91Knywmwn6TmCgBMQCfYE6yTzKnUyd69fOolfZ6LMXL9bLPZVD6f1507d6K/bavV3tAgdTTbBA2cIpok7gXWCvDhjBLMBEDfy7swGtwfchjvocj88RwABZi8EydOBLgFOJCQksAAbgAYAC3kMqwLZ2jYEERi1Gg0wsES/IeHh3Xx4sX/R/zX/5euV155JezPbdFt0Hc2M7f4J9fKeYXAy6swSp5Y8W/W+cHBQVRL8B1OHrgkxu2WxETqaLKxXcqz+Ffsw5NmfKmDKeye+wM88fmsd56fxJU10Gq1wnewRpypLRaLsX+iv7/d1YZkDptEJkXfX/qzDg8PRxIvtUu9gFzGiN3h2Ww22glVq9VgOWHLScqKxaLS6bSy2aw2Nzc1Pj6udLrdigiQCphGTuGVnZ6e9l6I73znO9GJBEkOr00CRHwwwBy78PFyUgEf5JUlqePXYfM8XlDOdobWmU2vuLrsitjhbGryD7bg64PnYq0Asr0ahZ3iywGHUse/OxHh69G1+idOnND09PTbugfxjKyVcrmscrmsl156KSqvEDw8L/GFjXW8H/zBa5DZeJwEO7A5K51Ox6mTSCHu3LmjP//zP39Xfuqu7QaAsVEiIqsjE6EszmJqNtvif7J1SRHwpO7ejlwYi5diOXPZS6CSItiht0SM7ID30qVLAWxpys+9skCkNiM2OTmp9fV1nT59OhhIAFS1WlU2m41SzYULF7S/v6+9vT1NTU1pYGBAGxsbKhaL+vVf//UQkc/NzenatWt65pln9KlPfUof+MAH1Gw29eKLL8bihIU9efKkTp06pePjY83OzqpWq2lxcVH/+Z//qfPnz+srX/mKvvjFL2pwcFAbGxtxBCYlJhylO2m0hDQQZjHhDMrlcpysgWbVf09QyWQysYv78PAwTnlx/Q8Ai8+TOueBE2iZUxfTu9Dd25a4LeBw/H0EZJhx7pXF7OyTyxpcawdLk8ziXafrDAF25+wAr+P33/72t/XEE0/Ec5A8MMYEXDbqkeABAvlsHC6B2gOzpADsfigFzh+Ai10AIm/duhVBiM9gDQJq/XANLwtKigDsz41OFTBPxYPgRtkf4ETw9sB4eHioXC4XXTneDxcJEIHS1x7zIXW3AQIoSt3lcZdnuGabMjMBmUSC+XDNHSVx5gN7bLVasQmS++b9Dq653HcDXrBbnpn3ezWFzwWg8rlelgUg0BbKAQtyJjSigNlarda1pqQ28QJwIlFjzA4PDyPJK5fLUVHE18A0Dw0NhWSLY1k57W16elqSonoltVuKAaCQzqTTaW1uboZO9datW5qYmIjONmh9qfwRbzc3N/Wzn/1Me3t7UUXxjXZeYmcsiJ9UPaROb19kYC59YqwASIBEryx5S8mxsbFIUPFD3AcxGUKD98PGMtdgCCcC8EH4DKp0jAnfgx0h8eA+8NfYpSdyjAN+kHtxbACAHBoa0sLCQgB0Ll8HrVZ7F/7u7q5WV1fV19en++67T0dH7eNRmb/j43ZXor29vXge/Ke3naILg6TYgMoad+CL3bMn5+Dg4FdydPVdC1YZGHSfGAvtapg0Pw6QQJrJZEJr6mDV9SgER4zEdYduqOiqKKWsr6/HZqOjo6PY4Vqr1aJRL21ICNTJ73DqnmbMsJ65XE49PT1d/etSqZS2t7c1OzursbExFQqFyDQHBwcD2PGe/f19vfzyy9rb29PHP/5xnTlzRrVaTbu7u/r2t7+t7e1trays6Ny5cxGwl5aW9I1vfEO9vb16/vnnNTg4qCeffDLYqHK5rImJCaVSqdihv7u7GwwWWkkcLeCtWq1GWc9PG4LhwdEQOEdGRnT69Gldv35dhUIh+mji9EgguK/k7mOAP3NHgACkeUmQ+SfpcdDrryXwYWfMIXbkLCtOycEfZatGoxEnjfB9HgD9s71sxOX6WP5//fp1PfLII5F0oDdzKcXx8XE0D4dBoQk2DLczGVJnFz3/BlAAgBlnAg3g1suqABWAkese0T+5hg9ALCkCCZpUWisxtrVaLXb2p1KpqHKwtmidxrjz3Y1GQ+Pj48EEvx8ut090nQA3n3cHUwT3pLwFX+a26cyU1J00Sp0TyagA0RIHiQCkAgCGzyQBrtVq0bqMOfSNMPjbnp7OTnJnq/AZ2DmfhV/AF/uaw/5cCiR1dLgQKZ78sS4AJ/h+fAk+B6YNQEZbJ/wmay2VSqlUKsWOcqqN2LQ3kodI8NOkKpWKxsfHo1rn+sxCoaB8Ph+fwcYo4lqr1VKpVNL169f12muvRcURH5nL5bo253hlKqmJRxtJDKcET/LuZXuXDGE7vb29kSwwni4VIXll7kjGmBcnIACJPT09Xf6Z5+D/xBqP1dwnpIJvjCIGuiTCAaprjVlHzL//DtwzNzcX5X/XkHpV7s6dOyqVSnr99dejKf/c3JwGBgb0ox/9KMafE9Ag/ZDXkVRgr1ScWKcuVWFPwMjISABwxgBZ5Lu97lqwilEdHBwol8vFxhVOcJI6mSuDjRPZ3NwMraOXJLyEJXU3FvZ2Jq67on0IZdZ0Oq2LFy9qf38/ds3y/omJiWBnEf9TVude9vb2lM/nVSgUND09HYB1f39fpVJJY2NjmpubCye1vb2tXC6nXC4XdDvM6ic+8Qnt7e1pbGxMPT09Wltb087OjtLptM6fP6/Tp0/r8uXLktr6pfPnz2twcFCXL1/Ws88+q9/5nd/RwcGBVlZW1Gw29eCDD+rhhx/WV7/6VX32s59VJpPRxsZGJAI4TQID/TF3d3eDjcZ40Vc5Wwe48PlzfVZ/f78WFxeVSqWipLWzsxMAydmgpEamv78/NGcsqKSWxnV3XsYELNPaJpkBS53yI88j6W0Bz++L5+LZCLKwkARHvzf/TphEfuav4bNYH9vb2xobG9Pk5KR6e3s1Ozurra2tAI2U4jlS1zcFtlqtYFUAmJTkuXdnpAGpOHL+5ln4HLcBxsXXGuw5rXgccPr6c5YFkMHzVCqVeK+XB53l5jx12LqjoyPNzs6+bYPme/ny+SGI+oEQUgdwup7Nky5n81kvnmh60pNkQF1zyHv4XADxnTt3Qm+X9L/4VAeyDhQldd2zAzp8ps+1A1R/r8uYvHJGLEkybyRprVYr/g8zPTAwEDumAY/EF74P2y4UCiEHYI74vOnpaZVKJc3OzsZm1mKxGIkbwIHTx+r19hnynB5FBSufz0fpFj2tdwZhDvb393X58mVVq1Xt7u5GUuHdOKhwESv5eRL0A9yIswAv/JnUaZmFT6ak77ICfsdcSQpQTmxwBhLQDMHgn0Hpn3llzgGYEBLOYPr38qz4JOYAYOzrg5jhMQi/jj3xXmy3r6/d5WR6ejpa8vm98L7j43YXmJs3b+rq1atBerVaLU1PT+v+++/XT3/60yDTms1m17+xb/Ss+H0+x8kbxrJSqcTcYb8kIFQL3s1114JVAjJOB80TGhz0QF6yRIyMmBhg0d/fHydq+AC7MbEAASBShwkloBaLxWAL0bxBldO5gJ3/LFLYgXq9rr29Pe3t7Wl8fFx37tzR1NRUPAtN1QkmHM2K7g/aPp1u90ibmJjQ2NiYrl69Kqm96NG9Hh8f65//+Z/1u7/7u0qn283hOQcdnV5vb6/W1tZ077336ujoSNevX1ez2dS5c+c0NzenixcvhraU5v5bW1uR/ZNl0v7ENyCVSiWVy+Uow7BbG7YZsMTpX5RtaJ3D/NABgFZfOAmkIa57gnnFSRJcmWNJbwOuXp6iZOygijF3/agHJgdJODkHt2Th2BPvwxHgqPz7AKi+GcvLru9Uhn3rrbf0sY99TCdPnoxSuNQ5LQcHVavVNDo6quPj45CcNBqNriMTmUfANtUKZ6Z8EyMsZnKTys7OToAJBy/YTzabjftkUw/lSc/kG41GaPsAq2iYHaDC+tJqzlu+MU+NRrt/bzqdjn6i74eLgCd1Ngzx/yTj42PFuvLkhSDnzJGzX/hBX2vYQX9/pxk+65b1OTEx0dUtwOU0BEO3OxIsZ7Z4hmazGRp7vpd16+wUsYONr3weABCAw8YSqQNaSFIZM/wNoI5uNiRvrqN1UIAPIo7s7e0FqcJu/PHx8XgOYlqxWAywvLe3F0xXOt0+5XF3d1czMzPq7e3V5ORkJJtzc3ORwGL/tVpNhUJBb775Zvg75oXY4VVKH2v8HMkPtuQJAQRR0ta4GAc2dXkHAcac2MK/k/aKL2N+sXOYbuzYK2DOxnLB/PrlCRbzRVLkSRC+0AkZEhxaqbFWPFnj3mFSKf+z5vwibh0eHmp3d1eXL19WrVYLjECVYnFxUZK0tbWlV199VVKH0EHiwhpkzPETyAL5zFwu18XwM1fZbDb2fXiF8Je97tpuACw8Mr50ur0DGEYE54PmSVJkDwymn57Eexwcsai43MCkbkCTz+dVLpdDc0NQx6lICnkAGwJoOYVzrlarAXDpf+mSApglQDlAlefgnmq1mubm5mIxXrt2Tbu7u+rpaYuyj46OtL29reeff16Tk5Pq6enR6upqOIDj42MtLCx06byOjo509uxZlUqlOCuchY22kLFHh1ur1SLbB2R4UuAZNCVhL+V72TCVardm4f5pmYJYPFm25o+kKEe5nsgb9TOPvJ95Y749e/W554JN8c/m53yvO1ACqAPRpKwAx+3sP8/jwcI/3x0XbBZjhG6t2WzG4RnIMrBB5pCd+uPj41GGR6/G/73HoqQYS1oC+c5y1gCaRWc/WX8+jnw2wZJ7gREj0cGJ9vX1xY5qxo51wz2gK/SAlmTyASjMox8g8V6/sBVAKADLA7YDRGwcm/A9A84skSwgpSGJ8nIqn43ts7a8TE71SVIADNYGwMOTRmzTwQKATOqwp36fvtFHUpcd8x6pk+T5pjPK+A54XcrE+qDyxHrC3zoIQxfIvbKGSK4oc+/s7Ghra0v9/f1aW1uL97DhkLEGoJCEtFot5fP5OFlxZ2cn2huVy+Xw5ysrK1pbW9O1a9d05cqVLtkOUgTuOZnA48f5Gf6UMWczpJfNeU5ALXbGvDGG/pzJSpzUvf/E/SuvdeDK/XliJXUAN37WbVt6eweipBzGx4Kf86ysK57ZX8f7XO/K+/FLAEfWFvfkNk5liY3WlOSx2XQ6rYmJCS0sLGh2dlb1ej2SAcYW/wxJQVK3sbERNtzT0xMxne/ntYBvmO13e921zKrUBiH0/CuVSqrX65qcnNSdO3dCI4HjwTkVi8VgAghsrolxIbQbHmUlHFOr1Qq2iO9lUiuVinK5XFd5dmtrSydPnuzKAqenp4OJ3dra0vT0dPQxJXC2Wu1egOhOMcTh4WEdHR1penpaqVRKt2/f1sTEhKS2kz99+nSwT0NDQ/qv//ovDQ4OamZmRoeHh5qdndXLL7+sj3zkI5qbm9PKyop2dnZ05swZ7e7uanJyUoeHh1pfX9fGxoYKhYIuXLig5557ToeHh3EcG2M0Njamer0eOtKDg4MQbZPpNZvNYLYoHdbrdZVKJRUKBUmdU8TQquFAFhcXNTc3p8HBwWiVwWEEztr5nLnzwQ4cwHhQ9CCFc8IBwSQShBuNth7Mj5mDDaXHI8EKLZaL6j1g82+uZNnMnax/D6ALB+bv9R2ukkIGAJu/v7+vmzdv6vTp09GCyLNpNN1HR0eam5sLoFGv1zU9Pd2VWLAu2FyIk3KdKz1/cXBHR0cql8thA4xxb29vHJlMIMxms6Gx5btoXwMLgL61UqlEX8iDgwNNT08HU8f3soua+eQzmO+5ubkA6T4v7+ULOwJckCgCQj2YM469vb1RviaZxMaxi6TG0Fk5LxMDCl2vzmd5X07K06wHL8u7X8a/8D31ej3mHfbMkzuAOt/LmoL5YyzcJ+MHXHIA08hz4Jd8XHhmqmPcn2/CYo3780kdAH5wcBB+RpKuXbum3t5era6uamFhIdjXra0tHR0daX5+Xvv7+7pw4YJWV1e1tLSkQqGg8fFxra+va3BwUDs7O7GB69lnn+06QAc/hKaR52JOXK5Esu4MOAkqY+CyEGKuEz+AsN7e3i6W3wko4jbsNCd9JW2Z8WP+mAMA9DuRDl6adzIDX8G9+9rx5yWGub/nubF3tz/WiidzVLwg0fizsLCg0dHR8GlcXgk5OjpSsVjUlStXYi8LgBI9//DwsPL5vAYGBnTu3LnAEGAfYjCaZ2w0mUygKaZXL/JGNMM816+ib/VdC1bRblCi4VhGyr84NTYMEKBoUeU6DAcTOCwcE9/lpTIHCDhqSaF3q1Qq0XsUoENA9WwcJwCbw8YC3yg2MjKiSqWiSqUSRspzoX1NpVIaHx/X1tZWGOHR0ZFu376tU6dOKZfLaWlpSV/5ylc0NjYWp2BNTEzo7/7u7/R7v/d7uueeezQyMqI333xTw8PDev311wMcP//881peXtb8/LyeeuopffzjH9ft27cltTNM5Ah7e3vBzPX2tnVv7mCPj4+jX5/U6cOJ44UVZmHgvAYHB/WBD3wgmmEXCgVVKpVYEGymcgeDEyRJSZZlmE/mw+UkZLw4jyRwRaLgjDbOBIcOsASowXJ7IOaeuNLpdLDyOBXX3rlWFUDtl7PR7pjpgkHgYfcxDowASRmdEhM6KZhpvg99sQNEkgeqC8zB4OCgrl69GidSMQYeABhvpB4c5zg2NtbVvgfJCWVKdklTDkUScnBwEIkb9wuQqNfroWWlpyTPjs04KH8/XMxXshzNzz0h9bXGHOP//lcSFexV6iR+nrC5T8TuXdIDK+8bVvEZvps8m83GqU34ZdY+rBHrD19MMgNAkhSfS1DGTp1N41kAUFJHpsP38F6puw8s/2ateOIFw+vyFD6XWJEEtfx7YGBAt27diu/gc15//XX19/drZ2dH4+Pj+t73vqdsNhsEAYCPahV+AoaMuXY5hieaJOc8L8/M+Lu8iXl2kJ+UMBB3PTnCFlnrLjnh/lwr6/bFRcLF75M6U/+32zBz4gSBazKZQ3CDM/gkPA7AiSkk70kZl4NXAG693u50Mjk5GQwvtuzrmLnZ2NiIWA4OYW265CWXy4Wk8ODgQIVCISpkmUymCyO1Wq2oSCPR4/l5PTITj7XJqt8ve921YJVSOFo2NIw+EVIH2WPklAiZAJgrNxSyNy43PKntCMjUW62Wzp07p83NzWgTweJkc1GlUtH8/Hz0IHXDuXbtmiRpdnY2HPvBwYHGx8dDh0ULEnZpUrqhXUk6nY7dfLB9vb29Onv2bICl8fFxPfjgg9rd3VUmk9Ha2lroWp999lldunRJn/jEJ+KwgtHRUb388st6+umn9eijjyqfz2tzczNOSSmXywGOMV40j2RmUgeAoeFEq1UqldTf3x9aVTJoGE40Uz09Pbrvvvu0sLCgRqOhS5cuaXd3N5IO5gbHBWhk3jzb9SDjwcNZDFgDghx2hNPGEXvi4SV7noOg5eUotyNPkAAJsAUkCfzb7YXP4988T7KczT0xFs8//7x+//d/P8rvgNVUKhUnwcBOsGni6OhIk5OTceoT34Mt4qhWV1fDgdN9As34jRs3YnMMO/DL5XIERgIyDCzVhXw+H32ROfWMXajo9JgrNIOFQiG0qNlsNkr9rlv0DgKsYTZgMpYuNXg/XCTNrANnRvGFsGMuBSChZK27jMaTERhA1pVvwuH7pE4Jk2QQtr+np9OgnFImiYdrFAnELiXw5Ig13NPTabvF+gAoJXW3gAJn1gC3gCbGwjfg8h3YWlKf6euY8fHKHc+TyWQCOHsZNylBcL/nftDvBbImlWp3bAF8JOdP6gA0fkfVhRgLkCVZ8PIyfhOAT0JAVwPGzEGpJzq+udM35QHaAeLMMYw5dsHnwvDCyFNZYYwgBZh3vxdYS2yB8eG9bkduezyfb6ZLglhiCz6VdcZ3cs8uW6Aqyri79ICxopQPq+pJn1cWuXeqs4ODg5qbm9NDDz2k1157TTs7O5IUXXOQfbAxmU3cJLhU3fj8VKq9GRaGH2nRu73uWrDqWRgDxIQQxKROWxSyUo4Pg5bGeL0cQFmBgfasy9kAmJgzZ85odXU1NHbZbFZSW6OKnravr09jY2Ox2A8ODlStVlWpVKL3me+K7evrC/3q7u5uLC5KQFDya2trOnHiRBgfJVA0N3t7eyoUCurv79dHP/pRvfjii3r11Vc1NTWlQqGgvr4+LS4u6s0339TPfvYzvfHGG3r44YfVbDb18Y9/XD/4wQ/isAN0JyyikydPdukWYbYdmDmTQX9Nzr1mYxWLkRKbL4STJ0/qoYceClACo7u9vd0l0sfJtVqtyHiT9yB1HDIJBYEoqY1yR4odeSnTA5PUHTx4PU7KAyevIVh7Vs134AyxPbJwXueJlQcp7D+pNWw2m3rppZf0uc99LhID5tHXCUEFUJnJZFQsFmMnJ/MC+1mpVKIc3Gq1ND4+rlu3bunoqH3k8OrqqgqFQlfpl+9P7himm8Tw8LBOnDihiYmJkAQAKunjKHXYYGQNsOK9vb1dgn6AQLPZDH13Uh+GzwBoM5boYN/rF+sTuwGM8TuCKT7WExWXrbCJjYu1JHUSNP524OvBvq+vLyRcMPN8putQ8fusKdjTnp52u0K00wA3SV3gKwlqAb+sTZfp4O9Yf2wmckLDKySAJrT0TmwgaeB7qV440CQWOCBOSlIAx2hcmQvAKz7NIYt83QAAIABJREFUpRUeI/Fr7Pj3sj7JBK9jTPCvDsQAdg7S+Wx8qp+alUx4fPOZJ+t8BxfP5Owm/jW5eSgpi/Ik1eML4wzxgL2RzCd9OoQCY0Kiwb3jk11qwN88m0tsHOwCsn38sN3+/n5NTk6G5JF7SY4NJ5atr69rZWUl1havx/5dFsEaGhsbi7izvb2tq1evRmeiSqUSfpTYij8glhBvWccAWh+vd3vdtRusaLNB6W97ezs0jJK6nJgbOmCVwOkibc/Cobhh+jxzciagp6fd85TFk8vlomWV75bFUfG+Wq2mzc1NnThxQqlUKpqXE/ylzs5DNovQ24zyM06Mcnij0d7NOTU1paOjo2ByKdVL0vLycgBKeuwdHR3pzJkzeuutt3TmzBltbm5qYGAgdo8Xi0Wtrq6GHqWnp9Oom8BBU3kWpp8MRKIgdZgAFgbzQHbsGejAwIAWFxeD7aDcvL+/H9oogiEBhoCXTDIoVzJ3BJ//qUSBsyGg4Pi8VOML0fVbBES3R2c9JYV+muCCg3Gwyb17hkzgTwZNB8nYBywqjhGg6JphlxV4mdE3qsHOANYZf0pJHEhRq9WipRjzjsSD+X6niwQtnU5rbGwsAgn3wT3y7K5/xh/QIYDxd70bTCtOFdthTTGf/OxXUbq6Wy7mlQCKfbCeHei4ps/BH3PjpWDp7bIAr1CkUp2TlNiU6YGUhuIANz4PqZHv+IeJvXPnTvg4Ehnuyf27A1XID0AudgNwcVtw5gygRixJpVJREeL3zoIRE3gtAJCSN3YNiHD5UrLax+fzHIBHxikpFeKeSBixd/eT2L2zif5v3o9/8XF0lhyb8KoQccilH7zeCSdP0P2ziNH4NcbGOzNw3n1SXsIcOLh0osGrpj7OPj/YCPbk7L6zrcQZr/CRFHjS4eNO7Hf23ckT/GIS+Pm9NptNFYtFbW9vh91zTLFLdsAjxD/GOZvNanJyUtPT011k18jISFdSMT4+rpmZGU1PT2tyclKTk5NdPdQh0nw/wq9ig9VdC1bRy928eVM7OzuqVqsqFAo6Omq3SiIgSR3RMbvtAbQYrmsrmFRfLL6r0YNfo9FudbO9vR0NeFut9rF4tOYZHBwM/RybT27duqVsNqv7778/Wka1Wq3YTT81NRWneNy5c0djY2Nqtdqbw5xd2N/fVz6fj6NNOTwgn89rampKa2trkUXu7e1Fa62nn35ak5OTymQymp2d1Ysvvth1ctSHPvQhVatVfe1rX1OxWIxA0tfXF3IHTgqCcUVPi9gaJ8firtVq2t7e1tbWVhypuLe3Fw6W1wCsGo2GTp06peXlZUnS2tqa1tbWVCgU4rx7AiTBC0dAhszcuVaJi/djH8ng6kAxyUbwTP47HA2OCi0lvweEu9PwshvaLH+9l24IFJ5AcSWBuTOHPMedO3e0uroan03AlDqnkRwfH6tUKsVpaeifOBoS5zk0NBQBkWP28vm8JiYmdPbsWd24cUO3bt3q2kRFayma9fsGBRrB5