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Solves Guvenen (2007) with numerical strategy of Guvenen/Smith (2014)
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{
"metadata": {
"language": "Julia",
"name": "",
"signature": "sha256:ab8dd2405539ef68803a591ef69bb569a40ba1ea97e5754a186ca5f7385c5ae4"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"using PyCall, PyPlot, Distributions, QuantEcon, DataFrames, Optim, Grid, Dierckx\n",
"@pyimport seaborn as sns"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook solves the model of Guvenen (2007, AER - [working paper version](https://www.minneapolisfed.org/research/dp/dp145.pdf)) in Julia. The solution will proceed in the same steps as in Guvenen's original work, with all parameter values borrowed from the paper. The numerical solution of the household's problem differs however, and follows the procedure in [Guvenen & Smith (2014)](https://www.minneapolisfed.org/research/sr/sr485.pdf), who solve the model on a belief grid rather than using the regression technique in Guvenen's original paper.\n",
"<a id=\"index\"></a>\n",
"This notebook covers the following steps:\n",
"\n",
"1. Define some [parameters](#section1)\n",
"2. Create an [income distribution](#section2)\n",
"3. Apply a Kalman Filter to that distribution to [calculate agent's beliefs](#section3)\n",
"4. [Construct wealth and belief grids](#section4) on which to solve the model\n",
"5. Find a solution to the [retirement problem](#section5), with certain death and no bequests\n",
"6. Solve the [transition problem](#section6) in the last period of working life\n",
"7. Solve the [working life problem](#section7)\n",
"8. [Simulate](#section8) the economy using the income distribution from (2)\n",
"9. Plot some [model results](#section9)\n",
" 1. [Value and policy functions](#v_p_1)\n",
" 2. [Wealth distributions](#wealthdistributions_1)\n",
" 3. [Constrained agents and negative consumption choices](#constr_neg_cons_1)\n",
" 4. [Cross sectional variances of consumption, income and assets](#crossectionalvariance_1)\n",
" 5. [Aggregate consumption, income and assets](#aggregates_1)\n",
" 6. [Simulation history for a single agent](#agenthistory_1)\n",
"10. Explore [sensitivity](#section10) of results to choice of grid size\n",
" 1. [Value and policy functions](#v_p_2)\n",
" 2. [Wealth distributions](#wealthdistributions_2)\n",
" 3. [Constrained agents and negative consumption choices](#constr_neg_cons_2)\n",
" 4. [Cross sectional variances of consumption, income and assets](#crossectionalvariance_2)\n",
" 5. [Aggregate consumption, income and assets](#aggregates_2)\n",
" 6. [Simulation history for a single agent](#agenthistory_2)\n",
"11. [Solve a simple 2 period version of the problem](#2period)\n",
"12. [Solve the full model with a terminal period](#full_model_w_terminal_v)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"section1\"></a>\n",
"<h3>1. Define Parameters</h3>\n",
"\n",
"All of the parameters below are taken direcly from Guvenen's paper. Note that we are not actually using the parameters of the income distribution, as we will in the next step directly use the income distribution (as well as the distribution of $\\alpha$ and $\\beta$) obtained from Guvenen's FORTRAN code, so they are reproduced below for documentation:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tW = 40 # Number of working life periods\n",
"tR = 30 # Number of retirement periods\n",
"r = 1/0.96 # Real Return\n",
"agents = 100 # Number of agents sharing an alpha/beta combination\n",
"bs = 1000 # Different alpha/beta combinations in the population\n",
"\n",
"# Preference Parameters\n",
"\u03b4 = 0.966 # Discount factor (Note: 1/beta = 1.035)\n",
"\u03c3 = 2.0 # Coefficient of relative risk aversion\n",
"\n",
"# Parameters of income distribution (HIP)\n",
"\u03bc\u2090 = 2.0 # Mean of the income intercept\n",
"\u03bc\u1d66 = 0.009 # Mean of income growth rates\n",
"var_\u03b1 = 0.005 # Cross-sectional variance of alpha\n",
"var_\u03b2 = 0.00037 # Cross-sectional variance of beta\n",
"var_\u03b7 = 0.029 # Variance of persistent shock\n",
"var_\u025b = 0.047 # Variance of transitory shock\n",
"\u03c1 = 0.82 # Persistence of AR(1) component of income\n",
"br = 30 # Period of structural break (has to be <T)\n",
"\n",
"# Paremeters for belief calculation\n",
"fpu = 0.65 # Proportion of variance of beta that is known\n",
"init_\u03b2 = 0.029 # Initial belief about mean of beta\n",
"init_z = 0.0 # Initial belief about mean of z\n",
"init_var_\u03b2 = 0.01 # Initial belief about variance of beta\n",
"init_var_z = 0.01 # Initial belief about ariance of z\n",
"\n",
"# Parameters for grid construction\n",
"wpoints = 40 # Wealth gridpoints (working life)\n",
"wpoints_R = 100 # Wealth gridpoints (retirement)\n",
"ypoints_R = 50 # Pension gridpoints\n",
"wmaxR = 1000.0 # Maximum retirement wealth\n",
"apoints = 4 # Grid points for beliefs about \u03b1\n",
"bpoints = 8 # Grid points for beliefs about \u03b2\n",
"zpoints = 7 # Grid points for beliefs about z\n",
"power = 1.0 # Grid curvature (1.0 for linearly spaced grids)\n",
"\n",
"# Utility function\n",
"function u(c::Float64, \u03c3=\u03c3)\n",
" (c^(1-\u03c3))/(1-\u03c3)\n",
"end;"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 21
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"section2\"></a>\n",
"<h3>2. Income Distribution</h3>\n",
"\n",
"In the following, we will simply read in the data obtained from running Guvenen's FORTRAN code. We will then calculate pension income for each agent, again using a formula copied out of the FORTRAN code:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"function incomeDistribution(agents::Int64, bs::Int64, ypath::String,\n",
" abpath::String)\n",
"\n",
" yit = readdlm(ypath)\n",
" alfabeta = readdlm(abpath)\n",
" \u03b1 = alfabeta[:, 1]\n",
" \u03b1 = reshape(repmat(\u03b1, 1, agents)', agents*bs, 1)\n",
" \u03b2 = alfabeta[:, 2]\n",
" \u03b2 = reshape(repmat(\u03b2, 1, agents)', agents*bs, 1)\n",
"\n",
" # Calculate median income in last period for calculation of retirement benefits\n",
" ymedian = median(yit[:, 40])\n",
" @printf \"\\tMedian income in period 40 is %.2f\\n\" ymedian\n",
"\n",
" pension = Array(Float64, (agents*bs, 1))\n",
" for i = 1:agents*bs # Directly copied out of Guvenen's code\n",
" ytemp = yit[i, tW]\n",
" if (ytemp<0.3*ymedian)\n",
" yfixed=0.9*ytemp\n",
" elseif (ytemp<=2.0*ymedian)\n",
" yfixed=0.27*ymedian+0.32*(ytemp-0.3*ymedian)\n",
" elseif (ytemp<4.1*ymedian)\n",
" yfixed = 0.81*ymedian+0.15*(ytemp-2.0*ymedian)\n",
" else\n",
" yfixed = 1.1*ymedian\n",
" end\n",
" pension[i] = 0.715*yfixed\n",
" end\n",
"\n",
" return yit, \u03b1, \u03b2, ymedian, pension\n",
"end;"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"(yit, \u03b1, \u03b2, ymedian, pension) =\n",
" incomeDistribution(agents, bs,\n",
" \"C:/Users/tew207/Dropbox/QMUL/PhD/Code/Guvenen FORTRAN Code/LaborReal.dat\",\n",
" \"C:/Users/tew207/Dropbox/QMUL/PhD/Code/Guvenen FORTRAN Code/alfabeta.dat\");"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tMedian income in period 40 is "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"11.33\n"
]
}
],
"prompt_number": 23
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let us plot the income distribution for some years and the distribution of pension payments:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = PyPlot.subplots(2, 2, sharex=true, sharey=true)\n",
"ax[1,1][:hist](yit[:, 1], bins = 100)\n",
"ax[1,1][:set_title](\"Period 1\")\n",
"ax[1,2][:hist](yit[:, 25], bins = 100)\n",
"ax[1,2][:set_title](\"Period 25\")\n",
"ax[2,1][:hist](yit[:, 40], bins = 100)\n",
"ax[2,1][:set_title](\"Period 40\")\n",
"ax[2,2][:hist](pension, bins = 100)\n",
"ax[2,2][:set_title](\"Pension Income\")\n",
"fig[:suptitle](\"Income Distributions\");"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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",
"text": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x000000003266D080>)"
]
}
],
"prompt_number": 24
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The spike in the pension distribution indicates that there are a number of agents who earn more than 4.1 times the median wage in the last period of working life."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='section3'></a>\n",
"<h3>3. Belief Formation</h3>\n",
"\n",
"The income series plotted above are realizations of the process\n",
"$$\n",
"y^i_t = exp( \\alpha^i + \\beta^i t + z^i_t + \\varepsilon^i_t)\n",
"$$\n",
"where \n",
"$$\n",
"z^i_t = \\rho z^i_{t-1} + \\eta^i_t.\n",
"$$\n",
"It is assumed that agents know the form of the income process, but have to learn about their individual specific parameter vector $(\\alpha^i \\beta^i)$ by separating out permanent and transitory shocks from the deterministic component. This is achieved by applying a Kalman filter to the observed income realizations. In state space notation, the unobserved evolution of the state is given by:\n",
"\n",
"$$\n",
"\\underbrace{\\begin{pmatrix} \\alpha^i \\\\ \\beta^i \\\\ z^i_{t+1} \\end{pmatrix}}_{\\equiv S^i_{t+1}} =\n",
"\\underbrace{\\begin{pmatrix} 1 & 0 & 0 \\\\ 0 & 1 & 0 \\\\ 0 & \\rho & 0 \\end{pmatrix}}_{\\equiv F} \\underbrace{ \\begin{pmatrix} \\alpha^i \\\\ \\beta^i \\\\ z^i_t \\end{pmatrix}}_{\\equiv S^i_{t}} + \\underbrace{\\begin{pmatrix} 0 \\\\ 0 \\\\ \\eta^i_{t+1} \\end{pmatrix}}_{\\equiv \\nu_{t+1}}\n",
"$$\n",
"while the observation equation (for log income) is given by:\n",
"$$\n",
"y^i_t = \\underbrace{(1 t 1)}_{\\equiv H_t'} S^i_t + \\varepsilon^i_t\n",
"$$\n",
"Beliefs are modeled in a Bayesian fashion as a belief distribution with mean $(\\hat{\\alpha}_{1|0} \\hat{\\beta}_{1|0} \\hat{z}_{1|0}$) and posterior variance covariance matrix \n",
"$$\n",
"P_{1|0} = \\begin{pmatrix} \\sigma^2_{\\alpha, 0} & \\sigma_{\\alpha \\beta, 0} & 0 \\\\ \\sigma_{\\alpha \\beta, 0} & \\sigma^2_{\\beta, 0} & 0 \\\\ 0 & 0 & \\sigma^2_{z, 0} \\end{pmatrix}\n",
"$$\n",
"Optimal learning then implies that the beliefs evolve according to the following Kalman recursion:\n",
"$$\n",
"\\hat{S}^i_{t|t} = \\hat{S}^i_{t|t-1} + P_{t|t-1} H_t [H_t' P_{t|t-1} H_t + R]^{-1}(y_t^i - H_t' \\hat{S}^i_{t|t-1}) \n",
"$$\n",
"$$\n",
"\\hat{S}^i_{t+1|t} = F \\hat{S}^i_{t|t} \n",
"$$\n",
"Where the posterior variance-covariance matrix evolves according to:\n",
"$$\n",
"P_{t|t} = P_{t|t-1} - P_{t|t-1} H_t [ H_t' P_{t|t-1} H_t + R]^{-1} H_t' P_{t|t-1}\n",
"$$\n",
"$$\n",
"P_{t+1|t} = F P_{t|t} F' + Q\n",
"$$\n",
"\n",
"Finally, all of the above means that log-income has a normal posterior distribution (i.e. income is distributed log-normally):\n",
"$$\n",
"\\hat{y}^i_{t+1} \\sim N \\left( \\hat{\\alpha}^i_{t+1|t} + t \\hat{\\beta}^i_{t+1|t} + \\rho \\hat{z}^i_{t+1|t}, \\ \\ \\sigma^2_{\\alpha} + t^2 \\sigma^2_{\\beta} + \\sigma^2_{z} + 2t \\sigma_{\\alpha \\beta} \\right)\n",
"$$\n",
"\n",
"All of this is implemented in the following code snippet:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"function learning(agents::Int64, bs::Int64, tW::Int64, \u03b1::Array, \u03b2::Array,\n",
" yit::Array, \u03c1::Float64, var_\u03b7::Float64, var_\u025b::Float64,\n",
" guvenen_distribution::Bool)\n",
"\n",
" hmat = [ones(1,tW); linspace(1,tW,tW)'; ones(1,tW)]\n",
" f = [1 0 0; 0 1 0; 0 0 \u03c1]\n",
" q = [0 0 0; 0 0 0; 0 0 var_\u03b7]\n",
" s_f_i = Array(Float64, (3, agents*bs,tW))\n",
" if guvenen_distribution # When working with Guvenen's income data, set mean(alpha)=2\n",
" s_0_i = repmat([2.0 ; mean(\u03b2); 0], 1, agents*bs)\n",
" else\n",
" s_0_i = repmat([mean(\u03b1) ; mean(beta); 0], 1, agents*bs)\n",
" end\n",
" p_f = Array(Float64, (3, 3, tW))\n",
" p_0 = [0.005 -0.0002 0; -0.0002 0.0001 0; 0 0 0.0885] # Directly out of Guvenen's paper\n",
"\n",
" # Add some prior knowledge on beta\n",
" for i = 1:agents*bs\n",
" s_0_i[2, i] = 0.65*\u03b2[i] + 0.35*s_0_i[2, i];\n",
" end\n",
"\n",
" # Forecast from initial beliefs\n",
" s_f_i[:,:,1] = s_0_i\n",
" p_f[:, :, 1] = p_0;\n",
"\n",
" # Evolution of Var-Cov-Matrix\n",
" for t = 1:tW-1\n",
" ht = hmat[:, t]\n",
" [1, 1, 1]\n",
" pt = p_f[:, :, t]\n",
" p_f[:, :, t+1] = f*(pt-pt*ht.*(ht'*pt*ht+var_\u025b).^(-1.0)*ht'*pt)*f' + q\n",
" end\n",
"\n",
" # Calculate Standard Deviation (needed later on)\n",
" stdy = Array(Float64, (1,tW))\n",
" for t = 1:tW\n",
" ht = hmat[:, t]\n",
" stdy[t] = [sqrt(ht'*p_f[:, 3*t-2:3*t]*ht)][1]\n",
" end\n",
"\n",
" # Calculate Beliefs\n",
" tic()\n",
" for t = 1:tW-1\n",
" pt = p_f[:, :, t]\n",
" ht = hmat[:, t]\n",
" for i = 1:agents*bs\n",
" s_f_i[:, i, t+1] = f*(s_f_i[:, i, t] + pt*ht.*(ht'*pt*ht + var_\u025b).^(-1.0)\n",
" .*(log(yit[i, t]) - ht'*s_f_i[:, i, t]) )\n",
" end\n",
" end\n",
" @printf \"Belief calculation took %d seconds.\" toq()\n",
" return s_f_i, stdy\n",
"end;"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"(s_f_i, stdy) = learning(agents, bs, tW, \u03b1, \u03b2, yit, \u03c1, var_\u03b7, var_\u025b, true);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Belief calculation took "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"20 seconds."
]
}
],
"prompt_number": 26
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='section4'></a>\n",
"<h3>4. Grid Construction</h3>\n",
"\n",
"Constructing the grids again follows Guvenen's code closely, as we don't want to change the borrowing constraints too much. We need to make sure that the wealth grid is consistent with agent's beliefs, so set the boundaries based on the cross section of beliefs, rather than income realizations, in each period. The retirement grid mirrors Guvenen's wealth grid exactly, while the grids during working life have a much stricter borrowing constraint in early periods (I'm not exactly sure why).\n",
"\n",
"Note that we are so far using linearly spaced grids, as there are no good high-dimensional interpolation routines for irregularly spaced data available. [ApproXD.jl](https://github.com/floswald/ApproXD.jl) seems to have this capability, but the interpolation errors are larger than they are when using a regular spaced grid.\n",
"\n",
"Another minor point is that there is a large jump in belief between periods 1 and 2, which would lead to a large jump in the borrowing constraint between those two periods. To circumvent this, for now we force the borrowing contraint in period 1 to be the same as that in period 2."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"function grids(s_f_i::Array, stdy::Array, agents::Int64, bs::Int64, power::Float64,\n",
" wgridpoints::Int64, agridpoints::Int64, bgridpoints::Int64,\n",
" zgridpoints::Int64, wgridpoints_R::Int64, ygridpoints_R::Int64,\n",
" wmaxR::Float64, r::Float64, tW::Int64, tR::Int64)\n",
"\n",
" hmat = [ones(1,tW); linspace(1,tW,tW)'; ones(1,tW)]\n",
" ybelief = Array(Float64, (agents*bs, tW))\n",
" ymaxbelief = Array(Float64, (tW, 1))\n",
" yminbelief = Array(Float64, (tW, 1))\n",
" for t = 1:tW\n",
" for i = 1:agents*bs\n",
" ybelief[i, t] = exp(hmat[:, t]'*s_f_i[:, i, t] + 3*stdy[t])[1]\n",
" end\n",
" ymaxbelief[t] = maximum(ybelief[:, t])*exp(3*stdy[t])\n",
" yminbelief[t] = minimum(ybelief[:, t])/exp(3*stdy[t])\n",
" end\n",
"\n",
" # Wealth grid\n",
" # Maximum wealth is given by three times the highest earnings\n",
" # Minimum wealth is given by some ad hoc constraint\n",
"\n",
" wmin = Array(Float64, (1, tW))\n",
" wmax = Array(Float64, (1, tW))\n",
" wgrid = Array(Float64, (wgridpoints, tW))\n",
" wgridexp = Array(Float64, (wgridpoints, tW))\n",
"\n",
" for t = 1:tW\n",
" wmin[t] = -yminbelief[t]\n",
" wmax[t] = 2*ymaxbelief[t]\n",
"\n",
" wdistexp = (wmax[t] - wmin[t])^(1/power)\n",
" winc = wdistexp/(wgridpoints-1)\n",
" for i = 1: wgridpoints\n",
" wgridexp[i, t] = (i-1)*winc\n",
" end\n",
" wgrid[:, t] = wgridexp[:, t].^power + wmin[t]\n",
" end\n",
" ################## HACK!! ####################\n",
" wgrid[:, 1] = linspace(wgrid[1, 2], wgrid[end, 1], wgridpoints)\n",
" ###############################################\n",
"\n",
" # Belief Grids for \u03b1, \u03b2, z\n",
" agrid = linspace(minimum(s_f_i[1, 2:tW, :]), maximum(s_f_i[1, :, :]), agridpoints)\n",
" bgrid = linspace(minimum(s_f_i[2, :, :]), maximum(s_f_i[2, :, :]), bgridpoints)\n",
" zgrid = linspace(minimum(s_f_i[3, :, :]), maximum(s_f_i[3, :, :]), zgridpoints)\n",
"\n",
" # Retirement Retirement Grids\n",
" wminR = Array(Float64, (1, tR))\n",
" wminR[tR] = 0.1059/(0.7) # Directly from Guvenen's code\n",
"\n",
" for t = tR:-1:2\n",
" wminR[t-1] = wminR[t]/r + wminR[tR] - 0.02\n",
" end\n",
"\n",
" wminR = -0.7*wminR\n",
" wgrid_R = Array(Float64, (wgridpoints_R, tR))\n",
" wgridexp_R = Array(Float64, (wgridpoints_R, tR))\n",
"\n",
" for t = 1:tR\n",
" wdistexp = (wmaxR - wminR[t])^(1/power)\n",
" winc = wdistexp/(wgridpoints_R-1)\n",
" for i = 1:wgridpoints_R\n",
" wgridexp_R[i, t] = (i-1)*winc\n",
" end\n",
" wgrid_R[:, t] = wgridexp_R[:, t].^power + wminR[t]\n",
" end\n",
"\n",
" yminR = max(0.2*yminbelief[tW], 0.2)\n",
" ymaxR = min(0.2*ymaxbelief[tW], 1000)\n",
" ygrid_R = linspace(yminR, ymaxR, ygridpoints_R)\n",
" \n",
" @printf \"Wealth grid: [%.2f %.2f] in period 1, [%.2f %.2f] in period 40\\n\" wgrid[1,1] wgrid[end,1] wgrid[1,end] wgrid[end,end]\n",
" @printf \"Belief grids: \u03b1 [%.2f %.2f], \u03b2 [%.2f %.2f], z [%.2f %.2f]\\n\" agrid[1] agrid[end] bgrid[1] bgrid[end] zgrid[1] zgrid[end]\n",
" @printf \"Retirement grids: w_R [%.2f %.2f], y_R [%.2f %.2f]\\n\" wgrid_R[1, 5] wgrid_R[end, 5] ygrid_R[1] ygrid_R[end]\n",
"\n",
" return wgrid, agrid, bgrid, zgrid, wgrid_R, ygrid_R\n",
"end;"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 27
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"(wgrid, agrid, bgrid, zgrid, wgrid_R, ygrid_R) =\n",
" grids(s_f_i, stdy, agents, bs, power, wpoints, apoints, bpoints, zpoints,\n",
" wpoints_R, ypoints_R, wmaxR, r, tW, tR);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Wealth grid: ["
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"-3.22 96.91] in period 1, [-1.20 1532.20] in period 40\n",
"Belief grids: \u03b1 [1.94 2.09], \u03b2 [-0.04 0.07], z [-0.87 1.03]\n",
"Retirement grids: w_R [-1.51 1000.00], y_R [0.24 153.22]\n"
]
}
],
"prompt_number": 28
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='section5'></a>\n",
"<h3>5. Solve Retirement Problem</h3>\n",
"\n",
"Solving the retirement problem in the same way as in Guvenen's paper is straightforward (or it should be at least). Pension income is fixed, so there is no uncertainty, death is certain after 30 periods and there are no bequests. Hence, the problem is simply:\n",
"$$\n",
"V^R_t(w_t, y_t) = \\max_{w_{t+1}} \\left[ u\\left(w_t - \\frac{w_{t+1}}{r}\\right) + \\delta V^R_{t+1}(w_{t+1}, y_{t+1}) \\right] \n",
"$$\n",
"subject to\n",
"\\begin{align}\n",
"y_t = \\text{ pension as calculated above } \\forall t \\\\\n",
"w_{t+1} = r(w_t + y_t - c_t) \\\\\n",
"w_{t+1} \\geq \\underline{w}_{t+1}\n",
"\\end{align}\n",
"\n",
"As there is no bequest motive, the optimal policy in the last period is simply to consume all cash-on-hand. Further, given that utility in the last period is simply given by $u(w_T + y_T)$, we can find exact solutions for every point on the grid in period $T-1$ without interpolating the last period value function. From the second to last period onwards, we require interpolation of the value function, so we define an interpolation function:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"function interpolatev(v::Array{Float64,3}, wgrid::Array{Float64,2},\n",
" ygrid::Array{Float64,1}, t::Int64)\n",
"\n",
" wrange = range(wgrid[1, t], wgrid[2, t] - wgrid[1, t], size(wgrid, 1))\n",
" yrange = range(ygrid[1], ygrid[2]-ygrid[1], size(ygrid, 1))\n",
"\n",
" CoordInterpGrid((wrange, yrange), v[:, :, t], BCnearest, InterpLinear)\n",
"end;"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 29
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Further, we define an optimization function to speed up the computation:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"function bellOpt_R(w::Float64, y::Float64, wmin::Float64, v_int::CoordInterpGrid,\n",
" u::Function, r::Float64, \u03b4::Float64)\n",
"\n",
" x = w + y # Cash-in-hand\n",
"\n",
" Blmn(w\u2032) = -(u(x - w\u2032/r) + \u03b4*v_int[w\u2032, y]) # Bellman equation\n",
"\n",
" optimum = optimize(Blmn, wmin, x - 0.01) # Saving has to be >wmin (borrowing constraint) and smaller than cash-in-hand \n",
" w\u2032 = optimum.minimum\n",
" vopt = -(optimum.f_minimum)\n",
"\n",
" return w\u2032, vopt\n",
"end;"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 30
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then, we can solve the retirement problem in the three steps outlined above: (1) set $V_T=u(x_T)$, (2) solve $\\max_{w_{T}} u(x_{T-1} - w_{T}/r) + \\delta u(w_{T}+y_T)$, and (3) solve $\\max_{w_{t+1}} u(x_t - w_{t+1}/r) + \\delta V(w_{t+1},y_{t+1})$"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"function solveRetirement(wgrid_R::Array, ygrid_R::Array, wpoints_R::Int64, ypoints_R::Int64, u::Function, r::Float64, \u03b4::Float64,\n",
" tR::Int64, interpolatev::Function, bellOpt_R::Function)\n",
" tic()\n",
" v_R = Array(Float64, (wpoints_R, ypoints_R, tR)) \n",
" wp_R = Array(Float64, (wpoints_R, ypoints_R, tR))\n",
"\n",
" # Value of last period of retirement\n",
" for w = 1:wpoints_R\n",
" for y = 1:ypoints_R\n",
" wt = wgrid_R[w, tR]\n",
" yt = ygrid_R[y]\n",
" xt = wt + yt\n",
" wp_R[w, y, tR] = 0.0\n",
" v_R[w, y, tR] = u(xt)\n",
" end\n",
" end\n",
" \n",
" # Compute the period tR-1 solution exactly:\n",
" wmin = wgrid_R[1, tR]\n",
" for w = 1:wpoints_R\n",
" for y = 1:ypoints_R\n",
" wt = wgrid_R[w, tR-1]\n",
" yt = ygrid_R[y]\n",
" xt = wt + yt\n",
"\n",
" Blmn(wp::Float64) = -(u(xt - wp/r) + \u03b4*u(wp+yt))\n",
"\n",
" optimum = optimize(Blmn, wmin, xt-0.01)\n",
"\n",
" v_R[w, y, tR-1] = -(optimum.f_minimum)\n",
" wp_R[w, y, tR-1] = optimum.minimum\n",
" end\n",
" end\n",
" \n",
" for t = (tR-2):-1:1\n",
"\n",
" v_R_interpol = interpolatev(v_R, wgrid_R, ygrid_R, t+1)\n",
"\n",
" wmin = wgrid_R[1, t+1]\n",
" for w = 1:wpoints_R\n",
" for y = 1:ypoints_R\n",
" wt = wgrid_R[w, t]\n",
" yt = ygrid_R[y]\n",
" xt = wt+yt\n",
"\n",
" (wp_R[w, y, t], v_R[w, y, t]) =\n",
" bellOpt_R(wt, yt, wmin, v_R_interpol, u, r, \u03b4)\n",
" if wp_R[w, y, t] > xt\n",
" @printf \"Warning! Negative consumption at w=%d, y=%d, t=%d\\n\" w y t\n",
" end\n",
" end\n",
" end\n",
" end\n",
" @printf \"Solving retirement problem took %.1f seconds.\\n\" toq()\n",
" return v_R, wp_R\n",
"end;"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"(v_R, wp_R) = solveRetirement(wgrid_R, ygrid_R, wpoints_R, ypoints_R, u, r, \u03b4, tR, interpolatev, bellOpt_R);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Solving retirement problem took "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"6.2 seconds.\n"
]
}
],
"prompt_number": 32
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='section6'></a>\n",
"<h3>6. Solve Transition Period</h3>\n",
"\n",
"The transition period requires a unique solution as we move from solving the problem with beliefs to the retirement solution, and hence the continuation value depends on retirement income. In Guvenen's paper, the transition is done by setting the permanent shock value to zero, and calculating the implied pension payments in the same way as above. Solving this requires a slightly different optimization function, the current income does not equal next period income anymore (unlike during retirement):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"function bellOpt_TRANS(w::Float64, y::Float64, pension::Float64, wmin::Float64, v_int::CoordInterpGrid, u::Function, r::Float64,\n",
" \u03b4::Float64)\n",
"\n",
" x = w + y\n",
"\n",
" Blmn(w\u2032) = -( u(x - w\u2032/r) + \u03b4*v_int[w\u2032, pension])\n",
"\n",
" optimum = optimize(Blmn, wmin, x - 0.01)\n",
" w\u2032 = optimum.minimum\n",
" vopt = -(optimum.f_minimum)\n",
"\n",
" return w\u2032, vopt\n",
"end;"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 33
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For next period's value function, we again have to interpolate the retirement value function and can hence recycle the interpolation function defined above. "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"function solveTransition(v_R::Array, wgrid_R::Array, ygrid_R::Array, wgrid::Array, agrid::Array, bgrid::Array, ymedian::Float64,\n",
" wgridpoints::Int64, agridpoints::Int64, bgridpoints::Int64, zgridpoints::Int64, interpolatev::Function,\n",
" bellOpt_TRANS::Function, u::Function, r::Float64, \u03b4::Float64, tW::Int64)\n",
"\n",
" @printf \"6. Solving the problem for the last period of work\\n\"\n",
" tic()\n",
" wp = Array(Float64, (wgridpoints, agridpoints, bgridpoints, zgridpoints, tW))\n",
" v = Array(Float64, (wgridpoints, agridpoints, bgridpoints, zgridpoints, tW))\n",
"\n",
" # INTERPOLATION\n",
" valueRETIRE = interpolatev(v_R, wgrid_R, ygrid_R, 1)\n",
"\n",
" # MAXIMIZATION\n",
" wmin = wgrid_R[1, 1]\n",
"\n",
" for a = 1:agridpoints\n",
" for b = 1:bgridpoints\n",
" for z = 1:zgridpoints\n",
" at = agrid[a]\n",
" bt = bgrid[b]\n",
" zt = 0\n",
"\n",
" yt = exp(at + bt*tW + zt)\n",
"\n",
" if (yt<0.3*ymedian)\n",
" yfixed=0.9*yt\n",
" elseif (yt<=2.0*ymedian)\n",
" yfixed=0.27*ymedian+0.32*(yt-0.3*ymedian)\n",
" elseif (yt<4.1*ymedian)\n",
" yfixed = 0.81*ymedian+0.15*(yt-2.0*ymedian)\n",
" else\n",
" yfixed = 1.1*ymedian\n",
" end\n",
" pension = 0.715*yfixed\n",
"\n",
" for w = 1: wgridpoints\n",
" wt = wgrid[w, tW]\n",
"\n",
" (wpopt, vopt) = bellOpt_TRANS(wt, yt, pension, wmin, valueRETIRE, u, r, \u03b4)\n",
"\n",
" if wpopt > wt + yt\n",
" @printf \"Error: Consumption is negative at w=%d, a=%d, b=%d, z=%d\" w a b z\n",
" end\n",
"\n",
" v[w, a, b, z, tW] = vopt\n",
" wp[w, a, b, z, tW] = wpopt\n",
" end\n",
" end\n",
" end\n",
" end\n",
" @printf \"\\tTransition period problem solved in %.1f seconds.\\n\" toq()\n",
"\n",
" return v, wp\n",
"end;"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"(v, wp) =\n",
" solveTransition(v_R, wgrid_R, ygrid_R, wgrid, agrid, bgrid, ymedian, wpoints, apoints, bpoints, zpoints, interpolatev,\n",
" bellOpt_TRANS, u, r, \u03b4, tW);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"6. Solving the problem for the last period of work\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tTransition period problem solved in "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"0.2 seconds.\n"
]
}
],
"prompt_number": 16
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='section7'></a>\n",
"<h3>7. Solve Working Life Problem</h3>\n",
"\n",
"The working life problem is obviously more complicated. The Bellman equation to solve is:\n",
"$$\n",
"V(x_t, \\hat{\\alpha}_t, \\hat{\\beta}_t, \\hat{z}_t) = \\max_{w_{t+1}} \\left[ u(x_t - \\frac{w_{t+1}}{r}) + \\delta \\mathbb{E}[ V_{t+1} (x_{t+1}, \\hat{\\alpha}_{t+1|t}, \\hat{\\beta}_{t+1|t}, \\hat{z}_{t+1|t})] \\right]\n",
"$$\n",
"subject to \n",
"\\begin{align}\n",
"w_{t+1} = x_t - c_t \\\\\n",
"x_{t+1} = rw_{t+1} + y_{t+1}\n",
"\\end{align}\n",
"That is, the expectation of next period's value function is taken over the distribution of $y_{t+1}$, which is log-normal as we have seen above. Of course, this problem also requires a more complex optimization function, and an interpolation function that works in four dimensions. First, define the interpolation function:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"function interpolatev(v::Array{Float64, 5}, wgrid::Array{Float64, 2},\n",
" agrid::Array{Float64, 1}, bgrid::Array{Float64, 1},\n",
" zgrid::Array{Float64, 1}, t::Int64)\n",
"\n",
" wrange = range(wgrid[1, t], wgrid[2, t] - wgrid[1, t], size(wgrid, 1))\n",
" arange = range(agrid[1], agrid[2] - agrid[1], size(agrid, 1))\n",
" brange = range(bgrid[1], bgrid[2] - bgrid[1], size(bgrid, 1))\n",
" zrange = range(zgrid[1], zgrid[2] - zgrid[1], size(zgrid, 1))\n",
"\n",
" CoordInterpGrid((wrange, arange, brange, zrange), v[:, :, :, :, t], BCnearest,\n",
" InterpLinear)\n",
"end;"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 41
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then, define the optimization problem:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"function bellOpt(w::Float64, y::Float64, a::Float64, b::Float64, z::Float64, wmin::Float64, v_int::CoordInterpGrid, yln::LogNormal,\n",
" r::Float64, \u03b4::Float64)\n",
"\n",
" x = w + y\n",
"\n",
" function EVprime(w\u2032::Float64, a=a, b=b, z=z, yln=yln, v_int=v_int)\n",
" # The next function needs to operate on a y-Vector as quadrect uses a vector to integrate\n",
" function EVp(y::Array{Float64,1}, w\u2032=w\u2032, v_int=v_int, yln=yln, a=a, b=b, z=z)\n",
" result = Array(Float64, size(y, 1)) \n",
" for i = 1:size(y, 1)\n",
" result[i, :] = v_int[w\u2032 + y[i], a, b, z]*pdf(yln, y[i])\n",
" end\n",
" return result\n",
" end\n",
"\n",
" y_l = meanlogx(yln) - 3*varlogx(yln) # y_l is 3 standard deviations below the mean\n",
" y_h = meanlogx(yln) + 3*varlogx(yln) # y_h is 3 standard deviations above the mean\n",
"\n",
" quadrect(EVp, 9, exp(y_l), exp(y_h)) # Integrate E[V'] from y_low to y_high\n",
" end\n",
"\n",
" Blmn(w\u2032) = -( u(x - w\u2032) + \u03b4 * EVprime(r*w\u2032) )\n",
"\n",
" optimum = optimize(Blmn, wmin, x - 0.01)\n",
" w\u2032 = optimum.minimum\n",
" vopt = -(optimum.f_minimum)\n",
"\n",
" return w\u2032, vopt\n",
"end;"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 44
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With this function, we can solve for all points on the grid as follows:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"function solveWorkingLife(v::Array, wp::Array, wgrid::Array, agrid::Array, bgrid::Array, zgrid::Array, wgridpoints::Int64,\n",
" agridpoints::Int64, bgridpoints::Int64, zgridpoints::Int64, stdy::Array, bellOpt::Function,\n",
" interpolatev::Function, u::Function, r::Float64, \u03b4::Float64, tW::Int64)\n",
"\n",
" @printf \"\\tSolving the problem on %d gridpoints\\n\" wgridpoints*agridpoints*bgridpoints*zgridpoints\n",
"\n",
" for t = (tW-1):-1:1\n",
" @printf \" Period: %d out of %d, w = [%.2f, %.2f]\\n\" t tW wgrid[1, t] wgrid[end, t]\n",
"\n",
" # INTERPOLATION\n",
" v_interpol = interpolatev(v, wgrid, agrid, bgrid, zgrid, t+1)\n",
"\n",
" # MAXIMIZATION\n",
" wmin = wgrid[1, t+1]\n",
" tic()\n",
" for a = 1:agridpoints\n",
" for b = 1:bgridpoints\n",
" for z = 1:zgridpoints\n",
" for w = 1:wgridpoints\n",
" at = agrid[a]\n",
" bt = bgrid[b]\n",
" wt = wgrid[w, t]\n",
" zt = zgrid[z]\n",
" yt = exp(at + bt*t + zt)\n",
" yln = LogNormal(at + bt*(t+1) + z, stdy[t]) # Distribution of expected income\n",
"\n",
" if wt + yt - wmin/r < 0.01\n",
" @printf \"Error: Cash on hand is too low, at w=%d, a=%d, b=%d, z=%d\" w a b z\n",
" end\n",
"\n",
" (wpopt, vopt) = bellOpt(wt, yt, at, bt, zt, wmin,\n",
" v_interpol, yln, r, \u03b4)\n",
" \n",
" wp[w, a, b, z, t] = wpopt\n",
" v[w, a, b, z, t] = vopt\n",
" end\n",
" end\n",
" end\n",
" end\n",
" end\n",
"\n",
" return v, wp\n",
"end;"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"(v, wp) =\n",
" solveWorkingLife(v, wp, wgrid, agrid, bgrid, zgrid, wpoints, apoints, bpoints,\n",
" zpoints, stdy, bellOpt, interpolatev, u, r, \u03b4, tW);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tSolving the problem on "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"2240 gridpoints\n",
" Period: 39 out of 40, w = [-1.33, 1379.01]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 38 out of 40, w = [-1.31, 1310.48]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 37 out of 40, w = [-1.32, 1202.21]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 36 out of 40, w = [-1.37, 1305.05]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 35 out of 40, w = [-1.31, 1105.03]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 34 out of 40, w = [-1.46, 1021.68]\n",
" Period: "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"33 out of 40, w = [-1.45, 1011.49]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 32 out of 40, w = [-1.59, 817.10]\n",
" Period: "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"31 out of 40, w = [-1.72, 806.82]\n",
" Period: "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"30 out of 40, w = [-1.64, 810.87]\n",
" Period: "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"29 out of 40, w = [-1.61, 738.10]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 28 out of 40, w = [-1.73, 735.65]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 27 out of 40, w = [-1.69, 676.57]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 26 out of 40, w = [-1.88, 588.92]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 25 out of 40, w = [-1.81, 544.41]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 24 out of 40, w = [-1.96, 500.52]\n",
" Period: "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"23 out of 40, w = [-1.89, 522.98]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 22 out of 40, w = [-1.94, 432.52]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 21 out of 40, w = [-2.05, 476.73]\n",
" Period: "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"20 out of 40, w = [-1.92, 417.30]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 19 out of 40, w = [-2.25, 388.65]\n",
" Period: "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"18 out of 40, w = [-2.06, 373.41]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 17 out of 40, w = [-2.19, 372.65]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 16 out of 40, w = [-2.11, 302.28]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 15 out of 40, w = [-2.46, 261.21]\n",
" Period: "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"14 out of 40, w = [-2.76, 241.73]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 13 out of 40, w = [-2.82, 257.91]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 12 out of 40, w = [-2.90, 216.29]\n",
" Period: "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"11 out of 40, w = [-2.91, 217.18]\n",
" Period: "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"10 out of 40, w = [-2.80, 213.45]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 9 out of 40, w = [-2.75, 212.41]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 8 out of 40, w = [-2.75, 180.68]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 7 out of 40, w = [-3.14, 191.82]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 6 out of 40, w = [-3.35, 156.77]\n",
" Period: "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"5 out of 40, w = [-3.16, 144.95]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 4 out of 40, w = [-3.32, 179.10]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 3 out of 40, w = [-3.43, 170.24]\n",
" Period: "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"2 out of 40, w = [-3.22, 149.05]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Period: 1 out of 40, w = [-3.22, 96.91]\n"
]
}
],
"prompt_number": 20
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='section8'></a>\n",
"<h3>8. Simulate</h3>\n",
"\n",
"The last step is the to simulate the resulting economy. For simplicity, we let all agents start with zero wealth, and simulate their consumption and savings decisions by interpolating the policy functions obtained in the previous steps."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"function simulate(wp::Array, wgrid::Array, agrid::Array, bgrid::Array, zgrid::Array, yit::Array, ymedian::Float64, s_f_i::Array,\n",
" wp_R::Array, wgrid_R::Array, ygrid_R::Array, pension::Array, r::Float64, interpolatev::Function, agents::Int64,\n",
" bs::Int64, tW::Int64, tR::Int64)\n",
"\n",
" w_0 = 0.0\n",
" c_t = Array(Float64, (agents*bs, tW+tR))\n",
" w_t = Array(Float64, (agents*bs, tW+tR))\n",
" wp_t = Array(Float64, (agents*bs, tW+tR))\n",
" c_over_x = Array(Float64, (agents*bs, tW+tR))\n",
" w_t[:, 1] = w_0\n",
"\n",
" @printf \"\\tSimulating %d periods of working life...\\n\" tW\n",
" for t = 1:tW\n",
" # INTERPOLATION\n",
" wp_int = interpolatev(wp, wgrid, agrid, bgrid, zgrid, t)\n",
"\n",
" negconscounter = 0\n",
" # Bond Choice\n",
" for i = 1:agents*bs\n",
" wt = w_t[i, t]\n",
" yt = yit[i, t]\n",
" (at, bt, zt) = s_f_i[:, i, t]\n",
" xt = wt + yt\n",
"\n",
" wp_t[i, t] = wp_int[xt, at, bt, zt]\n",
" c_t[i, t] = xt - wp_t[i, t]\n",
" w_t[i, t+1] = r*wp_t[i, t]\n",
" end\n",
" end\n",
"\n",
" @printf \"\\tSimulating %d periods of retirement...\\n\" tR\n",
" for t = (tW+1):(tW+tR)\n",
" negconscounter = 0\n",
" wp_int = interpolatev(wp_R, wgrid_R, ygrid_R, t-tW)\n",
"\n",
" for i = 1:agents*bs\n",
" wt = w_t[i, t]\n",
" yt = pension[i]\n",
" xt = wt + yt\n",
"\n",
" wp_t[i, t] = wp_int[xt, yt]\n",
" c_t[i, t] = xt - wp_t[i, t]\n",
"\n",
" if t < tW + tR\n",
" w_t[i, t+1] = r*wp_t[i, t]\n",
" end\n",
" end\n",
" end\n",
"\n",
" return c_t, w_t, wp_t\n",
"end;"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"(c_t, w_t, wp_t) =\n",
" simulate(wp, wgrid, agrid, bgrid, zgrid, yit, ymedian, s_f_i, wp_R, wgrid_R,\n",
" ygrid_R, pension, r, interpolatev, agents, bs, tW, tR);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tSimulating "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"40 periods of working life...\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tSimulating 30 periods of retirement...\n"
]
}
],
"prompt_number": 25
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='section9'></a>\n",
"<h3>9. Diagnostics</h3>\n",
"\n",
"Let us now define some functions that plot some of the results of the previous calculations:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"function plotv(v::Array{Float64, 5}, wg::Array, ag::Array, bg::Array, zg::Array,\n",
" ydim::String, a::Int64, b::Int64, z::Int64, t::Int64, heading::String)\n",
"\n",
" fig = figure(figsize=(10,8))\n",
" ax = fig[:add_subplot](111, projection=\"3d\")\n",
"\n",
" if ydim == \"a\"\n",
" x1g, x2g = meshgrid(wg[:, t], ag)\n",
" x3g = v[:, :, b, z, t]\n",
" ax[:set_ylabel](\"Belief Level (\\$\\\\alpha\\$)\", fontsize=14)\n",
" elseif ydim == \"b\"\n",
" x1g, x2g = meshgrid(wg[:, t], bg)\n",
" x3g = reshape(v[:, a, :, z, t]', size(v, 1), size(v, 3))\n",
" ax[:set_ylabel](\"Belief Level (\\$\\\\beta\\$)\", fontsize=14)\n",
" elseif ydim == \"z\"\n",
" x1g, x2g = meshgrid(wg[:, t], zg)\n",
" x3g = reshape(v[:, a, b, :, t]', size(v, 1), size(v, 4))\n",
" ax[:set_ylabel](\"Belief Level (z)\", fontsize=14)\n",
" end\n",
"\n",
" ax[:plot_surface](x1g', x2g', x3g, rstride = 1, cstride = 1,\n",
" cmap=ColorMap(\"jet\"), alpha=0.5, linewidth=0.25)\n",
" ax[:set_xlabel](\"Wealth Level\", fontsize=14)\n",
" ax[:set_zlabel](\"Value\", fontsize=14)\n",
" title(heading)\n",
" plt.show()\n",
"end\n",
"\n",
"function plotv(v::Array{Float64, 3}, wg::Array{Float64, 2}, yg::Array{Float64, 1},\n",
" t::Int64, heading::String)\n",
"\n",
" xg, yg = meshgrid(wg[:, t], yg[:])\n",
"\n",
" fig = figure(figsize=(10,8))\n",
" ax = fig[:add_subplot](111, projection=\"3d\")\n",
"\n",
" ax[:plot_surface](xg, yg, v[:, :, t]', rstride = 1, cstride = 1,\n",
" alpha=0.5, linewidth=0.25)\n",
" ax[:set_xlabel](\"Wealth Level\", fontsize=14)\n",
" ax[:set_ylabel](\"Pension Level\", fontsize=14)\n",
" ax[:set_zlabel](\"Value\", fontsize=14)\n",
" title(heading)\n",
" plt.show()\n",
"end\n",
"\n",
"function plotwealthdistributions(w_t::Array, periods::Array, \u03b4::Float64, wp::Int64, ap::Int64, bp::Int64, zp::Int64)\n",
" fig, ax = PyPlot.subplots(2, 2, sharex=true, sharey=true)\n",
" ax[1,1][:hist](w_t[:, periods[1]], bins = 100)\n",
" ax[1,1][:set_title](\"Period \"*string(periods[1]))\n",
" ax[1,2][:hist](w_t[:, periods[2]], bins = 100)\n",
" ax[1,2][:set_title](\"Period \"*string(periods[2]))\n",
" ax[2,1][:hist](w_t[:, periods[3]], bins = 100)\n",
" ax[2,1][:set_title](\"Period \"*string(periods[3]))\n",
" ax[2,2][:hist](w_t[:, periods[4]], bins = 100)\n",
" ax[2,2][:set_title](\"Period \"*string(periods[4]))\n",
" fig[:suptitle](L\"Wealth Distributions, $\\delta$=\"*string(\u03b4)*\", \"*string(wp)*\"/\"*string(ap)*\"/\"*string(bp)*\"/\"*string(zp)*\" gridpoints\")\n",
"end\n",
"\n",
"function constrained_neg_cons(wp::Array, wgrid::Array, wgrid_R::Array, c::Array, tW::Int64, tR::Int64, ap::Int64, bp::Int64, zp::Int64)\n",
"\n",
" constrained = Array(Float64, 70)\n",
" for t = 1:tW-1\n",
" for i = 1:size(c, 1)\n",
" if wp_t[i, t] - wgrid[1, t+1] < 1e-5\n",
" constrained[t] += 1/1000\n",
" end\n",
" end\n",
" end\n",
"\n",
" for i = 1:size(c, 1)\n",
" if wp_t[i, tW] - wgrid_R[1, 1] < 1e-5\n",
" constrained[tW] += 1/1000\n",
" end\n",
" end\n",
"\n",
" for t = 1:tR-1\n",
" for i = 1:agents*bs\n",
" if wp_t[i, t+tW] - wgrid_R[1, t+1] < 1e-5\n",
" constrained[t] += 1/1000\n",
" end\n",
" end\n",
" end\n",
"\n",
" # Negative consumption occurences #\n",
" neg_cons = zeros(70, 1)\n",
" for t = 1:(tW+tR)\n",
" for i = 1:agents*bs\n",
" if c[i, t] < 0\n",
" neg_cons[t] += 1/1000\n",
" end\n",
" end\n",
" end\n",
" \n",
" fig, ax = PyPlot.subplots()\n",
" ax[:plot](constrained, label = \"Constrained agents\")\n",
" ax[:plot](neg_cons, label = \"Negative consumption\")\n",
" title(\"NHL, \"*string(size(wgrid, 1))*\"/\"*string(ap)*\"/\"*string(bp)*\"/\"*string(zp)*\" points\")\n",
" plt.legend()\n",
" plt.show()\n",
"end\n",
"\n",
"function crosssectionalvariance(c::Array, w::Array, y::Array, pension::Array, wp::Int64, ap::Int64, bp::Int64, zp::Int64)\n",
" var_cons = Array(Float64, size(c, 2))\n",
" var_asst = Array(Float64, size(c, 2))\n",
" var_inc = Array(Float64, size(c, 2))\n",
" for t = 1:70\n",
" var_cons[t] = var(c[:, t])\n",
" var_asst[t] = var(w[:, t])\n",
" if t <= tW\n",
" var_inc[t] = var(y[:, t])\n",
" else\n",
" var_inc[t] = var(pension)\n",
" end\n",
" end\n",
"\n",
" fig, ax = PyPlot.subplots()\n",
" ax[:plot](var_cons, label = \"Variance of consumption\")\n",
" ax[:plot](var_asst, label = \"Variance of asset holdings\")\n",
" ax[:plot](var_inc, label = \"Variance of income\")\n",
" title(\"NHL, \"*string(wp)*\"/\"*string(ap)*\"/\"*string(bp)*\"/\"*string(zp)*\" points\")\n",
" plt.legend(loc=\"best\")\n",
" plt.show()\n",
"end\n",
"\n",
"function plotaggregates(c::Array, w::Array, y::Array, pension::Array, \u03b4::Float64)\n",
" agg_inc = Array(Float64, size(c, 2))\n",
" agg_cons = Array(Float64, size(c, 2))\n",
" agg_asst = Array(Float64, size(c, 2))\n",
"\n",
" for t = 1:size(c, 2)\n",
" agg_cons[t] = sum(c[:, t])\n",
" agg_asst[t] = sum(w[:, t])\n",
" if t <= size(y, 2)\n",
" agg_inc[t] = sum(y[:, t])\n",
" else\n",
" agg_inc[t] = sum(pension)\n",
" end\n",
" end\n",
"\n",
" fig, ax = PyPlot.subplots()\n",
" ax[:plot](agg_inc, label = \"Aggregate Income\")\n",
" ax[:plot](agg_cons, label = \"Aggregate Consumption\")\n",
" ax[:plot](agg_asst, label = \"Aggregate Wealth\")\n",
" title(L\"NHL, $\\delta$=\"*string(\u03b4))\n",
" plt.legend()\n",
" plt.show()\n",
"end\n",
"\n",
"function plotagenthistory(i::Int64, c::Array, w::Array, y::Array, s_f_i::Array, wgrid::Array, wgrid_R::Array)\n",
" ybelief = [exp([[1 t 1]*s_f_i[:, 1, t]][1]) for t in 1:40]\n",
" fig, ax = PyPlot.subplots()\n",
" ax[:plot](c[i, :]', label = \"Consumption\")\n",
" ax[:plot](w[i, :]', label = \"Assets\")\n",
" ax[:plot]([y[i, :] pension[i]*ones(tR, 1)']', label = \"Income\")\n",
" ax[:plot]([ybelief' pension[i]*ones(tR, 1)']', label = \"Belief\")\n",
" ax[:plot]([wgrid[1, :] wgrid_R[1, :]]', linestyle=\":\", label = \"Borrowing Constraint\")\n",
" ax[:axvline](tW, linestyle = \"--\", color = \"black\")\n",
" fig[:suptitle](\"Simulation History for Agent \"*string(i))\n",
" plt.legend(loc=\"best\")\n",
" plt.show()\n",
"end;"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 34
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='v_p_1'></a>\n",
"<h3>Value and Policy Functions</h3>\n",
"(jump to [graph for more grid points](#v_p_2))"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t1 = 23\n",
"t2 = 14\n",
"plotv(v, wgrid, agrid, bgrid, zgrid, \"b\", 3, 5, 4, t1,\n",
" \"Value Function, period \"*string(t1))\n",
"plotv(wp, wgrid, agrid, bgrid, zgrid, \"b\", 3, 5, 4, t1,\n",
" \"Policy Function, period \"*string(t1))\n",
"plotv(v_R, wgrid_R, ygrid_R, t2,\n",
" \"Retirement value function, period \"*string(t2))\n",
"plotv(wp_R, wgrid_R, ygrid_R, t2,\n",
" \"Retirement policy function, period \"*string(t2));"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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",
"text": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x000000006149FEB8>)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ejIyM2P5OJ7EaV61Ww+OPPw5FUXDYYYcB2G0wtypx7BTDw8PYZ5998Morr1iW2JX3gvGaP/zwwyGEaCg7CwCPP/64ns7UCRs2bMAZZ5yB6dOn45FHHsE+++zT8XcAu1PBxsbG6qJVhBBiBzoahBBX+du//VtMmjQJ//7v/44nn3yy7nc333wzXnjhBXz4wx/G9OnTO/7uPfbYA2eccQa2bduGyy+/vMEZyOVyGBsba/i75cuXo1wu6/0BWpW01TQNpVIJuVwOpVIJlUrFttE3PDyMAw44AI8//nhd3n+tVsOll16KYrFo63taEYlEsGLFChQKBXz+859v6GlRLpfrVsNlZ+cXX3zR9j4+85nPAAC+/vWv131XrVbTj/v555/fyzQAvNvDY/369R393a9+9Svcd999dZ+tWbMGf/nLX3D88cfrmpApU6bgrLPOwpYtW/D1r3/d8jz++c9/xgsvvND1HCSf+cxnIITAFVdcUbefHTt2YNWqVVAURT+uAPQO89/4xjfqtCvFYhFXX311x/tfv349zj33XMyaNQuPPvpo23Sp3/3ud5bXY7lcxkUXXQQhBD7+8Y93PA5CyGBDjQYhxFWy2Sz+7d/+DYsXL8Zxxx2HxYsXY++998ZvfvMbPPjgg5g6daqextQNa9aswe9+9ztdd3HSSSchkUjgr3/9K37xi1/g3nvvbeibIXtrvPrqq5gyZQo+8YlPNHyvEAK1Wg3VahWVSgXlchmVSgWKoujRk1qthlKphGg02tD4TnLFFVfg/PPPxzHHHIPTTz8dqVQKmzZtQq1Wwwc/+EE888wzXc9dct111+HJJ5/Evffei9mzZ2PRokUYHh7Gyy+/jAcffBDf/va3ce655wLYLUSORCK4+uqr8dvf/laPunz5y19u+v1HH300rrzyStx44404+OCDcfrppyOTyeD+++/Hs88+i2OPPRZXXHFFz/OQBrmxH4cdTj31VHz84x/Hxz/+ceyzzz7YunUrfv7zn2Py5Mm45ZZb6rZds2YN/vSnP+Hv/u7v8IMf/ADHHHMM3vOe92Dbtm34/e9/jy1btuBHP/qRbR1DMy6//HLcf//9uOeee/DBD34QCxcuhKqq+MlPfoIdO3bgyiuvxLx58/Tt582bhy984Qv4zne+g4MPPhinnXYa4vE47rnnHkyePBlTp061HVXbtGmT7ugsWLAA69ata9hm4sSJuPjii/V//+u//ituv/12HHPMMZgxYwYmTJiAbdu24Re/+AVef/11HHroobj++ut7OiaEkAHEn2JXhJB+p1kfjWZs3rxZfPzjHxdTpkwRiURCzJw5UyxfvtyyJOt5550nIpGIrT4aQuzul/GNb3xDHHLIISKTyYjh4WFx0EEHiUsuuUS88cYbluO55JJLGkqZCiGEpmmiWq2KYrEoVFUVqqqKXC4n3nnnHTE2NiZ27dolfvazn+l9N9544w3x+uuvi7fffluMjY0JVVVFqVQSlUpFaJomhNhdzvSggw4SyWRSTJ06VXz+858Xb731lliwYEHT8rayRK6ZWbNmWZY5rVarYs2aNeKoo44SQ0NDIpvNitmzZ4vPfe5zDSVmf/jDH+r9Eczn0erYS370ox+JD33oQ2J4eFikUilx8MEHi9WrV4tSqWR7nEII8dWvflVEIpGGEruHHnqoGB0dFe+8847l35mR5W3Xr18vfvazn4mjjz5aZLNZMXHiRHH66aeLP/3pT5Z/Vy6XxZo1a8S8efPE6OioSCaTYubMmeLDH/6w+Kd/+qe6PivtzkeruRaLRbF69Wpx8MEHi3Q6LUZGRsSxxx4rfvSjHzX9rjVr1ogDDzxQJJNJsddee4mLLrpI7Nq1q+XxNHP77bc3lKg1/5i/67//+7/FsmXLxEEHHSQmTpwo4vG42GOPPcSCBQvEd77znYb+LIQQYgdFiC4SjwkhpM+ZP38+nnjiCfzhD3/Qc9c1TUO5XIaqqkgmk4hGo3plrUqlYhmxKBaL0DQNyWRSX3EWQkBRFEQiEUSjUcRiMf3/I5FIR8LiQeGdd97B5MmTccUVV+CGG26w9Te33347PvOZz+D222/XIzaEEEKCA1OnCCEDx5NPPonHH38cCxcuxD777FOXJlWtVlEqlZBIJGw5BHIbY18C8f+Lx4UQetqV3C4SiSAWiyEajdalXA268/HYY48hmUzq/U0IIYT0P3Q0CCEDw9q1a/Hqq6/i+9//PqLRKL761a/qDobUBzhh8CuK0vA9RufDKNiW28ZisbrIh9V3hJlTTz3VduUwQggh/QEdDULIwHDjjTfilVdewT777INvfetb+OAHP4hyuQwhhB5VMGeTCiFQKpVQrVb1SEQ3DkA756NUKqFUKunbNYt8kHcZNGeMEEL6DWo0CCEDhTFNSmopjMZqrVbDrl279J4Bqqo29JxQFEU3/mu1Gmq1GoaGhhwbnxACmqbp4zPu06z5oKFNCCEkqNDRIIQMBNJ4N6dJmQ116WjEYjFUq1VEo1GkUinUajXdsZAdpI39EWTEwWndhXxES8dDfkaxOSGEkKBDR4MQEnqkg1Gr1erSpMwIIVAsFlEoFAAAmUwGyWRSrzplFHwbt6/VaojFYtA0rcH5kMa/k7oLY8qV/DGKzaXzQbE5IYQQP6FGgxASWoxpUpqmtdQ5VKtV5PN5PU0qm80imUy2/H4ZVdA0DalUqm6fMuohU7QkRsfDLb1HpVJBpVKp23bQxeaEEEK8h44GISR0WKVJNVvV1zQNhUJB7/A9NDSEXC7XtREujXrzPozpVmZHwOh8dBt9oNicEEJI0KCjQQgJFZ2kScnmfMC7aVJW2aStDH87ToE04qUDIo1/c+TDvH2vqU9G50OmfRn3Xa1W9d/LY5VIJCg2J4QQ4gh0NAghoaDTNClVVVGtVpFIJJDJZBq2dVO+ZowqGPdnjnyYnQ8n9B7mfct5yg7nUnfSLOWKeg9CCCF2oaNBCOlrekmTGh4eRjwed2QMvWIsXyvHJOdmdDya6T3knDt1Aozlc6VjYax0ZdXZnGJzQgghdqCjQQjpW6TwuZM0KSEE0uk0UqmUbePYLyPa6HxIrFKujHoPq8hHN/sF0LBfo9hcOh8UmxNCCGkGHQ1CSN9hlSbVzLC1kybVT9gRm5fL5brtvRCbl8tlis0JIYTUQUeDENI3dJImJYRAoVBAsVhEJBKxnSZlFEdbfR5EnBCbd0Mr50PTNBSLxbrt2NmcEEIGCzoahJC+wKs0qTDQjdhcIhsT9io2B3anXhm7mVerVVSr1QaxuXRAKDYnhJBwQUeDEBJoOkmTqtVqyOfzqFariMfjyGQyDd28naZfjOJ2YvNKpaL325CYU666iXwYxebmSldGsblxG4rNCSEkHNDRIIQEFmmIdpomNTQ0hEQi4fVw+w6j8yGjHel0mmJzQgghjkBHgxASOGQvh2KxiEQi0dSglUapqqq6kexUmlSnJWuFEKEwfM1ic6PmIghic6Bek0KxOSGEBBc6GoSQwGBMk6pUKrqj0SxNSlVVVCoVxONxDA8PO5YmFQaHwSnMVaQAfzqbSyg2J4SQ/oGOBiEkEJjTpIy5/UaYJuU/QehsDliLzcvlsu58GrUeFJsTQoj30NEghPhKs2pSZuEwAL2alKZpSKVSSKfTNBoDghOdzZ0Qm8s0K/k5xeaEEOIfdDQIIb5griYljUCv06SIe7TqbG50PpwWmxv3bdxvO7G5MfJBsTkhhPQOHQ1CiOfYrSYFAKVSCaVSSU+TisfjrhuAiqJ0LAYn9jBWkAIaxea1Wq1ObO6F3kNGQeQ5p9icEEKcgY4GIcQz7DbdA6Dn95dKpUCnSQVxTP1EM7G513oPiR2xuTnyQQghxBo6GoQQ1+k2TQoAMpkMUqmU10MeOIJkMPei97DS9nS671Zic2OaFzubE0JIa+hoEEJcpZOme8ViEYVCAYqiIJ1Oo1Ao9I0WIyx9NIJKK72HscSudAxKpRKq1apjzQXZ2ZwQQjqHjgYhxBXkCrA0/loZW5VKBfl8HpqmIZlMIpPJQNM0FAoFX7QS1Gj0B+bmgsDuiJjRQXWruSBgr7M5gAa9B8XmhJBBgY4GIcRROkmT0jQNqqqiXC4jFothaGhINxxphJFukNdNPB5HLBYLRHPBdmLzXrUmhBASVOhoEEIco9s0qWw227QDOCG9EJTmgsZ9U2xOCBkU6GgQQnqm0zQpVVVRq9WQTCaRTqdZNpR4il/NBeW+zalX0vmwEpvLcRqjH3Q+CCH9Ah0NQkjXSONMRjHspklFo1GMjIw05Ncbkd8RdI0Gjb5wYFds7lZzwWZi83w+r6dZmcXmvWpNCCHEbehoEEK6opM0qVKphEKhAABMkyJ9g1lsbm4uqGmaJ2Jz6WhQbE4I6TfoaBBCOoJpUtawSlX4adZc0G2xudxvO7G5/Ixic0JIUKCjQQixhZtpUlb4mTplhUynCrOhFpRj3U9QbE4IIc2ho0EIaYs0lGq1GgD7aVKZTAbJZLIvjRmz0R12J4M4h5Ni806dPztic2MTQmPKVa9aE0IIMUNHgxDSlE7SpKrVKvL5PGq1GhKJBDKZTN+mSdHQIk7Trdgc2O3o9+LothKbVyoVVCoV/fspNieEOAkdDUJIA3L1tVwu45133kE6nUYqlWqaJlUoFFAqlRCNRjE8PKyv4vYKO3STMGNHbA5Ad/aD0tm8l8aGhJDBgo4GIaQOc5oU0DwXvFwuQ1VVAP2dJkXCRz9eh1Zi81wuh3g8jkgk0lRs7rbeg2JzQki30NEghADoPE1KVVVUq9W+T5OyQyvjiYYVcZtIJFIXJexU7+GV2LxZmV1CyOBCR4OQAaddNSlj+pKbaVJW+JU6pSiKnrYioRicBIUgNBcEGsXmcr/GZ4e5qzmdD0IGCzoahAwwnVaTUlUVQoiWmo2wIbszy2o95tViCbUkxGk6uabMeg8ADSV23WguKL+rmdjcGCWVxGIxJBIJis0JGQDoaBAygHSSJgUApVIJQoiBSJOSCCFQLBb1Ur3xeFyP/phz5AGgVqv1lKZCnIEO37sYtRSAN80FgeZicxkRlfcQxeaEhB86GoQMEJ003RNCoFAo6ClDbqdJWeFX6pQ0wlRVRTKZRCqV0g0yOSa5Wiw/l2VCgeY9EQjxk6A0F5TpVK3E5jJCYyyzSyeekP6DjgYhA0InaVKympR0MuLxuOdOhh8IIXSROwDduTI7O+Yuy9IhkdoOqxx5p9JUCHESJ5sLdrPvVpWuSqUSSqVSU7E5nXhCgg8dDUJCjkyTkkZDKyO3Vqshn8+jWq0iHo8jk8kgl8uF3iiWvQPy+TyEEIhGoxBCdORcNeuJ4HaaCiFOQ7E5IcQp6GgQElK6SZMqFouIRCIYGhpCIpHwYdT1eJE6JVOkKpWK7lwVi8U6p6DdGJt93mmaClOuiBVBMJydEJsbf9fpvu2IzdnZnJDgQUeDkBDSSZpUpVKBqqrQNM2ymlRYu3Mbxd5eOVfN0lS8WCkmxGk6FZvLa1d+5mVnc3Pkg84HId5AR4OQENFpmpRxJX94eLjuxR1mZJqUpmlIpVJIp9OWueKd0K0z1m6luFar1a0UM+VqcOg3B79dFE8+m4yFE7zqbG7cp9yWYnNC3IeOBiEhoNc0qXg83vIF65fB43Q0RdM0qKqKcrmMWCyGoaGhBiNf7tdPrFaK7VQG6rUTNCFOY4ziRSIRFAoFPWpKsTkh4YeOBiF9jt00KQB6NalWK/lmwmCwSqNC9sTIZrNIJBJ9M7d2lYGYckX6CWNUThJksblZ88F7iRD70NEgpE8xpklJIaSdNKlYLDZQaVLValUvWdtLw8GgaVWsKgPZEecy5Yr4Rav7p1nVtqB0Ni8WixSbE9IFdDQI6TOMaVLyhdjMybASPLdLkzIje0P4RbfGvTlFzI+Gg17TSpzbrhmb3J4Ej0E0Ys3pTID/nc2txOYyVTWRSFBsTogFdDQI6SPMaVKtohjdpEkFjW6jCMa5W1XScmu/QcNorNltxlYoFJhyRQJJNyWjndIvNdN7GHVx0vmN2DITAAAgAElEQVSg2JyQd6GjQUgfYMwf9jpNqp+Mbj8qafWb4dAs5apcLusGmlspKqQz+uW+6xQnr59uS0YbHRAnUq7MURchBMrlMsXmZOCho0FIgJEvTPmSBOylSSmK0neC52bYMbbMc+8mRWyQMaZ6pNNpWykqTpQkdZOgjYd45zi1KxktU0+Nzke3zrR5Tq0qXVFsTgYROhqEBBSZAqCqKgqFAiZMmNB09cvYFyKZTCKTyYTiZWVnDrLhYK1W83XuYVp9bpWiYqckKY0lEjQ6bS7oZL+aZmJzWdDDKDa3SrliFJH0M3Q0CAkY5jQp+XKyetHY7QvRC0FNndI0DYVCAaVSCdFoFCMjI47NPahz9hOrlCuzoebUKjEhbtOL3sMceej0ujb+nVWlKyk2N27DzuakX6GjQUhAkC+5arWqV3kyhuGlNkP+f6lUgqqqoUqTsoPMfVZVFQCQyWSQTCYHYu5Bo1lJ0n5OuQoiYTtGQZ1Pu341VpE8+XfVarVnsTlgr9IVxeakn6CjQUgA6KSalDlVKJ1Ouyoo9HN137zvWq2GfD7fc0+MbjE6e2Gk1/Pca8qVE+JYRqKCSz+em3aRvHK5rGvE5PZuNBc07ptic9JP0NEgxEfsVJOS/5YVlcrlsuOpQkFnEHtihAU7KVfmqkBMudpNPxrmg4AxkletVvUIiJfNBY0YmxsaHR6KzUkQGAwrhZCA0S5NyrwtAIyPj0NRFF9Shfw0eIQQ2LVrl6f9QKzS1exsT+zRTcqVWWjOY06CgHw2BkFsDuyOENoRm8t7adCdeeI+dDQI8RhjmpQUezd7yMuqUwAQj8eRzWY9D4X79QIydj+PRqOe9MQg/tCNMNfplCviDYNi0DolNu9F70GxOQkCdDQI8QirNKlmxpGxopLcxm0tRlAwCt0lw8PDgX/pMc3FWZoJc9s1YjNGo0iwCOs5sfts6kZs7pRD3YnYXO4/mUzWRT4YSSTdQEeDEJfpNE2qVCqhUCgA2F1RKRaLYWxszFdBthyb2y+ZarWKfD6vC90VRdHFjoQ0S7mShpr8AYBCoeBoegohVjhRQKFTDZPbYvNSqYRarVbndBhTwyg2J51AR4MQF+k0TUoa2caKStJwCjPNemIUi0VfHCwvnSvSPeZqO8DuqmylUgmJREJPU7FKTzHmpgf9HAd9fMRZ2jnUXonNzXoTis1JN9DRIMQFjGlSmqa1XPkxG9nmikp+p4K4aXQbe2IIIdgTg/SM0Ugy5qcbox5urRCT9oTp2MpnshfFKcwOtZtic/Ozvp3Y3HgvUWxOzNDRIMRBrNKkmj1kB93INvbE8Evobpd+WPUmzbFKTzGLco0rxEFJuQqbpiFs8/ETis1Jv0BHgxCH6KaalJ3Gc35HNJxGNreSOfRDQ0NIJBKW2/ZLClOQx0assSpH6oWRRsJHUK4DJ8Xmnc6pE7F5s8gH76lwQkeDkB5xMk0qiDjp6FQqFeTzeU97YhBih06NNKZckX5Y/LETzatUKnXpT3JhRzYjdFpsbuxsTrF5+KGjQUiX9JImlU6nkUqlOmoG1w8vtWZomqZ3NY/FYhgaGgp0V/MwHHPSO52mXBm3Z3qINTwe/tOuuaDsXySF3241F5TYEZubIx+kfwjum56QACNDwU6nSQWRXoxuc7nebDaLRCLRUd15+T1+v1za7Z9OSbBw63rppgN0rylXfl/7ThHWe6Tfz49Z7yFL28rKbW6nElJsHm7oaBDSAVZpUq16YhQKBRSLRUQikZ7SpIz1zPuFZuV6+5V+O/7EG1qJclvlxTPlqv8J8zPBWAa6W70HxeYEoKNBiC28SpMKA0YHq190KIQ4iVXKlVyk6KQPQhgN2UF5DvYzza67Vte1F80FAXticwANeg+Kzf2DjgYhbegkTcpcsjWTydQ9GLvFT6PDbuqUPE6qqkLTNEccLL+0EtRoEKeRKR+dpFxJNE0LhZEUhBRINxjkOcnr2ogdHZPTzQUlrcTmwO7+OvF4nNXjPISOBiFNkEaAqqoolUoYHh62nSbVqmRrGJHHqVKpIB6PY3h42BEHi5CwYjflCgBUVQVQn5rClCv/CetCRK/z6kbH5IXYvFgsolQqIR6PW4rNFUXRf0ecg44GIRbIPFC5MlOtVps6GE6v4lsR1IiGsSeGoigYGhoayAf1oM03yPSz8WdOTSmXyyiXy0ilUrqBZi5F6tTqMCFu0cqp9lpsHolEEI/HdefDmOq1fPlyzJs3DytXruxhtsQMHQ1CDFilSRnFaMYH3aCv4ksHq1arudYTI0gpTPLFRIiXmFNTOlkdDmJqSJDG4hRhmpOxT4ybdNq3BmjeXLDT/cr/msXm4+PjGBoacmB2xAgdDULQWzUpL1bxgyQMNTcdHBkZCXRPjG4wOjjS+czn8xBCNK0YFJTz0y1hMpbCjJ3VYbPz4YSB5gT9fo+YCdt8/MZtsXmr86UoCvL5PB0NFwiXdUBIFxjTpIDGalJGQ9KYJjUona3l/DRNQ6lU0vPFM5kMkslkqOevaRpyuRwqlUpdvrFR3BiJRPQXWK1WY/oKcQy7hmyz1WE7BhpTrogRryIadmkW0etGbN6uGEEul8Pw8LB7kxlQ6GiQgaWTalLA7odQtVpFLBbzPE0qCBGNYrEITdM87YnhV7RA7i+fz+vaE0VRdEfCmL5iXD2WjQmDsoJMBpd2BlqtVmtwmJ0S5A4KQTPKBwFjRK9TsTmwe/HIyuEQQiCfz9PRcAG+/cjAIQVgpVJJfxi164kB7F6tHhoaGigthkwTk/8/PDyMoaGhUBvOstEgAMTjcYyOjiKRSNTNWb7o4vE4UqmUbpylUim92li1WkWxWISqqsjn8ygWiyiXy7pjS4iXGI2zZDKJTCaDbDaLdDqNZDKJSCSiRy0LhQLy+byeImnsH+TEOEjw6afzZHweN7u2a7UagHef76qq4tVXX8V//Md/4C9/+YsevXYqderZZ5/F4sWLsc8++yCbzWLy5MmYN28eNmzYULfdeeedpztCxp8DDzzQ8nvXrVuHAw88EOl0GrNnz8aaNWscGa+bMKJBBop2aVJGZF6+3FZqMfxAURTHXvR2kU0H5X5TqVSoG++ZtTcA9JeUHboR7TpVVYWQbugl5aqbBmxhdLDDds+G5RyZr20ZsZALQZqmYfPmzfjsZz8LAJg4cSImTpyIdevW4aSTTsJRRx2F97znPV3v/6WXXkIul8N5552HadOmQVVV3HnnnTjnnHPwwgsv4Nprr9W3TSaTWLduXd3fj46ONnznrbfeigsvvBCnn346Lr/8cjz66KNYuXIlVFXFlVde2fVY3UYRYbmqCGlBJ2lSmqYhn8/refnJZBL5fN5X0XMul4OmaRgZGXF9X+b5Z7NZ7Nq1C+l0Gul02vX9G6nVati1a5frfUmMTlU6nUYikWjYrywtauV4yKhPu+Njzi02Rjec7KLbDZVKBaVSqe/FkHIe2Wy2741AGU3IZrO+jsNchlSuDgOdpVzlcjkkEonQ9BgKyvlxklqthkKh4Fl6rFdomgZVVZFKpere42+++Sa2bNmC3/zmN1i/fj2q1SreeustAMDee++No446CkceeSQ+/OEP4/DDD+95DIcffjh27tyJF198EcDuiMZPf/pTjI2NtfzbQqGAvffeG/PmzcPGjRv1z8855xzcfffdePnllzFhwoSexucWjGiQUGOuJiWNuWZpUsaeENlsFolEQl/R99Mn90KjIYTQxd7G+fu50u72fuXLp1wu12lvrKJHrcrb2j0/VlVVWnXRDXqpUuI+QTjfVg3Y7PRAMIpxgzAP0p6wrz2br8MpU6Zg4cKFOP7443HjjTcin8/jjTfewObNm/HUU09h8+bNWLVqFV599dWeHY1IJILp06djfHy87nN5P+VyuaaLiZs2bcLOnTuxfPnyus9XrFiBDRs24L777sNZZ53V0/jcgo4GCS3dpkklk0mk0+lQrea0Q+at1mq1gZi/1N7IClpGp8prOjXi2B2a+I3dHgjmlCu5XbvqP/1EWOZhJmzzaudA5fN5XXM3a9YszJo1C4sXLwbwbs+sblBVFaqqYteuXdi4cSMeeOCBBl2FqqoYGRmBqqqYOHEizjjjDHzzm9+si5Q9/fTTAIAjjjii7m/nzJmDSCSCrVu30tEgxCuk2Fs2+2mXJmVc0R4aGmpIjwpCnwS3Ihp2e2IEoeqVU9RqNeTzeVSrVUcraDl1fLrJm3eyO3SYjMB+p5/uuXbROpluJTubG7fv1ypX/XR+7BLGOQHtK4S1atYXjUa7rkZ16aWX4rbbbgMAxGIx/PM//zMuuOAC/ffTpk3Dl770JcyZMweapuH+++/HLbfcgmeeeQYPP/ywfj9t374d0WgUe+yxR933JxIJTJ48Gdu2betqfF5AR4OEhk7TpJqlCZkJgqPhNMYVfSFEYHtiOHnsjalxkUgEw8PDTcXtQTvn3QrNmbpC/MQYrZNi3Hg8rlcBapZyxQIJxGtyuZwruq5LLrkES5YswbZt27BhwwZcdNFFSKfT+NSnPgUAWL16dd32S5YswezZs3HttdfizjvvxNKlSwHs1mg00zYlk0ldJxhE6GiQUNBpmpSqqn2VJuRkRKGbFf1+j2gYU+PC0GixVXfoVqkrg9SgLezz61dkGdJWKVdBKZBgh6CNp1fC2huk3bzcata3//77Y//99wcAnH322fjoRz+KL37xi1iyZEnT4iGXXHIJvvKVr+Chhx7SHY10Ol2n3zNSLBY9L9TSCXQ0SF/TbZpUqzShVvvqZ8wr+m5XcgoCdlPDwkCvQvN+v75Jf2B+Pltdt8ZmmJ10fvYa3jPhIZ/Pe1Kp7rTTTsODDz6IP/zhDzj00EMtt0mlUpg0aRJ27typfzZ16lTUajXs2LGjLn2qXC5j586dmDZtmqvj7oVwvnFJ6JGrYDKKYSdNSoYWO00TCsLKTq8RhX5d0e82hcks9g5qapjbtBOam1OuAOiOeBBXjweRsJyDTu5hmSrYSednplw5Q1g1Wn5FNMxIO6RVFsH4+Dh27NiBKVOm6J8ddthhAIDNmzdj4cKF+udbtmyBpmlNnZYgQEeD9B2dpEk5VU0pKKlDnb4EmpVv7ZSgzN8OskJIpVJBPB5HNpvt+JxbOTitjnu/vJhbCc1lnxkp1jVv36+CXdL/2E0VNN6vXlRnk1F00h+0ugakRsMp3nzzzTpHAdi94HfHHXdg8uTJOOigg1AqlVAulxscnFWrVgEATj75ZP2zE044AZMmTcLatWvrHI21a9cim81i0aJFjo3daehokL6h0zQpJ1Nm/Da0O31JmqM4fpZv9YpBTA1zArl6LB2OTCYDALaF5jS03KNfnHs/aJVyJa9bK6c5CClXQSbsEY1mOB3RuOCCCzA+Po758+dj2rRpeO2117Bhwwb88Y9/xPe//31Eo1G8/PLLOOyww3DmmWfqOo4HHngA999/PxYuXIiPfexj+velUimsWrUKK1aswJIlS3DSSSfhsccew4YNG7B69erANusD6GiQPsDLNKkw4EZPDD8dLTv7Ns85k8k4fs7bfV9YjMJ2q8dW5XWDJDQPy3kIK25eG91WZ+sl5WqQ3i39TDsHSmo0nOKTn/wk1q1bh7Vr1+Ktt97CyMgI5s6dizVr1uDEE08EAEycOBGnnnoqHnzwQaxfvx61Wg377bcfrr/+elx++eUN33nhhRciHo/jpptuwsaNGzFjxgzcfPPNWLlypWPjdgM6GiTQSAejVqu1dDCAemPTyf4IQHAiGq0elkIIqKqqR3FalW8NC+Y5h1ns7Sd2eiSYhebMmSdG/Hh+tnKajY5Hs5SrdhG7MDq1YY1otGN8fNzRiMbSpUv1ilHNGB0dxR133NHR9y5btgzLli3rZWiewzcyCSQyTapYLOohzWZGszlNahAMbCNCCF3sLYRAOp1GKpVy/GURtJeqFHtrmubKnK2cy0F8ATejndDcyoALcplSMhj43RCT+IOdiIZZU0GcgY4GCRRWaVKAtYHnZdO5IEU0jJiFz5lMpiuxt539ByV1StM05PN5fc7dCtyJs7Qy4FqVKaXQvDU8Ju7TTcpVJBLRtwtbFCBMczHSztF473vf6+FoBgc6GiQwyMohtVoNABrC3Uaq1SpUVe2o6VyvBGlFfxCFz4MocO93WpUpteoM3UnaCulP+uF+tZNyJaseygIlYbl2w+Y0SdrNy6vytoMIHQ3iO62qSZlX8o1pUpFIxLM0Kb8fvMbjYOxs7lVPDL8jOpqmYXx8HNVqtW+6uZNGjAacVWdopq3UEyajL0gLNd1gFbHL5XKIxWKIRCItiyT0W7pgv4yzU9pFNIaGhjwczeBAR4P4hp1qUkYDu1Qq6WlSbukQmqEoir6C5SeFQgGVSgWxWGwghM9yBbxcLnvqWBr3b4ewvpi9wCw0l+e8WVNBCs1JEJDPBqPjAbQvkmCOegTt2u13h7AZXpe3Je8SbiuFBBarNKlWD9xCoQBN01zVIQQVGcUAdjf88atkr9cvIKPAXVaU8nLOQTMABgVj1MMsNLdqzmZeOQ6roRQWwn5ftSuSYE4XtCoN7fcx8nv/bmBHDM6IhjvQ0SCe0knTPSGEno8vhPC1mpRfqUNGLQqwW5eQTCY9H4eXLx5zN3MAiMVigX/50cB1j1bN2ayE5gBQLBYDvXJMBoNmRRLs9KXxI+VqEJ9jQgjkcjmMjIz4PZRQQkeDeEKnTfeMq9kAkEwmfS9Z6+UDWDpZxWIRkUgE2WwW+Xw+1MaSsYoY8G6zxfHx8YF8+ZHWNBOal0qltkLzfsqXDwthvYe7uY7a9aUxO85ep1yF7d4wRj+b4XTDPvIudDSI63SSJlWr1ZDP51GtVvU0qbGxMd8ffF7u36o/hN8vabcjOsbz7lUVMRIuZMpJNBpFrVZDJpMJRX+EII6JOO84WaVctarQ5oZWye/3jNu0qzrFiIY70NEgriHTpORD0k6alFzBN5Zr9bvikVdjMPaHiMVilv0h/D4OThPkMr1BuO68JIwGbTf9ESg0J0GgXYW2dlolRu3epd1zXC50UQzuDnQ0iON0kyYlV/CtyrWG3eAzVtRSFCWQ/SHcOAd2y/SG/fwT72jVHyGIxluYrns76Sv9hB/z6TTlqtOoXdjOkZlm85LVLJk65Q50NIijdJomZexqHeQOz24Zu9VqFfl8HrVarWV/iGadwfsRYy8UWU2q38v0hvXF3K90cj56yZdn1IP4TauUK0btdtPuvSn1GUG1P/qd/n67k8DQa5pUPB5vun0QVrSNhr4TD+V+NbZ7mb9Z5O9XmV5C2tFpiVIKzQeXoJ3rTqN2ABqiHUGbU6+0i9TkcjkMDQ2Fbt5BIfiWDQk0naRJAfVCZ7tdrYPgaDiFsbJSp8a2n8eh1wewOXrVSS8Uv5oldnO8w9TJmbxLsxKlxlXjSqXSd0JzrwnTMeind5Kd8tDy2gXqS0MPwvWby+WYNuUidDRI13SbJtVM6BxknIhoDGJlJbP+pF30ipB+oVuhubFEqd39hIF+MswHAavy0NVqVY+ye1HlyivsRDToaLgHHQ3SMcY0KWl4t0qTklWFuhU6+7Wi7RStKmp1QhAiGp04Wnb1J4Q4iZ/3iJ2UFavGbIOwahxWwnLOjO/xRCKBSCRiO+WqU+c5aORyOQwPD4fmXAYNOhrENsY0KeMKQbObU+bjd5ImZUUQUqe6FWM7dQz6CaNjFY1GHeno7vf5J6QbehWa87oPLmE+N0atRrOUq37qTcOIhr/Q0SC2MKdJtXIwNE2Dqqool8uIxWIYGhrqSegcBEdDYncc5mPgRKpYkI5DM6yaDfb6ovHzRRX04+0G1Jm4SzuhuTnlShpxYeiN0M9jHwTsPO+6SRkMQpW2ds362EPDPehokJbIB4gMmbqdJhVU7M5BahIKhQIAhOYYtIvouOFY+U2n6X2EdEMroXmxWAQAy94IxnSVfrj+wuq098Oxd5NWKYN2qrR5kXJlt7wtcQc6GsSSbtKkZPM1p/Pxg7CSbyd1ym1NQhCOgxljFS0gPI6VFfJlGaSUABJOjKvG8Xgc8XjcFaE56Z6gPYudwKmGfXaqtHmpV2oXpWVEw13oaJAGpEE1Pj4OYLfxaDdNyo1+EEE0sI0IIaCqql6twwlNQtCwcrS8qqLl9/k3Vs4yYlyVC/L1SfobucDTSmjeL7nyJPi4dZ00S7kyXsPN9EpuR+5kHw3iDnQ0iI45TUr+WN3cfqQI+Zk7bmVomxvQOaVJaDWGIBi0xhS5SCQSSsdKIoTA+Pi47kxJp8JqVQ7YXX8+Fov1VUoL6U/aCc2D2BE6TPdDGLVMXr5fjM6z3caY3Ubu2p2rfD6PKVOm9DYh0hQ6GkS/uavVql5GVj4ErB48bqZJWRGEh7nZ0eilAV0/U6lUkMvlQl9Fy+hMSGcqGo2iXC43vBilwynTDEulkv497BhNuqUbo6+d0NyqPKnZ+XCLICySkGDTLOWqVeTOyoHuFEY03IWOxoDTqpqU2dEwpklFo1FX0qSscKJZnlPI0q1yNb/bnhjdEIR+IoVCwZFKYp3gdSTHqLVRFAWjo6NNj728X6LRKCqVih7RapfS0m9CXtKftMqVb1del9dne8J2bILwjjXTS4lo+f9CiJaLofl8nhoNF6FibECRTffK5bJuUJlfKtLAk6kyu3btQqVSQSaT8czJCBrSyUilUhgdHfXMyZB4vSooV+ilXieZTGJ4eDiU514IgXw+j7GxMQBALBbraoVMvhgTiQTS6TQymQwymQySySRisRg0TdPTDvP5PAqFAkqlUsNqMyFuIHPlZTQ6m83q12ckEml5ffq90BEkeK/6h4zaGa/hdDrd9BqWjkmlUoGmaQ3nzsmIxrPPPovFixdjn332QTabxeTJkzFv3jxs2LChYdvf//73OPnkkzE8PIzJkyfj3HPPxY4dOyy/d926dTjwwAORTqcxe/ZsrFmzxpHxekH4rAXSklZpUmbkyuzY2Jiv3Z27bZbnFDKSI8fil6Ht9UqTOT1M/jdoK15OYGysKLU28t+90q2Ql6vKxAuM16fddJVuhea8joNNECMadmiXclUul3XnA9jtWHzhC1/A4YcfjiOOOALVatWxiMZLL72EXC6H8847D9OmTYOqqrjzzjtxzjnn4IUXXsC1114LAHjllVcwf/58TJw4Eddffz3Gx8fx7W9/G7/97W/x1FNP1ekeb731Vlx44YU4/fTTcfnll+PRRx/FypUroaoqrrzySkfG7SaKoFs+MBjTpGQosVU1qfHxcdRqNUSjUWSzWd9WsavVKsbGxjyPopgF70IIpFIpZDIZz8ZgRFZ4Gh0ddXU/ZrF3JpNBLBbDO++842mqmKRYLEJVVUyaNMnx7zZXTctms3qI3ny85fVg5ZjXajUUCoWuK29ZNb0yOjleaD2q1SqKxaJr1cO8Qq6+93tdfBlhSyaTvhdbsKoQZLw+7QjNVVVFJBJBKpXyeviuUCwW9SIgYUG+68I0J2D3szwej+sR5b/85S+49NJL8fTTT+vR+hkzZuD444/HUUcdhblz5+KQQw5x7L7TNA2HH344du7ciRdffBEAsHz5ctxxxx147rnnMH36dADAQw89hI985CO49dZb8dnPfhbA7nOy9957Y968edi4caP+neeccw7uvvtuvPzyy5gwYYIj43SL/n2bENtYpUk1M1aMaVJSt+F3qowfEQ1Z3ldVVcTjcT1P30+80CpIp65QKCCZTOrpYX5HlZxGOg0yHTCbzdpqMuhmRTG5opxMJpHJZPR0AOnYSUcgn88jn8+jWCyiUqnoCwfkXfy+V50kCHMxVgeyuj4jkQiq1apeBlpVVRQKBZTL5dCmBIZxTkAwrjenkedKXsOzZ8/Gz372M7z00kt48skn8f73vx9z587F7373O1x88cU44ogjMDIygnnz5uHmm2/uef+RSATTp0+vc1zuuusunHLKKbqTAQAnnngiZs+ejR//+Mf6Z5s2bcLOnTuxfPnyuu9csWIF8vk87rvvvp7H5zZMnQoxnaRJAfUi2EQigVgsBlVVQ/ngaYYUexeLxYbSrWE+DuZeIGHW4Giahnw+r6eCZbNZx1bwnTQ+zCJIq6hHs267rHBF3MZKpNtKaC5/X6lUmBIYUPo1daoVrZoQRqNRHHDAAXjttddwzz33YN9990WxWMTTTz+Np556Ck8++aSu2esU6XDv2rULGzduxAMPPKDrKl599VW8+eabOOKIIxr+7sgjj8T999+v//vpp58GgIZt58yZg0gkgq1bt+Kss87qaoxeEU5LgnScJiUFf8aGc/Il4ffDx6vVdNnh2pinbyWO9wu39t9u3n7jVNUxY+M9RVF8SQPrBWo9Bot+XDGXQnNz+edarYZSqRS68s/9Nl47hHFO7cjn87oYPJVK4eijj8bRRx/d03deeumluO222wDsLizyz//8z7jgggsAANu3bwcATJ06teHvpk6dip07d+oLYdu3b0c0GsUee+xRt10ikcDkyZOxbdu2nsbpBXQ0Qoax6Z6maS2b2gghdCNTCKFXHjGWt5Xb+Ynb4zCLnu2k0PiFk8fAvLLfat5BuRa6xdjF3G5RA78dSzsw6kGCjNE5ljqoRCLRcH32Y0dzvxfg3CDoz7tuaBXRAHYvtJVKJYyMjDi630suuQRLlizBtm3bsGHDBlx00UVIp9P41Kc+pWthkslkw99JDVOhUEA8HkehUGi6IJZMJvXvCjJ0NEKCVZpUq4d0tVqFqqp6x+NWAtAwPnyAetGzXOFuVVXJb8PTqZeaH13d/WKQupgDvUU9wnqfk2Ahox6Sds5xEDqaDxJhPbbN5pXP53XtkZPsv//+2H///QEAZ599Nj760Y/ii1/8IpYuXaqL7Y3RPUmxWATwriA/nU43pCAat+0H4T4djRDQSZqUMRe/neEVlAeOG6vp5u7mmUzG1nyDYIz1spJmdNzjQy8AACAASURBVDA7LVfsl6PVbeqUUXMU5i7m7eg06lEsFvXt+zHqEYR7lNinnXMs32/GlWljVM7PqEe/3RvtCOO9025O4+PjGBoacv1cnnbaaXjwwQfx3HPP6SlTMoXKyPbt2zF58mTdLps6dSpqtRp27NhRlz5VLpexc+dOTJs2zdVxOwEdjT6mlzQpO7n4QUqXccrINetROhE9+/1S6VWf0EzkHjaMc/VK2O73tdEJzQy7SqWCcrkMRVGo9QgQYTrWnfTb6LYbtFdRjyC8F90gTNebkWbzyuVyyGazrs9bZhBEIhHstddemDJlCjZv3tyw3VNPPYVDDz1U//dhhx0GANi8eTMWLlyof75lyxZomla3bVCho9GHdJomZcxPj8fjyGQytjQIQXI0esXoaAFo0KPYQTYw7DeMzeh6XdkP+rVg1XivVwdtEDA6HvK+oNaDOEmv95J0JoxCc7PzwWu0e8L6rGs3r1wu51izPgB48803MWXKlLrPKpUK7rjjDkyePBkHHXQQgN0RjvXr1+OVV16p66Pxpz/9CZdddpn+tyeccAImTZqEtWvX1jkaa9euRTabxaJFixwbu1vQ0egz5Mqj3TQp4yp2p1V2guRo9BLRMDpa7fQoQabTFCJzM7peRe5+pye0Ov9Oz9W4304Iwr3iBKxw5T9huZbcwnjNGbtBG53jSqXi2jUaRjE4EL6IRjsxeD6fdzSiccEFF2B8fBzz58/HtGnT8Nprr2HDhg344x//iO9///v6e+maa67BT37yExx//PG4+OKLMT4+jm9961s45JBD8OlPf1r/vlQqhVWrVmHFihVYsmQJTjrpJDz22GPYsGEDVq9eHfhmfQAdjb6h0zQpqUFwYmU3CC+8bhwNp9OF/BaDS9qNwRy9CbvYW0YxgO4iVWQ37Y4ZK1yRoNOt0NzofAwqQXi3+YGxtK0TfPKTn8S6deuwdu1avPXWWxgZGcHcuXOxZs0anHjiifp206dPxyOPPIJLL70UV111FZLJJE455RTcdNNNDXbKhRdeiHg8jptuugkbN27EjBkzcPPNN2PlypWOjdtN6GgEnF7TpHpZ2e1nw8DYGyIsQmA743czehMUR0viZuO9ZgTtGPgJox7ELu1Wld3CrtDceI12IjTn9Rt82l17UgzuFEuXLsXSpUttbfv+978fP//5z21tu2zZMixbtqyXofkGHY0A42WaVDOCYljZHYcbKTSdjsFtrMZgLuPab83oWmFOnTKX5w3TXPsdRj1I0GknNK/Vag1Cc3N53TDilzPoBa3mlM/nHdVokEboaAQQqzSpZlU0zGlSTq/eB8W4bjcOc9dnN9KF/D4WzeZiLNXrdvTG72uhm8Z73eL3+Q4DjHr0zqDP3wvaCc2N5XUB6E6Kpmmh1WqEBTvlbbPZrEejGUzoaAQMWX4VQNsXrRcdrYNibLWq+GTsl+C28RkE5PnopVRvN/j9Mi2VSrb6v5Bgw6jH4NIv586O0ByALjYPg4M8yBENJ1OnSCN0NAKCMU1qfHxcX5lutq05TaZVR2snxhZE/DC0gxDRkGLvfD4PIUToBdDypV4qlQKrtwnaePoJRj2sCepzd1AxCs1liq6MmlNoHlzslLedPHmyR6MZTOho+EyzNKlmN4fXIuegvMCNx8TcfNBrQ9vvUHmhUECtVuuoJ4oTeO1oGXVHwO6KUqlUyrP9E//oJepBAz14hPWcGNOtAHsOslHzEZT3q5EgjqkX2r2v8/k8Zs6c6eGIBg86Gj4ja30DqNNimB/MxjQpp0XOrfB7Fd88DnO6mNeGtl9I5wrYvZrmdhTLb8xNBmWXby/ptG+J3LbfCeIcOo16ANCvmTBHPYi/mK8pO0Jzq6iHUWju13UaxPveC5xu2EcaoaPhM/LBYn64GFfvZZqUWyLnduMLQjdsuaK5a9cu36oqdWN4OoFRgwIA6XTalypLXlwLVlXDFEVBsVgc2BchsaZZ1KNYLOrGHbUewSIsx7yTZ1E3QvNBqHLlFbJiZzOo0XAfOho+Y+VkyNV786quH7npQYhoVCoVlMtlCCECm6PvBsbUoWg0iuHhYYyPj4dy7q0a7wXB0SXBxxj1UBQF6XSaWo+A4Pc7JEi0EprL1EBzeV1j5MOt63RQxeCMaLgPHY2AUq1WMT4+jlgshqGhIVdFzu3w6yVhXN2ORCK6HsMvzP0c3MSoxZGd3SVhe2n70XivF/zW6BD7hKHCVRDGQOpx2iiXQnNj1MPsfDS7Tp0UmofxWrMjBmdEw13oaPiM8caWYX/5QPE6TcoKP/ZtbsiWzWb1ClNBMPLcNPTdbDjYK05Ht6wa7wVJd+JXqhxxD1a4Iv2A8To1Rj3cFJqHbQHLSLNjIYRALpfDyMiIxyMaLOhoBARj0zVZOSWZTPo9LM9Tp4x6hEQigUwmg0gkglKp5NkYmuGmgWGspAW0djLD8EIwNt4znmcrvIwkdQuNz/4lqFGPIF/v3RK2+8TL+XR6nXYjNA/b+QHa30eqqrJhn8vQ0fAZTdOQy+X0FeyRkRGUy+W6HE0/8crRsNIjGBuyBWF12S2Dtxuj2w+cuBbMPWDYeI84Ta/XKKMezhM2pykI82l3ncp0K2Oal5XzYfzbsGEnxY0RDfeho+EziqKgVqvVrWBXKpXA3PRuG/hSBGzWI7QKdYaFbozuIIjzu8UYrQqrqL9fzw1pTVCjHoQYsSqva1doLq/pQUIIgXw+TzG4y9DR8JlIJIKRkZG6F1E/G5OdYO6J0UqPEIQXtZMRjSBUFPMKc7Sq0w7u/ZA6RQYLRj1Iv2AlNDeW1zULzeXCVxic5HYRDbnAydQpd6GjEQBkRSVJENKE3ByLuTeIHRFwWIxNKWovlUpdVRTz0wntZt9Gh6pdtCpohOWaI97gVtSjX+4XO4RlLv1cCrZZeV1ZbAVAX3Y0b0Wz8eZyOWQyGV+reg4CPLoBJKiOhhMYRe/JZBKZTMbWHINg9PUyBrPY29gnIoyYHaogVc/qFjtiSkIkvUY9wuTghmkuYUQ+16LRKFKplG2hudHxCOKzsd11l8/nGc3wADoaASYID2enDHyj4dlN+kyQ6PRYmFPEeu0TEfSIRrlctmy858W+CQkynUY9AOjPzH5PYwkbYT4XdoXmRifZyvkICs3GMj4+jqGhoUCNNYz0p6UXMsxGVBBW7yW9jsWplfwgHJNu6pIbxd5DQ0NIJBKejsFL+q3xXjfI3OawzYv4QyuDrlwuU+sRUILwbnaDdunLZqG5WevRTGhut7yu09hp1seIhvvQ0QggQXxxdPNg7aRsazuC4GjIcdgZg7HCUicpYk7t303MKX1Bb7zXLcZrTggBVVX1fi5hyFsmwcRo0NVqNWQymdBUuAry2Aadbt4r0pmwKzT3+lptp6XJ5XIYHh7mdekydDQCSFCMaqC7F4OxylAYeyW0Oi9Gg7TfU8TMWF0LTjqT7fbt1/1QrVaRy+WgaRqSyWRduos5zaVarVrWqCekW8JQ4SoI7zKn8fuYuoETKa5WQnOjk1ypVAJzrTKi4Q3hsID6HPONFURHw+5YZJqU01WGgnJMWs3Frbmb969pmqPf2Q2D0HhPXmuqquqCdvmylEaf0eArl8vQNA3FYhGA/y9R0v+0qkTFvh7+4fd7yA3cmpMsr2vcTydCcyf0jO0iGsRd6GgEkKAY1UbajcWYn+9WlaEgpA1ZjcGsTQhDhSUr5HVZqVRQKBRC3XjPKGg3ztHs5BkNvkqlgmg0ikQi0dLga9aZl5BuCUPUg/iHl+V6vRaat9qWVae8gY5GAAmSoyEfCs3GIvPzVVWFoih1Hc7dGEsQjonErE1wc+4SP4+B3G8ul/M8LcyreWuaBlVVUS6XEYvFUK1WO9KbyJei+SVqdDzMgkmz40GDjwC9P/+DFvUI03UdhNLzYaKd0Lzb56ad8raMaLgPHY0AYHWDBNGoNmMWPKfT6dBX45HnpVqtQlVVVKvVgZi77H8CwFFxe1AwV0fLZrOIRqMYGxvr+btbpQ5IY8+4ouhXmcgwnc8wzcUp/Ix6BOldRpoTpPumndDc+NwEmkeLW81Jlrcl7hJey6jPCZKjYb5RZaqQNMJGRkY8KWUahGMinYyxsTFomobh4WFPy7h6fQzkuR4fH9fn2E/dve2gaRpyuRzy+Tzi8ThGR0ddbaYojb14PI5UKoVsNotsNotUKoVYLKY7PYVCAfl8Xi8uUK1WA6HPIeFBOhOJRALpdBqZTEYvQR6LxaBpmh61zefzei8ks5E3iITpGdgP51Jeq1bPTVk2vlwuo1gsIp/P60VK5KKO1RxVVXUsorF582ZcdNFFOOiggzA0NISZM2di6dKl+NOf/lS33Xnnnac7UcafAw880PJ7161bhwMPPBDpdBqzZ8/GmjVrHBmvlzCiEVCCYFRL5FiMq75CCM+7W/t9TCqVCmq1GgC4JvYOElKnIM91JBJBLpfzZSxunHtzFKPXPie9XAsy6mFevWuWs8z8euIG1HrYg6lTwcBOtBiAnt4cjUZxyy23YN9998WRRx7paETjm9/8Jn79619j8eLFOOSQQ7B9+3asWbMGc+bMwf/8z//goIMO0rdNJpNYt25d3d+Pjo42fOett96KCy+8EKeffjouv/xyPProo1i5ciVUVcWVV17pyLi9gI5GAGj2wAqSo6FpGsbHx/Wc9TA2Y2uGMW9fvoTT6bQvY/HC2WrWeE8+tINyXfaCsVt7s7K8VlopL51qq5xlVhUiXuOU1oPXZHDxUgzuJkZHOR6Po1AoQAiBZDKpl2L/3ve+h23btgEA9txzTzz//PMAgLlz52LOnDlIpVJd7fuyyy7DkUceWef4LF26FB/4wAdwww034Ac/+IH+eTwex5lnntny+wqFAq699lqccsop+PGPfwwAOP/886FpGlatWoULLrgAEyZM6GqsXkNHI6D4vXovMeZFOtXdulu8PiZWefvlcjkQ58UNrObrtrjda8zFC5y+nt28NqxE5saVZmN9+iB05SW9E8Rz1k3UQyJLQwdxXp0ShjmEHSFE3XMwkUjgueeew8svv4ynnnoK3/ve9/DWW2/hmmuuQbFYRDwex6GHHoq5c+diwYIFOO2002zv6+ijj274bN9998X73/9+PPfccw3jkim7IyMjlt+3adMm7Ny5E8uXL6/7fMWKFdiwYQPuu+8+nHXWWbbH5yeDsSTdhwThIVapVLBr1y7dyRgdHfXNyQC8dTRqtRrGx8cb8vYjkYivjoZbx6DZfI3XoZ/V0JyYt5yjqqpIJpO+X8+9Ys6vz2azejpjJBLR8+tVVdXz68vlctN85bAQ5rkFlXZaDxkFCYvWox/H3IqwRDSssJrT3nvvjdNOOw3VahXf/va3MTY2hi1btuAf//EfccABB+CBBx7Ad7/73Z73LYTA66+/jj322KPuc1VVMTIyggkTJmDy5Mm46KKL9HLqkqeffhoAcMQRR9R9PmfOHEQiEWzdurXn8XkFIxoBoFnVKb+En+YSn9FodGByUs2N6PyM4HjBoDTekwZ3r3MM8j1gThsA3i2tK9NcrEpEylQXEiz62Zg1Rz3kdZhKpaj1IJ7R6h4SQugN++LxOA4//HAcfvjhWLFiBQDUPSu7ZcOGDdi2bRu+/vWv659NmzYNX/rSlzBnzhxomob7778ft9xyC5555hk8/PDDeori9u3bEY1GG5yURCKByZMn6+lf/QAdjYDiR+pUs74Qsoyr37h9TGQJ11aN6PxOaTNGFXp9EZvLE9stWdtPBpDMy5VliMNWlrcdzUTmxtx6c4qLvNdp7BEnMTq2gP99PXolaONxgkGbUz6fbyoG73WB8bnnnsOKFSswb948fOpTn9I/X716dd12S5YswezZs3HttdfizjvvxNKlSwHs1mg0G0MymdTttH6Ay1gBxWuDVpZsVVUViUSiLnXGb+Na4tY4jCVcgd3lepsZpEE5Fr0ghICqqg3lidu9ZPx8CXV63GWahkz9k2WIO5mDn6libmFVIjKTySCVSukGoOz8HoYUFxIMrK4dY/RNLgJks1mk02ndwKpWq3XlSovFol79z8/rMWz3QtjmI2k3r1YaiV547bXXsGjRIkycOBF33nln2/fOJZdcgkgkgoceekj/LJ1ON42qFItF3wrSdAMjGgHAT4NWGp2lUgnRaNQyrSQMxrUVQghUKpW6Eq5eluvthl4jGnK+mqaFtkSvMVLTLDLVLXIVNkwYa7nLyE8kEmmb4kKROXEapypcke4I0/GzoztpFdHoll27dmHhwoUYGxvDY489hj333LPt36RSKUyaNAk7d+7UP5s6dSpqtRp27NhRlz5VLpexc+dOTJs2zdFxuwkdjYBgNubdNu7NRnY/GJ1OHhNjedN4PI5MJlNXStSLMXiJpmn66nQsFsPw8LCt+RoJ+gq/jGIUi0VEo1GMjIzUlRp0myDfO53Qytgz9vWQNOvIS3onTMeym7kEsa9HGIXTQX2mu0mlUkGxWHQ0olEsFnHqqafi+eefxy9/+UsccMABtv5ufHwcO3bswJQpU/TPDjvsMAC7GwEuXLhQ/3zLli3QNA2HHnqoY+N2GzoaAcXJXHwznRrZxoZ9/ZQ+Y4VVedN4PN7xvPw6Ft0Y++bGe0GP2ljR7ty7GcUYdFqJzKXBZyUyNzoePBeDjZPPS0Y93CFsx6WdQ5jL5RCNRrvum2GmVqth6dKlePLJJ3HPPfdg7ty5DduUSiWUy+WGbuSrVq0CAJx88sn6ZyeccAImTZqEtWvX1jkaa9euRTabxaJFixwZtxfQ0QgobjgaVhWV7BjZQXkA9XpMzOLndDrdcbWdoBwLO5gb79mN2rQjSKtfbkYxunHqgnRs3ESKzCVWInPji95c4aqf7iO/GJRrqVf8inqE6RoexGtNpk05dR4vu+wy3HvvvTj11FOxY8cO/PCHP6z7/dlnn43t27fjsMMOw5lnnon9998fAPDAAw/g/vvvx8KFC/Gxj31M3z6VSmHVqlVYsWIFlixZgpNOOgmPPfYYNmzYgNWrV/dNsz6AjkZgaLZi69QDwE5FpVZjk2Ppx4er2Rh1orxpkCMabjXeC9q5HwS9Sb9gNN6sSus2i3oYjT1CnMLNqEdYjfKwPTvbRTTGx8c7LhDSimeeeQaKouDee+/FvffeW/c7RVFw9tlnY+LEiTj11FPx4IMPYv369ajVathvv/1w/fXX4/LLL2/4zgsvvBDxeBw33XQTNm7ciBkzZuDmm2/GypUrHRmzV9DRCChO5cMbe2J0u+IblNz8box8aXAPijFqLOeaSCSQyWRCZ8SZCxiMjo46EqkhztKstK5R58E+CoOD32m3QdN6BAm/3+1u0uy85fP5hhSmXti0aVPbbUZHR3HHHXd09L3Lli3DsmXLuh1WIKCjEVB6faiZV7X7NTffSCcOj7npYDfi517H4AbN9u9Vo0G/xPByv8YoRhiu6UGim1VmiszDQRAN2W6jHtJZ4fUYbOyUtnUyokGaQ0cjIJgv9l4M2mq1qjfZc2JV22/juhPcShsKMt023usn5Orj+Pi4o45jO6yqwRFnaLbK3Epkbk5vCfv5CPv8goTdqId8HshU3DBEPfo1LdoOrcTgTpe2JdbQ0Qgo3QpRpRYhEon0pEXodSxu0G4cXqQN+X0sjPv3o5yrHxGNcrmMUqkEINiRuX4tfRwkrETmZq2HXGVuJTIP4vVB+g+rqEe1WkWpVEIkErEs9cwKV8HATkSDjoY30NEIKJ0atG5qEfw2rtuNw5w25JSD1ckYvEaWKA6z9sSY/iZf6k6VIiT9QavSujLyYY56aJoGRVGgaVpf65PCtsochrkYIx6ysWUYtB5CiL6+V6xoJwZ3o1kfsYaORkDoNnXKWMLUrZSSoBjXVhhz9gepf0KhUPA0hchrZO8PYHf6W61W06MaftLu2griPRI22onM5f/LXjnGVeagGnphJ0z3hXku7OvRn4yPj9PR8Ag6GgGmVSqGufHcIGgRjA6PudP10NCQJ12g/XS6jMZ3IpHwRcjmdnqQMYoRj8eRzWYRiURQKBRc22crrOYb5nusHzEbeqqqIhKJIBaLNaRbATT0iLv0a4WrsN0H7SKCjGh4Bx2NANPMqHOi8Vyn4wD8X5WS45BRDCDYOftOYa6gVa1WEYvFQjXndiJ+6h9IJ7SKepgNvUEUmZPe6eQaCXrUI6zP1lbHLZfLYeLEiR6OZnChoxEQrG4Is3FlXMX3SvzbbCx+UKvVAAClUqlutdtLvHS6mhnfb7/9tuv7boYb14Ex/S+svT+Id1hdn60MPWNfD4nclulWzhGWY+jE8y+IUY+wnB9Ju/OUz+ex9957ezSawYaORsCRL0RpcAohfFnF99PRMIq9gd1pQ36HPN0+Fq0qaAXB6XMCsyPlVu8PQsx0IzI3az28Gme/E4ZnlRf4GfUI6zlqlzrlZMM+0hw6GgFGVk4ZHx/3vdOzX8atOU1MRnP8wosQtheN9/ym01LExkiS18aX3es+DEbhINMs3cpo5Bkr2VBkPpi0q2bkFF5FPbyaj9ewvG1woKMREMw3ufElF2aDsxlCCKiq2pAmVqlUfF99ccvpstt4z8+IRq/7NhYx6IfrOmwvX2Ifo+Emox5Gx8O8wmxcXXYir97v5xwJHkHXegSJdiV7GdHwDjoaAcRYslVRFIyOjvr+gPDSuHWzJ0gQMTfec7MPiJ8Yoxhh7WDez/BctEeuFNsRmRuNQorMw3V9BWUuTkQ9jN81SLC8rXfQ0QgQ5upC0WhUdzb8xgtHwygKjsfjlj0igqBPcHIMRqfSrlPld0RD07SO/saJhop+pk51gt/XJvGWblaYjavMQb6WnSJs90TQ59PpNSmdjVqtFqprstW7QgiBfD6PkZERj0c1mNDRCAjVahW7du0C8G51oUKhoFda8ptuDEy7yHQaKfZu1RMkLI5Gs9SwsFGr1ZDL5dqmgxESBpqtMBuNvFYi80GPehDnsRP1AHYvelUqlcD09XCCduVts9msh6MZXMJn2fQpsVgM6XQaiUQikNWF3NQl/H/svXmUHGW9//+u6uq9p3v2LZOFaEIWspIECIgkSAgS0a8ieIGLeFm+IhiOyNeN87vcc6JwVXKOnotyURYVuLJ6IUCCSAwkYEISSCLLhOzLZGYyM5mZnt67tt8fk6dSXdN719pTr3M8kZmerqeqnnrq834+Wzwel8JptO4JYgZI471yK4gZPS+KObYaXgwzYPS1trE+JMmcUCjJnIgOe96ZF6sa3gS5mOB5HolEAm63GwCqJtejmPK2tkdDH2yhYRIoioLX6814OKrZyJHnJZRiiJrhmpQ7BmXXa5/PZ2gFrXIo5gUjT2r3eDzwer0Vv5jM0jSSxDszDGPpnT4b48iWZC4vrSv3erAsK4W0ZIurtxLV8qwYvQZpBRESBKP7elRCoUpaoigiGo3ayeA6YQsNE2OmuHSj8xLk49AqhEsrCnW9LhUziK1sKJPaqykcTH5uADK6SpMXrhnviY01yFZaNxaLSbvHVjLylNjPhbnJZZRXc4WrRCIBQRDs0CmdqA4roEqpNqGhTHbPluxdDEa/uEq5FqX2izA7uc5d7sWotkphgiAgHA5DEISM85J3lCZGIABJaNkx9zblQuaMw+GQyj8T487qRl41MB6vr159PdSgkEcjGo3C6/VaMpzXithCw0TkMuKMNqyByoSGmjv6Zljgi/GqaNkvwkxeHb28GEaETslj6cm50TSNdDo9JsxAEASkUqkM8UGQlzg1++6zjXlRhk0pjTySzCv/rC141ccM72M1qaRhn1W9HrFYzPZm6IgtNEyMWeLSgfK9K2rv6Js1bEhOsY33rIj8+lcSAmd2yD0kDTODwWBegUdenjzPw+fzZcTcC4KQtdKQ0S/bXJj9+SoGs11TLchn5CkFrzzJ3CjBOx7uyXjHLF6PQuJpZGQEgUDAnpM6YQsNE2Plh0BZdUitHX0zCI18nqdyEtzVOr5ekPjxVCpVUQicGVF6aBiGKWs3OFvMvTz0xW7sZlMMpVajI0ZetiTzfIJXyyRzo9drtSnUcdqqaLXmGOn1yPW3tkdDX2yhYSKyJWMB5lioS/FosCyLeDyuatUhsyPf3a/mcyY111OpVFmlectFj2chW55JNBpV5buVL1ugcMy9HW5lUynlCF55bw973lU/etsXeng9iiltW1NTY89vnbCFhokxq9DIhSAISCQSmjahM3o3XzkGIxrvGXENyL0lO6KhUKhqvRjKe6jVtc4Wc2/VcCsbddFqzuUSvEojj2CWmHqzUW3Xwejz0crrkevnkUjE9mjoiC00TIxVhIYoitKOfrlN6MoZh1GLIzH0SYK7IAi67u7rjbzBoNPpBMuyVSMyClXL0lPU2eFWNkZABG+2eZdvd7nUeVct89MM72M1MeP5VOr1KFQshXg0bPSh+gINLYyZQ6cIyrHwPI9oNIpoNAqGYRAKhaoqKTgbZLclGo3C4XDofs56Gb+CIIy5tyTPxgh3u5rHJZ6okZERAEAwGDRduBt5ebpcLng8Hvh8PknQMgwjVbqKx+OIxWKSx4nneVOtGXozns9dDeTzzuv1Zsw7h8ORc97JO5zLse+H+THTupeLfPNSvh7KPe+55mU0GlXNo7Fjxw7ceeedmD17NgKBACZPnoxrr70W+/fvH/PZzs5OrFy5EjU1NWhoaMCNN96IgYGBrN/72GOPYebMmfB6vZg+fToeeughVcZrBLZHw+SYIVSIjEOOvHwrRVEIBAJwOp2aL1hGejSIF4M0bau08Z6ZIV4MIPM85e5rq1Jpz49S3fRqkWuXzw63stGSfEnmZIc527wj/5rh/aU21fQsWfX+5PN6kA0Xudfjhz/8IVKpFJYsWYJTp06pJjR+/vOfY+vWrfj617+OuXPnoqenBw899BAWLlyIbdu2Yfbs2QCArq4uXHzxxairq8MDDzyASCSCvBkQagAAIABJREFUBx98EB9++CG2b9+eUTjmkUcewe23346rr74a99xzDzZv3ozVq1cjHo/jBz/4gSrj1hNbaJgcswkNURTHlG/1er26VeEwysvD8zzi8bgUNsTzvGEiQ8s5IQgCYrEYWJaF0+mE3++vmgoravX8KFQ6UU8RbIdb2RgBmXcEec8ZYuAp1yiydlo9ydwM72O1sfL9kCMvaEBCmokobmhowN///ne8+OKL0vv7wIEDuOCCC3DBBRfg/PPPR0NDQ8nH/P73v4/FixdnPA/XXnst5syZg//8z//Ek08+CQC4//77kUgksGvXLnR0dAAAlixZgssuuwx/+MMfcOuttwIY7Vp+7733YtWqVXjuuecAADfffDMEQcCaNWtw2223oba2ttJLpSuUWI1PjUURBCGjwzAAhMNhMAxjeOKSKIoYGhrKiNH3+Xy6d9ZkWRaRSES3ZGRl4z2ycMViMdTV1RmyQCeTScTjcdTX16v2ncqmij6fL6uQSqfTiEajqK2t1VWACIKA4eHhsssky8VxKVXBSA+YUCgkjSOdTmc10lmWRSqVgt/vN82LO1tSpTx+WSk84vE43G63pTvmRqNRuFwu1RpkGgFZYzwej+bFJbSCCI90Oj0mZt7K3rZqmF9yEokEAMDr9Ro8EvUgzVN9Pt+Y38ViMfz4xz9GV1cX/H4/tm7dir6+PgDAtGnTcPHFF+P3v/99xXPy3HPPBU3T2LFjBwCgpaUFy5YtwzPPPJPxuRkzZmDixIn429/+BgBYv349Vq1ahfXr12PlypXS57Zt24alS5fiySefxPXXX1/R2PTGmivYOMMMWpAIIJZlDW3OpqdHI1fjPRImYFRCutrhY3IvhhpNFbWg3PuuV+dys1JquBUwOu/JzqCVDEAbc0GSzMkc8/v9ujduU5tKumjb6Ee+94Tf70cqlcIVV1yBu+++G6Io4vDhw9i6dSu2bduGcDhc8f0VRREnT57EnDlzAAAnTpxAf38/Fi1aNOazixcvxoYNG6T/3rVrFwCM+ezChQtB0zR2795tCw0bdTE6dEoQBMTjcckYIaFSRqGH0NCr8Z7REG8N2dEqxltgxgIFuSjXi1Ht5Au3IrHNpF+KHW5lDFZ4vkqlnBKm8lwPe95pw3hsQBiLxRAIBKTPTZ06FVOnTlXNgH/66afR3d2Nn/70pwCAnp4eAEBbW9uYz7a1tWFwcFAKV+7p6YHD4UBjY2PG51wuFxoaGtDd3a3KGJUIgqDZPLCFhonI9mAYtbgqjVC/349YLGb4gqS1oVtM4z2jjW01PBo8z0thQWb1YpSLvCv9ePRilIo8rjmdTsPlcoFhmAyvh91M0KYScr3bcnnbciWZK3sn2HPPJhuF3s3RaFSz8rZ79+7FHXfcgaVLl+Kb3/wmgDPhaW63e8znPR6P9Bmn04lEIpFzw8/tdkvfpTbkORweHkYqlZIqMaqB/fY1ORRFFawJrTa5jNBEIlGVO22AMY33jECZc1JuzoNZy9uq7cVQehTHg2FDjL9sVYbs6lY2pVLKWpEtyVw+9+ReDzJPjRC91TTHjexJpRWFvDRyj4aa9Pb24sorr0RdXR1eeOEF6boSgz2VSo35G1LFknzG6/WOCWeVf1ariJIdO3bg9ddfx4EDB9DT04PvfOc7+MpXvoJ0Oo3e3l74/f6ykuUBW2iYHj1DpwqFDBkdxkXGAKhr6JbaeM9MHo1SkAtIec5JOcc2G3p6MYwqb2skdnUrGyPIV1q3kOglYllNjH7/2VQOKbSgtkcjHA7jiiuuwMjICLZs2YLW1lbpdyRkioRQyenp6UFDQ4M0v9va2sDzPAYGBjLCp9LpNAYHB9He3q7quAHgqaeewp133omRkRF0dHSgq6sLK1asADAaUnXTTTeB4zi8+OKLaGpqKvn7baFhInK5l/VY3IoNGTLLQqvGOOT5JwzDoKampqhKVkYLjVKRG+HVmHNi52LoT754e2W4lZE7z1bHvk5jKVf0mjnJ3Giq7ZoU8tJEo1FVPRrJZBJf+tKXcODAAbz55puYMWNGxu8nTJiApqYmqQKVnO3bt2P+/PnSfy9YsADAqIfhiiuukH6+c+dOCIKQ8dlKIDkZ77zzDu6++25MmjQJa9euxfDwMG666SZJiHk8Hlx88cV49NFHsW/fvrKERnUEZVcxWhv3pOJQJBIBTdMIBoN5d7qNNq7VWBBJ+FA4HAbLsvD7/UWLDDNQitDhOA4jIyNIJBLweDwIhUIViQwjRZbyWSAeOHl373K8NGpj9DNiBPJdZ9LF3O/3Z5RnTafTSCQSiMViUphirm7S1Ygoijh16hTef+edMWXMqx0tn0kiJlwuFzweD/x+P3w+nzT35B2jSSfzcudeNVadqtbnr1AyeDAYVOU4PM/j2muvxXvvvYfnn38e5513XtbPfe1rX8Orr76Krq4u6WcbN27E/v378fWvf1362fLly1FfX4+HH3444+8ffvhh+P1+XHnllaqMm4TkP/3000ilUvjd736Hyy67DA0NDeA4LuP6TJ48GbFYDOFwuKxj2R4Nk5EtJlyLhSBb34RiQ4aMppJrIm+8V24StBU8GrYXQx3M5MWzGuM93EoQBHR3daFr715ET55ErLcXTDQKv8OBbcPD+NyqVTn/tprmnBHnQrwX2eYez/NgWVaae+M5ybwahRNQXDK4Wh6N73//+3jllVfwpS99CQMDA3jqqacyfn/DDTcAAH7yk5/g+eefx7Jly3DXXXchEongl7/8JebOnYtvfetb0uc9Hg/WrFmDO+64A9dccw1WrFiBLVu24Omnn8b999+verO+vXv3Yu7cuVKoVzQaBcuyUu8oAAiFQojH42XPE1tomBy1eyYAmcZ2Kd2fjUhMzzWOcnaiSBI0RVFlJ0GbgUJCR0sj3GiRRbwYdkUp66FnuJURhlMqlcKR/fvRf/gwYr29SPT3w5NMosbtho+i4AOA01VnBnbtwuDSpao23bTJTSlzDyhcWa3aDPNqopB44jgOiURCNY/Gnj17QFEUXnnlFbzyyisZv6MoShIaHR0dePvtt3H33XfjRz/6EdxuN1atWoW1a9eO2QS8/fbb4XQ6sXbtWqxbtw6TJk3Cr371K6xevVqVMZOxAaNzPRKJSEnmJDldfn16enrAsmzZIsd+Q5scNYWGcpe7VGPbqru7uRrvlYvRxnYuxkNzulQqBVEU7VwMDdD7WlaS6GuG6laRSASHPvkEw11diJ08iVR/P4KiCK/LhRoANQBwunSlkgaaxo5XXsHlp8tf2uhLuXOvWjH6WdKTaDQKmqalsrKVsmnTpqI/O2vWLLz++utFffaWW27BLbfcUu6wCkLu+fz58/Hf//3f2Lt3L1paWqTfyzdB/va3v6GtrS0jwb0UqssKqQJyGfOVGrVqGNtmERrFjkPrxntmqjrFcRyi0SgEQTC0c7sWEIFMxHY1CiibUcwabiWKIvpOnsTRzk7EensR7e2FGA4j5HDA6XCgFgBKWFsoioJ45AgO7d2LqYrE0WrECmtRrrknbyZI1lziUSUCxKpJ5mZ4n6tNIY8GKW1bLX2jyoWc/80334zf//73+OEPf4gHH3wQx48fBzA6x1mWxW9+8xu8+uqr+O53v2sLjWql0t1ztftDmGFhKkZosCyLeDyuafiQGdDbi6G3N4fneUSjUalTNWkmpydmmPPjlXLCrYDR/IhKvMAcx6HryBF079uH2MmTiPf1wRmLIeh2w01RcANAhaGXQacTH73xBqZMn17VRo9Vnx/53CMbVCzLIpVKSQ0t5eFWZvO4lYKVxlopJD9jPJ1zPmbOnImf//zn+NGPfoTly5ejubkZwGhOyZEjR7B//37Mnj0bP/7xj8vu4WELDZNTycMg7w+hxi63mR7MXC8vvRrvGendIfeB4zhV76+ZUIb5BYNBxGIx3cdh9ryA8UYxIS8ApGTfYo2/eDyOI59+ilPHjiHW24tkfz/8LAufywU/RcEP5AyDqoTg8DA+2LwZiy65JOf52pgPl8slvQPkSeZWK3BgVRGYj0IeDbVL21odURTx7W9/G62trXjyySexb98+uN1u7NmzB06nE7feeit+8YtfZCSHl4otNExGrqSzUhYEUrKWJHurVbrVTKFT2VBbWJkVcg+SyWRJ/T+0GIMWyL0YVszFMMMzMp6Qh7yQZlxOpxMURWU1/miaRiQSwbG9exHp6UH85Elwg4MIUhTcTieCAII0LSVua4mLYdC1dStmLVkCn88n/dyeQ9Ygn8dNHnJFkCeYW83rYTXyCQ2/329f+9OQ8MCvfOUr+MpXvoJDhw6hv78fXq8Xs2fPVsW2sIWGySlFaJDKSolEAgDg9/ulnRe1x2LkQ6qsflVu471Kx2CEMUAaKwKA0+nU3QWs5bGyeTHMmIthFsFtkxulx0MURbAsi0/e2oQt6zdgos+HoNMJxuFADUWBOm38GUGjIGDba69huayWfrVRbUZdrvORe9wISuGRLclcLjz0vFbVWN5Wz9K21YBcKAPA1KlTMXXqVFWPYb63uE0GxQoNEkbDcRzcbje8Xq/qL04zCQ1iPMh7gagtrIoZg14oxZQgCNKubTVQjBfDNvBtyoGiKJw4cAB9f92AmZEw9sRjUndbZc4H+TxJ7tVDfNAUhURnJ3q6utDW0aH58fTG6PeFmpSz/hCPm/w7ciWZV1rW2eYMduhUYdLpNF588UXU1tbC6/VKkSDy/+92u+F2uyuyrWyhYTJKDZ3SurJSrmMajSiKUmOZchvvWYV0Oo1YLAZRFKXGisPDw4bmiKh1bLM3FjSLuLYpj1gshk9fXYe2A/uxwMkADgfOq6/F7v5+TJaVcgTOGIDyf4HMXWqtdpzrGAa71q9H66232vOsysmWZC4Xu7m8HkR4qPmesz0a4xPyPuvt7cX1118v/ZymaUlYeL1e+Hw+BAIBiKKIKVOm4KWXXirreLbQsAC5DDsSRqNXToIZFiO5G1oURcMa7+mxuy73YpTSWNEqWD0Xo1oxw0ZCpYiiiM533gH+sQXzRAG088yrbkZDPd49cGTM3xADUP4dctEhr26lFB9q4OrpQeeuXZi1cKEq32ejPlptOJRb1pkID3vdPEOx5W3HM+Ta1NTU4J577gHP8xgeHsbIyIj0v+HhYfT19eHQoUNS9Ei52ELDAiiNWiNyEsg4AOMMEZ7nEYvFpBd+KBSqKsObQOLJSS5GtpAwo6teVXLscr0YduiUTTH0dR3H4N83YsbQKfidTiCLwdHK0IjG4wjIErCVZIu3J6JDi3Arn9OJA5s2YfrcuRljqAaq5Tz0QplkDiBDeKidZD6e7o/t0ThDXV0dfvGLX+T8/caNG/Hv//7vWLZsGX7605+WfRxbaJiMbA+8GXIS5GPT29hTGqYul0sqXWkUWhm9yoph1ejFIGJRjS7tZqJazsOqJJNJdL72CoIf7sECjwd0HvF6WUc7/nikC+dMmVLSMZTPotrhVrXxON574w2ct2JFSeMyM9W2OWDUc64MmyqUZC4Puco1B6vt3gCFvU6xWAzBYFDHEZkblmVz2p2XXnop3G43rr76asybNw9fL7NghS00LACpshSJRMBxnGE5CUYIDXlHcxJek0qlKnLjqYGy8lWlKEVkoZAwo3f3Sz222XMxcmHnaJgfURSxf8cOpDe/hTlcGnwRlcpcDAMPJVZ8X9UOt2IcDgx88AGGFy+Gp8zmWDbaYSbDPFuSuTLXQ9nMMluSeTWua/nOKRqNor29XcfRmBv5+iW/bsS+aWtrw8SJE7Fu3TpbaFQr8goVNE0blpOgN/ka71Wb8cfzPOLxuGUS20u95mp5MdQWd1phJmOk2hno6cHRV1/BZ/t7EWQYgKbBF/m3FzbUYWtvL6a2tak2HjXCrRooCjvWr8fnvvY11cZlU/3I516uZpZKrwf5DLEvqoFiksFramp0Go35yXXfiQBJJpMYGBiQcoTKwRYaJkNugLEsKzWgo2kaoVDI8LKygPaGlBUa76nhUSB9T+LxOCiKKklEGu3RKAb5+VnJi1EIInbMNifHEyzL4pPXNyD44W4sZBigjH4rU2trsWlgSIPRZVJOuJVw6BCOHTyImbJ8DStTTc+Klc6lmCRzANI7SJ7nYeUk80IejfGeo0E2aY8dO4bOzk7U1tZK1aY8Hg9cLpdUPv+pp57C0aNHcdttt5V9PFtomBBBEJBIJKTdfOVOvlFoLTSKTXKvBo+Gcpdfi74nWlGMyKnGXAy5lw3ILDupd2f28czB3bsR27QRs1KJihs6TnQxGI5GUauj4VFMuJWfotC5cSOmTJsGhmEsbfiZfUOkFKx+Lsok82QyCZ7n4Xa7x4RbAcgQHlbpZF7oHsXj8XHv0eB5HgzD4M9//jN+/OMfo7m5WSpt6/F44PF4IAgCDh48iHg8jssuuwxf/epXyz6eLTRMBsdxCIfDGT0TSCM+M6DFTnqpSe5GV78iYyjn+Grt8pvVo6GlF8PIc2ZZFolEAoIgwOVyScahsuwkMLqIq13v3gYYOnUKB9e9jLO6uzDVORomVSnLOybgiUPHdBUaSrKFW3Ech8DgIPZs3Yo5550n/Vwpbq1g+NmYG5qmc3o9iPAga1yxSeZGk29MkUhk3Hs0iNCcPXs2rr32WjAMg3A4jGg0img0ing8jkQigSlTpuDyyy/H6tWrMXny5LKPZwsNk8EwjOTCIpPBTEal2mMpJz/BqkKjWnb5c517tZxfNmKxmJQrJM+ZksfecxwHnufBsqxUycOud185HMfhkzf/Bt+u97GQpkA51XttMTQNHwBeEOAwkTCkaRpuhkHfzp1wLF0Kl8tlacOvmqim65ttHVd6PZT5RfKQKwAZwtcMa1y+SAdRFMd91SlyzwVBwKpVq7Bq1aoxn1E7Z8cWGiaDoij4/f6MBcBMQgNQx8CvJD/BamhRcclMidHVmovBcZzkZSPCCUDGdZfvRjMMg1gsBrfbDYqicoYimOmlbHaO7u3E0Bt/xcxYBC6NwtOWtTTgb93dmN7Rocn3lwNZY+tZFts2bMCyr361KMMvX3UhI8+jWua5lcN1c1HofMpJMlfmeuhJoXsUjUbh9/t1HJG5KKbamNr3zBYaFsBMQkONRbbS/AQreTSyleetpheV3l4MPe65UhgCkAoSFHP8bAmY+erd26EwYxkJh7H/lZcx8egRTHIygIY5MO01NeD7Tmn2/ZXgoGmMfPwx+pYuRXNrK4DChp89x2yKpVzhlCvJXN5MUC4yzZRkHovFxm2Oxr59+xCJROD1euF0OuF0OqX7SHLByL/KBpCV3DNbaFgAMyU/VyJ61NrZN4PQIOS6J/JzVZbnVQMjxSfZrU8mk7p6MfSY+zzPIxqNSsKQYRhEo9GKvjNbvXtl5Rc7FGYUQRDQ+fZbYN7bigUUVA2Tysdn3C6cGhlBgwlDKuocDrz/2mu44uabc34mX3UhO9xKXexrNRZ5uBV5D8iFh9Kzq6X4LSZ0arwKje9973vYsmULWlpa4HQ64fP54PV6M/71+/0Z/wYCAfA8jxtuuAEtLS1lHdcWGiZEaURWg9Cotp39fGOvtnNVQnZP4/F41eRiKEUwEYbk5VjKnC/02UIx0MpGW2baDdSSEwcP4uTr6zEjPASviqK8GD7X3opHDx41pdAAAEdXF/bu2YMZ8+YV9flS4uz1CLeqljlrhs0tNdHSpiCCthjxq1Y+W6FQvWQyCY7jxq3QuPDCC6U8Q3nSd29vr1TplPyPZVlwHAeKopBKpXDJJZfYQqOaMdMOfqm5Afka71UyBvLdRpFN/ImiiEQigWQyqYkXQ3l8vc+f5GKQl0O15GKUEv6lxe5vMaEw1ZznEYvF8Olrr6B136dY4HKW1RODUO4zQdM0grQIjufBmLBUccDpxL6//x3TzjmnrFLKdriVjdHkE7/ykCtCtvCdSonFYvB4PFXx3iqH733ve2BZVrrW5H+kgAnLskilUkin0xn/Dg8PY9q0aWUf1xYaFsIMQgMofhwsyyIWi2nWeM8s1wPQ/lyNRm6Mk7wFvRdrtcWVmZPYC4XCVINRKIoiPv3HuxDefQfzRB60y9hrf2lbK17tPoEZEycZOg6C8j4GIxHs2LgR569Yodr3ax1uZaY1Wg3MEFWgJkaeT7ayzsXksxWTN5Dr55FIZFwngnu9Xni9Xt2PawsNE6J8SMy0sBUzlmIb72k5Bq0hY1A2V9TSi6E8vl6J0UpjPJ1Om6avS7kIgoBYLAaWZS0R/pVtN9DKeR69R4+i+/XXMP3UAPwMA5hgfE0+H8DzRg8jJy6GQd+OHYicfz5qNAjxMlu4lc34I1s+m3wOKpPMlXOw0DuRdAUf73NVfp1EUdS8MpgtNCyAGUKFCPkM3FIb72k1Dj2JRqPjwoshN8ZZljXFtS8H5RwtVFbZTM+enFKNQrPkecTjcXy6YT0a936CBU6mojApLZjl86J3aAjNdXVGDyUrDQC2vfoqLrvuOs2PpWa4VTWti9VyLlYoPVzOHATOJKIrDWg1S9vGYjH84he/wHvvvYft27djeHgYTzzxBL75zW9mfO6mm27Cn/70pzF/f/bZZ6Ozs3PMzx977DE8+OCDOHLkCCZOnIjVq1fjzjvvVGXMBOWz+cEHH6Crqws0TcPv96OmpgahUAg+n09KFPd4PGUfz1yrvE1WzGTs5DLw5TvETqcTfr9fU5VspNAgicNkHKFQSFWPTTFoef5mDSmq9Jzlc7TY5pC5xlHKz/XACnkep/p60LnhMTC7TqCjfaLmxyuHxa3NeOzgUdMKDYqiwO7fj2OHD2PSWWcZcvxSwq3knl+rez3M8P61KTwHASCdTiOdToOiKLz11lvo6urCeeedh5GREdTU1KgyD/v7+7FmzRpMnjwZ8+fPx1tvvZXze91uNx577LGMn4VCoTGfe+SRR3D77bfj6quvxj333IPNmzdj9erViMfj+MEPflDxmJUkk0n87Gc/w+OPP46enp68n62kb5ctNExIrtApMyx0SmPPqMZ7RgkNshtOHjqv16u7yJCjdoxtMYnRZvEmlUI6nUYsFgNQ2ItRLZST50E+pzaHO3eD2rcey6fSeHEfZ7pO3ASaplHnoJBmWbhMIK6zUet04p8bNmDi7bcbbrgXU0ENgJRYaodbmQ+r3wP5HOQ4Tqr2SNa7d955B4888gg4joPf70coFMJ9992HpUuX4vzzz89q8BdDe3s7ent70dzcjPfffx+LFy/O+Vmn04nrCnghE4kE7r33XqxatQrPPfccAODmm2+GIAhYs2YNbrvtNtTW1pY11mwIgoCHH34YP/vZz3DVVVdh7ty5eOCBB7B8+XI0Nzfjgw8+wJEjRzB79mx0VNjM1Hwrvc0YzCQ0CORlEolEpDKnoVCoag04Ug4uGo1Ku/yAcYu02sclXppwOAxBEFBTUwO/32/Kl1Apz4H8vjEMo8ocLXR8Mz2ncsgL2eVywev1wu/3w+v1wuVygaZpyePBsizi8TiSySRYloUgCBX1zvnwnfUIHV6H6fWjP1u2tAXberrUOi3VWdHeigPd3UYPIy++gQHs2bbN6GGMQe5V83g8UriFy+UCwzBS6GIikUAsFpMqEspj782OGdfEcrDK9S4H0s/D7XbjgQcewPHjx/Hqq6/iG9/4BgDgN7/5DVauXIm6ujrMmTMH3/72t/GnP/0JiUSi6GO4XC40NzcDKO6dIAgCRkZGcn5m06ZNGBwcxHe+852Mn99xxx2IxWJ47bXXih5bMYTDYfz617/GkiVL8NJLL+G+++4Dz/O47rrr8OSTT2Lr1q248sorwbIsnnnmmYqOZQsNi2CWXWSyyCYSiTFGqdYJRcpx6HU90uk0wuEwWJaV4he13P3VG6VgDAaDBUOljDjvUl/wLMtm3LdAIFDyHDWjyFcLufDweDzw+XwAIO02C4IgeSuJ8Ein0+B5vqjrkUwmsWv9E5iZ3InWmjPO8/qgD+E6DqnTITZmI+jxgEH5YQJ64GEYHN28GalUyuihFAXDMJKHVC5wKYoCx3FIJpOS8FBD4GqBmcaiJtUinIDc98jv9+Piiy/G9OnTcckll6C/vx+ffvopnnjiCSxduhTvvvsubrvtNs3GFY/HEQwGUVtbi4aGBtx5552Sh52wa9cuAMCiRYsyfr5w4ULQNI3du3erMhZyjYaGhnDs2DF8+ctfBgB8+umnACCFhQeDQfzXf/0X+vr6cN9991V0TDt0yoRke/DNIjRIyFAymTS0GZ0e10NePUuZd2L0vcjWx6NUlLkYxYYUmf3FJO/dwjAM/H6/oeFtVoHkeRDxAZSf53Gqrwfd7/4ZS+oToOmxr5nLLujAlvUnsHzCFM3Pqxzm1QRwcGAA7Y2NRg8lJ/Usi+1//Ss+d9VVRg8lJ9nWSbu6lTkw+h1mBKQrOEVRmD59OqZPny4lb0ejUU1Kv7a3t+OHP/whFi5cCEEQsGHDBvz2t7/Fnj178NZbb0nPQU9PDxwOBxoVa47L5UJDQwO6VfayEi9/Q0MDAEihtPJ5wTAM5s2bh82bN1d0LFtoWASjhYa8GR1Q3XHuxVTPsvpOtzIXw+v1lrzbb8aa8vJ+Jj6fD26323RjtBLl5Hl07f8I9IHXcW4jBSD7tQ/4XOCagGgyiUAF1Uy0Yn5zE3YcOGyY0ChmXXHQNAb37MGpCy5AQ1OTDqPSBqs1E6y29aSazqdQJa1IJIJAIJD1d7l+Xin3339/xn9fc801mD59Ou6991688