/N5TU9P68yZM8rn87FpEdtxZz85OdkVYGAMRkdH4zhXSpBIaVjHBAaSQUAOR9MyL7+KTQF3wwXIgPWB5QYQAgYd+DhLk0p1H2WJn0yCF5I82CIkJV4B8d6Wkro0xiQXqVTniEqANXOdTMhIANmo5dUHLpfVENzx767h5LVSJ/nkmQCOMJ2sHapolFS9GkSlifvzEq9XZGAbSZaddXR5k9RpY+fgCmIBH0KcYOx5vfu3JFPqMiivWsEgYxPYTxIAYw8u+SJGw8q7nCD5Xh9rGEfiD8DQq56QUnwPdsn6dlDOcwLe+C4fW2zb8YKX7iFXsG+fG6/UYWPMC7bj4+tj0NfXp5mZmZA9ue/nniG/isViHADgVTnK8swPwD0p4Wm12qdcLi0t6eGHH9bs7GwQE+yR6e/vV7FY1Pr6elTOqI4m1zJ2DVv7bq+7FqxeuXJFV69eValUUqVSid2MZMLo8DBkBg+9ZLlcDtDKzjqM2nWCUsexwRDyu4GBAc3MzOjo6CgaJqOXm5mZCSdbq9W0tbWl1157TSsrK5qamorSA1Q6rI/rgti8MjIyounp6XiW1dXVrpNYTp48Gb3oNjc342SS+fl5bWxsSJJeffXVcKKFQkGf+cxn9NRTT2lxcVH33HOPdnZ24vMuX76sVCql2dlZLS8v69KlS9EFgBZCOKzd3d24756eHpXL5QDx6JkoMwLg2SDFWeAsLABSNpvV/Py8HnjgAUntRb+2tqbV1VUVi8VwAoAJFh+sTaPR3XqDoAPAkrpPKGPu0TfiuHFESWaRBQ6zD4CUOjuTPSjjQHEWDoSTJVB+55oqv7zsD7PvDC/O3J8ToPGTn/wkyjNoVXkGHA1lSNYHSdvh4aEqlYqKxWI4fAKul5J4r5f7W62WJiYmAgwDYhifkZERjYyM6OTJk3rsscdCAkD7NuyIrH18fFx7e3txIlutVguNKe9hXF0+g0NttVqRnAFWj4+PQ2ZABeT9AlZZO16BQqoDC8V4+WYXt1X+xt4lBdglCHuQhTFyW8Wm0D4z3yTx2Bnr3xkzl5W4dIeqDbaAjXvJHDbTQauXmenJ6s/LdwEyXA5FqZwY5NUSnp/nY7xhRKkSOMiHKXYg6+ViqeML3Mckf+aVJZ7XKz4AJV7j5XQHvMyVs5yepPj9eWWK+8RfwsRhZ/hQ5gpgxnPgR0la8DVercLPIutxuwOcOdjmGajq8QyAdd8bgK2+E3BlbtwnJ+cGf8N6SFZzXY7DOE5PT4c/5N79s4kH1WpVt27d0ltvvaVyuRxrkfVIjPGDCSQFJuDq7+/XzMyM7rnnHj3yyCPK5/OR+IBRmCOOWJ+YmAhCwjsFYHtUOd7tddeC1bW1Ne3v78dGGzZtFAqFLkP0xUMJF2YPI4T9AehgwG5IkrpAAhkH2R6TjKFQMp+amtL29rZqtZqy2axOnz6tVCoVpVcManp6ukuwzjGx1Wo1NLCAptHR0S5q//j4OET8BF16ra6vr0uS7r333mAWOPlpZGREDzzwQDBa165d0yuvvKJr164plUppampKt27d0sbGRuhvORGLcWGXNuUESga+A/To6Eibm5uxMce1O1zc2/DwsHK5nD75yU9Gs+sXX3xRW1tb2tzcDIYCAJZ0DA5YcZIefGAWktkrWSCOD2fkZXBe54w7Cxhn5YHUM3MXmDuzhMOmrE7WT2DBCfOZ/Jt74XvcUTrT6nKYX/ziF7p69Wokc95/lufmOwlmlF9ZI2TwgEUqFtiqBzOeAwdM9wHsFlZ+aWlJFy9e1KOPPqr5+Xlls1kdHh5qZ2dHxWIxSoijo6PhtPf391UoFLrOIz9x4kSwRqw/LzeSqME48TzMDVKcVqu7ldJ7/cKHMc6eAGF36C+TDBwX6yXJ9EmdUir26lUR968wXMhL/D6oPCA18DXf19cXumk+D6AD2yV1ElQS62TJ2qsZJH2+zvDXyYqd1NmI436EqpE/GwEd+6NPqYNjgAxVDNeQ8mzuX3k296nI25yh9dI3TfoZJwCk+yn8LKdBVavVSE65PxhfXu8yIWKT6+Hdrya/yytCzAWkDHPC+DiT6kc9J1lH5oR/81lecXOSwP0oNuFVMH8ONnu6DIKLhN7XiIN2fu4SREkhcWOu8vl8VIq4J56Pz6SqS3N/yu7cJ+OcBIzEob6+vpBRoS8eHBwM8oA2nLVaTfl8PjqxsAfgrbfeiriPDeI7jo+PNTo6Ghjm3Vx37QYr2jw1m83QqjHQHBnpjhWqnA1KlUolEL+fSEGw9oXD5cYHCAasEZihvMneOJHKN0eNjY3FTjwWWbFY1NzcnCRFj8lWq6WlpaUARF7mmpycjNL+3NxcbFZiJ/atW7c0MTGh5eVlXb16NfqmkoUBVAYHB3Xvvfcqk8locXFRW1tbWl9f12uvvaazZ8/qzJkzevLJJ4MZo8WPBzPub2ZmpssxFgqF6NlJv9Farab19XX19vaGfhCH3d/fryeffDI2blUqFb3xxhtaX1/X+vp6vAaGk5OXvCTmGioWpzPrtGhxJ4LD4LWexOCcXIOELo7LGQsPiJ7V4wRpi0PJH8DKzmQyYJ6LkhdOgFKjn+aDE/MSFEHd76lareqll17So48+GnNDqyfeS4srHO/u7m5kyyREBAdPPm7fvh0M0dDQULRCIaDfuHEjgD5z19fXpzNnzuiDH/ygzp49q/Pnz6vVanVJOmB0SdBg4mFUpbbWCikB6xE2DKYKQE1wRgc2OjoaWi82lzlT83648GvO8Egdu/afSZ1d2rwGQOsB34GSVy+c3ZS65S7OnrkkBrDGPTgjx+sAZyRi/IwLv+5VEGeBnZF17a730gaMJXupAuKdNWM9sY55Tr6PcYVhToJnACzAGmDoVRrGA5+RTqfjGGrvdcrYu47QL8aNMXDmmXtlrcFWoiNnA5wzagBJ2kYCqr2qRGz2zVr4O7efJEPpLLPUaZsFwUMlh1iFX3VWHKDpJWvILGI559z7ZjvfAJV8Fl9HxCHGgr+RU7gtA+Tx6S6nmZ2d1cTERNfacpAqKfbsXLt2Tdvb212JIiCY7/RqGOswCWB9TfHd2PTu7q5KpZLGx8dVKpViHVL9Ii7w3VSJSa7e7XXXMqtekt/f31ez2e71BRDDCDB+qbNAYMsAHK7vkDpZdfLCibHwjo7ap0qVSqVwgM1mUydOnIjfwxIQxHFQXLTjoeyBEJlNWwA5HFQ6nVY2m41+Zjdv3lShUAhnyo7q/v5+Xb9+XUNDQ1peXlY6ndbNmzc1Ojoa/WlfeOGFCNgbGxtaWFjQRz7yET399NMaGhrSCy+8oM3NTS0uLsY5xM5qVCqVLlYSnS3ADOe5trYWTgbmmftFWzo0NKRPf/rTunjxooaHh0M24TvKcRhu+DhGAAwZM8671WpriPmZ70bFhpx9Zf7dUfIdHjSk7t6JMApeDvOgmHQK7nywVxyN662d7cBxkO375/iGNezZAyVjdPny5dCMoavlvbA1MCJ8PmNF4/96vX00MK3anHFpNBrK5/NdThPWdX9/X8PDw8pkMpqamtLy8rI+9KEP6aGHHtKJEyfi2OLDw8PolHF4eKjJyclg9mq1mlZWVqJ3IJUJns/ZbWQMaCM5rCCdTkdvYBKVwcFB5XK5eD+M7vvhYuycucEe3F+5fSY1fe80VgRdElvGFv/q646kDHDI56MFpPyL7t8BLWvAqxvJahjg09kfEidPLH3TXTLpdH/giS8+3supxAk+B9/BcyWBKV1jiFEAR/4AQAEIAFDGHd/giR73gcwhyfJ5wiB1dysBLBMj8atJmQRVDQf7zmoyPx4fIQB49uTzAtCTun4H9dgD2mWek2cnwYG44v3ci48b4+J7F7BDHyOXJpAsOEnF/eMjiQPO7Hrlxu0SKQnj29/fH4ejMO/JigIdhW7duqWXXnqpS+KBxIZ14PsnGFeSL+6p2WwGidZqtU8+zOVyeuCBB/TAAw/owoULymaz2tvbizGnDyvyMOaFZ6Z3N3tz3s1114LVdLp9hOP+/n6XJgMHgbFixABXSRF4aVMDcyZ1jDdZbmIRuLHDxLj+hM/q6em0vgFMo+VsNpvRngVgKSl6U1LKBBQcHh5qY2MjjCyfzwdw4GjWRqMRpR0YpVu3bnX1+Ds8PAxt1dDQkLLZrNbX15XP51UsFnXt2rU4lnJqaiqY6FqtFj040bNxn4yD1Nn0ReN2Sndo0JAneGJAKeK+++7T3NxcLEC0sF5qctmEJxQEOZg7L+NIb99M4SwCpTAvxTizjjPxzNSDLveFs8JGCE7JrJjn9VIfgN2TKxyj/1zqPq2HYJBMrByEeWmWrHlraytew4YSxpXv9M1HBC0AIhrrO3fuRLm+Wq1qZ2enaycyY3J4eBhzMDDQPkt8YmJCMzMzOnHihPr7+6NMlCzv+r8JAqlUKno2Mp6MF2DA9ajlcjmYi8HBwRgvD674gkwm0yUfeT9cLiWRFADtncqHXqmSFBscpU7bJWzPgQjrAVbOj2LkZ5QauRc+x5kg7Oud2EtK8ST3LmPwxJjnAniQxLrmkvXOdwFCANX8Ic4AuFm72CNrlHXI77mvZrMZm1+IOX6/ACKSCWw9ubNc6iQHXqFxf+Xz7cwziavr6qXujZr4eE7dArAx1u5L/bu8JJzcOOeXE0qsT2+D5rEdNhVCwlk8Jy8Yf17jdsk4A6qIIV5h43P9+71i4FILj0f4U9hl/yxPnrwii51DbI2OjkaCwT36uHE/R0dHESuZV9dnE6NJ7Hy9Ya8kAcy5rynmg2NZGXvGsL+/PzAYPrparer4+Dg2tabT6V8JWL1rZQAALDZ9OEDBcByAJLNImBpYF3fWBGUYQqm7NAQb1Wq120YBEuv1euhLKKkCDnG4Q0NDsUkIwEmGTNkCuQDN+2lNdfv2bc3OzgaLjLPc2trSwsKCdnZ2tLe3p6GhIa2vr2t4eFgvv/yyzp49q+PjY128eFHXr18PWcLp06e1vr4ehwt8//vfV6lU0lNPPaWFhQV97GMf009+8hMVCgUtLi6GsxkdHQ3WipIx7Co7MRuNhorFosrlslqtlkqlkm7duhVgh8Mc5ufn9dhjj0XLIUr+m5ubocXBsXDgAQuJcgqA1oX3noX7pjgv6Tlb4qVIPhNnAuPB3HNggTMAXsJ0MOsAi3KMa/BwCOifkuxSUnvqeloAK6DAkwBnUbhwnjdu3NBjjz0WJXavPuDwAIRjY2OxYxnGcWJiQpVKJcaF3r4ce+znkmMz2AddA2ZmZnT+/HlNTk4qm82GhhdGs1AoxG5fSXGYALpS1jgBMpvNxlplDtDIAqh6enriABECvrPemUxG29vbkVQm2fD36gUj6Mw6AU3qgDUCFXOaZAHxByTmXv7mdV4W5ff4ENZmq9Xq6k/t4ELq7EVwUMS9ox+X3vlUIn+f7/L38rbfM2DC7dhBMj4B/864cM/+PnwRgMnXndQBMKxlYgpEw+DgYKwLlw846PQxcukF98O98n2QLb7BktItTBvPMzg4GLERQAhgRCrgTKhXh5rN9gmNAFDuFZDGdzvg4ln4TE/sAdfOSFNZwTcw1sy/A1z+jS15XCBR8cTM8YETVwA3r9glKxV8ttueA2HmF3uEkKJdlV+uOd7b21OpVNK1a9cC0BK/XKKXJE/S6U77NLdzPpdnkjoSuYWFhThN8Kc//akKhYJyuZyq1WrEeGIF84GmNZPJ6M0339S7ve5aZjWfz0dG6DqOTCYTGjYyXKkDQgB4lBSljgPyHfo4Gi8BJ8EBpcb5+fk4K57gd3x8HGeT8x20XAKwsLgIjru7uyoUChobGwtAeOLECTWb7d5mP//5z+PzGo1GbBa5efNmnDABEzo9Pa2envbpTzs7O+rv79fs7Ky+973vKZ/PxxGcDz/8sHZ3d7W4uKjz58/rxo0b+upXv6pSqaTZ2VmdOnUqGgT39/crk8mEA0abiG7LtaKMH5pITksaGBjQ8vKynn76aX3qU5/SE088Ec3+n3vuOf3sZz/TysqKyuVytAKDmSNY+sY2SW+zAQAODiapX3YwSbZLkASk4tR4L8fAEpSSGhzuK7mRiqCB8yP4cR+e0XobFE+SuNzx+qlABHUHqM4KJstHb7zxhiQFC0/gJUBSticg8AzcA+WearWqzc3NODmKE0s8SHANDQ1pbm5OFy9e1Ac+8AE9/PDDOnfunKanp6PMtbe3F84PR42mG70UCR5McKPR0OjoaBdLQMLkjJgzzVK72jEwMKCRkZFI1o6OOscfsgHy/XDBPnlAds0i4wrIAZA6+wzA4PKypbOszta5NIekA3YLjbK/j/c6OHEg5bpJ1jN/nN1zdsyrCTC3jAHgAVAqdao4PhYADU8onYXjOSlDO+sKU+rMH8CZzbbEiWq1qpGRkSBHXGuK/TMWrqvlmfnjmlR8qScprCe0vyQqfLZvAHVWDmLGKz/cp9QmgZgvbMVlBTCAjK1LA7xK5F1GnFBKyjSazWZUUgDqxHJJ8Tv3scwH4NKrbs6cc1/MK/KLpNTCJQeMgzOW/Nx/NjMzE3pR7McZXyqqtI/a3NyM7/SqwcjISNynbz5jvv3Z+VzXcbNeeO3w8LDOnz+vhx9+OPrDU2EdHx/vsiGwmNTpZvFur7uWWWXXOEc5Sh32E+fhCzYpaiYAYyC+8YLFLXWft07piRJIo9E+o/zkyZPRcun06dPB5N2+fTvYpnw+HzuZWfw4BpwMXQNY9Gg+cQp+T9xLoVBQNpvVG2+8oQ9+8IPa2tpSvV7X2bNn9bOf/Uznzp3Tgw8+qFqtpr29PZ04cULf/e539eEPf1hSG+gNDQ3prbfeimwI5u/27dtxVOzOzo4ymYx6enoClLPJDfDKEbCHh4chaSDwLC0tKZPJaGhoKNhjWo6trKwEeIZRZAe6sxVebvPAwuLzTWMeGGH1CFowczCIngUnS5p8vremwSacyeVyfRR65Eql0nVyEveGs8AePbMniXE9Ge/xHe6Mj+utkxpD7hkndP369S62lyDGmDg4YQ05c1av16NcS6CB8ajVaspkMpFRM5Zzc3NaXl7W/fffH10PSqVS7Nzf3NzsKuHzLLSmo48yzzc+Pq6xsbHYZNdqtWItAW4JfgQeLxWj+8tms8rn86F3x3Y4rvX9cLntYScOKrmwH4CYr08P1C6vIPB7oomdwagBwIaHh1UoFCJJZPMba4fgubS0FCf0cL80g5c6O/OTjJxvjOQzHZz6OifJkToHF7CeSHRcYgao5QL88zPWGeuH+CFJ5XK5C3wSb9jAxPx45YT5YL04iQGYdZ/D5/IelyO5XIMx41kBnb6/g7nlvkjCuUf8vo+Lg05IJk/K/3d+jO/FLpzRxF+ykVfqdJbxMffql/tCxtrZc/ycEwnEbd7DvQPi+Qy+m/j8ThuL8Fd8tksg8vm8crlcAGTAnwPWer0esr3r16/HeIFhWJsucXFbparHd/I+NpT5qZ6tVis20EFunD9/Xo1GQy+99FIXK12v15XNZuMEzVKpFEmkr41f9rprwWoqlYqNQk6p0wcMIOGDhJHTogHjldS1QcQXp9Sd/SUzQ4BILpcL6h79CBNFQCVjxNkDlI6O2mcWb29v64EHHohSOfc1Pj4ex06iJ7169WpkUWtra7HDemlpKTaTXLhwQVeuXIksqFwu62Mf+5j+6q/+So899pgkqVQqxT3X63U98sgjeu655/TMM8/oxIkTOnv2rIaGhnTjxg2Njo5Gubevr09bW1uRMY2MjMS58+h1x8fHA8hPTEyo0Whoa2tLpVIpTtogS2ZhwKLijDzL43m93ZDUcaBeFmPxMo6uN/PyoCcgDticiQXAvNN7AXOuacUenX3AZl3E76UaLpxKkqmCneJ+Dg4O3jH4ojVNbvZwYFkqlaKM09vbG3PorDVj6sEmWVpDykKSwylpNPQfHBzU9PS0BgcH9aEPfUjz8/OR5NAO5+joSIVCQZICaCKloRE1iY+k0D7RHgjnyxzRlg5bROaD02eTI90A+vraOmucMeM4MTHxNi3we/VyQCN17MV1kvw82WA+qesFCPlJQQTbRqPRddoQa4YkxTcTMvcDAwM6ODhQKpUK4La+vh6HB3gLNhg1vp9DRlj72IGkAKkOsD1IAyq9ZM8YuX4Q6Rexw6sRJKHEHFhjtyviAGPrwASWC9+Ib4XFdf8B61mv14MM8IoIa82TkSQT6N9NSRmgz4Y21hHrRmr7JkCKJ/w+H3wuEiE2efoGNBh27wTh/ydRZ2wcrLLZFxwAs0jVid85CHVtJr6dOcd3J5lXJxoYO+QRbLRzMCt1S1AchLssANugp6qfzoid9vb2Rk/p9fX1aN85Pj7+jl0qWFPYm4N8kkAndRhXl2owP5KCRR0eHtY999wTmOX1119XtVqNHux8nq+nd0p+/+9ed22diwU1Ojoak8RC9j59GIjU6SDAogGcONOaLP1hmF7OwoBZdDCOc3NzXUGR4J3NZtXb2z5T/fbt29EMf3h4OHbQ1+v10KZSmh0cHIySDM704OAgWh/t7OxIkra3t2PT087Ojra2ttRqtbSwsKDd3V319fXp9ddf18mTJ1Wr1XT27FldvnxZ09PT8X2+MObn51Wv1/Xaa69Fdu9BJJVKBWvm90OwATwwBvl8XltbW7p9+7ZKpZK2t7djzCcmJmIBVavVaFKMgcPcAvAbjUboqHCEODuyWhfdw6DxGgeHMIhSx7H6wmbOm81msBXOukvduixn4aVO0CcpcdaA7/QSpwMESW8Dxi5lwRYdzPNdAFXuBafu97azs9PF4sB8MXc4W+6N0r+kmCfmhL9ho1KplMbGxjQyMqKpqSnNzc0FAPUOCeVyOQINm/mQ79DuzAMT68A7SHjpl+BaKpUi4XGWmnkD6JJE8lp2mlNy9fF6L1/MHT6V5yZh8hKyM4AkcNgs458Eo8wRDJfUYXQIiLyGDZZ+YTNIQJy55XOlTgWFRAf/S7nXGTapc/oSQMCTMPyIl8ydAZM6hyDwnFTqYBnd17BeIUnwly4BYGy80ue+wRNp/KxLeJgXYhwACEDnCTdrgy4vjLOz6qw1xhy7cPkVz8D3ehIAOPL4S1cDvtO7Srj/5Xvwtw6y0IjycxIZJzhcnoIP97nAl3CPnqARj5lHB5XELT6HSiBA2vcMJKt1fA8Jg2MKl7J4QuPsNM9/dHQU+3VSqVRUuQD1yFSYM57dY4jrtV2mxsU9sJ+HsQRnDQ4OamRkRBMTE3HyH5urPG4Crn8V111LHfgZ0tlsNjIb2C4CIwuaxcEg0rKE8lO5XI7J8vKya44kdS2s3t72MaaUPLPZrIaHh7Wzs9Olo0QcLyk2TvFdAwMDWllZ0dzcXEw2JwFJ7T6XtOAgwB4cHGh5eTk0q6lUKo6mnJqa0tDQUOj/Dg4O9Itf/EKPP/64+vv7tbGxoS984Qv6t3/7N62ursaRrxMTE1pdXdVjdPeHAAAZDklEQVT29rYuXLgQhvbcc8/p85//vLLZbAAKnCmyBtpW4bgAzrTfYnNMo9HWQvb390fZldOO0AcTTJKaSx97Zxg8mWCMcfCus8TJ44hxLJRxcK44QZwPi3pwcFDlcrmLZXU5AA7LwWZSU+U2RGDzTVbcuz8X3+MSEMbEQes7SQaSoJf3Hh0d6cUXX9QjjzwSzha7RAbiDAGOkDUEq0LSB/hzPeni4qIWFhbU09NuX0IZFcaTsXCmnnPgXbpTrVZjLczOzkZwBSh4kkHCA9jBOROAqJhQeuY1MEckj7lcrmv83uuXB24/4AIARkKS3OktKdhNbAbw5aDImTJP7khySXiLxWL8zqsnfDfrJJ1Ohx/CJ7DGndGCcSVhwa7QL8K08j2+TtGfe4WFpIkLIOKbygCUgFGPPZS+kan5xZi3Wq3YmMK9+vHG3Kc/P3OFX2GcIFIccHj5fGRkRJVKpQus86wANV7L31LnuGIHgPh/XovtVKvV8OlegeJ9nuQn2VQSBal7kxX+t6enp4tBx5a9IkCc4v6REnjiAThlvPG97qc8wSFx9o4R/jP8DuV2TwSTMgbAb29vr+bm5qINmNukx6Y7d+78X+2dS2/cVbbFl8sv/Cyn7NhOsNPm1cREEQgaqUE0rR40YtBMWuIr8MUY8QUiMUAgkLrVg24eEYEoJuTtpOyyy+Uq27HLrh5Yv12r/pc7gSvdCuwlWeC46v84j33WXnuffVStVnXnzh1Jp5tCeX9PySGC5EKFpxTwu0c++C4EF7vr78TnRkZGdO7cOVUqlRCV2JyKnS+Xy1Et4P/iUIAnVlkdGBiIhPPh4eEo34RHCYEBeHAYz/39/Ugh8DwcBrl72hgsDI979hgYrlutVkNFogYlBpYBtb+/H6FNDBc7PG/cuBG1T4eGhjQ9Pa1Go6Fr165paWmpp+D14uKi9vb29Ic//EF3797VzZs3g7ifO3dOt2/f1uzsrD799FN9/vnnYUS++uor/fWvf9XGxobGx8d17dq12Mj11FNP6c6dO3rzzTeD+FMYvpi7Sc1MjM3Gxobu3bun9fV13b59W48ePdIPP/ygjY0N7ezsqFqt6vDwUOvr66EG7+3t9eSGQSo9fwgyRpuj1rBQ4tHTLxhD+rPdbseRsK7m+KJSVC08PO6Km4fwMZi+G9dDix5SJx2AjVHcn89zYlTxRBvahTC1qxQszrynpzkUIwQ8H0bq1q1boe53Oh1NT0+HYYN0QGR5d/oA5RajzvcgH9Kp0cd5Q6ll0azX6zEenEAztqiGcXh4GOSWjVCUPmPceCmqzc3NWHxxjCBCbBAYGxvrOepyaGgoTgmCqDGefyvKKmMH562oNlEZwdUnFjCpW6HC1Xi3pR6Zok2L6iD3w/Fhgx2LOXMPAomj3Ol0YrHmuXD4pK5jyPd5Pi+LJKlnrhFCxqFlnLBJBXIP6WGu8H6et84zDg8Ph41yUoH9wM6hsPF3tz1c0x112pIwva9VxVxT7CvOA2F9T5FiPGC7XA10Ml5U0j38ju1yG+6bT12pRjHkfdmN7qIFfYkAAZGEEEqKKE2pVIpNv9gG3o/r0b48pwsYPFdRGWcNYvxj//17bv89B9aJIL97lI/N2ERoi9E92unx49Oj4m/fvq3t7e2eAxlYq+Ejxbxo+orn7nQ6PQfL8F60P8/Ls/NdOBO2olKp6JlnntGrr74aEbR2ux2CG+mJ7mz9XDyxZFVSqCgDA6cnSbEwciYzCyShRjZq0IitViuMCx1MpzHQfFIyWT3HY2VlJWqdNhoN3bp1KwwiIXDUUEp7dDodLSwshMJYKp1uEPjjH/8Yhdal00lN/l+r1dILL7wQihDEZ2hoSGfOnNHIyIgePXqk+/fva25uTnt7e3rttde0s7Ojzc1Nff/996rVarp06ZL+/Oc/6z//+Y8uXryoK1eu6J133lGz2dT8/LwqlYpGR0d15coVrays6Pnnn1e1WtXs7GwUUmfgtdtt1Wo13bp1q0f5IwxHeSvKizWbTdXr9fgMxB8jjcGVeo+2ZQGlT7lPp9OJXCX6jUkN8Sx68r7IOrEshrg8fFPM03Qv10GusF9/cHAwSsH4WPPPQAKKykan0+kJmdHvLIIeLvTQm3vAroZ6iGt7ezvGI0oVz8WPq8q0Q71ej5QA6qzST/QVYxc1gjbZ39/X9va2Wq1W5Lu5M1IqlXrUNojp2bNnVS6XVSqdllAhioHazULF+OEIZq4LOcVwsolhdnZW09PTsSBOTk7GDlpfNH7toN/pb1/AIINSV1FjHEm9pXTcRkrd8jzuPHm+K/bWxzhOj0cDPFLhNgCy4RtSJIVKL3UrF3ioHVXRoxmEmyF8fJ95hnLmIXlqFHvb0X7FVDFsiG/GZN66uOJzQVLMUQ+HF9MVpN5QrqdOQRKLRJDndmXQx4GkUOd8fwfvUUxxoK392RACUDhJy3K1D5ILQcZOeZSLOuWQL9qJ0nu0NzZgdHS0p3459+Oe3I82IcrKZ30MF1NO+J124FmxXYw/+pm2d7LMNbjnxMREHPTzU6mI3g63bt3S9evX4/mmp6dDSWWc8d6IS674+nzwNAGPXriz6s4a36OSEoLfxMSElpeX9cYbb+j8+fNaXFzU/Px8OEMusvwSPLFk9fj4OOqFzszMaHBwUPPz85qentbi4qKk0wFVq9XidIVWqxV1PAkzQR7cQGAg3Uvl7xAYdsX96U9/0vLycpTLevHFFyPkXa/XI5XAPS2f+OR+NhoNzc/P68KFC/rmm2+isP/o6KgePnyo+/fvx2SGHE9NTWlk5PQUj5deekmPHz/WF198oRs3bmh7ezsSr5eXl7W/v69vv/02FKwXXngh1KSPP/5Yly9f1ltvvaXl5WVduHBBBwcHOn/+vFZWVjQ1NaV6va5msxnGZ2trK9qJ2pXHx8dRTqNer8dO7t3d3TBMEBffjeihNve6PQfLw0uuoLrnTbsyQZgsGBr+5qe8uCMidcOUGHQ+U0whoKwSag7euytFFD73RU7qLdrvISfPZfJ35b6ef+TgevwN4vq/7Whl8f3+++9j8UChpt28T/y/BwcHQWwlhULJwkT7nJycRDjelRHqpLrSzb08F5Y8LIjy5ORkOFI+j0gbqNfrqlarMdchpqjSExMTWlpa6imhgmp3eHgYaUBFlee3gGLoD8cQMHb4rC+obidxFOl/SL/U3bzBtVH0cSiZhyg3KOqMR+6Fc4PDhEJUDHXj1Hso18P4BwcHPfmqvmEPB67oTPMMjA3+zjsw/pl/PJ9fn4XbFUnm/sDAQNRvxhZgO9hc5kdFu+qGusz9XP2kTVyNpc1JdYLEDAwMBKn1iBH9Ty4k7efpdvV6PTYrQn6KcHWbZ4GE4nhjD70vuCcKdblcjmfEZvAsvn7QpowB3oM2RzhhjWdMMo7pC49kubMEgfM8TeyKbxz077g4MTAwEJuqiK45WeW5Wq2WqtWqbt++3ePgHx8f90TrimUbi23tCirt623s8DXLnRmPDjCWsM+XLl3SzMyMGo1G9EFxn8fPxRNLVn0BxMttt9vhMZMzicrCoCO34s6dO+E9S70naDj5caPhXiwD6OrVq7FZxXOnjo5OT3BgIfCcLwySpJ6F8vDwUIuLi3r48GG80+7urn788ccoa4VihOdaKp3mmZ0/f17NZlM3btzQ559/HiGSd999N46/vHTpkr7++msNDg5qaWlJ7XZbf/vb3/Svf/1Ld+/e1ezsrI6OjrSysqK5uTn94x//0NWrVzU2NqbvvvtOU1NTmpiYiOoE7LyGQD98+DDICGEDvD3fGMG70970p6uOGAfaHWPG912BpM88zASxZlKzGUBSbJZyZcA3N/BvnteMISLHzRdGvE+uTR/5YuHeOnB1AkfEVT0Mmht9J7yEIIsGjmv7/fk7Y/f4+FhXr16Nck2lUkmTk5MqlUqan5+PI04x9pAGDLvnfQH6BTJB++/v70fdXKIdPBtzE9KDOs3YoN/Gx8djATk4OIjdx0dHR6rVaj1pNa7So36RIzk2NqYzZ86oXC7HaXIDAwOamZkJItxun5a8unbtmn4LcBXF80QZf7SpK1P8zjwnmlLMxZR6HVJXoVBUuQ7jkLFd3LTIQosDU0wRcsLgDhbjjB3yTipcuWWOMA5ZlAk9u7pGOzH/sXX+vjyv5zeyTkCUIWiQ7dHR0SC2CANsIKbtWPyd1ELmaC8n6dhVnHe3XzhrfvIc34FQ/5SY4JVXIN2k2Xiuo4eYJfWQJs//5Xnb7XZEXegj3pt/Y/yQ5oDtYEOyK7y+JhQ3Y3Jt7DXjir/zftgExlJRZaXtuR92HSGK8fxTzzU+Ph5OeJFn0O4cjnPnzh1Vq9X4PqILqjztx9hhbhJxhkDzXdY6d3IY9676e6SNMUKfo/wTIV5YWNDFixf1+uuva35+PsaLRxR+Lp5Yssqg9fOSizvoyOcAPjkwkISpGPB0nKTIdXIZHzWWWqKNRkO1Wi0IEN4r55qzQLJ5isWf1IBWq6VKpaKNjQ3NzMxE6gA5RaiYeKuegwJ5JU+V3EBOWDo8PFSlUonUiE6nE2RydHQ0CvxfuHAhCsWfnJxEncznnntOm5ubevDgQRh7FjYPh+/s7Ghra6tnI4PnorrBgKywMBbDbCxeeIbcBwWFhYF7+2e4h4fUGRO+QUDqbsJiQrtBpO19p6ukeDfaCWMudRd8nh9C5ukMLDLupfL8eMQ8A8bb82RRRv35naSi1PI8fL84b0C9Xo8QKsaYUD8OVPFUMtQhnAsWZdQEv76HNTG6niZB2xwfH/cc6XtycqJyuRzjZWhoKIr0UzHg7t27kUYzOjoa6QmujGL8UZVYYDkGmcgF8/Lo6CgcNt+o9VuAEyh+mJe+m5/F2neiS12V2s8Zl9SzKNLG/D/OCI4jf4Pg8EwTExPxPIwpFv9iWoBHXcrl8v+oNYrTDAllHAPe1TdA8n7YMdqBTa/MCewUkSAv0wWYl5IiD5Z5ik1jHpOew2eYC7QnzwF59ndx5xwyhm1y5ZjrFB1fruvOBNd1xRylU+qmgrjzj530zWasZfw/doXveSoRfQkgwMxzyoZ5pQk2N7Nx0xVBd7AYO57u5fcgWgbB9+dwJZK1hesxRnl3T63BHnFPnx9FoEwSduc4a1Rw1g/mETzFUzGGhoZizfd+RSCgfZkXvCeCBOORdvFUAfoLDsW8mp+f19TUlCqVSs/z/VI8sWSVQVgsrcFu4Xa7HYsNBgVSS9iE3d0MHs/XkLoG2A0nHQLB2NzcjPJQKIhPPfWUnn76aU1NTYUSRN4nO15dUeIggEajoeHhYS0vL+vLL78MhbJer+vFF1/sOTWlWq3qwYMHarVaWlhY0NbWlv7yl79oZ2cnarBBdsnvu3LlilZXV/XPf/5TkvT888/r3r17evnllyO/9OzZs1pfX9fU1JT+/e9/6+DgQJ9++qmuX7/es1Oc9kSxarVaUTIIxcuNuhtKBjAePz+uzHnOF8CIsMOVvnWS5uE6qVsrjtAdxsQJsS8qnpOGEXUVQupWi/A0EsYUz+wksUjAMZC+GEDqeEe8cW+DUqkUm5BcIZK6DgH3xSg5cfe5I0nValU7Oztqt9uqVCoaGhqKWroYQu4D4ZN6S/dIXZWEdmAetVqtIKLNZjNSCHw+ssjTLswF0nuoJTs4eHpAAGr31NRU5L7WajW1Wq0oe8YiODMzE+QUgrWwsBA7hCuViiTp7NmzGh4e1ubmpjY2NuIkuWJY7NcKD59iO32TKXYEe+VKmdStqMA8ZAxI3XxlH0OERlnwUXO8vYeGhqJkntcSJo/SHTkIGkQHAoQdImQ8ODgYpQ59QWd+dDqdHgdlcnIylLLJycnIhyzmwTuROT4+jsgZ7QVx5DvYE6IPXAP7x1glfQoiX4yiuIPO9anROTY2FnaXdnGyRp/55kjaADhJKYoC9LvUG5VkrjJOeC7fRwB5cbWdKAzvi6ME+Xdlj3dGmPGx4aq0r9c8hxNv3yTF7zge9ImnqnjqCQSc9sXRoL0Yg/Sd22MfX+fOnYvIlZNzlNGDgwPVajWtr69rfX09/o02LKZNQJRpA2whfYAAx9xj/Pnx4Thp/M3FBUg86xf/xfay8WpxcVFvv/22/v73v+vy5cu/7WoALGqENhwol3ih/HhIVlJI/BhQqRs2Aj7AmDhsfFpaWtKzzz4bNcfcqybvhw48c+ZMnKFLZw8PD0eO3cnJie7fv6/j49Nc3PHxcTWbTW1vb2toaCjuAxk8ODjQ3NxcpAtgFF966SVJ0meffSZJEQ5fW1uLXN3f//73+uGHH3Tv3j3NzMzo/v37unjxoh48eKCnn35aKysrKpfLWlxc1CuvvKLV1VU1m019+OGH2traivqXGxsb2traijpqLGzuQHhOkBuxUql7bCdthiH0XBsMttQN5TB5PJEcQ0HIvqi2Ophw9CmEjM+6QefzLK60txNYPofhYGFxr94VYkigK7tS1zhiTGgvjIqrPUVyzvWdZHtqCnPEDX6j0dDa2pomJycjjPP48WOdOXMm7k/bEEbiHQH5oSwEtAnGi1Qc8rg9D5hFCYVzeHhYMzMzGhsbC1KO8wnJ9X5utVpRu5dd/96eLLKE2VZWViK/fWRkRDs7O6Ea8wyPHj1So9HQ7u7uT+bc/RrBnKRvceAhNIxpVHYfz5AC2hrSIPUqnYw/BAYWU8KlhHClbm4piyGLMn3F9yEDkErehfEO2WYXP46PP5OrXpIijcznNY40qiHfcyLJJjRIF2sOJbKckDNXfMMQpMrHLyksXJfvFR1hd0Z5RtrJ7a47vTgl2Cmv8lLMSWYTD44DlTnoY+7BLnx/L8gTfVRUv30jHdfyNC93dGgjnt+jUTwvVQBwMnxse/qDEy4USNYWPuNtxrgsiiuez8xYwcZClp2LMMfYSY9d97ELjo5ON4bfu3dPa2trMS4nJiaivzx9jT0UHvX0NvNKJ7wn6yCnTtGWvIOn9nj0xR1LRDqipq1WS0dHR1pdXdXbb7+tDz74QO+//75+KZ7Y7a4zMzM95UeOjo56SASTycO/TPbioNna2ooOwAB7uArCIHVr5VFJ4OzZs/rd734XHUY5p1KppK2trdhMsL+/HxuRGo2G5ubmgtDNzc1pd3dXtVpNc3NzMVgo+3Tu3Lko4N9oNFStVrW4uBhE7vj4WM8884y2t7f1+uuva3V1VZ988om++OILXb58OSolLC0txfutrq7GSVJTU1NqNptB8kdHR1Uul7W3t6eDgwPNz8/rrbfe0tramj766CO99957Ghk5rdkK6aZkEB40hJVFwHNWPJUBQwEhc2cB1RNj5YnqUnciucJH3hELkJ8HTUjQ80dR84o5aE4oCZOhAvGcrjZgZPj3osLkCyIqPGOMd8MRYsEqRgNYXDiNBuLqixf3d2JHeNbbnvtev35d5XJZR0dHcb7z4eFhLFCNRiPmhocad3d3YzMFKjiEF+LCO6J20hbkTPmRw6XSafkuD/8PDw+rWq3G3IaAkKfGJg/GAmE23rFcLsepb3Nzc5FXiUrGNZvNpjY2NmKek5LgOWyJRCKR+P/DE6usoloCPKeRkZGoUeqF+d0bgIAWFTLCWB465l6QQkK1hDxQOV3BwYuCHLMzdXx8PI5nxbMhBIcaRhiKUk9ra2taWVkJdater2t5ebmnhtve3p4qlUooXGNjY5qbm9PNmzej4sDJyUkkWrfbbdXrdZXL5chZpEwQBGtnZ0eTk5O6efOmXn75ZS0sLGhsbEwXL17U1atXQxWFFOGpEiZzFQLVl7bHm/cQu6SencRSr8oN0fG83SI8RAnJLCZ2c18nrRBV7uH5NR4KgvR6CNLD5PwUwyaQKB97/LuPL8+N4nfage/SP7Rxsd6iq6iuLPh49Pba3NyMVJZGoxEEGS/Zx/PIyOlxpLu7uz0bJjx8x3vhqJC7TLtQfYBSUThmIyMjmp2dDTJKrVUPifGO3q9syGK8Oamm/wjzE9pCnYCo1mo1PX78WFtbW1GRQNJvKmc1kUgk+hkDHWcLiUQikUgkEolEH+GJVVYTiUQikUgkEr9+JFlNJBKJRCKRSPQtkqwmEolEIpFIJPoWSVYTiUQikUgkEn2LJKuJRCKRSCQSib5FktVEIpFIJBKJRN8iyWoikUgkEolEom+RZDWRSCQSiUQi0bdIsppIJBKJRCKR6FskWU0kEolEIpFI9C2SrCYSiUQikUgk+hZJVhOJRCKRSCQSfYskq4lEIpFIJBKJvkWS1UQikUgkEolE3yLJaiKRSCQSiUSib5FkNZFIJBKJRCLRt0iymkgkEolEIpHoWyRZTSQSiUQikUj0LZKsJhKJRCKRSCT6FklWE4lEIpFIJBJ9iySriUQikUgkEom+RZLVRCKRSCQSiUTfIslqIpFIJBKJRKJvkWQ1kUgkEolEItG3SLKaSCQSiUQikehbJFlNJBKJRCKRSPQtkqwmEolEIpFIJPoWSVYTiUQikUgkEn2LJKuJRCKRSCQSib5FktVEIpFIJBKJRN8iyWoikUgkEolEom+RZDWRSCQSiUQi0bdIsppIJBKJRCKR6Fv8FzUPRGgYSRqkAAAAAElFTkSuQmCC", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "figure(figsize = (8,8))\n", "imageplot(-f, \"-f\", [1, 2, 1])\n", "imageplot(f[end:-1:1, :], \"Flipped\", [1, 2, 2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Blurring is achieved by computing a convolution $f \\star h$ with a kernel $h$.\n", "\n", "\n", "Compute the low pass kernel." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "9×9 Array{Float64,2}:\n", " 0.0123457 0.0123457 0.0123457 … 0.0123457 0.0123457 0.0123457\n", " 0.0123457 0.0123457 0.0123457 0.0123457 0.0123457 0.0123457\n", " 0.0123457 0.0123457 0.0123457 0.0123457 0.0123457 0.0123457\n", " 0.0123457 0.0123457 0.0123457 0.0123457 0.0123457 0.0123457\n", " 0.0123457 0.0123457 0.0123457 0.0123457 0.0123457 0.0123457\n", " 0.0123457 0.0123457 0.0123457 … 0.0123457 0.0123457 0.0123457\n", " 0.0123457 0.0123457 0.0123457 0.0123457 0.0123457 0.0123457\n", " 0.0123457 0.0123457 0.0123457 0.0123457 0.0123457 0.0123457\n", " 0.0123457 0.0123457 0.0123457 0.0123457 0.0123457 0.0123457" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "k = 9; #size of the kernel\n", "h = ones(k, k)\n", "h = h/sum(h) #normalize" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the convolution $f \\star h$." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "520×520 Array{Float64,2}:\n", " 0.00830737 0.0166147 0.0249221 … 0.0231914 0.0144802 0.00651898\n", " 0.0166147 0.0332295 0.0498442 0.0463828 0.0289604 0.013038 \n", " 0.0249221 0.0498442 0.0747664 0.0695743 0.0434406 0.0195569 \n", " 0.0332295 0.066459 0.0996885 0.0927657 0.0579209 0.0260759 \n", " 0.0415369 0.0830737 0.124611 0.115957 0.0724011 0.0325949 \n", " 0.0499596 0.0999192 0.14959 … 0.131033 0.0811315 0.0361909 \n", " 0.0582093 0.116419 0.174455 0.139975 0.0863236 0.0386139 \n", " 0.0664013 0.132803 0.1988 0.145687 0.0901888 0.0402869 \n", " 0.0743625 0.148725 0.222857 0.150706 0.0936502 0.0420753 \n", " 0.0740164 0.148033 0.221934 0.132187 0.0821699 0.0369986 \n", " 0.0737279 0.147456 0.221068 … 0.114361 0.0714973 0.0323834 \n", " 0.0734395 0.146879 0.220203 0.0959578 0.0602477 0.0275951 \n", " 0.0732664 0.146533 0.219626 0.0780162 0.0493443 0.0229222 \n", " ⋮ ⋱ \n", " 0.0162109 0.0324218 0.0512288 0.100208 0.069055 0.0356525 \n", " 0.0155763 0.0311526 0.0495558 0.109034 0.0748817 0.0385947 \n", " 0.0151725 0.030345 0.0489212 … 0.117053 0.0799585 0.0412484 \n", " 0.014884 0.0297681 0.0482866 0.123341 0.0835352 0.0427484 \n", " 0.0130956 0.0261913 0.0425753 0.112323 0.075574 0.0382485 \n", " 0.0113649 0.0227299 0.037037 0.101246 0.0677282 0.0340948 \n", " 0.00969193 0.0193839 0.0314988 0.0882658 0.0586708 0.0294796 \n", " 0.00796123 0.0159225 0.0257298 … 0.0749394 0.0497289 0.0248067 \n", " 0.0058267 0.0116534 0.01973 0.0613823 0.0407292 0.0204223 \n", " 0.00426907 0.00853813 0.0147687 0.046729 0.0311526 0.0156917 \n", " 0.0028845 0.00576901 0.0101535 0.0317295 0.0213453 0.0108457 \n", " 0.00144225 0.0028845 0.00507673 0.0158648 0.0106727 0.00542287" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fh = conv2(Array{Float64, 2}(f), h)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "figure(figsize = (5,5))\n", "imageplot(fh, \"Blurred image\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fourier Transform\n", "-----------------\n", "The Fourier orthonormal basis is defined as\n", "$$ \\psi_m(k) = \\frac{1}{\\sqrt{N}}e^{\\frac{2i\\pi}{N_0} \\dotp{m}{k} } $$\n", "where $0 \\leq k_1,k_2 < N_0$ are position indexes,\n", "and $0 \\leq m_1,m_2 < N_0$ are frequency indexes.\n", "\n", "\n", "The Fourier transform $\\hat f$ is the projection of the image on this Fourier\n", "basis\n", "\n", "$$ \\hat f(m) = \\dotp{f}{\\psi_m}. $$\n", "\n", "\n", "The Fourier transform is computed in $ O(N \\log(N)) $ operation using the FFT algorithm\n", "(Fast Fourier Transform).\n", "Note the normalization by $\\sqrt{N}=N_0$ to make the transform orthonormal." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "512×512 Array{Complex{Float32},2}:\n", " 256.476+0.0im -3.95615+20.4749im … -3.95615-20.4749im \n", " 0.0844855-11.1962im -15.1921+13.9858im 0.630981+7.94724im \n", " -3.55624-1.76501im -2.36528-0.595752im 7.28666-0.598839im\n", " 4.73903+1.55932im -0.805839-5.27302im 6.26791-6.04117im \n", " -0.624841-5.30147im 1.55698-1.17529im -0.988565+0.720974im\n", " -1.61084-4.77705im 0.165628-1.66687im … -2.28491+1.02422im \n", " 1.22427-0.125188im -2.10585-2.96785im 1.15793-2.06182im \n", " 2.86644-0.98837im -0.248534+1.02317im -0.55987-1.09585im \n", " -0.569311-0.075523im 0.416833-0.219624im 1.58716-0.4015im \n", " 0.993204-1.84695im -1.48726-0.244343im -1.33509+0.742391im\n", " -0.0138412-0.112531im -0.682093-1.73745im … 1.08995-0.3994im \n", " 0.83187-1.05805im 0.247246+0.45962im 0.700845-0.604206im\n", " -0.225175+0.184748im -0.398911-0.745511im 1.23564-0.586102im\n", " ⋮ ⋱ \n", " -0.225175-0.184748im 1.23564+0.586102im … -0.398911+0.745511im\n", " 0.83187+1.05805im 0.700845+0.604206im 0.247246-0.45962im \n", " -0.0138412+0.112531im 1.08995+0.3994im -0.682093+1.73745im \n", " 0.993204+1.84695im -1.33509-0.742392im -1.48726+0.244343im\n", " -0.569311+0.075523im 1.58716+0.4015im 0.416833+0.219624im\n", " 2.86644+0.98837im -0.55987+1.09585im … -0.248534-1.02317im \n", " 1.22427+0.125188im 1.15793+2.06182im -2.10585+2.96785im \n", " -1.61084+4.77705im -2.28491-1.02422im 0.165628+1.66687im \n", " -0.624841+5.30147im -0.988565-0.720973im 1.55698+1.17529im \n", " 4.73903-1.55932im 6.26791+6.04117im -0.805839+5.27302im \n", " -3.55624+1.76501im 7.28667+0.598839im … -2.36528+0.595752im\n", " 0.0844855+11.1962im 0.630981-7.94724im -15.1921-13.9858im " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "F = plan_fft(f)\n", "F = (F*f)/n0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We check this conservation of the energy." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Energy of Image: 262.554108\n", "Energy of Fourier: 262.554138\n" ] } ], "source": [ "println(@sprintf(\"Energy of Image: %f\", norm(f)))\n", "println(@sprintf(\"Energy of Fourier: %f\", norm(F)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the logarithm of the Fourier magnitude $ \\log\\left(\\abs{\\hat f(m)} +\n", "\\epsilon\\right) $, for some small $\\epsilon$." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "512×512 Array{Float32,2}:\n", " -2.22263 -2.13613 -2.2846 -2.2275 … -2.2275 -2.2846 -2.13613\n", " -2.20524 -2.25339 -2.26194 -2.14533 -2.2274 -2.20701 -2.16727\n", " -2.20634 -2.23409 -2.19394 -2.29619 -2.16088 -2.25066 -2.24465\n", " -2.21319 -2.28514 -2.25704 -2.25984 -2.11008 -2.19926 -2.19242\n", " -2.21663 -2.20098 -2.2657 -2.20428 -2.21889 -2.17542 -2.2941 \n", " -2.22902 -2.17697 -2.22038 -2.19271 … -2.28654 -2.17516 -2.13996\n", " -2.22738 -2.1867 -2.14879 -2.20321 -2.26124 -2.20302 -2.11106\n", " -2.24976 -2.19271 -2.22961 -2.21817 -2.17068 -2.25378 -2.22941\n", " -2.16005 -2.11057 -2.27793 -2.08118 -2.22947 -2.23754 -2.28634\n", " -2.1473 -2.18849 -2.18699 -2.15036 -2.1783 -2.29059 -2.2841 \n", " -2.25382 -2.16019 -2.22127 -2.19619 … -2.27501 -2.20996 -2.2211 \n", " -2.24757 -2.20535 -2.25617 -2.21006 -2.19404 -2.09374 -2.17059\n", " -2.17976 -2.17071 -2.13844 -2.23593 -2.26239 -2.25548 -2.21712\n", " ⋮ ⋱ ⋮ \n", " -2.17976 -2.21712 -2.25548 -2.26239 … -2.23593 -2.13844 -2.17071\n", " -2.24757 -2.17059 -2.09374 -2.19404 -2.21006 -2.25617 -2.20535\n", " -2.25382 -2.2211 -2.20996 -2.27501 -2.19619 -2.22127 -2.16019\n", " -2.1473 -2.2841 -2.29059 -2.1783 -2.15036 -2.18699 -2.18849\n", " -2.16005 -2.28634 -2.23754 -2.22947 -2.08118 -2.27793 -2.11057\n", " -2.24976 -2.22941 -2.25378 -2.17068 … -2.21817 -2.22961 -2.19271\n", " -2.22738 -2.11106 -2.20302 -2.26124 -2.20321 -2.14879 -2.1867 \n", " -2.22902 -2.13996 -2.17516 -2.28654 -2.19271 -2.22038 -2.17697\n", " -2.21663 -2.2941 -2.17542 -2.21889 -2.20428 -2.2657 -2.20098\n", " -2.21319 -2.19242 -2.19926 -2.11008 -2.25984 -2.25704 -2.28514\n", " -2.20634 -2.24465 -2.25066 -2.16088 … -2.29619 -2.19394 -2.23409\n", " -2.20524 -2.16727 -2.20701 -2.2274 -2.14532 -2.26194 -2.25339" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "L = fftshift(log(abs(F) + 1e-1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display. Note that we use the function fftshift to put the 0 low frequency in the\n", "middle." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "figure(figsize = (5,5))\n", "imageplot(L, \"Log(Fourier transform)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Linear Fourier Approximation\n", "----------------------------\n", "An approximation is obtained by retaining a certain set of index $I_M$\n", "\n", "$$ f_M = \\sum_{ m \\in I_M } \\dotp{f}{\\psi_m} \\psi_m. $$\n", "\n", "\n", "Linear approximation is obtained by retaining a *fixed* set $I_M$\n", "of $M = \\abs{I_M}$ coefficients. The important point is that $I_M$\n", "does not depend on the image $f$ to be approximated.\n", "\n", "\n", "For the Fourier transform, a low pass linear approximation\n", "is obtained by keeping only the frequencies within a square.\n", "\n", "$$ I_M = \\enscond{m=(m_1,m_2)}{ -q/2 \\leq m_1,m_2 < q/2 } $$\n", "where $ q = \\sqrt{M} $.\n", "\n", "\n", "This can be achieved by computing the Fourier transform,\n", "setting to zero the $N-M$ coefficients outside the square $I_M$\n", "and then inverting the Fourier transform.\n", "\n", "\n", "Number $M$ of kept coefficients." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "4096" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "M = Base.div(n0^2, 64)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 1__\n", "\n", "Perform the linear Fourier approximation with $M$ coefficients.\n", "Store the result in the variable $f_M$." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#run -i nt_solutions/introduction_4_fourier_wavelets/exo1\n", "include(\"introduction_4_fourier_wavelets\\ exo1.jl\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare two 1D profile (lines of the image).\n", "This shows the strong ringing artifact of the linea approximation." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (7, 6))\n", "\n", "subplot(2, 1, 1)\n", "plot(f[: , Base.div(n0, 2)])\n", "xlim(0, n0)\n", "title(\"f\")\n", "\n", "subplot(2, 1, 2)\n", "plot(fM[: , Base.div(n0, 2)])\n", "xlim(0, n0)\n", "title(\"f_M\")\n", "\n", "show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Non-linear Fourier Approximation\n", "--------------------------------\n", "Non-linear approximation is obtained by keeping the $M$ largest\n", "coefficients. This is equivalently computed using a thresholding of the\n", "coefficients\n", "$$ I_M = \\enscond{m}{ \\abs{\\dotp{f}{\\psi_m}}>T }. $$\n", "\n", "\n", "Set a threshold $T>0$." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.2" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "T = .2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the Fourier transform." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "512×512 Array{Complex{Float32},2}:\n", " 256.476+0.0im -3.95615+20.4749im … -3.95615-20.4749im \n", " 0.0844855-11.1962im -15.1921+13.9858im 0.630981+7.94724im \n", " -3.55624-1.76501im -2.36528-0.595752im 7.28666-0.598839im\n", " 4.73903+1.55932im -0.805839-5.27302im 6.26791-6.04117im \n", " -0.624841-5.30147im 1.55698-1.17529im -0.988565+0.720974im\n", " -1.61084-4.77705im 0.165628-1.66687im … -2.28491+1.02422im \n", " 1.22427-0.125188im -2.10585-2.96785im 1.15793-2.06182im \n", " 2.86644-0.98837im -0.248534+1.02317im -0.55987-1.09585im \n", " -0.569311-0.075523im 0.416833-0.219624im 1.58716-0.4015im \n", " 0.993204-1.84695im -1.48726-0.244343im -1.33509+0.742391im\n", " -0.0138412-0.112531im -0.682093-1.73745im … 1.08995-0.3994im \n", " 0.83187-1.05805im 0.247246+0.45962im 0.700845-0.604206im\n", " -0.225175+0.184748im -0.398911-0.745511im 1.23564-0.586102im\n", " ⋮ ⋱ \n", " -0.225175-0.184748im 1.23564+0.586102im … -0.398911+0.745511im\n", " 0.83187+1.05805im 0.700845+0.604206im 0.247246-0.45962im \n", " -0.0138412+0.112531im 1.08995+0.3994im -0.682093+1.73745im \n", " 0.993204+1.84695im -1.33509-0.742392im -1.48726+0.244343im\n", " -0.569311+0.075523im 1.58716+0.4015im 0.416833+0.219624im\n", " 2.86644+0.98837im -0.55987+1.09585im … -0.248534-1.02317im \n", " 1.22427+0.125188im 1.15793+2.06182im -2.10585+2.96785im \n", " -1.61084+4.77705im -2.28491-1.02422im 0.165628+1.66687im \n", " -0.624841+5.30147im -0.988565-0.720973im 1.55698+1.17529im \n", " 4.73903-1.55932im 6.26791+6.04117im -0.805839+5.27302im \n", " -3.55624+1.76501im 7.28667+0.598839im … -2.36528+0.595752im\n", " 0.0844855+11.1962im 0.630981-7.94724im -15.1921-13.9858im " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "F = plan_fft(f)\n", "F = (F*f)/n0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Do the hard thresholding." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "512×512 Array{Complex{Float32},2}:\n", " 256.476+0.0im -3.95615+20.4749im … -3.95615-20.4749im \n", " 0.0844855-11.1962im -15.1921+13.9858im 0.630981+7.94724im \n", " -3.55624-1.76501im -2.36528-0.595752im 7.28666-0.598839im\n", " 4.73903+1.55932im -0.805839-5.27302im 6.26791-6.04117im \n", " -0.624841-5.30147im 1.55698-1.17529im -0.988565+0.720974im\n", " -1.61084-4.77705im 0.165628-1.66687im … -2.28491+1.02422im \n", " 1.22427-0.125188im -2.10585-2.96785im 1.15793-2.06182im \n", " 2.86644-0.98837im -0.248534+1.02317im -0.55987-1.09585im \n", " -0.569311-0.075523im 0.416833-0.219624im 1.58716-0.4015im \n", " 0.993204-1.84695im -1.48726-0.244343im -1.33509+0.742391im\n", " -0.0-0.0im -0.682093-1.73745im … 1.08995-0.3994im \n", " 0.83187-1.05805im 0.247246+0.45962im 0.700845-0.604206im\n", " -0.225175+0.184748im -0.398911-0.745511im 1.23564-0.586102im\n", " ⋮ ⋱ \n", " -0.225175-0.184748im 1.23564+0.586102im … -0.398911+0.745511im\n", " 0.83187+1.05805im 0.700845+0.604206im 0.247246-0.45962im \n", " -0.0+0.0im 1.08995+0.3994im -0.682093+1.73745im \n", " 0.993204+1.84695im -1.33509-0.742392im -1.48726+0.244343im\n", " -0.569311+0.075523im 1.58716+0.4015im 0.416833+0.219624im\n", " 2.86644+0.98837im -0.55987+1.09585im … -0.248534-1.02317im \n", " 1.22427+0.125188im 1.15793+2.06182im -2.10585+2.96785im \n", " -1.61084+4.77705im -2.28491-1.02422im 0.165628+1.66687im \n", " -0.624841+5.30147im -0.988565-0.720973im 1.55698+1.17529im \n", " 4.73903-1.55932im 6.26791+6.04117im -0.805839+5.27302im \n", " -3.55624+1.76501im 7.28667+0.598839im … -2.36528+0.595752im\n", " 0.0844855+11.1962im 0.630981-7.94724im -15.1921-13.9858im " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#abs(F) .> T\n", "FT = F .* (abs(F) .> T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display. Note that we use the function fftshift to put the 0 low frequency in the\n", "middle." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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fTjjP8VN2rV+/HikpKXjooYcSuq3iHwMAubm5sNlseO655zA6Osru3717N1pbW2f92pKJf474z7G5uRm7du3CZz7zGQBj38Kvv/56vPbaazh37hzbz+FwJB1zu/baa9HQ0HBB5zTTzyAlJQWZmZnYv39/wn6/+93vLuh5eZ///OchkUhw//33T2hlcBw34fdtNi7kb4ZvAcWfS319PT788MMLOgefz4dAIJBwW3FxMXQ63bR/M/zvw69//euE2//jP/4DAHDDDTdc0DldiNbWVgQCAZZtKkTU4psHFRUVAICf/OQn2LJlC2QyGW666aaLVnz+29/+FjU1NVi2bBnuvPNOFBUV4fz58/jwww/R3d3NpisqKSnBmjVrUFFRgfT0dDQ0NODPf/7zBc0VetNNN6G2thY/+clP0NXVhbKyMuzatQuvv/46vvvd705Zl/aDH/wAL7zwAjZs2IB/+Zd/YeUMBQUFOH78ONsvJSUFjz/+OL785S+jvLwcW7ZsQVZWFs6cOYO//vWvqK6uZhf9nTt34oYbbkBNTQ2+8pWvYGhoCI899hgsFgs8Hs+MXtPAwAAefPDBCbcXFhbii1/8Ih5++GFs3LgR1157Lb761a+ycobU1NQJtXC7du1CdXU1vvGNb7DgZLFYJkwddfPNN+OFF15AR0fHrFtNs/kMtm/fjp///OfYvn077HY79u/fj46Ojlk933jFxcV48MEH8aMf/QhdXV3YtGkTdDodTp06hVdffRVf+9rXcPfdd1/Qsfm/me985ztYv349JBJJwpRuydx444145ZVX8LnPfQ433HADTp06hSeeeAIlJSUz/h2I19HRgbVr12Lz5s0oKSmBVCrFq6++ivPnz097LmVlZdi6dSueeuopjIyMYPXq1Th8+DCee+45bNq0CbW1tbM+nwu1e/duqNXqhJIlwZmPVFLCcQ888ACXn5/PicXihJRjANxdd901Yf/xJQB8KvnAwEDS43d2dnK33347l5OTw8lkMi4/P5+78cYbuT//+c9snwcffJCrrKzk9Ho9p1KpOLPZzP3sZz/jQqEQ2ydZanb888dzu93c9773PS4vL4+TyWTc0qVLuYcffpiLxWJTvhaO47jjx49zq1ev5pRKJZefn8898MAD3DPPPJM0HXvv3r3c+vXrudTUVE6pVHLFxcXctm3buIaGhoT9Xn75Ze6aa67hFAoFV1JSwr3yyivc1q1bZ1zOgCTlAwC4tWvXsv327NnDVVdXcyqViktJSeFuuukmrrW1dcLx3nvvPW758uWcXC7nioqKuCeffJLbsWMHp1QqE/YLBoNcZmYm98ADDyTcPt3nzZvpZ+Dz+bivfvWrXGpqKqfT6bjNmzdz/f39k5YzJHveZL8DHDf2vtfU1HAajYbTaDSc2Wzm7rrrLq69vT3h/Z2uXCReJBLhvv3tb3NZWVmcSCRiz8uXIiQrMYjFYtxDDz3EFRQUcAqFglu+fDn35ptvTvgdmOoY8e+H0+nk7rrrLs5sNnMajYZLTU3lVqxYwf3pT39KeMxkfzPhcJi7//77ucLCQk4mk3GLFi3ifvSjHyWUHXHc2N/HZGVGya4Pk53/3r17OQDcSy+9lHD7ihUruC996UtJjy8UIo6bwbQahJCLbtOmTUnLSR544AE8++yzOHHixGWTWESuDo2NjSgvL8fRo0cvq1UjLjUa4yPkEvD7/Qk/nzhxAm+99RbWrFkzYd/vfe978Hg8+OMf/3iJzo4Ixc9//nPceuutgg56AEAtPkIugdzcXGzbtg1FRUU4ffo0Hn/8cQSDQRw7dkzQaeWEzAdKbiHkEtiwYQP+8Ic/oK+vDwqFAtdeey0eeughCnqEzANq8RFCCBEUGuMjhBAiKBT4CCGECAoFPkIIIYJyxSa3CHlmcUIIEbq5pKdQi48QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY8QQoigUOAjhBAiKBT4CCGECAoFPkIIIYJCgY+QKRgMBgCA0Wic5zMhhFwsIo7juPk+iQshEonm+xTIFcpoNKKjo2O+T4MQMgdzCV0U+AghhFxx5hK6qKuTEEKIoFDgI2QcflyPEHJ1osBHBMFsNs94X4fD8QmeCSFkvlHgI4IQiUTm+xQIIZcJCnxEEC60FVdcXHyRz4QQMt8o8BHBM5vNMJlMSe/r7Oxk+8z2mFcCGs8kQkSBj1zR5nrhNplMaGtrQ3t7+5T7tbW1zeq5Y7HYrM5jvgIQjWcSIaI6PkIugMFgmDZozGQfQsiFoTo+QmZppi2s+KnK4h8zVUDju00p6BFyeaLARwRJLB771R8fAEtLSxN+jp/aTCKRzGjsbrpuU0LI/KLARwRJJpMBSGyVmUwmHD9+fNLHUEAj5OpAgY8IUktLS8LPZrMZ0Wh0wn7jV2VIluQyFb6FWFJSkvT+yW6fzmRZqJcDyhQllz3uCgWANtou6mY2mzkAnMFgSLh9/M/JtmT7jL+NP/5MHksbbbRNvc0pflykOHTJzfebTtvlsX2SQWO2x55q/4t9njM9nslkmvfPiDbaPoltLqirk1zR+DE6o9E4ITFlriQSSdLbJ1ucViwWT5r8Ml2G52wXunU4HDN6zHyMS17O3bCEADTGR64ikUgEZWVlF+14Uqk0YbyKD2oOhwMmkykh45Nf3LatrQ02m43tz/8fmHrsa7YL45aWls7rYrpTvRZKAiKXvYvU83jJ4TJoatN2+W4Gg4EzGo2f6PGBiV2JpaWlkz6mpKQk4bHz/f5cDsegjbYL3eaCWnzkquRwOKacNsxqtbIuOb71MtNsRJPJxLouRSJRQitzqnKI1tZWAGMtSWD23ZuzMd1rSdb1Otv5RWdToP9JvlZCZosCH7lqORyOScsFIpEI65KTSqUwGo1wOBwTAsb4n41GI6sBBMbKG8Lh8KxWcYhEIpMGppkGX6vVOuX9fHfsbI49k1KNC518ez67ZQmZ4CL1PF5yuAya2rRdWZvBYJg0y9FisUz5WJvNlrAv323Jb3a7fcIxxu8zfpusvGGm21TdqnN9n6Y7x0vRzWk0Gqk7lbZJtznFj4sUhy65+X7TabuyNv4CarVaJ72YTheITCbTpMFs/DFtNhtnNps5i8XCxhqT1fXNJXhNF1gvZJvLuOilCFIUCGnjtznFj4sUhy65+X7TabvyNqvVygHJL54Wi2XGheozaanxrb9PKsFmqnOYTUsyvpU61xZosu2TTDCiTdjbXNCyROSyVVxczBaCvdzw5QuT4cfC4sfNTCYT2tvbYTQaEYvF2BhkJBIBkHwcbKrnMZvNs55CjWe1WtHc3Jxwm8FggEQigUqlgsfjgUQiYbWMfGLOhT4XAAQCAcjl8jkdixDeXEIXBT5yxTIYDFAoFBPm3Ry/z2yyD0tLSxMyM202G8LhMAKBAHQ6HRobGwEA5eXlEIvFcLlcLNmFPw+r1YpYLIZQKASxWMwCl8VigUQimZD5abVawXHchPviz91sNiMcDkMkErHb+ICSLIDFv2Y+o7KjoyNpsCwpKbkkwWi6LwuEzMacQtdcuxznCy6DpjZt87/x3ZdTbckSWkwmE2c0GickpJSWlk6a6GI2m9mxysrKuNLSUq6srIwDwJWXlyecT0VFxYTn5+/jE2WqqqrYPpN1CcZ3v/L/55NrJjvP+LG/+O7L+Rwf45+buj5pu1jbnOLHRYpDl9x8v+m0XV7bVIFgqgt+ssDJB6b4oMH/nw8q5eXlnN1un7Bf/ONLSko4o9HIlZSUsHMwGAwJgSl+X/42k8k07Ryb8Vmm8a+Pfw8mG6/jXy9/f7LXOJuN5gKlbb62OcWPixSHLrn5ftNpu3y3yQIdfzt/gU/W+igvL08IAKWlpROOxwcXfnYYi8XCAoDdbufMZjMLZHa7nd1XXV2dcC4mkykh4cZsNnNms5krLi5OeJ7JNrPZnBBQ+dYnAK64uJiVA0yWVTp+489z/PsyPljO9Hi00fZJbnNBY3zkqmM2mxGLxaYdT4of77JarYhEIpDL5ZDL5fD5fGhtbUVJSQmi0ShEIhHa2tpQUlKC9PR0DAwMsAJ4s9kMtVqNo0ePTngOi8UCjuMgl8sBAI2Njew2flyNLyznxwP5MTqTyYRoNMrG6+LH7iwWCxtTnCzJZbrxTb64nz+PkpISiESipGOm8c8x23HTZPhEn4t1PCI8cwldFPjIFWk2iRIGgwFSqXRChiXHcewYRqMRSqUSIpEIMpksIatRLpejoaGBPdZqtUKj0aC+vp4dK35iZpvNBo/Hk7ByxPhztVqtCAQCbLaY+CQYPuABQGpqKjweD6RSKYLB4KQBYnzwiD9+/G3AWDJM/P4zDTxWqxXhcPgTCVgzPdZcMlnJ1WUuoYumLCOXpemm15ou6MU/3uFwsJIBXnt7Ozo6OthUYyKRCIFAAE1NTfD5fIhEImhpaYFYLEYoFILBYGAlCs3NzQgGgzAYDLDZbGzuTX6fcDjMWnj8scvKymCxWFBdXY2qqio0NzfD4XCgrKwMDocDHR0dKCkpgd1uZ0FPIpHgyJEjaG9vZ60wvpUWPz9osvequbkZSqUSAFBRUQGTyYRAIIBAIMDeE/548csvxR9r/HGbm5sTAvxsg95Uq83HTxdnNpsnPDf/2KkudjQfKJkpCnzksjTXlsT4x8df3OPnsOTrBBUKBXQ6HYxGI+v6MxqNCAQCEIvFkMvliMViMBqNKC8vRzgcRk5ODjweDyKRCMxmMxwOB9ra2pCamoqUlBT2HCKRCNFoFC0tLfB4PAiFQuw+PsgBgEwmg9/vh8PhgMPhSLjI8y2i1tZWGAwGeL1eAGOtMH7/+H0BsEm6+eCpVCoTgjQw1s3Z3t4Og8EAi8WScJzx76HFYkn6XsdP8j1V8GltbZ1yrT7++dra2iY8N/+ZTLXkEZVKkBmb0whofNZVAAAgAElEQVThPMJlMLhK25W/xc/EkmxmF7vdnrBPeXl5QgIMP+WYwWDgDAYDK2uIP9745JCysjKWlck/rrKyctrz5P9vNpu5iooKrry8PCG7c/x+8Vt8worZbJ5wnvGP488l/jabzZawrBKfCJMsUWiq7NDx5zeTchTaaEu2zSl+XKQ4dMnN95tO25W9jb8A8xmRFRUVnMlkmjajsqamhv0/PvjE1/oBfy9TqKqq4qxWK2ez2dj/xx+ztLSUM5vNCfeNDzD8//l9xx+Df36TycSVlpZOyNA0m82sDCN+/lIgMVt1/HHjXxO/X7JShmSPjQ+Uk61jSBtts93mFD8uUhy65Ob7Taft8t1mWiQdvx9/QbbZbJzFYkla58ZvfIuotraWlSiMb+2Vl5dzK1asYMcwGAxcRUUFZ7PZ2O38c/J1fvE/8/dbrdaEMgXg74HKaDRypaWlCaUT8ftN1vLi9y8rK0soop/JZjAYpv1SMJtjTXV+F+NYF2t/2i6/bS4oq5NcFZJN0xU/5jNZNqDZbEYkEoHD4ZjwGP6Y/GPLysogk8ngdrvZWFNlZSUikQiCwSAkEgn0ej2GhoaQnp4Op9OJ7OxseDweuN1uZGZm4sCBAzAajcjMzEQoFEJDQwN7Xn6uTIVCgePHj8NgMECpVKK5uTkhc7SyspJlnjY1NWHFihUsMYd/TXxSjkKhgEgkAsdxUKlUcLlcE8bCSkpKEAqFkr5/FRUVOHLkyJw/D0IutrmELgp8RLD4YMInZ4xP/R8/ByZv9erVEIlECIVC8Hq98Hq9bHLntLQ09Pf3Izc3F3v27IHVakVKSgrEYjGcTidLiPH7/YhEIpBKpdDpdAgEApBKpaxsYtWqVXA6nRMCksFggFarZUk3arUaDQ0N7HwNBgPy8/PhdDrR0tICm80GiUQCv9+fMB9neXk5XC4XMjIyUF9fj7KyMigUChw+fBjAWEkGPy9pMvF1hPHnFn+uF2sOUAqiJBkKfERQLlYt12wvqKtWrUJ/fz/EYjH0ej2kUin279+P2tpa7N27l+1XU1ODkZERKJVKKBQKyOVyhMNhOJ1OtLW1YcWKFawGkH8tK1euhNPpRCwWQ0ZGBoaHh9HR0cECkNVqRSgUQkdHB+x2OyKRCAKBAJRKJfvX5/MhJSUFSqUSdXV17HzsdjsaGhpY6xaYmLE5vq5PLpdDJBJBq9XC4/GgpaWFBTK+hajRaBCNRsFx3KwmCp/tZNXx+8evbEGEbS6hi8oZyBXnYhUwz+TiaTQaUVlZCWBsWR2+lSYWi7F//34AwODgIK6//nqUlpYCAOrq6tDc3Ayfz4cDBw4gGo1CJpNBr9ejoqICCoUCwFiXpUKhYIEsFoth0aJFqK+vh1arRW1tLeRyOSoqKiCRSNjFv6GhARzHQa1Ww+PxQKvVIi0tDbFYDGq1mgW9NWvWsGMDYzPDOBwOiMVimM1mWK1WGAwGVFRUQKvVslo5qVSK1tZWtLS0oL6+nn3J5Ftvra2tcDgcaGpqglQqRUtLy5RlCmLx2GWG34cvs5gMX2jPiw+SHR0d7Hjxpqv7JCQetfjIVYNvqVzMJXb4onWpVMqmNDt+/HhC12JmZiZGRkYgFouxePFiOJ1O1mVZVlaWUKsXi8WQlpaGAwcOwGw2Izs7GxKJBIODg9Dr9azIXKVSYXBwEEqlEpFIBG1tbWy5I61Wi8OHD7Mu176+PvZloKqqCn6/H01NTaipqYHH42GzyFRWVuLw4cMJXbsWiwUajQZer3fSVltZWRkr6OfxrTCj0Qi5XA6NRgMArHVI3ZPkk0YtPiJofHCSy+WsdTO+1TCVyQqzgbHWZVtbG5qbm6FQKODz+bBy5UpWEM8nqfBF611dXZDL5aisrMS6devQ1NSE5uZmaLVaiMViZGZmQqlUwmazITMzE5FIBC6XCykpKRCJRJDL5QiFQkhJSUFGRgaUSiULegCg0+ngcrlQUlKCDz74AH19fawo3Waz4dChQ+A4DgaDAZFIBD6fDxkZGQDGWl4mkwl5eXmQSqWwWq1oaWlhQc9utwP4+ywpdrsdVqsVTU1NaGlpSZgthm+FdXR0IBKJoL6+HsFgEMFgkJ0r3wKeTnwBfDKTtSaplUcuFLX4yBVrurG+qe6fqkXCt2b4BI7xC76azWZIpVJIpVKEw2GoVCpIJBLIZDIMDAxApVJBqVRiaGgIhYWFEIlE6O7uxoIFCyCRSDAyMoL09HQWKDIyMuDz+VgXoM/nQ319PWpqatDX1weJRIKFCxfivffeg91uZ1OReTweNDY2JmR8lpWVwev1QqlUQiKRoKmpCUajkXUPxk/K3dzcjKqqKkQiEUQiETaWyL/OqqoqjIyMQCqVorm5mY038u9PWVkZyySNV1paCq/Xy2bFmen7nkyyBBmar5MAlNxCBGa6i6fJZIJUKkU0Gp3xBXJ8FiNfuhAKhdiq6HySyPiVBbRaLRQKBSKRCI4cOcICZXp6OlwuFxobG1FbW4tgMIhIJAKRSASRSAS9Xo933nmHtf48Hg8yMzPR1dWFzMxMBAIBaDQauN1uSKVSxGIxSCQSjI6OQi6XY8GCBRgaGoLX64VWq0UsFsPg4CB0Oh0AsKDM/f+rux8+fBh2u511rSqVSiiVSrhcLmRnZ2NkZAQAWEA8dOgQqqqqMDAwwIKYxWJBZmYmPvjggwvO2hw/Qfh0qNuUJEOBjwjGbL/t8xdNvvU2fiUFIDFrkN+/vLyctcJkMhlEIhGam5thsVhYQOWzG/mxuebmZpSXlyMQCCAzMxMikQgDAwPQ6XSor6/H6tWrMTo6CqlUylptSqUSXV1drI4wPz8fEokEOp0OAwMDrPRBr9ejvr4eBoMB2dnZUKlUcLvdOHz4MFtSSalUIhaLYcGCBejp6UEoFMKiRYsglUqxe/duWCwWZGVlYWhoCGq1mnUL84Fw4cKFbLywtLSUnWc0GkUwGGSBFAAroQAAjUaDkZER1lXr8/nYahh892lDQwNsNhsikUjCCg/xiouLk7YS4z8XQngU+AhJYrK0eb47jx/bi0/aiF/CiL/YVlRUIBgMAhhrDcUfNz6QWq1WcByHvLw8nD17lgVNfvLp9vZ2lJSUsAxOfpkfmUyGs2fPIicnB+3t7cjOzkZ+fj44jkNfXx9rlWk0GuzduxdVVVVswmmXy4WhoSHk5OQAANRqNc6fP49IJMLqCmOxGOsmDYVCWLJkCd544w0Af2/F8kFMKpWisbERFRUVLNBFo1G43W5oNBqEQiFEIhFWqM8nuHR0dCR8KZnpFxSz2QyFQpG0y5SQqVDgI4KTbLYRYPY1YvGLyBqNRqSkpCR0Z/JdfnwQNBgMSElJgcvlgl6vh1gshlgsBsdx0Ov1GBkZgUqlQjgcxoEDB2C328FxHGQyGTiOQ2pqKoCxcTyJRIKenh62NJDX62XF7hKJBC6XC4ODgzh06BBWr16NSCSCAwcO4MYbb8Sbb76JjRs34u2338anP/1pDA4OIhKJJASQlStXQqFQIBQKQSaTwel0AgBCoRDUajXC4TAL+rW1tZDJZOjv72djfbFYDK2traxF2dbWNiGgmUwmKBQKiMViBAKBhAWA+bHFjIwMlsXKt5TFYvGEdQFn8vnN9vMlVy8KfOSqMpNurcn24S+2M1ktvLS0FMePH59wMR0/3mexWCASiaBUKtHQ0IDKykr4fD6WBLJ+/XqcPn2aZWTypQ+ZmZmoq6tDTU0N6urq2OKwRUVFiEajGBgYQHFxMXp7e1lh9rFjx5CdnY309HR4vV5WJmE0GuFwOOD3+yGVSpGamgqNRoOBgQE2jRpfQrFx40b09PQgJSUFfr8fbrcbWq2Wdb/y5xqJRBLG6PjSjEOHDgEYaw0GAgFotVqWadrX1we1Wg2RSIQjR47AZrNBqVTC7/cjGo2iubmZtSInwwfA8YXpMwloybqqiTBR4COCM5dv/vEXz/EX0skCpc1mg8/ng1wuR3NzM1avXg23241YLMYSUPhMToVCwYrUjx49mjDTisFgYEkrUqkUPp8PGo2Gjf1ptVrI5XI0NTVh0aJFrNxBJpNBp9PB6/Wy2WIGBwdx/PhxrF+/HpFIBO+99x5sNhsWLVqEcDgMl8vFVm73er1Qq9UIBALQ6XSIRCJYsGABzpw5A71ej3379uH666/Hnj17sGLFCvj9fjZDTSwWw/nz59He3o4VK1ZAJBLB7/dDJpOhoaGBjZ+WlZWxsUmVSoVAIDDj8dj4liT/mfBZo59EK48yQ698VMdHriozqc/iL4R8Dd9kC6DabLaEY5rNZlZQbjabJ/zxKBQKdkxgbPVyvquvo6MDSqUSVqsVH3zwAY4ePYrGxkYcOHAAYrEYhw8fhlwuR1paGgKBAFtwlp9WrKCgAB6PBzKZDH19fQgGg1AoFAiHw6yFp1AocO7cOSxbtgxqtRqnTp2CSqVCXV0dOjs7MTg4iC1btmBgYADXXHMNNmzYgO7ubvj9ftTW1qKwsBB/+ctf4PF4EI1GoVKpoNfrIZFIWPIMn2zT3d3Ngt7KlSsxMjKCmpoaDA8P4/jx41AqlQiFQgiFQlCpVGzKs6GhITa3aHl5OYLBIMxmM5qamuDxeMBxHBobG1mt4GTiP7P4IMR/EeG7bScLevGf02xR0BM2CnzkspNsNfHx+IsefwFLNo0VADQ2Nia04vjVva1WK9ra2li9Hk8kErFjWiwWHDlyBJFIJCFASqVSVFZWwmw2w2AwYOXKlSxDkp9ppbW1lT1mZGSEzXkZCoWg1WqhVquhUCjQ3d3NiuDz8/Nx9uxZaDQanDx5EjqdDsuWLWNBTSaTYfHixQgEArBYLPB4PBgaGkI0GkVaWhrkcjk4jsOnP/1pLFy4ENnZ2ay2MC8vDy+++CLLqqytrYVarYbf7wcAqFQqaLVaDA8PIy8vjxXDy2QyFuT0ej3cbndCMD169ChLBgKASCTCPov4usfxysvL0dHRwYrlkzEYDOzzT7YfBS9yoairk1wRpuuais/GHC++KLukpASxWGzCGNP4cT2TyQStVgu328324ccE+anR+FUSFixYgHA4jEAggHA4DI7jIBaLWYF7NBpFbm4uenp6kJeXx6Y0u+GGG1hSSzQahVwuR0ZGBrKystDf389ah1KpFG63G06nE2lpaVCpVHjjjTfwuc99DgDw6quvoqamBrFYDFKpFCMjI9Dr9VCpVDh//jzS0tKg1+tx6tQpKBQKqNVqiMVihMNhxGIxuN1uBINBVn4gl8vhdDqRmZnJ3g+v14umpib2HvBsNhukUilrGaampmJkZCSh+5jvurRYLAgGg3A4HBd1rI4SXoSJxvjIZetS11/FB7Dx80nyY2rTXSTjZ2zh18KLRqOQSqVsqjJ+ii9+0uq0tDT4/X7U1dWhqqqKTR4dDoeh1WqRlZUFl8sFiUQCuVyOWCwGn8+H7OxsNtPKyZMnce2118LtdkMmkyElJQWDg4Ns7k6fz4eenh5YrVa0traioKAAIpEIPp8Pvb29MBgMaGlpgVwuh06nw5IlS9DS0gKfz4f8/HxWO8hxHNra2tg0a/xYpVqtRlpaGjo6OpCXl4e3334b5eXlrJyCf/38Ekf8lxH+M46vw0uW/ckn/QCJLWveZEtBUWAjyVDgI1ed6QKm0WiESCSa0Gqw2WwJafrT4derO3LkyIQidz6IVldXs2SRtrY2VFZWQiQSQa1Wg+M47Nu3jxWuy+VyNDY2YvXq1fB6vZDL5azcIRKJsCBXWFgIABgdHUUoFIJcLodcLkc0GmWlDDk5OdBoNEhPT0dTUxOWLl2KY8eOIS0tDSaTCd3d3RgeHkZRURECgQDcbjeys7Ph8/ngdrvR09MDs9mMF198EatWrUJRURF6enrY2oGvvvoqm1GGP0ev1wtgrNwiPT0dYrEYHo8HKSkprMuTz/oEwMo9gL8HOz6ATTazC99qjG99T/Y7wC/EOxkqbBcuCnzkqjCT+TOne6zNZmOrEfCSzQjCTzXm8XiQmpoKv9/Pugo1Gg3q6+vZhZtfGV2n00Eul0OhUODs2bMoKipCX18f0tLSkJqaCq/Xi+HhYWi1Wvh8PtbNGQ6HoVAooFQqkZubi9dffx1VVVWsBlCr1UKv1yMSiWBkZAR+vx/l5eXo6+vDwoULwXEcTp8+DaVSyWaJ4Vd0F4lEOHnyJDiOw+DgIBYvXowFCxawgnuO46BUKtHT0wOxWMwmrlar1XC73awF5/F4kJWVxQrkFQoFenp62HvKT7smFosxOjqKhoYGVFRUwOPxIC8vD729vWx8MxAIgOM4iEQiSCQSRKNRqNVqHD9+HMXFxVAoFKw+kKdUKtm8oMDE8bv4FiT/uVBmprBR4COCMb57DRgLYhzHobOzc8qLYXw3KL9cULLWREVFBY4cOTLh9pUrV6K/v5912TkcDtTU1EAqlcLpdLLC9qysLITDYdTV1eHWW2+F1+uF2+1GXV0dNm7cCABsfb6jR4+ipKQEJ0+exLJly1hg4VtvfPkD320ajUYRi8WgUChw/PhxFBYWore3Fzk5OQgGg3A6nejo6EBlZSX6+voAACkpKQiFQkhPT4fP58Pf/vY3LFu2DC6Xi41Tnj9/HllZWQgEAhgeHoZUKsWiRYtw+vRpFBQU4MSJE0hJSUEkEkEoFIJOp0MwGIRKpWLBn+/m5Y/p8Xggl8tx+PBh2Gw2cBzHyiT4jU8cam9vT/jsxo8lJjPT1p7FYkEkEkF7e/uMjkuuDFTOQK468dmc8S0D/sKYkpLCbpNKpejs7ITRaExYfYDPJjQYDCwVPz7DkB9vAsYutHzpQ7KljUwmE1QqFRwOBzIzM1nLJBKJwOl0srG7rKws+P1+aDQa3HTTTfB4PBgeHkZ+fj7sdjs0Gg10Oh1UKhWef/55NDc34+jRozAYDFAoFHjmmWcQDAaRl5cHj8eDgYEBAGNlFhzHITMzEzqdDrFYDKtWrWKZmYODgyyp5dprr8Xg4CCWLFkC4O8Lv7rdbnz88ceora3F6dOn2VJILpcL+fn5iMVibGWJUCiEoaEh6HQ6hMNhFBYWsveFf+0ikYi1LAcGBrB27VoEAgHs2bMHbrcbkUgEo6OjAMaya1UqFVvGCBjL+kxNTWVBjz9Pk8nEkoim4nA4ps0KBcbGY/kucQp6BKDARy5T/MUVAEswAf6e1u5yuRJKGgwGQ0JtH5/AYTabodFo0NbWxqbdMplMCAaDCc9x/PhxNDY2sm6+qqoqNDc3o6KiAgCQl5cHiUQCq9WKuro6pKSkwG6349ChQ2xi6UAgAL/fj0OHDqGvr4+VDmRlZaG7uxsNDQ2shKKlpQXf+ta3sH79ehQXF0Mmk+Hjjz/GF77wBYTDYeTk5LB5LIGxcg3+/yKRiNUJyuVyrFq1Cunp6dBqtayrccmSJfjoo49YCQI/kfS1114Lp9OJgoICKBQKDA8PIysrC4ODg1Cr1RgdHWVF9KOjoxgdHYXT6YTb7UZKSgpbcNbv90OlUmFgYIBNwzY4OAifzwcArDUdPwYbP/Ub32NTX18Pk8mUtI7P4XCgqqqK3R7/pYUvQeFrJZO50LE/Wufv6keBj1xSyS4q/G1Go5H9X6lUsmDHlyoAYGNuDocDkUgEVqsVJpMpoQXIBzn+/8FgEEajEUqlko3tabVatsYc37Krra3FoUOH2ETMAFiXZzQaZZmN1dXVAMZWJaipqWGZlU6nE3K5nCVlyOVyeL1enD17FosXL8btt9+O2tpaWCwWXHfddairq8Po6CirwTOZTFi8eDGMRiMCgQAUCgXy8/ORnZ0NjUaDtLQ0eL1eLF68GDt37kRRURGKiorg9XphNBphs9lQUlKCwsJCqNVqLFu2DJmZmSguLoZYLIZMJkNvby9OnToFl8sFlUqFzMxMxGIxLF68GFKpFDKZDCMjI1iwYAEaGhrYlGnhcBhdXV2QSCQIhUJQKBRwuVxob2+Hz+dDWloatFot+/LBT13Gt6Jra2sBABkZGbDZbGhpaYHZbEZFRUXCCvXxwc1kMsHlciV8riaTCVarFTKZbMJj4usxTSYTWwg3/nduut8/AGxOVnL1osBHLsiFXhjEYjFKSkoSHs9/M5dKpez/jY2NrAtMKpVOyNIsKSlhy/C0t7ezFiAfxOJbGlKpFB0dHQgEAnA4HPB6vYhEIjAajSwAlpeXY3h4GAAQCATQ0NAAs9mMsrIy1NTUQCKRQCKRQCqVsomkR0dHodPp4Pf7kZubi6KiIrYUkF6vx+DgILKzs8FxHKLRKEQiEYaGhqDVajE0NITly5cjFoshGAzizJkz8Pl86O7uZjO5nD17Fr29vXjjjTfg9XrxzjvvsODy3//93+A4DkNDQyguLobf70dfXx+6urrQ29uLnp4eaDQaVuSuUChw+vRplnmq1Wrx+OOPY3BwEN3d3Xj++edx7tw5OJ1OqFQqjI6OYs2aNdDr9QiFQhCJRIjFYvB4PBCLxQgGg/B4PADG1v3T6/Woq6uDxWJBRUUFzGYzGhoaWDF7KBSCwWCATCaDz+djyx4Fg0Go1eoJq6ybzWYolUqWFcqv/q5SqdDc3Mxalg6Hg30pamlpYYG2vb09oVtzqt9X/ncuPnmKMkWvbpTcQj5Rn0S6+YUck88KjS+cnmqNPuDvdWX8qg1utxsZGRkYGhrCwoUL4fF4cOjQIaxbtw4SiYSVA/DJKIFAAHq9HtnZ2fD7/RgYGIBer2eB0ul0QqfTIScnB263GwDgdDqxYMECdHZ2ory8HAMDA2y199zcXKSmpsLj8cDtdmN0dBRLliyBUqmEVqvF6OgoBgYGIBaL2XgZMHYR7+/vZ7WGANh4JT8jy759+1BdXc3KL+RyOfr7+3HkyBFUVVUhFoshEokgKysLvb29bD9+rT5+TPLgwYOoqKhg6/jxmbIHDx4EAKxYsQL19fVsCSc+6YQXv6o7//lM9rmP/5kmsBYWSm4hl61P4puzXC6f8v7y8vJJv+HzEy0bjUZwHAeDwcCWHwLGMj/57jSeWq1mqw3wY2D8GBcwNquJy+XC+fPnkZmZidTUVKSlpSEUCsHj8eD555+Hz+dDRkYGy4AMBoNIS0tDZmYmPvzwQzaRtE6ng0KhwLJly9DV1cVmbvF4PBCJRNi/fz9CoRArjeD/+IeHh1mw83g8aGtrQ19fHwYGBvDSSy/hmmuuwejoKDo7O/Huu+/itddeg8ViYe+D3W7HwoULsXfvXvacEokEVVVVUKlUEIlEiEaj6OnpQW5uLhoaGuByuRAMBtHc3IxoNMrG244cOYIDBw7g0KFDCAaDOHjwIGw2G0pLS1FfXw9gLCmITzrhuyrNZjO8Xi8sFgvMZnPCl1t+dYr4rtD47m3+s52t8S1NIgzU4iNXlWStwfhC6vipzZLNFGK32xGLxdjYUkZGBurr61kpRFVVFZxOJ9LT0yGTyXDgwAGsW7cOw8PDkMvlkMlkGB0dhUKhgEqlgsfjQWFhIXw+Hzo7O7Fo0SKcPXsWS5YswTvvvIMNGzZgZGQEubm57HlTU1Mhl8vR19eHRYsWwev1Ijs7m60Ewc/E0tnZCb1ez+bYlMvlSE9Px4cffogFCxYgFovhxIkTiEaj0Ov1rAs1Go1iaGgI6enpLCnnxIkTMJlM6OzsZON+/Krsbrcbg4ODrOXJry3IB0eRSIT6+npUVlay+UIPHDjA3tPx08FVVFSA4zgcPXp0Rp9p/JRn41uI1MoTLqrjI4ITv6gpn/Ay2VydfCmDRCJhSRHhcJitiM4HxdLSUuh0OjidTjaDSjQaZYkqPp8Pubm52Lt3L6v1q6qqgkajYXNeRiIRNjF2fn4+gsEgu39gYIAVnUejUSgUCkQiEajVatbay8/Px9DQEMue5IPhmTNnUFxcjNHRURQVFWFgYID9y6/+MDIygoKCAgQCAQwODiInJwculws9PT3Q6/UYHh6GTCaDx+NBLBZDLBbDoUOHUFNTg1AohEAgwOYUlUgkbOkkflwvLy8Po6Oj8Hq9SE9Px8mTJ+FwOLBy5UqEQiE0NDRM+OLBd22azeaE8T6tVpsQDHnJJhsYHzjHm2xdRXJ1o65OIigGg4GVMPBBS61WJwS9+K5OfkWG9vZ2NDc3IxKJsG7K8SUN/Lpzcrkc7e3tbMoslUqFtrY27N27FyaTiWV7ulwuVqDe0NCAWCyGlStXQq/Xo7e3F4FAADKZDKFQCHq9ngW0/fv3Y2BggK2QLhKJMDo6iieeeAKxWAwfffQRW/4nKysLixYtQjAYxOLFi9HR0YGFCxeivb0dfX19OHbsGJRKJZuJRaFQQCQSoampCWfOnGErLMRiMQQCAajVaqhUKixatAh2u53tr9PpMDo6ipSUFHbO+/fvRywWg1arRXd3Nz744AN4PB6Ew2FkZGRgxYoVOHjwIDweD8xmMxYsWJDwWY2MjMBoNEIikaC1tRWRSIQFPT4RJd74oBdv/CoPfBYmn8RCQY/MFLX4yBWBn+R4pnNwzsR0U17Z7Xb4/X4Eg8EJc0babDYEAgE2g8uqVasgkUiwd+9erF27FlKpFKOjo8jMzMTAwACysrJYMgc/NVlKSgqys7Ph8Xjg9XqRlZUFj8fDisZjsRiUSiUUCgU0Gg3OnDkDiUSCcDiM/Px8eL1e9PT0YGhoCFarlWWoGo1GeL1eFBYWwuPxYHBwEADYuKLL5UIgEGCTUPNrCPIJNiMjIwDGShJqa2vR29uLtrY2rF27Fr29vWyOUplMBr/fD51OxzI844vTx7/PfKuc4zgoFArEYjG23/jW2nStPEKoxUeueu3t7SwD82KJ/8OJrwHj+Xw+RCIRZGRkABjrUrPb7QDGyi34lmRpaSn279+PvXv3YuXKlfD7/WwcbWhoCGq1Gm+++SY6OzvR2dnJuj81Gg36+/vhdDrR39/Pis/5FRWGh4fhcrnQ1dWFpqYmBINBvPHGG1AqlXj66afZ3Akhtv8AABlISURBVJ25ubn44x//iO7ubrb6ejAYRHd3Nzo7O1kQlkgk6O7uZucGgE0d1tPTA51Oh7q6OigUCmi1WgBjyTwajYYt4Jufnw+O49hE2k1NTairq0MsFkNjYyOam5sRCoWwYsUK9lnxXZxarRYSiQTt7e0IBAKQSCQwm80oKSlhQY9PKhof9Mxmc9IWIpC4yHA8Slwhk6EWH7lszGWMpqysDOFwOCGJZbKMUn5cr7y8fEKCBV832NzcDIvFwpYjil9Uta2tDdXV1Wx8rqenB+np6QgEAgCA1NRUDA8PQywWs6QSmUzG1t7jW0sejwcZGRlszkqlUonz58+joKAAkUgEGo2GBU6/34/Tp08DGMtmLCwsRHd3N7KysliLdGRkBD6fDwUFBVCr1fj4449RWVmJ48ePs4mki4uL0dTUhJycHHi9XmRmZuLEiRPQaDSsNq+trQ0WiwUymYxNX3b06FFYrVY27ye/YsPhw4dht9tZ3SOACXOpzsZUjxt/32QtdlqxQRioxUeuePFTjs10/3hNTU0JS+BIpVI2BjQenwyTLKswftYXqVSKzMxMFvTKysrYfJ9erxd+vx8+nw8qlYoVdysUCvT19bHZXIaHhyESidgKCIcOHQLHcWyFBH45Io1Gg9HRUdbdGQgE8Mc//hFisRhOpxPd3d3sfA4fPgy5XI5IJIJTp05heHgYr776Kqs1PH/+POvyPH36NAvOWVlZ6OnpwaJFi1jx/8DAAFJSUqBWq9l6gTU1NWhpaYFUKmVjg8BYi+3gwYMIhUJs8Vmr1cpKPeKXGIqfQBwYa8kl+zziZ+cpLi6eMmCNv2+ybmoKemQ6FPjIvInvmhp/sZrJBMXJ9ucvrgqFYspAOtXFkZ/jMxwOY2BgADU1NTCZTGhqamKTRUulUpbGr1QqcfjwYaSkpEChUCA3NxcikQhKpRJKpZKNg9XX18NutyMUCmHhwoVsguizZ8/izTffhMvlwsjICHbv3g2v14sNGzYgGo3C4/GgpaUF+fn5LDmmu7sbeXl5aGpqglwuxx133IHBwUHodDrk5uYiKyuLJb1otVpoNBq89NJLrLC+ra0Ner0eUqkUKpUKZ8+ehVqtZqtKlJeXo6GhAeFwGB6PB9XV1fD5fKiuroZIJIJcLkdqairUajULasneb/59bm5uZvfzwS6+e9nhcEyZ2JLMZF9sCJkOdXWSK57JZEq6ovdMTJXgYjabodVq0dDQAKPRCJVKBZVKBalUirq6OlRUVEClUsHpdCInJwf79u1jq6/HJ3dUVlZiaGiIzQHJryqQnZ2Nvr4+FBQUIBQKYXR0lJUa8KUIeXl5eOeddwCMJXykpaUhHA5DrVajv7+flURIpVJcc8016OjogMvlwsKFC6HRaDA4OIiBgQEsX74cXq8Xvb29yM3NhVgsxsjICCQSCc6fP88mleaTSvhp2gYHB1mXLt+NOjIywmZf4V8nX/8YDAbZ1GF85mYkEplQLzl+eaD4erzxJQ2TBdWZdGlSt+fVi7o6iaC1t7fPKOjx8z3yLYX4oBefIMHP4tLW1gaxWAybzYZYLAav18tWYjcYDKx11NbWBqfTifLy8oRMRT5RY2RkhF188/LyWJep3+/HwoUL0dvbi/Pnz7OyhtTUVOh0Ouh0OvT29qKqqgpr1qxBY2Mje85wOIzGxka2IgTfxZqZmYmlS5fi3LlzOH36NLRaLRYvXgyHwwGFQoGsrCwAY8sI8fV+6enpiEQisNvtLDtTJpNBJBKhubkZCoUCKSkpkMvlOHXqFFuKKBKJoLKykq16z49fAn9PTuETXuJbZ+ODntVqZUHPbDZPaPnNpUyBgh5Jhlp8RFDKysoQDAYveOVuvvVhNBqRnp7O5ueUy+VQq9UsWzEYDEIikeDIkSMsYQb4+6oFDQ0NsFqtKCoqQldXF3Jzc/Huu+9i7dq1eO+991gpxaJFixCLxViGKT9rDF+LNzw8jEOHDgEYa1ny3a38NGPnzp3D+fPnWfeiTCZDOBzG6Ogo+vr6WGH6vn37YDKZ2Ews4XAYAFBQUIBz