MILuPbaawGMRonksqncbndJYV35IMVQOI5DY2Oj5FnheR4+nw+HDh2SPstxHIaGhio+ph06ZRGMFBokBCWZTMLtdgOArmFS2dDqepCY/lgsBqfTiVAolNdYNeqelCt05LkYPM8jEAiUHPZmdF5KtnMmXoxIJAKaphEKhaqu3LAZyJXnQZ6Rf255DYED/4uzaka7zHIclzME5vILOrB1MH8zDP9wAAAgAElEQVSlEyNpdtBImjw0qY6msePVV40ehuoQgWumcCurbirlotrOByi8+RWLxTQTFKXwve99DzRNY+PGjdLPvF5vhqCWk0wmVfO2EDETDAYRCASwadMmAEBTUxPmzp2LZ599Frt370Z/fz9efvllvPfee3kT3YvBFhomxCxGLTG65cYbERpGo7bQIGFE4XAYHMchEAjkjem3ogHL8zyi0Sji8ThcLlfVJO9zHCcJYa/Xq2qDyFIFnRXnRSUQ4cHzPPb+/RnMFz9CR70XDMNIzygpeUqEB8nxcLkYuCYwGIzHCh/IAC6b0IaDveYVQsDp0KJjx7D/44+NHkpeKn0ulAKX1Pd3u91Z84kSiURJ+UQ24wMSOmU0Ho8H9fX1GBwclH7W1tYGnucxMDCQ8dl0Oo3BwUG0t7dXfNxNmzbhxhtvxJ49e/DZz34W//Ef/4Fzzz0XADBx4kTccccd6OrqwsKFCzFt2jR8+9vfxqJFi/Ctb32rouPaoVMWQU8DRhk6JA9BIeUKq2nx5nke8Xi85P4KRnqZSjGAS21SV8qxjTSs5eF8endltzkDycdYLMvHIKEwBLLTTBppkXXkkoUteHXdUVzh+YyqXlI17pHP5YLzdP6Ame95wOlE55tvYuqMGabLRdJqfSw13EresLLccCsrNLgrhWo7H6DwO4l0BjeaSCSCgYEBNMlCHhcsWAAA2LFjB6644grp5zt37oQgCJg/f37ZxyPXZffu3XjqqaewY8cOXHrppbj88sulKlcUReGaa64BADz++OMYGhrCokWLcOedd2Lu3LllHxuwhYZloCiqooYpxVKo8Z5ZchPUMPKN6gGiJ2o1qTMD8rnHcRxisRh4njddV3ajn41KKWX8hzt3g96/Huc2ArnyMYAzoZbyBGAiPkKTXejqHURrMCgZj0qhYhRL6oLY09eHyS0tuh+7lPkcDIfx/ttvY8ny5RqOyNyU2kxQKTzMsn7YVEah0Ck9PRqkf4zymGvWrAEArFy5UvrZ8uXLUV9fj4cffjhDaDz88MPw+/248soryx4HuSbXXnstEokEnnzySfz2t7/F448/jn/5l3/BF7/4RSxatAiTJ0/G9ddfj+uvv77sY2XDFhoWQevdc2J0k4SjXEZ3tQgNNZKhzezRUNuLYSZSqZTuXgybTERRxEfvbkDHyE601JV+/UkoDAAsO3ci/vLSIXQw9ZLHQ77bKhcfehuDMxsa8I8Dh3U9Zjm4GAY927YhumSJKXZszUAxzQTLqW5VLYKkWj0a+VDbo/HQQw9heHhYqgi1bt06HDt2DACwevVqDA4OYsGCBbjuuutw9tlnAwD++te/YsOGDbjiiiuk0rLAaDjVmjVrcMcdd+Caa67BihUrsGXLFjz99NO4//77VWnW197ejp/85Cf48pe/jC1btuDll1/GE088gSeeeAJf+MIXcMMNN+CCCy5AR0eHqhW4KNFoi9EmK8r66KTMqpqdIQmlGN2iKGJoaAg+n09qxmQEiUQCiUQC9fX1Jf2dsqSr3+8v2DMiF+FwWCqfqjc8zyMcDmcVEFp7MViWRSQSQSgU0jVUI5VKSRUy9CqtTOa73++X8pN4ngfLslmvaSwWk5JYrUgx408mk/hk4/9grrsLPrc6Im9H50nUHGJwVv1oqUViFBLRoRQecvEhRxRFyRur1tx47cgxuOobETjdZ0QPiAFciogWRBHpz34Wy09XsTEDLMsilUqZVvwohYc8akAZbsVxHFKplGkbmZZKOp1GOp027b0ph0QiAYqistomoijioosuwq9//WssW7ZMleOdddZZOHr0KICxIcWHDx9GKBTCd7/7XWzbtg3d3d3geR7Tpk3D9ddfj3vuuSfr+/PRRx/F2rVrcfjwYUyaNAl33nknVq9ercp4laFl3d3d2LhxIzZs2IA33ngDg4ODmDRpEu666y586UtfQkdHhyp2ni00TEo6nc5Q5yQWva6uTrVjkApEiUSiJKN7cHDQcKGRTCYRj8dRV1dX9KKvFFQ+n6+iF4aRQkMQBAwPD2cIjVxledVGb6EhF4cAdJ97yvk+noUGycdYUJ8ATatrbL348iGsap6a8/fyPA/52ij3dlAUpbrQSHMc/nikC+dMmaLK9xVDOUIDAIY5DvO++U1MmDxZi2GVjNWMWWW4ldK7Jooi3G53VYRbpdNpqZlptUA2EHMJjfnz5+PZZ5+tuIqS1REEIWP+CoKA119/Hc8//zzeeustHD16FF6vF//2b/+G2267DXPmzKnoeMYHwdoUhdphOhzHYWRkBIlEAh6PB6FQqOidfaN7epAxFAtJGlZ2MlejEorR14GQrSyvVqFSeobPybuWk/lphlAps9x3PTnUuQuRrU/g3Mak6iIDAGbOq0Vn38mcvye7y06nEy6XC06nUxK6yhh85e50JbgYBh5KtMQ9r2UY7Hn9dUuM1Yzkq25F1r1qqW5ltfEWQzHlbYPBoI4jMidkc4bkO1IUhS9+8Yt44okn8Pbbb+Pee+9FY2MjfvOb32DevHl4+eWXKzueSuO20Ri1jDvSb2BkZATAaC3lUnf2zWBgF3s9KhFUZka+E1FKWV6rQLwYIyMjkjjUomtrORg99/VGFEV8uOU11B1+BdNLi1QsiVlT6nGAjpZUStjhcIBhmDHCg7xAya5tvn4exXBhQx0O9/aW9bd64z55Eh/v3Gn0MKoCeWUrssHh9/vh8XjAMIzkRU4kEojFYkgkEkilUuA4zhLrhJU9MuVglqpTZoCEDZJS5MCoEKNpGl//+texbNky6Z1b6bvX+K1Bm6wojXk1SorKuyZXUqnHDEKjEHqUPjXDdUilUuB53pCKUlqde64cEyuUVq62F3dGPkaN9q+LxUsasesf3VjYOqHkvyVGIXl5ApnVreSJv/nyPLIxtbYWmwaGSx6TEcQSMby75S84xyThIdX2TFRLdSszr6Plks8+4jgO8Xh83Hs0eJ6X1j4yhz/++GMcPHgQmzdvxp///Gf09PTA4XCgqakJX/jCFzBjxoyKjmkLDYtQiUdDEAQpmZxhGFUamhm9SOW7HvLSp1omDetVclgJ2UUDIHX31rOilJYvynQ6LSV8m6VSlhkEpRGQfIwlsv4YWjO5JYQd7lOYJwhwVCia5WKCkKufhzzPI5dYn+hyYDgaRa2Jd0QPD/XBcz5wwcIOpFIpw3OFqu25ybb2aVXdSg/MInrUoFAVLbJbbxbPuFGQedrZ2Ynt27fj/fffx5tvvom9e/cCAKZPn46LLroIq1atwtVXX63K9bKFhsUoZeEmFViI4aaMNS0XMyxO2YSGUQ3c9ES+2w+MVl8ygzFeKXIxnK1/i5WoBuPqUOcu0Ps2FOyPoQUXL23B9jdP4IIJE1X/7nz9PIjoAJDh7SD/W94xAY8fOqqL0CjVcy2KIj4ePI4Z19Rj4efaEYumcOLEIUw9a6aGoxxflBLSp3czwXKohnWqFGKxmKXfK2pw4MABvPnmm9i6dSt27dqFjz76CAAwZ84c3HTTTbjoootw1VVXobGxEcAZ0VzpnKwuK6yKUN7YUm90ocZ7lY7NbIuUWmFhpaDndcjWFyMWixki+tROBpd7MUilrFw7h2oe12Ysoiji43c34KzkP9FSb8zrobnWj3dCJ8HxPBiNq5rJ+3kAmWV1s/Xz8AmCLuMqBZbj8M/4Maz4f1MxYdJoWIg/4EZv4igAW2iYAbOGW5lh01Bt8nk0AoFAVZ5zsXzjG9/ABx98AACYPXs2vvvd72LhwoVYunQppk2bJn2O53lVvW220LAIxRpZ2RrvqVnqkYzFiJAh5RiAM4IqlUrB4XDo3ttBD3LlLMRiMUsb3aQwQSqVsrwXoxpIJpP48I0nscDfi2CNsSE3X7iwHe+u78LnJ+hbplUZPkWEBzEMP9dQhzePH8e0CRNKzvPQguF4DEe8fbj2p7Pg8yn66VCnDBmTkmoy7NQ6l1LDreReD7Xmmxo71Wai0LswEolUVSnfckin07jrrrtwySWXYNq0aZg1a5b0O3nuhto2lC00LEIxQkPeJ0LL5GAzeDTkVRJEUVQtLKzUMWjdrT1fd2+jXxKVnLvcA2XEvSuFXIUZqolTfT3o+cczOD8YNkW4YdDnQaJBRCKdhtfA0ED5brLD4cDkhnpQQ8OgabqsPA81ORE+heTZKdxw25ysxxOofsONSaPfE2qi5bkUE25FhAegXrhVNa1lxeRojHePxrZt2+DxeDLWC7JGaLlBa/wbxSYruUKnsi12ysZ7NTU1mpdwNfIFQuL5gdHrEgwGDfNi6F15Sa/j56OShVruxSi1MIEdOqUNhzt3g96/HgsbAJY1z0v48gs7sHFdF74wYYrRQ8ngMx4PhqNRNIRCAErL81CLfYMn0LrSjyu+mLsaTF0zi/6Bk2hualXtuDb6USjcimXZisKtxts6GolExn1pW5/PN+ZneggvW2hYhFxGll4VlrKNxQjIDj8J3fJ4PIaJDC2uQyEvhtbH1xKO4xCNRi3hxSgXK52PKIr46J316Ii8j5Y6870KPC4GjjYa4UQCIRNVivlceysePXhUEhql5nnIxUc+sv2eFwR8OHIMF9zWjmnnNOb9+8ZmN45+uM8WGiphtHfIDOFWZqaQR8PuoWEc5nu72OREHsJhZIUlI0KnlFWJampqEA6HdR2DErWvQ7FeDDlGejSKPbZyrlo9j4YYkVZ+eScTidH+GJ4TuvTHKJcvnNeB9S8fweXeqUYPRYKmaQQdyJkUXijPo9x+HvFUCp3iCXzl36ejrn7szmS2cfJifxlnqC5WfUbMTqXhVkYLJ62whYb5MO8bZpyTq+qOvGStnhWWso1DL3JVJTJDrgigzk5XKpUqyoshxwovCbnHzYi5qgbyeUbuEym6QF7a5CUOmD8kYbQ/xv9gSX1St/4Y5cIwNAKTXegbjKC5psbo4Uhc2tqCV7tPYMbESQU/q8zzAAr38yDChNAfGcZA6wj+9XvnlLShJNADpZyW6pj9WSgVs69dpYRbAaPrM/F+aFndSg8KzTWSo2GjP+Z+y9iMIZ1OI5lMqtZ4rxzkO9paLkxm762gxrlXWobYqBd5IZEnzxtSy+NmZI6GKIqIRqPSXKRpWto9lNfEJ+PkOE7XmvjF0nViPz565SFcNbsFevfHKJdLFrbjpZcO40oTCY0mnw+Q5WOUSjH9PARBAMuyOBruh+8CB665bnbJ88nlG0E8Hs8am21TGlb0AOQKt+I4Dul0WtowkX+2WsOtbI+GcdhCwyKk02kpL8Ho+HathYYyTyFXbwWjPRqVXgelp6bULr5mfQnwPI9oNKpr3pCWkPlIURT8fj8YhgHLshkeDLJrSF7eyWQSADJCFYwWHr0nj2Io/QpSIQ4cx4NhrBG+RtM0Wqf7cPzYMCbW1Ro9HImZfh9ODg2hua6u4u9S5nkQ8frJcBdmXluPuee3jO5EUxRoigJF06ApCqCovHKxZQKDrkP7MH3a/IrHWC5WfvarDeK1cDqdSKfTcLlcYBhG8+pWelBM1akaE21WjCdsoWFSlH0iWJaVXkYej8fg0WlHKXkKRguNclHTU2Om8ye7Y/F4fDSO3eKd2UmFLEEQQFEUQqGQVNZUjnzXkOd5iKIIt9stiY98zbj08tANnOpB78j/YtpsJxpaJuHd/zmCz5+tfudtrVh6ThtePHAIE2EeobGkpQmPHTqqitBQwnIcPk6fwBd/PB3tHTWjYpbkeggCBI4DD4wKDZn4oBTCw+t1opvtBmCM0LCiFyAf1XQuwBnhUUp1K7n4MFO4VaG5Fo1G0dpqF0YwAutaAVWOPPQEGI3bTyaTpniotQhhKaXaklko5zoU2wW72OObJXRK3sPF7XbD5/NpMlf1Omd5hSyyA1isKJALD6fTWVR1GC27AA8Nn8LRvucxY97ojnmo1oeTPspSXg0A+Ow5Qezv7Me0xiajhwJg1Oiqo2mkWRYuFcuJD8ciOODpxb/cNwt+/2i1LYqi4CDzwuGACIwKjtPCgxcEKZSLCA4iPgTK2DyNasFMmzqVku9cClW34jguw3tglXCraDRqezQMwhYaJoXjOMTj8YxdfXn4lJGoLTTKbTRoJY+GVvkmRp+/0ouhRw8XLVHmloRCIUkYlku26jDyJGCl8FB6PCp5cY9Ewth//H8w+9zM71j85cl498/W8mrM+2wjXug8iGnILTT0fh5WtLfg+RPdmDVZnQ7mJ8IDSM9kcd03z4EzjzeQwqigoIEzwoN4O0QRAs+DvCnSQq/0LiEeNRsboDgPTaXVrfQSHsV4NOwcDWOwhYZJcblcY8qAmsWwVktoKI3UUr0YRl+PYq+Dml6MbMc3AoqiIAgCotEoWJbV1IuhF2rklhQ7J4nBJw9XkL+45QnmyspWxY4pnojjk4NP45zFIpSJ37V1Puz0Ws+rMW9BPf65swdzW9qMHgoAIOjxgIE6a9DewRPo+KIfS1dOHVNgoBAUTq8HDgccwOiITodbNbWl0N1zHK0tE0Y/q4MXLWNsFl4TlFTLuVT63rRiuFU8Hrc9GgZhCw0To6woZbRhraSSsegVaqMHua6DHlWzjKrARF4qFEXpGuamxTNghtySQi9uueFZTIJ5KpXCns4nMec8Ludzde5Vk/Dus0ct5dWY1lGHF3YfxBwTxf7Pq/Hj4MAA2hvzN9DLBS8I+Gf4CC76dgc+M6u871BCAcDpcKumlgAO93bD55sGnuczcodGP6auF02Omd5XlVJN50JQ6z6bIdzK9miYF1tomBilUWUWoVHJoiAPTak01IbsqhtFvuuglRej2ONrBUnWF0VRMsqtHIohLz6gluBV4xnN9uJWhlopdwzJS1sQBHzw8dOYvTgJisp9b+oa/Jb0alxwXjN2bO7CknZzCKT5zU3Ysf9wWUIjlkxgL7rxf/7jbNTWaVOClqIoCFT/mLCpQl40q1Qbsikdre0Io8Ktcv0dKU9uezSMwRYaFsJsQqPUschDU9Qw6oy+Htmug969P4xqnEjCfqwsMuTnk88rY/Q8I2MotGPIsix4nseuT57DnPPCoCjm9C4fkKtnxuKrJuMfzx7BxRbyakxoqsE2fz94QYDDJPOvmaGRTKXgKaFEdf/IME51RPCvq+do7kHjsySElxP+QgxCKz/35VCodKpV0fN8Kgm3Kma+FfJo2A37jMMWGhZC6/4V5YyjGNT0YmT7brOghxdDjl5zIJt4ikajuhxbiRpGv9kbQRZDth1DjuPw3q5nMXvxMBwOBziOB8BjtN0CDZqmZPHRo3OntsGHHV4KPC/A4bDONVi2tBXb3ujChRMKd+bWg8smtOF/jndj9uQpRX3+0GAvAhcxuOaa2doO7DS+mihGRkYQDAZzfqZYMav8bKG4+2ozzqsBM7w3tQi3KhQ6ZXs0jMEWGiYmW+gUYLzQIGMpZrHiOA6xWEyT5m1muAYApKRoIwxXrV8YLMtKoVJy8WSGXf5yyHU+VkcURXzw4TrMWNgHj5f02REhCCJEUYAgiOC4M2GGo6JjVHwsvHIi/vH8MXxuhnW8GvVBH8K1HFIsC7cJqpz5XC44TxtK+eaTKIr4aPAY5tzQhLnnFajpr+K8bJngQve+fQgGFxX9N7mqpZWS52HFNSIf1bBWmJVKw60KzTW7YZ9xWGcLy0b1srKVkm8cpNnZyMgIACAYDKqe8G2WF1k8HgfLsvD7/QgEArqJDC1feqIoIhaLIRKJSLkYRnajr5RqOx85oyLjNZw1+zA8XvneETH+GDidTrhcTjAMI3kuRsMVONTUutDl4pFOs9L3WYHLlnbgH30njB6GxJK6II719eX8fZpl8UH0EJb/aHJekaHF1Xe5GKS4noq/hxiBJPTV7/fD4/FI4TDpdBqJRAKxWEzqASUIgmXmVC6sPn4lVgkFI+FW8vnm9XqlMFeWZZFMJqXNIxKCpczdTCaTYFlWFaERi8Vw3333YeXKlaivrwdN0/jjH/+Y9bOdnZ1YuXIlampq0NDQgBtvvBEDA9n72jz22GOYOXMmvF4vpk+fjoceeqjisZoF26NhQcyw6OVboOReDK/XC4/Ho8mCZqTQIOE3AAxLitbKw0V2/QVBgM/ny2mQG3Hty7nn8vmY73zyHbPYogNGvLj3fPwmJkzbB1+gUOUvCjRN4cz+kng6TlrEwisn4p0XjuGiaRMgiiJYlpV2pc0aVhbwucA1U4gmkwh4PIX/QGNmNjTgHwePZP3dcCyCozUD+Jf/bzY8HmMakWrRuK9Q3D0w+vxxHDfu8zxsKidfuFUqlYIgCEilUgCAnTt34vHHH8d5552Hc845J0OgVEJ/fz/WrFmDyZMnY/78+XjrrbeyrvtdXV24+OKLUVdXhwceeACRSAQPPvggPvzwQ2zfvj0jfPyRRx7B7bffjquvvhr33HMPNm/ejNWrVyMej+MHP/hBxWM2GltomBjl5DXT7kM2g08URSQSCSSTSTgcDt3KhOodSibPxQAgNcKyOvL7xzAMampqxpRYJpjFm5QPZfM9I8rWas1HezejcfI/URMq5wVKnX5xA83ttdjt64YgiHA4aElcyXc+ifAwqg5+NlacPwFvrDuGyyZMNXooAIBWB41oPI6A70wFqa7hAXDnsLj+3+YYu044B8FxnKbPgNIQjEajcDqdoGm6ojwPs2D28RWLGcKv1UC+HqVSKbjdbjAMI1VRO3HiBO677z4prHnFihW46KKLcOGFF+L8888vy8PR3t6O3t5eNDc34/3338fixYuzfu7+++9HIpHArl270NHRAQBYsmQJLrvsMvzhD3/ArbfeCgBIJBK49957sWrVKjz33HMAgJtvvhmCIGDNmjW47bbbUFtbW+YVMgfWt47GEWYKnVIamizLIhwOI5lMwuv16mLU6b1QklyMaDQKhmEQCoUMfTmqOR84jsPIyIh0//KJDCvA8zwikQgSiQQ8Ho+uIkOv5/PT/e+hpmUH6hrU2SFf9OXJ2HaoR9qldjqdcDpHw62I8CCGIsuy4DjO8LAYl4uBq8OJwXhl3dvV4rKOdhw5eVL6772DXaj7ogtX3XK24ZsRze0iunuO6nY8Mi9IuJXH44Hf74fP55PCrcgOdDwel8Kt0uk0eJ43xXuOYKax2OSGvI8ZhsGKFSuwceNGHD9+HI8++iiam5vh8/nw0EMPYcWKFaitrcWCBQtw55134vDhw0Ufw+Vyobm5GUD+efHiiy9i1apVksgAgEsvvRTTp0+XBAUAbNq0CYODg/jOd76T8fd33HEHYrEYXnvttaLHZlZsoWEhzCg0lLHvoVBI1YTvQmMA9Lke6XQa4XB4TC6GFXb285Etl6aY+2fUeRc6LvFihMNhCIKAmpoaSzeDzMXBw7vAhLagsUW9MJz6Jj+63SJ4/kyYGPFkKIUHTdMQRXGM8DDCQPzCkgl4b/hk4Q/qgIth4KFFcDyPXcNHsOiOVlywoqPwH+pAMOTGcOSQ0cOQ5pMyz4OEkijzPFKpVEYFIht1qKY1Md/c8Hq9mDhxIkKhEF5++WX09/ejs7MTv/vd77BgwQK88cYbUpifWpw4cQL9/f1YtGhs8YXFixdj165d0n+T/6/87MKFC0HTNHbv3q3q2IyguuIIqoxcoVNmWXB5npcMunJi361AoVKoZhAa5R5fy4pgRqBF8z2C0fdYzpFjneDdmzCho/ieDcWy4MqJ2PaXLnx+1pSsv5d78IjHi3g1BEGQ4vMBZOR4aDmvaJpG/Vke9AyMoMVvbJ38wWgUPj6NN3t349trL0AwWH7uiNpXbLRx3ymVv7VyrNTPw8rroxwzrWdqkuv+kB4a5PczZszAjBkzcPPNN2syjp6e0cILbW1tY37X1taGwcFBsCwLp9OJnp4eOBwONCoafrpcLjQ0NKC7u1uTMeqJLTQshFmEhrzEYaFYfi3R+nro3RejVModi7KvSblhRUbPQznFNt8rBzPd864T+5GgX8ekKdqUdG1oDmC3CyX11SDGnrKLubw0JZCZ56G2gXjR/Fa89PJhXHFaaOhxz8LxOPaNDGHA40C8zo14nQv04jpMWrwQ83bsqEhkaAWHAd3j80s9llb9PCrBTGudWphpXauUYkrb+v1+nUYDqeKaO0sDT8/pwhWJRAJOpxOJRCLn+8rtdkvfZWVsoWExjN5BJwYdeVnV1NRURY6CHKUXw+fzmTIpupzz53kesVgMHMdV5MUw8p7LK0CR0D0rN98rlt6TRzHMvoqzpmu7bC9YNRHbXunGhdPKC/khxh9BKTzkn1NLeNA0jYkzAjh8YBAT8zSlK5dIIoH94WH0uSnE61yI17ohzg9i4nlz0N4UGvP5o2wFQlDD9SRYH8fQ8BDq6+o1OwZBrXUxVz8PuddD2V9B2c/DJpNqE06FyvVGIhFde2h4vV4AkCpgyUkmkxmf8Xq9SKfTWb+H5ExaHVtomJhsD41Rhq3S+KZpGizLmmIRV/N6mN2LUS6iKEpJl2p3ZzcKeRleve+V3nNi4FQPTkZewmdnab9kN7QEsIcRVesWnk14yEOt5EaCsrpVKSye2YIXPj2AiahMaMRTKRwYHsIJRkCq3oNYnQvC3CAmLJmNttbiqr/wbj9i8RT8PvXD2yqhuc2NE52for7uAqOHUhEkbEoebkVEhyAIGYabsrFbJc9uNbwLCNV0LoXQ26NBQqZICJWcnp4eNDQ0SO/ftrY28DyPgYGBjPCpdDqNwcFBtLe36zNoDbGFhsUwQmhkM76TyaThuyJqLpRyIcUwDPx+f1HhYFbwaMi9GGrlLhh53iSBvZgyvFqOAdCnBPXQ8Ckc7XsOM+bp56lZcOVEbHupCxdOVz+RWS4ogEzhQRLMlZ8rVnjMmFeLzg/6Ma99QlFjSaTTODg8hC6aQ6rOi2i9C3y7D23nn4fWtrqyPS1TFnwGez9+H+cuNle3dYZxgONzNxW0KoXyPOThVkR0yP8thNHvOrWplvK2hEIejadnFIIAACAASURBVGg0ikBAv/ytCRMmoKmpCTt27Bjzu+3bt2P+/PnSfy9YsAAAsGPHDlxxxRXSz3fu3AlBEDI+a1VsoWEx9DTw5Mm12cJSjF581QqdSqfTiMfjZSe1G30dciGKonRugPq5C0Yg37nUshmkHCNF1UgkjANdf8asheUZvAP9p+B2uxCoCZR0nZraarDLqZ5XIx9K4QFkJpjLw2IKJZjPmlyP53bvxxxBGGNAplgWh4YHcYzikKr1IlrnBNvmQ+uSc9EyqVHVkLvaxiAOvq/a16kKR/XrejwjDNpi8jzkxqnV+nmowXg4R0I0GtU1dAoAvva1r+GPf/wjurq6pBK3GzduxP79+/H9739f+tzy5ctRX1+Phx9+OENoPPzww/D7/bjyyit1HbcW2ELDxORaCLQ2epQGarawFLmRb9UcDbIznkqlyt4ZN6tHQy4SXS4XfD6fqoaU3udNEtjJrqSZm++pdV3iiTg6Dz2N2YsElFqDiOM47O08ilODgCgIcDp5+ANOBAIuNDbUIFQbBEXlnw9aejUKoUwwL6Wy1bmLGvD+eycQcrtxVGARr3UjXu9GqtmLliXz0Tq1RZc8nngleRoAoNG6yriHpOZmWmKmDZhK8zwK7ZhbDTPdGzUoxqPR0tKi2vEeeughDA8PSxWh1q1bh2PHjgEAVq9ejWAwiJ/85Cd4/vnnsWzZMtx1112IRCL45S9/iblz5+Jb3/qW9F0ejwdr1qzBHXfcgWuuuQYrVqzAli1b8PTTT+P++++3fLM+wBYalkPrha5YA9XqC648vr+S0rxGJ+dnQ8sKTEYgD/1yOBwQRdG0IkMtUqkU/rn3SZyzhCt5Xg4NDmPv3l5wnBcOmgbo0fziaASIRER0HR+Ag+mF38+gJuBCXX0A9fUh0HSmyCZeDTOEWZRS2SohiHjWE8Xnb1uIjrMnGFYcwKx5Gi0TaHT3HMJZU2YaPRRDKSXPg8x/sgYZ/TzYjCXfPYnFYqp6NNauXYujR49Kx/3f//1f/OUvfwFFUbjxxhsRDAbR0dGBt99+G3fffTd+9KMfwe12Y9WqVVi7du2Y/Mjbb78dTqcTa9euxbp16zBp0iT86le/wurVq1Ubs5FU99u6ClFW3VELkixMSqkVMlCt6tFQw4thFpTnX6jnhxZoef+JZy0Wi0kJ7Ol0WvJqVCssy+KDj5/COUuSBb0OckRRxMEDx9HdnQJN+7NuiFOgwDBuAG7EY0A8BpzoHgZNnYTfz8DjdaCu1ofmlgYwjFPyalxggFcjH7kqW+06dgrrG2fDc4mIhon1pxsICqCo8hLMK6HcPA2tty0CNW70HTwGYHwLDSX58jzImkMqBpWT52EmzLB5oCaFbAC1czSK7SQ+a9YsvP7660V99pZbbsEtt9xSybBMiy00TIxeVafkO8bFhtmYpadHKddDLS9GucfXEr2rZentWfP7/aAoyhCRobzHWp47z/PY+eEzmLUoMsbDkI9EIoGPPz6GeMwNmi6tfwPjcAJwIpEAojEefX0x7N8/DJ/PgUDAid3Dg1iQbJTqv5sRiqLw/rFhvDF5CRo+fyG8/adwZO8/cPb8Kac9H8LpzwEURYOmqdPiA1C/Nd4ops7TgH55GlY1aOW5G6IogmVZ+Hw+O8/DhBQSTmp7NGxKwxYaJiebkaOWYasseVpOmI0ZjOxCaO3FMPoaJJNJ8DxfNX0krBD6pYURIQgCtu9+DjPOHSgpNKz7xEkcOjQMEV7QdOXjctAMaNqFVApIpQDP9Do8/vIHOHdKI/x+F4JBN5qaak1V333zwQG8O+vzaFp6LjiOR+2EVpz6iM/YnRZFkuchguMEALxCeBDjUL17W3GehkaI9CnNd7WNXhfVhuR4WL2fR7XlmxSD3lWnbDKxhYbFUEtoVFry1CyLVKHroYUXQ3l8oyAvNZ7nNTm3fGgROicXhPlEk5kNmHKvhSiK2LnnJUyf3wuXq7hlmeNYfPLJUQwNUXDQPo325YGm5hrs8LqRSnmQZikMDrE4eOg4PG4RgYALgYALzc21utapl/Pm/gHsXLwCjefOgyCcaQgYTZ8RqKMiYnRzYXSPYVRwiKIgEx6jEG8HER+VCA+z5mnUNqUwcKoPTY3qJchWO9me7VLyPOS9POw8D3XJ9x4iTV1tj4Zx2ELDYlQqNEj1nkQiUVHjNrOHTumVi2FE6JT83ADA7XabOqylGIptvleNL2dRFPHBh6/hrNmH4fEW570ZPDWMvZ/2gud9cKjgxSjE1M+3Yu/fTmJma9PpWHYvOB4YDgPDwzyOHOmGyyWA5UbQMaEVTU0hBIM1mt+vVzv78cmyL6Nh9tljfsf6GxAJR1ETyraTSZ32/tAK4TEqPkaNxdFPnvF20Kf/pvhzMms/jaYWD45+uM8WGkVS7BqvdT8PNam2tTTf+dgeDWOxhYbJyRUfXs5OMsdxiMVi4HkeHo8HXq+37MXGLEIjG1p7MbKhV3Idx3GIRqPSuZGwN6Oo9P6LoohEImFo871ClCMmS5kPez7+GyZM+xS+QGGRIYoiDuw/jp7eFGjKr5kXQ0lDkx/bnSJmCCIopbChRg32gYE++P2N6OkBjnf1gWG6EfCPltStrw+gri6k2lwVRREvftKPwyuvQd30s7J+pnXJQuzb/SrOvWhGEd9IycLOHABIE0EiPAQAJM+DyvB65BMeleRpaHlvaZoGJ+rTuK/aDNpSMGM/DzO+syvFztEwN7bQsBjlCA21vBi5xmEkciPQiIpSer1E5Qa5w+FAKBSCw+EwrEO7GuctF756Nd8zGx/t3YzGyf9ETahwaE08FsfHnxxHIl56wnexUHnM26kXt2Dv3/sws6Upc1zxIaRScdTVdYA6LSRIZatoDIjGgK4Tg3A4TsLvYxAIuFBb60NjY11Zz6coinj6owH0fe1fUTuxPefnPAE/hqLlPv/UacMPkAsPIj4yE8ypDPGhnMMl52no1ZCVGtD0+41+N6iNGmtTpf08qiXsVwtsoWFebKFhMUo18NX0YpgRIjSM8GLI0dKjUW0GuVz4OhyOkprvmaXKlxp8uv891LTsQF1DIZEhouv4SRw+EgYFH4xyYDW2BLCdOSl5NURRRHi4G06nD3V1E/L+LcO4ALgQTwDxBNDTGwGFgdOVrVwIhbxoaqoruAHC8wL+8NEpjNzwb6hpbiw45pEUI5W3rQwSPoXT11+EKELK8RBFAaP2oTLBnAbn9pkyT8PlCyORSJgqqd+saLnm5MrzIOJD7TyPalk/5eQ7J57nEY1GEQwGdRyRjRxbaJicfAlO+VDugKvdSdksHg1g1BCPRCKGhN5oXbWlkEFulOFd7v2XFyGoRuFbLAcOfQAmtAWNLfmNT5YdTfgeHqbhoH06jS43Uy9uwd6N/fhMnR/RaD9qgq1wOkuvCuZwMAAYJFNAMgX09cexb/8QvB4agYATwaAHTU21GblHaZbDY5+EwX7r/yJQFyrqOEz7Weg70Y+WjqbCHy4J6rSgcEjCj3g8MhPMeXScMwkf/3M3zl08EdTpXWkzzPjWDie6Du/DtM/OM3ooNjJIngdBqzyPalp38230xeNxUBRlC2oDsYWGxShmcZDH8Wu5A2707jLLstKCa4QXA9BOcJFdmGrxRJHme2TRrzR8z4iGU+SYHMchmUxm7C6WMpZPDu/HweMvYvllrXk/d2pgCJ/uO6lbwncxNLYE8Db7KdriHOrrJ6mWSDDaM8SHNAsMDgGnTqVw4OBReD0UAgEXnG4a68Ie+L57J7y+YqpbjQ6sZcFsHNr8ggZCI8sRpZj6zATz+uZaHPhgdJeaZJhTNA2aogwVHl6vE93pEwC0FRpWXrcIoigalgtXbp4H8ZQor78ZNgf1JBqNwu/3my73bzxhCw2Lkc+w1dqLkW0sRixa8lwM8nK3etUlgrK3SSGD3AoeDWXzvWIaQhY6rp7Iz5U8XxRFZXQMJqKjEEd7juMDphsDsQAuSrNwucbeW1EUsH/fcfT2pkc7fKt7OmXD8xzC4W6cdfEE9GxNoFbDgVE0DYb2geWA7pMsnj0lIvbVVfDu7jpdUteJpqYQAoFA3jnBMAyGEka95s5UtkqLXjhdrlEjURAgiArhcVp00BSleWdwOTy0y9MYbwatXlSa5yH/nmqgUF+QWCxWcJ2w0RZbaJgc5cORy8CT5yjoFcdvhJGrzMWQG3tGoKZHo9LeJmbECs33iiUSiUgeJvkLO9vOIgl3k+8sdvf3YnPiAGpmtIFpuRx/f/sZrLwss+xpLBrDJ590IZHULuG7HOKJYSQTEYRqJ6C+3oEdOw9mr0ClMtF4Cs9EveC/cT1cDAOeB8JhIBwWcfToSaRSnyAU8qOpKYSGhhrU1IwtYRkTvOB53tAdTd7tR5zkaTgcp9PLkSE8hNP/Sn/D89KOtFbrgMicgiAIlm/yqQdmXotLyfMg58FxHBiGMfV5lUKu84hEIob1+LEZxRYaFkNp2BpRackIcp1nPB43emgAKhMaJKwoFouVXBXM6PC1XBTbfM/skEID5P8Hg0E4HA6wLCuFUpGdRfLZdDo9Wj5UFks9GB7CxqGPEZw/CaIowhPw4bAwGeGhCEJ1fgAijh/rxZEjI6AoH0wSKTWa8B3uhsPhQX39GVE05XPN2LdpAGe3FE7ILpfhWBLPpUIQr/nGmLkjiiKi0YHRfh5caLSk7vFToOke+Hw0QiEv6usDqK8PoWbWbBz59EN8ZtYkzcZaiGz9NCicXs9lwgMyA1EQRQhkZ5qipFArejQ5RBVPV2MLh5N9J9DWqk2fj2oxYs24xuYjX54H2RBJpVJIpVKG9/OolEL3hvTQqJa5aEVsoWEx5ELD6EpLehm5+c7TaEO70uutZliRnuTz5Gg5LyvpI1Mq8nsDAMFgEDRN55xvRHQAgMvlAk3TEAQBQ+FhbOz7EP6FE8FzHPjRD6P9kovwxutP46qVDDo7jyEcdpgi4ZvAskmMjJxETU0LXK5M70pTaw22O/owXSOvRn8kjhepVlBf/T9jngeWTSIS6UMg0AKX60wyPcO4IIpOxGICkkkK3d3DoOk+eDw0ej88DH+9F42NtWCYykp7l0Mx/TQoYFRA0DQgCKObDaII4bTXQzwtPMj8ycjxKFN41Dd6cHjPAU2EhtWM82pGmeeRTqeliIBy8jzMyP/P3pvHyHGfd96f6qquPqrvuS9yeIoSJUqyJUqyRSt2jk1sOet1BPh9d98snF2s9/0jhtfeF3h38wIJXiBIAthJgDdAsNgAm903m6wVS46llWXZb2RJpkRL1ElSokhRPIbkHJyzr+q7q94/qqumuqf6mume7qHnCxDDma6u+tX9fH/P832+9ca4a9bXe+wSjT5HvZsnn89TLpd7msXodpDfSramX4jGZgzdTHE0bL6sSBAENE1r+3vdwE4w32sV9pIvr9dLLper+lzTtJZevvlCnhdm3iRyfJ91repm8Ahc1if42//+AiOjIyj+KLqgg9DYz2I7kFaXKRWLxAb21B3L9IkhPnpllTuGBzq67bm4yg98e3H/xhc3fKaqyxSLRUOI3gSi6Abc5PMQX5S5eDHNxQsr+BWx0tnKx9BQpIqsdBNt+2lQCfrWe+oa5VaVbIeuaesZDzYnMBcEgTJLbY/rFxE7IdhuByaJ6LWfx1bRakZjF73DLtHYYTBrLcvlcs86LZnoZpDbruakF12INgtN08hkMhQKhR2VxbCjlmDZu2TtZK+PWnIbCASqXrjrpm2aRTbMF+/Gmfciz5w/ie/4VFUGThAE0DQuXp4lFT1A/NwUk5MiyeQSUEbHCJIDygAu0yF4m4iHppVJJObw+SJEIo3LoobHQrzpWupoVmNmLc1z4TuQf+XXqv6u6xrx+BweT6jpuJyQFUOUC2Vkr0I+B/kcLC1luXRpDZ/PhaKst9T1+bx0w5e77FG27KchUCEUAKJYTTxqBeYm8TDJR71xddm473bA7ZSdqfeu3G4/j06hmRh8l2j0HrtEY4fAHpyCUZrR605L3cgmtKs56XUw225Gwz5TrigKHs/WZlN7ndExvT7MLlnb0enM3G6nYTdGdCLxJsGwt7q0gjvbMmCQjOc+OIn7gfENBCSZSvPh+TlyeQ+iy0Nm38PMLZzi4P5xax25XIZkagkBw4FacEkElAFEyd014pHLpUinVwmFRlue5d97YohLL69wuANajUvLKX48fi+eRx+r+ns+nyGdXiYcHtt02ZP/znuYu/Yq00fWS4RcgohLVCgWIF6AtdUCVy5fx+Ol0tlKZng4gqL46QTxcNJpbBVVxIONAnP7tWnvbGUnHkooTSqV6opzcq+fz7vYPNr187CTj36aODO7Tu2id9glGjsAtcFpbRnH7YLNdM7azpr9RmgW+NqJ4k4WR9cil8uhadqO7pLVqlO5GbTZyw2AqpevKRL/4ZmfUfrkEFJFpyFU2pZev77A9ZkUguCzBN/BvVOcfdnPvmkNsZId8fkUfD6jU4qOTj6fI5VeBb0MaCCIKEoMt9uzZeKho5NMLiAgVQm+W8HwWIg3xSUObTGrcX4pxYvTx/E+9HDV35PJRXQdBga2JuT2RiLEL5QbLiMILiTJT7kEiTjE42WuXZvFI2soATeBgMzgYJhQKLip67wVnUbVeNregrPA3CQeVibONgMsuFwMjkncuPQhd91xfBNbrI/bJQvQbMZ8J2Iz+9LMz8NebrWdOo9W29vuonfYJRp9jmKxSDqdrgpO8/l8XzzEOzWbXuv/EQ6Hd0xtfysPTzuBUhQFWZY7Ko7e7mvB1JeY/9+q+V4voWka6XS6rlO5+TIF44UlSZL1zxLhVkoITV+Xk5feoXj/EG6vx/g+BiH78PwNkkkRUfRaXgnmlqT7HuPMuef4xL0bjeUEBLweH16P4Wyro1Ms5FHVBLpexAgnBfz+KLLHh0Dr7VCLpQLJxDxKYAivx7+pUsg9jw5y6WcrHB7eXFbj3cUkJ498Bt9991t/Mz07fL4YPl9ngoR0sb3soYCAW/KhaZBKQjKpM3NtgXT6HSYnJwiGPMRiQaLRcMuTBpvRaWwFduIB652tLI2HpiG6IJmeQVWPbiiHuZ2C610Y6NT7wsnPox7xgN7pPLqVrdtF69glGn0Ot9u9IZDrl4d/J4Lcrfp/dLOUpp0x1DNQvN1aD9eW8Hm93m0lGZ083/ZMoRNZspdFeb1eNE2rKhcwZ+1MvYbb7eaNj8+SOhrCG1zvHnVrYZmLHy2haz4z3ltvT40RDHoiIS6dG+FoLofH27gpgICALHutTlA6OqViEVWNk8muGWvVweuL4PUqdYmHqq5SKGSJxaYQhM1n10bGw7wpLG8qq/H6fIrTn/hVfHfeZf0tm02SzSaJRCY7mvUrhkZIJVIEw5sLOvL5DKq6Qji0h0zGTSYDs7OriK5bKIqEEnATjSoMDEQQRedXa0s6jS4+y8zOVlUCc11H8iaRJMlxVtre9rRf3j272Bq6dR7Ncqvt1Hk0y2hkMhlGRkY2te5ddAa7RKPPIQjChgCoXzoNbYVodCqL0Q9Ewwnb1Xp4OzMatSV8/eJh0i50XUdV1bpi/FrBtyiKG2qVS6UShUKhasbu1Pl3uDltHBuzVOXChevcWiwhiQpmLK8DQiXTYQaVuq6jHH+UN955ihMPD1mpjlZKogQE3G6ZSGS4sn6dcqmEqibIZhMIgrE/Xm8YrzeAACQS87jlANHoxBaO5DqmHh3k0sn2sho/m0vy3sOP4zt4wBi3bpRwuVwysdhkR8ZlR/DOo8ydf5477mufaCRTt9A1DFJmOyeSKAMymQxkMrAwnwRhCcUvoQRkwmGjs5XbbZDHbug0tgpBEBA9CURRxOPxdHRW+nYiJrfLvmznu7KRzqN24mYrOo9G52Y3o9F77BKNPofTDdRrAbB9HNC+PqJUKpFOpzviYt4PRMN+PnZyGVg91DPf24lEo1kZmxlkmeezXjBVKpUsZ12v18vbl97n5mQZ70CEUqlEMpnm4sUFCkUfossw86PSctTyS6j8NImH2+NhVjpIPD5POLJeJiUY/W6B1omHJLkJhwetdWjlMqqaYGnpGtlsCsUfwu3WLffprbbUHZ1oPauhazovzqc5/9nfwjdpEIpSqUAiMU8wOIws+zY9jkaQZJmU2l6GRNPKxOOz+HxRfL7mwYrZUjeXg1wOlhYzfPTRKn6fCyUgEwp5SN8q8MlN7kO3MDSmMb9wg6nJfY6z0nYdUquz0v3wjuoEbpf9sKOXnSo7rfNodn52NRq9xy7R2AGoJRb9QjTaxe0YhJswZ7nNrkXb1eK129eCnRTW68S0ndiKb0kjj4/aLEa9l1q5XCaTyaBpGl6vF1mW+XDmYy5GUoSmhkHXuXJ1luvX0wgEcAl6VfbRrutwIh6xB45z+tWn+CcnFPRKCZR9fzdLPERRAqGEzxtgZHg/uq6hqkkSiXmMbrsablnB7w9XhOt628Rj6tODfPzaGoeGYnWX0TWd52fTXP2Nr+AbNsoZjBKuHLHYnq7fL2nNi6ZruFooFcvlUqiZNSLh8bqlUM3gcom4UCgUoLAKKysFrr23yuBAmWDQ7GwVxef39dQ5JRzxcOXax0xN7tvwmVNwWNsAwT4rbS7b6wYdu3BGP52XTug8mu3Pbnvb3mOXaOxA9AvRaCej0cksRr0x9BKlUol8Pt+wa9FOQiuksF9eVs3QzOPDTjDAOYthCuBzuRwul4tAIIAoilyevcZb4iyBqRHy+Tzvvz9DKiVVOXybJVJ2MmOilni4XC7iI/dxc/YMU5MRECrkQhc2TTxK5SLJxHyVsFoQRILBKBBFR69krVIk4gtGqRU6bsmH31/RG7SQ8RidDPMmSxysk9XQNI0fzGaY+6e/jScSRdd14vE5ZFkhGh1vuO5OQRjfz+qtGQZHG5d4JZMLgMhAC8aA7cAluNB9MdQ0lEoiq6slrl69gcejEwjIKIqbgYEgPn93sjr1IAgCmrDS8rKNZqXt5TCA9Qzpt7anrWK369T2ol2dh72awFmLpnatdOrll1/mc5/7nONnr7/+OsePr3dy+/DDD/nmN7/Ja6+9hizLfOELX+DP/uzPGBzcemvwfsfOjoZ+QdGPRKMeup3F6DXRMB+AgGPXom6jG+19byfzvXw+39Djw/4SM2fWamEK4MvlsuVfIwgCN2/N81r+CoE7xri1sMxHl5bRdT9izSqsjIV5rowN1yUeoUMHefuV95kYr2RWKkTC/NkO8chmEuRyaSKRCVwu5/vOFIsHlDB+X9BYhyCQzaRJJhdBMDoUSZKM0sREcPJTQ1x+bZWDNW7hpXKZ788VWHriX+FRFAqFLOn0EsHgqKVf2A4E9+1n4e1zdYmGScr8/gG8XqUrYxg5vIfr189y6PBwJajyUS5DIgGJhM7MzC1EsUQ47EVR3AwNhQiFQ7i6fA+WheVNPUecZqU1TSObzRrrrVMOs9vZqjfoh9ihHbSi8wCDUJjP72effZaHH36YPXv2kE6nu67R+MY3vsGDDz5Y9bcDBw5Y/7958yaf+cxniEaj/PEf/zGpVIrvfOc7nDt3jtOnT+/Yro2tYpdo7AA4lU5B71OgzYL8XpQSbRfs3gsAkiTh9/ubfKu/0UpgbkcvCG+rxFLTNFRVpVgsOnp8tFoqVSwWrXOsKIp1PBZXlvhp/AN8d47ywQdXWFosI4r+lspfmhIPXad46GHeP/9Tjt45WMl2YAX3DYlHZYWappFMzCNKXkPwLdByOZSAgEtwoSghFCVkHS/TRBAMDYvL5SagxKpMBMemwrwlLHPAltUoFIt8b1En+ZV/hez1kk4vUyqViHU4W9AKXC4XmbwzsVnvdlWflHUCgUiApQs6h+p8LkledF0nlXKRSsG1a7NkMmeYmpogEHATiwWIxiKIHc4OhGIZ4ok40Uh0y+sy7yeXy4XX621Yh18rAO7Xd0S/jusXDbUZtUwmY5GRcrnMpUuX+NrXvgbA+Pg4sViM559/nlAoxNGjR7tSrn3ixAm+/OUv1/38j/7oj8hms7z77rtMVnRpx48f51d/9Vf5r//1v/Jv/s2/6fiY+gm7RGMHot+JRm0Wo5ulRL3IaJTLZVRVtbwXSqVST8V1sPVrwe4nsZPN96C6O1YgEECWqwPLVgTf5jVcLBaRJAmfz2fNlsWTCV6Yf4fyvginT1+iWPBtuoYfnIlHaGKMC5ei3HG4jCi6oJL0qCIdTsQDKBSzJFO3CARGDIdv3SHjUdlwqzoMQagxEdR18vksqfQqAuXKeg0TwdGHYlx5fZUDwwNk80WeXBXJfeW3cUkia2s38HgiRCK9KxdQBT+lUtFyGdfRSSYWEFzurnS7ckKm1Jqnx7p+ZRpVFVBVmJuLIwiLKIpEICATifgYHIxu+Rk7POZh9sMLRCOPbGk9TqhXDuMkMO+V30I97LQMQDP0Om7oBszunG63m3vuuYcrV67w85//nFOnTvG9732Pb3/72/zxH/8x4XCYT33qU5w4cYJHH32UBx98EK/Xu+XtGxMDKXw+n+N9+PTTT/P4449bJAPgl3/5lzl8+DB///d/v0s0dtF/6HW5UCPcjoJoE7Uz/qb3QiqV6stz0SrMfQJnP4lG6Kf9rtcdy/55K1mMUqlENpu19ERut9taLpPN8D8vn+JWTOTme/O4XH46fXmbxMP/0Od47+w/cPyBwYo1xnrWQ9d0a2G7ziOdWqZULjIQ27u+b8L6d40DgVV2VUs8Wh6jIOD1+vF6/ZVV6hQqJoK+UJEzqQXkcorn9EmEr/xLCqUc2XSccHhsS6Ss1bE1gvfwURZm3mLywASlstHtSlEMw8LtQkn2k88V6nqmGPqVWdxu/wb9itnZKpuFbBZu3Upz4cIKiiKiKDLhsJfBoSgeub2SNEkSKZYXN7tLbaFTna12sQvYeM8PDg7yxS9+kccff5y/+qu/4tKlS8zMzHDy5EleffVVq3zpL/7iL/jdoRCCEAAAIABJREFU3/3dLW//d37nd0in04iiyIkTJ/j2t7/NJz9p9JabnZ1laWmJBx54YMP3HnzwQX70ox9tefv9jl2isQNQ78Ha6yDPTni2M4vhhG4fi0Yz/r3UzGyFdNrN95z8JFrd9nai3v620h2rlSxGPp+3RP2m4NtEoVDgf7zzEz5WdNSbMqKru4Jd2e/jamGSu9UEiuKtKpUyx2sJcUslEsk5vJ4IoVDMWsYkEVWmfU2Ih7nudjtbeWQvnoqJ4PhDIt99XUd74ouoCxcBAUUJUyjkLO1DrwJG39AwK1cKxMbi5PJpotGplrpQdRJ2nUYtisUcicQC4fC4kZFqApdLAqT1lrpLWS5diuPzCSiK0VJ3aCiK1+dteibLwtLmdqgOWj3HjTpbOfkt1LY93Q7cDgTndhS2N3r35fN5CoUCIyMjTE9P89hjjwFGVcK5c+cYGxvb0rY9Hg9PPPEEn//85xkcHOSDDz7gO9/5DidOnODUqVPcd999zM/PAzhua2xsjNXVVYrF4m2t09glGjsQ/fKQMMdhzgD3SovRzW2Z3YbMGX+nUpx+Eee3g2KxSDqdBgztgcfTWilHv8GulanXbMAu+K6XxbALvj0ezwaiUiqV+H+e+x/cGA4gZAMbBN/dQuT4p3jjje/xuU+vp/ct8lApo8rmkmTUOJHwBK5KW9F6GQ/z+xuIh65T1sqgbyRz7bbUnZ9P8dKlY6SmvYQpMDS0D69XoVQq1pgIgtcbsvwptuuZoes6i6sp9pfDxKLbUypVi3o6DVVdI5/PEItNbamlLviNlroFWF0tcvnydbxeo7OV0VI3gl9RNpxJyRO3Jh62iq08E9vpbNVtgflOe7b/oqFRKZiqqsiyvOH9Jooi991335a3/cgjj/DII+ulho8//jhPPPEEx44d4z/+x//Ij370I0vj5/SONcu2stnsLtHYRX+hX0qnzO33KotholuBvl1QvJkZ/+1Au9eCvbxIkiQCgcCm96nXBKtWK1Pb8cteJmWIl51JRqFQIJvNIghCleDbRDab5f/+L39F+u4p3OL2Cv5dksRi8E6WFq8wNFzdOUXXdZLJeQTBzcBAtbC6qsyqHvEwMyS6jlbWQMAK1DbbUvfylQQ/eu9+ksOfJXX1afaEH7CCRbuJIJjnL87a2hyme7nHE8TnC3WtG5FpDKhH9iKJvX2x23Uauq6TSMxZpVKdvK/MzlalEsTjEI+XuXZtDlnWCATcBAIyg4MhQqEgIxMCs3NX2Dd9pGPb7wTqdbaytz1t1+jtFxG3Y0ajEdLpNIrSne5x9XDgwAF+8zd/k3/4h39A13V8PiPznc/nNyyby+UArGVuV+wSjR2A2odCPxANU4sBWAZovRREd/pYNBMUd3v73UCz8qKdhGKxaHUbcdKV2EsvzAClkeDb7XY7tia+cOEy/9df/AUDXzyOIvemq1js2H2cfuVjvmCrsimW8iQSCwQDw3g8G19SVsaisjt24mF2par5AqJLrCYP9Tpb1SEeH5xP8JNLnyUVOYKrrBGIPkR2aYnA6KjjfhmTE+ttcA0zxCTx+DxCxehQlgP4/eGOBIuqukahkCUW20Px2CBzV1/kwNG9W1rnVmDqNFyiTjK5QDA4iix7tuFZIiBJXjQNkklIJnWuX1/E7Z5DUdxcfOtHPFb0sG/fVF/7AdWWTdXrbAWdEZjv1Gfl7YxmxCmVShEIBLb93E1NTVkxhFkyZZZQ2TE/P8/AwMBtnc2AXaKxI9FLolGrxQCqxLI7HXbdgpOguN/QyrXQSnnRZre9IWDtMsz9rKcraUfwnclkrBknp85UP/7xz3nqZ28y8qXPkNfzxOPzmCoGrzeE16Ns23Wf2/sgl6/8nAP7B0inVygWcwzEphBa1BZsIB62UikEQDcCfZNcWBkF8/cmxOP0W3FeuvnrqMoUAW8UWfaiKxHil35Ql2jUQhTXTQTBvBdTJBILVsZDknwoSgSXq3VRsJktkKR1YbWsKCQSLX29axg5vIeLF19lao+/yhW9F891SfKg6x7SaVhYTvJXf/UuS0t/wyOPHGd0VGHfvmEOH55uu8Ryu0toWzV6MwlHKwLznTCJ1C5ul/e1iUalU71wBb9y5Qo+n49AIEAgEGBoaIg333xzw3KnT5/uSAlXv2OXaOxA9OqF5NRRKpFI9PxB3KmMgj2LoSgKsiy39EDu54yG3XyvF4aCnUSxWLTOjyzLKEp1oL8ZwbdTOdzaWpzvfvdnnLlxC89nppADCh7W0++apqFmEsRzCxihto7HE8Ln7d7MWXB6L2deepdQaAafL2x4Y2wCOkYZlaZtLJUy2+CaRM1Elcajhnjous4rJxP8bOU30UJTxMKjVd/LrwlNZx3rwXBgDwNhY+x6xb08sYggaOi6hiR58fujiKLkeB8Wi/mqbIEd6aLcs1afuq5TIkFyVeDYvdvjit4yxOssL4c4cOCzLC+LLC/DO+/cRBDOMzTkYXQ0wJ49Me68c1/DspRePxNN4mGitrNVsVh0FJjfzp2ten1OOo1m+5NOp7ua0VhaWmJoaKjqb2fOnOHZZ5/lC1/4gvW33/qt3+K//bf/xs2bN60Wty+++CKXLl3i3//7f9+VsfUTdonGDoDTTbKdwW2jjlL9EGRvdWZ9q7qFfuw6VduKt1v6me1qK2xef5IkoWnahmDAzGA0ymKUy2WraYGT4Bvgrbfe58c//piFTBrhkTByeGMg5XK5CAbWTc0M4pEknqgQD11H9gTx+zpXTpjLqyT2HGDmRpIH7o9sah06hhZD1w0zPct1HFuplHk9tUA8NF3nR/9fkjdyX8Y3uB9FqR6XruuUilHyahqPEthwrbR7bAwNjYOJYHKpQjx0XC4Zvz+C2y2jqqsUiwUGBpzLo7ShSRJrK0Rimzuem0WhmCOVvEUwOELCPdD8C9sEQ/OzwOAI5CYOV5kWyrIP8FU0HvD++8s899xlBgYkRkYUJifDHD26n3A43LsdaIJ6na3sGg878TDJh6Zptx3x+EXZn25nNL7yla/g9/t55JFHGB4e5vz58/zn//yfCQQC/Mmf/Im13O/93u/xve99j89+9rN84xvfIJVK8e1vf5tjx47xO7/zO10bX79gl2jsUGxXcGvPYjjNiPcD0dgKzFnyTugWejU7Wotmrtidwnbsqz0jY2bR4vG49bk9WID6WQzT4dvlcjkKvnO5HE8//TMuXdJIlPIUPynhG2wtaDKIRwSIWNtT1RTx+HrJj+wJ4K+InNtFMnkLTRcY3383l08ucGwTXYGsUinAJbqatnNtRjxy+QJP/0+V9+V/Tmz4IG73xuyAIAj4Jh4i/tGLjH3yWNVzwtKL2Le5CeJRayKYy2VIpVZIp5eRJBm/P0yhkMft3pidDB0+wvyZ/7mtRCOTWe8qJQiupn4a24VyuWj5iUzt9TDzwU3MEjYnSJIMDJFKQSoFFy+meOGFl4lGXYyOBhgbC7Bv3zCjLZbN9QJ24uF2uzd0tqrVeZgTbd3obLVd2Mnvaic0259UKtVVMfg/+2f/jL/927/lz//8z0kmkwwPD/PEE0/wB3/wB+zfv99abnJykldeeYVvfetb/If/8B/weDw8/vjj/Omf/ultr8+AXaKxY9HtAL+2rr/RjHivH16bORa1WYxgMLhp3UIvXzi1GY12ROz9jFYyMvYa7NoWriY0TSObzVIqleoKvi9fnuH733+HXG6AdGkJ9Z4SytjmnasFQSAQCAHrM++ZTKo64yEr+P3hhtdOqVwkEZ/Hrwzgq3hPBB9+jNPvPMWjDw/V/Z4d9lIpQRBwietZjLb2yUY8VDXH33w/w9zwv2UkNrUh62E/F5Lsp7C03g3IfozMY2OJyjtAPFwu0PUC4+NHcLtl8vkcqrqGrpcRBA0Q8fsNDYlLkkjnt+f+qNaJrJe9NfLT2C7kckkymSTR6KSl+fEG1iw3+lYgihKiOEQ2C1evwuXLOV544R0iEZicDDE6GuCuu/YyNjbStwF6vc5W+Xy+ys/DXLbWz6Nf98sJO2msjdCsLFNVVYLBoONnncDXv/51vv71r7e07F133cULL7zQtbH0M3aJxg7AdpdONctiNBvbdqPdY2HvvtQL349uQNd10un0ps33NoNuXYOtZGTsJKOZ4BvA7/dvmDnSNI0f//jnvPHGGm73MOnCMok7VAJ7Rjq6P1bJj414ZLNqhXiArmu4ZR+KP2IFeqqaIJ9PE41OVp1HSZa5Ke6vGLo1nqmzl0q5XC4El7ApkmHHykqa//dZncyB/5NYpYTJ2p69na6NeGQSEqVCHtEhq1BLDu2kw+naanSfptPLFItFotEpa9LA4/Hi8azPqheLhnu5qq4gCJBaSxlu5v5gtbdIB1Es5UkmFggGR5Blb9Vn9fw0tgvJ5C0EQSQWq/YT8QeTFLcglne5RLzeKKWSxPXrLmZmSrzyyrsoSoGRET+jowpHjkywZ89kRxpTdAvms8XlcuH3+zdkPGoF5v1OPHo9Kbjd6EV7211sxC7R2MHo9EOjnSyGiV50HtosarUmney+ZK5/u18u5vZMU6B2ROz9iGYZGXvmRtM0JEnaQKjM67hQKNQVfC8vr/Ld777K8nIAtzuKmo+zPL1K6GD3hbmCIOD3B/D7A7bxZognFoEy6dQasuxnaGivI1mMfPI4b7z2PX7tRP0XqKZrG7wxtopr1+Z58qfjuO76OopDur8eaXDH7mftynmiBw9ULeeUgTJ/r83UNcp66LpGPD6LxxMmEhlo+Fx0uz1EIrbswZ0PMDfzFgNjQcAwEfR5w3h9gY4Qj9pSKcdlSttvlqlpZeLxWfz+Acup3Y5QTGVhOY/b3ZmxGWVuYTQN5udhbk7n1KkLeL3vMjzsY2xM4cCBUQ4e3NvXpSROna3sAnM78fhFEZj3Es0yGul0uqsZjV20hl2isUPR6YdWO1mM2nH0epaklTE4dczq1DHsVRcws/zLHMNWyr+2MoZOrccsZXNqK2yfJZdl2Xqpmy92URSRJKPzUD6fR9d1vF6vI+l6/fWz/OM/XgEGcbsFsoU0C2PzhO+a6si+tAtTayCKLlKpJUZGDlHWyiSSSwho6OiIooeAEsXlMmZL40P3Mjt7jomJGgE2xjHStY2C781C13XOnr3CC2eP47n3q23tF4AvNkl27jRDRyTHjMdWiEcup6Kqy4RCY0iSu+3rMTy9n+yb54jdNVnJAJVJp+PkcqaJIHg8Iby+gKFrMVv8NoFRKjWPKHmbdgjbbp1GPq+iqquEwxN1nxcj4yLX3p/F7d7v+PlWYVzzQSDI0hIsLcEbb1zhxo2/5f7772V6eoC9ewc4cmS/5Z7cSzTK6DsJzJ0czGtLrXrRNn2zHeB2KtLp9IauULvYfuwSjR2AeqVTncgkbCaLUTuOfiYaW92/foWdOIHR7nW7SUanXlbNjARr29aan5sv9VKpRKlUqnJedblc1vfM2cRsNstTT73C5csCbrfx8skXs8xGrxG+t3fGbQCp1BLlslaZ+a4E6N51g8BcLkMisYwglA3iMT7Am28JjI1rlrDbEnzrhuBbELZeKlUs5Tl9+iqvzn0Zz12/sen1FOKilfGrPbebJR7J5CKaphGLVbuim+u1L18PLpeLTNGYtRcQEEXJci83iYeaSVaE/VpFXxPA7zNMBJ2Ih1kqFQiO4JGbB8nbqdNIpZbQdZ1YrDGp9njdSJ5FoDtEoxbZbIqbN99jcvJhVDXIBx/Ae+8t8IMffMTQkMzoqMLUVJQ779y37TPU7bzfnIiHvdzKTjzsy+5kgXkv0YpGwy7K3kVvsPMjrl9QdCLA32wWoxb9QDTMcdjHv10eEtuZ0XAiTqlUake+oGr3xamUrVbwbZ8FNF/UgiBYIk1JkhBF0cp4mOTj2rVZfvjDDygWhyyiWSoVuBH4mPDx6Z4dP00rsxafxeeNNgygvF4/XjvxyGdZmTjCW2+9xKGDAQSXhM8bRpTcHSvTSKurvP7GKu9lv4Zn34NbWpcm70NdXCQwUq1/aZd4GMsYpVJebxS/P2h9T9PW9Sj29dVurxYZMUChkN/gs2ESj1AwZqwLHV3TUDMp4ol5BAF0TcPtVlCUMC6XSCYbb1oqVYvt0Gmsl5dFrGPWDP5QCj2z2e21/ixcWZkhHr/FgQOfqmqp63Z7AS+JBCQS8MEHq/zwh1eJxUSrpe5dd+0jGo307fOvnsDcJB61AvPajEen96tfOiN2Eo32p1eGfbuoxi7R2CGoJRZbIRqdnOXvx4dWbceiYDC4LXW/3SYa5XIZVVUplUpVxKlXWaWtbLfevpiwzwRaYmaHa81sWwsbBd+6rlMqlXjuuZO89VYCURxA18uUSmVA5/Wbb7D/K4ehR9dwJpskm00QaVDCUg9ej4+JO+7m+ssz3OfXKZWLqJk4LkEDdARBQgkMIIntX/e6rrO6doOfnxa4IHwLaXTrIbBv5G7il57dQDRq0Yx45PMqmcwq4fC4VSplfmbWz9fui9NP+/b8R+5h/tpr7D3ceJZfQEBwiVYrY73SQczsKJZOr1U6pA1XMmmCY8bDCd3UaRQKWdLpJUKh8bae8/5ggrSqtUyYNoMbN95DFP0cOHC86bKSJCNJQ6gqXLkCH3+s8pOfvEo4rDM2FmB0NMDRo9MMDw91/L3UyfWZJMJ8VjVqqbsTBOa9RLP3z65Goz+wSzR2KDYb5HUqi1E7jl7OlNgzCmbHolKp1FUPCaftdwu9Ik7dgrkvpq6kdl/M89jMG8MUfEuShM/ncxB8r/Dkk6dYWQni9w9XkZezSzcpHf1fuPLq33PknxxbD3DN2fMu7r+u6ySSC7gEmYEmJSyNoOk60ic+wztnf8DxB4YtcTlAoZAnnV4FvQxoCIKIogxU/A/qo1DIEI/f4tSbIT72fwMp1JkOXC6Xi/zaJtrq2ohHMnkLTYOBgb1VGQ/7crXPoVbE5Z5IhJXzJfYc0jFPfCtXgCkW93h85HNxRkcO4pY95LIqyeQSUEYHJNGNogzgMstjHNbdLZ2Gqi5TKpUcy8uaYXi8zOLVFRT/5mvc6z0bS6UC166dZmjoDsLhza3f6Gw1QD4P167B1asFXn75LRSlyNiYwuhogCNHJpmcHN+SHqLb7zYngbk94+HU2crUe7Q7rt2Mxi56gV2isUPRLtHollahHx5a5hjy+bxlyradwXg3S6daafXay4wGtP7y0jSNTCZTtwWvfXbaqZ7fRLlcJpPJoGmao+Bb13VOnXqPn/50BpdrCPMyN9f30cocqQOfQpZ9ZIVPsnrtGgP7p9B0HWzlOhbp6CDxKBTzpJILBAIjeDybE7nqUBF8a3gUP1fzUxzLpvD719cnyx5keZ0kFIp50moc9BKggVDxk3CvfyeVXiKXzfPSz4e5MfhNJG9nZwILuRDFrIrb1167SacOSWYwBuvXoRPxqL2G6hEPtSxX/a6jW94hUJ94qJk4+bxaVSrl9werSrpyuQzJ1BKgga4huNwElBii5LaIR6d1GrquE4/PIstBS3PSLsJRD5pwE+ismDaRWGRx8RJ79z64oVxtKxAEF15vhHIZbt6EGzfKnDx5Dr//rUpL3QCHDo2xb99UX+v0nIjHbmcrZ+xmNHYG+vdu20UVnEqnoLUgr5tahXaDzW7ADDCy2ey2eUhsB24X8z1Yd2DXdR1FUfB4qgOMWsG3E8nQdZ1CoUAul8PlchEIBDaUHGWzWZ588iWuXZMswbcdV1bmmB8/hij7APCN3MPc2fMMTGuIkgRmqU5le3oHiUcqvUypWCQW27Ppe6VWiyC4XEQffpTXX3+Kzz1an7jIbg9yeD2ILRYLqJk4GX0VTSujqmtIUpSfvDbBysTXkVoQMbcL38Rxli+8zNj9d7f8HcNMLlHVIcnMdpk17XY4aTygOfEohUbIpDMoQcVyQTfXBxuJBzokkvOILi+xBl2lBKHGvRydfD5HOr2KjlHCBy4CygArK53RaRSLeZLJW4RCo7jdm39mCIKAL5iEUvNlW8XCwocUCiUOHvzUtmSafb4wug4LCzA/r/PGGx/jdp9heNjL6KjC/v3DHDo0veF55LSuXsFJYG4SD1PjUdvZyv7TaX23CxrFHbqu7xKNPsEu0dihaCXAt2cx6rkrdwq9EoSbZTgAPp8Pn8+37WPodEbDPvPv1OrVafu9FuTXg66ve5dIkoSiKA0F3/XqkO0O37IsO7YnvnDhCs88c4ZicRC3e+Pxuhm/xfXBQ4j+6pawrpHPM/PGc+z/9FGLTEAl1rSTDhvxoCZwbfTqNmbk5/B4QkSjm3cc13SjCxI2ETyAIEksBo6wtHSFoaHWXqput0wkPEwul0ZVV3G7J/nuC0FWJ/5XXJkVyAgVB+3O3U+SR6GwWGi+YAXJ5AIgVnVIsmt26gVRzcTl9uXMf8E772bu4o84fO9+i1CY5MK6t/SK7qdYJJmaJxAYxuPxrZOQFiAg4PX48Hp8lVXqFAt51EyCW2tJVleLlQA5gsfjt8baKlR1lUIhx8BA+6VSTvAHkhTiW1+Ppmlcu3aaUGiS0dHJ5l/oAowyNwVQWF6G5WV4552bqOpJZLnIAw/cbXW2spu89duz1Yl41Ha2sk/Y2DMeJkH/RcFu6VR/YJdo7FA0C263u+PSdqM2GC8Wi32dDm8V5sy/pml9b77XjOzar0En7xK7FqNVwbeiKBvOc7lc5rnnXuXdd1O43cM4Ha6l1AqXA+O4HDQHkjfI2swI6dU4gdg6CRGMnbR+boZ4GD4Pq4TDY5u+Pu2lUoLZjaZmmdh99/HmK5f4/GOtrzeZnEdHpJCP8YNT+9CO/m/EKsF7uVxCVRNkMnHA2Ecj+N2ay24u6aZcKhnZozool4vE43MoymBVqZRJFNopEWmZeLjdJNIimq5Z5UzmWbSuc0EnqybI5dNEo1O4BNfGjAe0LAA3FhWQZS+y7GV1cC+KHwSXTiaTIJuNW+v3+cJ4vYGq8dih6zqJxBxut59otHOmk9HBDDcWs1sinJlMgps3zzI19Qkrs9MvWFubIZstsnfvMT78UODcuWWee+4yAwMSo6NGZ6vp6VFisVivh1oX5jVe29mq1s/DvrxpZrrTBea1XeZqsZvR6A/s/MjsFwSNsha1v29XFsM+ru2c9bGXFJmBZyKR2Lbt16ITx6B25r8d871+y2jUitedrkGntrVOpVLZbNYikU6C79nZeb7//dOsroZwu6OO40mocT6UQggD9b0yPFO/xMxrf8vRL0bqLuNIPKgOXu3EI5VaREAkNjC1aY2HruuUNQ10HZco4moQFGT2PsDVq6fZt69xUFQqF0jE5/ErA8zNafzw3XvR9n0J+5EVRYlQaMD63egSFiebTYDpoG0LfluFFL2f+LULDBw86LwPmQS5XMoI5CvnulGpVLtoRDzSBTelUgmXULkWBdvyVqmUp0rAb3aeqvxilV1thniYOo0DBwcJhQat/TcaeMTJZpOYJoJebwivN4AgCJTLRRKJeYLBEeQOl7wNjbm5dOY6snxHW98zj8ny8hVSqTUOHXq0rwJaTdOYmXkTv3+U6ekj1t+NZglDpFKQSsGFCykyGYN4TEyEGR8PcvToPgYGYn21P7UwM361AvNcLmeVoJrY6Z2t6o3X1DfuEo3eY5do7FA0m0HuZhbDaRzbEejquo6qqhtKisyZyV4G21sJ9rvpWt5NOJ37ZuJ1+2xyo1KpUqlENptF0zR8Ph9ut3vDel599V2eeeYsiUQSKKNpOrHYNJHIetYik1M5V3bBeONAyeVykfM+yvz5M4zd1ZrBkzkaU78BRvahWMiTTM7j8w3g8fgol0ptlVqZ69FtAbarhVn80PQ+3nvpLHun1038aqFm1sjnVKLRST74MM2Ll38Jpj/XdF+NBhLrxMM4z4aD9jrxCOLxBBuO0xudQL1xmoEanmHMyM8jih5isfXSmmalUluFnXi4JvaTXLlJbDhmEQhd0ymVCiRTCwQDw3i8/ioSYXaeqvzSMvEwv2uH6adxgOrnuyRJVYJuoxlCgnh8nnxeJZ/PMDCwF1F0d1wr55ZFPL7Vtr+naRo3bryNzzfI/v0PdGw8nUA2m+bGjXeYmLgXRQk3XFYUJTyeQbJZkatXRS5fzvLiiz8nFCozOhpgZETh6NFpxsZG+vqZbQrMTe2GLMu3hcC80Ts3k8lYmsBd9Ba7RGOHwh7kbXcWo944uolGJUW9yKp0Ap3qBCYInXGJ3yqaiddrBd/1shj5fJ58Po8oio6C70wmw5NPvszMjJto9BDRSiKjVCqyuDhDPH4T0CiWCtz0j+E68sstZRS8sX3Mn3+HwYN53JvshqOqaxQKGWKxPYY7OfUzHvWIhw5odv8Qh1KpehDu/Qzn3n+Be++p1oKYpTWi6CUWm+SNt+K8uvglxIlPbmo/jc5u65kTo5QxQS63gEE8tMqs+0biUVirJgylUoFEYl3zYI53M6VSW0Hw4CEW3j7P4Oi6M3hGjVsZFkEQ0Mrm+avReTQgHnbCYe6buf7azlat+GmIokgwGCORWCAQGGBk5CCqmiCRWEAQjOMmywp+f6QjM9S+YAJNbX35fD7LzMybDAwcJhbrTHvkTmFt7SYrKzc5cOBTiGLrz1qLjLpEvN4YhQJcvw4zMyVOnnwHv7/A6Kif4WGFO++cZM+eyS1n37oBJ+2G+Xc78SgWixsE5v1KPOqNJ51OO2oCd7H92CUaOwS1N5P5u9nqczuzGE7oVpCv6zqZTIZ8Pt92SdF2ot2MRjPDup0EM9OUz+cdxeutZjFM3U25XMbj8eDxeDYsd/78ZZ599iyl0kbBtyS5GR8/WFlXmTeX5lBHj6IlFjB1Bl5v43IfeeILXHvtaQ599p62j8FafA63W6nqQiSwMePRiHiAkcmoFXy3Cn8sysX3B7izWESu1GsXijmSyQVCwREkt4cXX4nzbu5fIo10zova6AK2XrpmXBMJEon5yu8aHk8Any9E7iPbAAAgAElEQVSMJu0hvbRIYGgYVY1TKFS3h+1kqVS7+5DJr7e5TSTncbnkKmG1lenQ1zMeQEPiYZVOmQJzXahLPEpun+WnUe/cl8slEok5FGXIImbBYBSIWuvLZJIkErcQBA1N03G7fShKBJer/WtKCSVJpMpVrt31sLY2x/LyNaanHzL2vo+eabOz59B1kYMHH+7YOs2WupoGc3MwO6vz+usX8HjeZXjYx9iYwoEDoxw8uLdvvI+czkkrAnOTeNQKzHvZ4bHRO9cUgvfTNfiLil2iscPRaxO3bt7E9iyG3+93DDztY+h1RqOV7Zv1saqqduy89UqjYR73dDpd9xzZCQY4ZzHAyIZks1kEQagr+H722Z9x5ky2ruDbvs2zy7NkD3yakM0Z25x1j8fnqUc8XLKX5OJ+EvOLhMda8zTIF7KkU0sttRNtSDxqslKarlvLt3OXBR7+Jd585yk+/dAQ6fQKxWKOgdgeNB1++OM0Fz2/izTY3ZlmQRAIVBy0YT34jccX0H1D3Hj7eaL37UdRBojaiFm3S6WaIY2PfD5LOr2IEhjCW+n8ZMLKWFROSKvEw/puE+IxfMcUMzNnOHzHSNXss4lcLkUmkyASmax7fIx7KGyVBRlaJ5VEYhFBMBoviKIHRYkiilLTZ/joJMx/vEhAGWu43NzcOTRN5NChT1ltV/sBmlbi6tXTRKPTxGKdE8o7QRAEvN4gEGRpCZaW4PTpq0jS+wwNeRgbU5ieHuTIkf14vZ1vId0Mrb4n6gnMnRzMa4lHrQ6qW3C6P+wwMxq76D12icYOhDkbDliz/L1i7d0I8u3CaFEUCYfDTWc2ey2IbuX4t2K+t1NgljiZcDpHToJvp/WYgm+32+2Y2ZmfX+Tv//4UiUQEt7txTTXAh8s3ie99CJdYTeBqZ92diUcI78TDXH/97zj6paGG4muAZGoJTdMqM/Ltn0vzG5qtnIzKtbzZdrqSLHOdvey5cZZobJBodIJCscgPni9yffD/6LgRXyuwB7/FYp74FQ2fL0a5nCcen0PTyoiiD0UJtxT8dgv61CSXz5/iyL3HWprB3xTxsJENe+mUruv4gworH24UrIPhjG60+22vPawgCPj9Acs53ijZzJBKLQMmsZNQlBiStDGTogRlBHEOcCYaRiD/BtHovq4H8u1CVePMzZ1lauoBvF5/8y90AUbnNIW1NVhbgzNnFnjmmY8oFuc5eHAPd945yV137e970bJJ/k3iYc941BIPe7lVrwTmqVRqt7Vtn2CXaOwQmIG0XYsBbBDJ9nJsncBmhdH9QDQabb+b5nvbve/2si8Av99fRTLaEXybgj2fz+eo6fjZz97mlVfmEMUhWqmiubIyx+LEfbhaaMdZj3jkcguUxLu4ePI1po/fh9ejbBh/qVK+4vPF8Ps29zIzsxlO3hitllo5EY98PoO2f4L337/Kb3w2gqrmePpHHpYnv4nk7pwT82Zg+jx43Ifwyz7cvgHrOsnlVFKpZYzOSlql3CdqlVR1E7quk0wu4I7GKM5HWiIZTmhEPNBt7uUm8TAzG5puZXJyZW8VKS+XS8Tjs/h8MbxeZcO93u7zXxBqTAR1nUIhRzq9hkE8NARBRFFiuN1GhtIXSoKDBUo6vcrc3Afs2fMAXu/2exg1wvLyFZLJVQ4ePLHpd2Q3nqtut5cbNy4gSQpzc1GuX1/j+ed/SiwmMTrqZ2IizNGj+4hGnbvobRbNMgDtwhSY13a2chKYd6OzVbP92S2d6h/sEo0dglKpRCqVolQqWbPhiUSi5+VC0JlAt1PC6H5DvU5ZOxFm2Vcmk7FKnFRV3TD72q7g28nJPZ1WefLJV7hxQ8btHqAVmIZ8Ll/zrIcTqohHZAz18nUyyQQ5OYVR3KLj9YYqQXGKaIPylWZoxRsD2td4pNNL6BoMDu4lMZrhw/Nv89oH+0hO/+89r6WOx2dxuwNEo+OUfCFWLrzC0LE7rQA7EAgD6+U+uZxR7gMauq4hSV4UJbppElAPRnvYOfz+IbxeP2qxg5MAdYiHaf6n6dUmggBF2W/pNPJ5lXR6hUhkwhIvW5qOmp+162l5jIKAx+Oz9B4AhUIeVY2j6yVAJ5vXKSbuJhiMWTPWt25dIptN9V3rWoCZmXeQ5VDfdbwqlQpcu3aawcHDRCJGaaYkyUjSEKoKly/DpUsqP/nJq4TDOmNjAcbGAtx11zTDw0N9d5ztcCIe29HZqt53dzMa/YOdH8n9gsC8ae01/b2exbdjK+PoRFveXh8Lp+1vl/neduy73SBRlmX8fn9VoNNqFqNcLpPNZhsKvs+d+4jnnvuAcnkIt7u149XIkG+z8O79AkvvfZcjv3bMGLtW5tbCZcCF3+8nmZzH4w3h9bQ3a6brrXtj1KIe8SiXS8TXZvF4ovgCirH+8CB/93cRIp/5t4g9JBmFQpZUapFgcBS50s1L9ChkFnJwzLmrlDHrHsDnWy/3yeezJJNLGGVuOqIooyixLREP07cjEln37cjKUXLZLF5f52foTeKhCzpoledmJbthZjyGDk5w5cpZxidcaBpEo9WE1tJ8OJStWtkT+zY38cyRZQ+yvH4vTR9K8NrzV1hevoyul1lcnGFo6BAHDnwCXd/YUrdXz+JSqcDVq28wPHxnVUvgraITz+10epX5+fNMTX2yYfbH6Gw1QD4P167B1asFXnrpTRSlxNiYwuhogCNHJpmcHG9r8qDTGY1mcBKYm8TD1PA4dbZqVZ/V7BrbdQXvH+wSjR0CWZYJh8NVD4leB9f2cWwGtaVgW8li9MuxgGqNST93ymoVJmHSdaMnucdjBIt2/5JWshimw7fL5XIUfJdKJZ555iRnz+aQ5caCbzsSapwP3eGGhnybgUuSyBTvYeXaHKGJGMnkIoODeyxTNE3TUDNJEmZLV3Q8nhA+rzPx2OCNIUmbNvIzIQC5fJpMJm6Y3Imi0TFpdpGPv5dBUB8ln47jCUSqhcnbFGyk08uUSkVisT3WNk0ymk+514lTExgiW39VnX0t8XC53ChKrOW2pYnEPILg3qB5CB69h7krP2X/0c5eTyZ0dLSyIcoWXBWzSgTrs2A0yNW3l5mc2oOiBKq6cNUKzAHH/9dOAtSi3fM/OhFgdCKI27WH69ff5o47PksmE+fq1bcQhDKaJhCNThGNjvVs1j2ZXOLWrY/Yu/e4RWj7BYuLl1HVOAcPfnoTk2guvN4o5TLcvAk3bpQ5efIcfv9bjIz4GRlROHx4nH37pvq6CsCJeLTa2aqRwLyRGHyXaPQH+veq3MUGOAYvfRBcbybIt9f573RhNBjHwJyl2W7zvW6RrFrCVK8neSN3b/PzbDZLqVSqK/ienV3ge997nWQyiiyHWh5jJqdyTnPB+OH2d7AFeEfv5dJrP+fwr28UfLtcLoK2zkom8YgnFqxSK5N4IAib9saoB0NXcAtBcFe5VSfmlrj6VBFF/Kf4wiUS107hvedRa0YRoJZ0dPoa1XWNtbVZPJ4gkcigNV5N06xjIEfvJ37tY2IHWjNIrEVtuU8+nyWVWgHKgI4gSAQCMcSapgDlcpF4fB5FGXQUCMuBAPFk99p1l7Uy6OASXRuMFYuFHKnUIshjBIPrHbvsGUMT9YiH+Zn951bLrSRJpKR9zNJCioMHP10hc2PWuorFArduzbC29jYul3GdB4NjxGKT29KJaGHhAoVCgYMHP9V375EbN95BkkLs27c5z5paGNm+MLoOCwswP6/zxhuXkOUzDA15GB0NcODAMIcP73PUAvbL8TGvCafOVuZPp85WZsZjN6Oxc7BLNHYw+umB0Wqga9bnd7otbz9kNMrlMslksmcaE6cShs3CXs7mRJjsQY+ZpTDrcyVpvWuQKfgGQzRee651Xefll9/i5MmFlgXfJoqlAmeyGcp7j285aHeCppUNk7uhz5P86DVijzTu9lNLPAx9TpK1+Dzohs7A6wvj94W2PN5iqUAysbAhWF67four3y/hdX2+MiYJVjPWC90cl/0fdJZ4GKVS1e1+zZlLM2AQBAFvbAr1+lvEDmx6U1XYqDPIkUoZAmcwBM4ul0SxmNtQjlSLdKmzrUd1jA5U69ms9SyGtc30CsVSgVhsD3FfuspPo/becyIf3SQeyeQtZL/MgQO/uWHfBEFAlj1MTR221pXP51henmVm5l0EwZixDgRGGBzcaz0fOvGs0jSNmZk3UZRR9uw5suX1dRKmHmNo6A7C4aGubcfI9gWAACsrsLIC7757E0E4z/Cwh5GRAHv2xDh8eE/f6wNry6bqdbYylwWqsn12pFKpbe/klc/n+f3f/33+5m/+hng8zrFjx/jDP/xDfuVXfmVbx9Fv2CUaOwROD2VzFr3XaHUc3Wzv2stjYTqp6rreE/O9Tm6rlgg6ESa7FkNRlCo3WVPwZ38JmKVStS+5ZDLFk0++wtycD0mK0Q40rcx7a8sU9ndnBtPwK1gjHB5HFCVWrl1kOJ7AH2lDaC4I+PxBvJrRtUpwCWTU1HrGQ9fxeIP4HNyzG0HNxMnn1Q3B8uq1ea79gwuv+BtVy3tLh1DnPyYwfqgyrMaBq7mMfdlWx5dKLVEul6uyP3bdTu01kI93L/CRZa9V5gawsnKdQkHF5zP0NWZnJUnaOOurRcdIrK4RjkW2PA6dSiZH21gqBTahvBwgGjGyBCN37OX6zFkO3bHRy6Xe+TP/30niYZJtv3+AiT0Sq9eLGzJETuNzu2VGRvbidh+0NETLy/PMzLyHKGqVCYwBhoenrZa67d7H2WyaGzfeZnz8vkojgc5js5NXqdQK8/PnmZ5+sOoa3C7Isg/wWS11z51b4tlnL1UE5n6+/OVf6omPR7sQBOfOVpqmWWVWuVwOMLRezzzzDENDQzz00ENkMhmGhrpH8Jzw1a9+laeffppvfvObHDp0iL/+67/m85//PC+99BKf/vSnt3Us/QRB7/U08C5aRqFQqHrwmaVH4XB3HrKtwpz5rjcOe7ciwBJGd3oMmqYRCrVedrNVmPtltq0VBKHjLQlbQT6fR1VVotHoloLuZkSwmeDb/KxYLFZ5bMB6e0PzpXH27Ec8//x5yuX2O6nous6ZpZvE939qg1fGVrFejiQSCq2/pDRNw7X4d9z1hWMtr8cSfNcplTIyHimKJdVWalWfeBgB6RyS208wUH2drVyZY+YZN17xlx3Hs+Z+kehx58+cttMu8dC0MvH4HF5vGL8/ZK3HLJWq11kmffNdpj6t4R/snHC3FmZ72EBgCI/NgK9YLJDJrHdWAheKEsXt9lIuFPC//xx3fmJr6ZZmpVLrru1jG3QFSz8/xcOPtGYaWbtN86dT1qqVoN6YcFBJp5ctsq2mC7z5jw8RCkxtICq1MIPBetnqcrnMysp8hfCV0bQSXm+EoaH9yLK36RhXVm4Qj88xPf3JljU5m4FZDtvO+2px8WMymSR7997fN1UHQOXZvMSv//o+Hnnkvl4PZ8soFAoUCgV8Pp812fXoo49y6dIlJEni0KFDjIyM8O/+3b/j0UcfZWCgte6Fm8Xp06d5+OGH+c53vsO3vvUtwHg333333QwPD/Paa691dfv9jN2Mxg5GP5QLmeOoB3vwanYr6kb6druPRe1+CYJgzbBsN+yzkpt9sTXz+WhF8A1GqVQ+n8flclmZHbvQL51O8/zzr3Pxoo7HE0MQ6neocoKu63y4fMPRkG+rKJUKJBzKkcDY37z0ELcufsjIHdP1x0cDb4waCIJAIBAC1gNzVU0Rjy9geEnoyJ4gfl+QYjG3oXOTieWPZ7n+rBev9Nn6O7emUy7mEN3NZzEbZTzss+Xmz0Ihg6quEg6Pb5h5FJocA//oPax99FzXiEY2myCbTRlC+ZrnjtstEw6vB/KlUpFMJoGqrgI6yaUU+wsZPPLmjN40XUMrayA4d9ZKq6sUC1kGYntw8grJlDY3GeNEAtottVLVZcrlMgMDe61nayDowe25BUw5akVqt9kIoigyPDzJ8LBRjlgul4nHl5md/RAoomkakuRjZOQQHo+v6hkxO3sWcHPgwEObOTxdxfXr7yDLEaanP9HroVTBIPuLfOlLRzl6tDt6tl7Art0AI9j/8MMPOXXqFE8++SRnzpzhS1/6EgBHjx7lxIkTnDhxgscee4yJiYmOjuWpp55CkiS+9rWvWX/zeDz863/9r/m93/s9ZmdnO77NnYJdorGD0U9Ew2kc3TSpa3UM3YDTfmWz2b44F+1C13UymQz5fL6uz4eZwWjUttYu+JZluUrTIYoisiwzMzPLU0+9QSoVRZaFDcTFXHcj4nF1ZY7FiftbMuRrB6aRXCOHb8/gIebef4+B/QUk98ZrWQdL8N3IG6MenIhHJpNibu4imqYRCIQplfK43ettkpc+usH15wL4pMcarjsoP0Tqyhkid7QfnDUiHonELXRdJxwet8oXzc9aaVPpkiQKy20PqSUkEgsIgtSyk7YkuQmF1gnPijxCNpMmm4ljnF3w+aJVWREntFIqlUjMIUo+otH6gUdJ9lk6ja2iHfKYSMzh8YSqMtTmZ0oojVAQN2RLaolHu89CURQZGBhhYGDEWl8iscr8/EcYToEaui6Sz6cYGbmTgYH+ciA32+qOjNxFKNTdmfN2US4XGRhI8JWv/BIeT/fewdsNp2tMFEXuvvtu7r77bp577jn+8i//kocffpiTJ09y8uRJXnrpJf7Tf/pPfPWrX+Wv//qvOzqed999l8OHD28QoD/44IMAvPfee7tEYxf9j9oHeL8SDbvnwnaa1HX7WDQKynt5LmrrrFtFqVSySs78fv8GTwt7mRTUz2KYbWuhvuD7xRdPc+rUIqI4gvmxPdBxypjUEo+b8VtcH7pj04Z8TtB1rWIkFyQabR68iONfYObUP3DgsXs27ONmvTEajS2fTxCJjqP4QxbxMDMeyxfnWPzHccKBzzRdlyQH0RcTcMeWh1W51jUSiWq36tquSObvzcpgCpkAxVwWd4ecpc1SKSMzpWx6Pe59RyiolxieGLfWq6oJslmDeOi6js8XqQhxDTQrlSqWCiQS8wQDw1XCdSc00mlsFU7Eo1DIkkzeIhgcRZLcVkbKnq3wBRPkVqh6nteW2tkJiNM6WoHL5SIaHSQaNYhfOr3K5ctv4vFEicdvEo/PIAhuhob2oygR6znRCySTSywsXGR6uv/a6haLKnfe6eK3fusLRkvpmpLWnY5G15OqqoRCIaanp5menua3f/u3AVhcXLTeV53E/Pw8Y2NjG/5u/m1ubq7j29wp2CUaOxidKJnp1DjMF4tZHgN01aTOaQzdhN18zyko30nQ9WoX9nA4vKFtrV10V6+8wlxPoVBAkiR8Pt+Gl308nuDJJ3/G/LwPt7ta8G2us7YbkhPxWM3EuRQYwxXsnLjPdF22d0dqBkn2E7+1l9StZYIjg13xxgDI5VXU9EpVOZIgCChKCEUJceuDayRO3oHbdU9l5t44bh5PAJ8v7HhtSukhcvEFvJHRrY0tlyKTiRMOT2zoiW+eTyfiUa9Uxzv+EKsXTjJy39EtjcsYW5JMJuFYKtUuAnv2cOut9xiuTEKKolQ1W61pZVQ1TjaXRKhkMWQ5iMerIInShnOQycTJ5dLEopMtmQwGIgGWPoRDW9qL1pDJJCgUMgwOTlvPc6eMx8BIngszywSUAcfzaRfp2p8pWym1Mjwo1jh27Neq3nmZTIqlpessLV3C1NhEo9OEw4MdIx7NJm8Md/Q0hw6174/RbWhanM99bpQTJ4wyrnK5DPRPt8qtotG5McpQVceuU8PDnSfuYHRfND2m7DBF990gNzsFu0RjB6NfiIaJdDptBZ31PBe6hW5lFHS9NfO9Xp6LdjIadv8Spw5ZzQTf9vVkMhk0TcPr9ToSyhdffI2nn/45o6MPtNTCuB7xiKfjXPREIban6mXZqrDVCcnkLXSdhqVS9eCbepRrr/93jn4xVlUm1AlvDHNsmi7UHdvCuavM/XgUn/wQyFBbapVIVAwEdQ1ZDuD3G8RDCdxL4srLeD+xeaJhrFskZvPtcOoq1axMx1xGEARET4Dc4tZnWpPJBUCqGttW4HK5UPP1r1uXSyQYHLBKpcrlMtlMknRqydDYWD4qQZLJBZzMAZthszqNdpBIzONyyVUZvXqlVqtrWRaXZ5Ddwar71eVyWcJp0xfB/lxqVmrlRDw0TePmzXeR5Qj79j1QNeZ10n23tY1cLsOtW9dYW7sGaBVX9T1Eo6Mdz3homsb162/j8w0wPX1/x9bbCRh6jGWeeOJeDh+ervqsH+KETqHZu3a7Dft8Pp9jxsjsiuXzdbbcdydhl2jsINTeVJstmek0zJdGoVDo2Wx/NwL9XpjvdQtGaYShLannX9KK4NtcTy6Xw+VyEQgENhCvQqHA00+/woULJXy+fVy/fg5BKKPrZfz+AYaG9hn+Dk0gCALZfIbzgoQ4fqe1/XaFrXaUyyWrXedWymqKyi9x871TjN97qKHYuR2UbGPz1Rnb/HtXWPjHSbzyAxs+M4MvO/HIZlNWxkPXdfKJONq9JVxtduoxjtssfv96OZI9+9RM9N6MeGRWBUrFAi6xfY+FTpVKOSEjBigWi3WJst3lWxIlQuEBS4+haWVS6TUWb53DrwRxS2XUTMLwUWlx/zqp06hFvW5cTlDVHD/9icbHc/+ciDuNLMsWwbR7G9gzWubvTucf1t8bTgTU9KAYGTlKONxc8yAIAj6fwvT0UWudhUKeW7dmiMffwuXS0DSdUGiSaHSsLRPB2mVMPcbo6FGCwfbacncbmlYmHF7jX/yLzxCLVXem63WcsN2ol9HoFsbGxhzLo+bn5wEYH+8vXdF2Ypdo3Abo1QPEPtsPdMx8r9fQ9XUviVbN9/o5o2HXzDh1/mo1i9FI8G3i2rWbfP/7b6GqMWTZTywWIhYbtb4fjy/y/7P3ZjGS3OeV7y8iI3Lfa6/qfSWbFFdRJJtUUyQlkhK1QIIoyxYtjAUYd65ffEcD2PAAgh8GM3rwjD1zHzQYwJ6RxwPfkazF1EKJ4iKyRTa33shWi91s9lbVXXtVrpFLZCz3ISqyIrMi18qq6qLrAESxMyMjY8uI//l/53znypV3EEUTw9AIhQYYGNjpSjzUSpnTdYF8zQatrYiHLV2Jx5uHtbWCYRhIkWFmP/AydEhF6oG3oFDIUCrlSTTZtsmTF5l5aRc+b3szqIIgEAxGa9rNmqnbmXrvN4S2HVxR8WgEq3NTlnh8WY5kXyuCIHQcTOl2DqXk7aSvXia+a+eK5ZoNCHsplXJD4KaPMHn5GDsPrKySGOayf8mNaKmqgqYV2LHjFkTRg2kaS13FpqrEz+sNEQzGG+7fWvk0SqU8hUKq5XEzTZNTx1O8/tZHqPifQgqJZJXzGIaGJHmrUimbbJqmuSJUzem3cp5Lp+wOlolHJjPDzMwFdu68B1n2uqbZt4IgCPh8fnbsOFj9jkpFZW7uGleunEIU9aUGC8P09W1vO0Qwm51jZuZ9du68Ef0YRfbu1fjKV55Y08YrNwrsSnIj5PP5dSUad955Jy+//PKKoMA333wTgDvu2PwthbvFVo7GJoKmaVXpiP3vbDa7ISnUTiOxz+ejXC67av3XC6qqks/nicfjqxpwOKVFnYQKVioVcrnchhwDXdfJZDKuRM/pmbGrTU7UVzEaPWydhu9AIOBaDXn++Td4/fX5tsP3DMNgcXGGXG5yyWOgVdODweTEwgyFPYcROjif9RIN+/9zuWkkKUAk0tc1EXTO4IuiCIaON/t/OPCp27tan73OTHYaUfQSjTSeub12/AKzv96L37f6h1VKfJ7E/Z9amijIo6p53KRWpmlWJT/Obkz29dJOV6lOYOR+zPZP3OUqtYGVxMOq1NTmnawJ3niGO+7bVf3nipRvz8qUb0uaJ9S0z62HJXXLolYKCBgYponXGyQUjONsd9ttnkYj5HJzGIbZdNsA5mbyvPhCgOuZp5EDyyZXQ1fZG3iL0cEhKpUKgiAgy7Kr18rZTALciYcTU1Pvoaoq27bdWn3N7Tpw+9sJrPuextzcdRRlFkEw0HWNYHCQwcEd1RBB+1qXZZmZmfcpFovs3HnbDVfZ1vU0hw/388gj9zQh5aWqx/DDAHsi0M0XUS6XGRgYQFGUddtfO0fjr/7qr/i3//bfVrfj1ltvZWBggGPHjq3LdtyI2KpobCLcCNIpZxXDnu0H6we1kZx1tcfClgQVCgUEQdhU1Rm3fa/3loTD4RWDwnrDt9ug0V5PpVJpaPhOpdJ873tHmZkJdZTwLYoi/f0j9PdbgxiLeExz5cpJLpUK5Pd/Al8x23LGvf5YOJe1O+mEw4NIkrdrj4dzBr86ey2K5Mu3sDg+RXLHym4jraBWyuSy04TDQ/h8jfMtJt58n7mjN+H33dpwmU4gpn2ohQzeYIxgMEIwaM2+2cQjk5lG1yvk84tEo0PE48nq+81m8FcLOyW8VdWqUlHJZqcsiVkgvOZVRKWyPJBxSqUsX45QQzIMQyeVvkYgkCQYaD6bakndYoSwuqjZx99Kjre6jslyAEXrzcSFaRqkUtfx++NNZ3o1Tee1ozlOnX0IMfwocl3BThS9zGRFBhKVagin8/g38lrZvyE7V8dal1iVWo2Pv00kso2dO2922fbGna26IR5WJU5mZGQXsKu6ffPzk4yPv4sgGJimjs+XIJnczsTESYLBQXbtuvEyKARhgS996WZuuWXfRm/KuqLZs15RFGRZXtf084997GM89dRT/MVf/AWzs7Ps3buXv//7v2d8fLznrXQ3G7aIxibGehONRp4F+6GxWYtjvQgVvFH8MtDaW2I/pJ0z024PZ03TKBaLGIZRrWLUL3f8+G957rkPMM1+JGl1gz1RFOnrG2HW1JFuvZeE5KsOfO0Z92ZdleqRy83VhI45972RMdmNeDSbwfeP3MXE8X8kvm2wrU5CNvL5RSqVEsnkjqb7MnHsPHOv3oLff6b6orIAACAASURBVKjtdbdCJHwf2Utv4b31wZrXLalVBNAplXS2b7+NUqmwlJVhYBg6shwiElldAn0jGMI2CovzBJO14X3Oc1IsLkul7KpLpz6dTlEO9VPI5wmEQlbrWtyJVjVJOz6K1EWYpH38ncSvVFJIl0vMzl5FlkUkKUAolOjoWgOLcOdys0tdzBpv2+WLGV5+eYiU9n8juRlpTdANnUw5jCCYK0hGo/1qRjzy+TQTE6cYG7uDcDhGpVKpqXo411HdjC4N5s220ePxMDS0naEhSyan6zrT01d5880fMTi4HV2folTKMjy8H1n2dRQ0uhYwDJ1QaIGvfe1BBgdbB15uhKx3rdFof/L5PKFQb/1a7eB//a//xbe+9S3+4R/+gVQqxe23387PfvYzHnzwwdYf/hBjSzq1ieCcCQLrxpFKpQiFQq7lw17BeuAtt0MNhUI1Uq1m0p31QrcyMmf4nt2Odz2/vxewrwO7RGyXlOvPk72sU87gNiizPSrlchmPx0MgEFghByuXy/zoR69w/ryBLPdOB3tx/joTo7cjBqKu+1ko5FBVZUnjbuDzRQjUmWsNQyedtmZubX9CI7SS6bQzg1/JLxAPvMDOj62ciV35fQap9CReOUI43DwP5Oqr51h8/Q58vt7PoqYqzxF/6LEVg7dMZgqPx0fEIeOyiZYgCJTLBcrlfPX4e73BJY/B6iVUhqYhGj9j7H53D4rVVWqlVMpNLge9Ix5aqUTk3C/Ye+uOhlKpXG4O3dCJRYd6PpjLp/MEZ95l34EByuUCpVIWm3hLko9QKNmUeFhhlGXi8eGG21YslHnxVyrnr30BOeQuzzNNq5pjocL+8Am2DXVeyXNiYWGcVGqSXbvuBpaJo/Mc1sutGm1bo+vAXk+nUqtMZpapqXPs3PlRAoHgksdsnnT6GqBiGAYej28pvTy0rsSjUimzc2eJ3//9R9p+9julrx8G5PNWUwK3Z/bZs2d56qmnGB8f/9CRq82IrYrGJsJGSKdatUNdr+1ohU63wRq0Nk/EXsvvXwuUy2V0XXf1ljhnEe1Bo9sN2DaO2+tx6yB26dI4P/rRCYrFPmS5d36Ua6lpJgYOupIMqM2RsPepUMgumWutQTx4MIwK8fgonjY6KzWbKXXOkDbLE5HDfSxcjjF0cx5/pHE7xbJaJJ+bayu348orZ0m9+VF8/rVJUfCpeyjMXiI0tBewOulkMlM1Mi43qZTrjHt6BlE0l6Q+3RMPUZJQp1e+bhPHRp3CGp3D+n3olngIskw6J7hKpSzieB2fL0ok0rsgSSeqeRqCgN8fqjkGVsVpbknqY+DxeAmFkng8UpU4SlKARMKdEJimybunUrz+5s2UvL+HHHL5zZjLxndBEPCIHhA8LOQ9bBvqfr+uXTsN+Ni3774V2+Qmt4LGxKPXFY+ZmXOUyyp79txXfS6IokgyOUgyOVj9jmw2xfT0JUyzhGkaiKLM4OB+AoHImhGPSiXLPfdE+PSnP9Hx+j8sg+562Vw9FEVZ19a2W2iOLaKxyWHLB3oNe1a7UCg0bIfq3Ab7MxuNdrahVSJ2N9jIY2AHZOm6TjgcXjHD45RJQWPDt6qqFIvFpQH9ymqIYRg899zrvPVWCkkapJdNfuay81yMbkOMtm96rWrcQ7HqoEpVK3i9ErncLKZp4PdH8fsjbZ9fu4rhlJS1I7Xy7nyMy7/5R27+zG2u67VkXEZbuR2XXjpL5sR9+Py72z4WnSIY2k9q/EVCQ3uXZrxrZVz1nhQ3CIJAIBAmELAe6DbxyGRmABMwkKTgUnJzexeLWqxNCS8WcxQKKeLxsbabLPSKeDiXLeh+EKghGapaJJubJRYdaTvwsVs0ytPw+4P4/ctm13K5SC43j66XyeVSRCJJIg3I7+K8wvO/krmW+r+Qg9txPUPm0rVgGojCknRw6RBkyhF0XWuL0Duh6xUuX36DRGIffX0rCZDzfDg7UznN5WtFPAzDYGLiBKHQEDt23FSjIHDbzlgsSSy27GFSlCxzc1fR9SJgACL9/burTShW2zzBNBf4whf2cccdraunKz/74ZNONYItnfqXsr83OraIxibHWhCNbjsv3QgVjWaoN7JvZJesXsBZlQGrJN6IZDRrW+s0fMuy7Fq1WlhI8b3v/YbZ2TCynFixjtVgYWGGM3IQKbmjq89XKmWy2WnC4UHi8WVZgPXgz1Q9HmDi90fw+dyJh32s7MG124xnM49HgbuZuXCRwf07qsNRazZ+sqUBF8AwTS6/eJbsyQfw+Xc2XbYnWDBZmLuMLxCvCWvrtqtUY+IxW51xtz0GjYiHf+hjLL7/GkO3HSKbncY0PfT1dXddOLer/hzafxsRD/v16rUwuovM3CSJQUtSls8vUNHK9LXw2PQK7eZp+HwBTLNCoaCxY8dtaJpKLrcI6ICBIMj4fVHefrPMyXfvxwg+jhx0Pxe2VMrExCN6EMQ675JvD7MLJxkZbF8+lc8vcP36WXbuvAd/B22h7fPQCfGoJ5KtiEexmGdi4gQjI7cRDser73UySREOxwiHb6t+R7FYYHb2CgsLlwED04REYifx+FBHxMOaNJnnq1+9j7Gx7gM3PywD762KxubCFtHYRHD7UfWSaJhmd52XboSbV6uKgq7r5PP5NQvfW++KRn1VplAo1LzvfBC3MnwXCgVM03QlKgBvvXWG55+/hGn2Icu9PdfFosLvfucjm5giub3zNrHNTNXWgz8OxAFbFpalVJrGmm0Evz+KzxeuHq9Wg+tmAxa5bz/XTp4mvr2EJMuUygqlYnrJHNz8VmuYJpd/9Vty7x7B5+9NsnUzVCol1MIIntlJwrfsru5LL7tKNSMe1qDL6qrkJB5SMEpxssDitvFVhyo22y7n31bEwzRNonv2MXX6PeIDSdLp68jeMIn4+gVwtZunkc3OAGI1gdzr9eP1LnfeuXhhjud+aTJdeBrJG0LIzRIKJZGkugkKw0Q3dASEhteCRwowlxcZabMIOTNzAUXJsH//g6ue2e+UeDj/uhGPVGqKublL7N37QNXv4vSK2KTTXme72xgM1oYIlpeM/anUBIJghQjG49uJx4fxeDyux6VSKTM6WuDppx9flb/iRlAc9BqNzsV6p4JvoTm2iMYmR6+Ixmo7L62VhKtT1G9DvQRsI8zavUS9Md+uythGP3uZ+ra19TfkesO32/kulUr84Aev8MEHIMv99JpPaprK6dMKhnEvgZnL5C6/S2S3u/SoHnarTp8vWjMb3wxWknkt8VCUDIpyHUEwlwbGcfz+9h9QK4jH2GeZeOsZ+j7SD3iIxUatTj1LlRJBEECotRIbpsnFX7yLcvYRvL6xtr+7W+TzC1QqKoODh8iknre2oQ2p1GrRDvEwDFAnF9kWuQ1pjeVIzu2yYd8/nB2SbOKxkNGZn79CNDay7mFtVZ9Gg/dtH0sgkKweXydKpTK/fkHl3OUv4QnfQ//SIhW1jJJPY6IBJgIiPn8MSfKukEq5IVMOYxh6UzO6LUfyepPs2bMy0b4XaEY87PuhvVx91WNq6j0qFY0DBx6ork/X9epn7HWupquVvZzfH2DHjpuq21ipqMzOjnP16ikEwbpnRyKjJJNjSJKEpuW5884An/vcp3uSWXMjTAr2Aq3GGusd1reF5ti8I64tVLHaAb6z85Kbxr8dbDTRcLuBWq0T8x1LwFbz/RtlzHfKPVolfOu6TrFYbGr4/uCDK/z4x6colXpr+LZhGDqnT8+hqg9YA1B5D+kzL1AZziG3yB+w2oguEIuNNG3V2Q4CgQjBYLTay79QyJBOT7Fc8Yh3NKsuyD7G35NI7jNJjA5BE6mVIAiYwMVn36Xw3mN4fd1LItqBaRqk09fxeiNVc7Anl0RZmMIXG+h5AF8r1BOPTGYGXa8gRm5n6vy7hMeGkWU/wWDn7Vw7RSPZnI18fpHFkkYksg2PKKFruuXZcM6QNxuR9wCNfBpW69q5pda1K7vM/fbdNMde30fR8/t4wrXrkL0+Yt6lkoQJZbWEoqQR0BFEy5MSCCbwet1n0nV5D3ML7zI04O4KL5eLjI8fZ2joFqLR9jN2VotGxMP+q2lalQBFIqOMjR2oEm077VwQhOq9sd7X4fZ7tv92Qjy8Xh/btu2vrlPXNWZnJ5aIR4Gnn36Ue+/9CKqqVvenk+9w4kaYCOw1mlU0NqK97RbcsUU0NjlWM3C2OwypqrrqzksbTTTqt8GuYgDr1nZ3rY6BLWlTFKWpMd8pGWhUxbATvkVRbGj4/sUvXuftt9PIcm8N387tOHt2knz+/prrLWo+QurtX9J35DMNP2vp9sW2TNXN4OZDsKRWy/4Tq+KRXmonag0qAoE4Pp/7A0xR0pTLefpv/jKTx/8P8c+NIjoGBaa181Xioek6H/z0XYrvP47XN1DT2arXsAejzo5Xpmni999O5spvCN7VuPXpWsPZVSoWC0H/Noz5a8RvGaNcLpDNzrLcztXfVY5E8+9fJuZuoZbZ7BQej5/+O4+wOP0OI7tGajX+xtJvfo2Jh5tPI59fQNMqrr+HdKrAC7/0cHXxG8jB3e5mb8d+GrqB5JFJJJZb9FqZPGkKhRTWFSwQDCTw+iziIcoh5nIw5BLOnk5PMzv7AXv23LfqCYHVor5SVyrluXr1OCMjHyEYjKwwfQuCUHNvtI+Hcx1OslHv9+iWeFghgruR5TBPPXU327ePVKsr9jY6SVSnxGOrorGFjcAW0dhEaOTRcM6stAu3/IjV3IRuFKJhVzFUVe06fO9GQr2krb6ThtOwqKoqmqYhSVL1P3tZwzAoFotomtbQ8D03N8/3vneMhYUIshxfs326cOE68/N34/HUzq6Kokho7lYyH5witq82S0HXK2QyU6vW7XfiQ7BI3fIsrE08isUMS7SBQMCa7c1kJpGkYFUbrwYfYvrscUZv3Vv9vACWbEoQMEyDiz/5LerFz+HzJxtWPHpBPPL5OTRNrxmM1gyuF1UwDRDWvzFCqZRDUVZ2lSqnPEtSk+V2rpbcr0g2O4cttWonR6IRnLPcbteCrldIpycJhwfx+QIQhrk332J0ly2BW1oP5roQD6dPwzRN0ulJvN4Q8XhfzXKGYfDGqxlOvPsx9MCTDc3eSxvv0rp2+W1JkojFlsPgdF1DyWcoFNPY5FvVTW4xDZwG/6mp36GqGgcO3HhBZen0JHNzV9i//4EqAbKrGPa91J6UgeX0cqfHA1aSl3aJh/NvPTRNZWAgy9NPf7LaLcwmPHbVzY14iKJYJR6NJpk+jGh0HBVFIZlcvwraFppji2hsMtQP6Dsd4Ds7FfUiP+JGgu07EARhzUMM3dBrslWpVMjn84C7pM0plfL7/dUHUKVSQVVVgOqDx35oBoPBFdUQ0zR54413efHFKwhCP2tpYZmYmGZy8hAej7sPwu/dQem3F6iMpJFDFtlRlDSqmice37aqa3W1PoR64mEFVc4wNXWRcDiCIBRRVT9ebwBvYjvT544zsK+E7PfXrMcwdM7/6B3Uq1/A66vt4OXW1ap+drRd4mH7WPz+GPH4cjZJfTUnKNxObuI9ojtv7fiYrAaWcVlw7SqlM0whtUgwsXy8LeKx3M61nniAicfja6vi0UoqVSxmKBZzJBLba645RV0pXxJYH+Jh+zR2L2WeRCLDK7wi165meemlBHOlbyKHEk2rGM1a1zaCxyMRjdWGOeYyGu+ceYF4NIRhmOTzaUZGDjEysvZNDTrF5ORZNM1k//7D1ddskgHg9XqrMkrn/dVZ8eiEeNQTjmY+j0olz6FDHr70pSdd7092laUR8bDv+UBNxePD8nx3op2Kxs6d69C5bwttYYtobHJ0MritVCooitLT/IhutqPXsMmTPRsVi8U29c3VSQYlSSIcDrtKOpyG7/oHkP1wVFW1+hCF5VA/SZLweDyUSiX+6Z9e4dIlEVnuZy0xOzvPpUs7EMXm3xMVHib19i9IHPk0mcwkshwikdi2qu/utmVrMxSLKURRYOfOWxEEwZrtVTJVmYkRuZP3X3mRWx6/p/oZw9A594N30Ce+iCyvDHirJxLdEg/LxzK/pNuXq+tyG1z7AyMUp34L60Q0WhmXAYKjd5E69yzB+xvPStYTD7AC7JYrHiaS5F1R8WgmlQI7gVyqVqecKHnjlEslfHXksWa71pB4LCplcrm5FV3WKmqFX79Q4uylx/GE7kduvHnWNpnNW9e2C4/HQzy5E1m/maGhEFeuHCccHiOfn0VRpjBNk3h8jFhsdEPvyYZhcPnyG0Sj2xkdXSZA9sSMKIrIsrzit+VsCuAkHs6KgpN0dJvlYRhpHnpomI9//K4OpVYriYe9fU7iUb8fm11CVV8pqsdWe9sbC1tEY5OjnQF+/cA1Eon0vLNMtxKu1cLZ5tUuH2/UA60XZMvSRCsN2/DWP/DcyuT2v1VVxTAMfD4fkiRVH46qqlIul7lw4Qq//OV5NG2gmiS8Vg+gTCbDuXNxBKE1YRBFEd/0TVw/8QuGbv/kqjr8tJq57m6dyx2v4vFl0uTxSESjztlejYUPtjN+7gzR4T4M3WD8F9cQp38fyduefrgb4pHLzWGapmsAX6PBtZDyUSnlkP1rq2sulfIoymLLAD5RklFnO/8tuREPZ3K2KEoEAglkeaVUtFUCOUDo5lu5funX7Dm0q+1t6hXxyGSmUD0+goF4zba/99sUr762G0V8Gk+odSOPdlrXdorri2W8+mUOHjxSQ+o0rcLc3HXS6VNY7Vx1YrExEomxdbtPF4t5xsdPMDZ2J+GwVdkzTRNN09B1HY/HUyMzdUMz4mHfY+x7v5N0tCIe1m9yli9+8Xb27t1e9dg51+P83mao95XY63eSIlVVq8Zyp9xqMxKPZtu85dG4sbBFNDYZOpVOrUUKdjvbtdYwzZVtXhVF2dAb5mqOgS37KhQKeDwe1za8jR5o9cuoqkqpVFpq5xquDugkScLn86FpGt/5zj9y/nyBZHI/YKDranWdbrKA1aBYVDhzRgAOtLW8laIdInI9iHmTAl0SjVaD627QSccrj0ei/+BjpN/7R0b3DXD2/ztN7oMn8HhyUMgiCALBYBK51fSzA82Ih6ZVyGan8PnihEKRmlnTVtWcaOhesh+8TfzWtdPUZ7MzmKa7VMoN5XwIrVxC8rV/fOphEw/7t6OqJRQlhSAYgIEo+giHk6hqkUIhRSzWnAD5olEy6a43B+iceJimQSY9STDUx+47b6v6NDLpIi/8SuDq3NeRgvuby6SsL2rqx+gWmcw0pridZH9whWTNMjfvAnYBFpmbnb3OlSsnEUUTw9CJRodJJnesCfFIpSaYn7/Gvn0PVBPMbf+FYRjVym6n97lGxKO+6mEv65Zebhg6iUSKp5/+JIlEfAVpqfdtdUM8nBKqYrGIz+erfkelUqnxodQbzG9ktHrOblU0bixsEY1NDvuGUD8bbZrrn4K9XkTDGb7nbPO6kfKt1aBVG952qhj2emzDt9frdQ0lnJ2dWzJ8jyEIU0xNnUUQdDRNJ5HYTiQy2JYeuV3YWRm6fi+tPmrPKPv9CSKRCIYxSOr4s3g/8WRH39vK5Nst7IFypx2v9NjDHPt//ydx/h/6+pZn263qVQrTXARMBEFcIh7tEyv7nDgrBaLoWTFIaXSfsCF6fJjzyppUtdqRSrnBN3wPixfeYPDWm1f5/cuD62AwTDC4vA3lcpGpqfcxTYFQKIKiLBIONzeXK3pvvV/NiEeplKegLBKNjuCRJLxegbnfGSy+tshbp+5GD3wBqZnZ24YJuuGQDwqt/RitYBg66dRSBSg2zEx6hr5E88+Ioofh4R3Ajuo65ucnuXLlFKJoDc4jkSH6+3eumnhcv34WXTfZv/9+xzav9GP0As57Yzshgrpe5uBBk69+9TNV7529Lc7cDuc63H7TzupJO7AJhXP7bLmVpmmbing026ZcLrdV0biBsEU0NjncBhCt5DdruR1rCeesv1v43kbJt5zf3ynRcXb/cmtb204VA6i2rYXGhu9XXz3Fyy9PIIr9eL0wMrIb2A1YEofZ2atks+9iJ9bGYjuIRPpqupvUSwKanff6rIxmsMy32ZoZZVEUCS/eQ/bcW8Ruvrfp55e/s9bw3YvrUtc1MpnJrjpeGVqF/IlX8c3cQSl6hXD8UPU9q6PPcl9QTaugKGlMs4LV1UokFGpNPNxM1fbAxEnA6xOv6//fV95FYe4KocHdHe1jMywToNHqjHK78AbjlKaKsArrSDNvjmHoKMocyeQ2AkvZLZa5fB7Ql4iqTDjcV0M81Ngw2XSWqMNg3yvomkapWKKYLzB3fZZcqoJP7ONqcRG1KFIueJgblxCif4IvOIRgWlIoBIuwuJEH248BvUl8B1DLS9kd8eXsjnQp2DFRFUUPg4PbGRy0fBOGYTA/P7WUI2FiGBqhUB8DA7sRxfauH8MwuHTpDWKxHQwMLEs1G/kx1grOigIsD+xVdZH770/w4IO3UywWq6Gpzk6BTvLQjHg4pVbtEA/nPrttn9Ng7kY8NlqebKPZc9Y0TRRF2SIaNxC2iMYmQyM9/vIM2LKcaD1TsNe6muBs89oofG8zVTTsm2GzDBOnua8RwbDPuaqqSJJEIBBYsZ5CocD3v/8yV67IDQ3fkiQzOrqv+m9VLS8Rj+tLxAMSiZ2EQokVbRWdf53Xo5WVcV/Th5JpWjkFguAlmVzZpcbnHaJ0/n3KY3P4oi7N+h1YG8O3RYC66Xhl6BqLv3mGeOYOpLCfbPYdClKYYNhdOiRJcg3xqFRUCoU0hqEhCAaC4CEU6kOSrBlQN09Bq2qOmyHVPm/+4H4yV1/qGdHIZmcxTdqWSrmhnPV0VWVxEiu341AuFxxm+eV7pM8XsFrZVpdbJh5gIooykf0HmDz3HNE7WxMNwzTQyhWKxQJKuoSyWKGsmGglCbXkQS1KVIoSlZKEWpCoFP1olZ1kFg1CwU8Rjm1fcd35zCy57Bn8oWFMHATSURmxPR5rIZXK5xfRKmWSfbWVvZJnO+nsZRKxviafbg5RFBkcHAPGAOu+v7g4zZUr7yCKBqap4/cnGBjYXf0dOFEs5hgfP8n27XcRDFoDzU79GGsFy0OR4stf/giHDu2t8U84B/W218KWddWTBzfi4axOOL/P/mw7z0UnwbEnqux12tvpvGdsdGerZudQUZStwL4bCFtE40MCTdMolUor5ETrhbUc5DvD97pNLl8PtFtRcfpm3DJM6metmiV8FwqFantbtyyU3/3uIj/96btUKv3IcvsPAyuxdtlToaolZmevkE5PIAg6hiHS17ebQCDqqkW+eHGK+fm78Hgaz8ZXKiWy2RnC4SF8TXT4EeEBUm8/i/cRdwlVq0FlN7AI0DSCILsSoFYwdI3Fo88QT9+GJFn7Fg3fTnrhLTyeEL5A68GYLHuJxQar/65UyiiKRTxUVaFcLjI8fACv11/d5lbG92YeD9M0MeZ0yqUCsne5Ctrp8exWKuUGIXyIzMQE8R3tk5VWbYzdckUawY14KMUs2ckFfOEixYyBUQ6il2W00jJpqBQl1KJEuSihlWMY2n5EBpC8CSQp6PpdAiCYJYrKDP0DI8gN7nOSL4qQKaJrCrIvAqbjPOLweNjr7UBa0wymaVp5MZ4g8aVk+drt6mc6dZ7EymZqXUMURfr7R+nvHwWsc5tOzzIxcRZB0DAMHZ8vytDQPjKZaVKpSfbvf7BageqFH6MXMAydcHiBp5/+OAMD/dV9cw7qbUJkkyK7Qm0TD5skNSMesDzh4iQe9l97mU6kVm7Eo95kXk88euXva4RWY418Pk802vuK4xa6g2BulingLQBUb0I2KpUKuVwOoGr+Xa8qhhPlchlFUUgkEj27wTiTy9sJ37OXjcfXLmyuGRRFQdM0YjH3J229b8Zp1HYuY9/E7Zu126y00/AdDAZXrEfXdX7601c5fVpxbaO6WpRKRWZnL2MYBSyZiYf+/r34fCEmJqa5cuUmRHGg4T7k8/NUKhXi8fYSqdXKPIWDF4jfcn/N66vNxnCDpqlkMtOEwwM1g8x2Yegai6/+hPjiLSsGlYZhkFLeJDb6WSTZfcDZCnb71UAgQqGQwTStARd4CIf7VtWlq1LOkB87T3Tf3SsqHu0QD9ss341Uyg2maWIq/8z2h+5qa/lmVS1nt7BQqPvfxNzpc0z+4BxC4RC+4C2oFRNRFAATUZAJhZNd7XtBSVFWi8TjIy1/E4ahkSn/msTOT614z5ZKmZgICJhL4ZJuFY92Kxy6ppHOXF8OL2wAuXiS+w7G1m0wbxgGmcwCFy4cxTQlBgeHkeUww8P7EUWpWiWQZXnD5D6VSpHduyt89auPdJTt5KzEOJ/79r3Orno08+wB1S6DNmGpl02upgLslFrZBMS5jXa1o9E2dgtbPu13aTNtGAbJZJL5+XkSiRamoS2sC7YqGpsMzh+rPaMN1o00HA5vmGmrldm0UzjD6tpNLr+RpVNOA3u3bWuhPcP31NQs//RPr5NOx9aEZAD4/QF27Fj2GxQKeebmrpBKLXD16s2IIgQCGh6PVPPwMU1jqTNSjESi/dwOr9xP+cJ5SqMz+BNDNZKBXkqlFGURVS11bPi2Yeg6qdfcSQZYkwGJ0D2kJn9GYtsXET3NO1c5sZxUPYDPZ607Gh1w6LU1isUMhYKGJfORCIWSeDr4DtkXg7k0noO1um03j0c98cjlZjEMs+tj5wZBECinW6+rVVVLVYvkcrNEoyPIcncVUb2iMvHT4+gn99EvfY20+So+b5BwZHliQy2XyOcWMVk6B4JMKJxoeg5M0ySbmcLj8ZNIjLa1LaIoIWtJirlrBCLLPgTX1rV2xYParlY20aiezwbEwzKkp1aEF7qhJGwjm5sgFl2vAZ7BwsL77NlzH/39ltwqk1lgfPwsul4ETHy+MMPDB6uVv/VEpZLhvvviPP74/R3/JgRBQJblmoqHU2pVKpWqyzqlVs6Kgk0y5GC/uAAAIABJREFUJEkiGFzuvlZvVLe/z1kp6aSlbqv0clgZIrjae0Sjz9tV/i3p1I2DLaKxCeE0RVeNnGvUtna9YZq1mR+hUGjNu2X1Cm5Ex64+KIqClSy9tobvo0dPcPToJKLYz3oetmAwTDy+jatXD5JIHERVyxQKaVgacAmChCh6KZWyRCLD1VyPRhUPN0Q8D7Bw/GfIDz+ByfKsWa+kUun0dWQ53PZgb8U6DJ3F154hvnBzQ3kMWIPEWOBOUpPPktz2+ba2v1DIUCrVJlXXV3Os9sXLgylVLZHLLWL7CwRBIhzuaznbLuUSlLOWJ6aZ1MoeoJimsWSWTxKJ9F6uoBlDFDMpAjH3wWtrqdQilUppRchdJ8hPTTP1gwv4Zj+BbEvhIodJLb5IYugLVaOy1+fH6zwH5dpzIArSUsXD+u1WKwWhQXz+zqpn4cjdLM48iz80Zsk2G/kxnBUMsIgHLgTShXjk8nMYukmyrz35oOgbYGrx/XUhGoqS4dq102zffne1k5hpmgSDUXy+m6u/iXw+zeTk+4AK6Hg8foaG9uP1dldRbB/zfPGLN3H77Qd7srZGg3q72uEkHh7Pcuc554RUvYzOSTbsCQu3roP2/3e7jXa1o1l6eSe/zWYTioqiEAwGN0TZsQV3bEmnNhlUVSWbzVZN0YFAgHQ6TSgU6qgs22vYEq7VtNFdbeZHqVSiUCiQTDZOE15L1Eu3nAZ2r9dLKBRasT/Om3wzw3exWKRSqTQ0fOfzCt/73itMTMjIXUpyVoNSqcDx4xqGcYfr+wsL45TLKsFgEDAQBJlQKIkgiK4SnUbnvViao7DvPRK3P9izKkYvZrstkvETYvM3IUnt+RJUNUXenCY58ljj9S6Z5UXRRyTiDAPs3PiuqiUKhQxOY7NV8ah9IBuGQSZ8lMSdn2i5zmIxj6LME42OVHXx7ZzHTmBoKh5+wei9K6+t5lKpZfIYDncnpzRNk5k3zpB93kPI+NiK9zWtQLZwluTQp9tan1ouUShmAAO1rFAqFxgZOdhRS2MnSsVx1ECaUN8t3beurSMe9n+ZzHV8vhihUKwjqZW3dIL7Dq4t0Zifv0omM83u3R/t2I+Ry6VZXJzANMuAjij6GBzc33FHuUYwTYNAYJ4/+IMHGBkZbP2BHsEe1FcqlZoBPVAjtWo2OVNPOpxNI6DzLA+3bXQazJ0ycCfpaDWBpCgKsiy7+jUvXrzI448/ztTU1IZ3x9qChS3Kt8lQqVTQNG2FKXqj+aJTOtUp6rtldUtWei3f6ub77f13Sr/cDOzO0jU0rmJomkaxWMQwDAKBgGtbxrNnP+AnPzmDrg8gy+u/31ZWRt41K0PTVLLZKUKhfvr6lh/kpVKBXG4BO7HZ4/ERDMYBsaFExzAMZCmBfFmmvHOKQHJs1dtuhQPqq5rttkjGT4ktHGybZAB4vQmCpQKZ2WPEBg+veN/yikzV6OJbdZVq/n3+GvlIuVwkl1vASTzsVq7CYrnl7yiXm8MwDPr6dtb89ppJrbo5xqLkpTy7slLYTCplH7tIZLhrz0qlVGTiR2/D7+4gJK00PwNIUpCgd5hs6i2iiZVEpB52xSObncXnjxKPb0PJp2EpQFAQJMKhJJ4WYZA2fP7t5BffIRA7gOTtsqotOPwbWIQ0m5kmEh1GkuQV2Q2tpFZFRsgrM4RX4YNphmvX3gG87N273PK6k3yMSCROxCF3U5QsMzOXMc0SoCMIXgYG9hIMdl6d07QyY2MFvva1JwgEOvd3rQb2+atUKgiCUO3MaEutbBkVLBOP+i5c9YR9LUMEYSXxcBKkZlkezcYZuVzOdVJvCxuHLaKxyeD3+1fcDG4Eb0K3RKNR+N5mhH0eFEWpSr/C4XDTtrWNBmC2PM7use5mHNc0jWee+Q3vvlvC6x1cMchfD5imwTvvzFIur8zKsPwOReLxldpuO7HZWoe51G50AbBaWEpSkGAwhmmy4sEWEe5j8e2f4//UMEKTYLVmqA8H7BamobP4+s+ILRxA8nS+Hr9/DL34AbnFd4kkb6u+XiikKJcLNQTIKRHqhSzAvZXrHGCglvqYOX+MwQP3UR9eZx27Sfz++Ipj147UqhvioeYC6BUVj+xtKZVSlDSqqqyKPGauTDD74wn8qU8htjjWfv92Kvl3KeQvEQzvabqsbUgP+OMEltqv1kit1DL5fAoTHZt4hELJlSn0jpTvSOgI+bm3SWz7eFf76kRBSVMuK/T1L5PHRlIrcCceom+EyfmLHOgx0TAMjUuX3iSR2ENf3zLxW20+RigUJRRaDmux/WY28QCZgYE9hELNq2KqmuXuu0N89rOf2ZCZdFVVq5N1zsYpHo+nmghuB/PZg3r7eW0P5p1ZHtA4RHC9iEejLA/7s27I5/NbqeA3GLaIxiaD2w94MxINp8+kkXdhNduwEWTFvuGWy2VX6Vcnhu9CoYCu6/h8PlcJ2fXr03z/+6+TyyXxejemjZ9pmpw9e41c7v6aweiyZCVEItG66iAIAn5/qCYLoljMk83OYZr6UgvLMIFArHr8QrnDLJ4+SuKOhzqeKS+VchQKaWKx1XVGMk2Txdd/RmRmL5LcPVkJBfaRVX5LQQoRiOyxWohKgZpjtxYZIfWoJR6jzM79nMzQ3FLVyUSSvMiyH0VJrcifaIReEQ/v0D0snH+L/kMHq78dNwJvy8zaue7cYJom1399guLROEE+BW0e6kj4NlLp3yB5+/B63QfYqlokl521jl2De53X68PrHXR8poyST1XN5QISoVACUZQwTANREJG8MUpZDbWcwevrfnCfzUyDIJGorxTWVTzaIR6LpUBP78OFQpqJiXfYseOjBALL94m1yMcIBsPs3LlMPKwOe1eYm/sAayJEpL9/d42U0TAW+exnd3PPPatIl+wStiLAzmRqNFnXbFBvD+jtioIoiiuyPOzXof308l4QD6fPw5nloaoqhmFUl7XvR4qibEhjnO9+97t84xvfcH1venqawcFaGd2xY8f4sz/7M06dOkU0GuUrX/kK//E//scPpYl9i2hsMjS6gWw00egE7YTvdYPVyLdWA/tGb5vx3IIS2zV827NSgiAQCoVc1/PKK8c5enQKj2dwXQ3f9bh4cZL5+bsQxWVpih2EFo0Od+13EASBQCBc7awkCAKlkkIuN4sgWLPCXm8Iz8UghdFx/P3bqsu1GrBmMtOAp6tsDCdM02TxjZ8SmdmLtwedvaKhW5mfe51MPk1f/y012Ri9zghpF758iGAwguyzHnwLCxNkMinC4TC53DSS5F8a9LZ/EXZLPORQAuW6QvImw/U46HplyZA+UK2UdYpyPsf4P51E+uBegnLnoXOx6AMszj9P3/AXV1Ta8vkFtIpKsq+zKosb8cjmFsDUEUSWOov1EYk8RHrqeZK7Hu94uw1DJ51aCn4MtDHIaYN4ZLU+UulZwqFYTXvTbq7fubnLZLPz7N//8epg1enHkGV5TRuGWB32bq7+28oUGmdh4TJgMDAQ5l//6yfZsaO7JhKrgd08RdO0hllKjeAc1Hu93ur5s6VWttwKlomHM8vDfh3aJx424eiEeNjLyrJcfY7ard1tgvRXf/VX/OQnP+Hw4cMMDw9vaEXj3//7f8/u3btrXqtveX/69GkeffRRbrnlFv7mb/6GiYkJ/tN/+k9cuHCBZ599dj03d12wRTQ+BLgRiEa7g3y7AxOsXfjeeh4LwzDI5/NomoYkSWiaVvPQa7eK4TR8N5qVyuXyfO97r3Dtmg+5i4FQLzExMcO1azchisvVlF61N3WTxgSDkZqkX0XJYha3k3rteYIPPYQ/kMDnC9Wce+dg1RqIWl6R1Zo+LZLxMyJTu3pCMsCSmXnYgaheRGAf4F+TjJBOEAneR+biSWI33Us6PUkgEKdvqfuQVZEsks3OwtIgU5b9BIPxNSEepmlSzrgHgRWL2aX09tbtVxshde4ic88sEFCeQOwg2NIJURSJR+4mNf88ycEnqvtjG9LdQu46gWmYiKKHWHQQ0WPdRyqOike5ALPXT5Ac+ohrarYb1LLVCCEeH8PTrRzPhXiIoZ3MZsYJh2KuXYzaJR7j46cQxQB7995Tfa0TP8ZawOv1s23bATRNZXAwxx/+4aOEw+s/C223tzdN03VSqlPY58Pr9Vafy06pVT3xqM/ysF+H5sSjUXp5u8TDXk6WZSTJap9+5MgRFhcXOXbsGBcuXABgz549PPTQQxw5coQjR46wZ8+edZmo+fSnP81ddzXP/fl3/+7f0dfXx8svv1wlRbt27eKP//iPef755/nUp1bm42xmbBGNDwludKLhDN+TZZlQKNTzB8R6l0qdpCkSiWCaJvl8vioZaLeKoWla9YERCARcydc775zn2Wd/t2GGbyfm5ua5eHEUURwAQNc1MpnJVSdBO43OzSRCgiAQDseAGBHtS2Svvo158C7yectfYBgmgUAMrze4lDuSplwuEI+PIoqeVUk6LJLxcyJTO/HKq++sUy8zM4wRFid/SXT0c4iid02lUq0gSn4qk3Okhq6vkEpZcreVPhvb42GaBrIcIBRKIAjtb79z8Om8HgCE4EEy1yaIbdteXS6bnUEQPCST25qttiEMXeP6cycovzFMSHy4balUI0hShIA8QCZ1glD4I5YhPTq0ugwHhx9DEGpb18peH7Glikc8Psrs4j+TC25DEJZaGiMSCve5Eo9uqywtIYAoiOTKoZqZcnuw2Q7xMAyNDz54g/7+fSSTw9XlV+vH6BUqlRy33urlS1/67Ib8PiuVSlV2vJYt4EVRrHkeOaVWTv+E7RtzSq2cpMCNeDilWzbaIR7V+4HDR/Loo4/y6KOPAvA3f/M3vPTSS9xxxx288sor/P3f/z2maTI2NsYTTzzB3/7t3/b4KK3cvlwu5xqkC5DNZnnhhRf45je/WVN5+frXv86/+Tf/hu9///tbRGMLG4tG0qkbAY0qK5VKBUVRqjMvnZR3O/1+WHvSZRu+60mTfdN16krtwYHbTbPe8O2WfF6pVPjnfz7Kb39b3jDDtxPZbIb33oshijsBO98hSzy+bVUPXPt42bP37V4fkhTBezWBuC1NfGgXYEvz0pRKM+TzKQTBQ1/fNgRBXFHG78SUbJomqbd+TmRqe09IxnJb3eFqe1NBEIgF7iA1+TP6tn9pQ9sz5nJzmPkkPt1sOVvq5rMplRQymVnA6qgky0GCwXhbxMM5GLGvh+DQQfKXf0d8+w50XSOdXpL7+EM1jRXaRWFhkes/OIN34giBDrqFtULAv5P8/G8oFHSGRj66unNogm44/DktWtfGAvdQrkwRHbRaAVfUMoqSxjRtj4eHYCiBoswjSaFVV1maIa/3UyzmCARCNffAVsSjWMwwOXmWXbvuWXM/RjfQ9UUee2w7hw+7t/JeS5imlctUKpWqIXzreRxsUmj7KZ3EQ9f1as6TTTycUqtGxAOWPWhuxMP+nJs31Q2VSoVDhw7xX/7LfwEgnU7z2muvcfTo0er2rSUefvhh8vk8Xq+Xxx9/nP/8n/8z+/btq75/5swZNE3jox/9aM3nZFnmjjvu4NSpU2u+jeuNLaLxIYAgCDUDqI2Ec5Bvy4Hsm+Jah++tB9GwSZOdPOpGmpxl4kZVDPum3MzwPT4+yQ9/+OaS4Xv9U23rUSoVOHPGBA5imiaZzBQej2/VfgenrKybQVlYvpPFkz/H/6kxRElGFEX8/iDZbJ6hoQN4PBKKkqZczmPNtkMgEEOW/TXyHPuv24DVIhnPEr6+Da+8+pyWfH4eTVMdnZFMDMNcOg4+EoFbyUz/ksTok+s+oLI7I/n9MYZGPk5q4iUY3NnROmyfjV3hsolHOj2DIJhVn00wGFtBPBqRTlEUKWc8qGoBRVkkmdxerVB1ai6fO32O1LNFAqUnEKXekrlMZgqf9yY85nvo2iFEb3ckxjRNDL0zf44vMEYh8y5G3y2IHrmm4gHWb3hq6n2CgSigkEmXCIYSXed4NIMY2MH1+dfYt71WVlRvDnaev9nZi2SzC+zadS+CYCVb2883S563tn6MZrBI7xxf/epd7N3b2e+hV99vy2sbPTPWG/XEw0kI6yse9VIr5zVQ31K3WXp5q7FOfdepeDzOk08+yZNPPtnTfa9HKBTij/7oj3j44YeJRqMcP36cv/7rv+bw4cOcPHmSbdusquvU1BQAIyMrSf7w8DCvvvrqmm7nRmCLaGxC1FcObgSPhr0dNjRNQ1EUdF0nEAhUk0k3K+pJUyQSafjAs1vbug0ObBNjsVislr3dDN8vvfQ2r702s+GGbxu6XuH06Ryadh+aViKbnSESWZ0kxG3WultESw+RPv0bkh99hHx+gUqlQjK5q1oBikadYXfaUsUjC1i/m0AgjiT5XAerpmmSPv4c4etjeFfpjbEH8T5flHi8334VXXdKxgQ8ngghY5jMzMvEhx9e1Xd2AsvMP0csNrZ8Xc5rGFoFsc1sBze4EY9iUSGTmcHyeFjEw++PNpXOZXIy4YVpBsf21azbRitzuV6pcO1nx9FO7CMk7161VMoJq+3vtaUqSxjDSLA4/yv6hr/QcRtm0zDRDX2FVKodREIfJzt5jPj2h2peLxWtbmvbtt1SPbaVikpBSTu6WnkIBhPIXWaPOCEIIuli6ywJ+9xcu/YOHk+QgwfvrxlkOme47QGoU2KzHtB1jWQyzdNPP0I8vjb5IM3g7ETYSF57I0AQBGRZriEeTqmVM73cKbWqn1BoRDycIX+2hK6esCiKwvbtq2/2YWeOtILfbz0Dn3rqKZ566qnq65///Od5/PHHOXLkCP/hP/wH/tt/+28A1aqKW8Cy3+9fl6rLemOLaHwIcCMRDUsTX6z283brwLSW3w+9r2g4sz7cSJM9sAFr5lFV1appzr6Z2segVCqhaVpDw/f8/AI/+MFrTE8HkXswc94LWFkZM5TLD6Ao82iatqqMAuh9JoQkhfFeTTAZeY3Yto+QSAw0XNbjkYhG+6v/1rTKkrzESmwGkWAwgccjo+s6mRPPEZoYQvLGMU1jab873/flQfxIVTNvmsuzdfVky+cbwigVycwfJ9b/Udd19hJ2AF/9uQ15P0b2yhni+5obHDuBIAgEg2GCwWXikc9nSaenEEWrwuP1hpcqHkKVoAXH7kO//ho06F7bzFyevT7F1A8v4Jt5CJ8cWNW5rEe5rJDPzxOPj+LxWIMsUZSIhm4jPf8SicE2NddLuTF261pR7DDlG+u3ICigFlN4A5bEL5edwzRNkn21AzBZ9hKLL1c8NK1imcsLNvEQCQaTXROPnN5HuVyoyWuph6apXLr0JgMDB0gkhoDlZ5rzHuGU1jh9b87B5loQj0pF4eBBeOqpJ9ftWeaE7eEDemL6Xk84vRvQmng4gwTriYdhGNWWtj6fr/qaXUWxMTc3x759+1blxXvllVd45JFH2lr23LlzHDhwwPW9Bx54gHvvvZcXXnih+pod5OhGZEqlEsFgd13zbmRsnit2Cw1xoxANoNqLeyPD93p1LOxZDdt0107bWrsHdqObKVidUtxmM06deo8f/vAk09PzCIIJGMRi24nFhjdMq2+aVlZGOn0vudwkPl+MeLzxIL4drEUmRLmsUM73Ib9/Df/ezhJ5JUkmFlvep0pFpVBIYxgq+Xdexn8liRSNLw10bCNivcyq+XWey82i64arVMqSFYiu6wj4d6Ep75FPnyMcv6mj/WoXTqlUJLIyk8XrjVOYWYB9Lh/uyfdbv6FgMEw4HK3ez4rFPJnMNJVKGUXJ0Nc3RiicpDynt17pEuz7z+ybvyX7vIeI/mlM2VzVuaxHPt84Xd7rjaPrcXLp00TiLTT95tJvAxOP6EEQu793RiIfJz39PIldnyKduo7PFycYap31IknySuKhpDELFWsDEQkFE8htVjJF/w4m54+xe8ydGebzi1y/foadOz+G32/9blv5MZwVq0YNN5wEZDXQtDSf+MQgDz300Q15ljUK4dusaEY8dF2vehaBGqkVWJUAtw5bTnnV6dOnee655xgdXV2r4Ztvvpnvfve7bS07PDzc9P1t27bx/vvvV/9tS6ZsCZUTU1NTq972GxFbRGMT4kaTTtkDcruk2YvwvW7QywdBO1kfTsN3/UPNvkE6dbX2QMaueNg3XcMw+OlPj3H+vEEgsIvdu3cB1kN+bm6CTOYUVkqwSTy+i1isNvhnLXHx4iTXrh2gWJxbmq1dXcDdWmRCZLOzmKZAMrkL0xgmffIoyY9137VDlr1EowOkTvyKwcWbESIxCgXbUKsjCBLBoJUf0WqwupxAHncM4ldKpZoNbiOhm8lkT1OUggTCO7reLzfYuSdWlaXxb9aTi1LOLeCL9LatcqMWvlbFI4JhqIDEzp17KRRyZDKzlKYVwrNXCIYTBALRptdRpVRk4kfH4Xe3EZJGrVas1cWXqx3dEA+rY9g1vN7oij75TgQCu8nmTlBUrhEIuXfHMo3e/jZEUUSo9DF59RiDYx/rOtOmnoQvE49F2iEeguhhseBnt8t7MzMfoCipjvMxmnk86g3F3RIP67c5z+/93m3cdFPztPe1gOVpah3Ct9nRiHg42+k6Z/7tLmb2MxeWz/HPf/5z/uRP/oT/+l//K9/4xjdWdbyGhob4+te/vrqdW8KlS5cYGFj+Dd16661IksTbb7/Nl7/85errqqpy+vRpvvrVr/bke28kbBGNDwGckqH1vhk5B+T2DX0jSIaNXpCuVlkfTv1wK8N3oVDAMIyaMCV7xk7TNC5dGueZZ06hKEk8Hm9Vd2oFJMmMjCw/5FS1zOzsVVKpCSziIdLfv5dQKL6q/W2E8fEpzp6N4vHI9PWtbpZlLTIh7EF8INBf1f4Lgh/fxAj5sQuEx/Z3tV7TNEmd/BWh8SQ+2SJ1Xu9Q9X1VLaIoGQRBxzR1RNFLMBgHxJrBqmVaThGPj1YH8c2kUs0QC99BevFNRCmMz98bSV0uZ8/Et849CYXuJnvxVXx3fKIn3w3NK1vWIH4SrzdGPJ5Y2garpbEqfQ5j/m3MkEw6PYuVXG7g90fw+yPVfclcmWDmR+ME0p9EdJWb2GSi+q1tE49KpUQ2O000OtKWkToauZvF9MvI3s8gyQ5pRJPWtauBoqTBGCVQOYnk6d39eCXx0FCUVJV4CIgEgoka71a2EqdSKSHLy6+Nj59EksLs2bP6fIxGxMPN59EO8TAMnUhkgT/8w0/Q17f67nKdwjS7D+Hb7HASD5/PR6lUolwuV8+XrZj49re/zWuvvcbhw4d58MEHOXPmDP/9v/93fvjDH/Lwww9vyPGam5urIRQAzz77LCdPnuRP//RPq6/FYjE++clP8r//9//mW9/6VtW4/g//8A8oilLj8/iwQDBvFM3NFtqGPeNjQ1VV8vk88Xh8XUurzgF5KBSq6iej0ZXyi/VCOp3G6/V2pXO0b/C2mTscDrsOgOwHV6PONs4WhKIouvbTNk2TF154k2PHZvF4kjXlX/sn6Xwguj0US6Uis7OXMYwCYCCKMoODB1YdSAdw7do4b73lIRy+u+ukZWg/G6NTWCFtOWKxUVfikhKfJfrYI3jkzs3qqZPPE7ySwCcPtV4YqypQKGSWBrw6Ho8PXVcBkUikH2tAay1rmnYHFnepVDMYhkEq/waxsc8jyZ3Jw5xwSqWCwfZ/q6nSL4k/8viqH+LOypbbdW0N4ueIRscaDuL11A/Z8cm7a9apKFk0LY9p6sz+5gyV14eIew+vYntriYf9pCwW06hqkURidOl6bm/9hqGRyh4jOfRFSxbVYevadpHJTCMKMpFoH6XSFGXvJLHhu1t/sAewiEca01SxiIeAzx/mQPhddo2Nomkqly+/SX//QRIJi8Q75TNrkY/hRjwa3WM1rcTevRq/93uPbIjh2jk5FQwGN3TSbiPhrOh4vd6qL9I+h8888ww//vGPOXbsGNPT0wAcOnSIxx57jCNHjvDxj3+c/v7+Ft/SW+zfv5+77rqLu+++m1gsxsmTJ/kf/+N/MDY2xttvv11DQk6dOsXhw4c5dOgQf/zHf8y1a9f467/+ax566CF+8YtfrOt2rwe2iMYmhK1ntFGpVMjlcsRisXVp/Wc91FfmSCiKgqZpTWUEa410Ol3dpk7g7JIVDAZXtA6sf1A1ng2zzPCaptXcIJ1IpdJ873tHmZkJIUkrB8L1bf3qjY+NUnUVJcvCwjiGUcY0NSQpyNDQ/o47Q1269A5nzkSJxx9Z1QPf2aa0V0ZN0zTJZqcRBF+NobsehqGSHnqZ5H2PdbT+1KkXCV6O4JM7zxcol6eJRqcYHS3T1yeSSgUYH6+QzSaRpCEEoVYa5Jwp72Swuqi8TXL7lxDFzgvSVnbHXEuplBtKhQkqN+eJbLu54++10aqypSiLqGqFeHys6fVSuPLP7PvS7SuWKedzTPzTCcQP7qVSltA0BTvHw++P4PNFVkU80ulJBMFLOJyoEo9OPB6qmkIpTxAfeLjaulYUxVX5MWwYhk46tZQtEli+/6UyvyC66+GuSPdqYRMPf+HXbItlmZm5wm23PU4yaVVIW/kx1gL2/bT+HqtpGe69N85jj91XlW2t58SdM4SvUdjbvwTUV3Tc/IwA8/Pz/MEf/AHRaJQnnniCEydOcPToUa5cuQLALbfcwuc+9zm+/e1vr8t2f+tb3+LnP/85ly9fplAoMDo6ypNPPslf/uVfrqh0ALz22mv8+Z//OSdPniQajfKVr3yFb3/72x2PXTYDtojGJkQjorEeHZ6a5UjYyd/x+NpIedpBJpOpZna0A3vmxDbcNWo36zQcug3ygWrbWrA6S7jNRh0//luee+4DTLO/rQeqm/64XeKRy6VYWBhHEFQMQ8fnizE4uNc1JRisQez580e5enUnweDqkklXm43hBk1TyWSmCYeHmnaxsVFQz2F8zCS8vb2BcfrUi/gvRfB72ycZ5fI08fgUBw96efLJm3nwwdqAtnJLEAg5AAAgAElEQVS5zMmT7/Dii7/j6lWN69cN8vl+ZHkYQcAxWHVmP0CzwaqmFcio50iOfb6jQVk+P4em6cRiQ10P5lLSCyTu/WRXn20llcpkppCkCOFwa2lYYeZ3DN2RIjq6bDJOnbvE3E/mCeQfWrF+qz1oBk2zqn8W8Yji84XbOha6XiGdniQcHsDnC2K3RXareLQikXnlApoQIBL/SM+kUrbXJh4bxVN3/9K0Ajn9TRLb169Ncj1ys29wIH6J7dtvZ37+arXypOsGicQu4vHBDR1Ym+Ycn/nMfm66aTeaptXcY+sTr3v/3RsbwncjwZZi2+OLRuOZc+fO8eUvf5lHHnmE73znOzXVp/HxcY4ePcorr7yCLMt85zvfWa/N30IDbBGNTYh6oqFpGtlsdk2Jhm1qbha+Z7+fSKy/rtVGNptFFMWawJ5G0HW9WoVx65JlDyCcAyS3B4CzzCtJEoFAYMUDqVwu86MfvcL58way3Lr7SyPUV1acErpWxCOVmiOTuQ5UME2dYLCPgYHdiKJENjvL+fNvkU4nKBZFTDOB13szweCujh56TjLUS8O3NdNdJh4f7WidaeGXhD91BMnXXP6Vfucl/B+E8Hube1FM00BVZ0gkZjh4UOazn72Fw4fvch04u5k5rc4oZ3n++TN88EGJiQmdQmEQWe5fkgZYn29FPFR1AcWcIzHSmhCapkE6fR2frzOplBvSuV8Tfvjelsez9vubS6UsAjlDJDKC19ueJMwwDCj+mO1H7sY0DK798i3Kb4wSENsjlfXEwzQNAoEYfv/K+0aplKdQsLw2YsM8DJtoNCcehmG9l8ufwB+7i0Bw9cnc+fwCWqVCLN6YQGYyr+IfuxlfsLdm/naQSU8hCB4+0v8+O5c66th+DFUtsbh4HdMsYJE3gb6+3UR63HSgEQxDJxRa4Gtfe5ChoQHH60bVR2c3/IBl4uFMvF4NnM1CGlXA/6XAbuNrNYJwr+iYpslLL73Ev/pX/4q/+Iu/4Jvf/Oam78T1LwFbRGMTwtazOv+dyWTWrNtTu+F7dn5GMrlx+Q+5XA6wOl81g922FizDd/1xcw7moXEVo5Hh24lLlyb48Y9PUCgkmwxUukMj4uE0SLoRD8MwSKVmyGYnmZm5RDY7iWEcJhDYiyBY/clLpeuUywqQxO+/lUDAvWOOc529NnzbpmBZDhMOd05gDUMl3f8iyQc+3XCZ9Lsv47/gx+91b8FpkYtpEolZbrrJy+c+dyv33XdHwwdcO9eEDU3TeOut07z00jkuXSpz/bpOoTCC15vESS7ciEexNEFFFogO3N9w3yyp1Cyx2GjHUin37S2QHzhN/NDhtpZvdU0UCmnK5SLx+DbqE8JboXz9Rww/sIvrP3gX78QRJKl7Am8RjzSaVmS54hGjUilgGCaxWHt+nWU0Ix7W+UxlfkNs4Mmu/TamaZJJTyLJIcLh5lVkwzBIF39FcvcTXX1XN7ClXKFQPz5/kGjlTW7f29/Uj6GqJWZnr6BpeexMm7UiHppWYtu2El/72qPV0LXG+9J74rFZQvjWA+208TVNk7/7u7/jL//yL/nud7/L5z/fWUV3CxuHLaKxCVFPNAzDIJ1Ou3ZIWg3akRU5USqVKBQKJBKJDbsBtCIaTn+JbRp3m422HybObib1y7QyfBuGwXPPvc5bb/3/7J15eFNl2v+/SZqlzUKh7KhVlgKyoywOZbEgw+aCI2VRQES5lHEZkG1g4HXQVwXxhVF/MOqMKIujWC2KCtiyiaW0gGWg7AgtS0uhS9okzX7O74/6HE7SLKdZz0nO57q40JCTnCXnOc/93Pf9/dYgISEyWR5fgYd7xsNqrceFCwcxcGAaXnjhCZw8eQa7dx/HpUsmXL9ug8XSEkplQy262Vz6uyJMC6hUfaBSuU68wuGNQfoJdLr2ActzAoDZfgGO/lZo7+7Z6N/0J/ZDeUGBRIWrkVlDcFGOFi1uols3JR59tDcGDOjt99jIAzPQOmubzYb8/F+xf/8FXL5sxfXrNKzWDlAomruoqZGgw2y5ACqpDbQtejX6rFCUSnlC7/wJycP89774+03U1pZDKk2EVtt0XxabqQrOi99BU1+NlrIekMkkkErx+x/2fzdM7Bv+lkAmY/83jQYXdgmkUhoyGTEIaygjrKurgdHohMGQjBs3pLDbU6FUNv0+pmkKTlY/Bgk+nE4b9MYjaNH6UUhlUkh+V8HiUkrldNih11+HVteWcw+WyXgGdHM5NM3DZIjCwmY1w2C8heTkDsw9QJnOYHBHJwAp534Mm82CiopSOJ1GNEhLS9G8+d0++7O4YLfX4f77tRg/fkhA9wYJPMizmB14sP0fvI0XbBO+pKQkQZnwhRIijW+1Wn3K+DocDixduhTfffcdtm/fjv79Q2ceKhJ+xEBDgLgHGjRNo6amBmq12mvjVCDf4ausyBNWqxUmkymqgYbRaPSqfOWrvwQIbcN3VVUNvvzyIG7e1HCSvwwX7kor5IFYXX0Ft26dxrx50zBoUJ9GD0SbzYa8vKM4cOAcLl0yorzcAbu9DeRyLUymy79PnFpCqewLhaJhNTWUzrwGQyWcTieaNWuHUHxkDb0bmtFDIGeVxuhP/gzlBRkS5Q3eFA3BRRlatKhE9+4KPPZYX9x3X09OgRO7BCKUuvcWiwUHDhQiL68Uly9bUVYmgd3eHgpFMhN4GOuLIWveHWptx9+/k0ZNzXUolbrfJWFDi8lYDOn9zZDo5jJN8Fcq5XQ6oNeXQ61u0ySFNIfVBFnlSXTW1WNkr5Z4dMywiE3QLBYL9u4twKFD11BS4sCNGzI4nanMb98zvkwZGzIcVustmGw3kJwyHDRce8C8BR4Wcx3q62uR3LxDk4P6mrofkNxxXEiaz71hNFbD4bCiWbO2t689Ddjt9bhHUYDUO+4IOONps1lRUVHCBB40DaSkdGxS4EFRlRg3rjPuu69HQPvg+TO5Bx6xZsIXKFxlfOvq6jBr1ixUVVUhOzsbHbyYP4rwFzHQECBsvXFCdXU1kpKS/KaA/UFW6k0mE6RSKdRqNedyrGjJ7LLxpHzFpb8klA3fhYUnkZNzCTSdwrvUrtPpxIULh9CmjQyvvjodSUkNZRv+mh4tFgtyc/Nw+HAJLl+ux40bFOz2FrBYKkBRMkil7aBW94VCEdzEtsEbowwqVfOg+wlcP9eBmpSfkJI+DgCgLz4I5XkpVAl3wGq9jpYtb+Hee1WYOLE/+va9t0m/X3apVLhLIOrr67F3bwEOH76Ky5dtKC+XwOm8C2bbOShSHoBEpoPJdAs6XVvI5Uqvv+NgoCgKtUn70fy+DI//5qtUymIxoL6+DsnJd3IqI6QcNjhvncLdyho80FmNqY8M59R/FW7q6+uxZ08hCgquswKPu1m/f+6mjKb6c6ASkqHR3dsw/tC/L3p4CDyMxlugaARs2mmz3IJZUYJmbQf4f3MToWkadbXlkMkSodE2d3mdKGw1pwrRt0tTy9C8Q7yFHA4DgIa+xebNPZua0jQFhaIS06Y9gDvu8O3mHCxEAp2UW7F76YAGD53ExMS4VZZiN337kvEtLS1FZmYmunfvjo0bN8akIlM8IAYaAsRToFFTU8NkHoL5XGK+p1AooFarmzRJibTMrifcAw2n0wmj0ei1v4RrFoO9Yu2t4dtisSAr6wAuXgTk8uhPhtwxGqtQWpqPqVNHY8KEEUxzsq/aY/KHfU6cTidu3LiB3NzDOHnyJq5eteHGDSfq662QSnUAWkOj6Y+EhKb5b1gsRphMNWjWrENYVqrNtktw9DPAaTYAJ8pwZ7tEdO+uwOOP90e/fo3LqvxB0zQTeEZLktJoNOKnn/JRWFiGQ0fOwWDvAl3KA5DLNR6D5lAFHvr6n6DLyICU5RTvT2msrq4CgBw6ne+JJk1TsN06h/aScvS/Q44Zjw5B69aBTawjhdFoxJ49hSgsLMelSw6Ul0tAUalQqZI59Z7U1hVApbsfysTfzw0N0L+XWIG+bU6pVDZDklrnEnw0VbWqpnY3dHcPD6ncLUU5UVN9DRpNayhVicwxuJsR0vWnkN5VDpksPJmo24FHHRp6PBoCD7U6GW3aGDBjxqiAPJaChb0YQfwgAFeDOjLO8m1xKtSwy8Y8LfoRCgoKMHXqVDz77LNYuXJl3GZ+YgEx0BAgngKNYIzqgMbme4GsykZSZtcbRGK3WbNmTMM3UaEKVLbW4XDAbDYzK9aeDKUuXixBdnYRLJaUkDd8h4Jr105BIrmBFSueR9u23idt7MCDLfMok8kgk8mYybX7xLqqqgrff38QJ07cxG+/1aCk5Bbk8rshk90BjaYPZDLfk5q6ugrQtCzglVo2DZr4JtjtdZBKa5GQUAeVyomkJBoG+iw635mEObMeQu/egZdOhKtUKlj0ej12/XQEv/63BqXXgYoqDSTyLpAlJDb6nQczqbFZq2FOLUGzTv39Ko2RLFVSUiuoVN4btq36K0gx/4aebYCnxvVHl86dAtq3aELKYurr63HoUDGOHr2J0lIHKirkoKhUKBTes3RV+v1IbjUBMjdvHbvdgrraCmh1bZGQIL+d9XDPeHAMPCiHBbWOQ2h+V+OMVCBYrSYYjVUu/RgNwREFiqYglfweeEoAp8OMrppf0b5N8GpbXLDZrLh+/RT69k3G3LlPRmWy6smEz1vGgx14kMwyH8aVUEG8Qvw1fX/11VeYN28e1q1bhxkzZsTUOYhHxEBDgJDyJjZN9Y9gfxZxw2ab7wVCJGR2/UGUr+RyOex2O5RKpUddcnbDt68sBmlU85bqpigKu3Y1NHzL5dGT9fWGw2HDb7/9jD/8oSvmzMls0rUlE0h24EFg1x17mlyWlZVhx45DKCq6ihMnSmA0tkZSUk9otf0gld5Okzf4E5RDrW7t04G8IcAxwOk0QCKphVxugErlRGIijaQkGlotoFYDWi2g1UrQvr0OnTq1Rrt2rdCqVauQ/h4jWSoVLFVVVfhhZwH+W2xEaZkEt2qaQaroCJlMFXTgoZfkoNkDo3yaMjZMQmuQnHwHZLLG5RE2YyU0tafRLcWBicO6YPD9jfuFhIA3OWNCXV0ddu8+jGPHbqK01ImKCjmAe1wynxRlQY3hGFq0foTpoTCZ9LDZ6pGc3M713LIyHoEEHnW1eVB26AJlUnCBvdFYBYfD7io4wHI8l0lljfpBkp356N0xdOVTvqCoaowalYoHHugdke9zh4tkK3DbuDBWAw+uTd8UReGtt97Cv/71L2RlZWHo0KFR2FuRUCMGGgLEU6DRFP8IArs52pMbdlMJt8wuF4xGI2w2GyQSicfMjHtztK+GbyI9qFQqPZ6byspqfPHFL6iq0no1wYsmNTXXUFNTjHnzpqNnz7SAP4c8LGmaZnqA3AMPdvrf0zm9dOkytm3bi8OHL6Oyshns9jTIZPfAbK5CUpIacrkBCQlGJCZSSEqikZQEaDRgggidToI77khG586t0aZNK6SkpEQ8mOWiNMZ3KioqsOOHQpw+b0bpNQkqa5v/Hngomhx46PV5UAxJg0qX4jE4MBhugaIk0OnaunyO3WqEovIEujSzYHTfNhg7aoigVXcCkSmtq6vDzp2HUFRUiZISJ27eVAC4BzRtQr29Eskth/2uyqXgJu3axMCDoijo63ejRUfvss8+v46mUVtbhoQEV2lddj+GVOZ5bJXUF2NIV2VYM780TSMh4SYyMwegY0fPogXhJFgTPnbg4XQ6Gd8sEniw5XT5Hniws7/enqVAwyLhCy+8gFOnTuG7775Dp07Cy2iKeEYMNASIt0BDIpH49Y8g2/trjg6EcMnscoGdmQHgsSGdqzcGKX8gq1CeJkH5+f/Fnj0lAPjX8E1RFEpLjyA1VYWFC58JWCDAPaPjnuomWSH2AxEg0qEyr4EHRVE4evRX/PRTEfr0ScM997RE27Zt0KJFC96uZrMVUmLJWOvq1Wv4YeevOHPBgtLrElQbWkKuugcSSYLXwIPcR06nHcbmh9Gi7wiXz6RpCjU1ZVCpWiAp6fdeKYcV9M2T6JhYhyFdNZj88INB9ZPxhVDJlOr1euzcmY/jx6tw/L+XUV6ZAm2zIdBoA8w4cAg8LPUXQCXT0LTo1qSPdjoc0OuvQ6NtA6VSxXyfez+GtxIuym5Ct2b/RdtW4WnIdjrtSEmpxfTpGdDpAvdWCZRwmPAJNfDgGoRXVFRgypQpSE5OxpdffonkZN++MCLCQgw0BAqZUBO4GtVxNd8LhHDI7HLB4XAwsrYKhQI2m81FYjeQhm9v6V2z2YysrAP47Tcp5HL+KWCYTLUoKyvAU0+NwahR3o3c/MElo+OOr8DDPeMhJNgZHV8KKbHApUsl+GHncZy7ZEPpNaC2vh3kqjtdAg+CVCpFrW03kjPGML+NBu+TSjRrdgdkUhlst87iTtlNDEhV4MlH0pGSEnln6nDADsK9iUMEQ3V1NXbuLMTxE3UovQrcqtJBmtAFCfIAG5ndAg9yLfWGnUju+EdIZQmcejysFhOMpio0b37H7eP10o/hi+bOfPQKQ/mU3W5C9+5SPPHEg1HJNkbKhI8EHmS85brIE0mIRD7gOwgvLi7GpEmT8PDDD2Pt2rUxPb7GK2KgIVBsNpvLg9+XfwTQdPO9QCCBRihkdrl+H/uYNBoNozJFMhru5nu+Gr7JZNJbw/f585eRnX0cdntLTkoykebGjQtQqW7ir399Di1aBN4vQhr2fGV0uOCt7pirqVW0YZc/xKPmPUVRuHjxMn7Y9V9cuORAyTWg1tweysQGaVqapmGpL4Gzpx3aDl1hMlXDbndATdvR2nkVvdsAT44fgHvuvivahxJS2NktrkF4sFRVVeGHHwvw3xNGXL0O3KxsBpm8c9CBh9VShfqE89C1Gcj8k7ceD+Pv3ja6Zq1d+zGcTtDw3I/hDYnpBNK7J4V0HHU6azBiRDsMG3ZfyD6zad/PbWIdDvgWeJBnCJHI99b0vWvXLkZV6sUXX+RVNkYkdIiBhkBxDzQ8+UcQAjHfC5RQ+Xn4w9sxsb08AHDKYvgqDyIUFBThm29OQqO5m3eqUhTlQGnpIYwY0R1PPvlowNc23EpK3pRWfEnpRgsupozxAlmltdvtuHTpCvYeuIALJRSulUlhtN0Fk/YUnB3aQlNXikF3azBxeFfc368XZ/dnIeFJQSga3Lp1C9//UIji0yZcuSpBZXUzSOWdkZDQ9HI0fW0ONKlDIJMnNsp4EOrqyqGQa6DRNGcCDy79GN5w2g3o0fwUWqeERmVOJruFP/2pL9LS7gn68wKBbyZ8gZa1huJ7ufSmUBSFDRs24K233sLWrVsxZsyYmBonRFwRAw2B4h5oEFlXdm0juenJ6nRTzPcCJRR+Hv4gsrWejolI7Go0Gr/eAU6nE2azmXN5UFVVNU6evIirV+tQVmaA0aiAUtksqgNkbW0F6utPY/786ejYMTXgz3FXUvKU0Qk1/qR0oxV4sOvuvZkyxgtsg0r3VVqKolB0/BQ+z9qHoUN6YPzoYS7BJPt6+lIoEwpkMulrlTZaVFRU4Psfj+LU6XqUXgWqqpORoOjcSCrXExRlg976M1qkjrr94u8ZD4fdDr3+OtSa1lAoGsph2SWpEvxuzBjAJU1x5qNHkOVTFOVEs2bVeOqpEWjRIvJ1/VzVlKKNt8AD8C/k0ZTv4NL0bbfbsWDBAuzZswfffvstevXqFfBxiQgDMdAQKHa73cVtlDR3N2/eUDLjbr4XqVWWYP08fEFWVm02m9djIoGGXC73WprjbrSWmJjY5DQ3TdMoL6/AyZOXUFZmRFmZERZLEpRKTcQeNNevFyEtTY0XX5weVHkTX5SUfAUekZiocs1uxQPB9iC4SyOz/WqEFnj4k67lIzdu3MD3PxzBqTNmXLkmQWV1C8gVnSBL8Nw7Z6grgLxtKlSa2w3axECzefMOkEqkt3s8qNuu5UDTfTwIsvrj+EM3TcDlU3Z7PTp1cmLy5IyoSEyzS+hUKhUUCgXvfxcELoEHWfDhckxce1NqamowY8YMWK1WfP3112jTJjIyxyLRRQw0BIp7oGGxWFBfX48WLVqExHwvUAL18/AHkeIlDbnugzpJ97OzFJ4mNhKJBBaLBQ6HI6STBoqicPnyVZw5cw1lZQZUVNTDbtdCqQx9wGW1mlBZeQxPPfUQ/vCH+wP+HD6XB/maqLJVVkI1UWWfi0jV3fMV9qQhVBMoX54sgUxsIkU4zkU0KCsrw/c/HsXpMxZcuSZFVXVzyJWugUe1cScjd0v6MZolsyaCrH4MsvLtqdSKa+DhsNaid8uzaNmiVZOPx+HQY8iQlhg5cmBUrgdfSuhCBTvwIH8T/N2f5FyQZ7O3Ra/ffvsNkyZNwoABA/DRRx/FhOqcCDfEQEOguAcaVqsVJpOJUV0K1nwvUGpra5nG7FDARYqXDJJsOU6g8Qo5G7lcDqVSGbbmOLvdjvPnS3DhQjnKyoyoqLBCImkGuTw4Na7KysvQ6aqwcOHsoM6x0MqDuExUA039C+1chJNQybX6g9yz7FVVQqhKOYIlUuciGly9eg0//PgrzpxrCDyq9S3gpKSgdA44pM2gUGqgVjfBH8OLqhXgO/BIoQ6hxz1Nlbm9hcce64kePTo39bBDAlcTPiHjL/AgCz0kq+MrG07TNPLy8vDkk0/i5ZdfxrJly+I2UxyviIGGQHFPdxJHbAAhMd8LlECMA71BFKS8SfEGIlsrkTQ4GEdaetViseDUqYu4dKkS5eUG3LrlgFzeAjIZt8kLRVG4ceMIRo26FxMnjgl4P2KlPMiflC4XXflYORehINrnIlrNq972hd3QGmrpWj5SWnoFP+48jp/2n4RFehfqnXdCoekIqVTO2R/DBY6BR0J9Ef7QnVufG0U5oVZXYfr0oWjVqmUQRxsYwZrwCRlfgYdEIoFCofCYYaZpGlu2bMGSJUvw4YcfYtKkSXFzzkRuIwYaAoVdTkJW/AFExSyPDVc/D1+QSQ9ZKdFoNI1WEz1lMbw1fJMUN7v0wZf0KjtVHK4JhsFgwIkTF3Dlih7Xrxug10ugVCZ7VLQymargcJzHSy9NxZ13dgj4OwPxxhAKTfXwiOVz0VT4WDYWikAy0O+NtHQtHykpuYLvdx/DqQtmXLkhRZ2tDVSajpAmBPhs8RJ4OG3V6NPyIlo0b8lcS88NxGakptowbdrIiHo0EcJhwidU2OeCBBYk8HjllVdQUVGBIUOGID09HTk5Ofjyyy+RnZ2NQYMGRXnPRaKFGGgIFIfDwUi5Op1OpmRKp9NFNcXvz8/DH+wmdqVS6XHVyN0bw5tGd1OanKMpvUrTNKqra3DixEVcu1aH69cNMJkaFK2qqs7g3nvVmD17SlBBDxe381jCVyAplUqZB2M4/GSEhFDKxrgEkmRhINB7NNbq7oOBjMNEhe7atTL88NNxnCux4coNCWotbaBQ3wMpx4xsI1iBR4rzILrccbtPg9yj5Fra7QYMGqTD2LF/iMrkPlImfELAvQGeBH3k/vz3v/+NXbt2IT8/HwaDARKJBIMHD8aYMWMwfPhwDBo0KCIeWyL8Qgw0BIrRaITBYHApU6qrq4t6oOHLz8Mf/prY2Q3fNE17nVSEosk5mgpINE2jrOwGjh07gzvuaIn+/XsH9Vnh9MYQCuR6Wq1Wl94mPnp4RAKhmxGyA0nS6wEEXgrJlq6N1bp7rrCDT089cRRFNTjI/3QcF0odKL0hQZ21HRTq1IACD7n5VwxK0zGfTf40UIVx4zqjf/8eUenZiaYJH99gB5++AvHr169j8uTJSE1NxcCBA3H48GH8/PPP0Ov1UCqVGDx4MCZOnIhXXnklbPtqtVqxYsUKbN68GXq9Hr1798Ybb7yBUaNG+d1Wr9dj0aJFyM7OhtlsxsCBA/Huu++iX79+Lu+zWCxYt24dNm/ejNLSUmg0GvTv3x/Lly/HAw88EK5DEyRioCFQ6uvrYbFYmBV/p9OJ2tpaaLXaqK7EBRJokFUSokXuqYmd3YsBeC+VYuv+h2qFNpyNyOEkGt4YfMVdPSghIcFlhdw9kIxFszkCe1UyVspAfGWwfLnQC1G6NlwE2ptCHOR/zP0vzpc4cLVCgjpbeyjVqZBwMDd1Wm6hf7sraKZrzvpMJxSKW5g06X60bp0SlZ4d4m4txEA81HBtgC8qKkJmZiamTp2KVatWMe9zOp04efIkDhw4gP3796Ndu3ZYv3592PZ36tSp+PrrrzFv3jx06dIFGzduxJEjR7Bv3z4MGTLE63YURWHo0KE4ceIEFi1ahJSUFKxfvx5Xr17FsWPH0LnzbQGCadOm4YsvvsD06dMxdOhQ1NTU4MMPP8SVK1eQl5eHAQMGhO34hIYYaAgU94YsiqKg1+uj3qPhyTjQFw6Hgym38tTE3pSGbzJhCHcDp7fGuEg1lnPZP754Y/ABX6ZzwO1A0lfgIRTPB3/ES3kQl1JIInUtdOnaUMDVbI0LFEXh3LmL2JlbjItXHLhSIYXB3s5r4EHTNNogD93ubg8AsNutaN/ehOnTRzESqJEUCxCKCV+k4OJ6TtM0vvvuO8ydOxerVq3Cc889F7VzVlhYiMGDB2PNmjWYP38+gIYMR8+ePdG6dWvk5eV53Xbbtm2YMmUKsrKy8PjjjwMAKisrkZaWhrFjx2Lr1q0AGrIZarUaTzzxBL788ktm+5KSEnTs2BGvvPIK1q5dG8ajFBbxmwcUOO43MdutNZqQRmt/kMCADGDNmjXzK1vr7SHireE7XLADCvZ+kocgmdRGI/DgszdGpHEPPr2pxJDJikwmg0KhaJTBIpMOgN8ZLF+4l0pptdqYXqElNf4kkCLXk9ynNpuNeW80FwX4gHs/RrALVVKpFN27p6F79zTm88+cPY+duQW4eMWJqzelMDo6QJl0JyTShuBdb24IKOx2A/r2VeGRR8a7XBN/Yy4RQwk28BCyCV+o4RpwURSFtWvX4h//+BQcf6EAACAASURBVAeysrKQkZER1XOWlZWFhIQEzJkzh3lNqVRi9uzZWLp0Ka5fv44OHTyLqmRlZaFt27ZMkAEALVu2RGZmJrZs2cKUICckJEChUKB169Yu27dq1YoxARa5jRhoxAhCCjRI3SsZzD0NYOyGb19ZDPbKvUajicrKvaeHILuMw263Awh/P4D7yn2srlZzgW3c2NQJAzvwUCqVjTwfyKQGEEbgISrmNNx7JIgkYwa5zmShgrwvnnp2yJghkUjCNn5KpVL0uLcbetzbDUDDxPTUqbPYtfd24FFjUqC2rgR/erw3Bg3q5fczwxF4cO1BiAe4BlxWqxUvv/wyCgoKkJeXh65du0Zhb10pKipCWlpaI4l9Usp0/Phxr4FGUVER+vfv3+h1YjJ4/vx59OjR0C+0cOFCrF27Fg888ADS09Oh1+vx+uuvo0WLFi5BjogYaMQUXLMJ4d4HoGGg8jYwkVpPT/0k7DKpcDd8hwuJRAK5XN5oNZUEHWQ1NVRlOZEsGxMCpLY6VMEne1LDDjw8TWrcJ6nR/k269+mIijmepWv93aOx1rMTTa8QqVSKXr3uRa9e9wJoOPcnTp6BSqVCt66dAvrMpgQenuSR2T0I0Vqw4gvsfjZfAVdlZSWefPJJJCQkID8/HykpKRHeU8+Ul5ejXbt2jV4nr5WVlfncdsSIET637dGjBwBg5cqVUCgUmD59OjPv6tixI/Ly8nD33XcHeRSxhRhoCBRvJSDRDjS8QQYvm80GhULhsdaTXStPZGv9NXwLYeWJrKayy3LYJRzuZTlkNZ3LpCaYlftYI1KNvd4yWOSaRrN0jg1bSSneJ0/+elP83aOx1LMTyn6MUCCVStG3T4+Qfqa/e5RkmcliAEVRkMlkSExMjPv7hKhs+Rozzp49i0mTJmHEiBHYsGEDrxYwzGazR68VIqtLxmdPWCwWztuuXbsWr732Gp5//nmMHj0a5eXlePvtt/Hoo4/i4MGDvAm8+IAYaMQQfAg0PGU07HY7TCYTaJqGWq1udCMH4vAt1JV7f/0ATSnLYU8k490PIpoKW+4ZLC6lc+E0gxSVlFxpasDl7x5lLw4ILfCI1/Igb/eoxWJhhALIJDuchpB8hovKFk3T2Lt3L55++mn89a9/xfz583n3DE5MTGTuTzbk2eqrf4LrtmVlZViyZAn+/Oc/4x//+AfzvlGjRqFHjx5455138Pbbbwd1HLFE/M5MYhC+BRps1/KEhASPmuxcG77JSnGsSbV66wfwVZYjk8lgtVrj3huDwLeVe2+lc+6NyOHoBxAljW8TqoDL0z3qSyyAXW7Fp3MfiX4MoUAandn3ibeMR6gMIfkK16ZvmqbxySefYMWKFdi4cSMeffRRXp6Ldu3aeSyPKi8vBwC0b98+6G0LCwtht9vxyCOPuLyvc+fO6N69Ow4dOhTw/sciYqARY/Al0CCTZOKm6qmHgpQn+OrFYA+CMpks5h+QXBvLgYbVVLlc7rUfJtYRihkhKcshhKtnJ9S9KULG3TcllCWFTQ08oi0W4N6P4U19LV5glwexM8HespKkPBWIvcCDaxmdw+HAsmXL8O2332LPnj0eG6b5Qr9+/bB//34YDAZotVrm9YKCAgBA3759vW7bt29fHDx4sNEztaCgAGq1GmlpDUpq5DlMZJbZ2Gw2F+sBEYBfOS8Rznjr0eALpFRKp9M1mgCyVXwA71kMkua3Wq1QKpUeMyKxDlkdJ5Ml4PZKOGluNRgMMBqNzAMj2sFmJHA6nTAajbDb7UhMTBTU5IkEHklJSdBqtdBoNFCpVJBKpbDZbDCZTKirq4PRaITFYnHx9fAEmSzU19cjISEh7oMMtjcPKdUMt9w1CTrUajV0Op1LiajFYoHRaERdXR0znrGzuOGEnVVWKpWCuk/Cgd1uh9FoZLI63spNybibmJgIjUYDnU7HlJoRIRKj0QiDwcD0HhIBE6FAnq9kDPUmqFJXV4fJkyejoKAA+fn5vA4yAOCJJ56A0+nERx99xLxmtVqxceNGDB48mFGcunHjBs6ePesSFDzxxBOoqKjAN998w7xWWVmJr776Cg8//DATiJJz8J///Mflu3/99VecP3++kYt4vCMa9gkYdpMiAObhqtPporI/FEXBaDTC4XBALpdDo9H4lK0lDd+eIOUwEonEo8laPOFLYcvdsTyWmlY9QdM0UwISi2aETXWhD+fKvdBw9wrhi5tzJM3m2MSLOSMXQm3C557xYF9TPpi2+oOd1fH1fC0tLUVmZia6deuGTz/9FGq1OpK7GTCTJ09GdnY25s2bh06dOuGzzz7D0aNHsWfPHqSnpwMAnn76aWzatAklJSW46667ADQ8T9PT01FcXIyFCxcyzuDXrl3DkSNH0KVLF+Y7iDP4xIkT8dBDD6G8vBzvv/8+HA4Hjh075vLeeCd+Z28xSDR7NMhKLCEYh28hlMNECn8KW57UcvhawhEs8eAH4atnx+l0uvTsSKVSZoIjTiT5+9toqvRqKMpyxDK62/iSNQ4UrgIQfAw82L8NtVrtdZ8KCwsxZcoUPPvss1i5ciUv9p0rmzZtwvLly7F582bU1NSgT58++P7775kgA7itOMZGKpXixx9/xMKFC/Hee+/BbDZj4MCB2LRpU6PA4bPPPkNaWhq2bNmCHTt2QKPRYOjQoXj99dfFIMMNMaMhYNwzGiSFm5ycHLF9IIM4WSlKSkpCbW2tS+mAe8O3N38BomVO07TYyBoCbwxfK6l8e/j5Q/SDaIBMaEj5DUGI1zRUCH3l3l16NZj7lL1yL/ZjRE9lyz3wIMpW0bxPufbq0DSNrKws/OUvf8G6deswY8aMuP4NiQSPmNEQMO4ZjEhnNNi10ElJSS6ytSSDwTWLwW745kvJQ7RgT5yCKYfxt5LKF78HX/DF/Z0vkHvF6XRCqVRCoVC4TFCFcE1DSSys3IdqdTwcK/dCJpomfJ6U59hjb6QzHuyFK18ZP4qi8Pbbb+Pjjz/Gd999h6FDh4Zlf0TiCzHQiCEiFWiQQctsNkMmk6FZs2YugzjZDy6ytWzDuXh/OLr3H4T64chV0SocsquBwJ448a0cJhqQiRPgqpYjlUp54+ERKWLZK4TrJJVcU9KDRTwhhJjVCTVWq5VXvTpSqdTlPvV1Td37doKFpmmYTCZGAdJbNthsNmPu3LkoLi7GoUOH0KlTYC7tIiLuiIFGDOHJLC/UkCYyh8MBlUrl9QHvdDqZwdWb8Q97Uh3vhnPR6E3x5vcQatnVQGCX0cX7xKkpGT9f1zTcHh6RIt4a4D1NUj35sgBweU+0J9fRgOvKfbSJVOBBsuPELNfbM7aiogJTpkxBcnIy8vLyIlp+LRL7iD0aAoZdzws09GwYjUYkJyeH/CFDSlhIKlqtVjea/JFSKYPBwOyXN6UcoqIUa6uRgeDem8KH/gN2Yzl5AJKhIpyN5XxVDooW7HslFBk/oauUsbM68a5Gxw5AyYSUKPoBwg4mA4EdgPJlHA0U98CDfU25Bh7s0jFf6nzFxcXIzMzEhAkTsHbt2rhe1BEJD2KgIWDcAw273Q6DwdColClYyABOVok8Tf7YvRjkvz01N8pkMkayU1ypFk5vijfZ1VBKdPqS8Y1H2JNqIo4QStyvKbvUkW+BhxiAuuKrH8NXMMm+rtG+pqGEq1yrUPEVeLDd6Mk9QeThZTIZ1Gq1197I3bt349lnn8Xf//53vPjiizH1mxDhD2KgIWC8BRo6nS5kA63dbmfM99wbvgFX2VpSsuXJO8Nut8NqtTIDJBB/K25s2KtvQuxNCbWiVbgn1UIiWpPqpnp4RAo+S9dGg6aobLkv+ggxi+UPrnKtsYR7tpkdeJB/91UtQNM01q9fj7feegtbt27FmDFjBHv9RfiPGGgIGDLIEBwOB+rq6kISaLAdZRMSEjy6crub73mTrXVXUUpISIjpB58/3L0xYmH1zZuco79gUkhZnUjApwb4aBnNsRFljV1hT6oDMav0VRIptPE31CZ8QoZcU4vF4iIII5VKUVpaijNnzmDYsGFo06YN7HY7FixYgD179uDbb79Fr169orjnIvGA8Gc4IgzsZvBgcDqdMBqNTK2rp8kOO8jwJVvrTZpUJpPFhckcm1B4Y/AVf0o57o3lRPnIYrGIcpy/wzc/iECM5kIp0RkL0rWhIlT+GGxDSPK57PHXZrMx4y+fAw9RyrcxVquVqTwgJcpOpxM5OTn429/+BgDo2rUrlEolLBYLduzYgR49ekR5r0XigdiY5YgACD7QIBPh2tpa0DQNnU7XaJWIPdnwFWSQ0iCLxQKFQuF1okAefEqlEmq1GjqdjjH7I/tjNBphMBiYPhF2+ZVQIMGbzWaDSqWK+ZV7oqiSmJgIrVYLrVbLBFZEVMBoNDKCALGQ1QkUEpAbjUYAgEajiXqQ4QkSUKhUKmg0Guh0OiYgIjLVBoMh6HuVZFPr6+uRkJAgBhksU1SlUhlSEz738Ver1UKj0TCLS1arFSaTCXV1dTCZTLBarS5ZkGhAURQzdiQlJcV9KR3xs6Jpmhk7pFIpFAoFEhMTMW/ePJw7dw5r1qxB69atceXKFZw/fx49e/ZEr1698NJLL+Gbb75BZWVl2PfVarVi8eLFaN++PZKSkjB48GDk5uZy2lav12POnDlo1aoVNBoNMjIyUFRU5PG9NpsNb775Jrp164bExES0bdsWEyZMwPXr10N5OCIcid+newzgPrgGE2gQB1W73e71YeZeKuUtyHAvDWrKpEloXg/+CLc3hlAgDz65XM5kdcgkx263M9c11rJY/hBy/0FT/R643KvxJl3rj0hnudgZD7LYwxb1IFksIDr3KruXK17HUjbspm9vi1c0TaOkpASrVq3CSy+9hP3796OsrAwHDhzA/v37sXPnTnzwwQcAgHPnziEtLS1s+/v000/j66+/xrx589ClSxds3LgR48aNw759+zBkyBCv21EUhfHjx+PEiRNYtGgRUlJSsH79eowYMQLHjh1D586dmffa7XaMHz8e+fn5mDNnDnr37o3q6moUFhairq4OHTp0CNvxiXhG7NEQMBRFMQ9zQnV1NbPKwxWbzcYodqjV6kZ10E1x+A53aZCQ5Dmj4Y3BZ7w1wIe6sVwoxHr/QVPVj0TpWleC7ccIB9Hs2+EyqY4XuPan0DSNLVu2YMmSJfjnP/+JzMxMj++7evUqDh48iClTpoTtvBYWFmLw4MFYs2YN5s+fD6Ahw9GzZ0+0bt0aeXl5Xrfdtm0bpkyZgqysLDz++OMAgMrKSqSlpWHs2LHYunUr897Vq1dj+fLlyMvLw/333x+WYxFpGmKgIWA8BRo1NTWMkZ4/2Cl5uVzuUbHD3eGba8N3JFYifclzRntlXDScc6UpDfDeJjPhcM2NFmTSxKdJZLjxFXgAt00+40U5yBuh6seIBP4WCdiyq4Eeg1BM+CIFewHLV3+K0+nEypUrsXXrVmRnZ2PQoEFR2NvbLFq0COvWrUN1dTU0Gg3z+ttvv42lS5fi6tWrXrMNmZmZ+OWXX1BWVuby+vPPP48tW7agpqYGcrkcFEXhzjvvxLBhw/Cf//yH6TtKSkoK67GJ+CZ+R/MYwNPgQlaI/eFwOFBbWwur1YqkpCRoNBqXhztbFtFXqRR5KLLryyPVmOepvjja/R3ke00mE6RSKbRabVwHGeR81NfXQyaTQaPR+F2p9tYLQNTK2L0A5IErlPUSMkkwm82Qy+VxVf5ByueSkpJcegHIOAPc9lIhIgFCua6hIpz9GOHA272qUChAUVTQYzAp6bXZbEhMTBSzwqwSZ1/9KSaTCdOnT0dOTg7y8/OjHmQAQFFREdLS0lyCDAAYMGAAAOD48eM+t+3fv3+j1wcMGID6+nqcP38eAHD69GmUl5ejV69emDNnDtRqNTQaDfr06YP9+/eH7mBEmkR856ZjEH+BBpn4kRS0J3M/9yyGr4ZvPhms+VPJISvq4ervELo3RqgJVb29p14Adh+Au6IVn8rn2JBJAimVksvlvNvHSEGO22azgaZpRvY6HtTnvME31bFAcL9X2T12ZJGAvM9fWSTbhE+tVsd9KR37fPhaoCgrK0NmZibuuOMO/Pzzz9DpdJHcTa+Ul5ejXbt2jV4nr7lnK9y3HTFihM9te/TogQsXLgAA1q5di5SUFHz88cegaRpvvvkmxowZgyNHjohyvlEgvu/cGMRXoEEGKofDwZRXcWn49kQwDd+Rwj3w8Ce5GswElX0+xIdieM8HWRn3JI/Mlufk0wRVlGp1xdv58NSE7E1Kl0gkx0LgEau/D1+Bh7tgAHscJkGXWErXAPl9+OtPKSoqwuTJkzF58mSsXr2aV78js9ncyPAXANNPSp4XnrBYLJy2JZUVRqMRx48fZ0qxMjIy0LlzZ6xevRqbN28O7kBEmkx8z4YEjrcHrHugQeQzfZXzkIZvksnw1fBNylWE5gUhlUoZ2VUAIZmgxrI3RiC4n49wl354UslhX1f2BDVSJnNsIn0++A7X/gOu2UmhCwYIqR8jFHBVKiPv9TS5jCfYXlS+fh80TWPHjh144YUXsGrVKjz33HO8+x0lJiYyz1g2ZIz21VfKdVvy95AhQ1z6Pe68806kp6fj0KFDgR+ASMCIgUaM4Z7RIOUrpJFOrVZ7zWL4K5UiD/hYKf3wtTLOxYwsGg3wfIaURkRTmtSXPGckTObYiFKtrgRzPgKRvSYZD74ims65Lv6wzwe5buEud+UzXJu+KYrCunXrsG7dOmRlZSEjI4OX56ddu3Yey6PKy8sBAO3btw96W/J3mzZtGr23VatWPvtARMKHGGgIHPfAgv3/drudSSWSJmk2TZGtJatupKGXTynZUOBvgsp+4JFjt9vtMVfqEChsFSU+nY9o+bKIpXSusKVrQ3E+uDrR83WCGgv9GKGE3b/EPh+++rE8SSTHCuyg3Jf0tdVqxSuvvILDhw/jl19+Qbdu3SK8p9zp168f9u/fD4PBAK1Wy7xeUFAAAOjbt6/Xbfv27YuDBw+CpmmXa11QUAC1Ws14f/Tq1QtyudyjMV9ZWRlatWoVqsMRaQL8Xe4RCQiJRMIMUgaDgWn49hRkOJ1Ov6VS5AFAVFDUajVvJpHhxJuairvBHNAwqYxHhRxAeCpKZILq7lguk8mYyXBdXR2MRmNAykeBqGzFMmSRgpRthut8eHOiJ/drsNc1lLAXgPjqAh9JPDlbE9hKZTqdjrmuUqnU43UVkgKdN0gvJUVRHn2tCFVVVXj00Udx5coV5Ofn8zrIAIAnnngCTqcTH330EfOa1WrFxo0bMXjwYKbU6caNGzh79iwcDofLthUVFfjmm2+Y1yorK/HVV1/h4YcfZn4zWq0W48aNQ15eHs6dO8e898yZMzh06BAeeuihcB+miAdEHw2BQ1RbCEajkVn1SUxM9KgExS6V8uaLQT7bbDZDIpGIBlpwXZUlaWx3TwA+NSCHG3fDOaGX0gHBGUKyVdjitRSGDV9cz9lS3dE0+oy3fgwuBGPCxy53JdeWzwauXGCLAvhqgj937hwmTZqE4cOHY8OGDYIx+5w8eTKys7Mxb948dOrUCZ999hmOHj2KPXv2ID09HUCDe/imTZtQUlKCu+66C0DD2Jqeno7i4mIsXLiQcQa/du0ajhw5gi5dujDfcebMGQwaNAharRYvv/wyaJrGe++9B4qiUFRU5FH5SiS8iIGGwLHb7aAoinmIkYmwTqdrFBiwy6S4NnyLjtaNS8fcH4ju/R1kJUbojaq+iAfDOW/XFWgcUJKgCxBdrQF+u5435bqGatwT+zFcCYcJny8DVyEEHlarlVPT9759+zBz5kwsWbIEr776qqCeK1arFcuXL2dM9vr06YPXX3/dJdMwa9YsbNq0CZcvX2YCDQDQ6/VYuHAhtm/fDrPZjIEDB2LNmjUe/TWKioqwePFi5OfnQyqVYuTIkXjnnXfQqVOniByniCtioCFwSNmO0WiEw+FgtOhbtGjh8j72qh7JYnhr+CaO1rGySh0MgXhj+HPLFXLgEc9BqLfrShAzfw2wV2WFEISyy0jDEXiI/RiuuIsChEtZyl9ASYKPaAceXIMumqaxceNGLF++HJ988gkee+yxuBl7RYSNGGgIHKPR6NLwTdM0TCYTmjdvzjSGB9Lw3dQ0dixCJkzBTiDdG5CJMy5fG1W9wedV6mjAPh9sEQZyXclEJl7uo1gpDeK6UOCr7JQgtKAr3JB7hqbpiAfl4Q4oA90nkunyFXQ5HA4sW7YM27dvx7fffutxFV9EhK/E99JbDED0+Uk9J+nPIJMeLrK1bFlSMa0feu8DoTtb0zTNqCjxTVUqWrD7dcgqtXtAyXflo1ASS/0p3pTKyASVi4cHO+iKt8yfN9xNCSMdgLOvlz/p60h47rCVtnwpsRkMBsyaNQu3bt3C4cOHXfwhRESEgJjREDh2u50phyL/bzAYoNPpAMBvFoM9gUxMTIz7so9INzhHo168qfvHh4ZevsA20PKX+QumsVxIuAddsT6G+MtQymQy2Gw20T/ld4SS6fKXyWJnKIPdf3LPkGy5t4WbK1euIDMzE127dsWnn34KtVod1PeKiEQDMdAQOO614iTQUKlUPgdFiqIYOUBxxc11AhnNMgc+9XeIpVKuBBN0+WpU5UNAGQjshYp4LrdkKx+x5VVJJjOWM1n+4Go6x0e4jMXEFLIpx8RVaauwsBBTp07FM888g5UrV8Z9FllEuIiBhsAhAyFw+8FvMpl8TmLYDd9ic6Jr2QffVu2j0d/hvmpP/AjimVA39PpSKotE2UawiJmuxrB7uhQKBXN9YzWT5Q9vJnxChT0Wk14PgPsiENdyOpqmkZWVhb/85S9Yu3YtZs6cGfO/FZHYRgw0BA57FY00fJPGVNIDwB4QiaGfP53ueIFd9kFKpfhMuMtx2M2J4gSygUhI+fIpk+UP9gRSzHT5nkDGotcDF9yd4GNxocLXIpD7YoF707e3cjqKorBq1Sp8+OGHyMrKwrBhwyJ9WCIiIUcMNASO1Wp1can2pITCXqFmEw9Nqt6IBZWtUPd3iJkuV6Ip5ctXpTJRRckVdjaUSz8G33uyQkEwJnxCxt0Ukn3Pkv/2FZibzWbMnTsXJ0+exI4dO0TPB5GYQQw0BM6wYcPgdDqRkZGBkSNHon///i7NmBRF4aOPPkJqairS09OZRrx4aFL1RiDeGEIg0FXxpjQ4xwt860+JdmO5UBp6IwlbqjXQbCj7nmWXwQqlhI4NW61P7PtruGdtNhusVqvL61KpFD///DOsViuGDRuGli1boqKiAlOnTkWzZs3w5ZdfIjk5OUp7LSISesRAQ+BUVlYiNzcXOTk52LNnD2prazFs2DBkZGSgX79+ePPNN7F7924sWLAAr732msdsRzy5WpPVtngwV+OyKi6VSmGxWMRSKRZCcD2PZOARS9K1oYL9GwllCaqQSujYNDWzEw+4Z3YAMNd1zpw5yM7OhkQiwb333ovq6mr069cPmzZtQkpKSpT3XEQktIiBRgxBURTOnz+PnJwcfP755zhy5Ai0Wi0ee+wxjBo1CsOHD2eM/Lzh7UEX7ZKNYIlnR2uCt8kpAEZbPpYzWf4Q6opsOMtxnE4nTCYTAGH0MIWbSP9Ggm1AjgTRNOHjI1ybvi9duoStW7di7969OH/+PPR6PWQyGe677z48+OCDyMjIwJAhQyIiaWu1WrFixQps3rwZer0evXv3xhtvvIFRo0b53Vav12PRokXIzs6G2WzGwIED8e6776Jfv34+t0lLS0NlZSW++uor/OlPfwrl4YjwjPgeEWIMqVSK1NRUXLx4EYcPH8ZDDz2EP//5zzh27Bj+3//7f5g9ezZ69eqFjIwMZGRkYNCgQY18IryZVbmbkAmpzCrS3hh8RSqVQqFQQC6XM5MlUqLBnlDGSq14U2CX0wltRZZcQ5lM5teIrCmT03ittfdGNFbt3c0+3cdj0p/HXggikquRINomfHyDq5wvTdPYtWsXPvzwQ2zZsgVjxozBpUuXsG/fPuzduxeffvopVq1aBa1Wi6qqqrAH+E8//TS+/vprzJs3D126dMHGjRsxbtw47Nu3D0OGDPG6HUVRGD9+PE6cOIFFixYhJSUF69evx4gRI3Ds2DF07tzZ43YrVqxgKguEMs6KBI6Y0YghTpw4gWnTpuHixYtYvXo1XnzxRWbgp2katbW12LdvH1NmVVZWhvT0dDz44IMYOXIkunbt6vdBQVZOiZoVn70A+OKNwSe8lcHEWwkdG+IFAcSm4Zy3VXFvk1NRurYx7ECcT78Rd2+WSIkGsMdWsWenAfZiha++LrvdjoULFyI3Nxfbt29H7969G72HpmmcPXsWZ8+excSJE8O634WFhRg8eDDWrFmD+fPnA2jIcPTs2ROtW7dGXl6e1223bduGKVOmICsrC48//jiAhnLutLQ0jB07Flu3bm20TXFxMfr3748VK1ZgxYoVLtuKxCb8GC1FQsIXX3wBqVSKo0ePomfPni7/JpFIkJycjIkTJ2LixImgaRqlpaX46aefkJOTg9WrV0OlUuHBBx9k/rRu3brRw4OsiisUipCtnIYDPntjRAt3yUn2ZMnfqjiZiAu9hI4NuwwmlidL7qvi7uo4JEtJZDnJhJUPTfB8IFz9GKGAPR4DroGH3W4PSwZayCZ84YIdiLqPrWz0ej2mT58Oi8WC/Px8tGnTxuP7JBIJunfvju7du4dtnwlZWVlISEjAnDlzmNeUSiVmz56NpUuX4vr16+jQoYPXbdu2besSKLRs2RKZmZnYsmULU6rM5pVXXsHjjz+OoUOHhueARHiHmNGIIWw2GyiKgkqlavK2DocDRUVF+Omnn5Cbm4vDhw8jLS3NpVbU32SdL5KcQvPGCDfuikGJiYlNnix5k24UUgkdGyGXSoUaMjm12WxMtgMQ7rUNFULt2SH4cqMP9NpyXbWPJ9jlY74Cj0cbtgAAIABJREFU0d9++w2ZmZm477778PHHHyMxMTHCe+qZhx56COXl5SguLnZ5fc+ePXjooYewY8cOjB8/3uO2Xbp0QdeuXfH999+7vP7vf/8bzz33HE6ePIkePXowr3/11VeYOXMmzp49i0uXLiEjI0PMaMQBYkYjhghm0E9ISMCAAQMwYMAALF26FCaTCT///DNycnKwbNky/Pbbbxg8eDAjo9uzZ89GZUieVk49ra6Fq8wqFBPqWCNUUr5SqRRSqdTjtWVLOPKxhM4dX5mdeISYeDqdTshkMqhUKiaoJPcTIIxrGypiQUXJU5aSfd829dqy7xuNRhP3Zahcy8domkZeXh6eeuopvPTSS1i2bBmvnkvl5eVo165do9fJa2VlZT63HTFihM9tSaBhNpuxYMECzJ8/H3fddRcuXboUgr0XEQLx/YQV8YhEIoFGo8G4ceMwbtw40DSN8vJy5OTkIDc3F+vXr4fD4cCIESOYxvIOHTr4LbNiP+RCXWbldDphNpvFFWoW7N6DUE+oI3ltQ4UYiDaG7VjMDkSJChkpoSOBh/u1JSvjsRR4cC2DERpNEQ1w9/AgY4koDNBAU5q+t27disWLF+Of//wnMjMzeXefmM1mKJXKRq+TygjyDPGExWLhvO3bb78Np9OJpUuXBrvLIgIjNkZQkbAikUjQvn17zJw5EzNnzgRFUSguLsZPP/2E7du3Y8GCBbjzzjuZ3o5hw4ZBo9E0UrMKVw+Aew11rEwMAsW99yDcE+pArm0klXEA0QvCE+4Nzp5KDNnBoqdrS1SP+BZUBgqf+zFCjSeFQU+BB0Emk4nBObiXjzmdTqxcuRJbtmzBzp07MXjw4AjvKTcSExMbmQoCYK6/rxIvrtuWlJRgzZo1WL9+PeMpIhI/xPeMTCQgpFIpevfujd69e+PVV1+F1WpFXl4ecnJysGrVKsyYMYPRAvfkVg40fsiR0g273c65iVH0xmgMH3oP+CaRzC758DahjjcCnVD7u7ae5FaFIBog9H6MUOBpTDaZTKAoChKJBE6nE0ajkbm27GxWvMD2DPG1qGUymfDcc8/h8uXLOHz4MFJTUyO8p9xp166dx/Ko8vJyAED79u2D3nbFihXo0KEDhg8fjpKSEgDAjRs3AAA3b95ESUkJUlNT4+6eixfEQEMkKCQSCVQqFUaOHImRI0eCpmlUVlZiz549yMnJwdNPP+3iVp6RkYGOHTt6LLMiPQBcaomlUinMZjNomhabEn+HNCVKJBJeZXZ89e6Es7+DXUMtlnw0EOoJNde+LD43lvMhOOcbnibUvtTKhBRUBorD4YDJZGKCc289KmVlZcjMzESHDh1w8OBB6HS6CO9p0+jXrx/2798Pg8EArVbLvF5QUAAA6Nu3r9dt+/bti4MHD4KmaZfrXlBQALVajbS0NADA1atXcfHiRXTs2LHRZ8ydOxdAgyIX38+VSGCIqlMiYYXtVp6bm4sDBw6gRYsWyMjIwIMPPhiUWznQMDmVy+Vxt7LGRsgyrb78O9zrxJtyTOzeA1HeuIFoKAZ5c6PnS+DBV3+MaMJWUfLlPeTv2pK/Y+G+s1qtnDxDjh8/jszMTEyePBmrV68WRMM88dF455138OqrrwK47aPRqlUrHDp0CEBDBkKv16Nz587MfUJ8NNju3pWVlejSpQvGjh2Lzz//HACQl5eHqqoql+89efIkli9fjsWLF+OBBx7AuHHjxPsvRhEDDZGIYrPZUFhYiJycHOTk5ODXX39Fr169mDIrT27lhIqKCpdmValUGhNSq8HAdj2PhdVYb0FlU3oAyOSRpmmxVOp33IUBojEB8hZUAtFRtBKdz10J1oSP70FlILAXcXwtWNA0je+//x7PP/883n77bcyZM0dQxzl58mRkZ2dj3rx56NSpEz777DMcPXoUe/bsQXp6OoAG9/BNmzahpKQEd911F4CGa56eno7i4mIsXLiQcQa/du0ajhw5gi5dunj9zv3794dM3tbhcCAhIYFRzhPhF2L4KBJRFAoF0tPTkZ6ejtdee83Frfzll192cSvPyMhAt27dIJVKsXPnTjz//POYNWsWli1b5jJ5FLLUajCw6+xjRW4ymB4AsVSqMXxS2mqK6lE4G8vFfozGhMKEz5cSnafyV/Jb4Ou5Z2dFVSqVR3UloOH5s27dOqxbtw5fffUVRo4cydtj8samTZuwfPlybN68GTU1NejTpw++//57JsgAGu5LTyXPP/74IxYuXIj33nsPZrMZAwcOxKZNm3wGGezPDJaZM2eiQ4cOmDlzJu655x7IZLJGpVwi0UXMaIjwBne38n379kGpVCI1NRX5+fkYMWIE/v3vf6Nt27Y+P8NbKU4sqOIA8T1R8rVqSq59vJ0Tb3iTruUrXAw/g1UrE/sxGhOJkjq+ZbP8wW6E95UVtVqt+Mtf/oL8/Hx899136NatW4T3NL6prKzE5MmTcfHiRdy8eRMTJ07EvHnzMGDAgGjvmggLMdAQ4S2nT5/Gn/70J1y4cAEjRozAoUOH0KVLlya7lZNVU7vdHjW38lDBLpUirudC2fdQQyYvNpuNaUwl8HHyEknYvxOhlo95c6MP9N4V+zEa425eGamsKJcSSRJURvreJedEIpH47FGpqqrCk08+CalUiq+//hopKSkR3c94xVO2orS0FO+++y4+/vhjyGQyLF++HE888QQ6deoUpb0UYSMGGiK8g6ZpbNq0CX/+85/Rvn17fPHFF+jXrx/q6+tx4MAB5OTkYM+ePbh48SLjVp6RkYFevXr5fVAKuY6YXSrl6wEYT7DPCdFsD6a/IxaIVS+IYO5dsR+jMXw6J6HozQoFXM/JuXPnMGnSJAwfPhwbNmwQVQ8jBDvI+Oqrr6BQKDBo0CCmymH79u3YsGEDcnJyMHr0aLzzzjvo1asXKIoS7/koIgYaIrxjwYIFePfdd/H000/j/fffh0ajafQed7fyPXv2cHIrd/8Mf+l8uVwe9QFK9AtpDJdzwqUUR0jZLH/EU0kd11IciUQCq9UaF+eEK0L4nUSijM79+0gfia9zQtM09u/fjxkzZmDx4sVYsGBB1J8P8YZer8e7774LmUyGrKws9OzZE8uWLUOvXr0ANMgLv/baa/jXv/6Fnj17YseOHUhNTRWDjSgiBhoivOPgwYO4evUqpk2bxnkbtlt5bm4ufvnlF9xxxx2MjK4nt3J3vK2qRXNi6l4qJa6cBX5OhJzN8od7nX28ldT5ksAGGoIPlUoV91lA9wZnofSohLqMjg3Xc0LTNDZu3Ijly5fjk08+wWOPPSaIcxdLGAwGvP7660hPT8cjjzyCw4cPY+zYsfjHP/6BGTNmuGQ8Zs6cic2bN2PAgAH4+eefGQEK8ZpFHjHQEIk5yOoUcSvPzc3FqVOn/LqVe/ocT6tqkZiY0jTNSJKKpVK34arx7w+hNaf6wt35XOw9uP07ARomo+TejbcyOjax0LdDCNWiAdemb4fDgWXLlmH79u3Yvn077rvvvpAfk4h/bt68id27d2P69OnMa7NmzYJEIsEnn3wCiqJAURQzBj788MP44YcfMHfuXHzwwQfR2u24Rww0RGIed7fyvXv3Qq/X+3Urd8fbwy0cjtakLEg0m2sg3OUefKkRbwp8kq7lE57q7OOtjM6dUAXofIQsGrDvXy6BB1scwFcjvMFgwDPPPIObN29i+/bt6NChQ/gPSsQFkok4cOAASktLMWPGDFgsFqhUKrz55ptQKBRYsGAB836r1QqlUonKykr07t0blZWV2LZtGx577LEoHkX8IgYaInEHTdM4f/48U2YVqFs5CTzsdnvIJqZiqVRjoiFJyveJqdCkayNBU4LRWC6jYxOsCZ8Q4ZKtBMDJb+fKlSvIzMxEWloaPvvsM6jV6ogcg4hnjh49iuvXr+PRRx8F0HCtx4wZg6KiIsycORMTJkzA8OHDAYAxWdy9ezfGjh2L2bNn47333hMX7qKAGGiIxD3BuJUTgp2YupvNJSYmxtSqY6CwHa2jWRbEp4lpLJXAhIpgglH2xJSsirtnK/luLueJUJjwxQIkW+l0Ol0WhYDb15eiKCiVSpeAo7CwEFOnTsUzzzyDlStXiuNxFHDvqThw4AAuXLiAZ599FleuXMF7772Hw4cPo0OHDigoKEBycjLeeOMNTJgwgbmH6+vr8dxzz2HHjh04fvw4OnXqJDaGRxgx0BARYUHTtItb+Z49e7y6lfuiKRNT9uq0WCrVAJ/LgtxXTJ1OZ9jK6NwRJY4bE+oeFV+mn+z7l8/9O5Ew4RMa7kp1UqmUuX/Xr1+PDz/8EEOHDsWwYcMAAK+99hrWrl2LmTNn8vY6xyLLli1D586dMWvWrEb/5nA48Pnnn+PJJ59EXl4e/ud//gcTJkzAq6++ikOHDuGpp55Cr1698Mknn7j4mnzxxReYNm0a/vrXv+J///d/I3k4IhADDRERn3hyK1epVHjwwQeZP61btw5IRlcikUAqlTIrbOLqdANCc2+OhBu9ECRJo0EkvCCE1r8jigM0xlfgRdM0jh49iuzsbPz888/473//C4qi0LZtW4wbN44pqW3fvn1E99lqtWLFihXYvHkz9Ho9evfujTfeeAOjRo3yu61er8eiRYuQnZ0Ns9mMgQMH4t1330W/fv2Y95jNZnzyySf49ttvUVxcDKPRiM6dO2POnDmYM2dOVH7PFRUV6NSpE15//XXMmzcPTqeTWUyhaRp1dXX44osvMH36dCQlJeH06dO49957me1ff/11vPnmmyguLkanTp2Y7S0WC/r27YuOHTvixx9/FDMaEUYMNEREmoDD4UBRURFTZlVQUIAuXbpgxIgRGDlyJGe3cofDAavV6pLG50v9fzSJhUlSqGWShRZ4RYJoBl6R9nhoCnwy4eMLXB3hLRYL5s6di3PnzuGFF17A6dOnsXfvXpw8eRIA0K1bN2RkZGDx4sW46667wr7fU6dOxddff4158+ahS5cu2LhxI44cOYJ9+/ZhyJAhXrejKApDhw7FiRMnsGjRIqSkpGD9+vW4evUqjh07hs6dOwMAiouL0adPH4waNQqjR4+GTqfDrl27kJ2djRkzZuDTTz8N+zG677dUKsXDDz+M6upqHDhwwOO1+uabb3DhwgUsXryYeY30Y1y7dg2DBw/G3/72Nzz//PMAGp4pCQkJeOedd/DGG2/g5MmTEbl+IrcRAw0RkQAhJU9NdSu/efMmvvnmG0ydOhUKhQJKpdKjRnysNab6gl0qFWuTJG8eAFyubywEXqGGb4GXr+vLvsbh3Ecx4+UZttqWWq32OqZUVFRg6tSp0Ol02LZtG5KTk5l/u3nzJvbv34+9e/di79692LdvX9iVpwoLCzF48GCsWbMG8+fPB9CQ4ejZsydat26NvLw8r9tu27YNU6ZMQVZWFh5//HEAQGVlJdLS0jB27Fhs3boVAFBVVYWbN2+ie/fuLtvPnj0bGzduxIULF9CpU6cwHaF3XnrpJWzZsgW7du3CoEGDmD4Ndr/G1q1b0a1bt0Yyww6HA8OGDcMLL7zgIoELNDiJT548GUePHkX//v0jdjwiYqAhIhIyuLiVX7x4EbNnz2Ya0Nu1a9foc9zVrCJV/x8tKIqC2WyOGwUlLjLJEokEdrudkzJOPCGEwCvSwgFCNeELJ01R2zp16hQmTZqE8ePHY926dbwoX120aBHWrVuH6upqaDQa5vW3334bS5cuxdWrV70GO5mZmfjll19QVlbm8vrzzz+PLVu2oKamxucx7tixA48++ih27NiB8ePHh+aAOEAyGsePH8fAgQOxcuVKLFmyxKXMiQQbhw8fRkJCAu6//37m34mk7ZQpUzBlyhRGypZsU1lZiQ0bNmD58uUROyaRBsQnl4hIiJBIJGjfvj3jSHrt2jXk5uZi0KBByM7ORs+ePTFhwgS0bdsW77zzDjQaDTzF+VKpFAqFAmq1GlqtFmq1mnE1tVgsMBqNMBgMqK+vh81mY1ZQhYjD4YDRaITT6URSUlJcNMKT65uUlAStVguNRgOVSgUALteXTJL41AgfTWw2G0wmE6RSKTQaDS+DDMD79ZVIJLBarTCZTKirq4PJZGLKJwNd73M6nTAajXA4HEhKSor5IJ0LZJy0WCzMdfDm9L1792788Y9/xPz58/HBBx/wIsgAgKKiIqSlpbkEGQAwYMAAAMDx48d9butpxX7AgAGor6/H+fPnfX73jRs3AAAtW7Zs6m4HBRnj2rRpg759++Ktt97CmTNnGhluAkCrVq2Qm5uLqqoqSKVSWCwWKJVKAEBKSgr69OnDfC7ZpmXLlkyQwS5ZFgk/4tOLR9y4cQNLlizBgw8+CK1WC6lUigMHDnh9/6FDh5Ceng61Wo127drhlVdeYWpR2dA0jdWrV+Oee+5BYmIi+vTpgy+++CKchyKChoGzd+/eePLJJ5nSiunTp2P06NHYsGED7r77bvzxj3/EW2+9hYKCAhe9dwJpOFWpVNBoNNDpdEzTuNPphNlshsFggMFgYBRVhJCkJKVS7IkjXx7ykYQoGSmVSqjVaqjVaubBSFRxSOBBrq+QA8tAIGpBZrOZCcCFEni5X1+dTheyhQO73Q6j0QgAcXv/uEPTNEwmE2w2GxITE72WkNE0jQ0bNmD27NnYsmULXnrpJV4FaOXl5R6z3eQ192xFqLa12WxYt24dOnbsyAQ1kaZdu3bIzMyEwWDA+++/D6PR6BJsAECnTp3Qv39/vPrqqwAAlUoFg8GAJUuWoHv37rjnnnt8foeo1hdZ+LkkFKecPXsWq1evRlpaGnr37o38/Hyvg9/x48cxcuRI9OjRA2vXrsXVq1exZs0aXLhwAT/++KPLe5cuXYpVq1Zhzpw5GDBgALZv345p06ZBIpFg8uTJkTi0uCU3NxdPPfUUJBIJcnNzkZGRAaCxW/kzzzzDya1cIpFALpczkwp2mYbdbofNZgPA7zIrUc7XM2zpWuJU7N54TK5vvPTvxJpMK1upCmgsHEA8Y3wpWsWjCR8XiL8MTdNQq9VeM152ux0LFy5ETk4O9u/fj969e0d4T/1jNpuZFXo2JPNJfieeYK/uN3XbF198EWfOnMGPP/4YlWCelEHNnz8f27Ztw+eff44BAwZg1qxZTLBB9mv06NH47LPPMGPGDHTu3Bnl5eUYP348JkyY4PJZItFHDDR4xP3334/q6mokJycjKysL+fn5Xt+7dOlSpKSkYP/+/Ux69e6778Zzzz2HnJwcPPTQQwCA69ev491338WLL76I9957D0BDs9fw4cOxcOFCTJo0SbwZw8TNmzfxyCOPID09HZs3b0abNm2Yf5NIJGjVqhVTT+ruVv4///M/aN68OUaOHOnTrZyUaSgUikYyqxaLhfkuvshwimZzjfHVyOsrsLTZbLBarQBiM/Bg92P4mjgKGU+BBzuwtNvtAG4rWslkMtjtdjFId4P8ViQSCROke0Kv12PGjBkwm83Iz89H27ZtI7yn3EhMTGTubTZkTE9MTAz5tu+88w7+9a9/4Y033sCYMWMC2W2fkF4JtmStO+xg4vXXX8e0adPw/vvvo0OHDhg9erRLZkMqlWLOnDkwGo0YMWIEKisrkZqaynyXOK/hD+KV4BEajcZF7cIbdXV1zEo5u4ZzxowZ0Gg02LZtG/Pat99+C4fDgblz57p8xgsvvIBr1675DGZEgqN169Y4ePAgdu3a5RJkeEIikaBr16546aWX8O233+LmzZvYvHkzOnTogPXr1zMSuq+99hoOHjwIm83WqETKW5mGQqFgGq6jVWZFVmFJqYdWqxWDDDQEDqTUQ6VS+VUL4lL/bzAYQlL/H02E0o8RakhgmZiYCK1WC61Wi8TERCbAIKIJJEsp1OsbStx/K94msZcuXcLIkSPRtm1b5Obm8jbIABrKhzyVOJWXlwOAT0+PQLb99NNPsWTJErzwwgtYunRpoLvtlR9++AH/93//B6BhUcRXeSAJEB544AEsXrwYxcXFWLlyJXJyclz+HQBSU1Nx6NAhGI1GpKamMveDGHzzCzHQECAnT56Ew+HA/fff7/K6XC5H3759UVRUxLxWVFQEjUaDbt26ubyXS1OZSPDcd999Aa2sKBQKpKen4+9//zt++eUXlJeXY+nSpTAajXj55Zdx55134oknnsAHH3yA06dPexy43fs7tFot4yZNZB/r6upgNBphsVhcFHJCiXuNvUajEVebcLsRnqIopm6/KQ9IX4GlUIUDhNyPEQ5IYEl6OoCGsUEqlTIT7FA1lgsNT78Vb/0YeXl5yMjIwLRp07Bp0yafGYH/z955h0VxtW38nl36AqLYEEtsoMGOFRUpiiIaK2LFWMBXRQ0qokYjRgNiw0KxoChYiBVLUCmxYcWaGMQSK4KKIsIuZWH3fH/wzWSXZSlKWfD8rsvLZPbMOGdnZuc85zzPfasCnTt3xuPHj5GZmSm3/caNGwCATp06Kd23U6dOuHPnjsJ9cOPGDQgEApiYmMhtP3HiBKZPn45Ro0YhICCgnHrwH58+fcKkSZOwbNkyTlqXx+OVeJ/q6+tj8uTJWLp0Ka5evYoFCxbgxIkT3P4AuDrH4OBgiMXiGrOaW9P4dn/BqzHszERRBV8NGzaUm81ISUkpcja9NIVhFNWAYRgYGBhgxIgRCAwMRGJiIv7++2+MHDkS8fHxGDRoENq0aYMZM2YgPDwc7969U6pmpa6uXilqOCysKk5eXl6xxZnfEkUVwpfHjH11Fw6QXd2h98p/sCuBfD6fW+FgFemUKZbV9MCDrfNiVwKVpZARQnDgwAGMGTMGW7ZswbJly6pF4Dp69GhIJBLs2LGD25abm4uQkBD07NmTk7Z9+/YtEhMT5YRERo8ejXfv3uHYsWPctg8fPuDw4cMYOnSo3ErypUuXMHbsWFhZWXFBQHlTu3ZtHD58GBoaGli9ejXOnj0LAJw3RnE0aNAAS5Ysga+vLx48eICRI0ciKCgISUlJXBtLS0uYmJjgyZMnFXL+lK/n21iPrgLYwURpYF8UpYUt5lJW8CVb7PU1RWUU1YRhGK4ex8XFRc6tPCwsDLNnz4aJiUmxbuXsbDg7I164KLU86jtki5uLS2n4lqjMQvjSCgeoQn3Ht1CPUVZkTSyLMuGrjGdYFWED0pLqvCQSCX799Vfs27cPZ86cQc+ePSv5TL+c7t27w9HREUuWLMH79+/RsmVL7N27F69evUJISAjXbvHixQgNDcWLFy84t+vRo0ejZ8+emDJlChISEjhncEIIVq5cye378uVL/PDDD+DxeBg1ahR+//13uXPo2LEj2rdvXy79sbW1xebNmzF16lR4e3ujXr16CmZ7ytDU1ISHhwcaN26MoKAgzJ49m1MKGzNmDHg8HrS0tPDmzRuYmZmVy/lSyhf6a15BXLx4kVMYKonExESF5cziYJd9lRV86ejoyLVlXziF28kei1J9UVNTQ7du3dCtWzcsWbJEzq182bJlpXIrL21RamkGpdSluGiquhC+OOEAdkALVL5iGRuQUmPC//gSE76yFpZXhmN5eSMbkBY3eSESieDq6opnz57h+vXrXJFwdSI0NBTLly9HWFgYPn36hI4dO+L06dPo06cP14ZhmCIFQiIjI+Hh4YEtW7YgOzsb3bt3R2hoKFq3bs21e/78OTIyMsAwDGbPni13DIZhsGLFinILNADgxx9/xMuXL7Fy5Ur4+Phg3bp1aN68eYnqUOzn48aNw8CBA3Ho0CEEBARg/Pjx+OWXX7Bx40Yu1YyimlBn8Ari3bt3OHfuXKnaDh8+HPr6+nLbjhw5gjFjxuDChQuwtLSU++zKlSvo27cvDh06hNGjR8t91rdvX+Tk5CA+Ph4A4OLigoMHD3JFuCz//vsvWrduja1btyr8yFBqDqxbeUxMDKKjo4t0Kzc2Ni5xsFEaN2tWEYQdTGtra0NdXb1aDWQqCrYmhsfjcXUyqkTh2XDW0KoiZ8PZHPu8vDyqoCRDRQWk7DPMXme2XoedPGD/VtVrUNqANDk5GU5OTmjUqBH279+v8G6lVB1SqRTTpk3D3r17MXPmTKxevRq1a9cuMdgoXOCdmpqKGzdu4NKlS/D29qYroCoOvToVRIMGDeDs7Fwhx27Xrh3U1NQQHx8vF2iIxWLcu3cPY8eO5bZ17twZu3btwsOHD9G2bVtue2mKyijVH9at3NnZGc7OzpBKpXjw4AGio6Nx4sQJLFy4EI0bN4a1tTVsbGxgaWkJXV3dL5LRlf03qXRtAdVldaeyZ8Nrmj9GeSEr01re6YbsM8xSWCqZnTxQhVQ6WUpKIZPl3r17GDNmDJycnLB27VqVC+i/FdjAQfZvQgj4fD42b96MV69eYdu2bWjYsCGWLFkCNTW1YoMN9nqzbQwNDTFkyBDOM6M4yVxK1UNXNFSU4lY0AGDw4MG4f/8+Hj16xEnc7tq1Cy4uLjh79izs7OwAFPhotGjRAq6urti6dSuAgh/ufv364cWLF3j58mWVv0goVQP7Ar9y5Qq32vHgwQOYm5tzgYe5uXmJs0WsdG5hZ/PqnKJRHsgOpkub/qKqKFvR+pJBqWz6i46ODp2NRNWb8BWePJB9lqvS/FN21UtTU1OpMhshBKdPn8b//vc/rFmzBq6urtX2Wavu5Ofnc8+0UCjk5JllefnyJezs7PDu3Tv4+vpixowZAL7MZI/K2ao+NNBQMVavXg0A+Oeff/D7779j6tSp+O677wAAy5Yt49rdvXsXFhYW+P777+Hi4oKkpCRs3LgR/fr1w5kzZ+SO6enpiXXr1sHV1RVdu3ZFREQEIiMjceDAAbnVD8q3TWG38j///LNEt/JXr15h5cqVWL16NerUqcOteJTXoLS6UpMH0186KJUdTNN6jP9QxRSyqkilK4xsoF7cCqlUKsWmTZuwadMmhIeHw9bWtsq/v28V2SBj69atiIyMxNOnT2FsbIxhw4ZhwoQJqF+/PoDsAeuiAAAgAElEQVSCrIpBgwbBwMAAfn5+GD58OAAaONREaKChYrAvZ/ZhYy8Pa84ky5UrV+Dp6Yk7d+5AX18fY8aMgY+PDwQCgVw7Qgh8fX2xfft2pKSkwMTEBEuWLMG4ceMqrV+U6gfrVh4dHY2YmBhcuHBBzq1cKpVi3rx50NbWxokTJ/D9998XeYyiBqWsYo6amhrU1dVrzIDzWxxMl2ZQyufzkZubq1KDaVWguqSQKbvGPB5PbgKhvO51iUQCkUgEAMU6fefm5sLd3R1Xr17FyZMnFfyiKJWHbIDg5OSEw4cP4/vvv0ejRo2QlJSExMRE2NjY4NSpU5wIzdGjR+Ho6Ahzc3P4+fnJFbpTag400KBQKKVCLBbj5s2bOHfuHPbs2YOkpCSYm5vDysoK/fv3R48ePUpMDypuwFLd06xUcWa6Kii8oiVrEshKsVbXa1yeyA6mq9uql7JrXB7PMSucUFKg/vHjR0yYMAE8Hg9Hjx6FoaHhV/WJ8vXk5+djwYIF2LlzJzw8PDB16lTOsXvIkCE4d+4c+vbti4sXL3KBycaNG7Fw4UIMHToUv/32G9q1a1fV3aCUMzV7qo2iMuTm5sLT0xONGjWCjo4OevbsiZiYmKo+LUoZ0NDQQKtWrXDlyhUkJydj2bJlnJzuvHnz0LRp0zK7lbOmcmpqaly6UWW4lZc3ssaEOjo6Klv0XRmw/h2s6R4LW/BZXa9xecKa8JWnYWNlInuN9fT0OCNBPp/PBQplvcZszVhWVhbU1NSKdYV/9OgRrK2t0apVK0RFRdEgQ0X48OEDTpw4AUtLS8yePRvNmjWDUCjEn3/+iVevXkFTUxNubm4A/ivwnj9/PubMmYNTp07h4MGDRb43KNUbuqJBqRTGjRuHo0ePwt3dHa1bt0ZISAji4+Nx/vx59O7du6pPj1IKLl68iLFjx4IQgoMHD8La2pr7jBCCly9fIjo6GlFRUTh//jy0tLRgbW3N/alfv365yeiq0iBe1aVrq4LiUsiq4zUuL8qioFRdKZwuKetOruwal6Xo+8KFC5g8eTI8PDzg4eFR41MTVRXZegyW6OhoDBw4kKv//PTpE44cOQIvLy/k5+cjKioKHTt2hFQqRUZGBgwMDAAAWVlZWLt2LRYvXlxmA2OK6kMDDUqFc/PmTfTs2RPr16/H/PnzARSscLRr1w7169fHlStXqvgMKSUhlUrRo0cP6Orq4uDBg2jYsGGx7WXdymNiYnD9+nW0bt26WLfywsgOWPLy8qqkILU4qot0bWVTlhSy4mp4VOEalydfYsJXEyipTotdBWG9d5TVqRBCEBISguXLl2P37t0YPnz4N/H9qTqnTp2Cvb091NTUcOrUKQwbNgwHDhyAtbU1duzYAR8fH7Rt2xYxMTGoXbs2gIL3yZo1azB69GgFs+KiAhhK9YYGGpQKZ9GiRdi0aRPS0tI4KV4AWLNmDZYuXYrXr1/D2Ni4Cs+QUhrevXsHQ0PDMr8E2AEW61YeGxtbKrfyoo5TUXnhZaUmSdeWJ19b3FxTa3ikUilEIlGVucKrErLXmA0wAPngMjs7G7Vq1eL2yc/Px7Jly3D8+HFERETA3Ny8qk6fIsNvv/2G5cuX48yZMxg4cCCePXuGbt26oWPHjujUqRM2bdqEkSNH4siRI3L7ubu7IzQ0FDExMejcuXMVnT2lsqBhI6XCuXv3LkxMTOSCDADo1q0bgAKTJRpoqD4NGjT4ov0YhoFAIMDgwYMxePBgBbfywMBA5OXlcasdytzK2bxwdpAmO0ual5cHsVgMAApqVuU9KJWVrhUIBHT27f+R/V6+1GyusHGgVCqVCzwKX+PqIJVckSZ81RH2GrNpZAzDQEtLi7vOYrEYnTt3Rq1atdCvXz9YWFggPDwcaWlpuH79On1XqBAdO3YEwzB49OgRBg4cCAMDA/Tp0wenTp3ChQsXsGLFCqxYsYJrLxaLsWfPHpw4cQL29vacdD+lZlP916MpKk9KSgqMjIwUtrPbkpOTK/uUKFWIrFt5WFgYkpKSEBsbi549e+LEiRPo0qULzM3NsWDBApw+fRqZmZlFFpKyTsc6OjrQ09ODrq4ul6aTm5sLoVCIzMxMZGVlQSwWf3WRITswEolE1baItyIo6nspr8E0j8crsuiYx+NBLBZDJBIhIyMDIpEIubm5cvUAVY3s98Ln82mQIYNs0beenh40NDS4a6yjowMfHx/07NkTUVFRmDp1KqKiokAIgb+/P2JiYpCdnV0l5/ylgibp6elwdXVFvXr1oKurCxsbG9y9e7fItlevXkWfPn0gEAhgZGSEefPmcepkqkbz5s3RsGFDbN68GcnJyahTpw48PT251NpWrVpxkw9v376Fv78/Vq5ciVq1asHLy4tLpaLUbGjqFKXCadmyJdq2bYvTp0/LbX/27BlatWqFTZs2Ye7cuVV0dhRVorzcyss7BYdK1xZNVX4vqlzfQe+XopGtayrpe4mPj8fYsWPh5OQEMzMznD9/HrGxsXj//j00NTVhYWEBBwcHLFiwoFLO/UsFTaRSKfr27Yu//voLixYtgqGhIQIDA/H69Wvcvn0brVq14treu3cPvXr1gpmZGVxdXfH69WusX78e1tbWiIyMrIxuKiCRSOQC5MLu3a6urggODsapU6fg4OAAADh27BjmzZuHN2/eoEWLFjAxMcHDhw/x7t07dOjQAZGRkahTp84XOYFTqh800KBUOO3atYORkRGio6PltickJKBdu3bYvn07XFxcqujsKKoMIQQfP35EbGwsoqKiSuVWruw4RdV3lCYFRyKRICsrq8Ri1W8NVTObK01wyefzK3xgo2rfi6pQuBheU1NTabujR49i3rx58PPzw+TJk+XUqR48eIDY2FjExsZCTU0Nx48fr/Bz/xpBk0OHDmHs2LE4cuQIRo4cCaBABtbExAT29vbYv38/13bw4MH466+/kJiYyKUa79q1Cy4uLjh37hwGDBhQgb1URNaELykpCY0bN+Y+Y4u2r169iv79+2P69OnYsmUL93lcXByioqJw8uRJZGRkoEOHDujVqxc8PT3l9qfUfGigQalwBgwYgOTkZPzzzz9y22NjYzFgwAC5mRAKpTiUuZWzQUe/fv1Qu3btUsvosmpWyuQ32fx6Kl0rT+E6FVX8Xr4muPxSqrMJX0UiG6wXV9cklUrh6+uL7du348iRI7C0tKzkMy2arxE0GTNmDOLi4hRShP/3v/9h3759+PTpE9TV1ZGRkYG6deti/vz5WLNmDdcuLy8PhoaGcHJyws6dOyumgyXg6emJsLAweHp6YtasWXJiBq9evcKAAQPw/v17xMXFwczMTG7fz58/A5CvZ6NBxrcFXbOiVDidO3fG48ePkZmZKbf9xo0bAIBOnTpVxWlRqiEMw8DU1BRubm6IiIjA+/fvERYWhsaNGyMwMJCT0PXy8sKlS5eQm5tbbH2HQCCAnp4eBAIBNDU1udQOoVCIjIwMGmQUoiLrMcobZaZyhes7yss4MC8vr1qb8FUU+fn5XPBV3PeSk5OD6dOn4+jRo7h27ZrKBBlA6QRNitu3S5cuCtu7deuGrKwsPH78GADw999/Iz8/H127dpVrp66ujk6dOimt6ahoRCIRdHR0kJGRAXd3dwwfPlxuFaZp06ZwdnbG58+fkZCQAABcGiMA1KpVC7Vq1eJ+J6RSKX02vjFooEGpcEaPHg2JRIIdO3Zw23JzcxESEoKePXtSFRHKF6OhoYE+ffpg5cqViIuLQ0pKCn7++WcIhcIvdivX1dXl0msYhoFUKuUKy7Ozs79JJ2vgv7qDnJwcLkirTvnVJYkHiEQiZGZmlrmwnA1Os7KyoK6uXu2+l4qEDeh4PF6xK1/v37+Hg4MD0tLScPXqVbRs2bKSz7R4vkbQpLT7pqSkyG2XpWHDhpUimkIIkbvn2RWoFStWICYmBosWLcK5c+cwadIkzJgxg0sZGzFiBGrVqoW9e/cCQJGBBLtySJ+Nbw8aVlIqnO7du8PR0RFLlizB+/fv0bJlS+zduxevXr1CSEhIVZ8epYbAMAwMDAwwfPhwDB8+XM6tPDo6GmvXri3RrfzatWs4cOAAVq9ezS31K5PR/RacrFlkfSBqQt2BrFkcu5IlW9+Rk5PDtSuusFy27qA4R+tvjbKYWSYkJMDR0RH29vbYvHmzSnqMZGdnF1lTwrpYF6eClZOTU6p92b+Vta1opS3ZwuwPHz6Ax+MhLS2NK1bv2bMnevbsiYEDB8LX1xd79uzBkSNHMHPmTMycORMmJia4fPkyLly4ACsrqwo9V0r1ggYalEohNDQUy5cvR1hYGD59+oSOHTvi9OnT6NOnT1WfGqWGwjAMvvvuO7i4uMDFxUXOrXzfvn1wc3PjUq2sra2RmJiIX375BZ06dQIhhJuVY2fCNTQ0FJSOSjsgrc6Uhz+GqlPYv6NwfUdeXh4A+cJyHo/H1R186yZ8spTWAZ0QgqioKEybNg1eXl6YM2eOygZp2trayM3NVdjOPv/a2tpfvS/7t7K2Ojo6ZT/xUiKrLHX06FFs3LgRz549Q3p6Ouzs7DBixAj8+OOPAABra2uYmZnh5s2b+Omnn+Dt7Y379+9DV1cXQqEQT548oYEGRY6a8zakqDSamppYu3YtkpOTkZ2djevXr1e6goYyRCIRVqxYgUGDBqFOnTrg8XjcEnBhHj58iEGDBkFPTw+GhoZwdnbGhw8fimy7a9cutG3bFtra2jAxMYG/v39FdoNSAmpqaujWrRuWLl2K2NhYpKamwsfHBxKJBFOmTMGSJUvQr18/DBkyBC9evOBUi2RhZ8I1NTUhEAigr68PgUAADQ0NSKVSZGdnIzMzk0uzysvLq7ZpVtWpHqO8UVbfwefzkZeXh6ysLAiFQkilUm4gXV2vc3nCphnm5+dDR0dH6QoPIQTbtm3DtGnTEBYWptJBBlCQzlRU6hKb7tSoUaOv3pdNmWK3F25b3L/xtbDPtY+PDxwdHSESiTBo0CBMmTIFly5dgouLC9avX8+1r1evHoYMGYLIyEj4+vrixo0bOH/+PAghePv2bYWdJ6V6QgMNyjdPamoqVq1ahUePHnGF6UW99JKSkmBpaYlnz57Bx8cHCxcuxB9//IEBAwZwM54srGRv+/bt4e/vj169emHu3LlYu3ZtpfSJUjysW7mJiQkuXboEsVgMf39/TJo0CU+ePMHo0aPRokULTJ48GaGhoUhKSipyIFm4voM1HJMdkJZnwXFlUd3rMcob2foONm2MvfaqbhxYWeTn50MoFIIQAl1dXaUrPHl5eZg/fz78/f1x4cIFODg4qHSQAXydoEmnTp1w584dhfvhxo0b3G8QUCADr6amhvj4eLl2YrEY9+7dq3DRlBMnTsDb2xvjxo3D7t27ERISgsDAQAQFBUFNTQ2LFi3CrVu3APz3fjQxMYGHhwcuX76MCRMmYPfu3Vi+fHmFniel+kHlbSnfPGKxGOnp6ahfvz5u376Nbt26Yc+ePXB2dpZrN2vWLISGhiIxMZHTE2clemW9QLKzs9GkSRNYWFjg5MmT3P6TJk1CREQEXr9+DQMDg8rrIKVITp48CWdnZ9SvXx/Hjh1Du3btuM+kUikePHjAyehevnwZjRs35mo7+vXrB11d3WIHSMoM5QDVru+oafUY5YUyszll/h01OZ2uMGKxGNnZ2eDz+dDR0VHa1/T0dDg7OyMrKwvHjh3jHKRVHdZHY926dZxBIOujUa9ePVy9ehVAgft1eno6WrVqxaXhsT4ahw8fxqhRowAU1EC0bt0a9vb2OHDgAPfvDB48GPfv38ejR48UfDTOnj0LOzu7Cuvj7NmzsWfPHly+fJlTybp48SK2bNmC48ePw8vLC7/88gvXnvXYYNOusrOzufQvKl9LkYUGGhSKDLdu3UL37t2LDDQaNGgAa2trhIeHy21v06YNmjRpwhkSRkZGcsvKgwYN4tpdv34dFhYWCAsLw4QJEyq+MxSliEQitGzZEr169cKePXtQq1YtpW0r2q2cHZCqq6tXiqFccVQHf4yqoCwmfMr8O77UlV6VYZ+N3NzcEou+nz17BkdHR3Tp0gXBwcHF1jWoIk5OTjh+/Djc3d05QZNbt24hNjaWqzX88ccfERoaihcvXqBp06YACu6dPn364MGDB/Dw8OCcwZOSkhAfH4/WrVtz/8bdu3dhYWGB77//Hi4uLkhKSsLGjRvRr18/nDlzpsL6lpGRAWtra/B4PMTHx0MikeCPP/7A6tWrcevWLYSGhmLixIkACoIkPT09TkSh8PUuahvl24aGnBRKKXjz5g1SU1MVNM6BAj102ZcAq3deuG2XLl3A4/Fw7949GmhUMQKBANevX0ezZs1KfCkyDAMtLS3Y2trC1tZWwa186tSpSE9PR9++fWFra6vUrby0BccVaSinDEIIxGIxcnJyoKamxvlNUORN+Iozm2Nh6zvY1CFlqmVVcZ3LEza9Li8vr1jFLUIIrl69igkTJsDNzQ3Lli2rlvdWaQRNGIZR+A54PB4iIyPh4eGBLVu2IDs7G927d0doaKhckAEUpGjFxMTA09MT8+fPh76+PqZPnw4fH58K7ZuGhgbEYjF0dHTw6dMnHD9+HCtXroRQKMS1a9fQo0cPrm14eDgkEgnmzZtX5PWubvcxpeKhgQaFUgqK0zg3MjJCWloa8vLyoK6ujpSUFPD5fNStW1eunYaGBgwNDStFD51SMt99990X7ccwDOrWrQsnJyc4OTkpuJV7eXnBwMAANjY2XJpVnTp1igw8lA1IxWIxpz5T0WlWsgNG2ZQgCrg6G9YH4ksGyMWplrGrAYBqp9MVprQrPIQQHDhwAIsWLUJQUBCcnJxUul/FwQqaFFdnFxISUqRku4GBAXbu3FkqZ+/evXsjLi7uq861MLLStUV9pqWlBRsbG2zduhXz58/H8ePH0aRJE9y8eRMNGjTg2h4/fhzz5s2Dt7d3scekUGShgQaFUgpK0jhn26irqyM7O1vpi1dTU7PC9dAplQvrVs46lovFYty8eRPR0dEICgqCi4sL2rVrx6VZ9ejRo0jJz6qQ0aX1GEVTlpSgslBe/h1VSWlXeCQSCVatWoWwsDBERkaiV69elXmaFAD3799Hq1atIBAI5CRsZWHvLUtLS+zatQt79+6FpaUlLly4INcuOjoaGzZsQNu2bdG/f3+Vuicpqg0NNCiUUlCSxrlsG21tbS49oqi21S03mVI2WLfyPn36wMvLC58/f8aFCxcQFRWFefPmITk5GX369OECjzZt2ii8tJUNSPPy8pT6OpQ17/9b8Mf4EirThO9L/Duqsr6jtCs8IpEIrq6uePbsGa5du/bFq4eUL+fAgQOYOHEi5s+fj/Xr14PP5xe5CsHWVIwaNQpxcXHYvHkzkpOTkZCQgLp166J27drYvXs3tm/fjufPnyMsLAzm5uZV1CtKdYQGGhRKKShJ49zQ0JBLgTEyMoJEIsGHDx/k0qfEYjHS0tIqVA+dolqUxq1cU1OTU7OysbFRcCtnjyM7IP2avH9aj6Ec2RWeqjDhKyqdTnbFo6rqOwrfMzo6Okr/zeTkZDg5OcHIyAiXL1+Gvr5+hZ4bpWjatm2LOnXqYPv27WjevDlmz54NHo+nEGzIKkf5+fkhLy8PISEhaNeuHYyMjCAWiyEUCtGwYUOcPXuWq9egRd+U0kLfLhRKKTA2Nka9evUUNM6BAulDWY3zzp07A4BC21u3bkEqlVa4HjpFdZF1Kz906BDevn2LiIgIfP/999i/fz/MzMxgYWGBJUuWIDo6GllZWUX6Mcj6Oujp6UFXV5errWBN9jIzMzlfB1b5SNYfQ1NTs1gp0m+N0vpAVCY8Hq9I40Aej1dp/h1F3TPKBpj379/n6pIiIiJokFGFdO7cGQcPHoRYLMbq1atx9OhRAAX3VOF7hM/ncyp4a9euxblz5zBz5kx06tQJQ4YMwapVq3Dr1i306NGDu8dokEEpLVTelkKRoTh521mzZmHv3r149OiRgo/Gtm3b4OrqCqAgPapx48bUR4NSJtiUnUuXLiEqKgqxsbF4+vQpevbsCRsbG9jY2KB9+/YlpjgVJ6PL/txraWkVWW/0rZKbm4ucnJwSfSBUCWU+LeVZ31GWou8//vgDM2bMgI+PD2bMmEEHoipCcHAwXF1d0bZtW+zYsQO9e/cuMlAoKq0qJyeHq0EEoLTOg0IpDhpoUCgA/P39kZ6ejuTkZGzbtg0jR47kVh7mzp0LfX19JCUloXPnzjAwMMC8efOQmZmJdevWoWnTpoiPj5ebAQ0KCsLs2bMxevRo2NnZ4fLlywgLC4O3tzcWL15cVd2kVCMIIUhJSUFMTAzn35GXlwcrKytORtfY2LjEAZ2s0Zws1V1etTxQZsJXHVEWYH5pfYdEIuFW1HR0dJQWfUulUmzevBl+fn4IDw+Hra1ttf0OqyNCoZAz91PGL7/8gtWrV6Nfv37YsWMHWrduLRc0yAYZV65cgYaGBrp16yZ3DLqKQflSaKBBoQBo3rw5Xr58CeA/HXD2h/X58+ec+VJCQgLmz5+PuLg4aGpqwsHBARs2bEC9evUUjhkcHIwNGzZw+7u5uWHu3LmV1ylKjeJL3MqlUikCAgIwcOBAGBsbQ0dHR6HgmH0FVCd51fKgLCZ81RFlxoGlCTDz8/MhEonA4/Ggo6OjdBY7NzcX7u7uuHr1Kk6ePIk2bdpUaJ8o//Hu3TuMGjUKs2bNgqOjY7Gpfvn5+Zg6dSr27duHMWPGIDAwEHXq1IFEIgHDMFyQERoaCh8fH+jp6eHcuXMwMDCo8b8DlIqHBhoUCoVSzSjKrfzvv/9G165duaJyU1NTzJo1CydOnMCmTZswffr0Il18pVIpp2ZV2K1cFeVVywNZidbiZutrEoXTrJQFmKUt+v748SMmTJgAhmFw9OhRBd8gSsWRkJAABwcHCIVCBAUFYcSIESWmNH369AkjRozApUuXMHfuXKxfv56770UiEbZt2wYfHx+IRCKcPn0atra2ldEVyjdAzXp7UCjfOPHx8XBzc4OZmRl0dXXRrFkzODk54cmTJwptHz58iEGDBkFPTw+GhoZwdnbGhw8fijzurl270LZtW2hra8PExAT+/v4V3RVKMci6la9ZswY3b95EUlIS5syZg5SUFEyaNAmmpqaIjo7GggULYGNjo/Q4fD4fWlpa0NXVhb6+Pqe2JJFIkJ2djczMTGRmZnKmftV9biovLw9CoRAMw0BXV/ebCDIA5QICQEEuvlAoREZGBlerUlwa2ePHj2FjY4NWrVohOjqaBhmViEgkgre3N0QiEfz9/TFkyBC5IINduSpM7dq1sWvXLrRs2RJbt27Fxo0bAQCpqalYsWIFPD09UatWLfz999+wtbWFVCqt9s86RTWgKxoUSg1i9OjRuHbtGhwdHdGhQwekpKTA398fQqEQ169fh5mZGQBw9Sa1a9fG3LlzkZmZifXr16Np06a4efOm3DL89u3bMXPmTIwePRoDBw7EpUuXEBYWhjVr1mDRokVV1VWKEs6dO4dx48ZBX18fkydPxv3793Hx4sVSuZUXRtksOJt+o66uXm3SrGRN+Eqarf/WkE0jkxUN4PF4WLduHdq1awcrKyvUq1cPFy9ehLOzMzw8PODh4VHjVrtUndzcXFhZWUEoFOLvv/8GUOCZkZ6ejlmzZpW4/5UrV2Bvbw91dXV4enri8ePH2L17N6ysrPDHH39AW1sb+fn530wATql4aKBBodQgrl27hm7dusm9JJ4+fYr27dtj9OjRCAsLA1CgoBUaGorExEQFBa3t27fDxcUFQIHbeZMmTaiCVjWAEIK1a9di6dKlGDhwIPbv34/atWsDgJxbeUxMDO7cuVMqt/LCx69olaOKgpVozcvLq3ATvupGUd4hbH3H58+f0b9/f25FtE2bNnj+/Dk8PT3h6ekJHR2dKj57RdLT07Fo0SIcP34c2dnZ6N69OzZs2MDJjpfEmzdv4O7ujujoaEilUlhbW8PPzw/Nmzfn2qSlpWHXrl04deoUEhMTkZeXhzZt2sDd3R1jxoypqK4BKOjflClTcOLECZw+fRoPHz6Eh4cHRo0ahR07dnDPfHH8/vvvmDBhArf6MXXqVAQHBwMADTIo5Q4NNCiUbwBzc3PweDzO26NBgwawtrZGeHi4XLs2bdqgSZMmiI6OBgBERkZiyJAhiIyMxKBBg7h2169fh4WFBcLCwjBhwoTK6whFKZs2bYK7uzuWLVsGLy8vpTnbhBDOrZwNPJKTk9G7d29ORrcot/KijlOeKkcVRVWb8KkyrDs8wzDFFn0/f/4c69evR3x8PN6+fYuPHz9CU1MTvXv3Rv/+/dG/f3906dKlyqVPpVIp+vbti7/++guLFi2CoaEhAgMD8fr1a9y+fRutWrUqdn+hUIguXbogMzMTCxYsgJqaGvz8/EAIwb1791CnTh0AwOnTpzFq1Cg4ODjA2toaampqOHLkCM6fP49ffvkFXl5eFdI/VqDk2rVrsLOzg0QiQU5ODubMmYMpU6aUyaPJ29sby5Ytg6+vLzw8PADQIINSMdBAg0Kp4RBC0KRJE7Rv3x5nzpzBmzdv0KRJE6xduxYLFy6Uaztp0iScOXOGq9X47bffsHz5crx//17B5VxHRwfu7u5Yt25dpfaHUjSZmZmIi4uDvb19mfYjhODVq1eIiopCdHQ0zp8/Dw0NjRLdyos6zpeqHFUU7EAaAAQCQZUPhFUJsViM7OzsEr1DMjMzMW3aNM5c0tjYGAkJCYiJiUFMTAwuXLgAoVCIdu3acak8VcWhQ4cwduxYHDlyBCNHjgQAfPjwASYmJrC3t8f+/fuL3X/t2rVYvHgx4uPjYW5uDgB49OgR2rVrh0WLFuG3334DALx48QJ8Ph9NmjSR279///64cuUKPn78WCGrPbISs40bN8bbt29hYGCAiIgI9G59SMkAACAASURBVOnTB1KpFAzDlOoZk0qlSEhIQLt27QBQjwxKxaF6a9wUCqVc2b9/P5KTk+Hk5AQASElJAQAYGRkptDUyMkJaWhry8vK4tnw+X6HYU0NDA4aGhkhOTq7gs6eUFj09vTIHGUBB6lOzZs04t/KUlJQvcitnGKZIF2uGYSrNxVoW9t/k8XjQ1dWlg6j/h/UOyc7Ohrq6OgQCgdIg4/Xr1xgwYAA0NTVx8eJFNG7cGAzDwMzMDPPmzcOpU6eQlpaGuLg4rFq1qpJ7osiRI0fQsGFDLsgAgLp162LMmDE4ceIE97tW3P7du3fnggwAMDU1ha2tLQ4dOsRt++677xSCDAAYNmwYcnNz8fz583LojSLss/Trr79CTU0Nffr0QVpaGlasWAGhUAgej8etLJYEj8fjggypVEqfD0qFQQMNCqUGk5iYiNmzZ8PCwgKTJ08GUFB3AaBIZ2hWhYZtk52drdRfQFNTk2tHqTmoqamhW7duWLp0KWJjY5Gamoo1a9aAx+Nh+fLlaNq0KYYOHYqNGzfi3r17Sgc2rMqRQCCAnp4eBAIBNDU1uYGuUChEZmYmsrKyIBaLlarllBW2HoO9d4sbSH9rsO7zubm50NLS4gLBooiPj4eVlRWGDBmCQ4cOQSAQFNlOXV0dvXv3xvDhwyvy1EvF3bt30aVLF4Xt3bp1Q1ZWFh4/fqx0X6lUir/++gtdu3Ytcv9///2Xk0RWxtu3bwGgXFW42OeC/VtDQwOOjo6IiIhAdHQ0xo4di/Pnz+N///sfgILnt7TBBgt9PigVCU3Go1BqKG/fvoWDgwNq166NI0eOcAMKbW1tAAXqJYXJycmRa6Otra3gKC3blm1HqZkwDAOBQAB7e3vY29sruJUHBQVBLBbDysqKq+9gZ70LH4dNnwIU06zYmWa2vkNdXf2L0qxk1ZO0tLSKDKa/VUpbq0IIwbFjxzB37lz4+flh8uTJVV5nU1pSUlJgZWWlsJ1dvU1OTuaU9wqTlpYGsVisdKWX3b9169ZK9w8ODoalpSUaNGjwhT2QR7ZmIi8vj1N5a9u2LdfG398fL1++xIEDB9CsWTP89ttv4PP5cm7fFEpVQgMNCqUG8vnzZ9jb2yMjIwOXL19Gw4YNuc/YlyabQiVLSkoKDA0NuUGIkZERJBIJPnz4oFCjkZaWhkaNGlVwTyiqBMMwaNSoEZydneHs7CznVn7y5EksWrQIxsbGxbqVs8dRV1fn7jNZNau8vDwuuC2LW7lEIuHSugQCAS1qlUHWoLC4NDKpVIq1a9di27ZtiIiIQL9+/SrzNOVg5YhLg6wfSGlWaouiLCu9hZFKpZgwYQIyMjKwdevWUp1zScgGGZs3b8aff/6Jp0+fok2bNnBwcMCECROgqamJOnXqYPfu3Rg8eDB8fHzQtGlTzJgxAzweT66mg0KpKmi4S6HUMHJycjB06FA8ffoUp0+fRps2beQ+NzY2Rr169TgFKllu3rwpp1zCSkIWbnvr1i1IpdIyqZxQah48Hg8dOnTAggULEBkZidTUVAQGBqJWrVpYt24dmjVrhoEDB8LHxwc3btzgJHGLOk5JZnLFpVmxJnwAvikTvtLAfjcl1ark5OTAxcUFhw8fxtWrV6s0yACAixcvQkdHp1R/2JQobW3tUq3UFkVZVnoLM2fOHJw7dw7BwcFo37592TpaBIQQ7h4ePnw4FixYgMTERNSuXRvXr1/H9OnTMW3aNK69qakpduzYAX19fSxcuBBnz54FoNy8j0KpTOivMYVSg5BIJHBycsKNGzdw4sQJ9OjRo8h2o0aNwt69e5GUlCTno/HkyRMsWLCAa2djY4M6deogKChIrtA4KCgIAoEADg4OFdshSrWBdStnU6gIIfj48SNiY2MRHR2NqVOnIj09HX379oWNjQ1sbW3RokWLIlc7+Hw++Hw+V9MhK6PLziqzaVbsagg14ZNH1qCQLdJX9t28f/8e48aNg56eHq5evVoqL4aKpm3bttizZ0+p2rIrtkZGRkUKVLCrt8WtwNapUweamppKV3qV7b9y5UoEBQXB19f3i6W+C688MAyD3NxczJo1C7GxsVixYgWmTJmCxo0bIzU1FUOGDMGBAwfA5/Oxd+9eEEJga2uLTZs2Yfr06XBzc8ORI0foRBBFJaDythRKDeKnn37Cli1bMHToUDg6Oip8PnHiRAD/OYMbGBhg3rx5yMzMxLp169C0aVPEx8fL5W8HBQVh9uzZGD16NOzs7HD58mWEhYXB29sbixcvrrS+Uao3hBA8fvyY8+74GrdyiUSCvLw8ORWhqpTRVTXKYlCYkJAAR0dH2NvbY/PmzdXaZ2TMmDG4fPkykpOT5frr6uqKgwcPIi0trdj+de/eHQzD4MaNG3Lb7ezs8Pz5c864kCUgIABz5syBu7s7NmzYUObzLZySKsuzZ8/Qs2dP9OvXD9u2bYOhoSEyMzNx7do1zJ49G2/evEF4eDh++OEHuXqMlStXYuXKlXBycsKBAwcA4Jt+FihVDw00KJQahLW1NS5duqRUflRWjSQhIQHz589HXFwcNDU14eDggA0bNqBevXoK+wYHB2PDhg14/vw5mjZtCjc3N8ydO7dC+0Kp2YjFYsTHxyMqKgoxMTG4ffs22rdvXyq38qSkJGhoaEBTU5NLsZJ1KwfKVt9Rk5AtiNfW1laqGkcIQVRUFKZNm4YVK1Zg7ty51f47Yn00Dh8+jFGjRgEoGMy3bt0a9vb23MAbAF69eoWsrCy51NLifDQ8PDzg7e3NtWXdtcePH4/Q0NAyn+uqVatw9uxZBAUFoUOHDkr7EhsbC2tra3z8+BGHDh3CypUroaamhujoaLRt2xYSiQTZ2dnQ1dXl9t2yZQtmzZpFUwgpKgENNCgUCoVSpZTFrfzKlSuYMGECRo4ciXXr1snVHChzK2dVr1g1q5qqxiNb9K2jo6N0oEkIwfbt27F69WqEhYVh8ODB1T7IAAqCrD59+uDBgwfw8PDgnMGTkpIQHx8vpxhlZWWFS5cuydUxCIVCdO7cGZmZmVi4cCHU1NSwceNGzhnc0NAQQEEtW9++fWFgYABfX1+F77l3795o3rx5sec6fvx4hIeHIzw8HGPGjFH4PCQkBNOmTUN0dDRMTU2xc+dO+Pr6onPnzoiOjuYCi+zsbAQEBGDSpEkKalesUhWFUpXQQINCoVAoKoUyt3IzMzNcuHABXbp0wYEDB+TU1JQdR9XcyiuKvLw8ZGVlgcfjFesdkpeXB09PT5w7dw4nTpwocja9OpOeng4PDw9EREQgOzsb3bt3x/r16xX8NdjV38KeE2/evIG7uzuioqIglUphbW0NPz8/tGjRgmuzd+9eTJkyBQzDKKweMwyDkJAQODs7K5ybbIpTdnY2YmJiMHToUAD/BQVsvdG9e/fQo0cPjBgxAkZGRti8eTPGjh0rtyoDANOnT+eeE1NT0y//4iiUCoIGGhRKBUBlBcuHf/75B15eXrhz5w7evn0LLS0tmJqaYvbs2QqFlw8fPoS7uzuuXLkCDQ0NODg4YOPGjUXmQO/atQvr16/Hixcv0KRJE8ydOxdubm6V1S1KGcnJycGPP/6I33//HZ07d8bTp0/RvHlzzr+jd+/exRY7s8jK6Obn53ODxOqcZkUIgVgsRk5OTokF8enp6Zg8eTJEIhGOHTtWYqBGKT/+/vtvbNy4EfPnz5dTphKJRBgxYgT69u2L5cuXc9vfvHkDJycnXL16FQCwZs0aLFq0iPs8JycHwcHB8PX1hYODA9avXy+XPkWhqAo1c/2YQqki3r17B6FQWK0GKqrMq1evIBQK8eOPP2LLli3w8vKCuro6Jk2ahN9++41rl5SUBEtLSzx79gw+Pj5YuHAh/vjjDwwYMECuYBgAtm/fDhcXF7Rv3x7+/v7o1asX5s6di7Vr11Z29yilIC0tDUOHDsWRI0cQEBCAW7duISUlBWvWrAGfz/8it/IvldFVNViX9ZycHK5fyn57nj17hv79+6N+/fqIjY2lQUYlExwcjL1792Lr1q149+4dgILr9+bNG8TExGD79u04ePAg197Y2BgLFy6Enp4eAMDCwoLzl3nz5g0CAgKwevVqNGrUCEuXLqVBBkVloSsaFEo54u3tjWXLlmHbtm1wdXVV2o66tn45UqkU5ubmSEtLw8uXLwEAs2bNQmhoKBITE+XkegcMGMAFFkBBukKTJk1gYWGBkydPcsecNGkSIiIi8Pr1axgYGFR+pyhF8ujRIzg4OCA9PR2HDx+GtbW1QpvCbuV//vlnqdzKizoOq2Ylm2bFyuiyf1RlEoEQApFIVGLRNwBcvXoV48ePh5ubG5YtW0Z/e6qArKwsjB8/HidPnsTixYvxyy+/cEFuVFQUfvjhB7Rq1QqbNm1C//79uf0CAwOxePFi5OTkoH379mjVqhXu3r2L169fo2vXroiMjISenh59p1BUFnpXUijlCKt6w/4tkUi49IzMzEy8ffsWADjXVkrZ4fF4aNy4sVyR49GjRzFkyBAuyAAAW1tbmJiY4NChQ9y28+fPIy0tDbNmzZI75uzZsyESifDHH39UfAcopUZXVxctW7bEzZs3iwwyAHm38rCwMLx+/RqxsbHo2bMnTp48ia5du8Lc3BwLFizA6dOnkZmZqVSVTU1NDdra2tDT04Oenh60tbXB5/O5+oeMjAwIhULk5OTIpV5VNhKJBEKhEFKpFAKBoFhlqQMHDsDR0RFbtmzB8uXL6WC0itDR0eEUpjZv3ozt27dzn9nZ2WHr1q1ISEiAt7c37t27x302a9YshIeHY8qUKUhPT8fFixfRokULrFixApcvX4aenh7y8/PpdaWoLFT7jEIpR1jFFyMjIwAFg2KpVAo+n4/Dhw9jwYIF4PF4iIiIQN++fYs8Bp2ZUiQrKwtZWVn4/PkzTp48iXPnzsHf3x9AQRpBamoqunbtqrBft27dcObMGe7/7969CwAKbbt06QIej4d79+59sekWpfwxNjbGuXPnyrQP61beoUMHzJ8/H7m5ubh69Sqio6Oxbt06TJ48Gebm5pyMrrm5eZHqTGyalYaGBgghcvUdrBEeay6orq7O1XdUNPn5+cjKygLDMBAIBEqdviUSCVavXo3Q0FBERkaiV69eFX5ulOIxMjJCaGgo7Ozs4Ovri/r162PcuHEAABcXF7x48QI+Pj7w9fWFr68vmjZtCgAYPHgwBg8ejNTUVPD5fOjo6MjJOlMZW4oqQ+9OCqWckEgk0NfXB8MwXMDBDkSAgiVwsViM7Oxs7sUglUrBMAwYhkF2djY0NTVpkFEE8+fPx44dOwAUFO5u2bKFS01jXXvZ4E4WIyMjpKWlcYouKSkp4PP5CgXiGhoaMDQ0LNJVmFJ9KexW7u3tLedWPm3aNHz69Knc3corKs2K/f3g8/kQCARKj5+VlQVXV1f8+++/uHbtGr777rtyPQ/Kl9OhQweEhIRg2LBh8PHxQf369WFrawsA8PLywosXL3Dw4EE0aNAAv/76K/T19blggvU4YlfSpFIpDTIoKg8d0VAo5QQ7ECGEIDMzk9sulUoRHh6OO3fuYNiwYZy0JgA5hZu9e/fCwMAAP//8M7KysqqkD6qKu7s7YmJiEBoaCltbW7i5uWHv3r0AwA3yNDU1FfZjZ/3YNtnZ2UrTTDQ1Nbl2lJoJwzCoW7cunJycEBwcjH///RfXr1+HnZ0dLly4AEtLS7Rr1w5z5szBsWPH8PHjx2LTrLS0tKCrqwt9fX3Ot4JdcSjPNCvW6Zu9f4sLMlJSUjBo0CCIxWJcvnyZBhlVBCFE7pqzAgWEENjb22Pr1q148OABfHx8uFQpdXV1+Pv7o3fv3ggICEBAQAAXTMgKE7DXnk5KUaoD9C6lUMoB9iXAzq7LFhQnJCRgzZo1GDFiBOzs7KClpcWpjrAvn7S0NAQFBSE3NxdmZmbQ0dGp5B6oNqamprCxscHEiRNx5swZ2Nra4qeffkJOTg60tbUBALm5uQr75eTkAADXRltbm1NuKaot247ybcAwDExNTeHm5oaIiAi8e/cO+/btQ+PGjREUFITWrVvDysoKXl5euHTpEnJzc5UGHurq6gr1HTweD2KxGCKRCBkZGRCJRMjNzZWr3SoJQgingqWlpQUtLS2lQcb9+/dhZWUFS0tLREREQF9f/6u+H8qXIZFIuJXqtLQ0iEQi7jefvXYzZsyAp6cn/vzzT6xduxavXr0CANSuXRt79uzBd999hw0bNiAgIAAADSoo1Rd651Io5QD7EmClVGWlI3fv3o1Hjx7Bzc0Nenp6cjnV7EsnPDwcf//9N4YOHYrx48fLHVsikai8zGZlM2rUKHz+/BmJiYlcyhQb5MmSkpICQ0NDrnDcyMgIEokEHz58kGsnFouRlpaGRo0aVfzJU1QWDQ0N9O7dGytXrkRcXBzevn2Ln3/+GSKRCD/99BOaNm2KUaNGcYW7yp7LomR02ZSrssjoSqVSCIVC5OfnQ0dHB5qamkUGGYQQnD59GoMHD8bPP/+MDRs20JSaKkIikXC/8eHh4RgxYgTatm2L9u3b48cff8SpU6e4tl5eXnByckJ4eDj8/PyQkZEBAGjZsiVCQkKQlpaGx48fV0k/KJTyggYaFEo5IRaLoaurCzU1Ne6F8e7dO+zYsQPDhg1D7969kZ+fj4yMDDRp0gQAuALkoKAg6OvrY+bMmQAgN/Dg8/lcIFOWmdCajGxOvLGxMerVq4f4+HiFdjdv3kSnTp24/+/cuTMAKLS9desWpFKpXFvKtw3DMDAwMMDw4cMREBCAhw8f4sGDBxg1ahRu374Ne3t7mJqawtXVFQcPHsS7d++Urnbw+XyFNCt1dXVIJBJkZ2cjMzMTmZmZyM7ORl5eHudoLhQKQQiBrq6unMqaLFKpFJs3b8asWbNw6NAhzJgxQ2UkeL9F2CDDy8sL48ePR3p6Onr37g07OzscOHAAEydORHh4OICCdM3AwED06tULAQEBCAwM5H77+/Tpg7t372Lr1q1V1hcKpTyggQaFUg5IpVJoaGiAx+NxqjQSiQTe3t5QU1PDzJkzoaGhwRWIytYJ7N69G//88w9cXV3Rs2dP7njPnz9HSEgI1q1bhwsXLnDqVd/SICI1NVVhW15eHkJDQ2FoaAgzMzMABSscp0+fRlJSEtcuNjYWT548gaOjI7fNxsYGderUQVBQkNwxg4KCIBAI4ODgUEE9oVR3GIZBs2bN4OLigkOHDiElJQUnTpyAmZkZ9u/fDzMzM1hYWGDJkiWIjo5GVlZWmdKsCsvosoISbApWUYjFYsyZMwchISGIi4vDgAEDvqnfB1Vl3759WLt2LX788UeEhobi4MGDOHjwINatW4fMzEyMHz8ez549AyGES5UyNjbG5s2bOdELAOjYsSOA/+TSKZRqCaFQKF9Nfn4+IYQQZ2dnwjAMuXbtGrl48SLR19cns2fP5trt2LGD6OjokD///JMQQsidO3cIwzCkWbNm5N9//yWEECISicjixYsJn88nDMOQ2rVrE4ZhiLGxMfHz81N6DlKplOTn53PnUhMYPnw4sbW1JStXriQ7d+4kq1atIm3atCE8Ho/s3buXa/f69WtSt25d0qpVK7J161bi7e1NateuTTp27EjEYrHcMQMDAwnDMMTR0ZHs3LmTu2Y+Pj6V3T1KDUEqlRKhUEgiIyOJu7s7ad++PdHW1ibW1tZk1apV5MqVKyQjI4OIRKJi/2RmZpLU1FSSnJxMUlJSSHJyMvffO3bsIFu2bCEJCQlEJBKR169fE0tLS2JpaUlSU1Or+iv4JpFKpUVuHzt2LKlXrx558OABt+3ChQtk6NChhGEY8ttvvynsc+nSJcIwDOnYsSP58OFDhZ0zhVLZ0ECDQilHxo8fTxiGIY8fPyZ2dnakSZMm5J9//uE+9/b2Jvr6+iQuLo4QQsiUKVMIwzDk119/JYQQ8uHDB7JgwQLCMAz54YcfyMWLF8mZM2fIjh07SK9evYi2tjY5cOCAwr9bVHAhkUiUvgjnzp1LrKysyOPHj+W2K2tfVYSHh5MBAwaQhg0bEnV1dWJoaEgGDx5MYmJiFNr+888/ZODAgUQgEJA6deqQSZMmkffv3xd53J07d5I2bdoQTU1N0rp1a7J58+aK7grlG0IqlZI3b96QvXv3kokTJ5JGjRqRunXrktGjR5PAwECSmJhIhEKhXJCRmppKpk6dSm7dukU+fvxIhEIhEQqF5PPnz+Tjx49k7NixhMfjEQCkRYsWpEmTJsTGxkalg4xPnz4RFxcXUrduXSIQCIi1tTW5c+dOqfdPSkoijo6OxMDAgOjr65Nhw4aRZ8+eFbvP06dPiaamJmEYhty6detruyCHRCJR+hn72/nu3Tvy3XffEQcHB0IIIbm5ueTYsWOkU6dORE1NjRw+fJjbp/C1O3nyJHn69Gm5njOFUtXQQINCKSdEIhGZNWsW0dbWJu7u7oRhGLJq1Sq5Nps2bSIMw5A3b96QkydPEn19fWJhYUESExMJIYTs2bOH1KpVizg6OpK3b9/K7fvixQtiampKzM3NCSGEm6lPSUkhy5YtIy4uLmTx4sUkMjKS5ObmKj3P/Px88v3335PGjRuThIQEQkjxL1AKhfJ1SCQS8tdff5ENGzaQQYMGEV1dXWJqakr+97//kd9//53cvXuXdO7cmWhpaZHjx48rXfF49eoVWb16NbGwsCCGhoYEAOHz+cTCwoKsWLGCxMXFKazgVRUSiYRYWFgQXV1d8uuvv5KAgABiZmZG9PX1yZMnT0rcPzMzk7Ru3Zo0bNiQrFu3jvj5+ZGmTZuSJk2akI8fPyrdb+jQoURXV5fweDxy+/btcu0PIQXBU2BgIFm+fDnx9PQkL1++lPv9/PjxI2nQoAH54YcfyOfPn8m2bduIsbExadCgAbl7967cMTds2CC3MsuSl5dXbudNoVQ1NNCgUMoB9kXj5uZGGIYhampqxMLCgrx48ULu88DAQKKvr08SEhKIpaUlUVNTI+Hh4dxsmJOTE+HxeMTKyops2rSJnD17ljx+/Jikp6cTQgiZN28eEQgE5Nq1a9y/HRoaStTU1EjXrl1J8+bNCY/HIw0bNiSbN28ucqXj8ePHhMfjkYkTJ8oNSoKDg8m+fftqVOpVdWD16tWEYRjSrl07hc8SEhLIwIEDia6uLrdKo2wGOzg4mLRp04ZoaWmR1q1bk61bt1b0qVO+AKlUSrKzs0lsbCxZvHgxMTMzIxoaGqRevXpk4cKF5M8//ySfP39WCDKEQiEJCAggBgYG5OjRo0QqlZKnT5+SoKAgMnLkSGJgYEAAED09vXIdYH8pv//+O2EYhhw9epTblpqaSmrXrk3Gjx9f4v6+vr4KqxKJiYlETU2NLF26tMh9zp49SzQ1Ncny5csJwzDl/j3cvHmTtG3bljAMw/2xsrLiVmnY33knJyeipaVF3NzciEAgIJ06dVIIjvbv308YhiHbtm0r13OkUFQNGmhQKOUA+4Lp378/9wIKDQ3lPmcH9GvWrCFGRkZkzpw5hGEYMmDAAK7N27dvSceOHblBB8MwREtLi5ibm5NZs2aRsLAwMmzYMMIwDDcjKJFISH5+PsnOziYvX74kcXFxZOfOnaRTp06EYRjy+++/E0LkU6J2795NGIYh69ev57Z9/PiRNG7cmDAMU2T/cnJyyKZNm8jDhw/L6RujEFJQW6Kjo0N0dXVJ+/btFT6rW7cuFzR4e3uTOnXqkE6dOinMWm/bto2rOwkODubqTnx9fSuzO5QyEhERQQQCAenYsSMJCgoi06ZNI82bNycGBgZk6NChxM/Pj/z111/k8+fPZO7cuaRx48ZK04Hy8/PJ9evXyapVq4hQKKzkniji6OhIjIyMFLbPmDGDCASCEldeunXrRnr06KGwfeDAgaRVq1YK28ViMTE1NSWenp5kz5495RJoyP5u7tu3j6uhWLVqFbl48SKZMGECYRiGLFiwQG6/oKAgwuPxCMMwXAqVLKdPnybdunUjXbp0kavjoFBqIjTQoFDKkWfPnhE/Pz8yd+5c8unTJ0JIwcuKDUQWLFhA9PT0iK6uLjE0NCTHjx/n9k1ISCAtW7Yk9vb2hJCCVCl/f3/Sv39/oqOjwwUwfD6fZGVlFXsenz9/Jg0aNCA2Njbcagj70hw7dizR19cnZ8+e5donJiYSbW1tMnz4cEIIIVlZWSQvL4/b59q1a4RhmFLNRFJKj5OTE+nfvz+xsrJSWNGYOXMmEQgE5PXr19y2mJgYwjAM2bFjB7ctKyuLGBoakqFDh8rtP3HiRKKrq8vdhxTVQSqVcjP2o0aNIiKRSO6zxMREsnXrVjJs2DBiYGBABAIBMTU1lbsXVJ1WrVoVOcgODg4mDMMUO8CWSCREU1NTTkiDZdmyZYRhGIVgau3ataRhw4YkMzOThISEfHWgIRtkrFy5kjAMQ4YMGUIuX77MbU9MTCQNGjQgdnZ2CumqY8aMIQzDEGtra/LmzRuSmZlJcnNzyfbt20mHDh1I3bp1SVRU1BefH4VSXaCBBoVSiXh4eHABw7x587gggM3Jbd++Pfn+++9JUlKSwr63b98mS5culZs9e/HiBdm5cycZP348GTduHNmwYQNX4O3s7Ex0dHRIdnY2IaTgxSkSiYixsTHp0aMHefnyJSGkYIZQQ0ODMAxD3N3dizzv9evXE4ZhyM6dOwkhtKajPLh48SJRU1MjDx48IP369VNY0ahfvz5xcnJS2M/U1JT079+f+/8//viDMAxDzpw5I9eODQ737dtXMR2gfDG7d+8mAMjPP/9c4rOUm5tLgoODuTTM6oJAICDTp09X2M7er8UNslNTUwnDMGT16tUKnwUEBHCCGywpKSlEX1+f+30qj0CDhQ0YXFxcFArRpVIpad68ORkxYgS5f/8+uX37Nnnz5g0hpGCVePTo0YTP5xM+n09MTEyIkZER0dHRTECbtQAAHxtJREFUIS1atODSraRSqcqJcFAo5Qm1DqVQKpFJkybh1atXePLkCVxdXVGrVi0A4Fx8BwwYAD8/P/zzzz8wNjaW27dLly7o0qUL9/93797FTz/9hMuXL6N+/f9r787Doqr3P4C/z8AwbC4wIIyQYiCLCoKK6HXHa6gsqYCVFY+kUUhKKpIKWhLBLUVFSyI00WxzTW9Y1yuBQimSuIIKaQoymOKwiQwDM9/fH/zm5DiD4hU3+Lyeh0f4nu85nMODw3y+y+fTAyYmJti7dy+ioqIgFovR1NQEW1tbCAQCMMbAcRwKCwshlUrh7++PXr16AWipLVFQUIDKykqsXbsWGzZsgLu7O+bOnYvg4GAYGBjgwIEDsLKywoABAwC01LLQ19fXqHJO2k6pVGLu3Ll48803+VogdyovL8eNGzcwZMgQrWOenp746aef+K9PnDgBAFp9Bw0axBeEfPXVV9v5CcjDmDFjBqysrDB58uT79jUwMMCsWbMew121jjGGxsbGNvU1NDQEAMjlcohEolaPq4tu6qI+1tbz33vvPdjb22P27Nltuse2+uuvv5CVlQUAMDc3R58+ffhjMpkMycnJuHz5MkxNTTFixAjU19dj4MCBSE5OxujRo7Fu3TqEhobiq6++Qnl5OQYPHowBAwZgzpw56N69O5RKJQQCAdU+IR0aBRqEPEaurq58VVhd5syZg4yMDEybNg3vvfceJk2ahN69e8PS0hIAUFtbC1NTUwgEAmzevBk5OTlITEzEjBkzUF9fjytXruDy5cv48ccfkZGRgSlTpqC5uZkvEJidnQ0AGgHLjBkz8Nlnn0EsFiMlJQW5ubnIz8/H4cOH8fLLL6Oqqgp5eXnw9PSEi4sLAM03AOogpq1UKhU4juvUf1w///xzlJaW4pdfftF5vKKiAgAgkUi0jkkkEshkMjQ1NUEoFKKiogJ6enqwsLDQ6GdgYACxWAypVNr+D0AeikgkalOQ8bQ4dOgQvL2929T3/PnzcHR0hJGRkc7gRC6XA2gpRNga9bG2nH/06FFs27at1f9LD8PKygoZGRmYPHkyUlJS4OTkhNDQUFRUVCAtLQ2ffPIJ3N3dsWjRItTU1CAvLw9btmxBYGAg8vLy8Pzzz0MikWDixIlobGzUeObm5mZ+gImQjox+ywl5itjb2+Pbb79FZGQkPvzwQ2zatAmOjo4AWt6gBwUF4e2330Z9fT3Onj0LY2NjREZG8qN8zs7OAIDKykpkZGRg8ODBGkHBgQMHYG1tzVecBYBTp06hrKwMoaGhCAoKwqRJk1BVVQXGGPT09JCXl4fa2lo4OTnh0qVL+PLLL2FsbAw/Pz+MHDnygQOG1qocdxY3b97E8uXLsXz5cojFYp192jqiKxQK0dDQoFFp/k4ikeieI8eEtIWLiwvS09Pb1Nfa2hpAS0CsK8hVB9E9e/Zs9Rrm5uYQiUR833udHx0djVGjRsHOzg6XL18G0PL6BwBSqRQWFhb87O3/wtPTE1988QUCAwMRFxeHpqYmnDt3DsnJyZg+fbrGwJH6tXnnzp1ITEzkq3wLBAKNIIMxRkEG6TToN52Qp4yHhwf++9//IjMzE/v27cOpU6cgEAjQs2dP2NraAmj5w2Vra4ujR4+iuLgYbm5u/PnXr1/Hd999B5FIhCFDhvDLmyorK3Hs2DEMGzaMD14A4LfffgMATJw4EQBgYmICExMT/vivv/4KADh48CB27dqFnj17oqKiAitXrkRoaChSUlJafaOrpp71+OGHH3DgwAFEREToXDLUGcTGxsLCwgJz585ttc+DjOgaGRlBoVDovI5cLr/nyDEhbWFlZYWQkJAHOsfd3R05OTlaM555eXkwMTHReA26m0AggKurK/Lz87WO5eXlwd7enn+NKisrw5UrVzSWNakFBASge/fukMlkD3Tvd5s6dSpWr16NBQsWICoqCrdu3UJ8fDyWLl0KoGV2AmhZAquela6srGx1EKYzz+aSzocCDUKeQuqlFerlFXV1dQAAU1NTAC1vLn19fbFt2zbMmjUL77zzDmxtbXHt2jV8++23KCwsxLBhwzRG8o4fP466ujp4eHige/fuAFoCgLy8PADACy+8AEBzaZNKpeKXW/n4+CAyMhLGxsa4dOkS4uLisHnzZnh5eSEsLOyeS6g4jkNzczNycnLw+eefw8PDo1MGGiUlJUhLS8PatWtx9epVvl0ul0OhUODKlSvo2rUrv2SqtRFdsVgMoVAIoGXkWKlUorKyUmP5lEKhgEwmu+fIMSGPSlBQEHbu3Indu3cjMDAQQMtgx44dO+Dv78///gJAaWkpbt++zc/Iqs9fvHgxjh8/jsGDBwMALly4gKysLCxatIjv98UXX2jN2mVmZmL9+vVISkrSuObDePfdd3H16lWsXr0abm5u/D00NjZCJBKBMQagJUhqaGjgX6sJ6fSe1C50QsjDaWxsZHFxcczMzIwZGBgwiUTCrK2t2ahRo5hIJGLvvvuuRtrMqKgopqenx7Zv3863nTt3jonFYj616t0ZcP78808mFArZwIEDtdI3ZmZmMpFIxObOnXvPzDnqjCplZWXMx8eH9e7d+6koKPYkZGVlaRT70vWhzvzVo0cPNn36dK1rODo66sw6tX//fo1+v/76K2WdIk+MUqlkw4cPZ126dNGoDN6tWzeNjFGMMTZmzBitGj51dXXMwcGBWVlZ8ZXBn3vuOWZra8sqKyvv+b3bM+vUnerr69nUqVMZx3Fs5syZfNZAdZFTqVTKXnrpJWZsbMy/zlJGKdLZ0YwGIc8oAwMDLFu2DEuWLMHhw4dRWloKHx8fpKenIzc3F/369eOXzahnJuzt7fnMUQBQUFAAmUyGN954g+935x6KI0eOoLm5GYGBgTAwMIBKpQLQMkPh7OyM5uZm3LhxQ2PD+d3Y/890XLp0CWfPnoWbmxs/ys4ecCP5s87V1RV79uzReGbGGGJjY3Hr1i0kJyfD3t4eABAYGIgtW7bg6tWr/JK5zMxMlJSUYOHChfz53t7eMDc3R0pKCiZNmsS3p6SkwMTEBL6+vo/p6Qj5m0AgwP79+7Fo0SKsW7cODQ0NGDp0KLZu3Yq+fftq9NWVHMLU1BTZ2dmYP38+4uPjoVKpMG7cOKxZs6bVvU13X7O9GRsbY8OGDSgtLcWWLVsgkUiQkJAAPT09XLx4EWlpadixYwdmzpzJz+J0ptc3QnR6woEOIaSd1dXVsR07drDS0lK+raSkhC8OJpfL+fZly5YxjuNYdnY2Y6xlZE6pVPKjcKGhoczY2JgfLVdXImfs7+JxCxYsYIzdf+ROXS33gw8+0LiHe7mz2GFHNmbMGK2CferK4A4ODnxlcDMzMzZw4ECtqsobNmzgK4OnpaXxlcETExMf52MQ0imcOXOG2djYMENDQ5aSksIuXLjAQkNDGcdx7K233uL7qV8rCenMaEaDkA7G1NQUQUFBGm1KpRIjRoyAp6enxnrirl27AgDOnDkDDw8P/mugZe3xoUOH4OTkhH79+gEAv28DADIyMgD8Xb9BpVK1Wlfj9u3bOHXqFPT19eHh4aEzm5Iud450KpVKAOiQtTt0jeja2tri0KFDWLBgARYvXgyRSAQ/Pz8kJSVprG8HgPDwcAiFQiQlJWHfvn3o1asX1q5di3nz5j3OxyCkUxgwYAC+/PJL+Pv7IzY2FjY2Njhz5gw+/vhjfu8Gpa8lpAXH1O84CCGdhnqJVFFREaZNmwapVIqpU6fiH//4B3x8fGBnZ4fTp0/D3d0doaGh2LhxI/9GWH2ui4sLZDIZcnNz0bdvX61lV3f2LSkpweuvv47q6mrs2bMHLi4u9102VV1djfz8fIjFYo26H4QQ8jRIT0/nl53u27cPfn5+AFoGRTrigAgh/wsKtwnphNQBgbOzM9LT07Fp0ybs3LkTP//8MywsLGBnZ4fMzEwALXnk1TMZHMdBIBBAJpPhwoULmDBhAr/eWld9DHUgUVJSguLiYkycOBFWVlY670kdlFy/fh2pqalISUlBVVUVVCoVhEIhgoODsWDBAri6urZ6LiGEPC4zZ85ETU0N/vnPf6J///5gjPH1hwghLegvMyGdmEAgwLBhw5CWloaqqioUFBRg3LhxAICcnBwA0Mh3r142dfDgQQCAl5eXRvvd1IFGYWEhqqur4eXlxS/PuntDtEAgQG1tLebNm4f3338fAwYMQHx8PD755BMEBwdj165