585BqVQmXZy3uroaBw4cYK0/vrA/fpX0cDicEMz4Lk6JRJLwRSHZ+0zIZKjFRwTPZDJNOS5YXFwMg8GApqamhKDHB4T4VHm+ZMFgMMBgMLDlbUwmE9LS0lBaWgq5XI5Dhw6xMb5gMIj+/n62ioNCoWDBQ6FQIDMzE4FAgC3PY7fb0dzcjK6uLqSnp7OWllgshsFgwMjICDiOQyAQQF9fHzweDziOY+OJEokEb7/9Ntt/7dq1EIlEOHv2LP6/9u72p6mzgeP4jxYoFER0xqnT7AUnbdNz0ja0GWYa3RKX7M3+4CUuu18YowaNGDDIakxmRpygssl4sC3nfkGua6eHthTa8eD1/SRXdq897Tk97O6v13MymbT7AV69elXXrl3Tb7/9pr/++kvz8/N2L8JLly5pYmJCq6urun37tl68eKGJiQmFYajLly9rZGREf/zxh1KplFKplIIgUKVSUaFQsPsimrU1zZ6JW1tbymQydtTs4uKizp071/S3WFhY0MLCgp49e9a012K0z69d0ybQD9T4cKrFJzpHly4zW9s8ffp0T7Pm4OCgHb1ZrVZtH1Onmkb0OdN3ZHYTMMG5tbWls2fP2j6wL7/80o6yNK5fv25racViUY1GQ1euXFGj0dAvv/zS1C8VPdbsElGv120Ivnv3zm4c++jRI/taU3OUpDt37uj333+3tcF6va7Lly/r7du32t7e1ujoqO7du6dvv/1W79+/19mzZ1Wr1bSxsWHvo1ni7NKlS9rc3NQ///yjRCKh58+fK5PJKJ1O7/k7VKtVBUGgVCqlx48fy/d9W5tMpVL77oa+3wID8XPBLazVCWd1++XYrXjwmf6o+JerCbxo8Jnh/2awiQm7+ECP8fFxu0bmvXv3JO3uKLGxsaGdnR2727qZQxiGoebm5lSpVPTx40e9ePFCN2/e1Pr6uh2leebMGSUSCTu3T5LdH+/ixYuSpF9//VU//fST3r17p/v37+vHH3+064ImEgn9+eefCsNQV69e1atXr7S0tKRSqaTNzU0lk0mdOXNGjUZDs7OzbQetxBf+PmyTZb//rvj80NQJ55hmr/iXY3y1jug8sUKhsG9zmVllxBy7s7Mjz/M0OTkp6d8pGGbPOPPPMAy1tram+fn5ptDL5/Pa2NhQpVKxg1MePHigIAj09u1b3bp1S9lsVp8+fbLNgouLixodHbUT4k2wzs7OamhoSLlcTu/fv9fTp0+1urpql0oz64yurKyoVqvphx9+0MLCgl3+LJPJaHl5WdJus+KbN2905swZDQ0NaWVlRePj47p27Zp+/vlnff3116pUKkqn0xoYGFA6nZa0O1cvn8/r6dOnSiaT9t4Wi0Xlcrk9QXjYfjqze0Yul1Mmk7FNq/HVWYDDoMaHE6+XgQ7dblvTqrnM8zwNDw83TYw372kGiUSbR03tz6z4kkqlbDBK/44qNVMHotMwzKarN2/e1NbWls6dO6eVlRXbfOh5nlKplJLJpJ1DZ5oyDbMSzXfffac3b97YZt5MJmPnAC4vL9vNYQcHB7W6uqrh4WGNjIwonU7bGqhhdkqfmJjQ6OioXr16pcXFRV2/fl3v37+3k9vNvYtuJNvuvnaLJkx0Qo0PnzWz8azneU01OlMb6MRsQxRnag6mBmhqL1HVarUp9My5zS4PJlBNKM/NzSkIAi0sLNjQM2tM5vN5u2PC1taWHcJvgsMMAFlfX9fIyIidrlCpVHTr1i1Ju/9HHx4e1tramlZXV5s2y52enlaj0VC5XLb7+yUSCfm+r6+++kqvX7/W8vKyEomEwjDU7OysHjx4oCtXrtipCkNDQ7p9+7ak3ZpqJpPRs2fP9OTJE3348EG1Wk3Dw8O239E0oUq7I0ql3YE80b9JL8FF6OG/QvDhxDPNZ2ZrIaNer9smPCMehGYAS5xpIjWjIrupFZrNUIMgULFYlOd5Nnzy+byy2azCMNTMzIzm5uaUz+ft+Z8/f25HblarVfuZTFPq6uqqpN1l0tbW1vS///3PXv/GxoZdz9P06w0MDNid083rGo2GHj9+rDAM9euvv2p9fV1nz57V69evlUgkbP+cmYcn7e7YYPbyq9VqajQaunHjhtLptHZ2dnTz5k1J0ujoqO7evasvvvhC9Xpdt27d0s7OjqrVqgYHBzUyMiLf9/Xo0SMtLS21bZI0f59+jdCk6ROHQVMnjt1xNWm1G0ARHwHa6trMMa12cZd2v+BNMHiep0QiofHxcT158kTlclnS7s4Hrd7bBObS0pJ831cYhtre3tbLly/tkmem9miuI9qk2+qay+WynV6RTqf14cMHjY6O2kE3m5ubevHihe7cuaO7d++qUqlobGxMw8PDWl5e1vj4uB4+fKgbN25oZWXFzmW8ePGitra27Hqd+20n1GnD4E5o9kQcozqBE8RM4jZ9f9GRodK/TXgmtMxyaPV63a6WYvoXTQAaZkfzGzduaHt7W4lEQo8ePZKktuGXzWbVaDQ0Njamzc1NO1oznU5rdXVV6XRaY2NjWl1d1YULFzQ0NKS3b9/q+fPnCoJA58+f1/Lysp3PNzQ0pIcPH9prqlQqqtVqGhgYsOuARpngN5+jmx8cEpPY0VlP0RWeUpIop7x4nhd6nneg44/7mg9zXdlstunY69evh8ViMcxkMmE+n99zfCaTCXO5XCgpLBQKoaSwUqmE+Xw+zOfz9jFJYRAEoaTQ9/1QUlgsFkPf9+01lUqlpms058tkMqGkcGZmJszlcmG5XA49z7PPz8zMNF1T9D2np6fD77//vu3nNdeey+WaXhe9T+b8+xXz+SiUeOkFNT4cKVMTOSm/5s0E8vjcu7j95pWZJj4z4nN4eFiJREKzs7N2+a5Oi2lPT09L2h3cMjAw0LbP0TStmhGc5n5G+7pa1bjGx8e1vr6uCxcu2AnxZrDO5OSkHj582LQ/oZm0fv78eW1ubtpm1TAM7bWZhal3dnZUq9WUTCY1MTGxZ2Tofs3CB3FS/rvB8eslugg+OOcgk6zNl3a8uU7aDQ7TT2bCLe6bb77RxsaGbb6M91OZ9/d9X7VaratdCEqlkpLJpN1Zfb/+yOjnNKNIJycn7QowZrDL4uKibZYNgkD1el2Li4s2lP/++29Vq1Ub8ubaTWBWKhWtra1pcnLS9vmZPj3zoyLa9wn0guAD/gPRBamjS5VJe4fa+76ver3etqbm+762t7c1Pj6+Z/BHq9pkdJHn+HNBENil0aIDZKK1aenfaRa+79tRn/Pz83tCzdTyWv0guHDhgu7fv698Pq+dnR2FYajx8XG7QPbCwoI93+DgoIaHh20/n7keE9S1Wm3PMmWmX9LzPCWTya5G1wJSb8FHHx/lVJdW/UfREu1javW6aDH9SaaPKp/Pt+2LMn1h+/Xvmb63ViXe/9bq/TzPC4MgsOfL5XL2mGKx2PJcuVzOlkwm0/YaK5VK02c3n7VYLIbZbNaeK3p+z/Pa3pNSqRTOzMzYzxUEQZjNZjveI8/zwqmpqT2PZzKZpr7R6OPd/C0pn3/pKT/6lENH7rhvOuXkFBNUrUr0i7LTcQct0S/bbDa7ZxBG9Lz7DdAIgmDPMSZwuv3cQRCEvu/bsGg1cCj+mHn/6ECWcrnc9BoTYuaf0TCamZlpukbf98NKpWIH3+RyubBSqYTlcjksFApN96RVIJugjQZhu5CNBjXFzdILJrDj1Os06CTaZ2aa34z4up4HYZoXzQos8/PzTQNMouet1+t2rUlptxkz+u/z8/MtB33Mz883HSf9O2Hb9/2mz51Op7WwsGCbCpPJpN0dQdpttow2z2azWe3s7Mj3fa2vr6tUKqlUKikMw6btgaLNstPT001dDGtra/bzSLvbDX38+NFO2jfrnjYaDX369MmuwGOeGxkZafpsi4uLqlar9hyd+l7n5+cZ5ILD60/96+jpBPzioBx9Oe5mLVPDOUhto1AoNE1BiJZ279Oq+S9auzLNnO2aSePnK5fLtrZmmjijTZ3ZbDYslUr2HEEQhOVyeU8t2fO8ppplvCm3VCrZ15hm0XbNzQf527a6HxS3S0/50accOnLHfdMp7pZO/XbtigmD6Bw9U9o1aZrjzPmiTZWm6bFTifeRmZCNvjafzzf1k5p+QfO4OdY0gZprqlQq4fT0dNPcv1Ylfp25XK5jE26nvtrj/rtTTlbpKT/6lENH7rhvOuV0l1b9SMddmzSlm+swYdMqEOIT5ju9T6lUaqrpRUPZ3KMgCMJSqRROT0/bYwqFgq11moEw0UAz5211fb7vt63pthrQEi9MaqdIBB+FcqjSbrBL/Mv3MIFovtjNl3SnWlE0HLqt2USbKdu9n2mSjJ6702jWdp+/VRiZkZ/x6zGfO/pcdCRqN/dzv5G6FIpE8FEoBy7xUZndjKKMHt/uObOsmDlHqykLpvRac2kX3NHHo9eazWablkkzfXCe59njWtX82pVO/ZzHPeKSPsHPv/SUH33KoSN33Ded8nmWTvPU2h3fzXHRPr5+9FfFg6mboOqmGbFTM2T0mIPcA9Nf2Opzm9d2c20USrT0lB99yqEjd9w3nfL5lW5DrF+1maNqyjPniYdjfI6jqZ2ayePmeDMRvdP10zdHOerSU370KYeO3HHfdMrJLkfR1NYuuKIBc1r7qVr1SZp+vPhOD90W3/dbNkFGQ/Y03zPK0Zae8qNPOXTkjvumU05uOeovzn6sCBMf/LFfDeogtad2S7YdZFuoIAjCqampttsoSa3nFkb/Pf5jhICj9FJ6wSLVwBHotK3RYbbayeVyqtfrB97lwPM8pVKpPQtqRzex7YZZ9cYsMH2Y3Rba7cbueZ7GxsY0Nzd34PeEO3qKrn7Uvo6DTsAvDoq7pR+1lX4O6Djs9XTTbBlfBeYopht0WlybQpFYqxM4ctVqtWndz8PoZQueQqGw53oOw7zu06dP9rFSqaRcLifP81QqlexWQmb7oVQqJWl3PVAjuk5pr/dF2l3r1FxbsVjcs2Yp0AuaOoFTyPd9LSws9Pw+7TbQjT9/kOZYE3zxjXuBfuoluqjxARGmVnPSmV3TexUNPc/z9tTWzPODg4P7vpeplZma2n8Veq2uEzgIanyAQ9oNRIkPvokfNzU1pYGBgX2bVOOvMwHVahAL0IteoovgAxxUKBRs3123DjP6tFXQTk1NKZlMtnyvqakpvXz58kDngJsIPgB91800hXZTEuIOOl2iH9eGzxvBB+DY5HI5hWHYNtj2a0YFDoPgA9A3ZpJ7P0aNxvW75gd3MaoTQN9Uq9WuRo0eZmTlKf2djc8MwQdgj2q12nFqx2GbK5eWluxyZ4fFVAb0iqZO4AQ6Kf1grUZZRh+j6RLHhaZO4DNzEkJPUsupBSMjI/Z/NxqNPc9PTU21fb/TskAAPm/U+AAci1aT3U9K4OPkY1QnAMApNHUCOJEYiIKTiBofAODUocYHAECXCD4Ax4ZRnjgOBB+AvjpIvx4b1eI40McHADh16OMDAKBLBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCkEHwDAKQQfAMApBB8AwCmDx30BhxWG4XFfAgDgFKLGBwBwCsEHAHAKwQcAcArBBwBwCsEHAHAKwQcAcArBBwBwCsEHAHAKwQcAcArBBwBwCsEHAHAKwQcAcArBBwBwCsEHAHAKwQcAcArBBwBwCsEHAHAKwQcAcArBBwBwCsEHAHAKwQcAcArBBwBwCsEHAHAKwQcAcArBBwBwCsEHAHAKwQcAcArBBwBwCsEHAHAKwQcAcArBBwBwCsEHAHAKwQcAcMr/ATFKNK9DXiQ7AAAAAElFTkSuQmCC", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "L = fftshift(log(abs(FT) + 1e-1))\n", "figure(figsize = (5,5))\n", "imageplot(L, \"thresholded Log(Fourier transform)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Inverse Fourier transform to obtain $f_M$." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "512×512 Array{Float32,2}:\n", " 0.487353 0.461108 0.442373 0.436895 … 0.585559 0.548152 0.515611\n", " 0.54188 0.529753 0.520657 0.518191 0.625147 0.585797 0.558098\n", " 0.577563 0.580702 0.582367 0.584125 0.637712 0.600003 0.579998\n", " 0.591426 0.61124 0.624315 0.631086 0.6142 0.58382 0.576778\n", " 0.585582 0.623212 0.647824 0.660066 0.554214 0.537927 0.550134\n", " 0.565794 0.621657 0.657638 0.675643 … 0.467046 0.470584 0.506988\n", " 0.539474 0.61319 0.660248 0.683929 0.368853 0.394732 0.456941\n", " 0.513838 0.604336 0.661789 0.689986 0.277286 0.323711 0.409414\n", " 0.494351 0.59982 0.665919 0.695777 0.205958 0.267419 0.371379\n", " 0.483499 0.601162 0.672627 0.699845 0.160904 0.230096 0.345998\n", " 0.480211 0.606355 0.678847 0.699168 … 0.14001 0.210078 0.332255\n", " 0.480526 0.61123 0.680914 0.692205 0.13511 0.201267 0.325739\n", " 0.479675 0.612156 0.67754 0.681115 0.135659 0.195813 0.320626\n", " ⋮ ⋱ ⋮ \n", " 0.206354 0.202004 0.195751 0.189541 … 0.160972 0.183008 0.200854\n", " 0.208493 0.198254 0.19192 0.187799 0.190108 0.207397 0.214143\n", " 0.209372 0.193383 0.187316 0.186153 0.221985 0.231609 0.226227\n", " 0.210642 0.187599 0.179899 0.180694 0.253315 0.255072 0.238493\n", " 0.21288 0.180328 0.167683 0.16842 0.282435 0.277903 0.251839\n", " 0.216362 0.17228 0.151818 0.150757 … 0.309282 0.300268 0.266377\n", " 0.222645 0.167318 0.13829 0.13479 0.334999 0.322428 0.282303\n", " 0.235526 0.172405 0.136685 0.131131 0.361742 0.345515 0.301191\n", " 0.260183 0.195097 0.156346 0.149512 0.392584 0.372167 0.32636 \n", " 0.300544 0.239779 0.202002 0.194524 0.430826 0.405866 0.361457\n", " 0.356369 0.304823 0.271296 0.263657 … 0.478193 0.448695 0.407768\n", " 0.421938 0.382411 0.355439 0.348323 0.532393 0.498619 0.46191 " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fM = plan_ifft(FT)\n", "fM = real(n0*(fM*FT))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "figure(figsize = (5,5))\n", "imageplot(clamP(fM), @sprintf(\"Linear, Fourier, SNR = %.1f dB\", snr(f, fM)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given a $T$, the number of coefficients is obtained by counting the\n", "non-thresholded coefficients $ \\abs{I_M} $." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "M/N = 1/31" ] } ], "source": [ "m = sum(FT .!= 0)\n", "print(@sprintf(\"M/N = 1/%d\" ,(n0^2)/m))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 2__\n", "\n", "Compute the value of the threshold $T$ so that the number of\n", "coefficients is $M$. Display the corresponding approximation\n", "$f_M$." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#run -i nt_solutions/introduction_4_fourier_wavelets/exo2\n", "include(\"introduction_4_fourier_wavelets\\ exo2.jl\")\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wavelet Transform\n", "-----------------\n", "A wavelet basis $ \\Bb = \\{ \\psi_m \\}_m $\n", "is obtained over the continuous domain by translating and\n", "dilating three mother wavelet functions $ \\{\\psi^V,\\psi^H,\\psi^D\\} $.\n", "\n", "\n", "Each wavelet atom is defined as\n", "$$ \\psi_m(x) = \\psi_{j,n}^k(x) = \\frac{1}{2^j}\\psi^k\\pa{ \\frac{x-2^j n}{2^j} } $$\n", "\n", "The scale (size of the support) is $2^j$ and the position is\n", "$2^j(n_1,n_2)$. The index is $ m=(k,j,n) $ for $\\{ j \\leq 0 \\}$.\n", "\n", "\n", "The wavelet transform computes all the inner products\n", "$ \\{ \\dotp{f}{\\psi_{j,n}^k} \\}_{k,j,n} $.\n", "\n", "\n", "Set the minimum scale for the transform to be 0." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Jmin = 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform the wavelet transform, $f_w$ stores all the wavelet coefficients." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "512×512 Array{Float32,2}:\n", " 4.51785f10 1.90135f10 1.13727f9 … 4.80504 4.67925 3.88752 \n", " 1.8792f10 7.91092f9 1.07963f9 4.69641 4.49987 3.67979 \n", " 1.13615f9 1.17975f9 4.74278f8 4.23611 3.88736 3.05308 \n", " 1.03742f9 1.10204f9 4.28281f8 2.88551 2.24264 1.65009 \n", " 7.30674f7 7.25998f7 7.79994f7 1.44125 1.15025 0.999714\n", " 6.85523f7 6.7547f7 7.4514f7 … 0.984214 0.924601 0.910391\n", " 6.25727f7 5.92548f7 6.74838f7 0.786303 0.89966 0.9531 \n", " 5.96832f7 5.55694f7 6.6863f7 0.826164 0.894299 0.950045\n", " 4.90871f6 4.51256f6 4.30903f6 0.823292 0.748641 0.951321\n", " 4.37187f6 4.21775f6 4.18829f6 0.808546 0.789063 1.0126 \n", " 4.2607f6 4.16869f6 4.10386f6 … 0.85383 0.849685 1.0396 \n", " 4.17215f6 4.0568f6 3.7211f6 0.865919 0.94616 1.16593 \n", " 3.88938f6 3.84241f6 3.26856f6 0.982855 1.06794 1.31065 \n", " ⋮ ⋱ ⋮ \n", " 1.16031 1.61989 2.25564 … 0.772912 0.629928 0.534481\n", " 1.01383 1.31669 1.87845 0.655793 0.446958 0.366456\n", " 0.820397 1.02855 1.37966 0.498542 0.46958 0.391482\n", " 0.92509 1.09816 1.28413 0.481063 0.460606 0.467485\n", " 1.31634 1.29588 1.36797 0.429293 0.52516 0.511014\n", " 1.21311 1.24159 1.40131 … 0.410844 0.462497 0.545557\n", " 1.06359 1.11973 1.20602 0.53408 0.55677 0.634675\n", " 1.0181 1.08811 1.11144 0.642725 0.77148 0.94774 \n", " 0.993192 1.09067 1.12538 0.825504 0.918117 1.01978 \n", " 1.12733 1.038 1.08189 0.988706 1.0371 1.01898 \n", " 0.85768 0.921585 0.994552 … 1.07007 1.1659 1.13605 \n", " 0.910494 1.12769 1.18632 1.14715 1.2112 1.21211 " ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fw = NtToolBox.perform_wavelet_transf(f, Jmin, + 1)\n", "#xf = f[1:2^(5+1), 1:2^(5+1)]\n", "#vcat(xf[1:end, :], xf[end, :]')\n", "#xf[1:end, :]\n", "#xf[end, :]\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "512×512 Array{Float64,2}:\n", " 233.032 19.1135 -13.0311 … 0.0418207 -0.131423 \n", " -23.1363 1.65645 -14.2758 0.0413636 -0.128621 \n", " -4.93937 15.4845 1.19021 0.0394703 -0.133461 \n", " -5.88592 -3.01506 -3.32998 -0.00103448 -0.0385822 \n", " 0.922625 -2.16059 0.014336 -0.0159323 -0.00210343 \n", " -0.335541 5.64581 -9.66819 … -0.00869429 0.000518759\n", " -0.518646 -0.502312 5.0826 0.00102269 0.0117643 \n", " 4.98911 -5.50287 9.23286 -0.00281264 -0.00380574 \n", " 0.964176 0.19277 0.00966503 -0.0331573 0.012915 \n", " -3.20033 0.128032 -0.512992 0.00189917 0.0302912 \n", " 0.319147 0.377833 0.160483 … 0.0115657 0.0148096 \n", " -0.273935 -0.155208 0.166632 0.00603326 0.0116551 \n", " -0.603172 0.766374 -1.38124 -0.00246024 0.0250189 \n", " ⋮ ⋱ ⋮ \n", " -0.00091898 -0.0039071 -0.0059023 … -0.0110338 -0.00267938 \n", " 0.0181912 -0.00505674 0.00412992 -0.0279641 -0.0170076 \n", " -0.0186527 -0.0144188 -0.0191199 0.00409298 -0.00667346 \n", " -0.0275172 0.00556199 -0.0102931 -0.0184985 0.000831558\n", " 0.0513395 -0.00900993 0.00858931 0.018305 0.0116154 \n", " 0.0127468 -0.0135157 0.027699 … -0.00627344 0.0268372 \n", " 0.00047219 -0.0162774 -0.0247788 -0.00592464 -0.0204156 \n", " 0.00738821 -4.32492e-5 -0.00901067 0.011207 0.0168448 \n", " -0.0102837 0.00511243 -0.00709129 -0.00368487 -0.0161069 \n", " 0.0455343 -0.0165399 -0.000882116 0.00323547 -0.0198884 \n", " -0.010534 -0.0135025 -0.00207893 … 0.00426511 -0.00434588 \n", " 2.50898e-5 0.0201377 0.0201784 -3.24896e-5 -0.000651598" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "using NPZ\n", "test = npzread(\"pgsh.npy\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the transformed coefficients." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "figure(figsize = (10, 10))\n", "\n", "NtToolBox.plot_wavelet(fw)\n", "title(\"Wavelet coefficients\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wavelet Approximation\n", "---------------------\n", "Linear wavelet approximation with $M=2^{-j_0}$ coefficients is obtained\n", "by keeping only the coarse scale (large support) wavelets:\n", "\n", "$$ I_M = \\enscond{(k,j,n)}{ j \\geq j_0 }. $$\n", "\n", "\n", "It corresponds to setting to zero all the coefficients excepted those\n", "that are on the upper left corner of $f_w$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 3__\n", "\n", "Perform linear approximation with $M$ wavelet coefficients." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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6mUzQ6/VyHB/Biw88Wl5ennvaG+/VxYrOE+YbLZqaf1QfL+9d++heDzNlA3Cy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\nEwckM4bu+Zy6a8cB11/KKLVudR+ozLvsK2PV/MtOp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PIrFAqrRJFfoVBYJYr8CoXCKlHk\nVygUVokiv0KhsEr8Bw0bLhJvC4uVAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run -i nt_solutions/introduction_4_fourier_wavelets/exo3" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A non-linear approximation is obtained by keeping the $M$ largest wavelet\n", "coefficients.\n", "\n", "\n", "As already said, this is equivalently computed by a non-linear hard\n", "thresholding.\n", "\n", "\n", "Select a threshold." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.15" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "T = .15" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform hard thresholding." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "512×512 Array{Float32,2}:\n", " 6.68709f10 6.68709f10 6.68709f10 … 6.68709f10 6.68709f10\n", " 2.93133f10 2.93133f10 2.93133f10 2.93133f10 2.93133f10\n", " 3.61903f9 3.61903f9 3.61903f9 3.61903f9 3.61903f9 \n", " 3.37039f9 3.37039f9 3.37039f9 3.37039f9 3.37039f9 \n", " 4.60282f8 4.60282f8 4.60282f8 4.60282f8 4.60282f8 \n", " 4.47582f8 4.47582f8 4.47582f8 … 4.47582f8 4.47582f8 \n", " 4.16612f8 4.16612f8 4.16612f8 4.16612f8 4.16612f8 \n", " 4.04895f8 4.04895f8 4.04895f8 4.04895f8 4.04895f8 \n", " 5.71657f7 5.71657f7 5.71657f7 5.71657f7 5.71657f7 \n", " 5.65475f7 5.65475f7 5.65475f7 5.65475f7 5.65475f7 \n", " 5.68546f7 5.68546f7 5.68546f7 … 5.68546f7 5.68546f7 \n", " 5.22421f7 5.22421f7 5.22421f7 5.22421f7 5.22421f7 \n", " 5.00265f7 5.00265f7 5.00265f7 5.00265f7 5.00265f7 \n", " ⋮ ⋱ ⋮ \n", " 1110.42 1110.42 1110.42 … 1109.89 1110.42 \n", " 1112.5 1112.5 1112.5 1112.06 1112.5 \n", " 1110.06 1110.06 1110.06 1109.63 1110.06 \n", " 1122.24 1122.24 1122.24 1121.76 1122.24 \n", " 1127.55 1127.55 1127.55 1127.01 1127.55 \n", " 1129.02 1129.02 1129.02 … 1128.43 1129.02 \n", " 1139.33 1139.33 1139.33 1138.85 1139.33 \n", " 1160.46 1160.46 1160.46 1160.12 1160.46 \n", " 1167.48 1167.48 1167.48 1167.12 1167.48 \n", " 1174.75 1174.75 1174.75 1174.3 1174.75 \n", " 1176.6 1176.6 1176.6 … 1176.13 1176.6 \n", " 1179.26 1179.26 1179.26 1178.83 1179.26 " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fwT = fw*(abs(fw) .> T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the thresholded coefficients." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (15,15))\n", "\n", "subplot(1, 2, 1)\n", "plot_wavelet(fw)\n", "title(\"Original coefficients\")\n", "\n", "subplot(1, 2, 2)\n", "plot_wavelet(fwT)\n", "title(\"Thresholded coefficients\")\n", "\n", "show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform reconstruction." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "ename": "LoadError", "evalue": "ArgumentError: invalid index: 2.0", "output_type": "error", "traceback": [ "ArgumentError: invalid index: 2.0", "", " in macro expansion at .\\multidimensional.jl:350 [inlined]", " in macro expansion at .\\cartesian.jl:64 [inlined]", " in macro expansion at .\\multidimensional.jl:348 [inlined]", " in _unsafe_getindex! at .\\multidimensional.jl:340 [inlined]", " in macro expansion at .\\multidimensional.jl:298 [inlined]", " in _unsafe_getindex(::Base.LinearFast, ::Array{Float32,2}, ::FloatRange{Float64}, ::Colon) at .\\multidimensional.jl:291", " in lifting_step(::Array{Float32,2}, ::Array{Float64,1}, ::Int64) at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:178", " in perform_wavelet_transf(::Array{Float32,2}, ::Int64, ::Int64, ::String, ::Int64, ::Int64) at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:90", " in perform_wavelet_transf(::Array{Float32,2}, ::Int64, ::Int64) at C:\\Users\\Ayman\\.julia\\v0.5\\NtToolBox\\src\\perform_wavelet_transf.jl:3" ] } ], "source": [ "fM = perform_wavelet_transf(fwT, Jmin, -1)\n", "# x = copy(fwT)\n", "# a = transpose(x[:, 1])\n", "# fin = length(a)\n", "# d = x[Int(fin/2) + 1: end, :].*h[end]\n", "# x = x[1:Int(fin/2), :]./h[end]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display approximation." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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XrlzBtWvXAMCCoE5LaxCudpDt5VN5x7GKSceFa4HX40oDoK98EgB8oBfG9n2i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\nUAuxsjwR91d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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(5,5))\n", "imageplot(clamp(fM), \"Approximation, SNR, = %.1f dB\" %snr(f, fM))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 4__\n", "\n", "Perform non-linear approximation with $M$ wavelet coefficients by\n", "chosing the correct value for $T$. Store the result in the variable\n", "$f_M$." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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mZ+LYqO3h3Wq3U9bO94rFIkqlkr8/MTGBhx56aEBFYgfa2dlBs9kccIlhB2Ve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\ngqbuTBPSBuxsIkFgfX0dDz/8MKIo8sxYmS0ZJUHP+iHSRGD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ZQa1Wg9frRTQaRa1Wg8fj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TAAAg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run -i nt_solutions/introduction_4_fourier_wavelets/exo4" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare two 1D profile (lines of the image).\n", "Note how the ringing artifacts are reduced compared to the Fourier\n", "approximation." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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f/pZrS19+Gf05xYrKSq6tFRXFeyaxI+pCxs/ASAArAawCcJdn23UArvU8vhHA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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7,6))\n", "\n", "plt.subplot(2, 1, 1)\n", "plt.plot(f[:,n0//2])\n", "plt.title('f')\n", "\n", "plt.subplot(2, 1, 2)\n", "plt.plot(fM[:,n0//2])\n", "plt.title('f_M')\n", "\n", "plt.show()" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Julia 0.5.0", "language": "julia", "name": "julia-0.5" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "0.5.0" } }, "nbformat": 4, "nbformat_minor": 0 }