diI6O5oMPALh27Rpu3rxJQcYTlp2dDYFAoPPj2LFjGn3PnTuHiRMnokuXLhCLxQgJCeELrN1t06ZNcHFxgZGRERwdHfHpp58+jschpM0iIyPRv39/NDc38wMxhJC/0YwGIYRnY2PDf757924UFxfzGY84juOXBGzfvh0AMGLECACArhWY6qVRVVVVOHHiBExNTeHm5qZz3bI66EhJScHOnTsRFRWFxMREfmRQoVDAzc0NCxcuxKZNmxAVFQUA+PTTT5GQkIBvv/0WL730UqvPRUsZHo/IyEh4enpqtKmzaAHA1atXMXr0aJiZmSExMRF1dXVYtWoVzpw5g2PHjmnsPUlNTUV4eDiCgoIQFRWFw4cPY968ebh9+zaio6Mf2zMR0ha0H4MQ3eh/BiGkVXfOZnAcx78RvHLlCnr06MGnytU1iqcONEpLS3H69Gk4OTnhueee0zh25+eVlZXYu3cvOI6DsbExDh06BDs7O/Ts2ROGhoaYP38+UlNT8dNPP2HWrFkwMzPjr6eulq0OKNT/1tXVoUuXLtDT09PaE3K/PSLkwY0aNQrTpk1r9XhCQgIaGhpw4sQJPoAdOnQoJkyYgPT0dLz55psAgIaGBsTExMDPz48PamfNmgWVSoUPP/wQYWFhfNFJQgghTy+a4yOEPLD8/HycP3+enwHR9YZd3VZcXIxLly5h5MiRcHBw4I+rVCr+A2hZXvXHH39ApVIhLi4OAQEBmDFjBt577z1s27YNubm50NfXx8WLF2FmZgYAcHBw4Jdc3bk2Wv1vcHAwBAIBjh49qhHY3Hl/SqUSzc3NOmdl5HI5kpOTkZSUpFV9mGhjjKGurg7Nzc06j+/atQt+fn58kAEA48ePh6OjIx9QAEBWVhZkMhnmzJmjcX5ERATq6+v5jGeEEEKebhRoEEL+J/cbUVYvtTp+/DgUCgVqa2tx9OhR1NTU8GuZBQIBHxRcu3YNlZWVeP/991FcXIwPPvgABgYG+PzzzxESEgJ/f38UFRVpFPsSi8VQqVQ4e/YsOI7TCBaSk5ORmZmJwMBAuLi4aNxXeXk5zp49C4VCAT09Pejr62vNdgCAVCrFpk2b8K9//Qsymaxdfm4dWWhoKLp16wYjIyN4e3vj+PHj/LHy8nLcuHGDT4d8J09PT5w4cYL/Wv353X0HDRoEgUCAkydPPqInIIQQ0p5o6RQh5JG5desWbt++DZVKhc2bN+PHH3+Eq6srhgwZgkGDBmHAgAF4/vnnYWhoCGdnZwAt9TscHBwQFRXF78XIzc3F/v378fXXX2Ps2LH89evr6yESidDU1ASgJXe9UChEXl4eYmNj0adPH6xevRrdunUDANy8eROLFi1Cfn4+KioqIJfL4ebmhrfffhvBwcF8JXW1ixcv4tq1awgKCoKFhcVj+Ik9m0QiEYKCgjB58mRYWFigsLAQq1atwqhRo/Dbb7/B3d0dFRUVAACJRKJ1vkQigUwmQ1NTE4RCISoqKqCnp6f1MzcwMIBYLIZUKn0sz0UIIeThUKBBCHlkunXrhnXr1mHZsmX4z3/+gz179iA7Oxu//PILgJY3mAEBAVi+fDlsbW1hbW2N3bt3Iy4uTmPz9siRIzFy5EgkJCRoZLjq3bs3LCws0NjYyO/HKC0tRXx8POrr67FkyRJ+H8fJkycRGRmJnJwceHt7Y8KECWCMITMzExEREZDL5QgLCwOgmS2rsrISw4cPb3ORwc5o+PDhGD58OP+1n58fgoKC4ObmhiVLluCnn37il57p+jkaGhoCaNmbIRQK0dDQAAMDA53fSyQS0TI2Qgh5RtDSKULII2dpaYnXXnsNu3btws2bN1FUVISVK1fCysoKFRUVaGhogFgsxtKlS3HhwgUEBQUhJycH1dXVGtdpamrS2HhuY2MDuVyOwsJCPutLUlISMjIyEBsbi6lTp/J9V61ahZycHKxfvx4HDx7E6tWrkZiYiB07dmDgwIFYunSpxvKd2tpaPluWu7v7I/4JdTz29vYICAhAVlYWGGP8bFFjY6NWX/VmfnUfIyMjKBQKndeVy+VaM0+EEEKeThRoEEIeO2dnZyxcuBAFBQX44YcfYGdnBwB45513EBcXh6ysLLz22muYPXs2oqKisHDhQnz00UcoLCwE8PceiuvXr8PW1hZNTU0wMjLC4cOHsX79evTv3x8xMTH8PpKioiJkZGTAxsYGEokEV65cQU1NDQwNDeHk5IRly5ZBJpPhyJEj/D2WlZWhoKAArq6uGpuXSds999xzUCgUqK+v55dMqZdQ3amiogJisZjPaiaRSKBUKrXqaygUCshkMvTs2fPR33wHU11djbCwMFhaWsLU1BTe3t4agfX9lJeXY/r06TAzM0O3bt0wZcoU/Pnnnzr71tXVITo6Gn369IGhoSFsbW0RHBxMM1GEdEK0dIoQ8sTdOUsRHR2NYcOGYevWrfjtt9/w66+/wsDAALa2tpg8eTKAv1PTWlhYQCKRoLKyEnv27MGaNWtgaWmJFStWQCQS8RXDT5w4gZqaGtTU1GD69Ono168fvLy8MHjwYDg7O8PQ0BDGxsaorKxEc3Mz9PX1UVxcjIsXL2LevHl8kUHyYC5dugQjIyOYmprC1NQUlpaWyM/P1+p37NgxjVkjDw8PAC3ZzSZNmsS3//7771CpVDTD9IBUKhV8fX1x+vRpREdHQywWY8OGDRg7diyOHz+ukQ1Ol1u3bmHcuHGoq6tDTEwM9PX1sWbNGowZMwYnT56Eubk537empgZjxoyBVCpFWFgYHBwccP36deTm5qKxsZFmowjpbBghhDzFpFIpO3XqFPvrr7802pVKJWOMMR8fH9a7d2/m6enJOI5jK1eu5PsoFArGGGMxMTGM4zi2du1atm3bNubr68u6du3KOI5j3bt3Z3379mUcx7H4+HjGGGMqlYqtWLGCcRzH9u7d+5ie9Nl1/fp1rbaTJ08yoVDIpkyZwreFh4czY2NjVlZWxrcdPHiQcRzHUlNT+baGhgYmFouZv7+/xjVfe+01Zmpqyqqqqh7BU3Rc33//PeM4ju3atYtvu3HjBjMzM2MzZsy47/kff/wx4ziO/f7773zb+fPnmb6+Plu6dKlG3/DwcGZubs4uX77cfg9ACHlmUaBBCHlmKZVKFhoayjiOYxzHscmTJ7OamhrGWEuwoA5GIiIiGMdx7MiRIxrnnzlzhn300UfMy8uL2djYsJSUFMZYS3ATEBDArK2tWUlJyeN9qGfQuHHjmK+vL4uPj2dffPEFe/fdd5mxsTEzMzNj58+f5/uVlZUxCwsL5uDgwNavX88SEhKYmZkZGzhwIB8Uqm3YsIFxHMeCg4NZWloaCwkJYRzHscTExMf9eM+84OBgJpFItNrfeustZmJiovWzv5unpyfz8vLSavfx8WEODg7811VVVczQ0JAtXryYMcZYY2Mjk8vlD3n3hJBnGQUahJBnWlFREQsJCWFjxoxh+fn5Ovvs3r2b6enpsZiYmFavo1Kp+CDlyJEjzM7Ojvn5+bHa2tpHct8dybp165iXlxcTi8VMKBQyGxsbFhISwi5evKjVt7CwkPn4+DATExNmbm7OXn/9dZ0zIowxlpaWxpydnZlIJGJ9+/ZlycnJj/pROiQHBwfm6+ur1b5x40bGcRw7e/Zsq+cqlUomEolYRESE1rHY2FjGcRy7desWY4yxf//734zjOJaWlsYCAwOZvr4+EwgEbMSIEezkyZPt90CEkGcG7dEghDzTXFxcsGXLlnv2GT9+PNzc3LB27VrY2toiICBAa0Mxx3H8Xozi4mKUlZUhPDwcJiYmj+zeO4q5c+di7ty5berbr18//Pzzz23qO3v2bMyePfthbo2gZbP9nfVn1NQb9KVSKfr376/zXJlMBoVC0Wr9E/X5ffv2RUlJCQBgyZIlcHBwwFdffYXq6mqsWLEC3t7eKCwshLW1dTs9FSHkWUBZpwghHZpSqUTXrl3x3XffwdPTE/Pnz8fMmTMRGxuLpKQkfPbZZ9i3bx9qamoAtGQ2OnXqFADAy8tLY6M66ZwKCgoQEBAAsVgMExMTuLq6Yv369Rp9zp07h4kTJ6JLly4Qi8UICQnRypqltmnTJri4uMDIyAiOjo749NNP23wvjDHI5fI2fajJ5fL71i9pTVvrnwAtm8aBluQOmZmZePnll/H222/jhx9+QFVVFT777LM2PychpGOgGQ1CSIemp6cHxhgcHR2RlpaGrVu34vvvv8eRI0dgYmKCqqoqTJs2DePGjQPQMvpbUFCA559//r7ZeEjHd+DAAfj7+2Pw4MFYvnw5TE1N8ccff6C8vJzvc/XqVYwePRpmZmZITExEXV0dVq1ahTNnzuDYsWN82l4ASE1NRXh4OIKCghAVFYXDhw9j3rx5uH37NqKjo+97P4cOHYK3t3eb7v38+fNwdHSEkZFRm+qX6PKg9U8AwN/fH8bGxnw/Ly8v9OnTRyN9NCGkc6BAgxDS4akrfTs4OCAuLg5xcXG4efMmzp49C47j4OLigi5dugAALly4gNOnT+PFF1+EWCx+krdNnrDa2lqEhITA398fO3fubLVfQkICGhoacOLECb7mytChQzFhwgSkp6fjzTffBNAy8h8TEwM/Pz9s374dADBr1iyoVCp8+OGHCAsL42u/tMbFxQXp6eltun/1MiWJRAKpVKp1XF3T5F51SczNzSESiVqtf3Ln+ep/raystPpaWlqiqqqqTfdNCOk4KNAghHRKYrEYY8aM0WpvaGhAXV0dPDw8dC4XIZ3HN998g+vXr+Ojjz4CANTX18PIyEhrOd2uXbvg5+enUdhx/PjxcHR0xPbt2/lAIysrCzKZDHPmzNE4PyIiAl9//TUyMjLw6quv3vOerKysEBIS8kDP4e7ujpycHL7+jFpeXh5MTEzg6OjY6rkCgQCurq4665/k5eXB3t6e38c0ZMgQAC0zPHeTSqXo16/fA903IeTZR4uPCSHkDi+++CIUCgXeeOMNjTdlpPM5ePAgunbtirKyMjg5OaFLly7o1q0b5syZwy8lKi8vx40bN/g32Xfy9PTUqL6t/vzuvoMGDYJAIMDJkycfyXMEBQXhr7/+wu7du/m2yspK7NixA/7+/hpLu0pLS3H+/Hmt8/Pz83H8+HG+7cKFC8jKykJwcDDf5ujoiIEDB2Lv3r24efMm337gwAFcvXoVEyZMeBSPRwh5itGMBiGE6EDZpkhJSQmam5sxZcoUzJ49Gx9//DGysrKwfv16VFdX45tvvuGXD7WWlUkmk6GpqQlCoRAVFRXQ09ODhYWFRj8DAwOIxWKdy5vaQ1BQEIYNG4bQ0FAUFRXxlcEZY1ixYoVG35CQEBw+fBgqlYpvmzNnDtLS0uDr64uoqCjo6+tj9erVsLa2xsKFCzXOX7NmDSZMmICRI0ciLCwMNTU1WL16NZycnBAeHv5Ino8Q8vSiQIMQQgjR4datW7h9+zbCw8Oxdu1aAMCUKVOgUCiQmpqKuLi4NmdlEgqFaGhogIGBgc7vJRKJ7pn96WEIBALs378fixYtwrp169DQ0IChQ4di69at6Nu3r0ZfjuO0ZvJMTU2RnZ2N+fPnIz4+HiqVCuPGjcOaNWu09jGNHTsWP//8M5YtW4aYmBiYmJhg2rRp+OSTTzQ2iBNCOgcKNAghhBAd1FmUXnnlFY32V155BampqTh69CicnZ0BtD0rk0Kh0Pm95HL5PbM/Pazu3bsjLS0NaWlp9+yXlZWls93GxobfwH4/48ePx/jx4x/4HgkhHQ/t0SCEEEJ0aC2LUo8ePQAAVVVVfJ/WsjKJxWJ+D4REIoFSqdSqr6FQKCCTye6Z/YkQQp5FFGgQQgghOrSWRUm9l8LS0hI9e/aEpaWlzqxMx44dg7u7O/+1h4cHAGj1/f3336FSqTT6EkJIR0CBBiGEEKLD9OnTAbRU8r7Txo0bIRQKMXbsWABAYGAgfvzxR42AJDMzEyUlJRpZmby9vWFubo6UlBSN66WkpMDExAS+vr6P6EkIIeTJ4Bhj7EnfBCGEEPI0mj17Nr788ktMnz4do0ePRnZ2Nnbu3ImlS5ciPj4eQMuMh4eHB7p3747IyEjU1dVh5cqV6NWrF/Lz8zXSx6akpCAiIgJBQUF44YUXkJOTg6+++goJCQlYvHjxk3pMQgh5JCjQIIQQQlrR3NyMhIQEbN68GVKpFHZ2doiIiMC8efM0+hUVFWHBggXIzc2FSCSCr68vkpKSYGlpqXXNjRs3IikpCX/++Sd69eqFd955R+t6hBDSEVCgQQghhBBCCGl3tEeDEEIIIYQQ0u4o0CCEEEIIIYS0Owo0CCGEEEIIIe2OAg1CCCGEEEJIu6NAgxBCCCGEENLuKNAghBBCCCGEtDsKNAghhBBCCCHtjgINQgghhBBCSLujQIMQQgghhBDS7v4P/i26z73gP/EAAAAASUVORK5CYII=",
"text": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x000000003754F160>)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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HsXPnzgKbHwB8+MMfLnlOW1sbACAUCtVlfMuWLSv5/ADAhRdeiEceeQS7du3CF77wBSQSCbz11lvw+Xz46U9/qvpaer1e9bp3dHTA6/VWPKYdO3aA4zjVczZ37ly0trais7MTsVgMNpstf44vvPDCku3tdjuWLl2qmkGqF52dnbjttttw7bXXYvXq1ZO2H4IgCiGhQRCTCMdxEEURAJBMJvHqq6/ixhtvxJo1a9DU1FTgIR8ZGQEA/PjHPx7z9UZHR+syNrUqMvIYDhw4UHaiX24MavkGrVZb9nfy7+VJ70T3L+ci1PZRTW398VizZg02bdqERx55BD/84Q8BIB8svv766wu2ff3113HJJZdAkiRceumlWLlyJex2O3iex86dO/HUU09VVZKzUuTzuHXrVmzdulV1m3q+l2phrOsFIP+5AXJ5DpfLVVPwtxIikQiA8lW15Mfl7ZSoHYfaMUwEZVZCifwZlsclC5uhoaGynx9APW9RbVWpSs5ZV1cXwuEwbDZbfvvxjmWyWLt2LcxmM37+85+r/p5RBTqCmBSo6hRBTBEmkwmXXnopnn76aYiiiOuvvx7JZDL/e4fDAY7jEI1GIUmS6o8oirjgggvqMh61yYYsCK655poxx3Dw4MG6jGG67b8SVq1aBbvdjt/97ndgjGFwcBB///vfsXTpUixevLhg27vvvhupVAobN27E3/72N/z0pz/FunXr8N3vfld1Rakc8iqJIAglv5MrXCmRz+PXvva1Mc9jPcLKPM+rjqvc2GrB6XQiFAqVrAbVC/l8qVWXApCv+DZWsYDJZGBgQPVxebzyuOR/ly1bVva6y9e+mGoD/fK+lNXwlPT19YHjuJKxjXcsk8WOHTswODgIn89XUI1MrkD3gx/8YEZ3vCeI6QoJDYKYYhYvXoybb74ZXV1d+J//+Z/84+eeey4YY1XZB+TKMfW6G7dw4cJ8hZpyk8fJZKr2L5+3Su84s1yeDUDOunXttdeit7cXmzZtwh/+8Ie8cCzm/fffh8fjwYoVK0p+99JLL1U8XpfLBQCq5UW3bdtW8tjZZ59dthxuvXG5XBgYGFC9Xmpjq4Vzzz03XzFrPKq9tgDyVsQXXnih5HeCIGDz5s3gOK4ulsVa2LFjB+LxeMnjcnnoM844AwBgtVpx2mmn4Z133qmbbascy5YtA2NMtUT1+++/j+7ubsyaNSvfs+RDH/pQwZiVRCIR7Nq1a1Kb5l1//fW46aabSn7kz+YZZ5yBm266CR/96EcnbQwEcTJCQoMgjgPf+c53YDAY8N///d/5u77//u//Dp1Oh69+9as4cOBAyXMymQw2b95c8JjH4wFjLF+adqJoNBrceuut6Ovrw1e+8hXVO8h9fX2T5u2fqv17PB4AqOi8SZKEdDqNeDyOdDqNbDabL73629/+Fr/97W+h0+nwuc99ruS5s2bNwsjICHbv3l3w+IMPPoiNGzdWPN6zzz4bAPDwww8XTKC7urpULTI+nw+f+9znsG3bNtx9992q1rGDBw+is7Oz4jGMNbZsNouHH3644PH169fj1Vdfrcvk8dZbbwUAfP3rX1fNtCgfq+baysj9Kf74xz+W5Hl+9rOfobOzE5dddlk+e1Ercg8PtZ4nYxEOh0uu87Zt2/D73/8eTqez4C781772NWQyGaxdu1bV6hUKhbBz587aDkCBvBJw9913Y3h4OP+4KIr4z//8TzDGCko3X3311XC5XPjDH/6A7du3F7zWunXr6tJ3BCh/0+W+++7Dr3/965If+Vr8y7/8C37961/jlltuqcs4CILIQRkNgjgOtLS04Etf+hLuu+8+/OhHP8I999yD+fPn46GHHsLatWtx2mmn4YorrsDcuXORzWZx5MgRbN68GY2NjXj33Xfzr3PZZZfhiSeewDXXXIOPfexjMJlM6OjowOc///max3bHHXfgrbfewv/93//h6aefxsUXX4zW1lYMDg7iwIEDePXVV3HPPffkg9D1ZjL2Xzz5WL58OcxmM372s59hZGQk7xv/yle+kr8DyxiDKIoQBAHZbBaZTAbZbBYcx2HRokWYPXs2/vznP+f7fhT31QCA2267Dc899xzOP/98XHvttbDb7di2bRteeeUVrF69Gk888URF4z/rrLOwYsUKvPzyyzjrrLPyzdU2bNiAyy+/HH/6059KnnP//ffjwIED+O53v4tHH30U5513HhobG9Hb24u9e/di27ZteOyxx1R7Q1TDrbfeiocffhi33HILnn/+ebS1tWHXrl14/fXXcdVVV2HDhg0Ten0A+MhHPoLvfOc7uPvuu7Fw4UKsXLkSbW1tGBgYwJYtW3Duuefmhc6CBQvQ2tqKxx57DDqdDoFAABzH4Qtf+AICgYDq61ssFjz00EP41Kc+hQsvvBCf+tSn4Pf7sX37dmzatAnNzc341a9+NeHjkAWfsrdEJaxYsQK/+c1v8MYbb2D58uXo6+vD448/DgD41a9+VRCqv+GGG7B9+3b84he/wJw5c3D55ZfD7/cjGAzi0KFD2Lx5M9auXYtf/OIXEzqWc889F9/85jfxox/9CIsWLcLq1athNpvx97//HXv27MEFF1yAb3zjG/ntLRYLfv3rX+O6667DBRdcgOuuuw5NTU3YsmUL9uzZk39/V8rIyAi+/vWv5/9/eHgYjDGsXbs2L26/9a1vYf78+WO+DmUzCGKSOQ6VrgjipKBcHw2ZgYEBZrFYmNVqLeinsXv3brZmzRrW3t7ODAYD83g8bPHixexLX/oSe+GFFwpeQxRFdvvtt7PZs2cznU7HOI5jF198cf73HR0dJaVH169fz3ieH7e066OPPsouvfTSfO37trY2dsEFF7B77723oG9BuT4OyvOgHJMStfHVe/8XXXSR6nV49tln2bnnnsusVmtBDX9JkpggCCyVSrFEIsESiQSLx+MsHA6zaDTKIpEIC4fD7Nvf/nb+eQ8//DALhUIsGo2yRCLB0uk0y2azTJIktmHDBnbOOecwm83GXC4Xu/zyy9nmzZvLXody5yQcDrObb76ZNTQ0MIPBwBYvXsweeOAB1tnZWfb4M5kMu//++9ny5cuZw+FgBoOBtbe3s8suu4zdd999bGRkRPWcFbNu3TrG87xqeVvGGNuyZQtbsWIFM5vNzOFwsKuuuort3r277PPGek+sWbOmbJnTZ555hl1xxRXM7XYzg8HAAoEAu+aaa0o+F1u3bmWXXnppvmSqcgwPP/xw2ff/1q1b2apVq5jP52N6vZ61t7ezL3/5y6yvr6+qcZYrsSuXsH7++edVj70Y5Xt737597Oqrr2Yul4tZLBZ2/vnns40bN5Z97oYNG9hVV13FGhoamF6vZ83Nzezss89md9xxB9u/f3/BtmNdj/GO9bHHHmPnn38+s9lszGg0skWLFrF77rmHpdNp1dfatGkTO//885nZbGZut5utXLmS7d+/f8x9jHVueJ7P/yv/yP9f7v2qRP4cUnlbgpgcOMZIzhMEQQC5O86ZTAaJRAIGgwEajSZfOSybzZaUrgWAVCoFSZJgMBjyd0cZY+A4DjzPQ6PRQKvV5v+b5/lJ9aIT05dly5bBYDDkS1mPR2dnJ2bPno01a9bgoYcemuTREQRB1B+yThEEcdLDFDYpQRCQTqeh1+srEgTyNnIIWX49+Ue2Xcnb8TwPrVYLjUaTFx4kPk58IpEI3n77bfzlL3853kMhCIKYMkhoEARx0sIYgyRJEAQh75+vx4Sf47iS11GKj0wmU7KtVqstWPlQew1i5uJwOI5LJTeCIIjjCQkNgiBOSmSBIYoiGGP5VYViNyljDOl0GoIg5FciahEA44mPdDqNdDqd367cygdBEARBzBQoo0EQxEmF0iYlZymUAkAURUQiEdhsNgBAIpEo6cnAcVx+8i+KIkRRLKj8M9HxySst8viU+yzOfNCqB0EQBDFdIaFBEMRJQTmbVPFEXRYaWq0WgiBAo9HAaDRCFMW8sJC7Kyv7U8grDvXOXch/omXhIT9GYXOCIAhiukNCgyCIE55yNqliGGNIpVJIJpMAALPZDIPBkK86pQx8K7cXRRFarRaSJJWID3nyX8/chdJyJf8ow+ay+KCwOUEQBHE8oYwGQRAnLEqblCRJY+YcBEHA6Oho3iZlsVhgMBjGfH15VUGSJBiNxoJ9yqseskVLRik8Jivvkc1mkc1mC7alsDlBEAQx1ZDQIAjihEPNJlXurr4kSUgmk0in09BoNLBarYjH4zVPwuVJffE+lHarYiGgFB+1rj5Q2JwgCIKYbpDQIAjihKIam5TcnA84ZpNSc5OONfGvRBTIk3hZgMiT/+KVj+LtJ2p9UooP2fal3LcgCBQ2JwiCICYNEhoEQZwQVGuTSiQSEAQBer0eZrO5ZNvJjK8pVxWU+yte+SgWH/XIexTvWxk2lxsWplKpspYrynsQBEEQlUJCgyCIGc1EbFI2mw06na4uY5goyhUFeUzysSmFR7m8h3zM1YqAcp3NAeRtXplMJi/k9Hp9XnxQ2JwgCIIYCxIaBEHMWOTgczU2KcYYTCYTjEZjxZPj4zWJVooPGTXLlTLvobbyUct+gULxIQgCMplMgfiQhQ2FzQmCIAg1SGgQBDHjULNJlZvYVmKTmklUEjbPZDIF29crbA4cW0UBCsPmmUyGwuYEQRBEASQ0CIKYMVRjk2KMIZlMIpVKgef5im1S8msV26Gm89356RA2l1F2Nk+lUgXbUdicIAji5IKEBkEQM4KpskmdCEyHsDmQW/1QdjMvFzaXBQiFzQmCIE4sSGgQBDGtke/MJxIJpNNp2Gy2spNgURQxOjoKQRCg0+lgNptLunnXm5kyKZ5o2Hwi+5X/Vat0Jec9lNtQZ3OCIIgTAxIaBEFMW+SJqDwZFkWxIpuU1WqFXq8/DiOeWVQbNgeQr9hV77B5cWdzCpsTBEHMfEhoEAQx7VCzSfE8X5KbkLdLJBKQJKmuNqlqS9Yyxk6IiW9x2Fye/MtVp2RrmnL7qehsLofNgcJMCoXNCYIgpi8kNAiCmDZUU01KtlNls1nodDrYbLa62aROBMFQL5RBbgB5IUdhc4IgCGI8SGgQBDEtUNqkgMqrSZFNauqZzmFzZU8RCpsTBEEcX0hoEARxXKm0mpRMJBKBJEkwGo0wmUw0aZwm1KOzeS3WJwqbEwRBTF9IaBAEcVwotknJk8ByNimlP7+eNili8hgrbK4UH1PR2bySsLly5YPC5gRBEBOHhAZBEFNONTapVCqFZDKZ/73Vap300K+cQSDqj7KCFFCYuZAFiDJsPhV5DzlsLl9zeTu9Xl+y8kEQBEFUDgkNgiCmjGpsUnLTPdkmxfM8EonEtLvLPN3GM9nUW4Ap8x5K8THVeQ8Zed/JZBKCIBS8vnLFQ7nyQRAEQahDQoMgiEmnWpuUXE1Kq9XmbVLyXe4TpYzs8Uau6jUdqUfeYyLiQz4v8mqGvH8KmxMEQVQHCQ2CICaVWm1SFosFer1+xkzaZooACgZDePLJ19Hfn4LbbYLPZ0Zzsw3z5wfgdrun7TFU21yw3nkPCpsTBEFUDwkNgiAmBfkOsHzneazJVjabxejoKCRJgsFggNlsPq4TsxMxoyFJEl58cRtefbUfHOcBxzkQDALBILB3bxzPPvsaLBYRXq8JPp8JbW1uzJvXDqvVeryHXpbi5oIASixXtTQXHO/aVxM2B1DSXJDC5gRBnCyQ0CAIoq5UY5OSJAmJRAKZTAZarRZWq7Vk4igjP/9EEwBTQWdnFzZs2IVg0Aat1lvye57XwGh0QxSBgYHcz65dQxDF9+Fw8PD5TNDp0pgzpxWnnTYPZrP5OBxFZSi7hgPHBEA1zQVroZqweXFn84lmTQiCIKYrHKNvbYIg6kSxTarcxKnYJmU2m8e1SWWzWcRiMTgcjkkvbRuJRKDVamGxWAAgf2dcbRIqCAJSqRTMZvO0yzyk02ls2PAq9uxJQqt11vQagpBBV9dO6HR2OBzNMBhScLsNaGgww+czY+7cVrS2Ns+ocsNqYXP5PQvkhIAkSdDpdNDKRdYJAAAgAElEQVTpdHUVAErxUfw5obA5QRAnGiQ0CIKYMNXapBKJBERRhMFggMlkqmiCTkKjOnbu3ItNm95DJuMGz9d2voaG3kc0OozW1tNhMBiRzWbzE28gd93T6Rj0+hS8XiO8XjOamqyYPz8Ar9czoybJxSV2RVEs+H09mguOtW95/8oSuxQ2JwhipkNCgyCImpEnR/IqhrIBWjFKm5RGo4HFYilrk1JDEAREo1HY7faqnlcL0WgUPM/n8wljCQ1RFJFMJqeN0JDD3l1dGuh0teUrUqk4enregt3uh88XAHCsNLFSaKghSSIymSj0+iSi0S4sX/5htLQ4sGBBB+x2e03jmWrk96rBYADHcQUrH0ohUI+wuRrKsLksQor3qdVqx82aEARBHG8oo0EQRE1IkpS3PxmNxrITrdxd7zSSySQAzLhqUjMFOez92msDANzQ6ao/v5Ikobf3HQiCgI6Os6HRVP8VwfMaxGIjiEaH0da2FO++q8Hbbwfxt78dhs0mwefLWa46Ohowe7YfRqOx6n1MFcVh8+LmgrWGzSvZL0Bhc4IgZj4kNAiCqAqlTUoQBGQyGZhMJtVJTa02qZnI8Vwc7uzswsMPb0RPTxgcp4PTmYHD0VjVuY5GhzAwsB+NjQtht3tqGkcqNYqenl2w29swZ845+ce1Wj20Wg8yGaCnJ/fz5ptHAOyBy6WFz2eG12vGvHktaGtrmfQVq1op11yw2rD5ZHU2lx+jsDlBENMFsk4RBFERajYpURQRi8VK7EwTtUmpIYoiIpEIbDZbvonbZKFmnVL2ZygeVzKZhMlkmvJAtFrYO5vNIBjsQSIRgkbDIEkiNBo93O4OWCylgXBJEnDkyA5otVa0ti4sOxEdzzrV27sbmUwWfv+SmlZCGGPo7X0H2WwES5cugtdrRmOjFfPn+9HQ4JtSgSq/f41GY03v20rC5pMlAChsThDEdIKEBkEQ4yJ3YpYDsvLEpTg3UWyTMplMeZ/7RJlqocFxHGw2G4BjGQ21CeHxEhrVhL2TyVEMD3dBFBPgOAZRFGAy5fISiUQYLS1LYDJZxnyNckIjFhtCf/9+NDTMh8Phq+lYMpkEurt3wWJpQWNjR/7xXN4jBpMpC4/HiIYGM5qb7Zg3LwCn0zlpk2RZaNTzmhZbrkRRHLOz+WSGzZVNCJWWq3pnTQiCIEhoEARRlvGqSSmFBgCMjo5CFEXo9fq6h6OnUmjEYjEAyAsNURSRTqdVJ4BTLTSCwRCeeuoNHDnC1xz2zmQS2Lv3ZXCcCQ6HDUBu8mu1NsDj8YPnS+/iFwsNSZLQ1bUDPG9AW9uimien/f17kUjEEQgshVY7/nUVxSyy2Sis1lzeI1dm14RFixbUrb/HZAgNNYotV8czbJ7NZqHVavPCg8LmBEHUg+lphCUI4riiZpNSm2zI/59MJpHNZqHRaCZdCEz1vRFl13Kg1PYyVeORJAkvvLAVr78+iFrD3gDQ27sH6XQSp512acHEXpJEhEIDOHx4N3heBMDAGOBwtMHhaCy49sHgEQSD3WhtXQyTyVbTOBKJMHp798DtnoOmpoUVP0+j0UGj8UAQgK6uDF555Q0YjS54vV1wOjVHO5ubMWdOM9rbWyddlE6E6RI2l1ci5f8eL2w+kawJQRAnF7SiQRBEAeVsUsUom+4BgNlsrptNqty4wuEwrFYr9Hr9pOxDJhaLgTEGjUaDdDqdn2DJ4yi2vQAouBtc73NQ2Nm7tmOPx0fQ17cXPt9cOJ2NFT0nm81gZKQHqVQIHCcilUoiFOpDU9N8dHQsrWkckiShp+ctSBKPQGBJzedK7vHR1rYUBkNh5apcODoBjSYOj8cAj8eExkYL5s3zo7l5/JD88czdFKMWNq933oMxhtHR0ZJMijLvIb/fKWxOEEQ1kNAgCAJAdU33BEFAIpHIV9cxm82TXqZ0qoQGYwzRaBSiKILjOJhMJuj1+pKMhjz5E0UxHxSXqded53p09s5ZnLaD540Tsjj19e1DLBZEQ8N8xGJDYCwBIDfxNRrt8HhmQa8f+z0QifRjcPAgmppOg81W2/EoK1v5fO0VP48xCel0DAZDGm63HpnMCM48cxEWLGiHy+UqOC/TSWioUW3eYzwBUE34faywebkyuwRBnLyQ0CCIk5xqm+4lk8n8XX6TyYR4PD4lqwxTITREUcTo6CgEQQDHcXA4HOB5Pm8tUTsvykkaz/Nj3nmWJ3+V3P194YXX8MQTL8LtPiMf3K6WYPAIQqFuNDcvhtlcq8Upgt7ed+B0dsBu95WEwXPCbAThcB+ALDhOhCQxWCwN8HjawPPao5WttkOnc6KlZV7Nk8/e3neRTicQCCytqbIVAIRCfRge/gCtrUtgMJiQzUZhsYjw+XKWq7Y2N+bMaQPP89NWaKgxkbxHPapslQuby3kPCpsTxMkJCQ2COImpxiaVyWSQSCTAGIPJZILRaARjbMrsTIwxhEIhWCwWGAyGur92MplEKpUqCHzLIXdln4KxhEbxJG28MqdqlYaUnb3TaQEjIz1gLAWOY2BMgsnkgcfjH9NClcmk0NW1AxZLE5qaZtd0To5ZnDj4/YvBcXxFncFzzxURDPYjHh9EJNKDaDSCpqYO+HynwG6vvlTt6GgYvb274fPNh9PZUNPxCEIGXV07YTS60Nw8r+x22WwaohiB2SyiudmGhgYrZs9uxKxZ/kl/j9eb4vee/DkHClfdOI5DOp2uWWgUUxw2lx+jzuYEcfJBQoMgTkJqtUkVV5OazMm/2pgnY1+ygJIkKS+g5PD3RIVGueNQu/MsSRI2b96JrVtHwPNe1QpXOWE3iEikHzwvAJAgSYDd3gqnswk8z6O/fx8SiSj8/qXQ6WqbGB+zOC2EzebO77tSoQGUlqzNZNIIBnuQSkXA8xIkSYRWa4Tb3QGzWX3FJid2dkGSNBPKcwwPf4BIZFA1z6GG8ljlY0kme5HNDuPss5ehocGCuXNb0dLSNGNWPIDx8x7KXhv1DnwX5z2UKx8UNieIExcSGgRxElGNTar4Lr/FYimp4DOThYYkSRgdHc2X9bRYLPlJYzwenzShUQxjDIcOdWHDhp0YGbGA53UFfnul/13tWglCFiMjPQgGj2BkpBd2uxMuV1PZBn1jnxMBhw9vh15fanGqRmhUWrI2kYhhZKQLkpQCx+XuvhsMDng87UgmwxPOc2QyKXR37yjpzzEeymNljKGn521IEpcXO7lCCFEYDGl4vQb4fGY0NtqwYEE7PB73jJogy8IjlUrlq6gdj+aCxWFzuSKXcuWDwuYEMfMgoUEQJwkTtUmV2zYUCk1JGBwAgsHghPcl5y0SiQQ4joPZbIZery84Pjmn4XA48s+ZDKExVti72PdeLD7kyRhjDN3dO8Fx+qMWJw7J5CiCwS4IQgLAsQZ9YwW2BwcPIhYbQmvrEhiNpf0oKhEao6Nh9PXlSta63U1VnQt5H6HQAPbtexE6nQ0NDT5IEmCzNcLtblXt71GOgQF5ZeeMivpzFI8jm80ilQphYOAAmppOza/slCPXXDAKszkLrzfX26O11YV58wJ5wTpdKQ6/T4fmgpWEzeu9b4Ig6g8JDYI4wZFtUvKkYSxLgjIMrdPpYDabx7WG1GPyXykT3ZcgCPmmggaDASaTSXWiMhVCY+fOvfjHP95DOj1+Z2+ZYuERCnUjGDyCxsbcXX/lhKz4eccC2wI4Llcty2pthM3mQW/vblitrWhoKF/FaSyhUa+StcPDnQiH+9DaeqxTuSgKCAb7MTo6BI4Tj2ZVeDidfths3pJjTSZj6O19G07nLHg8LTWNQxRFHDr0JgwGG9raTptAM8J9iMWGsGjRQvh8Zni9ZnR0+DB7tn9KPi+VUkmVrePVXFDeN4XNCWJmQkKDIE5QJmKTku/yV8JMEBrF1bIsFsuYoqAaoVGuB0H5YzgW9q61s3cu2LwDer0Lzc1zS+4Ay+Mstl0pkSQRe/e+jFgsisbGFuTm6+Un8OWERiTSj6Ghg3mxUws5i9NOWCyNaGwcP7yeyaQwPNyDTCYCns+F5DUaAzKZFHheh0BgScXirZhcVaqDaGg4FXa7q6ZJq2zZUhNv6XQCHBeHy6U72tXcjLlzW9Da2lyXIHYt1FrOt9Kweb0D3xQ2J4iZAwkNgjgBqcYmlc1mS8LQ1Xwph0IhGI1GmEymuo2/XvsqtoFV2lRwMoSGKIp46aXteO21AQC1+/gHBg5gdDSItrbTVW1QxdYTNcvV6GgQAwP74PXOg8t1rHlf4QQ+N3HU683weGbBYLAUCI1cydod0OkcaG2dX9Ox5I5nPxKJCNraag+vx+Mj6OzcCa3WDrNZi1xIXoTJ5ILH01FRk0M5n2IwONHcPK+q4Hvx8YyORhAIVGbZyln54tDrk/B4cnkPm02DJUtOQVNT45RMkGWhoSz0UAvjhc2VJZ6nOmxevPJB4oMgpgYSGgRxAiFPiOU+EOPZpBKJRH5CVYlNSo3pKjSUNrDialnjIYfEnc7cHfpKhIbBYCgJy8t0dnbhL395A/v29YLncwJAr7fC650Fvb40D6FGIhFFX9/bcDo74PG0VfQc5RjliV939w4ABrS2nloSMlc7P/F4BKFQDwQhAcay4DgOoihAkoD29mUwGCobf7njcThmwettrek1JElCd/dOAHr4/YXNCBljiESGEIn0g+PkCl0SrNYmuN1tBcc6MnIYoVAP/P6lMBjMeaFejdBIpUbR3b0LTmfHhI6np2cXGNPC5/MfzXuY0NBgRnOzAwsWdMBms9V9glwvoaHGeCWepzpsDhz7DMth80p72xAEUT0kNAjiBEBpk5LFg8PhqNgmVcudW5npJjQqqZY1HolEAplMZsJCI5PJ4OmnX8GePQlota6C58RiIYTDPWAsA0ACYxIslsZ8kzsZSZLQ27sboijB76/dEhQOd2N4+AiamxfBYrEXZD0qsVzljjOC/v53AFih1XLgeQGMSWAMsNtb4HQ2jztRzR3POxAEcUIWp0ikD0NDHxw9HkdFz1HmPXhegiCkMTBwGI2N8zBr1rL8sVYrNHp79yCTScHvP73mRoLR6BAGBvahqWmxqgVNEDIQhChsNgafz4yGBjMCAS/mzAlM+LMnCAJSqdSkCA01pkPYXBRFpNNp6HS6vMigsDlB1B8SGgQxwym2SaVSKaTTabhcrpJtlT0j5An7RO/ghcPh/IrBZDPevup1fPUQGrt27cWmTZWHvZVN7jhOBMCQSMQhCEm0t58Nu91T9XEAuQnqkSPbYTL50Nx8StntxrNc9ffvQzIZR0fHMuj1heWFcyV2e5FMjuRXbHheB7c7AKv1WLWmWGwY/f370Ni4sObjOVaC14HW1gU1vQaQs6DF40E0NS1EJDKITCZ6dOwiNBojHI422GxjZzTkrukezykFFrRqkCQJXV07oNGY8qtMlZLJpADE4HRqIIpBzJsXwGmndcDvb61KXE+10FBjqsPmylwKz/Njhs2LMx+06kEQlUNCgyBmKMpqUvKXY660ae5uvlJoKG1SxT0jJsp0EBpy5adMJlOX41MTGtlstmASIlMsNEKhMJ588jV0dWmh1Vpq2r/cxZrnLdDpTMhkwvlJsFZrhtc7C0bj+EHy8fIc48EYQzweQl/fbjidcwq6cistV2qWk1QqgZGRI8hmR8GYiIGBQ9DrTVi06LKK7WLFyFWp/P7Ta7ZspVKj6OnZBbvdD58voLpNNBrC8PAR8LyYby6Y68gegFarz6/KiKI4oVUmOUjf3LwYFkttJXBlIWk2N6KxcRbS6Ti02iS8Xj28XjMaGixYsCCAhobyHdmng9AoRil6JyNsPlYAnsLmBFE/SGgQxAxDaZNS3vGTv+iUQoMxhlQqhWQyWReblBqRSCQ/uZ9sioVGJT0xaqEWoaHT6fDKK2/htdf6AXhqHsPQ0EFEo+X7WcTjYQSDPWAsBY5jEEUJZrMHHo8/H3pOpeLo6XkLTmd71XkOmeKu3ACQzWbzk7Ji73s5y1U43I2hocNoaVkEURQRCvUAGNsuVkxuMr0NZnMTmprGr0pVjr6+d5FKJRAILB3T4lRsnWKMIRweQiTSh2QyiJGRPrhcjWhungens7XqybkcpNdqbWhrW1jz8VTS8ZwxCel0FEZjBl6vET6fBS0tdsybF4DTmSuJLAsNi8UyrSfM9QybV5tLobA5QdQGCQ2CmEFUUk0qlUohkUjAarXW3SalxlQLDZ1OB4vFUnFPjFooXhUaT2js23cAmzbtRTjsqKjCkRrH7rS3wecr38+iGMYYgsEBxOP9YCyLwcHDEIQsFixYUVFmQo1IpL+kK3e58rblLFeCkEFv7y4YDB60ts5Xfa8q7WI8Lx59HQ5Opx92e+4O/MDAASQSoQlVpUokIujrewcuV2WNBNUyGseC2jr4/YsgSSKGh3N2MY0mt9rEcRq4XO2w2crbwmTh1da2BCaTrabjkYWXxdJUUTngYkRRQDYbQSi0D7Nnt2P27CY0NlqxePH8Kfkc15NKw+bKlQeluJrIKk458SH/UGdzgiChQRAzAvkuniAIBV9maiQSCaRSKQCou01KjakUGpFIJP+FXWlPjFqoVGhkMhls2PAKduyIwGgs7T1RKd3dbyObzSIQmFiYeHDwPTQ0LIDJZMPISA9SqdBR648ErdYIt7sDZnN5i46yZG1Ly7wSQVFpydeBgQOIRgfR0nI69HqDaondcpYrucRuPN6HoaEjsFgc8Hr98HhmVT0xr9XiVCw0otFBDAwcQHPzabBay/cKSaUSCAZ7kMnE8pYrvd4Kt7sDer0hXz63paX2csBDQwcRiw3XbIfLjTMnanMVzFqP9pkZhVabgtPJw+fL9feYM6cZgUBLxT11pguV5D2A3KpGtb1DKtl3OfFBYXPiZISEBkFMY8azSRVvK9ukAMBisdTFRjQe0WgUPM/Daq2t+Vyl5Owr4fx5qLQnRi1UIjTeeOMtPPjgkzAY2uFwtMBorP7OaCw2jIGBffD55sPh8NU0VkkSjoaJrWhtXTiGAI1hZKQLkpQEx0kKy1UudzA83IlIpB9tbUtU8w+VCI1MJoHu7l2w2VpLVmWUKx7lLFfyZKy39x1kMhn4/Uug0WjzJXYlKQm5R4bZ7M2PXY14fAT9/XvR0FB98FwWGhqNBt3dO6HRmMc8t2MRjYbQ2bkdsVgQjY0t0Gr1R/Me/qpWvzKZFLq6dsBmG7uD+3j09+9FIjGK9vZj9jH5eJWCIlcAIQGej8PjMcDrNaGx0YJ58/xobm6ccRPk49VcEBi/szmFzYkTGRIaBDFNqbTpHpDzzo+Ojh69c62FIAhwuWrralwtUyE0lD0xeJ6H3W6f1InOWEIjEoniySdfw+HDGmi1ZoTDgxge7oZWK4HnAcY4OBytcDjKT8Zy4kCewFZXaUjJyMhhhMO9aGlZApOpuhUlOXcQDB5GX98BWCwOuFwNZcvUjic0ciVek/D7x84/KF+v2HY1OhrGwMC78HjmweVqKFj5UBt7JNIHnpd7ZORK7DocTejp2QWO06OtbVFN51aSJAwPH0Y0mju3ZvNELE7bYTb70NR0imLsg4hE+kvGXs7qNjh4ALFYEIHAGTXbx3J9PnbC5ZoNj6el4HdqQkMNxiR88MHrsNnMWLhwNnw+M5qabJg/PwC3u/YmlMeDTCaDTCYDg8FwXJoLyv/K+1SufBRbrijvQcxkSGgQxDSjGptUcbUlsznXbCwej8PpdE7JXcdYLAYAsNlqm4yNRXFPDCBnB5vs1RM55+J2u/PjSKfTePHFbaph70wmk78zmc1mSmxLGo0RHk/OtiQ3h2ttXVyzRz+TSaG7eycslsaaPPoyubvbcQQCS6HV6iAIWQSDvUgkRsDzubA2z+uPWq4cqkJDLvHqdleWf1Aj13hvFxjToLX1NAAoWPUAxrdcCUIWnZ1vobf3fTQ2tsJgMKqW2B1/LAI6O7dCo7Gjvf20mo4HyAW1w+HBo00Ax7Y4HTvvwaPnnYHjtLBaGxEOH4LN1la2QlYl9PfvRTI5WjYEX4nQSCQi6Ol5Gz7f/ILqY6IoQBBiMJsF+Hwm+HxmtLW5MXduYNI/pxMhm80inU4XBOArzXtMVnNBAAWrfkBhaV8KmxMzERIaBDFNkL/kBEHIf7mNZZMqV20pk8mcEEJDuUojh9ljsdiU2LSKhUZnZzf++tc3MTJihlZbOmlUCg01EokY+vsPorv7HVitbrjd3prsM4A8aYzD78+Jg1rITRp3w+OZDbe7Zcxtk8lRjIx0QxBikKQsAA4mkxNudzsGB/cdrUq1uOZJj5x/UAbPlZSzXAHHSuwyJqK7exd0OntBb41cid1uZLMxcJx09L1kh8fTrlpid3j4MMLhPrS0LIJWq68pm3AsqN2CxsaOqp8vc+TI2xgY6ILH0wCtljta9KC6bvKpVBzd3bvgdo99nUVRhCiKZY+3t3c3Mhmh4gaL2WwakhSF3c6hocEMr9cMv9+NefNmT5u8hyw0xvtbolZiV/keVLNc1VN8UNicmOmQ0CCIaUC1NqlEIlG22lI2m0UsFoPD4ZjUELhMvYXGWD0xpioPoqzc9f/+3xa8/XYMPO9QrToFjC80env35MuqarW6EvtMrrs2B4cjZ/1RE4ijo2H09e2BxzMbLldzTcd1rGQtj0BgCTiuciEqW6c0Gg36+g6gs/MteL2tMJuNkCQGq7URbndbxeJWzpZotTa0tCyoaoKkFB653ho9R+1jVtUSu8pjKO7ILkkSTCYP4vEBWK3NaGqaXbGVqJihofcRjY5MyOKUySTQ1bWzpDRxbuxhhMPdONZNnsFs9sDtLhWslZbyBcoLjUQienQVY17BKka1dHe/DUEQ0draArdb7u9hxrx5bWhpaZqSv1PFyNapWv6WVBI2r2dzweJ9U9icmEmQ0CCI40itNqmxqi1NtdCIx+OQJAl2e20Nx2TkVRo5zK7WE2MybVpKUqkU3nzzLbz2Wi9SKRd4XlPQGLGYckJjdDSI3t534fGcMq6tSBCyGB7uLqkU5XK1Ixg8CEnSTmjlIFey9v2jKwelXePHI3d9kujr2w2dzlYQjhZFAcFgP0ZHh8BxEgBpzFKvweARhELdaGmp3T6m7Hje1DRHtcQuML7lamDgffT1HYTN5oVOxwAwSBKDxdIMj6eyHhk5K9sO1RB8NfT15Var2tvPqDDnIiEYHEA02g+ez533TCaD0dEg/P5l8HhaK9qvmtDIBfKzFa9iqCHbrRobTy0J5OeKV0RhMKTh9Rrg85nR2GjDggXt8HgmP+8xEaGhxnQImyszH/J7ncLmxPGGhAZBHAdqsUnJE3CTyTRmtSVBEBCNRmG32+te9lWNegiNSntiTIXQiESiePzxF/D++yJstmOVoMYSGtlsNv8lDsiZgx0A9PD7axcHfX0HcOjQ2/B4mmAyGSBJIoxGD7ze8tWWismVrN0OrTZnK6p1LMPDnRgePoxAYFlF4ehjpV7j4HnhaFbFhFQqAputOR+OrgW5qaHfv7RsidfxLFfZbBo9PTths7WVWJxSqQQGB49AEEah1eaaIup06uWBBwb2Y3Q0ml+tqgW53KzD0QGvtzJxoEZv77tIJkdhMnmQTofz/T00mlzOxmJRL82rFBq5VYy3SrIY1dLd/TZEUUQgsLTi95wkichkojCbBXi9JlgsItraPFi6dGHdP/OZTAbZbHbSynLL77l6NBesZd/yv8Vhc3nfOp2uIPNB4oOYLEhoEMQUo7RJMcbG/CNfS1O6qRYacjUoh8NR9XNz9fuTFffEmEyhIUkSXnxxG155pRuC4EI2m4XJZMr/vlKhEQ53Y3j4CJqbF8FiqU18CUIGXV07S3ouFFdbGs9ylStZ21dTVSrlWA4f3gazuREej7/mzvKDg+9jcLALZrMLGo0I2bZktY7fGVxGthXZbG01lXiVhUd//36MjobR1nY6tFpdSXldeWKovMOvLLHLcRLS6RTC4QH4/R9CU9OsqsciM15QuxJSqTi6unbB45kDt7vUVpdMjiIY7EY2GwfH5VagTCY7PJ4O6PWm/CR4aOg9ZDKZCa5i1Eeo9PTshiCIaGlZCFGMwuHg4PPl8h6zZjVg9mw/DAZDza+fTqchCMKUNiicDmFzWWDJq8UUNicmGxIaBDFFVGuTqmYCrkQURUQiEdhsNuh0td1hrYZahEauRn8GiUTiqM+8sp4Y9bJpFdPV1YPHH9+Cd9/tAc9zyGTS0OnsaGubn185GE9oSJKAnp5dMJl8aG6e+N36trbxqxUBOcvVyEg3kskQeJ6BMQkAh1QqBqezA42NtU+CBwYOIB4P5e/WV9qwT8mx3hqllZOUncE5TgTAwHEaOBxtsNkKGyD29+9DMhmbUAi+eOWg2HJS/HWonHApj1nuRWG3tx7taq4sU9sMp7Nl3BsCqVQcPT274HKNH8gfi97ePUinU2hvX1qxOGCMIRodQTjcByCDVCqGvr5OtLWdhtmzz6hI9JUbS32Eyti5kHQ6AY6Lw+3W5ytdzZ3bgtbW5or/Th4PoaFGtWHziWYulJaxSsLmsvWKwuZErZDQIIhJZjJtUmpMd6Gh7Imh0+lgsVgq/vKst9CQO3u//XYMGs2x3EI2m8XwcD/S6SA4TgBjIkRRgs3WDJerdBLZ3b0HqVQUgcAZE+zW/Bbs9on5/Pv79yIcDsJodIDj0vlqS7kqV5VZruRqRS5XRz6QXEnDvmL6+t5FOp2ouLcGIHcG70Y6HYFGw45WjupBR8eZExJwvb3vHu3zMXb3daXdJVfR6thXZDodOxrInwO3u6XkPIiigOHhHiSTcplaCRxXWmI3N5YUAoHTa56QJ5Mx9PS8Bbd7/PzPWMh2q5aW0zA6GkYsNpDPezDGwelsg93eMOZnVF5R8XrnwuVqnNBYajkvub+bcej1SZjNAng+hQ99aCHmzw/A5/Oqvl/T6TREUYTZXFkFr6lkMsPm4+U9iuwAACAASURBVGVT1MQHcEx0U9icqBYSGgQxiUiShHQ6jVQqBb1eP+aXgtImpdfrYTZX32kaOCY0rFbrlJSSlAPqTqe6/1smF/7MdS7neT4f9q6GegqNt97ah2effReplLtkUiOKIjKZDIxGY/56pdO5CXAyGcp73wVBRDabgMs1Bz6fv+bwfW/vO0in0wgExp4Ej0UiEUFf3ztwuWaV3CFXb3CnbrnKVQgS8l25la9RqdCoR28NeSzZrAC3ux2RSD8YS4HjcpkJi8ULt7ttXOFUy1iKq07lqnW9g3Q6Bb//WLUuta7mxRwrsRtHJhPHwMBh+HztmD37wxWXqS0mt3KQnpBQyYnJt+B2z4HD4YMkSSU3Jgp7wuTe81qtEW53O8zm3I2F/v69SKWSExzLKHp6dk54dSe36pUL0wNAJhOFyZSF12tCQ4MZzc0OLFjQAZvNhnQ6DUmSpqXQKEa56jbRsHktKzkUNicmAgkNgpgElDYpud9Fub4WxTYps9k8oZUISZIQDoenldBQ64lRy5dRPB6HKIo15UFkIpEo/vrXV/DBB4BOp35XT01oKK1TuYnn20gm0zAabchm4+D5XMUis9lXcX+MeHwE/f374PXOrdnPLkkSenvfhihy8PsXVTzZy1mueo5ariQkElEEg72YM2e5qt2qEqGRG8tuiCLg9y+u+W6nXK2rnH2GMYZgcACxWD84Tjy6asPD6WzN331njKGnZzdEUYTfX52VRyk05J4jyrEU3/FV+uyLy+vK50rZiyIej5SU2LVYGuD1+se0Lcn5B49n7oRXMZQrB/LktZK/O4lEDCMj3UilghgcPAyLxYnGxjlHe5NUv5o3MLAv3zSyVpGdySTR1bVj3DC9IGQgCFHYbAxOpw4ejwnz5rVgzpxAQR5rJlBr2LwelrHisLlytUXNckV5j5MbEhoEUUfUbFKCIKg20Ks1pzAestCwWCwTCktWylhCY6yeGLUwkeA5YwwvvrgNW7Z0gzHPmOdZTWjIwc1odACDgwfR1LQQNlvODiOHwXmeL9MfoxUOR2P++ueqUm0HxxnR1rZoQs3uBgffQ2PjqfmxVEtuLDsB6OHxtCMY7M4HnpWWK41m7IxGNDqEgYH9aGqa2FhyfT6qL+WbzWbylqt0OoKhoW54ve0IBE4vqRRVyTgymQyGhvZDkhgCgdPHHUtx1kP+ak0kIujv3wOvdz7c7kZV22QuqzKAeHwAPJ/LqkgSB6fTD7vdB57n65J/ONbArzA0Xo3QAI6tHAQCuVxIJDKCaLQXjGXBcRJEkcFma4Tb3VpWOMnioLhfSLUMDb2PeDwIv/+MqrI7giAAACQpC0EIIhQ6gOXLz4bPZ8EppzTB72+dEutpPakkbC6/L+WbPdTZnJhsSGgQRJ0oV01Kra+FIAhIJBL5u6a12qTUYIwhFApNmdBIJpNIpVJwuY5lHCrpiVELtQqN7u5ePPnkVgwOmqHTjX/XVU1oZDIpHD68HQaDCy0t8wqOpbi8rZKc/aQbqVQEPC8iGh1GNBrEggUXq1YIqoRcydod0Omqb3anJBzuw/DwB0crZJWeU6ZoLMhxWQhCFjyvhdPZmrdcSZKErq7t4Hkz2tpOnUCfj0EMDe1HY+Ni1Q7hlZATTbsAaOH3L0YiEcsLp9zKgQiz2TtuViUWG0Z39260ti4p6f9QDd3dbyGTEeH3LwaAkju/Y1muMpkUgsFeRCI9GBrqht3uhtvdrFpitxLk6lbt7WeUCBW5QMV4E2u56td4KweSJGJkpO9oX5WccGKMg8sVgM3mxfDwB4jHgwgEqhMHhWPOdWCvtXeJLDQikR6EQn0IBHKlkuW8h1abhNebay7Y2GjF/Pl+NDT4ZlwmodhyJR+3TL3D5sX7prA5QUKDICaI0iYlSVLJnRpZaNjtdvA8X1ebVLnxHE+hUUtJ3kqpVmhks1n87W+vYNeuaEHYezyKhcbQ0EGEQv1HG8yVWg7GEhoyygZzNptPUSqVHfWKe+D1to9b8Wdk5DBCoV60tk6sZG2ufK4DLS0LKnqObJ0CGILBXqRSYYyODmFkZAAtLaegpeW0mibAOaGyAxqNuaAJYLVEo4MYGDhwtCGhulBRz6rg6IpTzorU07MLosijuXlhzZ+f0dEwent3o6FhARyOY71YKrFcKW1XSrsVz2swOhpFMNgNUcytODE2fsi/kvxDJUJjYOAAEokwAoHKmgkWk8mkMDBwCIcO7YDd7oXD4Srbm2Q8hoc7EY32o62tfB+VSsbT1bUDFkvDuD1dcv09YjCZMvB4jPD5LGhpsWPevACcTueMmhynUilIkgS9Xl827zHVnc0BCpufyJDQIIgaqbSalNzXwmQyIZVKgTEGk8lUcLe83gSDQZjNZhiNtX0JV0MqlcpnUCZbRFUaPAeAzZvfwBNPvAS7fSn0+ur813KIHxDR1bULFktzfpKmNiEcT2gMDBzA6GgIbW1LVCdGkiQiFBpALCaXSmVgjIfT6c+Xec11n94Ji6URjY2zqzoeJcPDHyASGURr6xIYjZUHYWWhodVq8ysqJpMbzc3zjvr2u/KWK1EUYTJ5x20sGA53Y2joMFpbl1TUBFCNiQoVOasyPHwIoVAf3O5GmM0uOJ0BOJ3eqsciZ1QCgSUVjUWtxG4yGUVf3254PPPgdjcVvOeKn1vaV+VYid3Bwf0V9egYS2jkJuTb4HC0w+v1V3U+lAwPf4BodBB+/zLodLn3hPy+EcUkeF6CKEowm13weDpU3zeSJKCzcxvM5gY0NdX+GYhE+tDXdwBtbafDaq0t7yUIGRw8+Ara2tpwyiktaGgww+/34JRTAtM6YK6saChTa96jXlQSNi9e+SBmDiQ0CKIG5ElXJU33MpkM4vE4ANTdJlWOqRQayWQSyWQyXwp0MkVUJUIjGo3hL3/ZgoMHJYyOphGJ9OZL1AIc7PYWOJ3NY14DSZLQ2bkdksTQ1LQQGo0WWq22xIesRP5SVE4IE4koenvfhtPZAa+3Oh+6XOY1k4kiGDyCRGIUfv9paGycC6Ox+pWMnFDZAYulpaQTdiXI7/lw+AhiseEx+3woLVdqjQUlSUBX1w4YjTmhUiuhUM76NVGh0t29EzxvRGtrzvoVi0UwPNwFns+A43KljY1G55iB53h8BH19e9HYuHBCdqve3t1Ip7NHszt8wV1fAAUhc7X3sCgK6Ot7H4cObYPT2QSbzQGeLy2xq6Sc0MitYoSqzj8UvnZuJc9qbUJDw9g9XRhjiESGEA73geNyK06MAVZrE3ieIRjsRlvb0qoEshLZ5qfVWtHQcErevlMtuWIFe9DUVGjzy2ZTkKQonE4NfD4zfD4z5sxpRnv79Ml7yH+rx/tuqCTvMdnNBSlsfmJAQoMgqkDNJgWgbE8M2VYE5O4gTVVlk1AolK/uNJmIoohYLJYPkprN5gmFvcdjLKHBGMPmzTvw0ktHyoa9BSGL4eFupFKho2FnAVqtGT7fbBiNuQpUsdgwenr2wOWaDbvdC41GA51Ol//SU76u0v+sRJIkDAy8C1GUEAicXvMkLSdUdsPlmgWPpwXRaAjhcPf/Z+9NY2Q573Lxp6r3fe+e3qZnzuqz2OccO7azEnJjc8FcRO4/JChXLCLfCBJSQEQICSQIHyIRRYDgA8qHKCwREjcxwfgGkpgYxU6wz+qz+eznzPS+79Xd1bX8P7z99lrdXd09M3ZwP1IU5WSmp6qruut93t+z9NOKZFmGxeKf26y9F2V3nU4LOzvnYbdHltpNpu99On0THNeA3x+C2eyAy7W4dIZMVC5Crx9tTl8U1WoG+fx9BIOPj7S4i6I40gxOFsAFVKtpAF3QBbDdvgGHI4RU6ipkWYtodHljP0m3ujq1UXvYZDtLcpXJ3EK7PTrFGETs1vsmf4PBDq83Br3e3Nft00X3qv4HikJhB9VqCpHIOVXlk0oQhC6uXfsuRFELn88DQAbA9v0eat/ver2ATOYmQqEzsFgc6Ha7SxEN0lguqZpYkcAPDhpNA263AV6vCYGABYcPhxCJzC913A9wHAeWZZfahFKK2B1eQipF7K7N5musicYaa6iAWpkU/dnhNCmj0Yh2u31gcbPA/hON4U4MOslwuVz7/sWuZDwHgFQqgxdffBO5nAla7WIP0Eaj2tO9N5FO34coyojFzsLjicJgMPUXInRHT+kchxctlUoW2ext+HzHYbUOjnNa7KkSBhIcaWY067DpdlAQp4HLFYPN5ukTFbd7sltjEWQyt9Bs1hAMnoLRuJznRkn6pWTWNho9MyVXpdIuyuVkT/q1nEeFpn5pNFZFM/040VCCKArY3b2BePwG/P5I732ZPTmYBtJdIi6UKDUuN2m1mkil3uqlOIVn3muyLKNeL/cjdkWxC0mS4HSGIIp8rw3+XF/itCgkScDOzgWYTN65/odZIL6bOwiHz4xMrDqdNorFBHi+2u/30OnM8Hi2+xsGg2MhnyVJYkeIoBpf1TBIKeHlqURQLbLZu6jXCzh8+BC8XtJqHgzacPx47EC+QzmOg0aj2TP/npLkSokEHJTfg77+uN9jbTZ/57AmGmusMQeLyKTGW6/NZjMYhjnQXgsAqFQqfZnWXmO8E4NlWXAc944QDUEQ8PLLr+Py5TI0muXlKoXCI5RKCfh8J6DXG1CtFlCvZ2AwaMAw6PklIrBalScl3W4Xsiwinb4KjcY64hWYFnsKYGIxyDAMarU8crnb8PuXk+B0Om3k8ztIJK5CllkEAmEYjQ54vdsLG2c5roZ0+iqczkNwu4N9j8aiRIN6VKLRszMXr6OSKxGyLPbjga1WN+LxSz19/uGF/v4w1Mit5hENGsML6EbiiYcnBywr9wIR7FPf+3lTDLXIZm+h2az3W8+V7rXx+2z4PhYEATzfxq1br4JlTXC7HaARu3RyoPaaVyoJFIu7PWnd8hKnROIKWNbQl7PNQ6NRQamUxKDUUYBGYwTHVREKnZ74LC1CNLLZ2+C4umJil1rMmhKJooButwaLRYTPR8hHNOrG0aOxlfoulNBsNqHVavc1KGRccrVsueAymGU2B8jUTqfT7Yvkaw1lrInGGmtMwbIyqfHW64NOgQL2h2iMd2KYzWZotdq+B2VaIeFeYpho3Lx5Fy+/fB3NpnOFoq824vGL0Ok88PliYFm2r6XudDowGAx9I3Yut4tOp9LfQTUY7D3NvhnZ7H1Uq2lEo+dUJUGNEw/yvwUkEm9BpyNEZdndPyIRudX3CsiyjFqtiEqFyH4YRoQkybBaN+B2R6Zes2TyGrrdQeLRsBlc7XUmiUdXVupKEIQu7tz5McrlPDY2wtBoWOh0xoUlV9TArtc75sqtZhGNQV/I6bkxvErvPe2Y4LgKJEnqleYt97lREzc7fp8pRezm8w9Qq2WxtfW+EUJEfEJJdDpVaDRk8ajVGuH1HlKcHOzuXlD1/s4C8brcnPA/LIpU6jpKpSKsVueI38Nu34DTGYYoinOJBv1+WLXro1SKo1SKY3PzSdVkv9vtQJJqcDhY+P1meDwmBIM2nDx5fKUNq4MgGuN4t5jNqYyZdgGNm80ZhplZSLrGclgTjTXWUIAkSeh2u6pkUt1uFxzH9crNJo3Q7wTRqFar/YK8VSHLszsxDpJotNtt5PN5vPrqDdy9K0KnWzxOlSKVugmOqyEQOAmtVgedTjcikxomGvTfqHSKSk8KhYdIpW7DaLTB5fLB4QjNXLxPA0k8SmFj4zSMRvPcqYcSBulLprm7wKIooFBIodUqgmXJeWk0OrjdW5BlEZnM2/D5jk9Esy5CNFKpm+h0uBUbn4mB3WoNw+8f7ALTdupBPLAAo9ELr1e5kb1U2kWplEA4fEYVEVQiGmSX/RJYdv77OwuNRgm3br0Gk8kJq9WMYc+B3e6b9+t9ZLO30WzWEIstFjc7TDi63Q52dy/AbA7A799WJe9rNKool5NDEbsyJEkGz3cQi52DybScKR8Aksm3eg33i5U1DqPdbiKRuDxRSgiM3vei2AHDyNBoDHC7idRwGDSdbXPzyRUkZBLi8QvQ650rhR5wXKXfTm+1MnC5dPD5zPD7LTh2LIJgMKBaAtZoNKDX6w9suj4N74TZfNifMj5pBoDPfe5z+OAHP4jf/u3fXunvrDGKNdFYY40hLCqT4jiu35Y8ywh9kClQwN4RDTWdGAdFNGRZxg9+8AZeeeU+DIboCgu9MtLp67DZNuFw+Ptm7+HXm0c0AFqA1kA0ehYAA1EUUKsV+n4JSRKh0ejhdm8rluEBAzmF2bwxYbCeJbkaTx4ql+MoFHZXSl/iuAZu3Pg+JEmDjY2NnjTOCZ9vG1qtXjXR4LgqUqnrvYXexlLHAiyWeDRNcmW1+lGrJWEy+RAMqvcKjBMN6hUIhR6fei3VIJG42g8IGL7fiOcgDp6v9+8dvd4Kt3trwodCpxir7rITo3Ya4fCZPlGhJFot0SVTjItot8WeR2U4Ynd+uhsFkZBdWzmxi0j0KqrIF8/z0Gg06HY7KJVS4PkaWFaEIHRRKmUQCBxHNHpq6WMhk8W3EQ6fXfozCQCp1A10u13FdnpZltDpNGAwtHv9HtTvsQm32z2FKL47iIYSFjWbL/q8meVPkWUZn/nMZ/DJT34Sn/3sZ1c+lzUGWBONNdbA6jKpeePWUql0oKlTtVoNLMvCarXO/2EFyLIMjuNUdWIoNZ/vNdLpLP7mb76Nu3cz0OlsCIdPLGwEpjv+gsAgGDzRl0kpHTMdsysRDdJxcB0u18BgPZ7aQ9FqNVEoxCGKzaGeAFKwViw+RLNZnetbGD+HYQIiCDySySswGj0IBo8unfQySF86BYvF2X8PqtV8vxVcliXwvACXKwK3OzzxkFdrYJ+HvZBbAUAmcwe7u3fgdgeg17M94meExzNfckUXOhqNBvH4JWi1lpUa2JvNCpLJqwgEToxMiWZBKWGs02lDq9UhFnvf0ulhgy6KgVFbKYFJSd4HDKa79XoBudwdRCJnJsgXWaynwHHFntRQAstq4fFswWIZD3K4AZ7nEYudAcMst1EhCDx2di7Abo/C51PX9UGJxvDnv1Ih/h2n8xCazRKADkgvDP3cKk/MxpFIvDVhPl8UPM9hd/cyPJ7DcLnUE3ZSLliDxSLA6zWBYRp44omjeOyxbVgsFjSbTRgMhndN3O487KXZfJ5s7Bd+4Rfwuc99Dp/+9Kf35Vzeq1gTjTXe81ArkwLQT5OiRmiTyaTqQXJQcbMUyxINumvdbDYhy+o6MfaTaAiCgH/7tx/hwoUyNBo3RFFEqZQHxxUgy4NFgN2+0Vv8Ku9ilssp5HL34PU+BrPZBq2W9GJMOy8loiEIAuLxy5BlDaLR0yML6WlEQ+l1M5mHuHfvDTgcfjgc9r7Z2eEILLRDl8vdQ62WRzhMSgDHuz3USK6ob0GncyAcnq2rJwSbQ7WaQ7tdhkYjQ5bJ4t1gsKFSSa68I51O30S7vZrcivY2KBUbjhYLyr2Uq0nJFbnPUqhWdxEKLT8lAqZPMRYBz3PY2bkElrVBo5HAsiKWMWtTr8B4F4WaqNdhnX0icQWyrO1LyMYjdpXOkxjld9HtNsGycm+Kk8T29vsRCKwSofsI1WpmYYnTMNGgmxA6HUkhUzr3yYnZoFGevvccV0MyeQWBwKmVPgf5/H00GkVsbj659OeAemYMBjd8vk2IYhV2OwO7XYNg0I7Dh4M4dCh6oF6NvcDwRsuiZvN505yPfexj+OIXv4if+7mfO5Bzea9gTTTWeM9iWZkUlSQtsqjezxQoJdRqNTAMA5tN/QJpESnYMCjRsNvtS5VfTcPt2w/wr//6Fup1BzQaXf8YeZ4fIWw04rXRyIFhZMiy0PcbGI1W7OxchFZrh99/qD/FmLcoGyca1WoGmcwd+P0nYbe7Jn5eDdEgO/7XJ2JMu10exWIS7Xa575fQ6UzweA4pTm2odMZujyh2HMzbiaaLwWJxB5VKSrVvQUk6JUkS7t//MRqNJlwuTy9pSYDZ7IXHM7sVfBg0htfjOQSXKzj/F6Ygn7+Pej2PSOSsKtPt6AKSyH4kifgorNYgtrefWPpYms0KUqlr8PsfUz3FUAJN7NrcnJSQUbM2iXmVpsa8krjZi72CxKMTf0Ntp8SgqO4UbDb3WJiBeqJL/CV1uFwx1GoZAIv1wtBzWqUlnIZacFwZqdRNhMOP96d5akAb5ZvNIrRauVeu2cHJkx+H3b5YozwFOafzsFiCS5VqUjQaJaTTNxRlW/S8u90WWLY55Pcw4+jRMMLh4L52Ie0H1JrNBUHoTzSUIp+fffZZfPWrX8WHP/zhgz6F/9ZYE4013nMYl0nN2vGlC07aF2GxWJZKpThoolGv1wFAFdEYPsfxxCw1EAQBtVptz4gGx3H41rd+iDt3hAmztxLRUEK7zeH27R+iWq3C6/X3SJcPGxtHVC1+6Xui0xHpjF7vxMbGUQzntA9jHtEYT4Kah0ajimIxAaANUrAmw2LxodOpo9vlF9rxH08con0WZrMPgcDhuebf4dcZJhrTyu6UFu+zpjbj6VbLYJppfFGUy2nk8/eg07kgik3o9Zp+0pLbrT7likwxZFWlbtNAzukibLZN1XIggMS8lsspiGILLEtSr1qtBk6ceA5Wq7K/RE3UayJxFZKEuUbtaUQXINOmROIyXK4txXOSJBGlUqa3aUCmNrI8ObWhEcWbm+eWjtDleR6ZzA0AmpXM5ySZ6gIcjm1YLE6USnEIAtebtoowGgfpdLNQraaRyz1ANHpu6eZzgHyeRFFWPKdZPisizatDr2/D4WAhCFU8/fQpHD++Ca9XOdb73Yxxs/m434N428p47bXX8PTTTyMWi+Hxxx/HSy+9hLNnzx7osXY6HfzRH/0R/u7v/g6VSgVPPPEE/vRP/xTPPffcgR7HfmFNNNZ4T4FGtNIm61mLq/G+CLUyKSXsZQqUGtTrdciyDLt99sJoL85xr4iGLMv4r/96C//xHw8gih5FvbYaotFuN5BIXIHJFILbHewXN9VqJVSryd4ChkofooqLX1mWkUzeAseVsLl5rp8EJYriQkRjkSSoWWg0Srhz53UYDI5eUpEEhtH2i/nUguyOFxEOn4FOZ1BlNKegixSWBRKJK6rkVhRkapNAu01iUsmDXwLPNxEKPbHyjr9a0/g00KZxnc6JcPh4f0eU6tgnJVcSTKZJzT5JB7q+J6bm1c+JSGd0OjuMRicajQwYRlQkfrOIxl4YtSVJQi73ALVaDpHImf45qZFcDU9tGEZEOn0fOp0Zp079j4mIXbXguCp2dy8hEDgJlyuw1GsARLZVq2WwufmU4nWi6XSVShK0UV6SJFgsPng8UbCstt8ZQr4jTix9LO12E/H4pZmdLPQzPGuzjCS0JRGLPQWNRgOer8FsFnrlgiaEwy4cO7Y599nyboMsy2g2m/1NNEmS8G//9m/4tV/7NQCAy+WCy+XCCy+8gJ/5mZ/BM888g0Bg+XtjEXzmM5/BN7/5TXz+85/H0aNH8bWvfQ3nz5/HD37wA3zoQx86kGPYT6yJxhrvCQzLpKj/YNoXpSRJaDab/Z0f2hexCg6aaDQaDUiSNPMclToxloEoiqhWq7DZbEsbDHO5Ar71rR8jldJDp5u+m0eJhpJvhJSoXQPP8wgGT4JlNVPN3gBZ/BYKiZ5kibYLW+FwbCCbfRt6vQ/h8JH+7y9KNEqlOMrlOILBx5fW+JNzIsbS8d3x4aQi0o0h9XZPJ8vhqMHabp++O66mb4Hq4aPRs6rkVrPOieP4njSsg4FsZrAAmwee55BIXIHDsbmSabxSSaBQ2EE4PDincaIxjvGpjSSJKBSSMBrtOHnyYyv0YpDJjM2m3tSsBLo7Hok8oRg3Oy7X43keOp0RPt+RkalNKnUNPC8gFju7NEmmRm2bbTBtmie5Upqykf6SWwiFzoBEhifHvDazG+UpMplbaLUaCAZPQa83LHWtBs3ni8u2JElEuZxFvZ5Dp1NFPp+AxxPCxsZjC/u0KPL5e2g0SnM9HbOIBk0QMxgcM6N4BYGHKNZgs8nw+czw+SzY2vLh0KHogaUqLgP6zDMajSPf0/l8HhcuXMDFixfx9a9/HYIgoFgsAgCi0SieeeYZPP3003juuefw1FNP7flxvfnmm3j/+9+PL3/5y/id3/kdAGTCcfr0afj9frz++ut7/jcPGmuiscZ/ayjJpDiOgyiKcDgcEz87LJMa74tYBaumQC2KRqMx9RxndWIsg1WIhiiK+O5338Cbb+bAsvN3S6cRjVoth1TqFjyeI7BaXYqRtWpw794bKBSy8PkCkKQuWFbT68YIA2BH4m2HMUw0qBnZaPQhFFIfqToOGqm6sXESNpt77s/LMpHJVKspyHIXpB1ZQrfbhkZjwtbW8n0LdAFsMPiwsXFIldFc+ZxI63kgMHlOwwswIrmSwTAaOJ3RiX4JulhcxTQ+8C24JhZW84jGMJrNci/O9wi63Rba7UrfazOt3E4J+fw91OslRS+G+nOSEI9fhFZrXWh3vNvtotVqoFpNQ5Ja4HkOmcxDbGwcw/b2k6q9NuMgPqA0otH5nplpcc6SJPUkTtpeCMPk5IMQvzyq1TRYlpTzSdJoxC7Pt7G7ewFO5zY8ntDSLffVaga53H1EIsuTbYAEH/B8B5ubZ/t+D7rpIcsiWNbQS0ibHqdMPR1Wa0iVZHAa0Wg2S0gmbyAcPjMig1SLTocDwzTBcbs4fDiK7e0NHDsWQiQS2lPf3iqgRMNkMiluPrXbbfj9fjSbTeRyOZw/fx5vvvkmzp8/jwsXLuCzn/0s/vIv/3LPj+sLX/gC/vzP/xylUmlkffClL30Jf/AHf4B4PI5wWLmM8ycFa6Kxxn9bTEuTajabEARhZBE+LCGa1hexCg6aaCid43AnBvWL7MU5UqJhtVoX8nbcvfsI//qvV1Cp2FQvZMaJBl0sAkYEAiTeVa/XL3xedLHo9R6DyxXok06tUP4bxwAAIABJREFUVoNKJYd6PdubGgj9BcCwcZQSjVLpERqNIiKRM6obgMcxSIKyrRSpynFVJBJvQaNxQqMRwbJSLyXK0PMbqOuDyOfvo1bLIxI5A4bR9N/baVOPcckVOaflyu6IbCbRMzvL4PkWisUUYrGnlzIAU9ACv2j0rKLGXw3RGMT5MtjcVNb403K7WZKrwRQjrGjuVwtKTEmXymKLxWHpFOmH4bC5eaYnNxws3mUZsNnm92PQz6XJ5OlH6C6Der2EVOo6/P7HYLW6pgYbKJP/QcRutZpCrVZFJHIcfv8RmM2OhYkGlTixrBGRyMmlz4nG1rrdg3hsJRC5XhKSNO73IBPLZTwdJBJbGCEahPB0V/ITjRMesjnRgFbbgtdrgNdrQiBgxWOPxeD1eva1b2kaRFFEq9WaSjSKxSKOHTvWj60f/12O4xYKV1GL559/Hul0GtevXx/591deeQXPP/88XnrpJfz8z//8nv/dg8S7g2quscYeQpZlCIIAQRAU06RoKRUwKSGyWq37sgMz/DcPGuOdGKtInJSw6MOp3W7jxRd/iO9//y0wDOk3MJm8qmQPw3+rUHiIUikJv/8EDAbzSLO3WpDFw2XIshZHjnx44lxYVgOfLwKfL9I3FnY6LRSLuygUHoBhiNeAZfXguDJ8vqM4dOjZhY5hGKXSLsrlBEKhJ2AyLUdKqYRMFIGjRz8ycU7Ub5DP3+tNPcReStSo34CYXMkC+PDh9w95NEaLsoZ3oMdjJhmGQa2WQ7H4YKmyO73e2J8KpVI3IEkMjh//OGq1NHZ2LvaN8lZrYGa8MQWZNl2C0ejFkSMfXOhYhtFsklQfkkI2fRJntTpGDNhE8pNFMvk2GEZAqZRCo1HBY499FG73cvKvAYkz48iRDy29WGy3OaTTV+FybWNjg0xDXC4/XK6B3p/uvO/sXOnHG7OsHh7Pdp+4UqP2qjv+pKiOx7Fjg3t4XHI1HG06Tjy0Wh08nhAajTQ2Nk7hzJlttFpNlErk3hdFkrRlMjkU5YbD4LgKEolrCAYfh82mPplqHCQVrYCtrWfmTq3MZhvM5kHULp1YplJ3kE6/DY3GAL8/hHo9D71+/r0/DvL5vgiXaxvB4HTCMw+E4N4dMeYzDAODwQbAhnIZKJeB27db+P73z8Nk4nt+DzNCIQeOH4/Bbrfvu9l8mKQqoV6vT90IpM/N/UA6nUYwOJm0R/8tlUrty989SKyJxhr/baAkk1La7SI74RLa7TY4juunSe2VTGrW8R0U6DnyPL9QJ8Z+QpZlXLhwA9/73m10ux5sbT3b//dyOYd4/AYYRgIggmFYuFyxCckMAPB8C4kEkSZFo0/1pxiLnle5nEKh8BDB4ClYraOLh1mvZTSaEQ4PFgCJxFUUi0WYzXZwXA47O5lev0EEdrtf1e4dlVuZzX4cPrz8Apjo2G/PlFuRBcxgR5b6DZLJmz2jvIRSKQeW1eHEiZ+e202gZKQnZJ/Hzs4l6HR2xGLP9M5TmJh+zAOJvr0Kt/sIQiFSXOZ0DuJDabzx7u613tRGAqCBx7MFq3XwHhSLOyiXk4hGn4TBsOy0aTDFOHx4kpjOA8MwcLs3YLe7sbNzAeHwE3A6gygWE9jdvTIUb2zsxRvPJpsD38Ji0azjyOXuotWqY3v72ZlSNK1W14td3er/G8c1UCwmkMvdQzp9Dyyrwebm40tv2BA/0WW4XIPrTTF8zwx7p4YlV3S6WK2mUCzGEY2eg8lk7n0HWhAOP9YnzRqNBo1GGen0XQACGEaAKMqw2QbENZm8AUHo4ujRxa83BfV0mM3+pTciGIaBTqdDt1vF6dM/A5vN1UvpymJ39xoYRuoR7/ndKsXiI9RqOcRi8wnPLCQSbwHQ4ujR+YZlltXAaHRCloF8nvzn2rUyvv3te8jnb+ADH3gWgYAFm5teHD68eWCdUxSNRgMWi+XAn4+tVkuxy4T6XajM+ScZa6Kxxn8LjMuk5nViACRGdT9kUko46IkGfeg2Go2FOjGWwfBu4zSUSmV885uvIx7XQqfzY/jtJouvANzuQcIHlcwUi7tgGCL5MRgc6HSaaLfbiEZJcs0ss/c00EW9weBW9YCchkajiEzmbfh8x7GxcRKyLPcnRTRlqVy+Ao2G9Bvo9dZet8foLi/tSYhEzq0gtxqkWy26q80wDFyuAFyuANrtBpLJt7CxcQqSJCKRuAaNZmCUt9vD0Gpny3IYhkG5nEC5HO93dIw3mquVwNDo20OHPjA1+nZ46kRByuESKBYfQhS7yGTuw2bz4/jxjyz9HpMOiZsrJ0rRXe3Nzff1Sdy4DKzRqCKf350quSJTqysAdIqTOLWgsi2TKYjt7eNLfUeYzVYIggfZbAFnzrwAk8mKarWIVOoWgIHkym7fgNM52Sg/DNKvUcPW1vtVe2/G5XrU1KzVWnHkyAdGyMc4uWUYBg6HFw7HKHEtlTK4f/88MplHsNvdcLl8qNXyqosRh0ElTqtE8QJAJvM22u32yPVmWQ283hC83sFEgqZ0lcsJsCwpNNXpSDyzXm/G7u4FWCzLEx5gkHAVCMye6M1DrZZHsfgIm5sfQjptRDoNvPlmEsAtuFwaeL1m+HxmHDmygWg0vNIkft5Eo9Fo7NvUYhZMJhM6nc7Ev7fb7f7//5OONdFY4yca82RSwxiWSQHY84K5WTgookG9BfQcF/VN7DUkScL3v/8G/uu/MgA80OnULYiGJTMAiXe9d+8NyLIRFosB6fRVsKwWLlcYTmdI9cOftmkTbf5yX+BUqgIYcPgwWdTThQyFTqdXWDxWkMs9hCyTlCUybSogHD6LQ4eeWepYgEFq0qoN1qnUdfA8j+3t9ysu6qvVEnK5h2BZARoNhnZ+o0Pt6USaZDJ5RyYz06Ye0yQwrVYV2ezNXlTn4hGTZOp0rB8/+uST/x/a7SYymTsABNBmZzWLXzrFkCRmJWkSeW8uwGoNz13kKUmuSiUiueK4IvL5FLzeCEKhE1O7XeZhQHiehiQt991ECQ/DGEbeG6fTOzJ1EkUBhUIKu7tv9ac2LKuD270Jq9WNbreD3d0LcDg2ceiQushkJZC+mrcRCp2Z6HYZv+eA0QkbfXawrAaS1IJGo8EHP/gpaDTa/sZHqRQfIt6TxYjj7w31dKyyoUEmg+fhdG71JW2zQL47D4/8G8fVsbt7FdnsLny+DbBsAdmsBI9na2GjP0m4quDw4Q8u3XtD3xut1jIhYSQbAUY0m0CzCTx6JOK11+5Aq70Cr1cPr9eMQMCKY8ciCATUTYzVoNlsviMTjWAwqCiPSqfTAIBQaHlZ27sFa6Kxxk8k6MOCTjFmmQLHk5b0ej14nv+Jaz+dh2FDO0k/Et5RkvHwYRz/8i8XUSrZoNUu25RLdupFkcWxYx8Fy7KQZRkGg6EfKfro0eVeUosArdYMn29SckLlGDZbFEeOfGDpcyqVkiiVdnpSlcUMt1arsy/RSqWuQxSBYPAcms0iWq1Cb/GlhcezrUoGM1jUu3HkyPILmWazgnT6BrzeowiFlPP3AcBud8FksvYNtAPJElk8VipZNBplnDjxcbhcG1NfB5gugREEAcnkVYgisLn5LBiGAc/zU7s9poFOrSyWAA4dej8AwGg0TSx+i8Vk//iHk34MBmvvvSkhnb4Jv39vphjR6PvmStGUQKZOfnBcGhaLF4899rGeXyKBSiWJ0Ub56YtfQJnw0I2JRTDeEj4LGo0WgcAmgM3+v7XbHAqFBO7d+xGazQYCgSi63QZ4vr3U1CmRIDHQShOe8UkGNUVrNJohqZ/QKxQkxY+x2FP9DaLxjQ+AbhzsQJLaYBgZsjyYOnU6HJLJqz1Ph2vhc6Egcr80YrGnl7pvKMrlRzCb7fjQhz7VDzmoVvNIJIhXiKR0ybDZgr3uocmlIZV/WSxBbG+/b+lj4bhaf2qqJk2PYZje/WxFpQJUKsDdu238+7//EM8+68Qv/uLzqv7uu3Wice7cObz66quo1+sjf/+NN94AgAMvD9wPrFOn1viJw7Q0KSUMJy1RmRRdkLtcrgPbvaCTFKdzeR31NCh1YgiCAI7j4HbP/yLfC5RKJZjNZhiNRvA8j3/5l9dw7VoTWu3y51sup5DL3YPX+xjMZhu0Wi00Gg06nQ4MBuX8+0ajilIp0Xv4k13yTqcJnc6K7e2nFopCbbVafYM57QLQ650IhSZ3XNXGoVL5jc93TLFUq9VqolhMQBSbPb212Fu8jBrlC4UHqFZziETOruQ3mNbRoYRprcJ04WqxbMBuD6BUiqPbbYJlqdHcpWrntNEoIp2+OSLHGJdcUUzrWgCAXO4+Go08IpH5karjoEk/PF9DLncfsszg0KGn4PXGlop4pfeN1RrqeRuWA4kfvY6NjVMzCQ+9/2W5DRpvbLF44XZHoNXqUSg8QqWSwebm6HtDvzvU7g4nEtcgSRKi0eWTiobJYCBwqG92rlTSALq9oIVRv4QSyML1CgKB2e/NMJTSl8rlQZ+KXm9QXWRJQb1O9+79qLeJEIEsM7Dbg3NTupSOb3f3AgwGN4LB5VO7SMLVJXi95Ptm1veUKAoolTJoNvNDXicWLtcmZFlCLndvZfkXKaKsIhY7t/Q0hEzwivif//MInnpKffoXz/PodrtTu6z+4R/+AS+//DJeeumlpY5rWdAejT/7sz/D7/7u7wIY9Gj4fD786Ec/OtDj2Q+sicYaPzFYVCbVarX6SUsWi6Uvk+J5Ho1GA06n88Bi9vaDaIxPakwmEwwGAxiG6RvdD5po3L79CN/5zk10Ou6lHyR0cabVOuD3HwLLstDpdP1pRrvdnko0htFoFJBK3YRO5wHQGcqn18LtHjUKK4ESjVJpB7VartemrWw6n0c0qMRElrWIRpWjUJUw3g8gCDyy2Ufw+Y7g0KGnlr5/a7UCstlbqjs66LGMEw3S/VBENHpOccdVlmVUq3lUKsP9BgwcjhAcjo3eZITIKAAdotHTM9+baV0LACCK3d7UKgy/f2vpBXCjUUQicQN+/3G4XP6R93/Qqj04/mmgZFBNh8QsJBJXIYryUvGjVHJVqSSQydyBwWCF1xvqd5PQ41dLNOhutN//2Ept7pVKAvn8ztxoVjo1G178MowGLlcMNpun51toYXPzzELfN5Ro6PX6fveITmdX3ESYR3Yp8aDyL7f7UD+2lqZ0cVypL7nSaPRwu7emTi2p/CscPruSFDKfv49GozhS4rdIPwxASkFv3HgFoggEAgFVkjEl0Phbmy20UoSzKHbh9dbwy7/8Ybjdi02KOp0OBEGYSjT+5m/+BpcuXcI3vvGNpY9vWfzyL/8yXnzxRXz+85/H4cOH8fWvfx0XLlzAK6+8gg9/+MMHfjx7jTXRWONdDyWZ1LQpxqzFNwUlGg6H48DkU61WC+12Gy7X8mP0YdCJBX1YjndidDqdA53a3L//AN/97ltIp43Q6ZbvCslk7qBez8PnOwmj0QStVjvio1FDNMhu4GWwrE5xUd9uc8jndyGKTQAyJEmAxeKBxzO6a12pFJHNXofLtdXPhp/WDD7rAU4LvohUYHmimc3eBsdVsbFxCtVqFu12FSwr9o3mRPIzO06ULOovgmXNC/VZAKNEQxDaiMcvw26PLLxwEIRur5G9glarhHw+iUDgMGKxMwstXoaPK5O5i3q9gHD4iT7hUdO1MAw64QF02NggC06l60mPv9Wii8fRYr7hCU8gsHzXB8dVkUxeW9l8XiolUCrt9tO2eL4z1E1CpmaAHn7/4Zn9G6kULZh7YiVt/qxFvRp0Om1kMvfw6NEVuFwB2Gw2GAw2Vff/8HEIgoBOp4pM5taEp2MWlFrNi8VHqNfziEbPQa83zHxGtVpNFApxxX6MXO4uZJlBJHJqpYSrR4+I4Xv8/luEaFDD9zipnOyGUZ66UtD420X6PpQgihU89ZQDP/uzH1hqg6XdbkOSJJjNysfwla98BYlEAl/96leXPsZl0el08Id/+If4+7//e5TLZZw5cwZf/OIX8fzz6mRh73asicYa72rQB8J4VroS1BbSdbtd1Ov1n0iiIcty/7VYloXFYlF8aBwU0ZBlGa++egHf/vYllEp16HQayLIInc4Cr3d7ImFpGtrtBuLxyzCbg3C7w1ObvecRjVIpgWJxMQ8FlTxUKmkwjACGkVAoZCBJLB5//OMwGk39n1uEaNDiPb3ejmDw+NLXgSZBORxb8HqVG2JrtTIqlQRkme8tXqjeemB0LpfT/T6LRQvdgAHRKBTuod1uYnPz7EoN1sMFfs1mrS/5ISlFMiwWHzye6Mx+AKWyO6WFIMW43IpeEyLbers/4aFTU7U7v3TxVSw+QKNRRyAQhcMRhNsdXUpylUqRtK3NzbMrRqpehMHgQih0bObPlkp51GppMEwXtJvEbPbA642B5ztIJK7MLZibBxq9HA6fWXmnnpjYn+zff8P3v5r7R5Ik7OxchEZjnDtFmwW6qDeb/fD5YiP3HsX4/ab0nVYoJHD79mtwuYKw2SyqJGNKoKWNkcg5xQ4Ttfc1mYaQlvp5ctPRqasIWRYhSTIcjiAajQIYRrcScZJlCTpdEZ/4xBkcO7a11GsA84nGH//xH0OSJHzlK19Z+m+soYw10VjjXYlVZFJms3nmF6kgCKjVageaOrWqlIku8jiO60Vdzu7EOAh5WDKZxosvvolczgxRxMj0oVYro1RKAOABkAeP3b4xklAE0ESf62i1WggGT86NrKVEQ6/Xj/wMkVuRJuJ5i6pZIJn61+B0HkKjUYcg1KDTsT3yZIPbHVXcNR0nGoXCDqrVVK94b5XSsmvgeWHhXeRhvTXQRSbzAFqtGSdPflR1I/g4Wq06dnYuwus9Aq93uXI5YDDhmUUGJUlEuZztN7IDpBvD7d6CzUZ294neu4xo9NxcwjNNciVJEjKZ66CyLXpPLUo0Bj0oAWxsHOpJljK94xd6O7/z+w2INOnqVA+PWixamjcunZIkCeVyFo8enUenwyMYjIBhtHA6N2G3LxbxOhzFG4ksv6gfTIrm+11oRG2jkestfmXIMnn/dToj4vHL8HiOjsTCLgp6H0/bqR++14bvufFJG1nUlxGLDRb1w5Kx4fvf5dpU7BYCiBleljUzF/Xz7uvBNGRjJU8Rx9Vx48YrMJvdsNksPSWCBm53rP/5VQNBaCEW6+JTn/qpqQRBLYZVDkr4whe+AJ/Phz/5kz9Z6e+sMYk10VjjXYVFZVI8z4PjOMiyDLPZPCGTUsI7STSWmTCIogiO49DtdlV3Yuwn0eh2u/h//+9HuHy5Ao2GEKd2u92fQiifg4BiMYVGI9/XKvM8D57nEAichs3mhlarnbuwUyIaudx91Gr5CYPrIhhuCKda+Ha7PUaeSigUdkHIE0n5cThCcDrD/fuWYeQRg+uymGcaV4tCYQeVShrR6BOQJLkn2Wj2JRtms2+iEVwJqdQNdDptBIMnodfP98cogcpmtForwuH5MZ3j6HTaKBbjaDYLyGYfwmy2IRg8MrfVeRpqtTzS6bfh9z82opcf/nxqtdq5n9dikbzH84z5tN+A5ytgWbknebPA7SaTv1TqBnie3xNpklZrRzisXpo0TjS63Q7i8Yuw2aLw+aJjxz+QXGm15p5kTJnMNJsVpFLXVCcMTQOJcCble8uGH/B8G7dv/xCNRgOBQBCiKMFksvUmr4v4DWikrxGRiHoz8vikrdvtIJG4DIslCL8/NjXcgILc/1TyRu8fK6xWH7LZ26p8MzSGW+m5RydO06YhalEoPOhPnIanIe02h1IpBZ6vgWXFXkCLTbFbCAAkqYif/ukIPvSh5ad6w2i1Wr0EK+X757d+67dw+vRpfOELX1j5b60xijXRWONdg0VlUrM8CrMgiiKq1SpsNttKBUCLYBkpE11Ut1otsCzbn9So+f398qHcvHkXL798Hc2mc+whMptoDINKOjodQKvVQ5Y70GpJjKTNFpgplxkmGt1uG8nkFdjtm/3F0DIgO5P3eouhgbRtnGiMS6coeeK4AiRJQLEYR7fL4/HHf2ahXbthLGsaH8f4DrsSqGSsWs30JWPju+4cV0UqdR1e71E4HD7F1Ck1GOywPwGTaXnZDPWpRKNk97dWK6JaTY9IZkjKz/RuDOrFIO/xYId9eCFIv4MolCRXat7jeajVysjl7iKTuQen0w+r1Q6LxQ+PJ7KQZAYAqtUc8vm7C/epjJv8C4UHva4ZZYP/MBqNCkqlJAAieZOkgWQpk3l7D+Rfq3s6gME0xOHYhMcTgSiShS7Pc73j74BuHpjNnqmSN+qbWSREQQmVShr5/ANEIoQ4KYUbzJNcAcDOzmVkMgkEAkGwLHrHP0gZm3wflIkGSZ+bPQ2ZByJHOw+z2ad6k6VWK6NcTmH8/d/etuHTn/4AQqHFO3SmgeM4sCw7lWj8+q//Op5//nn85m/+5p79zTUI1kRjjXccy8qkZnkUZkGSJFQqlQMts6NEQ+2EgcqkiFHQCJPJtNADYK99KM1mEy+++Bru3BGg003KXej1mHctisUdFAq78PlOwGSy9ONjASp3yKLRIHIZkhClG0mIokSjULgNQRCxuXlmocjaYdBceK3WgUjkMQXT+GyiMfi5BuLxS7Bao3A4vCgW432vgSRJqheO1DS5qmmcJkFFImcW3umnu9adThn5/CN0u11sbT0On+8QdDrTwkRj4BNQjgVWf1wc4vHLcDpj8Himy7ZoNwbHFfu7vhqNER5PDGazo5/oM2+HnX4XabXaCQkMAJRKu6hW04hGn4TJZF56cTaemjSeskS6VQYpS0oYFMMZFjb4AwOiAUi9HfYNBALbS52PJInIZh/h3r034HYHYbNZIcssnM7owq3aZIf91srpS4Muiif7xGmaKZpK3uh3ECGvDOz2MFqtEnieRyy2GnFKJK5AozFNneqpkVzJsojd3YuwWkPw+wdhDDRlrF7PKqak0dQs+p02MHwfh8Ox/OSURlMTqd7y14rnawgGa/iN3/jEnj+bOY6DRqOBwWBQ/P9/6Zd+Cb/yK7+CX/3VX93Tv7vGmmis8Q6CLty63W4vG1u9TGqeR2EW3gmioVbKNNyJMR7Luwgo0VhVHibLMn784yv4j/94CEnygGGUj30e0eD5NnZ3L0Cv98Lni001e4+j3eZ6k4IGGEYGx1VRLGZw7NhPwe9ffopRKDxEuZxGJHJmqkxgfEqjRDSIh6KLUOgUGGby/Ie9BsPxnMPkSZIExOOXoNXaEApNEh614HkOicSVEWP0MqDG6EDgBGw2N+r1MsrlJAAegsBDo2Fht4fmNmqXSrsolRKIRM6oDgVQQiZzCxxXH9GwLwKOq6NQ2EUqdR0Mo0MgEIbJ5J0pGZumZaeSIoPBi0DgkOpuj3GQAskrcLkOwe0Ozjz+TqeNQmEX3W4DLDuaUsTzTaTTN7Gx8fjS5FSWZWSz91GvZ7G5+dTS0iSATpzqIz0JypIx6wzJzCD9a9X0JeLb8mJjY7Qpe5H0JY6r49q178FsdsHhsEEUJeh0RrjdWwuFKpBpyNWFr9U46SiXUygUHiISOQej0TT3nhukpJV7kz8ZOp0ZssxAENqIxZ5cerMGILJKQRBXmsCSDcYCXnjhOM6ceWzpY5mFZrMJrVY7lWj87M/+LH7v934Pn/jEJ/bl77+XsSYaa7wjoDKpRqPR75eY9iUliiKazWa/YEmNR2EWyJd1GRaLZeqXzl5j3oRhmEgByrG8i2AvfCi5XAHf+taPkU4boNUqG+goZhGNVOomGo0KNjZOQa83zDR7TwONrAW00OudaLWK0GgkABIYhu6Y+ubumPJ8G/H4JVgsG3PlLrOIxriHYrHYSA7FYgKCUEe9nkexmMPW1hmEwyeWSigCyGK81aojGl01CeoKgOmyLZ7nwTBAqZRBq1XsxevK0GoN/YWXIPCIxy/BaPSuVDbWbjeRSFyBy7UNj2d50269XkQmcxMbG6dhs7mGJGMpMIykKBlTkpgQ4pTsEaeBMXVWt4dSyRtdjG9unl1qgUe6SQq4fftVMIwBgUCwn/Izj/yNg5p/dTrlqZ5a0PQvKk2ah2HJFdl1J5Irk8mBdPrGSGnjMqBG7WlmeLWf10LhIWq13EjCFUCLHeMQxVZPsiTCaHTD61WOeCWTq/bK05Bk8gpY1ohQ6MTUe25ashqA/uSKlApqYLNZQYoRJRiNTng8MdVTUPJdelEVWZ4FQeARCDTw6U9/GC7X3hfaUjQaDej1+qmbix/5yEfw5S9/Gc8999y+HcN7FWuiscaBYlwm1el00Ol0FGNf1Ua5LnMM5XK532R9EJhFNFbxm0zDKkRDEAR8+9s/wPXrTbCsuod9p9MBwzAjX+IcV0EicRVWaxQu14Yqs7cSxiNrW63WiBmc7Jgm0OkMTKoGgw1e7+GRh2YmcwvNZg2bm2fnas8BZaLR7XaRSlF9/2AxTjXfaidkRDN+qb/bWqsVUC6n+nIHgIXDERkpVVM+xgaSyStwOg+ttBiv1fLI5W4hEJi92zqt2I0uvEqlh2g0GvD5yMRjmlZ8HjKZt9FqNZdejAMD4sQw+rk74wPJWAUajdwLXrBgY+MItFo9dnYuwGDwIhRSR5yU5C904uRyHYLXG1bV7aGEZrPS9wnQxbgoCigUUj3yJ/Vkh3p4PNtTU8aq1TRyuQcIh89Aq9Wr9n+Ng3o6xhfji0CSRNy69RpqtSpCoVBvwq2BwxFZSHI1kJEZEQ6fmLl5Nbtgk8gqTSa/Kv/NeMQrSdoDLBYvqtUEXK7DK30+aVHiLMnfOPFQklxVKlnk83cRi71vhIAR8lpEtZoEQIo1ZVmG1boBtzsy8f6XSrsol1OIxZ5a+poDpBvjmWdceP75Z/e9PHcW0ZBlGU8++SS+8Y1v4JlnntnX43gvYk001jgQTEuT6nQ6E7GvdEHXbDZXlklNA22yPiiiobTw3y8iBSxveL93bwff/vZF3L5dgCRxIIUH3H/lAAAgAElEQVR2pJBp2m4dMEo06M5buy0iFDrRj6xd9EFCG8JNJu9IZC1t7J5GoGRZRq1WRLmcgizz4PkGcrldhMOnsLV1TvVxjBONUimJTOYOQqHHYbWOTuAWIRq0B2CWh6Lb5VEsklI7Sp70eiu83m3o9WQ3ncq2Fm1FHgY122o06gr8phENSpxoSRjVitdqdOFFFo60kXoa2u1Gr7Ph0EqdDfV6Adns23OJ0zQIgoB6vYxk8i1UKiVsbISh0ehgsykvvOYhm72Der2MaJRcK7U70ONIJq/1vUnzrtWgGI6mjEkwm11wu2NIpa7207/o9+2iRIOa4a3WIPz+LdW/Nw7qv3G5Rns66AbCeMrSNMkVJWDB4PyEq1kxr9QrpTYaeBpyufvY3b0Ft9sPrZbtkb+BX0gtstnbPdK92Od8nOgmEm9BkliEwycnJm3K3UCDiGzqFwJYdDo12O0RBINHVR/L5LFJMBiK+N//+ywOH15e5qn+78loNpswGAyK11yWZRw/fhzf//73cerUqX0/nvca1kRjjX3HrDSp8djXvZZJTUO5XO6brA8C40SDyqTUdGIsg0WJRqfTwT//8w9x40YLOt3owoxMgKjUROz7DDyeGGw2b//3GYZBq1VCOn0bHs9RWK2umYRgFnK5+6jXc73I0NFrNI9oUJCODlJ8Fg6fRqmU7u34kjZwnc46s1SQEg2WBe7ffwMajWWkeG/UnEmI9CyisaqHgpaStVol5HJJOJ1ehMMnFpbLUFSrJPlmkZQiJaKRz9/vpRTNjhceLBxpvKXU9xro9cZe83R7ZeKkdooxC8RTdAlmsw+h0NHea08atTUaElYwHI87/jrx+EXFZDQ1O9B0IbgX/RpksXkLjx69Bb8/CpNJD0liYLcHYTZ7FpJqlstxFIvxftv4siDBBaQYTs3O+HgxHw1b4Pk6BEFULU1SIhrDsbWzpiHzQGSeF2A0urGxMToBI5O/BAat4IT8eTxbE5s4dKPF4dhcqbeG5zns7FyEz3cMZrOrTyzUlllSNJvVXrCDFxqNMLIBMo38KUEQOGxvi/jUpz56YBt9lGgYjUbF54YsywiHw7h58yai0eW9f2soY0001tg3UJkUHVMr7ZwMpzG12+3+7r7ZbN5Xo3a5XIbBYFi5BEgt6MLfYrGA5/mFOjGWwSKG98uX38a///stdDou1Qu8TqeFQiEOnq+DZWW02xxqtRxcru3eFEO7lBSDmGQvw2bbhN+/qfgzaohGvV7oG5odDq/izzQaFRSLCcgyiVYk8bqDHet2u92XCITDp2G1DhaT47p8imkP673yUJAYShabm09AksQJuYxGM9+kShvLdTo7wuHFjJfDRIP6XWy28EjyjVrQyVM2ew+53EM4HB7YbK6e0Ty4MHkaJEotb4wGgFIpjnz+EcLhx0euuRJarSZKpQQEodnXutOFY7m8i3q9uJCkaJh4UKN5JvM2Op0OYrEz0Gp1c6ce0143lboKWdaOEDBB6CKXi6PZzEOvZ3tJW8ZeN8ZktwRdRBsMTgSDyxdj0kX0svcORbvdwM2bP4BO54DDYQH5HLMzi+3I3x/14FCj9qrekFqtgGz2Vi9kYj55J5KlfC9imvgnyGXXotvlEIs9tXQ3EECnp8W+4ZuGjAw/c6YRXmDgMcpmb4PnO4pEjkbUMswg4nhaRLAsF/Gxj0XxgQ/Mn8jtJWjIyjSiIQgCPB4PSqUSnM7984m8V7EmGmvsOabJpJRLiAjRoLvCy0S5LoNKpdL3QxwE6EQDIItRKpPar/NUQzSq1Rr+7//9IXZ2WOh06gurxpHLPUChsAuLJYxOpwydDmAYgGFYOBzRuT4DimTyOjodYpicpcsfj50dBlkIESlQJLJY1CdZuCfRbOYhim3E43dhMjlw4sRHhrTwk/G2ALm+lEwPP6zb7RoymRs9XX5k6etNoz7nxbJSr4QktUDJE+01YFltjzglEApNT9uaBUo08vn74LgyIhF1fpdpSKWuo9PhEYuRKYYgdFEqpdBsFvvFjrMWvsCgbJFhDHuSUmQ0uuDzEV3+otM4IhlL4ebN/4TN5oHL5YYkMXA6w3A4AguRJxI9SiRFTmdgptF8FvnguAqSyesIBE4oLqLHpVPNZg2lUgKS1ALDkHveYvFAqzWhWCSejlXiZkulBEql3T2YhtxHo1GcaIYfFNvVpsoOh4lGJnML7Ta30iQNABKJq5AkZqSbZVHQLgqOE2CxmPvHr9HoZ07OJl+H3MvjnRbTpI9Kx0Huiw52di7Abo/C4wlPTNqUzpMk7eVQrw8iggEGJ05E8JnPfASBwOxSwf0AJRomk0lxY69WqyESiYDn+QPr1novYU001thTLFK6J4oiGo0GRFGEVquFxWLZl919JVSr1f7f3G9Qvwk1H1qt1n0nUrOStWRZxquvXsBrryUgy54V5CWtnknWD59vEwzDjMgvul0e+XwCnU556IFvh8+3Db1+IIciCU43erKQ+QVN04gGMY0/Qih0BhbL8guhZPImarUCwuEzkCQR9XoGgtACw4jodgXYbP6JUkF631NSR2Qq18DzPCKR0xiOBV5Ek089FCy7OHEiv0/idSuVJDKZuzAYzPD5NuHxDOJ1F0GjUUEmcx0OR2ylksSBFOjo3Gs+TJ4YRu7JZQh5ajYrK3kxKMrlJAqFR31d/qwG5VkoFB6gWiUpRZSAEb9NEu12uR9Pq9eb4fFMb6SelUylpmeB3l9EOjjb00Hv3WkbH5Ik4caNV9BuC/D7fb1rMJrSpQbkXr4AvX71acju7kVYLEEEAluqfmdcctXtdmE0utBuF+B0EnP+stirLopms4pU6iqCwclJGpmcxdHtNsGy8kjE8fjEg0xV3u41fI/eX2qJBkBKNovFh7172TBzijsrYlcQ6jhxQoNf/MWfOrA4+XGIoohWqzWVaKTTaTz55JOo1Wr7bkp/L2JNNNbYE6iRSQ3/LDVB00nGqn0Pi+IgiMZ4J4YoigfW3TGNaKRSGXzrW28glzNDp1t+N5FG1gaDp6HXD15/VlywLMu9ToYEJIkHw4jIZndgsbhx8uT/WMikPUw0iAzjIkwmz4hpfFFwXL0n54giEIhBFEWF1Ckelcrwbh01OW/CaLRDr9ej2Swhnb4Jn+84HI7B7p0aTf7w54Y86B8gGCRpW8uCLn6J38XYj9ftduu9he90nfgwstnbqFZL2Np6cuSaL4pk8lqvMfqJpXaQiVcig7t3X4NWa4LfvwGG0cLtnl5qN/21iIxMr3eMFAouSjRo8zQpu5ufUkTjXWW5DRKvK8Ni8cNm8yCZvDq3mHAYw/cTvb/a7QZSqbfg8RyD270xk9TOIhpkGnJtYpK2aDfGXpXv0cXvqtOQTOYOEol7cLs3QC6xCFlme/eQstRSCdnsXTSblaU7XgbHs1j87XhKFPF7yOh0GjCZPNjcfELxddQQjUGM7vRSQXoMs2KdAUCjKeJ//a8T+9aNoRaCIKDdbk9NdLx79y5eeOEFpNPpA5V0vVewJhprrIRFZFIARkzQRqMROp1uT4rlFgXdubBal5cMTYNSJ4Zer0elUjmw7o7xCF9BEPCd7/wIFy+WodEsvpNN0WiUkUhchd0eg8sV6HsleJ6HLMuqz42WTvn9j6HVqqHdLoM87CXodBZVJm2dTodc7h7q9cJcI/I87O5eRqvVRiTyOEwm8jAaj+wd7tEYPR4OudwO2u0KSqU4JEnCoUNPweuNzVy4Ky0QAbL4TSQuw2Bw9k2pyzz81C5+iVei0NNZdwHIkGUGTucm7HYveL6FROIKnM4Y7Hb/Qs3gw6ASnlUMzYByotRoqZ0MURRgNDrh821PvQblchqFwgNEIk9M6OkXIRrF4g4qlfRK96Akibh7979QLGYRDEbAsgzGix3VIp1+G61WA9HoGTAMq7gIHCa204gGmYZIUxet4xifGpDEQC86nQoYRteb7C0vKYrHL0KrtSMcXr5hnkqKdDpHL7p4cH2J5Ir6zsReuMOo5IqCfras1tU8JmST5DycztW6Yniew6NHF6DVusCyhHiQjqHBPUQlcrM+v+12A/H45aW9KvR7jOdbCAQa+OQnP9jr6iD3GgnXIP99kAv6eUTj8uXL+I3f+A3cu3dvTTT2AWuiscbSWFQmxXFc/4uOyqSWjWFdFfV6HQBgsy2/u6aEaZ0Y70R3B43wvX37Ab73vdtoNJwrdxLwvIhQ6NSE2ZsSzXlEg8oeDAb31AUD3e2VpDZIHj0pI3O5BibtbreDXO46bLbISg/6Wq2IePwK3O4j8PnCYwsPdUQDAEqlFLLZO4hEzsJqdQxl6pNMekli4HZvwm6fvcAuFB6hVEoiFDoNg8E8d+oxDWSntYRo9NxSHopul0ehkEAicRk8LyEYjMBodPYSiuwLE41E4ipEUVIVyzoNg0Sp+YvWwY5vqjd5EiBJDByOMOx2H+Lx2WZ4NUSDFhOq7VqY9TokJjY0ci+32y0Ui/GxRnAnvN4t6HSTnzMaEztt0apkNAfQnyrTRWCnQ4oSvd7VCGGjUcatW6/BbHbDajX20+oWJU+NRhGp1E2Ew2dWmuwNx9ZqtXowDDPz+tIJbKWShCx3e2Z/GQCLbreFWOzplaYqpAAyhVjsyZV8TqTHpKDY8D2YXjbAMCJ4vgOz2Q2fb2uCPGWzd8Fx1ZFW92UgimW8//0ePPfcs/17jSod6FoBIIR3mHws2yujBt1uF51OBxaLRfFv/PCHP8Tv//7v46233loTjX3AmmissTCGZVKyLM8kGGSM30ar1QLDMP00KfrzlGgclKSIYq+JhppOjIPu7kgmk/je9y7h0qU8Go0aGIYkExGfxOSDZhqq1QzS6dvweo/1I2vHda5qiEYudx+1Wg7R6GRk7SyIooBiMYVmswCWlZBM3ockCTh79gVYrZNFj+peU8SjRxchSUA0+oRitKcaoiFJAuLxS2BZC/z+I1PPf7hUUKORJqJd6WLTbPZNRGLOWiCOa6PJYvMS7PboUhG6FK1WHcnkVbjdpNuALLpKyOd3odEIYBhAljE3IWqeEVkt6vU8stnbCAROL+3FEIQuHj26jHT6IQKBCPR6HXQ6EzyeQxPTs3lEgxia4xMt4YuiUHiASiWHWOycInkYhpJcRpIAhyMEnufQbJZVx8TS16P3FL2vstk7aLcb2Nw8O5Jwtejii0QVT6YUDS98B+RJ2WsAEJmdKMpTm+rVgKa1MYy+3xXT7Xb7i9xFXmd39xI4jofZbALLkqkBoIHLpV62RwjzReh0zpW6KKhxfNzwPQ100t5uN1Ctko4hIrkSUa0WEAyeVPU6049HhMlUxCc/+RS2tpT9W8P3GyUfw99p9JpQ8rHsNHcc84jGd77zHfzFX/wFXn/99ZX/1hqTWBONNVRjWCY1vtOqhGET9LQ0qUViWPcSjUYDkiTBbl9+h4xCbSfGQXV3yLKM8+ev46WXroJhNkZ2y4Z9EnSXTpLQS8UZXTBKkoCHD98Ew1iwsXG0L5NSOrdut9tbNEwuFuhOq9UaVm3eVEKjUUYmcx1WawxGowW1WgaSRDTugiDCZgvA6x01aSuhXE4jlSLRty6Xf+piYx7RKJXiKJXiCIcfh8FgGTGDzwONdq1UkiiVdtFoNBAMxuDxbM9NJ5qmjc5mb6PdrveNyMuaGlOpG+D5jmIKz7DGmxDAJDiu1Df704Qovd6MVOoaRBGqpTdK2KtejEExoRWRyEB3TqdnAIk4liQJVmsAdnsALDsZODBIpvIgGFTXEq6EgaE5sNLirt3mcO3a96DXW+ByuXoJRUZ4PLMjjodBvGQNZDLX4HRuwuUKqfYRjYPnOezuXu4T1Hmgn4NqNT0kuQKMRidqtTT8/sdWmqrQ0IFxorso0Rh4VSZDB0ZTrkjEscFgh9cbm9jMaTZLSCZvrDydIVHO6mN0gcl0MYBMeTKZ2zCbwxCEGhiGTGAJeZodETyMbreBI0eAX/qljy4sDVaaegzfd3shueJ5HjzPT5VK/9M//RP+8R//Ed/97ncXfu015mNNNNZQhUVkUsMmaK1WC7PZPLPFeVo60n6Cpl05HOobWscxLAdT04lxEESjVCrjW996Hbu7WoiiZsTMPA2C0EWhkBwps2s2G5BlGZHIkzCbrXObvacRjVTqei86Uv1O6zjoYlOSWMRiZ8DzPFiWHSvbImVqjUYOLCtDlgVoNHp4PNswm8nCQBS7ePDgTTCMCdHoqZHJmhKmEQ1R7GJ39yKMRh9CoSP9Y1yEaABkypFIXOrrvMl1SPTTiZRiOZVAddV2ewweT2ju1GMaOK6KVOo6vN6jUxd388ykHFdHPH4dudwjeL0bMJkssFj88HgicwngOGq1PHK5Wz0z/PKJUtVqBrncPVWxrPQ+IrI3GSzLgGV18Hi20O02kM/vrNwYTSQziZUNzYXCI1SrmQlviFJKl9nsgdcbU7wG2ew9VKs5HDr09MRndJqPCJhMT8vl7qHZLCtKeBZBOn0LmcwunE4vNBoZsiyBZfU98qT++3pWbO0iRGMZozbZzEkCGEiuOh0ORqMdsdi5lXbpU6nrEARp4SnPuBcnkbgKWWYVCTwlT2QCO8/sX8THPx7Ds88+sfQ5KR3rNMkVwzAjxEON5Ip2V00Lf/na176G//zP/8Q3v/nNPTuHNQZYE401ZoIurmiT6ioyqWm/c9DeBQD99vFliMb4eartxNjP7g5JkvDqq+fx2mspACSydtg0rRY838bOznlIkhUMI4JlBWi1bE8ms9H3SYxjnGg0GmWk09f6qTfLolbLIpO5g2DwNGw2IpPqdDoTREMJtIVXEDhUKikUChlsbT2Jra3Tc2UqAHk4ARghGpnMXTQaBUQiZ0YWd4sSjWz2NprN6lwCpmSwtduD/TbwVOoGOp3WRAzqvESYYQICEImKIAiIRmcnQc0iGlSiIsua/iJIkkSUStkeAaRSEy08numdAJRYsqyhL3VZBmSKcQlarWVmeo4ShqVTHFfHtWvfhVZrhs/n7aV0eeDxbM40+08ez95MQyRJwKNHF2A2q/OGkG6PDOr1LFhW6N0LLGy2ICqVHZhMJK55kWnc8L3V7XaQSFyCxRJCILA1cW+pBS3xI7K/UekNxzV6jdrNnmRMgsmkfA2oUdvh2Jya3KWGaNBW99WN2m08evQmtFonWFbsfw5kWbNQzDSdFs3aCJgF+h0ly13E45cX9uDU6xWUywkMpn8yTp6M4v/8n4/C71ef1LUM6D03TDyUJFfDU4/h741OpwNBEKYSjb/6q7/C22+/jb/927/d1/N4r2JNNNZQxDIyKY7jIIoiDAYDTCaT6gfNQXsXAPQnLou2gI6fp9lsVr0Q2i+ikUik8M//fB75vAVa7WABvSjRSKVuoF6vIhQikbWjXhrik2g08kNFaib4fKRITRCE/kI7kbgMSdIgFlvF+CtgZ+cCdDrbxGJTLdEAyEP+/v03YDR6EQodQb1eQKORA8OIkGURDKODx7Ot6PUYJho838bu7gWYzcrZ/WqJRrvd6CU4bS+V3S+KAgqFFMrlRygUkrDZ3PB4gjML7YaPcdzrwXEVZDIkitflCsydekwjGo1GEen0zbmFggDV6e9CFDlQsz9ZNEbBcVVks7cRCp1eaYpRq+WQy91dOhq42+2CYRg0mznkcg9HkqlkWe6b/QcpXeildCmXUw4SrlabhlQqCeTzO4hGz63kDclm7+Phw2vw+ULQaBh0u9QkPNpxMw90OkOKGw2qfETTXqdcTqlO7hq+BoQ8SZBlBgALQeggFntqpsFaqSF7GDRJLBZ7aulJLECmTrVaVrEdXsmvQiRXk36VWa+jFpIk9aZOFWxtrTZ1EoQqzpwx44UXPviOFdzNklwBGCEedB0z7dn7pS99CZVKBX/91399UIf/nsKaaKwxgf2SSU3DQXkXhrEo0ZAkCa1WC51OBxqNBhaLZeHz3OvuDkEQ8PLLr+PSpQq02snFnfqd/wri8bdgs8Xgdm8omr2V0GzWUSzuQpLakKQuKpUiRLGD48c/upLxt1jcRbkcRzisvCgblzRNQyp1C5VKDtEoKfBTWgC22xzy+V2IYrMnMxFhMnng9W6CrpdKpfvguDqi0bNTd/vVEA0yfWhjc/PMSg/5ROIqBEHs91CMSmWIQdhq9cPtDk+VK5Hpw1UI/z97XxYkyV2f+dVdXffddfY5M5oZzdEaSQwSOiwwrJHNOmCRhHnADkfAg8N+MI6AB/MmB8ZhguDBTwbC3t3AYAOL12DJYANiJYRGc/Xch+bo7rqr676r8tqHf/7rzKrKyurpGaT+IhyBpVZWZlVW5e/4DlZAOHwEACZuPYDhRoN67guCTnEiMtlqZnDjxv+DRmOEz+cHoIbTudCXQyIHZBtyDmq1qWMNrAStVgvx+HkYDHZZ2xASyhdDs1nso725XItIp6/tgC0rCbvT6frzPpQcZ2vrDAyGbmgeHSi1WjWR7kO2Z9TtjW7PpI6j1zsks2vkUq4EQUA0SlzoZtvy8Lhz5y202wLm5oziMIQfmSo/qtGg12U0uoZMGaY9n2mP09VtJQFQoTaPSiUPr3ffzMLxu3dPwWBwIhxWnmkhCAK02iw+9rGHcfiw8vfnXmFw69FLuQLQ+e3SaDTitZDfxy996UswGo34m7/5m10/51Qqha9//es4deoUzpw5g1qthl/84hd49tlnJf/+zTffxBe+8AWcP38eNpsNL774Ir785S/vSviwUuw1GnvoYFqaVKvVQqPRAABZNKlRuJeUolGgDlFO53jXIqlMDCmHIjnYyUbjxo07+NGPLqBatUOjkW4kJjUapHg5L1rWHoZOp5dFARs+Dos7d05BEObgcHhRrW53HK602n6dxDhQ6oTJ5BtbdExqNJrNKu7cOQ2LJYRgcGWqhpAWveVyErVaHtvbUTid81hZeQwWi3ukve340LMS4vFLM+dH0AR1n+/g2AKc0JVSHboSz/PQaHTi52DvbB+kvPInOVyRY5ECjQhSr0kKZKcBDXMLBrtajG4gXFmc9rJj3YkAoFTKIJO5ISbDz2aDGo9fRSh0DDab8syZROIm7tw5D58vAoNBB54ntDenc7hwn3Q+mcxNBIOTNSaTjpNK3UAkstYnIKYF2eD3iW7PiHaLF4XmBhgMFpRKCXE7I/98Bql85HO/gVBoDWazdaLQfPR1kftH6nyq1RIKhTg4rgG1mnw3TCY3bLYA9Hpj3+dAz2cagbUUlAi1Rx0nHr8Kk8kPnq91vstqtQ4u14JsyhX9vgcCR6HXmxSbrrBsE6FQAy+99Ow9yZ+6F6D3Gq1T6G+YIAg4efIkXC4XTpw4AZZl4XQ68fWvf33Xk8Ffe+01fPCDH8SBAwfgdrvx61//Gq+99hqeeeaZob9dX1/HE088gYcffhif+9znEI1G8dWvfhXPPfccXnnllV0972mw12jsofMAoF9GKY5jL2ahSUlhN1K6B9FsNlGv1+Fyjf6x5jiuo+XozcRQip0ICWw0Gvg//+d13LjRhk43Xl8yriAvldJIJq/B5doPm80NvV6ZS1E2u4FCIQ6//wi0Wv3QVqpXJ0HpAVbrPNzufneodPodVKt5RCLHJ1InRl2XIAiIxS6iWq1gYWENJpO0laEcxOOXUK/XEA4fg1qtQjYbRbtdhiCwYrHi6kvSlmo0yLT/Enie2HMq9aaX0j5Mi0ajhu3tLSQSFwFoMT8fhtnshdsdGdmoAtKTaXo+arUR4fDhDkVByXXJdZQihWkexWICdNpLrF1DsNnmEY+fB0kynk3TQbYhc/D59kOtVisKEe09Tu/5cByLfD6FWm0bajVpxNVqg9gADjdGO6lVicXOQ602Sh5nVKMhdZzbt3+NarUBp9MpfgYcTCZyH8nVq/A8j0TiInheg1DoMACMbGwnUa5iMfK9kOtIRjVDxWIcGg1AFhoaNJtVGI1OxVs5CmLHi5mPk0hcAstK2/pS6iHLki3sOIvgROIKGIbFwsKxzpRfSaPB8wU8+aQXzz33+I7Yze42aG0zNzfXcd/6h3/4B5w5cwbnzp3DO++8AwCw2Wx4/PHHcfLkSZw8eRLve9/74Pcr1xjKQbVaBcuycDgc+P73v48XX3xxZKPx/PPP4+LFi7h+/XqnjvjWt76Fz372s/jJT36CD3/4w/f0XJVir9F4j6OXJlUqlcZSmHppUkrpQ1K4n40GeWD2/3DKycRQgnK5DJVKpTi748yZK/jBD95GOl0ESX6lOQZByUJPqiAnQtLTEAQjAoGHoNPpFF0b3T6YzT74/fvAsiwYhplIf6MP+kolCbUaYJg60ulNhMOPYHHxYVmvPSjSBoBKJY+trfNwOlfh84UV35fUftLnOwCTyQlB6Kad040fKXqzKJWSIK4ygkhXCsLp9EOj0aBazSGVugafb9b8CDId9fsPT9Q+jAN1cKJp2sMC4a5Ie9ykNJdLIJt9B37/EZjNdkkLVDkOV1JbjGnBsgw2Ny8iHr+J+fkQjMY5aLVGyVyMSaDbGXo+VKMx7X3UOz22WCZfl7RDlAcGgwWZzI2Zt0X0fg4ERmtn5DQatVoRicSlIQ0O0UpkUC6n0M32UMHpXIDV6hn6XSJ2sxdGJk/LNTFot2tigvXDir5flALYbjdw9+4p6HROaLXCVG5v/cerY2vr3Mwhh1SA7nSuyjbRkLIIZlkG5XIWkcijHS0YpRRN83vP8xzM5gI+8YlHsbg4vabsQUG9XodarR6pA/2DP/gDHDx4EC6XC2+//TZOnTqFVCoFADh69OiuBfmNazTK5TI8Hg8+//nP4ytf+UrnnzMMA7fbjZdeegnf+MY37vk5KsHsVeIefiMxiiYl1XdK0aSU0oekMOp17yVG+8DLy8TYydechFKpjO9//w1sbqphMu3H8jL55yzLIJdLYHPzPFQqYumq11vgdi/DaBye5mezm9je3sD8/MMwm62KqW7p9A1UKgUsLmbIJ1kAACAASURBVD7WEVzKPY5arYHHE4THExRtGgWsrf0+CoU4NjbOgrixcDCbvXC5Jk9JOY7D5uZZMAyP1dUnYTAo+7yo1oDntdi//ymxmGmPuAY1HA5fX0HRbDaQyWyiXE4gk7kDngeWlo5NXfD2nk8sdh4qlR779n1gR6b0q6tPdY6jUqngdgfgdgc6f9tqNZHNbiGXu9uZlJpMTrjdS1CrtYhGz4Ln9Vhd/UBfAT649aCOTfR1egtEsnVaF6/rqZmuK5G4CL1ej6ef/lTnONVqCZnMBoAWBIE0hRbLPFyuyBinrHUAs58P2TpppzqOyWSFyXS48/8LgoCrV3+BarUOv9+PfP4d5PPqqTINKIiTGN+5n5WCTMXbktelUqngdM7D6Zzv/LN2u4VslgQadq1RrWDZFngeWF19cuR2T0oXNEjnS6dvotGoYGHhfdBotOA4ThHlKpO5hXq9hAMHnhnSTJXLBaRSt9ENtRNgtc7D5QoPnfv29m1UKjksL79/Ju1VLreJUimFxcX3TSX4VqlUsNs9sNuJ8xMJk9zC/PwRVKsZ1OspcVs0ne6JYWo4cECF//E/fmdXM67uFcbdH7VaDY8//jheeuklAHQ7HsPbb7+NbDb7QGxxLl0izoCPPfZY3z/X6XRYW1vD+fPn79OZTcZeo/EeQ28xQFfVvdPHwYKfZVnUarUdo0lJ4X42GrTJ4nketVoNDMNAq9XCarVOlRor9zV76QGTIAgCXn/9HH75yy0Iggc6Xf+PnVarw/z8IoBuAnS1WkI6vQFBaIJhiA2hxeJHpZKAweDG8vJJ2WLvQRDHpAuw2xewb59yQSq1vvV4HkIwSAoUs7krUKTT9mj0CtRqTqSY6OBydaftREuRRCJxFV7vQbjdfsWfV7mcQTo92/RYrzfAZDIjn8/g6NH/BpPJjnI5h2TypuhMxIPjVHA6w7DZfGO/Q6VSCtvbtxU7Jg0fh2wfJsFgMCIU6gp7BUFAqZTFjRu/QqGQhts9D51uDtVqFnb7fF/TQv83/QwGqVYkWyArag2OwWJRnl/T3fIMp4RbLPa+Y9NcjK2tCz06A6IbEgQOicQVWU5Z40Cm/bOnn9Npfzh8tK8YpKny+Xy0Ewg3Tq9Cc1W83odkT9elCqlms4ZY7Dxcrn0IBuXTR/R6A4LB1b7zv3Hjl1CrLbBYjIjFzomFu18s3Mc/T+i/79rWRhAMHurcW705C4ONrdR1MUwLd++egsMRwcrK45KvabM5YbN19Xvd++iiSHsjLleNRhku1xJWVt4n+/0ZRK9wfGXl5EzHicXOQqu1Y9++J4f+fbVaQjYbQ7EYBU0ENxodcLsX++4j8izO4fnnV/D440cUn8+DhEn1Ra1W62MaqFQqRCIRRCLSCef3A8lkEgAQCASG/p3f78cbb7yx26ckG3uNxnsIvTQpQRCGpkC9/3vQZclms+0ITWoU7heDj9KkejMxlE76dxLp9DZ+8INfI5Wag07nhdzT6S202u02ksmriEavw2JxQqOpIJlch1Y7N5IXPgrx+GW02y0sL59UPLWjU3qe12DfvqdHvsdS03bqDpXN3gXDNJBK3YVeb8XRo7+NuTllWgzygD8LjcY0clo76JYz6jibm6ehUhmxb99TncKod8oIdJ2JisX1HoGzvVMw0vRqrdaC1dUnZ5qukxRs80zHIY3GBuz2eRw+/FtQqVSoVssolQjHnVyDdNGrUqk6TQfdqgAG7Nv3AQBdug7920nFIT0O2T7oZG951GoNvN4wvN5unkKtVsGVK/8FntfA7w8gl7uFRsMDlyvct0GTc3yyNeBm2joBQCJxFa1WU3Lar9cbO8GQQJcqk0rdhCCQJlYQiF6l2Syh2ayN3RrIQTr9Dmq1wsxT+mz2DsrlbRw69MG+KT3Vq3QbQB5qtRZu97Ikla5rf3ui7z4b19gC/YnmKpUKxWIKudxdBINrMJvla+UG76NyOYNY7Arm5rxoNgvY3DwDnieFu8ezJCunB+hS7UKhtZmE/vV6CbHYBYRCx0ZSEY1GM0KhAx3qFPl+k2EIoYAS3dPRowv49KefhdutvPl+EDHO2KZarSqmNA8eq9Vqyfrbae38KaNEKtjYaDR2/v2DiL1G4z0AKZqU1BSJTtxpGB2w8zQpKdzPjUalUgHP8/dsWzP4mpOuk+d5/PSnb+HUqQzUag+USkOo85LNFsaxYx+GXq/rFB6UF57JvNOZbEkJtIGu05HXewCh0LzUS/WB3l+DKJXSyGRuKp4eG40mRCIHkclsIZO5hUOHPgKA+MIDnPh/Grjdi7BaJ4dH5fMx5HIbokOR/AfM4LXRXINg8Bh0uvHfE51O3xewRqb8BSST76BSSaBYzMHrDcPnC418HyehVEoik7mDUOjYTIULTdMOBo/1bVX0eiMCgdXO94QWvcnkDQAsSNGrgt0egt0+j2o1N1KLIac4pA0IKciuzaxVoVqDhx56prN9IBu0dGeDBgjgeQEu1xLsdumNAN0+TLM1kEJ3a7CCYFBeKNwgVQYAGo0qrlz5L+h0NjiddmxtnR1p7ToOdGtgtYZmnNKTUEGz2Sc5pddotEMNYKNRQy4XRTZ7ByRNm4fRaEe9nofJ5MPq6vtHvl5vY9s9hy7limEYJBLrUKvNWFp6X+eem6QlkgIVoB869Ft9/y0t3BOJ6+jqVaiOLjD0bKFC7VkoewChsjYaNezfP3p4IwWVSgWHwwOHg9xHLFvC2poZzz//5D0dKt4PyNlo7IRG9Je//CU++MEPyvrb69ev48CBYWvoUaD6R6lGptls7qpr57R4d91Ne+jDJJqUFKiodydcluRitxsN2kxR3OttjVxsbsbxr/96Gvm8DVqt8qTVWOwiarUKFhZI2JTRaADQ/cwHeeGEFpDC1tYlEFtaFiqVFq1WHUajfUbuOovNzXPQ6cwzHYdl27h9+y3odIQWoFKpYDAY4PH0agwaosZgUxTWsmKC82JnUs2ybUSj52AwuLB//1OKzgUAOI7B1tY5GI1O7N//gU4xMw1UKhUsFhvy+VtwuZZx5Mh/E3U3cXHSy8kWpvI8i62tc9DpbNi//wOKr4tseejnNXlKL1X0siyD7e0tXLv2L9BojJif96NUikOn0/ddw2BxOKj1oPkOyeQlAFosLZ3s+N8ruY+624f++5Bs0Pxwu7v0oGq1gnw+jkIhDo2G/IYajQ54vcvIZG6h3ZbePkyDTOYmqtXSzFsDqhFYW/vdvq1BrVbG9vYWuvkqgpivEpbMVyFbg/jQ1mBa0GZ3YeERGAzyi5+5OXNfxkOlso1bt87AYnGDYUrY3DwNnlfB4SBNrFzKVa1WQjx+AX7/UVgs9r7mlj4XBzdq0lSyKra2zmF+/pCkzmGwcAfIdyGfT2Brax1qtQBBIAORer2A+fnDsptLKXSbwgiWluRRWaWui2ZjfOITR3Hw4OSk+d809A4wRqFarcJmU05TpTh06BD+8R//UdbfTutmRSlTlELVi2QyOdO9dK9x/6urPdwTTKJJDf5to9HoiDitVuuupn3uVqPRm4lBX2+nnLPkYNR1MgyDf//3X2F9vQKNxgOlp1Op5BCLXYDDsYqlpYegUtEf2fFFGaEFhOD1EleRUimFWOwq9HoHeJ7B5uZZCAILs9kLj2dRskiRurdIanAUodCxmfzkU6lbyOViCIePw2q1d9xTBmEwzPWFolFHnFjsKlQqFsViGuVyDocOPQePRzn3Npu9i2IxhXD4+EzpzOT9iSMSOd4pyIjuZgnAUufvKhUqTGWgUnHilDTQcRujW5Xe9Gol2KltSL1eRLWawPHjv9PZYnTFtb3X4O8LgxvUenS3aQdhsRAHMPobJbX1GH0+JcTjF6faPhC9yv4+as72dgy//vX34XT6YbNZsbV1vrO5mWYg0243EYudg9UaxsqK/InmIEiheRZms19y+2A222A29w8UCF3pElQqsrlRqTSw2cLIZm/BbPZhdfUJxedDKXIajXmmZhcA4vEL4Dg11tZ+p++zpfRDUrhThygzXK5lSeOFZPIaWq1m37Sfbu7p775UsODg/UUTtVdXn5yqKdRqdfD5ujq6XG4TmcwW5ub8KJeTqFbj4DgOc3MeeDwLsi2Cu83cozAYlDeFDNPAwkILL7742w904Nu9Rq1W25FskPn5eXzmM5/ZgTMaxpEjR6DVanH69Gl88pOf7PzzdruN9fV1fOpTn7onr7sT2LO3fZehlyZFeK+jH8KDhTedFspNy94pTJvSrQSDmRgGgwGVSmVXmyqp67x27RZ+/ONLqNWcM2gfqPOSgHD4KPR6PbRaDRiGFQV/8h5EZPtwGjqdA+FwfxqyIPDI59Mol1OiQJsVBdrLsFic4HkerVYLRqNRnPafhdHolkwNlotWq4E7d96CyeRDKPRQpzBgGKZDd5ODrhWvHy5XENvbW2i3K1CrydbDaHTB610aesgzDNP3/rFsG3fvnoLZ7Mf8fP/kj2405AQe0q3K3JxHUfowx7HI5eKoVjNIpW5Bp5tDMLiqyNYV6KZOazTWoc99EIPJ4IPHkZuLQa4hgXo9K34OXIfqo9ebkEhcAs+rhnIEpHI9KKS0HonEFbTb7U6KulwwDNNJEAYIPaVWK2Nx8ZHO93Q4DZwXt09LI7dPZPuQRSTySMexTQny+Shyua2ZC81sdhM3bpyGy+WH2WwEy3Iwm519GTFyQJvCWe14qZB9UihlL6rVIvL5OIAmBIEXfxucqNczcDpX4Hb3T3rHfVcH7y/yW3YGZnMQPt+iLC2RFOh3TK8fTkCnA5FSKdWxmu6lHw46cJEsHD3C4cOYBrRJp7+jHJfHM88E8MwzJ+67JvFegtryG41GyaFiq9WC1+tFrVa77/QjOTkaFy5cwI0bN4ZyNP7jP/4DH/nIR3b7lGVhr9F4l2BamhTLsqjX631hdHSrYbcrd4RRArkp3UowKhOD5oZYLJZds+7rvc5Wq4X/9b9+jNdfvwq93gaXS562YBDFYgqJxFV4PA/B4fD2PTwHC+VxyGY3UCzGEQodx9ycvMkOFWhzXBWCwIncUQ5qtRZLS48ppl8IgoBE4hpKpSwWFh6B2WwZmGrKbzRIEGAOCwsnJAs78pDfRqmUgEpFHvIqlRoOxwJMJmfn/ctkbqFSySIYPCp5XXIbjWz2DorFDCKRtZkKRLINiYnHMaFaLSGfjwFogjhcyXP1KRSSyGbvyN6GjGo0diIXo1otIZG4inR6A273PEwmMywW/0hrWgqp7IVms4pE4gLc7v1wuQJT25/SRoMWmk7nEtzu8MT/rlwuoFiM9WxuSBq41epDNHpObFKXZZ/HIKhDkcHgQCCgvImnwnqVyoD5eXIcnU4n6gy2xYwYorkhuRij3dISiUtgGA4LC8dnKlgzmZudZm4WSlo2exfR6E3YbETjRjJiNJ2MGKlwTSmUSglkMncRDq9Brzf2NSEUvY3HqHuUNmGh0HHZBhyDTSzHcVCpNKjXSwiH1xS5m9FsGLVaBYslj09+8n0Ih4cdjN5toI3G3NycpDNhPp/Hvn370Gw2d9xpUi7+6q/+CgBw5coV/PM//zP++I//GEtLSwCAL33pS52/O3/+PJ588kkcPnwYn/3sZxGLxfC1r30Nzz77LF599dX7ceqysNdovAswDU1KEATU63W0Wq2hMLrd2CxIQU5KtxL0ZmLQIEL6vvA8j2KxuOuNRqPRQDSawauvXkOr5YJareloC9rtCmgehtHohNe7MnKqyPMM7twhTkfB4EHo9YahH0mWZURu+egQPcrzNZl8iqbrFER8fgo6nUsUsJMihWw9FseGwPWiVitjY+M07PYIAoFVyR9+OY0GDdCy2xfh9U5HkyJ2olHUanmwbAO5XBQORwgHDz4FlUr6QTSp0aDvs9kcFKlRyiB3GyKVQq3RdMXBvZqOUOjgyOMMYrDR6OZ9GGSnM49CLHYRHCdgYeGYSG8hlqL0Gog1rQFu9xJMptHDkGTyKhqNGiKR41Cp1H00O7kOVwzDIJe7g3q9iIWFE1PlGvSC41jcvn0GmUwMgUAIWq0GGo0RLtfSVK5vALVhvikWrMqpbYPhe9QkZNRml2HayGbjaLUKfYF2Fss8trevw+ncJztcTgp042izRab+rvai1yZ28LvRbNaRzcbAcRUIAg+GacNsdsPnG/6N7TZhxpFbg8FsD4pBOl8ySZO5Z2vCtrdvIZtNwmRygNpl8zwPs9kraeIhBTJ4quHIEQM+/vFndpUefT/BcRwajcbIRmNzcxNPP/00crncrmhSpUDvF6o/66XwUXc+il/96lf44he/iHPnzsFms+HFF1/EX//1Xz/Q1Le9RuM3GLPQpKTC6O7lZmEcxqV0K8FgJobZbB76gSE5DAWYzWbZFJxZkc/n8S//8gskEibodKMLhe6UnSRPE0clFRyOBdhsPuRyW9jevtvJEdDptJDSYUxqNNLpm6hWc4hEHplJ/JlKXUW1Wsb8/CGYzZa+H2vaRDFMFQBpogYF2vSat7YuoNGoYXHxERiNc2OLwHGbmkTiKprNKhYXT8wkso3FLqNaLWHfvvehWi2hWIyD55vidfSnH49rNLa3b6FczmFhYTa6TDa7gVIphXBY2TaEuo0Vi1solfLweELweJYmbgx60dto7MQWAyBi3UTiIny+Q32i8nHXwPMNkM+hW2y1262Og5PLNUyXGdx6UAxOpVm2jTt33oLVGkYgoFwcS5s5g6GfLkOvgeMaovmCAIvFK34Ow/dr7/YhFDo8028kDd9bWFjrHGdSoyGFjY1zSKWimJ8PQqOBuEELwOUKTVWs5fNRFAqxmX+DymWS7B6JrE3czFGTgXq9jHI5CZWKEbcegF7vQKWSgN9/ZKqtweD91Wo1EIudg8OxArc7IKu5lT5X6t7lHxpQEM1NGtVqGioVJw6ppMMdye9TEh/96H6cPHlc9uu/G0AbjVHmNleuXMEnP/lJRKPRdzWF7H5ir9H4DcS0NKlefYJOp4PJZJLs7O/VZmESWq0WarXazI0G9bCu1+tQqVQwmUwjMzF2u9E4d+4qfvzjK2g0bDCZpp88MEwb6fQGbt16E3q9DW63B2azEz7f6kg+OMsyYBi2Y4tHQaf9NltEFCoqAxHZXugUds1mEwaDYSLNhfCRkwBIGF+zWUe9XkYodBw+3+Sid1SjUa+XkUhcgMu1OlRoTgNqOWqxhOFw+Pteh06XGKaN7e0o2u0S1GoOLMtDqzUhEDjQ8dBvtxuIxc7Dag3B61X+PndFv/ND2pBpQAtfvd6OYPChoY0BCUbUw+1eGTltb7fbUKvVSCQu7MgWgzpBKZ348jyHQiGNO3dOg2FYBALhztZjUvMjNZXO5TZQqWQQDB6D0Uh+J5XZDKeQydyWRUmj11CppMXGg2ZKLEGlUiEevzRzqGBv+N7g9mGQuz8OdPtgtYb6fjsGN2i9wYhS26fecLlZdFwA2YQRPc8RWZ8VfXYObrITiatIpWJwOj3QaEhGjE43vUUwoTUmEImsQavVDVGu5BoZkEb+BsLhRzA3J++Z0Wo1kctFRQ0a19ENHT48j//+3x+F1+vZtcHagwKWZTv2r1LPllOnTuHP/uzPcPXq1b1G4x5hr9H4DQOdnMqlSfXqE2jhPQo7VfBPi3a7jWq1CofDoXh1qSTBPJ/Pw2QyTR2cMw2q1Sq+973XcfeuCmr1HNrt9lDhLwep1DvI5YiGwmKxQqvVolwuoFCIQhDaHftKuz3UcSOiVsW9r5dIXEaz2cDi4ho0GuWr83j8AtptFouLx6FWa0Re/ORGoxccx2Fz8xyazTZMJicEoQ61GmMF2oB0oxGLXQTDdM9HKZLJK2g0mlhcPA5BgLgRGm40BsHzPHK5FKrVbajVLAqFGKrVKg4f/i1JD325IIFnmQ5PXCmKxRhyuS0Eg8fHFi31egX5fAwcVwexCOZhNvvgdhNL1FwugWz2FsLh0cFgcqDECUoKpGk+D6dzsaOhaDbryOW2wLINqFQseF7A3JwbbndkJBWRNnMGgwfz88tDrmZyuPhAv/NSKDReWD8OzWYdV678HAzDIxAIiFtoF9xu+c5EFOn0OyIF7BHJDZ/cRqNQiCKXiyISOSFro1avV5HLxcDztc7v09ycG0ajFZnMdTE0T7mlaLNZQzR6birhODDcaPTaxA5St6rVEgqFuLhBI43pKLoSDcrU6+2S+plpjAwSiUvgOPnN0ygwTBEPPaTCCy98BI1GA3q9fteowg8KGIZBq9WC2Swd7Przn/8cL7/8Ms6cOXMfzu69gb1G4zcE09KkyGqY6BOkaFJSuF+NBsMwqFQqsNvtU4uxBhPMp7GrLRQKHe3GTkMQBLz99iX853/eBs97OlzLdrst67OgYJgWbt9+E3NzfgQCq2MFjBzHIpuNo1YjTj4s2wKgQzh8CDzPIh6/CLf7AFwu5QLAWi2PePwSfL5DcDi6D/dpG41CIdWxLvV4+gvx3q1Hr0Db6VyEzeYFy7KdBqDXArX3fKZFvV5CInGpb+Lb+zoUoxoN+p1j2TaSyQuw25dgt3vFrQcVdEqnaEuhu8UIzKTpIE5iZ2E0OhWJhyk9o1JJIZ2+BZblEYkcgNe7OlYnMQ6JxCW02+zUTlCDyGRuoVotYGFhbayGgt5P5XJKtHXlIAhquFxLsFrdyOejorD+kU4B3RXOqmVx8VUqFSoVQt+ZlUrWbFYRi63D4znQacJ66ZTE9Y0bou8NgtxDp2G1hsdu1CY1GqSAJnqeWbYPgiDg2rVfolKpw+/3iY2sCi7X4hDVZxJIcnmxzwVMLnobDWINvYXFRXnZIf3bJw4AEZqbTE4Ui3ExAFR+8zRMuaohGj0vmhj4ZTW30sflodfn8Pu/fxwHDiwBIEOvvUZj+Nn5ox/9CH//93+P1157bfdP7j2CvUbjAce9oklJYSc2C0qgpNEY1JwoSTC/V41GqVTG9773OqJRHbTaLq1p2kaDOC9tIxxeg8k0rDOZBI7jkM9v4+7dN8FxKvj9AQAqWK3zcLkWpvqMSbFxHoCmI9btBW009Hr92PNkGAYbG2cA6LC4eEz2Q49oPQglQBDIg6PdrsFqncfy8mz2jLHYBbAsP1T4TttoRKOXwLKtkcWPICYHE4crpmNj6XBEYLN5O5/H9vYtVCq5HbFALRSiE7cYk1CpEC2G338Uer0JDNNEPp8QJ9V06+GB270wVpTaTdM+AIdjcsr8KDBMC9HoWckJtFy0201kMhvY3DwHg8EKt9vXCeTTavVD9rYUUloPnueRTF6CSqVFKHQEGo1G8e9nOn0d9XpVlvMSMS2Io9Uqdqg+BoMNHs8yqtWMGL43WfswrtHoNk/TFdCDINuH8+Jn391gkWuIodUqicGIpBknAZXD500bcKs1qJiOyPM82u02MpnL0Gisfdk7SrC5uY5sNgO32y1ubuQPFHqRy22iWEwiEiG/H3KaWymwbAOLiwxeeOGZjl2rIAio1WowGAzvGRE4RbvdRrvdHpmT8U//9E/40Y9+hB//+Me7fGbvHew1Gg8w7iVNSgqzbBZmAcuyKJfLshO6BzMxlCaYF4vFzn+/ExAEAb/61Tp+8YsNCIJn6LPqzZoYVxgTB6e3YbGEEQgsK34wlMvb2Nq6gEjkeIdawPOcuPXY7uRIaLUGuN2rI3n55XIa6fTNjvh81LWPazQEQUA+H0cqdROBwFE4ncPvj1zk8wkkk9dgty+AZWuSWw85INuZy0PbGQq5jQbx/l+H1boAn2+8newgujaWBfB8C8nkXdjtARw48KRiqlR3i+Ee8uyf7jjDuRhS9ra9U16i9eChUun6dBJK8ywGsVM5FDTwjGooem1dVSoWLNuGSqURtx7SGwMAqNcLiMXIho/myVDILQwBUnBPY6MrBXoNV6/+QizWPeB5iHkM/pHXMKrRiMUuQhDUM+twptk+CIKAcjmHYjEJoA1CVwJstiAAFfL5u4hEZssOqVTyiEYvIBJ5ZKbMD6JXeVsUfHc1Yd1riIO679FrkKJRjnPLoseTS7kC8nj22TA+8IG1vs/svd5oMAwz0pXpG9/4Bk6fPo3vfOc7u3xm7x3sNRoPIKRoUoB0+vIgTWrQxnUaTFvw7xRopsWk8LydaKZ6USwWodPpdsQWLpFI4oc/fAuZjAVarfSGRE6jEY1eQrVK+NRzc8oaKGo5ynEqzM8/hLk509j7oeuCU4dKRTzbrdZ5OJ0hRKPr0OksCIUOTbynKAd4sNFgmDbu3HkbGo0Ji4tHFT/oyAP5LAA9fL79Qw1iu92UFcZH3x9B0EpuZygGNS70ewl0v4uJxGW02wwikaPgOH5kmN0kkGKsgEhkDfV6GcViosfGcnjrMQo0XyMcXpsptbxSySKdvga//ygslm4xNi6wrxc0Y6Ve38b2dhRWqxN+/4GxOolx6FLJgpifVy6spzQgrXa8hoIMeFgUCkk0mwVoNIJo69qdticSlyWtS8cVhlJaD9o8zWKjCxD720zmHYRCXQE6yzLI5eJoNPKdUEGdbq4v3HGw0aCNs8/30FTah0F0bWtnM0NgmDYuX/5PsKwK8/PzfeGO04i0ASCVIhujUOjoTKLofD6GQiE2Mp9nECzLIJ9PoFbLQaMROnbTRqMT+fyGuLWWb1k8uFVjWQY2WwEf//hjCIX80Gg0nc0atUut1WojQ+vezWi1WmBZduRz/mtf+xqi0Si++c1v7vKZvXew12g8YKCaAwATJ2Ecx6Fer3dsNaehSY06npyCf6chJzxvXCaGUpRKpY79rVIIgoA331zHK6/cQCqV66HEQBRmdydYtNGQ0jHUaiVsbJyBw7GE+flFxQ8D4rV/A37/EZhMtqk1IeQ8Ody5cw6JxG34/WHodFpoNDp4PCswmUZPAAcbDUEQkMncRTa7IYZMKdf+kGC52wiFjon0HWYi5U1K61GvV9FuN7G6+v6JLj69jQal6tGJdaNRQjp9kSXRBwAAIABJREFUtRMIB6BjpzxNoyEn76N360FTtA2GfmoGKcRJvsbObDF0CIeHhahyGw2AbjFaYiGuRj6fErntLAChszGYlLFCbX0jkdkE8V073sk0ICnqlCAIqFTyyGRuIZm8DYfDA6vVOXFjQP/b3sKQFIdt0d0sAL9/ZWrrU4pp7W+r1SJyOZKkDRCrV5stCI9nAdvb76Ber8wcmlcsxpDNRvt0L0pATQMGE8elLILHZUpQwbfNtgin0y82XNM/42ijqtfbZgpMBIC7d08jl8vC4/GJ32seJpMHbndkKqMOlq3g0CEdPvaxJ0HyZ/i+zatare6Yg+j1+olBhe82tFotcBw3krnw8ssvo91u4+tf//oun9l7B3uNxgOCXppUqVQaqx2gNJVGo9GZ7O/Ej8f9ajTGhefRVE9a4EhlYihFuVyGWq0eyd2chFqthu9+95fY3NRBp+tvVliWQTYbQ6ORFf3Nid2jxRKEw9GdTJP8iHU0GnUsLKxN3D6MAp32azRzCIcPgwSVcWi12jAaDVCp5BW/hHZzGgaDC8Fgl7vcaFSRzW6BZeugoYJmsw8eT5eX39toNJt1bGychtHoRiRySPFnRmlAer29Eywn5aY1+Tg8trbOg+c1YqMyfuvR+zo6na4jDtZoNIjHL4JhOIRCDw+9r/ShLqcQT6dvoFYrYWHhkakm2V1qRgIAg1Ipg3I5iwMHnhY/D2X6AMLHvz6WIien0Wg2q4jH1+F0DudZ9P9dHblcVKS/cUPuUDtn60sKcWKMIM/Fp91ud6bCvaATceLapu35nud7th4WcesxeqOUy0WRy20hFDoOvd4wlg4z7nwHw/eUoNVqIpPZwsbGadhsXtjtDtEieHnqUEHqvESE47NpH1Kpa2g2m1hcXJv4mQ1mSvQ2su12HYVCFAsLj0Kn04PjOEWNBn2vZxX7k03PaTgcy0OUq95mXKUSAGg628xBEDp1Fs8//xCOHz849O94nu80HZR+TUG3HfQefzc3Hs1mU2zipL+PX/ziF+F2u/Hyyy/v8pm9d7DXaNxnSNGkSqXSSO3AvZjsU9yPtGxAOtNimkwMpZil0Vhfv45///dr4Dif7HOqVEpIp+9Ao2GgUgloNCrI55NYWDiJYHBZcTFeKCSxvX0LodAxmM1dJ6BpG41s9i6KxaQs2o0g8MjlkqhWM1CpOAgCC4YR4PWuolbLoVRKixxo5QJS4ga0hVBorU/MTEX1chuNUimFdPodhELDk2xphysNXK5FGI32PlpJq1VGLHZZtNP09B1jcIoIjObot1o1xGLrcDgWFfPxge4Ww2Qik1yy9Sh2cgwGtx6jIKXFGIVJjUYqdQ2NRg0LC2tTuwH1ukOVSgmUSnkEg6vw+fbDapUfntYL6ko2bSE+2Gi0201Eo2TjOOkzK5cLKBZjEASm00DZbAE4HCEAQDR6BjqdfagQl9p6AKNzF6TC95Qgnb6NUimN5eXHOjSg3mBEKvg3mdzweBZHCv6J5ukKQqHZCvGuXqVf+zAtGo0aLl/+KdTqOXi9HnGq7YTDQbYe0zQa0zQ940BsprtNzyQMiuV5ngj+HY4QwmEWL730NByOye5vNLSOPtdps9V7j/U2H+P0oL9poAyRUc+LP/3TP8Xhw4fxxS9+cTdP6z2FvUbjPoNOTYHuA0WK0tNLk9rpyT7FbofYDb4uzbRQkomhBJVKBQBgtcrnxrZaLXz/+/8PN27wY9O9pUA3UTqdFrHYJTSbddjtETSb2Y5VokqlhsMRgdU6mY9PA9h0Oqsk33wcVasXlEttNvskxYgyrw7b2ylcu/Zz6HRW+P3EWcZs9vZtPeSAnM9ZzM25Je005TYaPM9jc/MMtForwuGDsh+czWYdmcwm6vUCNBoegAr1egkWyzwWF0cHy9HidNAStfcndnv7HTQaxFVoFjFzLrcpugpJZxoMbj2IG86w1oNqMebnj8oSxo5qNJrNGuLx9aEp7bQgG6wzMBoJBazVaoqbtApUKkEsFt2y8iRisYvgOGGsDmcUehuNWTUUHMcil0tge/sd5PMZeL0BWCyuiRqDUVqPZrOOZPIC3G4STKmcckW2hVqtHYHAvrF0TTptL5dTUKvpb5W2Q31LJC6BYXhF73UvqPOSXO3DKNAGs5cmR8Xy+XwcgtCGVqsWvxMh2O3zIy2CNzdPw25fgscTUnw+tJnXas0zbXrIs/IODh824I/+6JNTZRY1Gg3Mzc31UVvpoJMOSnrNDHqbDrr1+E1sPiY1Gn/0R3+ED33oQ/iTP/mT3Tyt9xT2Go37DI7jOrQMilKpBI1GA4vF0keTuleTfYrBgn83kc/nMTc31ymOp83EUIJqtQqe52GzyZu637hxB//6rxfRbLoV8ZcFgUexWEA8fg5u937Mz4eHjsMwLWxvR0XLSgEcx0Kvt8Lr7adiENFvFKHQcczNSRcrchqN7e3bKJczsmwwR4HnOcTj11Cp5LCwcELcEKkgCDzy+XSnOBEEFmq1Di7XMiwW54jzudvh4xsM0g8GOY1GPh9HLncX4fDxicnM/ddCOOs8z0Oj0aBUyiCfvwOzOQCGqQJgIAgcAE0nh4Fi3LS/Xq8iFjsHh2MJDkc3mXkaZyKgK4o2mbxTN4VdrUcRKhWHVOoutNo5HD36YdmfvdQ1EgpYWVGmQS8Ir39LvKeldVO9eRKEXkJyDHrpJYTXf2kmMXO73YYgcKKGIjhjlsmwhkIqCM5imYfLFRlbPKbTN1Gp5BGJrHWCMgH5adMUvcJxrdYoaeU7Ca1WE8nkTWxtXYTbHYDJZIHJ5ITbLR20OQ6TnJemQSJxFQzTGrnpYVkWgiCIlEjynWg0iuLGgFDfXK4l1Ot5UfAtb/swCtTWeVBnMi0EgYfBkMPHP76G1dXpxPWT0rG7ryH0NR29lCt6bw02Hw866vU61Gr1yJrmhRdewKc//Wl85jOf2eUze+9gr9G4z6CFTS/K5TJUKpUYSFa7JzSpUbiXIXajQBscCiWZGEogt9FgWRb/9m9vYH29Bp1OukCeBI7jEI9fRq1WwuLiCZEWJ+/6yuUC8vko1GoGHNdCInEHdnsQhw8/O+GhwaPZbMFg0A81NJSeYLWGMD+/rOiaBEFAvV4RnWUicLuJcHzc1Je6EXFcVaRkcDCbvXA4/KJFbAA+3/jzGZdHQifiRGMynViTBO6xnYdoNHoOLKvG6uqJzvtM6VH9k3YeLEsciXy+laGiPZm8imaz3kcnkspjoBiVQk2nveHw2oz2nnSLcQQ8z6FYjIsCbR4cp4LTOdrhqrfRaLfriEbP78i0d2vrDPT6YTqRHBB6CclYyWbvotlsYWXlBHy+FUUOVwCQSt1CuZzG0tKjMwnQa7UikslLmJ8fT93ieQ65XFK0neYhCBzU6q5Oopte3e/gNI31KRUKDzY9ozJDJoHkveSxuHiik/tQLmdRKCSgVrMjc2IGQbVBodDxqZyXBkHobWfhdC6P1Qb1NhpSKJXyuHbtZ9BqTfD5fOA4AVZrAC5XaOrNOkllL80srmfZOpaWOLz44rOKhoByGw0p0K1Hb/NBQfVotPl4EClX9XodGo1mJEvjox/9KP7iL/4CH//4x3f5zN472Gs07jNGNRp0kqDVamEymXbNkq5QKMBgMOxYtsQk9GZiqNVq2Gy2XQsLpK9rt4/muG5txfGDH5xGqeScygmEgtgKlrG5eRpO5zKczgD0ep2iyW8+vyUKSNdQreY7RUk3C2O5zxVqVKORTt9EtZrHwsIj0OmUUOQEcByPePwKarUSlpcfg9FoRLPZhFY7vtEYOpLA48aNXyObTSIQCEGjUU3ceoxqNHI5suVZWHgEBoP8+5cGeNHio17PIZW6CZ/vEAwGc1/TTb+XUhkp29sJ1Ovb0Gg40dyBRbNZQTB4ZGzh03uM3qKx+5oM4vF1zM35EAzuU/wgp0WmIOgQiUiLonu3HlJaD9pobG/fRq1WmFrIPohSKYFM5m4nz0IpqCWrx7MfDoevLxODWgS7XAuw2Xxjj0MbVa3WjmDwwEz0VEInYhVrKKhOIp+/i0qljPn5CByO0EhnJYpRWo9Go4RU6jLm54/Abu/m2EzbaNCtmsUShM83frLOMG1ks7GORTDHsTAa7XC7F6HXmxCPXwLHYeT9KBe0CV9cfHTi/TguoLBeLyEWuyDq3chvKcexyOdTA02gXvy9lX52cByDzU2ayr6g+LoAQBByeO65CJ54YjRtcxImpWNPdz7CUPPR+3s1qPXYzfBfKdRqNWi12pGNxtNPP42//du/xYc//OFdPrP3DvYajfsMaptJ/zelSQGA2Wy+ZzSpUdjpELtRGMzEALBjmRZyUavVwDAMHI7hdTbP8/jpT9/CW2/lodEocXMRwLIcksnrqFZzWFl5HHq9UdRo6KZqHLtOUNKaBaDX7rEGgLhczc15YDZ7YTJZoNFo0GrVxAn0guKHH7H4LCIaPQencxmBwHLn/mw2m9BoNLJFlnQCabWG+wqW4a0HK2o9iBB1sNGgGhOTyTe1tWvvFkOr1SIaXYdGY0Q4fLjTgPQ2NKMaDXI93Wl/InEFtVoVRqMdPF+HSsWJ+gKv7CwJQRCwvX0HxWIKgcDRzhZjWpoMAFSrOSSTV6cWRVOtR6mUgCAwaDZryGa3EAwexuLimuIigroTabWWsXkWcpBKXe/oXkZNjamott0uQ63mwHF8XxI4ABSLSWxv30E4vAaNRifpOiUHzSYR+9OmRynopsdgcCEQ2NcXjNh1VuoPRpSCIAhIJK6g2WyKrlvdz4xmLMilwhQKSeRyd0dqgyaB/H4UkMncRjL5DlwuH8xm+8gwu0kg9xF5j+RSrkY1GuQ+qmNp6ZGJ70OjUUM2S35vqb0udUyr1fLIZG4jEjkBo1E5M4DjWNjtRbz44hPw+5XnmQA722hIQUrr8aAIzWu1GnQ6naTBjSAIOHHiBL797W/j5MmTu3ZO7zXsNRr3GbTRoKF7HMdBoyHcW6kC+F5jJ7IlJoFhmCFKWLlcvuevOwhqmzv4PsdiCfzwh28jm7VDq51+4k+yUKrY2joNu30BgcBq54e10WhM1Wjk81FksxuIRB4ZqcWQAnWFyuWi0OtV4pS6jqNHPwy7fX7qa6KNUzR6Ca1WHSsrw5SSaRqNVOp6h0Y2aQJJtR6VSkos2BlwHOD3H0CzWZqo6ZAC1UbRLUatlkUm806feFRqczKp0WCYGpLJK3C59sHl8vf9+16HK0ItoRacw9ubUdauo7YeoyxRyRbjAgRBO/PUOJ1+B6XSNkKhIyiXs2i1SK4Hx3EwGuU5XAE06+UmgsFjE/MsxqFL3VqGxzOdAJ0Ig0kDBbSRTN6GSqXFwYNPw2r1gGVZReGL6fQN1OsVRa5bvaDv0SSNUbNZFyl8NXED1W8RTJt5KSvVXgtUilFNLBEzn4NWa53ZtjaTuYVqtdDR9AyG2XEcB71+Dm738lixPG2eQ6Hpwu4GGw06qHA4FmZKZS8WM7h583WoVHr4/QFxi7YoaU07+RwrOHrUgI997KkdYTPQRkOplfu06L2/ejcfFLspNK9Wq9Dr9SMbjYMHD+KnP/0pjhw5ck9efw97jcZ9B8dxKBaLnWmoyWRCu92WLIB3A7NmS4zDuEyMe/m6o0A3Kk5nt8i7ePEmvvOds0inC6LQlDyUrNYAnM5JHF1Cl0mnb6JczmBl5eTQRKvZbMiiF3W1Bg4EgwfH/u248ykU8shkLsHj2QeLxSVy2cs9GRJuyQyJvqMIPEqlHOLxi/B49sPni0g+FOQ0GsSd6Dzs9kV4PNIBdZNA+OwZ3Lz5S5GG4RFzPbxj7TfJtXTzaujEemuLTNbD4f7082kbjc3Nc+B5QZz0y5uEkyyJLTFLggfH8eA4FjwPWfqAcZaotVoe6fQNBAIPw2ZTZg8LkG1ALHYOVmsIdntgqADvdbjqBlYOc/Op845aLS9YbhwI972ISGRtJuoW0QdcQzB4HHq9EdvbUbTbRXAcsaCem3PA612duIGiGgq7XXmxCkwfvjeIbjObQKkUR7lcRji8Co9n30iLYEqdotuNwSa20SghmbyCQODYTKGb9D2yWEITKVfVagm5XAw0VLArlg9BrdYikbgElhUQiRyd+nx6Gw1qQLCwcGImLU6zWUM0ek60viaNhfQWbXxDTujSWXz0owdx7NhsDV0vaE2xm8/XQYwTmgPoSzPfKaE5oS7XYDAYJJ9LgiAgHA7j8uXLWFiYjeK2h9HYazTuM3ieRzabhdFo7NCkpArg3YISy9dJoJkYlBIm5Zx1L153EhqNBhqNBlwuFwRBwH/+59t4880SNJr+Bo9l28jlKP9eAMBBEFSw2YKdRGBiH1hDNHoWNlsAodABSIm95TQahUIM29t3p95iDCKZvIpSKYfl5cdGWqASB58ESEPF9djr+qBWq8CyLKLRC2i3GayuPjq24Gq1CA1ulENLInEVzWZNDDtTXhymUjeRzyexuvp4Z4shCIKY65EWqQzE4ao3zZxuMQBC0yuXU8hm74pbjOH7Tm6jQV2O7PYluN0Bxbx+WohxnAE6nXoqegwFpTDEYhfA8+q+YnWaIDgKau0aiRA7XrnJ4AzT7hTtarWAWq2EUimLAwd+Cy6Xko0aAd30WK3BPlH0tKBNDyCtV2m321Cr1ahWiygW41CrqdZDDYcj3NdAZbN3US6nEYnMaslKUrADAeXhe+Ta2A6VcH5+pWNcQEMqaZ4EdYcaFU4oCAKSyctoNtsIhfrfo1GGBaNQKiWRydxBJPLIxIwe6WsiYvliMYp0+i7sdjccjvmxOolRoJvMVOoSNBoLQqHZCvps9g7K5WxHFD8K3YY8CaAN0kChQxvjeQaBQB0vvfQMbLadfQ5S1sRuMgbkYJzQnFKuZhGaT2o0eJ6Hy+VCNpu9L/XWewV7jcYDgGaz2fcFajabqNfrcLmUP2yUolKpQBAE2ZavkyA3E2OnX1cO6Ptss9nw3e/+HO+8Y4BWK49+Q0Wz9XoWgsCgVEqhWNzG0aO/LYo1pR++46b+hJN9GjqdbSbeerNZRSx2Hg7HMsxm11RULVIgbqHRKKBeLyCT2YLfvw/795+EXj/+vRnVaDSbFUSj63C7V+ByKXcnIk5Zp2E2kwezlOtULwiPmmwLOI4ByzKwWufh8y0iHr8Inc4+tsiQ02jE4xfBsjwikaNgWU4xrz+b3ehQwIYpaUSzwvM10PA0s9krKQom+QFX4fcf7hSr47Yeo6x1Rwl+5TYaFL3ULZstgFIpIQq0SbNuty/AZvPIOh4p6LY7TY9S1GpFxOOX4PcfHrnpGXWdVNzcahUBsEilbsFk8uDgwWdmmognElfQbrdnDoSTU9APukORa9XA6VyCzeaFSqXq0NIGHZzGUfek7iXa0Gk0czNrcWhBTw0IpHQSJpMHLld47ECkVMoilbqMYHBtJrtZktNzGiaTV3FyPcsyyOUSKJdv4/d+73F84hMfuScUolarBZZlH7hGYxCThOa9aeZyhOaURWE0GiWfgdVqFcFgEK1Wa1dDit9r2Gs0HgBQxxuKVquFWq0Gp1P5mlopps2WGAWiU2jIzsTYqdedBq1WC8lkCv/3/15AoeCZmlPNsixYlkU8fh46nQk+3yryeZLiSh17iBvUUmeqThqN4WK8VEoinb4lmV49DZLJq2g0Kp3p2rSaEIBM/La2zoPngeXlE6jViigWExCENgAOgAp2e7izzaFotVpQqVR9P9iJxCW0Wq2Z7R17nbI0Gq2sIEKgf4uh0aixuXkRyeRtzM+HRPcv/ZBbFwXNIZFqNOr1MhKJ/qyGUZPhcRilxRgHnueQz6dRrabF+4yHWq1Fu92AXm+ZSCcZZ4mqVquRy90VA+qGs1WmaTRqtQKSySvw+Q5JFvTdrQf5vhCthx1eb78trZL3aBTkOkFNus5CIYFcbgPh8BparTpKpaT4/eDFBmp0CFz/69SxtXUOLtcqXK6A4uuiGgqNxjx1Qd9ut8FxDAqFJFqtEsrlFMrlPJaXH8H8/P6xznTjbJqbzTKSySvw+4/AbldO3aPBgnNzXvj9oz9/YpNOc3tY8VzUfXk36fQNlMslLC2tzdSsEn3ItalzegbB8xzm5vL4xCdOYHlZGZVUDlqtlrjJ2h03yZ2ElNZDKttDSmhOG43eoMJepFIprK2toVKp3Hd3rHcz9hqNBwCDjUa73Ua1WoXD4dj1m1+O5es4UHF7vV4XJ0zyMjFmfV0luH79Nv7pn85Aq12aqqGj10i466fh9x+G0+mX/NtarYx8PgqOI85DrVYDBoMDgcA+6PWmjrOMRmNGJPKw4mshBQvxkHe7u1uDaRoNjuNQKmWRTF6G338Ybrd04cOyDLa3Y2g2c6LWg4Neb4XNFoLBQGhx9XpB1HQ8NPK9kXtd0eg52GwL8HrJg1hOECH9jGjwnkajwtbWORgMzj7nrq5bV0PUSHCwWOZF/Yh6qNEgLjcXwHE8Fhb67SanbTTGbTGmQa2Wx8bGeeh0NhgM6p6thw9ud3isZoWCvF9NbG2dg8nkhde7BGB4Us0wjKxGIx6/BJadLim6V6BNtR6VShEcx+Ghh56dycGH2N+eh9f7kCwnqFGNBvm+noNeP1oU3bv1kLIIpiCi6PxEys0k0BRspYFw9L5VqQSRcjUPn28J5XIOhUIvbUxeA8XzvJgd00A43P38pw2nBIByeRvp9HWEw2uKCvpWq4lcLopGo4B0+jaMRit8vmV4vStTmUf0IpG4ApblFOlDesEwNayu8njhhd8aab26U2g2m+B5/jey0ZAC3XRMEpoDpMka1Wjcvn0bH/nIR5BKpfYajXuIvUbjAcCoRsNut8/k464Eo5yY5KA3E0On08FkMsk+/1leVwneeusiXnllCyxrnUjB6QW1Q61U0sjn72J19YmpJmPNZhPVagG1WgbVahq5XBIeTxBe7xLc7gVZReEgUqnrYijUcMHSzbaYLJCORtfB88DKyqNT33flch7p9B2oVAzy+RgYhsHBg0/LENCPvy7iTNWf1TCp0WBZFgzDQKVSQafToVSKiynqayMTp7vH5kStRwYAi1arCZPJBo9nBTzPIRa7CK/3gGSxKrfRoFoMs9k/04Se53kkEpfAcSosLBwdmOQNB8BpNEa4XEswmYY3ZtnsBorFFBYWSNMzblLdWywOvv9Er3KxTxSr7NpYbG2dhUZjg0ajF7ce0ra0kyDH/nYQUo1GuUyCDnudyeSAWroWCnEAbfB8G6nUXXi9+7Gy8uhMBQ5p6LihpncakOdNFrnc3bEZNFIZK3q9BR7PMvR68t+wbBsbG2/D4VjuhDiOu5fGaT3i8UvgeYiWvMoL+kIhiWz2DhYXH4VOZ0A2m0Slku7T200KFSTvEwk5dbv3zTQ8AUg2xoc+tID3v//4TMeRi3dbozGIXgc12nwM3mf0t5lqPwBgfX0df/iHf4jbt2/vOnvkZz/7Gb797W/jjTfeQDweh9/vxwc/+EG8/PLL8PuH768333wTX/jCF3D+/HnYbDa8+OKL+PKXv/zA0+GAvUbjgQDDMH0dOcMwqFQqsNlsuxbUR6FEiN6b/6FWqzti72mwW40Gz/P4t397A+fOMdBozEMT63H/HW0It7evAtBgYeHY1K9P6UXZ7A2RwnEMgiAgn0917FsBHioVoSfZbKOnh3SL4XAsweORdrqZ1GiQLca26Crz8JAl6zQoFjNIJC4jGDwCi8WJbDaKRiMPtZoUjnq9BV7vSqcoGQWSQ3Bu5HXR+22w0ejdYmi1Wmg0KsUp4UC3oWGYFq5f/wV4XgWfzw+e58Wk4HDf68tpNLLZuyiV0jNvMer1ImKx8TqD4f+GbG94vgFC8eExN+dBtZqG2ewfS0sByPvBsmzHnYiCForp9FW02ywWF4/PRJOjOgMyxe5/iHa3Ht00c55XwelcgN3e3/zRwrC36JWL3kaD6EwuAtDMXPTm8zHk81sIBo+iXM6i2Sx06G96vbmvaB9/fpRyNWyjPA14nsfGxhlotWYsLEy/US2X850GqlTKoFTaxsGDz4hDk/Fbj1Faj1argURiHV7vQ3A6lRsHjNKHDAYUymmg8vktFAoJWYGA48BxDByOEl566Un4fB7Fx5kW1IilN3z03Y7e6AD6PQaAL3/5y3j11Vdx4sQJLC0t4b/+67/w1ltv7bpG47HHHkOxWMQLL7yA/fv34/bt2/i7v/s7mEwmrK+vY36+e++vr6/jiSeewMMPP4zPfe5ziEaj+OpXv4rnnnsOr7zyyq6etxLsNRoPAAYbDZZlUS6X70ujMa0QXSoTQ8mDeDectlqtFv7n//wZ4nEbtFq9JAd/EL12qDzPIpE4B7d7VVbSsxSq1TKi0dPw+w/B6RzNySbWiHG0WvkevcccvN5VGI0WcdpfxNLSo2NpF6PE5/RHmLgTAaurj800WY3FLqLRaCISOQajUbqALpfzyOejAJiOeNNmC8HhCHZemwSLVcfSSaQajd4thl6vR6EQQz4fVexyA5BCJZ9PI5e7Cb//YdjtHrHYZvqSgnmeg05nhM222AlHHMRObTEA8l5znDAVLUkK2exdbG5eg93uhV6v7mw9PJ6VkfkFvQU4LRTr9TJisQtwuVY7m57ejYfccyS0tHPQ6SxTWTr324iSiWar1YBarcPKyvsUFYb0OpvNCuLxS5ifl9aZyEU3fM+BQEC66a1UCsjnY+h1JCJUpX4t1Pb2LVQqs1OuSAr2Rbjd++F0+mYKX6TBgl7vInK5uDhgIJ+FTmcS76nRk1d6L2Uyt0XBfzeHZFqHK3JtZcRi6wgEjgw5eMkZCJANVAw830IqdQdarQ4rK4/3/VZNC5Yt4/hxE37v9z6w60yF92KjAfQHFQLkPvvZz36GV155BWfPnsXly5fBsiyMRiMeffRRvP/978fJkyfx/ve/H+Fw+J5uOd544w089dRTff/s9ddfx7PPPou//Mu/xMsvv9zvRT6vAAAgAElEQVT5588//zwuXryI69evdyyKv/Wtb+Gzn/0sfvKTnzzwqeZ7jcYDgMFGg0yZS7BarbJTlncKtNGYJEQfl4kxy+veK6etdHob//t/v4l6fR40GXcSBadXSFyv55HN3sTi4uOKub35/CbSaZKqa7FMzzeuVkvIZG4jFrsEq9UDh8MJk8kzNmlaqtFgWVZ0XrmCQODITHajtVoB8fgl+HwHYTLZIQiQzTdmWaaz9eC4OpLJu3C5IqLD1ejmoLfRALrfH61WK/LMz8Jk8k6dEt4LOg1tNFjs29elktH1/OB3g3w2G1Cp2tBoAJ4XYLMF4HCEkM9voFTK7IAWo4h4/CL8/tlyMbriWvdQmnK1WhKLXZJfwHEC7HZyHWq1eohSlEpdQ6NR72SHTBsoSEG5+NPSkgZBw9cAE7RaVWfrIQhqOJ0LssPT2u02stmbaLeZmZ2gyuVtpFJEZzBdsBzTV7RTm+1g8OjMlqyp1DU0m00sLBxXHE4IUFH0FYRCj4y8tmq1iHw+BkFogWygyHejl1bJ8yw2Ns7AYvHD51sCoMwtDQAymZuo1cojqXJyKY60EQuFjsJotIgW5zmRishDozGMbcopBEGATpfF7/7uw3j4YeW/SbOg0WhApVKNHAK9WzEpEf273/0uvvnNb+JTn/oU3nrrLZw6dQqbm5sAgEAggFdffRXHj+8OvY3C4/Hgueeew/e+9z0AJGPM4/Hg85//PL7yla90/o5hGLjdbrz00kv4xje+savnOC12d1y+B0kMfgHo/38/esBJD9TBTAyz2TyUiTELRoWhzYLLl9/BD394A0AAcg49KCQmNCcG+/c/rejc6MRPp7NgdfUJxZ9rq5WHIDTwxBMvQaczgCZmx2LXADAglCuag+GVdOBgGAax2AUIggqHDj034xbjAliWx/79T0GlIkUoIP/atFod/P4VJBJNNBoCnnzy06jVykgmb0EQGPQ7XA1TyFiWBcdxUKvVMBgMKBS2kM/HsbBwQnEzCHTFtV7vQ/B6rbI+c4vFDoPhcIeSwXEsMplNvPnmd2E2O+F0upDN3pZNjRkE2WLwiu9BimIxhlxuC+HwmiQX32Kxw2LpGjJwHItsNoGtrXWo1QLa7RYMBgvs9iAymRtwOpfh93dpKYOfUW/TMegWQylYicRFqFR67Nv31Iy0pC0UCnGEwyeGcmPo1iOfj3Ym7b1ZEv1/W8edO2/D6z2AYFDZ5hLoWvsCOvE7Mt21abU6zM8vAVgSg+WiWFl5CrXaNjY3z2Iwh0HOd7k3Kbz3c1OCePwSOE7Avn3j70mLxQGLpUuJpffU5uY6NBoB5XIB5XIahw9/uE/71MulB4bd0mjwHv1bnmdF44gwlpcfG3vukz6LVOo6ms1G3+fm8y0A6Ia61Wpl0XaaGkkIsFp9IqWSpo63EAzW8dJLH4LVen/D8nZbg/AgoPf3RgrNZhOhUAh//ud/3vlnqVQKp06dwltvvYXFReVZPUpQrVZRqVTg8XRpdZcuXQLLsnjssf57WqfTYW1tDefPn9/Vc1SCvUbjAcSD0GhI/TDJzcSY5XV3Gt/5zit47bUYPJ4DGBzmSL1mv5BYg83NU7DZFhAMKrMerNfLiEbPIhg8BqvVJRbj04H4tZ+C0ejG6uqTPeevhtsd6HOHIgVVFPl8DGq1gFarAZ2O8I3b7SbS6asIBB6eiftcrRZEa9eDshx8RqHZrGJr6zw8nhUEg4cBADabu29aT7cem5vnOw5XOp0ZVmsIer1R3NTw2Nh4CyaTD/v3f0Dx+dDC8P+z915Bct33meh3OuecZnq6J2MAEIEASZAAA2iSogIly+IlCfpKpbrlKj14/bQuh/KDHvwgWXapJD+4tK6yVVZZqrp17eu7W/audqX1rixaJCUiDQAiEGFmuqdzzuH0Cffh9P/06ZxmBgNhvhcS0+Gcf/e/z/ml7/s4To6VlRfEpHoSZLPbqFSSOHPmTbGLUShkEYs9kMig9h6NkWJnydVXoFZb2vbQMMjlCrjdrQCLpmlsb1/DrVsfwu32oFwOo1gMNUfguoPdzpEXabBYLKYRidyE230ERqMNDMOMbShI1hYIXG7+Ps72fI5KpcHsbKuaLHA9kgiFbjelUAVZWp4XHpufP9PT5HJUkO/N7R6dQ9MLrXEyI1ZWhLXZ7S1OBul6CIlgi19gty9ArW4fVUqltlAoxDE/P9k4GQFNVxAIXB5ZwasT0j0VCq3DYpnB4uIZZDIh5PPbaHcCnxO7EtI9QRIQknQQwrfX+yTUao14DR93fI90xCwWPzyeweN7er0Jev1R8d+C7HQMweANUBQPuZzGm28+j1dffXlfBPn74RweBgatu1wud5GpPR4PvvjFL+KLX/zibp9aF/7yL/8SjUYDFy5cEP8WjUYBCB2WTng8HvziF7/Ys/ObFAeJxj7Efkk0CIQ57IroibEbI12DEpxpkM/PQqtdQzK5gUZjA3I5C4piwfMMWJZrzqTPQKvVi2RvhUIBmi4gELgGv/+ZoUpF/RCPf4JSKYfV1RclN8vxvtdCIY5Y7E7TJXz42IUQUK2K/67VaigWM7h+/afgeTm83jlks5tg2Rpstv7Ggv3Q2cWQYpy1RSK3UK2Wsbz83ECXcNL1AJYA8KjXaeTzKcTjD6BQsCiVksjl0jhy5Dzsdn/f9xmGcjmDcPjmWOTqXhAClavQ6z1YXn6u7TGTyQqTySp5bgOpVKgjSDQ1ux4ahMOC58O0lf5sNop0emMk1a1BoOkaNjd/Cat1CcvLz4h/FyrUneswwuFY6OrekOCP8EwOHz7frEZzXb4e0oSjX7A4iDg+CBRFwWJxiYEyw9C4f/9DcJwaOp0S0eg1AIBeb+/Z9RiESOQWaLo+9fdWKqURi93CzEz/cTJp14OgWMwhHt8AzzdAUWyzQFSAw7GCpaVn214/7j2G8EOWls5OxQ8hcsPSRKwzaE+nowgGr4uqaTKZuul50/oshI7YNVCUBocPv9TV9ZC6TXcmvJ2QqlNNMuIok8nhcHhhs3mg1Wbw1ltPYX6+t0jHXuNxnZAftu5yuQyjcXoX9nGKUv3G19577z386Z/+KS5cuICXX35Z/DuZHuk1kqzRaMTH9zMOEo19gF43o05ll70+F3KxlnpiaLXasaRgJz3uTkKhUMFuPwS7vZuA2WjUkUx+gmh0AywbgVzOQqHgUSjEUCymcPjwsxPpm3Mcg83ND2E0+rC8fGbicw+FroLjqJ5B/TAQEnu1WkYyeQtHjrwkGoKxLIN0OoKtrXXxJt5pLNiJnexibG9fhd3e6mKMAsKX4XkeNpsLWq0BsdgNuFxHceTIHJLJULPrQXwLBOO3QWZjQHsXY5LxFikEo7vkyIGKkEQtAlgEQBybM9jcvIJkcgsWiwsGgxWFQkIchRsHQjX8MhQKE1ZWJu/0AK0A0+d7psvPQqhQL0Aa7Eq7NwLxHzCZ5qBSacV9JO3QDBqR6RUsCgHmOuRy/VRdLABIpwPI5aJYWnpW/N7IHH+hkBa7HoTrITWAk0Lqpj3NyBXQGktaXh5/TxqNFtFPo1BIIBq9A7N5HrVaHsHgJXAcB6VSC7t9qa+UbScIh0Kv92BpafJrGgDE4/dQLuewvHyurzqZTCaH0zkHp7MVqAuqaSEkEvcgk/Go1aooFJJYWXlBvCYN6npIeUPEe0E6vqdQ6KbeSwxTxsoKj7fe+uy+c5o+6Gh0o1gsiuTqafDzn/8cr7zyykjPvXPnDg4dOtT1ty996Us4ceIE/vZv/7btMULg75XI1Gq1R0Ky+CDR2Kd4WIkGAXH2bjQaY3ti7CcM+gxlMgWs1lVYrattpnYPHvwDDh/+v5DLhRAIhCCX1wHUwbJVKBQymM0zMBjsPQO/fD6GePxOkzTe6wIgjGcMgjBSdAku15EJgnpeDMoTiXuoVPJYWHgOOl2r2iuXK+By+ZszxwKq1TJSqQDi8fsQDN9Y6HQOOBx+xGK3+3YxxgHpYiwtDe5itK1GovolcDFUSKW2kEgEsbj4NHQ64SYxO7sseQ2HQiGDcPhOkwzMAhC4K2Zza2RM6GJ8PDW5mjhXq1TW5tom+51QFIVyOQa1Wotz5y5AJpOL7tmCcdroPhL5fAyJxAN4vSfGIiB3goySGI1eLC2dGXn0r1f35vbtn6FUqmBmxotsdgPlckrs3kgxLFjM5xOIx+/A4zkOg8HcNXI1KqSk+M7uEzkPq9UFq7X1G6zXa0ilgshktkBRfJPrYQfHMahWC1OPJY1rLNgPUn7IoUPdHIpSKYdEYgMcVwfLNpodHq9I+pdC2Ev3m9ynyYMalm1ga+ticy89M/wFHdDpjNDpBF5JInEfDCOMuOVyYRQK2+B5DhSlhN2+AL2+VTCRcj3I9YT8m6hTuVzC+B6RQh13fE9AGp/5zALOnDk+9tp2Gwcdjd6oVCqw2ye/9hMcOXIEP/jBD0Z6bqdHxvb2Nl5//XVYrVb8+Mc/7hrlIiNTZIRKimg0OnVRYy9wkGjsUzzsRKNUKkEmk8FgMOxJZWYvx8WkZG8AbUlGMnkNJtM8VCotXK5VAKttr61UCsjlgkino5DJ6qCoOhimCrVai1otC6VS1yTs9g7IhWX2X2MicRelUgYrKy+M7UXA81xTZaOGSORKk6g7mjqNVquHz9fqMAhVvrt4//1/hMMxC51Oh0DgCuz2BRiN/fTfeydRk3UxeLAsh0ZDCGxVKiV4nsXm5ofQal3N6nPvgI6iZDCbHTCbW+cpdK+CyGRCoCgOicQm5HINTp78zFhjMZ0g7t5zc6ObwfVCpVJAOHy9SUBuBZhKpaojieKRz6cQDt8GRTHN4EoOi8UPk8nRVMu6DLncMHV1tuVcfnoqtSzBF+Uq5uZOiEZnQvcmjVjsLoCGyJHoZ5xGgr5o9AY4To61tfPi+3QSg0eRQx3m1dEParUGXm+rGskwNG7e/N8A1LBajQiH1wHIYLcvwmAYT0GPqCUNqvSPArKXBknyEoI2CbwpShgdCgavSWRpNaDpMlQqM1ZXX+j5PqMin48gkdiE3//UVNwXobNyEUbjrJisSLsetVoF6fQ2kskHoj+JVtutzCd4GW2gVMpibe0lUJRs4vE9hqFhsxXw7rsvwOHYHdXEA0yGYaPYO9XRcLvd+OpXvzr269LpNF5//XU0Gg387Gc/a/POIDh27BgUCgUuXryIt956S/w7TdNYX1/Hu+++O9W57wUOEo19gEEeDnsJ4okBCMG3wWDYs3brbiUanW/X6bfQWaEtFu9gaem1vu+n05mg0x0DcExyDA537/4LGg0tFAoltrdvguNoyGQymM2zI429CJXjX8Fo9HXNUY+wSjCM0MXIZIIolxNYXDwLlUrd5To/KqLRj0HTNF566bdBUULQU69XkUptI5XaahKzGWg0VjidS32D9cm7GHSTQyODUqlCJhNANhuFz3cKarUW1WptrPUolWrMzq6KXYy1tVebQTkJ2FlQlBw223xXItXr8yNdDJ3OLVbDiRTyuCAz/cvLZ4cGmELl2QmLpTV2RAQAQqF1ZDJJ2O1u2GxWMAw9URLVa21SjLOf4vFPUC4XsLj4XNtMv2BI2ZkMku5NCHI519a9oekqQqFrPbtPvboeZNSKHEs6chUKXYFCMX0iRpSgDh9+uS14Jl2PdHoLFMU2ux7OvjLUpGtkMvmwuDi+saQU8fgdVKuVkfaSFAqFEi7XPABBZadSKeDBg19BqTRDLq8iGLzYJXU8CoTOyjooSjP15026dIO8cTQaXZv0L8/zyGYT2N6+CbmcbSrvsWCYMuz2lbbOyrjjexRFgWULOHXKgDfeeGPfdvyHKS89ztgpjsakx/7c5z6HaDSKn/3sZ1heXu75PLPZjNdeew0/+tGP8PWvf11MjH74wx+iXC7j7bff3svTnggHicY+xV52NDo9MQSX2p2TrB0Fu51oEGlX4rdAyOzSNeZyD6DRjO+ym07fhsFghNfbniDUamVkMkFkMneaM94NNBoMtFobZmYWRQnETGYb6XRgotEEYV00GKaBSGQder0bhw5NXn1sdR9WMDvbrnKhVmvbqrk8zyGfTzeD9QZYtoFGg4PHswyVSo9QaH2CLkbLu0SlUoHnGWxufgCdzi2q7rSOP/q6WlyMds5L+1gMSaQCkMl4sGwDCoURbvcy5PIWLyGdDohdjM7q7Dj7V/is1+FwrGB2dnJ3Z4VCBYYpwmSawZEjrwIQXNpDoVtNRSUegBwOx1LbSEkvCPs1BJ+vWyJ2HAgyqpdgsSxgaWm0rlq/7s3Vq/8NLAt4PF5ks1sAuJ5+GP3kUFsjV4KwgsdzHEajBSzLDux69APhviiVpq49CXR3PXieb34fLYUripLDbl9EvV5ENhuZumtEDCHNZj8WFkY3O+wFQdq1gieeeKUtWWlJHV+TmIhq4HAs9zTjEzor63C7pxtNBIDt7augKNXYyQpFUbDZ3KJXUD4fRzB4AzqdC5VKGsFgqqfUcb/xPbKfWJaFXJ7EG2+s4ciR5TZvjnFUrg6wu+B5fuDvu1Qq7UhHYxJ8+ctfxsWLF/E7v/M7uHnzJm7evCk+ZjQa21SvvvGNb+DcuXM4f/48vva1ryEUCuE73/kOPv3pT+P1119/GKc/Fg4M+/YBSBAsRbFYBIBdzbY7PTF0Oh2USiVyuRx0Ot2emvtwHIdcLrfjo1r/6T/dRDR6RJzjViqVbRceqaHdxsb/g8XFV8biIZTLccTjvxy5C1GrVZBIBMCyOchkDcRid8Fxgimc1drfeK8bPBoNBgzDoFiMI5PZwvz8011jICS5GoXUHo/fEY2uRu0+SMEwDVQqFWxu/hLlcgkzM14APNRqExyOpYGBFM9zoOmG6F2iVCqRyQgk3bm5k10JWLVabRt5G4QWF+MoTKZ+Y1/d4DgWsdg2qtUU5HIh8YhGt+DxrGJx8VTX80mnbJRz6jS6mxSCYdotMXjuBzJSwjClJreAg8EgVNllMkWbROwgo8NRzM6SyQcoFtPw+09NyVcoIxy+Cqt1BTabp3l8oXtD00WJH4Yddrt/4G+HkKu93icAtLofBJ2jVv1M7IrFFGKx2/B6xzPf60SlUsKNGz+FQqGD0ymMvBFOFClAjArBPyQCv/80lMrxrp1kdEqpVIJlG2KyYrePppbUy+DRaPSAZauoVIp9TfNGRa1Wxvb25R1JVoQ9ALjdh9oKaUIimEQ+HxVJ/xxHwWab75nQMkwNc3M1vP32i9BqtSKxXNpFI3465L/j8z12DjzPo1wuQ6PRjHRt+nVCpVKBXC7ve/977bXX8PWvfx2f//zn9/jMgMXFRQSDwZ7FqYWFBWxsbLT97f3338cf//Ef48qVKzCZTHjnnXfwZ3/2Z12cjv2Ig0RjH4BwBqQolUrgOA4m0+QuuYMwyBMjk8lAq9WKagd7AaHFnYVer59I6anX+zUaDfzVX11HKnWib1BKEo16PYVs9gZ8vqdGPgbD1HD//n/G2troOuksy4KmaWi1Wmxu/hvMZi8sFg8ymShKpZhIXmZZBgaDs2fgwXEsaFogSMfjN6BUGuDzPdHzeKMkGjRdQzB4EWbzApzOyfxCAME7YHPzEjyeNdjtXgCtWfxcLtL0j5Ca8Hkgk1Hi2JfgXSJwMYLBi9Dp3F3O1QSjJBo8zyMcvtYkjZ6cSLmrVqtBpVIhmxUI2U7nGnK5GFi23Kzq8tDrhYCdZfmhiQbhK9hsS7DZpjeD43kFfL5jYwcxHMcim42jWIyjVEogk0lgdnYVs7NH2+RDOzEo0ZASx4UxnMkRj3+CSqUIv//JgTKqJEgsFKIiZwWQw25fgMFgE/kKLtdaTx+Szq6H9HZIEg9SoQ6FroHjZBN93lIILuifwOs9KSYrPM8jk4mhWIw318FDJusmNktBjEDVatvA5HAQyHWyUIghnw83k5XJr780XWsmUHpYrRZJ12O4g3YnBKWzLBYWTk+VrNB0BcHgFTgch2A2O8XEatB3SAweabrQJsLgcNjw0ktevPzyU12v7xyzYlm2bT9JOx4k+dgLkImFxzHRKJfLUCgUPe9/PM/j7Nmz+N73vofz588/hLN7fPB47bpHCLs1OjWKJ8bDbPvuxJpZlkWlUhGD10GSvOTvicS/Y2Hh5ZGPwXEcNjb+C5aXz00Q5HG4f/+ncLnWxIqZwzEHh6NVRWRZBplMDIHAHchkDQi+H0L11mTyoF4vIZH4BF7vCRiN1n6HAjD4M00mN0QTr2kCjETiLvL5FObnn4HB0Kr09p/FDyGbvQKOo8GyDDQaM2ZmDiGX2252MU4NHCMbRqovlTKIRj+Gy3W07djjQpAqvgy93o3V1XMQjMTM4ncumIUJJl0cJxjxKZW6Lr1/QBhJqVZLXXyFcSE4l9+Cx3MURuNk5FOZTA6r1YNSKQybbQHHjn0alUoRmUwIyeQ9UJSQRBkMM7DZhs/kCxKx048A0XQNodAVmM1+LC4OH7nqpQxVq1WQSm3jzp2fg6Yb8Hj8qNeL4DhrV9LeizQuJZezLCuRdj4Ci8U51cx7KHQNPC/Hysrzba+nKKrLfJN0oVKpjS4luHI5tyOdFSFZuQydrr/Z4agQ/Fo2cezY621jd6VSHolEAEANPC/sK6Ox/74SumuXoNN5JlKnkoKMOS4sPAuFQtnWxRqEToNHjmNRr9/FW28dxhNP9N6XZHSPdGQBiHwh0vWQFhRJEktes9tdj8d1nGuYYd/DGp16nHDQ0dgH6NXRIJwJi2XwTPU4xyBk72GeGLlcDiqVas/1maftpJAKdLVaBUVR0Ov1+P737yGVOtH3NfV6vTkn/UvMz49+o93c/K9wOJbGDvQajQbu3v3vmJ9/CgbD4ARBCpZlUa1WkM3GEIlcAsvymJnxgqIomEyzPV2ZyfFYlu0agxNmui9Cr5+B27001ho632dr61cwm/2wWmfRaDRG+v6kpHyFQoFSKYOPP/7XZtVQSAxaXY/uddVqVSgUip6jOaHQ+sRdDCkymQCi0QdYWHgaen2r8kxm+ztB1kPTVWQyITBMBTIZB5quo1hMw+d7qi2ZnASh0HVwHODzHZ+yqp5APH63rareCWKaVi4nxZl8QAmnc0X8PEhQqNU6+nafRkUqtYFCIQmf79TYI0BSCB26y7BaF2G3z3Z1CwAeFKWEw7EInc7c9XpyrVQoFEgkPkGlUobffxKCqhrflmiM6j4tdFauTeUULqwjivv3PwDPK+DxzEIuVzWT2u51DAMZKXQ6j8JisU+8nwRRhXUoFHrMzg5PDkkRhewrwYxPA6dzCTRdQTx+d2opXdLt0WhsbfuSJJHDOhpSNBplrK1RePPNl6Ye6yX7R5p8SJOf3eh6CPeOKrRa7b4lrO8WSqUSVCpVz++N53ksLS3hww8/xOrqao9XH2CncJBo7BN0mrFUq1XUajVYraMHo/0grfCP4omRz+ehUCj2fPYvm81Co9FMlGh0joLpdDpQFIXvfe8m0unBiUYw+J+xuHh+ZH5EJPIBlEoZnM6FMc+Rxt27P8HMzMmRb+xSHwmKohCLXYFO54DLtSS+ZyoVRrWaFJWgZDKFODrSK9EQyOdB+P2DuwbDIHRDYvD7n4JSqWobC+uHXqT8TCaIVCoIv/+0qCYjuGZvo1rNQC4XghO12giHYxkqlaZnolEuZxEOT28qKATPF6FW22C1+qBSqcTfCwkMBiUa0vEEwZwsC53OjVotIwbsSqUGdntvEm0vVCp5hMM3BkqWjrY2DqHQVchkWni9R8YOZLLZFPL5CCiqgVIpjXQ6ikOHnofLtTQ2qZqAqFzp9R643YsTvQeBwA9Jwe8/PZAfIvjGbIPjygB48LzAWbHZfKAoOcrlImKx67Bal2C3t4+4dSoS9Rq3kiYhhFzt95+ckq8gCDVIzQ57rYOM8g3iekQiH6PRYDE3d6wpZTt64C1FpZJHKHQdMzPHhnZWB79PETdv/i/wvBxut6fZOXTDZvONva+EBOom5ua6uz3jJBrC+FoGn/rUEp5+uvdo6k6AJB7SkSsCaddDOsY3DkiiodPpJv6NPoog3BS1Wt01tUEed7vd2NjYEL0qDrA7OEg09gk6ZUhrtRoqlQpstsl1uaUVfplMBp1ON1JFplAoiB4ae4lJOimdo2B6vb4t0Pve924hne5voCQYNv0PHDr06kjHy2Q+QaUSxNzceKZMNF3F5ub/wvz8c+D5weNcBAzDiCMcFMUjEHgfHs+xoYRmYeQiAJouguNoMEwder0VNpsf8fhtaDQ2zMxMLqMpzOJfhMEw0xYYDks0Go1GGykf4BAIXIZabRlaCeV5DsViFtlsCIJ6Vx2ADA7HIkwmFyKRj8Ew7A50MUJIpzcxN3cKWq0e1Wq1LdEgAUGvGzb5rhQKRZvqUi9ibamURzotkGiFMSX07UxFIjfQaDDw+5+cqsJZKqUQjd7B7OyxoepT/UDTNCiKQiSyDqXSBLd7GalUCNVqK4lSqQxiQjgMmcx2U+WqW8FrHLSSlZmmS/l44DgWmUwcpVIc+XwY2WwG8/NH4XYfGshZIejkeQhd6hrC4SuwWJbgcHinUiMibtrD+ArCOmIolZKQydimuIIKdvsCdDpzk69wFTbbMmw2z0QVfoKdS6DK2N6+0pZAdXbTeJ6FXK6B3b4Irbb/qFg0KkhF9/utkPUOuw8yDA2Ho4gLF56H3b633hijdD06R64GgWEY0UH6INFogaZpOBwOlEqlR4JQ/SjjINHYJ+hMNOr1OsrlMqxW60Q3JzImxXGc2CUY9X0KhQIoitpzfelxOyk0TQ8dBfurv7qJbLZ/R+P+/f8XLtdJmEzDbyaVSgrR6HtYXj430vkR1GolBALvNY24FKjX61Cr1X0v+lJDQYVCgXo9j0jkGhYWnh17/p1hhOC+UIjik08+gMfjh0qlAMuyYgV3HK+FdDqATCbU7Ia0JxT9Eg0ym8zzvEjgzmajSKUeNA3Txs0RRdMAACAASURBVE9oa7UaOI5BLHYfweANOJ1e6HQ6qNVmOJ1LY/NNyAiQWm3F7GwrCZMmGiRRIpBWr2UymfhYJrOFcjkDn2901SVBOlQasDPgeQXq9QI8nidgsXQbOY2+Ng7h8HXwvHxqInMqFUI6vQGf71TfkatCIYNsNgyABkVxYFkKVmu7EV+LyGyZKukFWn4W0yYrxAxOp3PDZptDo1FDJhMCx1UBcM0q+2iclVRqE9lsFHNzT0KhULZd20cxFCQgsrVGoxdO52QE+0qliHR6G+n0BsrlEtxuP8zm2WYCLBs70SCkf4tldHWqfiAKZfPzp4fylsg6OK4q4RAJXQ/ShbRYFrs6UFKMkmgwTB6nTxvxuc+d2zeB+aCuh5Qb0qvr8bgmGsNI8JlMBsvLy2KR8gC7hwMy+D6FVHpvnMCg0xPDYDCMrTSx30ljHMehXC6PPArW/30YcBwDtXp4YiPc8H+KtbXfGOsYpVIakchHWF19ETKZfCgZUcpdUKvVSKc3UColBrqNDwaFROIOOK6BF154t21fZTIxhEK3ATQAcAAoWCxzMJncXTckciPXaOxYXR2caEn3rLSLoVarwfM8trY+glJpnNptOJUSSMsvvfR/QiaTg+c5FAoZ0TVbULiSwWLxwWzu71ORzYaRSm30TXpIcEISP7LGztEZhqFFIvPCwjNj/Y7kckWzEr8AQDDxy+cz0GrtyOdDKBSC4Lj+ztn9UC7nEIl8vGMjVxynwPLyuYHXFJPJ1pa4Nxo0UqkQcrkQZDIOxWIOpVIWR4++NjGZnZzT9vYlqFSWnn4W40BIfDdEQ8hGowGdzgi9vuUBQ6rsUh+JzhE4IhOs1Xb/TqT7pZf7tDQBAUgCJYwUTkOw12i0YJgiZmaOwu1ekqzjBgAGDENDrTY2ux6DuzeZjGCoOC3pn3xOOp0TS0tnRnqNTmeETtf9fXz88f9EoZDDzIwP1WoKlYphpC5UJ3ieh0KRwptvHsfhw5Pz1nYDnSOZ0q4HST6kRRBp14Pcc/b7fX2vQYjgB5/L7uOgo7FPQObWCWiaRqlUgtlsHimI7uWJManp3m5L6/bDsJEtssZKpSKSvYdV4gZ1NLa3fwKDwQ+dzjS0Enrv3j/C73+6q4o/eD1RJBI3sbx8ti3Ar9VqXR2NXtyFUOgSZDLtSATLXuA4Dg8e/Ds0Gid8vuHvQZyZ6/WsWFVXKLRQKLQoleLiOFE/kI6GRqMR1yPtYuTzccTjd3vOTo+DWq2EBw9+BYdjFW63f+BzabqOVCqIej0PiuLB8ww0GhucTsEwMRC4CJXKBK+3t8kZ+T21xr3QxdHgeR6JxAPk83F4vSfbiMzjVK+FtfWXv219PznROVurtcLhWOjZlQqHb4BhOPj9J6a6mQoqVzfh8RyHWq0b6qPRD4Q0TFFqGI0u5HIR0beA52Ww2RZgNI6WDBUKSSQSn2B2tj+ZffRzugy53CQ6Sku9JYZ9bsRHgudrKJWySKXCWFsbjbPSj+vBcRwikXWoVGbMzq5NVYUmpP9+v12SRDNMHZlMCCxb6eoWyGSyZlJ3BUqlceLrUeucBHnfYdeTYSD7SS7Xi98d6XqwbFWUnxbW4W36xfTuaDQaVfj9dbzzzvlHdoxGaiZIEhBpeKdQKKbiejxqGEaCv3XrFt58802EQqFf+8/iYeOgo7FPMY5TtpQITTgO09yc9tKVfNTjDvL9GIR+yxAC4TwMBsvQLsPW1k/gcq2NlWTkcgGk05ttSUY/dFb9AQ737/8b7PYlWK2TeS0IhMh1zMychEIx2hhRpzMzx3G4e/c9VCpJ2GwWJBK3wbIsjEYn7Pb+xmKEgC7tYgQClyCTabC6+vxUHIpI5Baq1TKWlp4baSxJpVJjdralKMLzHHK5FG7ffg/ZbAJu9yxkMjmKxRSMxhb3RSpFKZfLxcCkc6+QMRKDYVY0bVQoFG3z+p1jDp1kYQLiHdFP/raXc3ahkGo6szOgKCFg1+sdyGaDcDrXpiLFA0A4fB0MA6ysvNBU1KKHv6gHpMkKMRa0WFq+FvV6Del0CJnMVjPQ5aDVOmC3t4/2Ef8QQInl5eenChAEs8PbU3FWDAYzdDojwuFrMJtnsLZ2HplMBMHgegdnZREqVTv3rJf7dLGYEj8nrdYg4Wj17noMQj8p3V4QugVHxH9zHCu6gNfrBcTjQczMLMPt9o71+XSCmOaNck6DIHDr1psk9FZXrF/XIxi8AZmMA8M0IJMp4XKtil0Pjsvi/Hk3zp/v9sZ4lCAdoQJaiSxN02JHVtr1kPI8SPLx64h+32m5XN7z8fDHFQeJxj7FqIpERJ2qnyfGpMd+WI2uzuNOv8ben2M0+u+w249BkKzs/+pY7BJ0OgPM5tEDtlTqHsrlOJaX+48EkAC0s+pfqxURCPwSfv8zE3EXACCR+ATlch6rqy91abePilqtiGDwUtOno3UjJ2TTQOAGKIqFMHIlh90+D41GkNgkCa9cLkeplEIkcgszM8enUqWh6QoCgUuw2ZYxO3sU9XptovfheSCfD8BqncXx468BAOp1wXchnQ4A4NBo1KFSWeBwzEMm63aHJkiltpDPx8Qxks6bePtxW5XrzrGZRqOKcPgaLJaFkbwjCASPEmebEV0gcBWBwG3YbA4UCgHkclvQ6eziWkYFkWOVEnQnBemskGSlF9Tqdt8CMtq3vX0TMhkLgEe9ToOmy/D7n5raJToUugGO43cg4BXUwKSeJoJZYYtPUShkEY0+AOGscByRbm4fURRI/xwOHXqprdAk7Xh07rFe3TKiTjWNlK5MJofL5UMsVgIAvPjiV1CtlpBMBsHzVYkfhgc229zQILVlmrc6Fd8IEIjxlUoeKyvPDyWhy2RyOJ1zcDoFLgnLsigW88hkwkgkPoHdLsfv/d7/gbm5Xz/Voc69odPpuroeZFSXPF86cvWodz2GxTCEBP4or/FRwUGisU/QudkHdTRIa79SqTQrf/09MSY9l/3Q0aBpeuo1clzvddTrcXi9x8AwDfQzfstmN0HTSfj9p0Y+XiJxEzRdxvz86YHPIxUmYu5EURSy2W1kMptYXX1pIhUXjuMQCHwIvd6NxcV2h/NxuD6JxD2USlmsrLzYdR4ymRwOhxcOR6uyWauVEY1uoV6/B7mcg0xGQaOxgKZLkMs1WF19YaouRjz+CcrlHJaWzkIunzyRLhTiiMUER2a9vuU7oFbr4PWugTiuc5xg0pZI3AfDVEFRgoGXzbYIvd4ChqGxvX0FOp0by8vPjXTszps+CSATibsoFDKYmxPkWGmaHnvcCiAjV+uw2RYxP9/aryRgJxXdlgpRt6EgQSQiKPcI4gXTy7FO0lnpNLCLRG6i0eBhNvuQyWwhl9sEx3EwGFzN8Z7RznOac+pELHYbtVqt+Tn1/55MJitMplaSLUg3h8Suh+BCHcbKyjnMzvraXttrHwzqliWT91Gtlpq/lclv74I/zkewWJawsCB0Ojq7BSzLdHFWBBfwdtlmwR8lNbVRJSHrG42zWFx8euL30euNMBhUWFuT4803X9qR4tx+B7n29+t69ON6/Dp0Pfrd90ql0oFZ3x7hINHYp+iXaHR6YhiNxl8bxQSSaHQS2nd6jYnEFZhMg8l+tVoBqdRFrK6+1Pc5PC9UvxmmBopqoFDYQKlUxOzscTAMDbm8e8abBAYcx7XJpkaj18Ew7NiKVgSCnv1lzM2dmogIKZwTg83NX8FonBnRkZcEOjLMzCxBoVCg0WDAsjXcu/cB1GoLdDphtAgg8q2zI9+siESsyeTH0lJnpX9wJ6p9XQKRGVD1SXr45vgaC5mMglarhU6nBzAn+nUIhOYA7t17H4VCFi6XD3K5TPQtGRcs20AgcAkmkxeHDgnfubRy3RlADhqbIdKni4vPdgVynQE7AFQqJaTTQSSTUvWeGej1VoTD67DZljA7O9nIHgGRPp02WSGVcLt9BbOz7V4GrbGY620SqA7HEjSa7gCCjKZNf041bG9fhsWyCI/nyPAXdEChUMLjWQSwiGTyARgmjbW1l1EoxFCpJMDzHHiegtXq79lJ7dUtazTq2Nq6BL1+Bj7fSbAsB45rdO2dUZDJBJHJRDA/f2agcaJcroDL5QPQSo4EF/At8HwNPM8iEnkAu92H1dXpFJwI18Tna3ntTAIhsE7i858/iqeeOjr8Bb8GGFQ07JXISrseZNzqUex6jNLROEg09gYHicY+RWei0emJYTAYJjZZGuXYpNKx1xcRjuOQz+cBAHq9fmJCO0Gva02pdA9LS681/9UdsLJsA5ub/zeOHn0SOl0EarUMGo0MarUMarUcWq0MKpUcWq0CFoseVqsLBoMeKtXToGka+XwRqVQB+XwFlQqDapVBpdJALldBudwAz7NgWTkaDQ3qdRVisRswGr2YmZlMvjKZvIdiMYWVlRe6AqjRJY0TiMVuw+c7PdLIlpBkNcCyra6MUKG/CYahcfLkp9vOhRjwbW1dhUwmkLKVSmF2vZdpXSJxH8ViEvPzz44sEdsLxP24c5abgHQxhPE1RVPZpfszU6vVYJg8XK5DOH58qatTwPMseF4Bh2MJBsPgeX+hwpuA3/90WyBHbuIE/cZmSHDQaNQRDl+FxTI/YmIoQKczdM2x37nzPnK5S5iZ8SKfD6FaTcNuXxrZUJCAuHJbLAtYWOhNsB8VwohMrm8lvHMsBhDIwIlEADxfE5Monc6BYjEKi2V+rNG0XiDu5fPzZ6bal0J1/hL0eo+oumS1tkaKBBGDELLZEChKCPh0Oivs9m7ifz4faapTPS2KWkjVrUjQCHRzhKTBmED4vgyVyoyVldE6dZ0wGMwwGMwoFpOIxe7gxInPolzOIxBYh1zON5W6tGPtrXD4GjhuNK7JIDAMDYslgzffPIu5uem4Jo8axvncOrseANr2Ub+uh9TNfD8kH9Lx1F4gqlMH2H0cqE7tE3T+eAFB55lIt07qiTEJpvXwmAQMw6BYLILn+bHI3sPw3e/eRKnUUp3KZu+iXk+IlUhSrdFqNQAoNBpxnDiRx2/+5pMjmRsOQ2eCqNfrUSwWRWWmfL6Ara0wCgUG+TyNXK6GfL6BUokDy2qhVhv6Vl8FL4JfQaNxwOPp3aHhOA71en3g2Fk4fB0sy8HnOz7CiBMPhmFFCV6lUgm5XA6GobG5+SG02hnMzi6P9N0Vi1mJaZ0QFOn1dhQKMRiN3oEu0fV6HRRFDfyOQqF1sCwFv7/XuqRdDBlUKmXPtddqVRQKSeTzAczNnYJGowfLMj2fWyhkkE5vQyYT5II5jofZPAOLxdv02RA8EQyGGbhckzlgkwAykbiPQiGFuTlB5arT02NUtHwafHA6pZXpHDKZbfB8AwALnhd4BVqtVfzOO5FM3kepNJ5/SP9zugyjcXZi74jWOW0gELgNq9UFpZIaSM4m6KU6RXxWdDoX3O7ppE/z+SgSCUFKd9TqPCH+53IRAEwziaJA02Xo9R5RdWnQ6zsNBaWo1fKIxW53jRVOgkjkBhiGb15Puq85rb3V4qz0MqsUeFmX4XKtjcWR6wWWzeHUKRNeffUp8Dw/linsow7Bc4jb0TV3dj1Ylm0L7DtHrh5G4kHTNGia7ptMfPe730UgEMD3v//9PT6zxw8HHY19jnq9DpZlJ/bEmASTenhMAinZmxxrZ+UF288/m72KxcVXWo82H+Y4FhrNPbz9theHD09X9SSQKmV1JogURcFgMMBgMMDr7R5TqdVqiMeTCAYTyGSqyOdpZLM15PM0ajUlGIZCNHodXu+TIwUGvb5Lmq4hEPgVHI5DsFr7+0y03oNrchg4KBTy5mwzhUwmiHQ6CL//GQwR8GqD0WhtI4gnEhsIBG7BanWhVktjczMOhUILp3O5axRGWErvGkmlkkUodB1u9xMwm7td1Nu7GEooFHL06mIQUzmVyoLV1RebnwHf87kAoNOZoNUeFWe+WbaBVEqYYS8UYshmU/D7pzXfYxAMXoJeP4u1tefH9maQIpXaQD7f3VkBAIPB0taZIbyCVOoaFAoKAA+NxgSnU1DBCgQEU7nFxdE8Efohkwkim43A5zu1Iz4NWq0dTz/9RttjxWKLnC0khN2GglLk8zEkEsRccifkWLVYXX1+rNd2Ev/L5RyCwatQqaxgmBKCwYt9lbrI63t1y1iWRTR6EzTdwPz8s81OWaOvMtogkJEyq1VwHe+Hzr0lcD3CTa4HC45jUa2WIZersLw8HdeE5zkolWm8+eYJHD68iFqt9tCETn6dMErXQypC8jC6HsPil4OOxt7hINHYhyB+EYDQ6RAcj9V7VhUYR1p3Gkjdy4mbNPEt2ClI11AshqBU2jqq0RQYJoWjR0t4++3TTXnZ6Y8pVcoymUxtCeIo36NGo8H8vA/z8+3kUKGyWcCtW/eQzb6ITKaGTCaDbJZGva6GWm0aaf48nd5CLhfG4uLZEarPfLPzw4CiKKjVKtF8MBj8CCqVGaurz4vdm3EhkNg/glptwzPPfL7tMTLzzXH15giJoHRjMLh6BoXh8A00Go0+BoftXQy1WtW3g5PPxxCP34PTeXjoKFQ/yOVKOJ2zCAQicDpXceLEZ1EoZBGLPZBUcymYzd4uBaJeSKUCyOcjbWZp/QJIknj0Uili2QbC4XXodK6RyeyEV2CzecWAoVBI49atf0OhkMXMjA+1WhrFomFkLwwphATqCjQa28jn1A/DEoPOBLfRoJFOtwwFGUboerhcK4jFbkImGz8x6ISgTnW9Td53UkSjt1Gv13D48Mtt1xKe55HNxhEK3YJgWMmDopSw2xe65HvJ6N3W1kcwmxfh9/umSlrT6QDy+dhEI2UC10NQ6iLJvUbjgFxOIRy+jlZ30Auz2TNyx67RqMDvb+DChU89Vh2MTuzVCDQhi0tNTaXJB8Mwe971GPSepVIJVuvkSogHGB0HicY+AflBMAyDSqUChmHE0RSNZvLK3n5EP7I3Sa5268KYSn2AhYWWszfPc5DLP8EXvqDF888/uyOjWp3JU6+RpWlUvYTKphlnz7arrrAsi3g8gQcPIkgmy0inq0inaygUONC0SkygyI1crTaPRDwX/EZocBzfNBIUOAwC9+E6vN5T0OvbyefjrE3ghtyBz3cKWm23prkw831ccj4sUqmwSACWyykoFBoYDC6kUvfgcKz17M6M08XY3r4ien7U65P5RgBANhuROI4LAW9vBaJtBAJXRRM+jcYCp3NRrEpLq/PLy4MdsKWBIElApCMz6XQQmcw2vN4nodFowbLs2JVrAOB5FtnsBpzOJZw4IcjSCupJ26IXBsty0OkccDj8A9XCWonByYklnck6w+F1UJRmrMRAqVS1jR6yLItw+C4+/PD/g9s9B52OQyBweSxDQSmIitcged9RICWhz8x0k9ApioLN5mnrJlSrZaRS20ilHkjGE10AOBQKCczPnxELE5MkrTzPY3tbSBCJj8ykEHxNbsHr7Tb0ZJhGs+vR6U+y3LPzxbIZvPzyDF566XTP6+8Bdh/Srgfp8pIuGhm52s2ux7D7ULlchs/nG/icA+wMDhKNfQISfNdqNchkMhiNRlQqlYdyLrvV0SDmQWRdO0H2Hn5M4b+VSgYymUGsYDcaOSwtRfClLz3RNl86KXZbKWsY5HI5ZmdnMDvbrgdfKBTw8cefIJ2uIp+v4erVa7BaLVCp3EMSOh6NBtM0EqTanMwFvf8GVldfmvi7E4LCq+D5fkpQvSHo+/thsXhEPs/m5iXcvXsZLpcHhUIQuVygqe/vA0VRYJjRuhg75fkhJCuXoFCYhga8QqegFeTyPI98Po1Q6DZkMgbFYgqZTBxHjrwCh2NuwDv1B3F2DoUuQ6m0YG3txb6eHqOoFBUKcaRSm5ibO9GWHKpUmg5zRB65XALb2zfFCrtMpmxK65onTgx6oVzOIRy+3pf0Pw5isdug6SpefPFdcc8LhoLbSKe3IJMJFVq93gWHo79xpTQxmFbFK50OIJeLwu9/ZqASVCe0Wj18vhYpn2UZfPzx/wTLyuBwOBAOX4VMpmozsCPolbRKux3FYhrR6E3RnZ2Yjk4SIAryxUzfZEyhUMLtXgCwIP6tUMggGr2Hlj8JBZNpFnNzSrz11pme3hiP49gUz/P7RpaWoigoFIqRuh4A2joeJPkY93j9cGDYt3c4SDT2CWiaRq1Wa6uCT1P5nga7kWiwLItyuQyGYfq6l+8GN4QsIRb735iff6H53vfx+c+bcObMOTAMg0KhMPFaJ0me9vJ71ev1OHx4GQaDASqVCl/5yqtoNBoIh2O4dy+MVKqCVKqCdJpGo6GDWm0UuRidSkzENM/hWOlKaMaBYAa3Drf7CEymyc3ghEDuI1iti22+IaTrsbl5GRzXAMsy0GoNcLsPgaK6R+NIwMtx8r7yt6OAooBCIYl0+n7Pquxo70HBYnHAZLIhFLoCq3UBq6vnkUqFsLV1WfTC0OmcA4NcKQqFBBKJe/B6W4mBlDTeWbmWqhR1Bo7b21ehVOqxsnJu6G+UoihYre42NSWhwh5EMHgVyWQYNtsM3O5lcBw3cTAkBKl0c1xuuo5BMHgJVusinM5Dbe8lGAq2J1FEdYyihEKFXN5KolKpLRQK8R1QpyIdyOlHyoSOwU2srr4g7k2WZVEqFZBOh5FM3gMgJBEGwwxsNm/Pa7RcLkckIvA61tbOi+c5qqGgFAxDIxD4CFbr+JLKJpMNJlMrqazVsrDZUvgP/+G3d0TI4wC7j0m6HtKRq0FJ7YG87f7BQaKxT0CSC+kF+WG1eHcy0ZDyFUinpp9B0u50UoQAmaIU4PkaZmaCuHDhBEym6SsZUk+TfsnTw0avPaRUKrGw4MPCQqttzDAMwuEobtzYQCxWQDZLo1jk0WjoIZcbRUnWxcXn+gZOo+zXaPRW019huKvvIKTTG8jlElhd7T4fipLBYvHAaHQ2FaVUKJcLSCQC4LiWd4TZPAulUodo9CY8nqMwmbqJ46P+BIk0KKCZekSmUEgiHheMBUlA2Ms1e5gJHyEfy2QaLC/3TwyGVa6FIkEWsdgteDxPwGCwDpWO7AetVg+5nIFWa8ELL5wHz3Ndpm+jyp+2e2wMFzMYBCJbu7DwLGQyeZcCYCcoqtufpFotI5ncxPb2f4VGY4HN5kAuF2kaCo5/XSgWU00lqMmSVikikY/RaLBYWelOxnQ6A8zm1ihWy59E+p1oYLcvQy5XiMmYNDEY1VBQ2i3LZELIZsND/TqGQSgepfFbv7WK06ffGPr8x3F06lFa87CuR+cYX7+ux7BOzkFHY+9wkGjsE/Sq+lAUBW4cGZ8dPBdg+oBfylfYC1neXuA4HuHwTzE7a8enPlXE88+3B1yTrJWQ9SuViuhpMk4F7WF1qgaB53mYzUacO3dcFB/gOA7RaAx37gRx9SoDjWYN6XQGtZoOarVhrO9SqBZfhNW6iJmZyY2yBFPBj6BW27G01F0tZllWNJeSGiISff/W8xjcuvUzFIslzM56kU7fR6EQg8u11Ff2tB/K5QwikY/hdB6BXm+ecpxsHYBqoGdAryC3UikikwkhkbgHiuJQrZZQLuewuvpyGydkVEjn9cPh62g0eKyuvihejzo9PYaNWwGCe7ngyn1IdOWmqG4vjFIph0RiQ5TWBQCTaa6NMJ9M3kexmNkht+lL0OtdIsdg0msuTZdRr+dw+vRvQavVDwzYhyVR4fANcBx2jNdhtS6PnIz18icplfK4e/dDFIsZzMz4UCiEAfBdkrTC67sNBaWJK03TiETWIZcbsbDwtHg9nGSdLNuAw1HAhQsvwmYbvs8fhjfUw8Z+u9eMi0FdD5J89Op6SDu1vb7zYrF40NHYIxwkGvsYDzsgnfTYk/IVdosbYrXG8R//4wuw27tvROMeUypZq1arodPp9vWNa9j6Bn1Xcrkcc3NezM158dprAgm50WggGAzj/v0IEokqUqkKslkGHGeAWq3reSxBRjWOhYX+3ZBRkM2GkEptwuc7Dblc2RYQEu8DlmXFG1K/70UIeC/D6z0Gm60VrJdKWUQi90Fmvnmeh0bjgtXaf0wsFLoGlhUCQlJ1mwSVSg6RyA243U9MxDHQ6YzQ6Y40z+k6tFoVbLYVZDKbyOUeNPfrYP+ITtRqpWZisCYmBjRNi5XDzsp1P1M4iqJE9/KlpeGJQT9p3WBwHRxHIxrdgMXiwdraC1MlGfl8BInEJvz+U+LenRTb21cBKNsSxH4Bezy+BcE7RvCQsFi8MJkENaV6vYxgsD0ZmxQ7Ob6VSt2D0+nHiROC0WlLkraTnN29v6SJaKVSQCi0Do/nGPR680h7px8YJoennzbjM595Y991kvcb9vM9ahKQrgdB53WovRtbhlwuB03T+OCDD3DmzBnYbDaUy2WYTKYBR9kdvPfee/j2t7+N9fV1JJNJmEwmHDt2DH/wB3+Az372s13P/+CDD/BHf/RHuHr1KkwmE9555x1885vf3GEbgN3FQaKxj/GwORrjopOvMK4s724lGl/4wnM9k4xxMM4I2DA87ASSgKZplMtlAKN/V0qlEsvLC1heXhD/VqvV8OBBAFtbKWxullAsMiiXFaAoA8Lha9DpnEPVkgZBmFO/CKXSiNXVFwBA7FoA/bsYvRCPf9IMeM92KSEZDFYYDO2KUJHIg6ZfgUIMpqzWBbBsHeHwjaaZ2OQ8E0CoXjMMh+Xl6arXAvflGlyuw5Jzao3HFQrt/hE8T8Fi6e0fEYvdQa1WxvLyub4jbr0q153yqAxDIxS6ApPJh4WFpyZaH5HWzeWUSKWCeOqpL6FWKyMcvg2gAYFDIxtZFWoaP4tOkGTM7T4Kk2n4sXt11oQk6hry+RAKhTwWF092EbPHgSAXfRFarX2oEtRwZR4hAZ6dPdmmLieVpCWQ+pMQcrbFMgeTSZCiTiTuolwuYmWle2yykyM0SKCAeGO89dZJHDq0MNZnQ97zccJ+uNfsNqR7hNyXS6USYhdWQgAAIABJREFUFAoFZDIZWJbFlStXcOHCBQDA8vIytFotfvzjH0On0+GJJ57YM/GWe/fuQaFQ4Hd/93fh8XiQyWTwox/9CG+88QZ++MMf4stf/rL43PX1dbz66qt44okn8N3vfhfb29v49re/jXv37uHHP/7xnpzvTuDAGXwfgci7EpDA9mFoPWezWXHcaRSMQvYeBo7jkMvlxh5FGoQ///ObeO45HufPH+v5uKA9n4Ver+/roTGKZO04IA7oe1VNIQ7zRCZZ2sVQKpXQ6/U7VhEkx2IYBlev3kQ4nEehwCGZrKJcVkCtNo/FzSgWk6LkpTTQId0LchMZ1sVgGLrpGeCH0+kf+fhSB3Ke55DPp3HnzntgGB4zM7MAZLBa/TCbXWIlbdQEtFYrIRRah8MxffU6FruNWq0Kv//kyJ8v8Y+o1bJNJSUOCoUOlUoGdvsKHA5v12tomu4y6uqHVGoLuVwEXu+TUCiUbQHPKERhAiI5rFSaMDt7qOdz6vUaUqkgGo1is8LOQ6ezw+GYbyPMk8B5kJ8FmQEftJ8AIWmtVIqYnz81Fd+o5Trugcs1j0Ihg3w+DKABnhcSQqt1fqSElvA6BEnl4fPnROWn154V9lQN8/NPTnS9I/urXE4jHr8PrdYAj2cVTudSl6FgJzoFCsjeYZgafL4a3nnnPIxGozgmMyrK5TIUCsWO+CU9KiiVSlCpVI8dQb5z3RzHYWNjA7/61a/w0Ucf4V/+5V+QzWbBsiwMBgPOnDmD5557DmfPnsXZs2dht48vZT0pqtUqlpaWcOjQIfz85z8X//65z30O169fx507d8Qxr+9///v42te+hp/85Cf41Kc+tWfnOA0OEo19BJqm227GtVoNlUoFNtt0co2TIJfLiQnDIBCTtmq1CplMBp1ON/EFbTcSjW996yaefx548cUnej5OEg1pIC49n2q1inq9DoVCAb1evyNVj1KpBI7j9jzRUKvVXR2nnZYX7peg8jyPZDKF27cDiMWKSCbLSKXqaDT0ffke29tXwHFy+P3Hux6naVr0gFAqlQO/l1RqA7lcHPPzp6FUjhdgSBMNmq5ga+siLJZF2O1CEN5o1JFMhkDTOfA8A4ZpwGRywW6fHxhMTZIY9AJNV7C9fbV5TtNJqCYSDxCNbsFotEKh4MHzHChKDpttAQaDrXm84YmG1PfD41npeIxrCyAJ+o3MkMC5s6I+DIQwXyzGRMJ8NpuAXm/B6upgxaxhiYaglHQJFosfdvtkksMExENk0PiW4E8SAk0XRGldnc4Ou93ftscikY/BMBx8vu7fSz/0SjQYhkYweAkm03zPZHP89d2H3/8UVCoN8vk08vkIKKoB4spus82PpD7Hsik8/7wbZ8+e6Op6SMnAg7hCj1uiwfM8yuUy1Gr1xB34RxHD1s1xHGw2G7a2trCxsYFf/vKX+PDDD/Hhhx8ikUjgT/7kT/DNb35zT8/5+PHjcLvd+Nd//VcAgjS9w+HA7//+7+Nb3/qW+LxGowG73Y4LFy7gb/7mb/b0HCfFwejUPsZuyL2Oc+xhOehOk713Y3RK+Oz6V7z6nS8ZK+J5fsed2fd6dIqiqKaMZemhKWRRFAWXywmXqxVQEL7H3bsRJJMVJBJl5HIcaFqGePwWHI7DsFjaAxApFwPAwO9FIPpehE7nxMrK5KNbABCP30WplMXS0lkArc9NqVRjdnYZgDAGwzAsKpUcQqHbzWCKbwvWpYmBx9NtujYOCCF62hl8IbC8DINhBidPvtr2WK1WQTodRDq9CYoSRBDM5pm+0rrDXLkHEYU7g8dI5GPwPIWlpXNjJ/hSwjz5zN3uI+C4OoLBK2i5Tc/AYumWcSXv0QlBKSnU5s4+CQTi/zVQlHro+JbgT9KuOpbLJcU9xjA1xONBLCw8A79/dcA79YZ0nblcCKnUNubnn55KCQoQ+EuAQhx3BACLxQGLpaXuRpKoTGa7OW7VnURxHAujMYu33joDr7dFaJcqEREPBgKpBGqn/8LjNjp1gG5Uq1VwHAeXywWfz4fz5wWZZp7nsbW1tSdJWaFQAE3TSKVS+Pu//3vcvXsXf/EXfyE+fuPGDTAMg6efbjfnVSqVePLJJ3H16tVdP8edwkGisY/xMBMNctxekFb65XI5TCZTGzFrt447CQR9/sFBijTw5zgO5XIZjUZjx8eKHgZIIEcq8zvZLRp0zFHQi+9RKpVw+fJ1pNNnkUrVkEgkUK2qoFabwHG8yMUgZOR+v4tsNopU6gH8/tNTEX0Jx8BqXcDy8rNdkp3toCCTdXtHkGD97t1foFqtwu32gePq4DhmJB+MXucUDF6CweDF0tKZCVcmQAgsg/D5TkOt7g6cNRodvN6W4VutVkWhkBKldXmehVyugd2+iGTynuioPio6x6cELlQRweBVOByrMJkcYiA5zrgVgSBbm+qZjAn8iEhTFYoVOTg22zxksvbfCJEvVqnMU/tZEC7NqLyOTlAUBavVBavVhVRqE4VCEk8++QVks2EEApdBUTxYloPR6ILNNjfSHhN4K1cglxunTsoFsYUrHVyh3uiXRIXDt0FRDFi2jldeOYG33vpsV/BHxqY6ZVCliQe5XpCuh3QU63FKOB6ntQJoK1j0QqlUglar7dpTFEVhcXFx188PAN555x389Kc/BSD4Xf3DP/xDGxk8Go0CAGZmusVIPB4PfvGLX+zJee4EDhKNfYR+le79Qgifluw96jF3uqMhlw8/P47jxBEwADAYDENntCfFXnU0CG8GEAJzMtO8m5j28zIYDDh//pz4b47jEIvFcPXqXUQixN+DAsPoIJP1bokHg5chl+vbKqmTIJXaRDIZhM/3ZBuBd1woFArUamn4fE/C6ZxvjvFEu4J1h2MJGs1gucVMJohsNrIjFfXt7ctQKk1YWTk3/AVNyGRy2O2zcLlaJPNkMoDLl/87nM4ZaLUstrYuwmz2wmz2jL3fEom7qFSKOHToBbFA0OnpQdBJEpbuvRbvwd03GZPLFXC7/QBanB2BML8Blq1BoaAAyKBSGVAqxbt4QpMgHv8E1epgkv0o4Di2uT6nuD6d7nDb41KvlUF7rFLJIZG4Dbe7P29lVJDEThBbGD+8IEmUxeKETJbCZz5zCKdOjdb5k8qgAu1KRFITSoZhwDBM27jVJK7TjwIOJuN7o1wu74hqEynijYLO0ew///M/xx/+4R8iGAzir//6r/Huu+/in//5n0XeBYlFeo35aTQa8fFHAQeJxj7GbqkwjXps6XGl5nS7Wenf6Ys9z3ePa/QC4ceo1WpotdpHvosh5c0QHsOjtiYyJqXVanHu3EnRdb1Wq+Hmzbu4ezeCSqWMRKKCUkkOmmYQi93B7OyJNnnUcSEEqReh0TjGrl53/lQzmUAzMXhKTAxkMhnsdq/I8wCEKncyGQTP1wCwYFkeZrNX9CkgvAe12j51RV0wBLwzkRFc5+8zErmBRoPD88+/LT7GMA2k02EEAuuQy4UAT6Mxwelc7stbIV0as9mPxcW1rmNKR6c6ScKdnh6FQgLp9AZ8vtPQaMbrZplMVhgMZlHUIhi8ing8BIvFgnT6LhIJFjqdbSgHp9f6AoFLTfWtteEvGIBRCN8ymRwOh7eNY1GpFJFMBsFxVZDRsVqtBoVC3ZTlnfz6QJThNBrn1F02hqHhdBZx4cJLI3lj9EOv7lepVBILSEStjnQ9xnGdftTw67KOUTGso1EoFGAwjOcF1Qs///nP8corr4z03Dt37uDQoZaYxcmTJ8X//8pXvoLTp0/j937v93D37l0AEHmOvRKZWq02lD+7n3CQaOxjPMyLA0VR4o1cGrTu9ujNTlf7OY6HTNb7cyRrI230aSRrx8FudjSkPh+EN1MoFPYsWd2ptUlH2Do5JRqNBkePrmJpyQer1dok/mbw/vtXUK0+h2SyglQqDobRQ6XSj/U7yuUiSCY3mkGcATQ9WrWq+/wZBIOXoVbbRpL21elM0OlaggUs20A6LYz1VCoppFJR+HxPwOGYnHxMeAGC38N0UrqCvOxV2O3dilkKhRJu9wKABQDC7yyfT/eVo02nA8hmoyPzAnoFkKRivb19BRSlwfy8EOw2Go2RfRmkEFzHP4LDcQh+/ynx78JakhIODgdAAYdjCXp97+SWjKf5/dN1oQBBCpn4toz7/QleK4JZJsPQ2Nz8FShKC5lMEF4QvFaMcDgWxjKtLJXSiEZvjax0NQgsm8fTT5t2xRuDXJekEqi9/BdGcZ1+VPC4dzQGiQLsREfjyJEj+MEPfjDScz2e/oaZSqUSX/jCF/Ctb30LuVwOFotFHJkiI1RSRKNRzM5OJ/6xlzhINPYROn8UD7ujwXEcCoVCW9C62xfanU80uJ6JhjQgJxX/R1mVQ+rzsRu8mb1C53hev8RWuk8E4q8dv/mbLak/mqaxubmNBw9iiMVKSCQqKBZlUCrNPUc6hIrsFSgU2qlHrojSztzcyYkDL7lcCYfDh1AoAbN5DkePvo5CIY1o9B6kPhijKvZUKnmEQtfg8TwxES9AikTiPqrVAhYWRnPlpiiqiwRcr9eQTG7i2rX/AY3GDIfDhVwuDLvdNxFvpVottMnW9vL0IOfSb9yqtb4HyOeTWF5+tovXIazF1ZZcCRycbSSTD0BRglqXXu+CzeZFOLwOhWK88bReEBKfy3A41qaWQhb4S5uYn39G/KzJtULqtdLywujttQIA0egt0HRj6sR1Wm+MSdHLf2GY63Rn4vEoJB+PwjnuJIb7w5RhNBqn/lzcbje++tWvTvUeBGQUivzOjh07BoVCgYsXL+Ktt94Sn0fTNNbX1/Huu+/uyHH3Ao9eJPIY4WElGhzHodFogOO4RzpoFdDe0eB5HpVKpY3IToLavcJOJ1Oj+Hw8CpUt6XjetMpYKpUKa2vLWFsTFKGIjPGtW5uIRguIxwV5XYbRo9GoIRK51XfkatSPTuA9XIVabcDKyrmpRlHK5QwikZvweI7BaBTGR0wme1uSICj2bHco9jhgt/s6ZE9vgabrWF19caobq1AF/yVMJj+Wlp6Z+H0AoF4voFrN4Kmnfgtarb7ZlZqMt0LWJw12+41bkcSjU6FI+E0KHRGNxonFxadHVvISCPOtcSiOYxEOf4L33/9HuN0+qNU8QqHrcDiWodGMX0VNJh+gVEpjcXEy3kPrvKRGhULi02g02vaEyWSFydQaVyJeGLlcCDIZB4bhoNVaYLV6EQ5fg9W62PSTmRwMU4XfT+Oddz61J+Mgw34DFNXtOi1VuCKSwOS50nGrQdK6DwOPwnV/N9HvuygWiw/NWTuRSMDlai8W5HI5/NM//ROOHz8uyt6bzWa89tpr+NGPfoSvf/3roo/GD3/4Q5TLZbz99tt7fu6T4lGNHh8L7HWiQWbiiawrRVEwmUx7euHcndEp4f9JpZzjuDYi+17LzRJMq3zSK2nqlRDu9++PEOqkRPydHs+jKAo2mw0vvNDypGk0GtjaCuEXv7iMw4efQjxeQbGYhkplkRB1KQijPoNRLmcQCl2Hy3WkTXFqEkQi19Fo8EPn5gXFnpacKc9zTdnTW6Aotil7uoWFhWewsHB0qnPKZILIZCLwek+NzXuQQhjfWgdFqZvJWCsxsNtn27xACKeA5wmnADCZZkXeCk3XsL19GVbr4tAxAmnlmSQgUk+PTCaMdHoTs7MnxcSHqJqN+/uJxT4Bx9Xx4ou/Lb62VMojHt8CUIPQjcJQwnyL0O7C4uJ0vIdqtYhQ6Crc7vE6WkqlCh7PkvhvnucRDF7HlSs/gcczh1IpjFIp1ua1Mg44Lo3f+A0vXnjh1K5fpya9xktJ5p1dD9L5GNT1eNS4cb8OGLWj8TDw2c9+Fj6fD2fOnIHL5UIwGMTf/d3fIZlMdo1hfeMb38C5c+dw/vx5fO1rX0MoFMJ3vvMdfPrTn8brr7/+UM5/EhwkGvsID3N0qpPsLdzI6T2vzux00E+C+VKpJDph///snXuUHGWZ/799756e6U6YTDIZMkkmNxMSQhJigCTcEiCoEMTlEkUjIlEPIpzEXVmiq7+jAkcPEtH1sroCu+ANDyvuuqwrQbkZWC5JMEJCQm6TSeaemen7pS6/Pzpvzds1Vd3Vda/u+pzjwcz0dNVb9dZbz/M+l29LS4suwntq0eOa1qpWbtedLbWK8nq0fg4EApg/vwvz53cJ3zU6Ooq33z4iRD1OnUqeqfWQFzY8efKvYBgec+euAcepv865XAonTuxGW9v7MGlS7c6Kx+MVWuv29x9COs1i6dJrMDLSe6btaakAuLl5Os46S1o7QgzHsUKtybx5FwqFs2rIZMZw8uRf0d6+GC0t1Y1SuqYAIO1oe3D8+B4kEn1IJEbQ1bVMlYEL4EyRPYdTp96C1xvG+953SVlnK3GROZ1yJUWhkEN39xuYPHnOBMenuTle1rmsWsF8qWD/XcyYsVxSj6QWBgbeQzo9irlz12jsdFVqgRsItGD16r8Tfk5U2YeHj8HjYWVV2WlYlkFLywhuvPGCMm0Mp0CiHlKtdUnETI2goN5UK4quV5S0t7UqovHpT38av/rVr/Dd734Xo6OjaG1txdq1a3HvvfdixYoVZZ9dvnw5du7ciXvuuQfbtm1DLBbD7bffjgceeMCSc1eL62jYHKN32+lib49nXGeBFElbgV7HLUVoGKTTKRSLk4WuRVIOHa1SbBZqjGSxWrkSp8mOEQ0SxchkMqY0GVBCqbXmZKxde77ws5GRERw5cgJ9fSXHo78/hXQaCIUmo1DIljkGHFfSYlBDf/+7yGSSmo3BUnej19HSMq6xQRu4HMdieLj3jHYEd0Y7IoopU7omFAAnEgPo7z+oqdaE0Nu7H/l8TlMuv8/nR1vbDBw71of29kVYurQLicQwTp16F14vg1KkYLzIvBpSjs9456ySMrhYUJA4IWJNj+Hh4xgb68Ps2RPrOqSQKphPJEoF8/39h8BxwPTpXWCYHAB1BlFJsPI1tLScja6uldX/oAJE+4PUwNCEQmGcffZ4Nx2iyk7S4EopuEG0tnahqSmGYjGJRYv8uP76D1pSF2dUy3K6tS6gXFCQdLtyMQ8rIxp33HEH7rjjDsWfX7NmjaM0M6RwHQ2bY1aHolAohKamprJUBsB8sUC9xkt2yguFPILBSYjH4xUXc7OVutWgRa3cThENOoph93bCpajHbJx/filvlmVZ9Pf348CB43jttUOYMuUcjIywyOczCARIv3MepZSr6pTaur4u2da1Vk6fPoHTp+XF94BS29O2thloaxvvXpVIjKCv7zB4vlRkzrJAoZBGU1PrmfQt9c8/vcs/fbo2JXSiOj5z5nJBhDEen4J4XKw0fQKnTx8TIjhNTVMmKJn39e1HLlfZ8ZFKtxIXmZNOV5FIK2bOPB9er1fVmunxeBAKRVAoJLBgwSWYNGmqoJo9PHzsjMFePVIgvladndVT3aqda63aH6U0uJIqOyGTSeL06R7097+O22+/DhdcsLTq9+iN2WtgJUFBEvUQCwrSjoce791GjmhUGnMymRRqHlyMx3U0bITUg2GEo6Ekt9+pjoa4HW8g4EdLS2XNDyvSwwDlLz6O45DJZITUr1o1TKyqQREjjmJoaSds1vwUXzuGYRCNRrFq1bm46KJl8Hq9KBaLOHy4GwcPnsKpU0mMjbHIZPwIBuMVDbOhoWNIJPrR2bmSclJqh2gYhEKTVHU3oguAM5kxdHfvRiBwFjiuiBMn3gTLsmhqakVr60wodaAAIt42qHiXX47xuo7qquMT61bGi8w9Hg4sm8fAwAl0dq7A7NnLK3yTNHSReSo1JDQRCIebJTU9qqVbEQYHDyOZHC4TupNSzSaRAo+HFMyHhEgBoadnL4BATQrtUrBs8Ux0bAa0an8EgyGce24bbr75I5q0MZyMXNSD7nAlbq1b74KCRlLpemUyGZx99tmyv3fRF9fRcAB6Gol0QbSS3H6z0WIUS0dovPD5KhvldjHExYhbvcqlftkJuTQ0cRSDjp45Ado593g8ZQrVPp8Pc+Z0Ys6cThSLRTQ1NWFoaBj79x9Hb28SAwMZnD7NwOOJIRAIn0lpeR1NTVMxZ84Fms6rlN6kTnxPTKl7Uw7ve99lZfemVLtS0o4oib3xCAQiZwzciYrppfG9gWhU+/hKbXn/iunTldV1iKGLzIeHj2N0tBeLFl2BRKIf3d1vghSZ16pkfurUPjAML9nJiy4yJ2kz5FzEmh6k4DsalVcwLx/LxEhBqbVuFgyTxcmThzFr1nJ0duoTPSqJHkY0fRfDjGLlyjiuvvoaW0Qu7bTuiNOm6KgHcTy0Rj3sNF6zqPY+dyMa5uI6GjZHLyOYFkBTUhBtVWtdNVTSkOB5ecE+q1BybfVs9WqlI6VnFMMqSiJtY4JzDoxfU9ogINc4l8shFmvB6tXnCTuRuVwOhw4dx/HjQ3jttbfQ0dEOYLLqiAwpYuZ5v2YNg0Ihi+7uN3HWWROLmMlYJ0+eismTpwoCeKW0nm4MDr53JlLAo6WlHT6fH0NDR8vSm9RC0pvmz9c2vlLE540z4oklVfV4fLyGgy4y9/l4MEwRfn8zOjreN0H9u6RnsRtTpkwUKiSIn1M5TY9kcggDAwcxc+YK1U4iKZgfHHwPySSLCy/chNHR/jM1OOyZGpxmTJkyV7FYYE/PWwD8miMiJW2MIdxwwzJTtTHkz8f+7zJx1EOroKATxmwUldaMdDrtOhoiSppjxmwEuI6GjZBLndICbeh5PB7Fu+JWORq1GsXVui8pcTTsFNEQ3y87FEnXAn0t6yGKQfRkSOG9x+MRurGRlzv5bKFQEAxxOg2CGA8LF87B4sXzcc01a8DzPHp7+3HgQPeZIvMMRkc5+HzxCcatmFIR81uYNu0czeJ7pZSdoZrTmyKRaNmuOcMU8fbbO1EsAlOntqG3d98ZA3cOgsHadsRJ29pJk7rQ3q5tZz6ZHEJf3/6KER+fz19WmM0wDEZHh3Dy5AF4PEXwPAfAC6/Xj2Ixj64uZUKFBDrdCijNlZ6et8CyHsydO65nAUwsMq8GiR41N7cLEZGpU2cCmCl8JpE4LSH0OBOxWLmjVChkcPz4m5g6dSHi8eoikJUY18a4yhRtjHqFngtKBQXpdCuzU5/tQrX3eSqVsqwY3K6Q9WZ0dBT5fB6xWEzYWNOK62jYHC0dkcSpRLUU3drd0aDrFuS6L5V2EO3naMhdW6OKpM0eH4kwkToZI6IYRs9P2oH1eDyCkyF3PNowJEX69E6kVP51W1srpk1rE3YiU6kU9u8/hp6ekTOCgjkUChGEQuMKtn197yCXyyouzJWjPGVHW3pTOj2KU6f2Yc6ci8o6EiWTI+jtfQ+1KJmTupVZs1ZpqusAgJMn94HjPDVHfDweD2KxszBlSqntKscxeO+9V1AsetHcHMHJk3vAcTyi0baalcxzuTROnNg9wZgXp1vR5yJOtyIobYEbi52FWGw87axQyGNoqAenT/eA4/LCMb1eX1mNiFo4bhiXXdaBiy9eYUsj147nVAsez0RBwUpRD6CUMm1HQUGjKG0wyr873YjGRF5//XX84Q9/wHvvvYfe3l7ccccd+PCHP4xCoYC+vj5Eo1G0tqrb2HIdDZujxkgUpxKpMfSsdDTIcaUWxFrqFkrnzlet0aA/b8UiLC5gd2J6EYG0dMxms46NYpBaDNInn2GYsjFU6lIk/rdcr32pnchAIIDlyxfi/PNLu5IMw6C7uwcHD/ZiYCCNPXv2gWWjmDnzPE1OxshIL4aGjijqSFSN3t6JqtyElpbJgqo5QAzckpJ5SWWaQTTahra2WQCA48ffRCTSptnxKRnze9DWJp/epJRSDcwhdHauKDPmOY7DyAjdwpWF319ZyVyq4JsglW5Ft9Wluwd5PB709v4NHOc943DWthkRDIbQ0TEXQCnN7+TJPfB6o/D7fWcKyXl4vQHZGhw5OI5FS8sIbrhhlS21MewStdabSlGPfD4vvDMJYkFBsQNb7/A8b2l7WzvyxBNP4M4770QikcCMGTPQ09MjCAJyHIdbb70VDMPgqaeeQltb7dFO19GwEXp0ndK72NtOi7OaugWeh6KIhpnQzhQddQqHw4hEIrqfjxkRDeIskRQQJzpLdBSDtA8mauV6IJV/Tffalyr87Ow8G7NmdcLr9eITn1iPkZER7N9/DKdOJTAwkMHQUB48H1OUnkQE13y+Zs3594VCBidO7MHkyV2YPr2yKjehZOCWd1EaHR3A22+/iLGxAbS1dSAQSCGTSZR1UaqFwcH3kEqdxpw5taU3SUFqFWgFc4LX65VUMh8YOA6ez6HUWrdUZB6LteH48TfL0puqIU6fIo5HPp/G8eNvorV1PuLxNjAMU3O6FSGVGkZ391/R2bl8gjZGNpvG0NAJoQanmtDjuDbGBxz33NcjZJODrCfhcHjCWkM7r2JdD6c7HtU2DVOpVMNHNEhNxssvv4xt27Zh5syZ+M53voPR0VHceuutgiMWDodxySWX4F//9V9x8OBB19GoR/RMJar1uFYgFdFQW7dAIhq11KOYOe58Po9isSjbYtgp0M6Sz+cDx3GGGxt6RtzoCKAez47SeUQ7HuR6VRL58vl8aG5uxoUXnicYA/l8HocPd+Po0QH096cxMJBBJhNEKBSDxzNuEKbTp3Hq1N/Q0bEU0eikCedSC4ODR5DJjGhObyqli53CpElTsWTJ5fB4PGVdlIiBG4udjUmTplc0okknr+bmDnR1KTPm5SAK7dOnL6mpVqGpqQUzZy4W/s0wRRw9+hb27XsR06d3Ip3uR29vHm1tXVXrcMR4PB4MDx9FIjGI+fPXwufzyxaZ006H3G71qVPvoFgsYu7c1ZLrTqkGZ6Hw70pCj6FQGtdcMx/nn3/OhO9xsQdSa404tVMq6uFkQcFqxeCxmLrNjHqBOBo///nPkc/n8ZOf/AQXXngh/vSnP4FhmLLrM2vWLKTTaYz9z60iAAAgAElEQVSNjak6ljMtmzpG7FhUczSIEU52XvVqgWqH1CmgsqhgNewqVkRysIvFomFRDBqjIhrilK9YLIZCoYB8Pq/7sYyCYRikUinZCKDZ9S1SIl+VCj99Ph8WLOjCokXzhHPt7x/A/v3H0deXxsBAGu+9dxzZLIt58ya2Yq2FkjH/fzXtzMtBlKbFBe2kixKh1BHqpNARiuMYhEJxtLXNFYz1sbFeDAzokwo2MPAeEolhzJ59oea2rv397yAcDuPii28W7s3Y2DB6evYLSuYc58WUKV1obpZv3Ut0UsLh8rQyqSJz2umQ0vQo1ea8jsmTSx3GSGODakgJPY6NDSKV2o077/w0pkzR1pTADOz6PjCSSrUKlVI75QQF6bQrO19HJcXgjR7RIBw4cABLly5Fe3sp3TGVSqFYLCIeH0+bjMfjwkavGlxHw+ZU2m1nGAaZTAYMw2hugSp3bKtSpziOQz6fRy6XU123oPTFYpZTRef/A6WQpFM7ssilfJEXk90R1zHF43FNUQyjkCr8rGYMtLaehUsvbROMy2QyiYMHu9HTM4K+viQGB3MoFiMIBpsVvziIMd/efi6amrS9oEtK0ylFBe2ljlCzAMwSxp9IDOPkyQMACujrOwqPx4dzzrlMk5NRUmh/Ey0tHejqWllWkF0rcgXfHo8HkyZNwaRJ40rm+XwOQ0PHMDx8FB5P6d42N0/FWWfNgNfrRyo1jN7edxTppEilT9FF5sPD48rxwWBIcETUrHsMM4pLL23F1Vf/vSN3u10mIk7tBCpHWOmoh50EBau99xmGQTabbfiIBrk+Pp8PyWRS6DCVy+UAoOz69Pb2olgsYtIkddFw19GwOXKpRMRIMrJ42ApHg4yR5Mpr2fEnqVNKX4RGjlXchpdEAcxAz9QwOophZcqXFueQdpLsKFpZCTljQEpdmBidoVAIy5YtxIoVpV1IlmXPFJmfOtNaN41k0otgcNIEw79U17EXPl8E8+ev0eRIMkwBx4+/gUmTZkKt0rTH40E8PgWBQAAnT/4V55yzHsFgE4aGujE8fAwAC57ny4z1ahAnaubM8xEKhTU5GZUKvqUIhcI4++zyFCWi/j00dBTFYhGdneeoXiu8Xq+grO73R/G+911c5nwAEOZOtXQrgGhjDOPv/m4p3ve+LlXn5GIuWtY2qQir3oKCZpNKpeD1ehEOK9OVqVfIvVm2bBl+/OMf48CBA5g2bZrw+7POGo+yPvvss5g+fboQ9agV19GwGXLGPflZNd0IM87FKDiOE7xpALoZsUojGkZAOjCRLkYk/z+Xy9mq0F4JSgrXrYyCVUMcxXByXQyNlLow3epSKt2qs/NszJ49U7hfE4vMC8hkOAwMHEJ7+7kTioVr5fTpEzh9ugczZ65QLBwnR1/fAeRy2bJOV2efvUD4fclY7z/TEYo9UzMUQWvrHITD5Z2jTp7cC683MqE4vtY1QUrPQg1erw+xWCvGxo5hzpwLcdZZHUilRjEwcBQ8X0DJkQImTZqJWKytqgNCUtTa25cIHcBoJ7VQKAgGobgtqrjIfFwb40pHRmIbUVNC77VYqqGFOL1TXFdGRz7MuP7VIhqktW2jR+LI+D/96U/jpz/9Ke655x48+OCDOHHiBAAgm82iWCziBz/4AX7/+9/jC1/4guto1CvkYWFZFtlsVrdib7tRKBSQTqeFRSISiWg2AksvltqKwfWEHhPpYmTFi05rRKMeDHQtUQy7Ok5yVMq9Fu9CEielpaUFF120TDAs8/k83nrrbfT3t2FgIIuBgQFkMiH4fLXVLXAchxMn3kQwGMe8eRdpGlcpvekNxGKzMHv2QtnPeb0+TJnSgSlTxjtClYz1I+D5Ajwe7kxUbgxdXRdpFj1UqmehhNOnuzEycqqs0L65eRKam8cdPYYpYmjoBEZHe+D1cmBZDk1NZ6G1dVZZkfnAwHtIp0erpqjRIm+AtKYHx53G2rXTcMkla4SGD5UiHy72wej6P3G6nni9KRaLE9Yb2vEwew6R+gx37pZYtGgRvvWtb+Ef//EfsW7dOkydWmoJvn37dhw7dgyHDh3C4sWLce+996oW8HOWtdDApNNpAPoVeyvBjN1pjuOQTqdRLBYRCAQQiUSQSCR0GZ9VxX90B7BAIICmpqYJTqGdd/5p1BroRu8eKnUOtaZ61TIGu764Ku1CigW+iNHg8/lw/vnnle129/b2Y+/egxgayuL06TxGRzn4/ZPg80mnbZbqC95GR8cyRKPa8qGJAT5z5koEArV1bALKjfX+/ndRLAJtbR0YHj6G0dGjYFkWTU2taG2dCY9H+QbOyZNvgeN8mDdvjcZCew4nTuxGMBjD3LkXVvys3x9Ae/sc4d+lupWhM0XmRbAsg/7+bnR0LEZX18qaz6W8xoNFU9MQPvKR96O9vU1S8d4pBcKNiBXvmFrWGwBl6VZ6RD2qvffdQvByeJ7H5z73ObS3t+Pxxx/HwYMHEQqF8NZbbyEQCGDLli349re/XVYcXiuuo2Ez6IeD6EYA460tzQz3GWkMi7tlNTc3l9WZ6NW2tJpCKKBfRKMWMUErqGV8aqMYdhkroCzVywjs7kDSu5BKWl0SI2DatDZcemmpHiwUCiGZTGL//qPo6RnFwEAaAwN5sGwUwWATTp36GxiG16HTFYmITKpqgFeDFHzHYjMwd255jQjR9OjpeQc8XwDPs0K6lZSmByn4bmt7n2ZRQKKs3tFxrqrWw6W6lTbE421IJAbQ13cQCxeuQzI5hGPH3jzTjpZDc3OHrA6GFAyTwsKFPlx//TVla3O1Fsxmp8rUgt3OxwysHnOl9Uaum54eUY9KjkY0GrX8utgF8jx/+MMfxoc//GEcOXIEg4ODiEQiWLx4sS6ZM66jYUPExd5AqUOR2TmFZCdTb1iWRTqdBsMwCIVCiEQiZcJU9H+1UNpVN6frFB2ZUdIBzMyIRq0LarWWr3bH6IJ1p0SjaqFauhWd/kCLgK1cuQSrVnmFnx89egJ79hxEMBgFx7UgnR5FMBhTpWROOi51dJynOSIyOtqDoaFu2RoRj8eDyZOnYfLkaYIBVCzmcPp0DwYHDwHgwPNALNYBhsmeEQVUVvBdCal6E7X09OwDxwHz568ROlwRynUwSvc0GIwiHp8Bv7/82pbWzWF86EPzJLUxaikQtkOqDKHentlq2Hm8Ut30xJsdUlFWJZEzt7VtbYibi8yZMwdz5syp8Be14zoaNqNQKCCZTAodl8LhMEZHRy0Lgep5XLHuglS3LL3rJYxO4ZGKzCgRE7QjetRi6NnhSulxaFiWRSqVMj2KUW/IpT+QXupiZWHy2blzZ2H+/C5h7RgaGsY77xxDb28S/f0ZjIww8HhiCARCFY9/6tS+MxERbQZ4qWvWHvh8zZg3b3VNf1vS9Fgk/JthCnjrrT/A642gtXUyurvfQDhcrumhFLoDV3u7fL2JEgqFDLq7d2PKlAWy0RUpHYxE4jT6+4/C52Pg9UJQMu/qCmLTpotx1lmTFR1fbaqMm27lQqgWZZVrakH/V+o7pXAdjXEKhQKeeuopTJo0CZFIRNhYpP9/KBRCKBTSlJ3hOho2g2VZeL1eNDc3T/D4nUwtaSx6vXiM1tGoFJmphhURjUrHM7ObmRFIiQfq2bGsETvW0BBDgOxEhkKhqik0Pp8PkydPwiWXnC9cu0wmg3ffPYbu7mH096cxOJhDPh9BKFQqziRGc2vrfEyePE3udBSRyYyhp+ctTJ++VHPXLFLwfc4564WCb7Gmh8fDg+e9aG2tLMA3MnIKw8PHdOnANTR0DIlEP2bPvqBmlfaWlskIh0vvGa/Xi2x2ELNnF/CpT12jKXqu1mg0Q4W6kZ5hpwsUykVZ6e5W4s0Or9frRjQUQN5nfX19uOWWW4Sfk3boxJ5pampCc3MzeJ7H7Nmz8fTTT6s6nuto2IxIJIJAIFC2OFiVqqHHcWmROqW75HqNt5aFtpZjKonM1HJ+ViK+P3YVrquEG8WwhmopNFLGZDAYxHnnLcTy5SVjkmVZ9PScwoEDPejrS2LXrlfPiAJOkTymUkhK0vz52mpEgPGUJHHBd6k2YgricbEAXzeGho7C6y1dj2h0GlpbZwDwoKenpGdRa3RFzHjtyuQytXB18PD7B3HLLUuxcKEx2hiVUvPkhCf11mOww3rroh56XpD3baXNDpI66/P5kM/nEY2WNghIe1ur2bJlC372s5/hQx/6EP7rv/5rwu937dqFL33pS9izZw9isRhuuukm3H///cI4tECep5aWFvz93/89WJbF6OgoEomE8L/R0VEMDAzgyJEjQv2pWlxHw2ZI5bA61dEghdG17pLr62goF+xTAh2ZCYVCaGpq0rVQzQjkIhpGRDH0Tn2rBhmDkcKVLsqQSqER70BKGZOdnWdj5swZ8Hg82Lz5yjJNj/7+DIaHC+D5mKLd/1JK0uuIx2ejUgtcJRQKGRw//mZNBd8lAT6xpkcfDh7chaGhE2fqQEIoFDIIBtVpUWQyozh5cp8utSsMk0VnJ4dNm67QxYBRiniuAPLCk4D+nYkaiXq+VlKbHfl8HgzDnNF+Ka051113Hfr6+vD+978fLS0tKBaLYBjGsjbtb7zxBv7t3/5N9p27d+9erF+/HosXL8aOHTtw4sQJPPjggzh06BCeeeYZ3c5j8uTJ+Pa3vy37++eeew5f/epXcfnll+Ob3/ym6uO4jobNkJp0TnM06PauVmp+6BnR0CuKQR/PiEJ7JdBRDKdqspBrVygUNDl8emL18e2G3A5kNWMyHo9j9erlwvXM5XJ4773jOHp0EP39GQwOZpDNhhAKxcqu+enTJzAy0oOZM9+vqgUuzdDQMWSzI5oLvr1eH1g2g1AogtWrb4bX60MqNYq+vsNnBPg48LwXkyd3Ih6v7szoWTzOsqexZs0kXHnlRbbQxZETnpTrTCR2PJSu841CI0Zw6BRPovzNcRzuvvtuvPzyy3jttdewb98+FItFPP3001i1ahUuuugirF69GhdeeCGmTNEWSVUCz/O466678MlPfhI7d+6U/Mz27dvR2tqK559/Xoi+zJ49G1u2bMGzzz6LK6+8UrfzKRaLsnbn+vXrEQqFcMMNN+C8887DjTfeqOoY1q8uLlWx0tEAlOen69XeVd/xKs+tlzumVW1S9YK+j3QUwwgRQaMjGmTHisyxUChk6E6sW6OhL2pUzP1+PxYvXoAlS0otaTmOw6lTfdi/vxsDAxn09SVx8OBh+HwxzJ2rTRSQ4zgcO/Z/CIenaFL4Ln0Xg2PHXkdLS0eZnoVYgK9YLGBwsOQklQT4WDQ1TcGUKTMFjRI9i8c5jkU0ehrXX78CU6ZMtu28rtaZSC5HX67IvFGf4UYfs9frxcaNG7Fx40YAwJ133olIJIJ58+Zh165deOSRR/DAAw8AAC644AK8+uqrhp7b448/jnfeeQe//e1v8eyzz074fSKRwM6dO7Ft27ayFK/Nmzdj69atePLJJ3V1NOhNRvq6kc286dOno7OzE//5n//pOhr1jt13J+jCaCXtXSthVY2G1N8bpYhthfOYy+WEcLEToxji4ntSV2I37P6s2gm1ufsdHe04++zpwnM7MjKCgwe70dMziv7+NIaG8mDZFoRCytOTkskh9Pbux/TpSxEOq0trIiQSA+jvP4jOzhVVvysQCKKjY67wb57ncfp0P7q7/wafj0MyOYyRkUEsXXq1ZhXzYjGNhQu9uP76D8Dn8wnd8pxAtSJzcYSMLjK34zphNI26DlUbdyaTwfvf/37ceeedwuePHTuGV155BSMjI4aeWzKZxD333IPt27dj2jTpZhf79u0DwzBYubJcbDMQCGDZsmXYs2ePruckZ6eRZyaXy2FoaEhYh9XgOho2Qy6EZQVKdnPFKUV6tHfVK62ILDhKHB6x4e/0Lkw05OXLMIwhUQyjoaMYdNpaoVBo2JdpvVJLq1RidJJNgFWrluKCC0rzulAo4PDhbhw92o/+/jT6+7PIZAJn0q0mrgclgUEO8+evFepK1NLT8xZ4Xr1auMfjQWtrO1pb29HTsxfx+Ax0dV2E4eETGB09BoADxwGTJp2NWKxd0fo2ro0xFytXLgZQctzJ8ZxKJUdVXBdEfl8sFi3X9DCTRhijmEpjFned8ng86OrqQleXMY0QaL7+9a8jGo1i69atsp/p7e0FUIokiGlvb8fLL7+s+TyITdfd3Y39+/dj0qRJQrepcDiMYDAoNCV64okncPz4cXzmM59RfTzX0XAAVuXzV0uD0asw2ihKD1NthijHcchms4bXL5gR0aDHAkBwmIxE79QpcRTDLnOsUdMwzEbJLraUirnP58PChXOxaNE84W/6+vpx4EA3+vrS6O9PY2SEBceFcPLkXytqUCiFqIVPnboQ8XibDt/1JqZNWyxEMZqaxsXzGKaI4eGT6O7eK6RbhcOT0NbWNUHTg2EKaG1NYNOmtWhtHW+7W49OeiVHNZ/PC5sWhHrW9KjH+6sEJRGNlpYWzceg51ElyDv34MGD+N73vodf/epXFes7SZQxFJqoNRQOh3WJQrIsC7/fj1/+8pe49957MXXqVKG1LdFv4zgOhw8fRiaTwZVXXomPfOQjqo/nOhoOwA41GjRGphSR4+qXOqW8SJBlWYyNjYHneUfu/NPQHb+ampoEoTWnQOp97NJRqlFf2nakll1sWpl62rSpaG+fJjwHyWQSr732FoaHz8fp0wUMDg6AYaLwemuPyA4PH8XY2KAuauGDg4eRSg1jzpzVst/l9wcwbdpsALMBlK7B2Nggenr2w+tlwPMcPB4/WlvbceGFbfjQh7RpYzgV2lElzUmCwaAtND1cjKPSuy6ZTGpub/vCCy9g3bp1ij574MABLFiwAHfffTfWrFmD66+/vuLnI5EIAEg6MrlcDk1N2tI6gfG0qMWLF+Pmm2+G3+/H2NgYUqkUUqkUMpkMstksZs+ejQ0bNuCuu+7CrFmzVB/PdTRsht26TgHlRpYZKUV6jtfrrX5udE54IBBAU1OT4Tm9Rt1TuY5fpHjaLLSMjeM4pNNpFIvFivU+ZjwXTnLOGpVq6VZ07j5dNNzU1IR168bTm4rFIo4d68E77xw/o2JeRDrtRygUl0y3Akpz9fjx19HU1KZD8fj4d3V11fZdHo8HkyZNFaIyPM+DYbpx1VWzcNFFK6v8deNAHA+rNT3MwOmCfWqpluqdTqcRi2lrC71o0SI89thjij7b3t6OP/3pT/jf//1f/Md//AeOHTsm/I5hGGQyGRw/fhxnnXUWWlpahJQpkkJF09vbi46ODk3nTuYFx3G45pprcM0110z4DMdxujrZrqNhQ8QGlFWOBoEsxHZoWVsLJKJR6fdk55/neaHGxKyFWe97SiIAACZEZMyaQ1qunbhrmR71PmbSaC90u1Jr0TBtSM6bNxudndOFjZTBwSG8884x9PWlzjgfDLzeOPz+IFKpYfT2voMZM5YhEtGWiqHndzFMDmefncWmTRtN1cawO3Lrn6vpUV9US2tNpVKan4tp06Zh8+bNij/f3d0NAJLpR6dOnUJXVxe++93v4q677sKSJUvg9/vx+uuv44YbbhA+VygUsHfvXmzatEnTudM2gRx6R/JcR8MBWB3RIFEMYKIBa9Rx9ew6JYV41xwo5S2a9dLQ8zi0E2hWREZvlEYxXFzUUC3dSkr1lmEYTJnSissuG6+3SKfTOHDgKLq7h/HKKwcxd+4CFAoeTTU7p069jWKR0UkbYwRr17bh8ssvV/xdrqE8ETM0PczALudhJ9LptOYajVpZv349nn766bKf8TyPz3zmM5g9eza+/OUvY8mSJQCAeDyOK664Ak888QT+6Z/+SUjzevzxx5FOp1W3mAVKdSLJZBKRSASBQACBQEBYF/1+v9BOXMqZ1jKXXEfDAVjVy58Y6vl8HoFAANFo1BTjT09HQ6qXej6fFwqqyK55Op021ZnT657SUYxquiVmRjSUHktLFMPqSJ+Lc6mUbkW6mZEcafqz4XAYK1Ysxvnne3D99ZeCYRh0d/fg4MFe9PeXoh6plA/BYBxeb2Vnv6SN8RomTZqjOR2C41hEIqdxww3nY9asGYr+phGfHbVrrd6aHmbQiPcXUJY6Zbaj0dnZic7Ozgk/v/vuuzFt2jRB44Nw3333YfXq1bj00kuxZcsW9PT04KGHHsKGDRtw1VVXqT6PrVu34qWXXsK0adOETclIJFL232g0Wvbf5uZmsCyLj3/847IteavhOho2RCp1CjDP0RCLogWDQc3FU7Wg13jFf19J68NpOz/iKEY1J9CO43NCFENNF61GfcE7GTrdiuxck84rldKtfD4furpmYc6c2QBK9354+DT27z+GkycTGBjI4PRpBh5PDIHAeBeZ0dEeDA+fwMyZqzSrmDNMGvPm8bjhhg84KtXQTPR+JrVqejgxcu4EqtWlEC0psx0NOeTOc/ny5di5cyfuuecebNu2DbFYDLfffrsgLKiWNWvWIBaLgeO4sqLvvr4+oUMl+V+xWATDMPB4PMjn87jssstcR6Oe0btlaCXELWvtKoqmFOK0SekwSH3OzPMC1DlTtUQxaOxkANOOrNNqMYghaqcUCRf9IekzdLpVtfQZn8+Hs86ajIsvHhfWy2QyOHjwGI4fH0Z/fxr797+HZJLHnDkX6jB/hnH11bOxatW5Gr/HRSu1dEOjo2RGpVvZab23C+l0GuFw2NIOhjRHjx6V/d2aNWt00cyg2bp1K4rFojAfyf+KxaLwv3w+j0KhUPbf0dFRzJ8/X/VxXUfDQRi5cNAta60WRdMrosFxPAAeiURCkdaH3RfmWqMYNGbvoMldSy1jsBo6AgOUnCVxO0yX+kUqfYaI+1UyJMPhMM47bxGWLSs9GyzL4sSJk3j33ZMYGEijry+NZFJZuhWBZYuYNGkMN9+8GlOnTtF/sHWKmRsD1bqh0eKTgDGaHo26ESI37mQy2dANEiKRiNA+10xcR8OGiB8SoxcLumVtOBxGJBJR1JnAKPSI4PA8j0wmKzhK1XQYzB5nLWMU1zHUEsWwE2ojMXKYGYUqFovI5XIASos1x3GC0SBWHyb/33U+nItS7R1iGJK1RUm3Ip/Ph1mzOjF79kwAped7ZGQE77xzDKdOJdDfn8bwMAOPpwWBwESBTYZJYOnSCK699kO6RJudto6owQ6bSNXSrfTW9LDDmM2m2piJKngjzPlK0NeJdNw0EtfRcABGpU7RytFywntWFtyqPS5J/8pksggE/IjH41UXFqsK7qtB76JriQCYeR/Fx3JyFIOMI5vNCnUkxDAgYyA7lQzDVCwktltHGhf9ketWVM2QnDx5MtauHVftzuVyePfdozh+fAj9/RkMDGSRz4cRjeaxceM5WLJEfRoDfW4u1tIomh5mUa1GQ4/WtvUAfX08Hg92796Nnp4eeL1eRKNRtLS0IB6Po6mpSSgUJwrnanAdDQdghKNBdperqWBb4WioXTzFiuXNzc0Ihey581/tnjpdU4KgdxTDTOhzD4fDgiIrx3FlnyPOQzAYRKFQQDAYhM/nU1RI7BoL9U0tefu0inkwGMTSpQtx3nnj6VY9Pb2YPDmOWMwehaxOxO7PmpymR7W1RErTw4ydaqdBOk7ZfR6YRS6Xw3333YdHHnlEUiCQRvzeqwXX0bAhcqlTehj84h3yapoLVjoatRxXSrE8kUjX3EveqhbCNEZ0YzL7PvI8j1QqZWgUw6gxldLuMsjn8/D7/WAYpubiQblCYqmdbdpQcAXArMfI56SWvH2SZkM+P3Pm2e7cUImTozdSa4mcBgzdUpfMrUaiWkSj0Ws0aDiOw49+9CPcd9992LhxI5YuXYoHHngA69atw9SpU7F7924cO3YMixcvxowZylpmy+E6Gg5Ar5oFWj9C6e6yx+PR5Mmqodb6BdoopBXLOY6H11u7o2EGUte9XqIYQGmnxOPxOC6KQTusTU1N8Pv9SCQSZZ+pNkekfl9tZ5t0/AC052YbiVPuo1NQ0ibVSKfUvZ/Oo5qzSmt6sCyLbDbbcBFUuTFaoaFhV8bGxvDwww9j1apVePrpp8GyLL75zW/iYx/7GD75yU8ikUjg9ttvx6FDh/CrX/1K07FcR8MhaNm9raQf4WSIUU6MQnH6V6nrlD0ROzZGa0qY4TASp4+E7Gmnz+7IOazkmhnRh7+asWBmK0wX+6DGKaX/6yJPPT43cs5qOp0WIhtytUH1FkFVUgze6BENkrUxMjKC7u5ufPaznwUAvPvuuwAgND2JxWL4/ve/jxUrVuBrX/uaJg0P19GwIXrVSvA8j1wuh2w2K6sfoeRc7JY6JS4uljNo7RzRIIjFEZ0axaAjAcRQMtrJ0Mt5YhgGqVSqLO3Oii5kYmNBroOROKWmUXYpG5VadrDJZ5WoUjdSWk0jjRUYX0/8fj+CwaDlmh52wY1ojJNKpeD3+9HaWtL8Ic4o/az4/X6cd955ePHFFzUdy3U0HEKtBj8tvCduWWvkcfVEfNxa27yWdtZrG7PZqVO5XA4syxoeaTKrnqGlpQWpVMoRLypx84B4PG6rCEylDkZSKTVyRaEu9YWcU6qmYNilfqHXeztoepiBkhqN5uZmM0/JdpCsCYZhMGXKFKHhCcuyaGpqwpEjR4TPMgyDkZERzcd0HQ2HoNRQpA0/uZa1RhxXT6SiC2ravPK88lC52QXgpP0px3F1EcWo1LnMjtCOuFVRjFqpllLTKOkRLhNRUzBMtGAaiUZ7DuTGa7amh1lUa+aSTqcxffp0E8/IfhBbIxaLobm5GX/+85+xdetWtLW1YenSpfj1r3+Nj33sYzj77LPxu9/9Dv/3f/+HO++8U9MxXUfDhqgNddM1C3oZT1ZFNGhnQ22BNMfxUDp8s1Kn6HoZoNQ21QwnQ8/7WKkAX+9jVUJrOqESR7zWeWGmISO1S6lEqbre0yNclM0NMqfT6XTdz41Gc2w1OkwAACAASURBVKjUjLfSRka9aHo0eurUn//8Zzz66KP44he/iPPOOw//7//9Pxw6dAgA0NnZic9//vPYvHkzVqxYgVgshkQigZUrV+JTn/qUpuO6joZDqPQQ0zULUoafHpjd9tXj8YBlWSSTSdVF7GpSp4yCrsUg9TLJZNIRizONk6MYtJOnNZ3QjtAvf3Gdh1TrVKW5/I1IvV0LqblB0jb9fr+r9eIyAbGzClRP0bO6TXc1O4Uogzca5Lrs3bsXTzzxBF5//XWsX78eGzZswB133AGgdL9vuukmAMAjjzyCkZERrFy5EnfeeSeWLl2q6fiuo+EQpApfa61ZUHtcsyH5o4VCAV6vV3VqkV2KwWkDNxQKoampSdg1NFvbQsvfVopi6HksvZFy8mptilDr8ewC2W2Ua53qGpeNjcfjQSgUAjA+N4gh6abiOZdqtQpqqZaiJ+6IJnY8zJg31VKnGjGiQa7JzTffjGw2i8cffxw//OEP8cgjj+CjH/0oPvjBD2LlypWYNWsWbrnlFtxyyy26Ht91NByC2Cg1q2UtbYCbsUiQcZEWqfF4XPVx1Zyznkai2QZuJbTcu1q7Mpld71IJuraHdvIaFbfOw0UOMjcISlNnnJBuZZTh3ehUKzI3u1uekva2jRjRIHR0dGD79u247rrr8NJLL+F3v/sdHn30UTz66KO44oor8PGPfxwXXXQRZsyYgUgkottxXUfDhlRqbytuWWt0IbFZtQvicelh3PA8ao5o6IVcFEN8TDtHNOzelanSPTNS/LCejBW5XH4p49Lr9QrtizmOs21BqIs+1NKpyG25bE/s0Ka7Urc8IzYzKtW4NmpEg0A2XxcvXozFixdj48aNeO655/A///M/+OMf/4idO3di5syZuPvuu3HttddixowZCIfDmo/rOho2RWyEkpd7IpEAy7Km7c6a4WhIteJNpVKaj1kqBld+ffQw/GvVLrFSibwSWrQlpNL8zERP8UOzHG27oMS4ZFkWmUzGsQWh1TC7Hs1Kal0f1XYqskNEzOrjm4md1qtqUVQ9I2VujUZlyLUhG0YdHR34xCc+gVtuuQV/+MMf8Jvf/AbPP/88vvjFL+IrX/kKbrvtNnzmM5/Bueeeq+m4rqPhAHieFx5EAJpb1qo9ByO+k94xp8elh7HKcVDcdYocU8s4WZZFKpVS7AjasViu0j1xAoVCQegLHo1GhfxzvbHTi9xIxMYlSQMkBcRunYdz0WMO12JEWpWzT86rEbHj81dLpAyobU1R0t42FovpNxiHQjbeyHX3+Xz44Ac/iA9+8IPo7u7GT3/6U/z7v/87fvCDH+AHP/gBfvvb3+K6665TfTznWBANCt3lBwBaWlpMTVkwaqGix2WUjoFZXafUKrCbmTql5NrqqS1hdntbEhYnavFKdFbU0qhGC0HKuHSLiF2A2nP23c5nxuCkNUpLpKxWTY9Gj2jQkGtMbySm02l4vV7ceOONOHHiBH7zm98gm81qrtdwHQ2bwvM8UqmU0LI2HA4L+eZmonfqiNLuRXqlMdXiaKg5pl4K7FZSq7ZENcweP+20GtF5rRacdu/1oFIRsdSutti4dKlflOTsm9UitVGfTSciFymrphFU6f3NMAwymUzDRzRYlhWeSXJ93377bRw+fBgvvvgifvnLX6K3txc+nw9tbW244oorsHDhQk3HdB0NG8LzPMbGxsq0CshibAeVbrXQgoLVNBj0cTRqX2iVHlNtFIPGioiGOLTsZEeJ7JYmk0nD9GMA60Qr7Uq1a1FtV5sWi3Na9yIX7VRLtxK3SNXDMW2057fexkuvE7RGkJSmR7FYFJpV5HI5AEA8Hhd26/XspqSExx57DLfddpvk7/r6+jB16tSyn+3atQtf+tKXsGfPHsRiMdx00024//77EY1GdTkfsi7v378fr732Gt58803s3LkTBw4cAAAsWLAAa9euxTXXXIMbbrhBl+vlOho2xOPxoLm5WfA6aaxaQLQcV62goD7F4Mq/Q6mB42TjnKB3FIPGDMOcYRjk83kAsJ1wYL295LUitatdTfjLrfMwBztcW7WOaT01IHCpHbGmB7EzyDwqFot46qmnsHXrVixatAgrVqzA3Llzcfz4ccyZM8f0efONb3wDXV1dZT+Lx+Nl/967dy/Wr1+PxYsXY8eOHThx4gQefPBBHDp0CM8884zmc3jvvfewc+dOvPLKK9izZw/+9re/AQDOPfdc3HrrrVi7di02btyIKVOmABh/FrVeK9fRsCnBYBAsywr/tjoVRI3xRIrY6eJcpWkteoxX765TRqQYmdWdib6PdNG60xwluljd6/WC53ld2u+5mIuU8JdcTrYdFIfrEbt213IdU+00om4IGWsgEIDf7wfP87jyyivx8MMP49VXX8Urr7yCw4cPY968eWhvb8eaNWuwevVqrFmzBsuXLzdUJgAAPvCBD2DFihUVP7N9+3a0trbi+eefF2pJZs+ejS1btuDZZ5/FlVdeqekcNm3ahN27dwMAFi9ejC984QtYsWIFVq9ejfnz5wufY1lW12fJdTQcgpVtNtVMNrrFqJriXH12xfUrBq+HKAYA5PN5wUh3WkcpcbE6AGSzWYvPykUP1KTTqCkGreV8XOyDnGNarQEB+Tu7OlUu+iG2FzweDzo7O3Hrrbfi1ltvxZtvvonbbrsNDz/8MHbt2oVdu3bhy1/+MnK5HMLhMJ577jmsXr3a0PNLJpNoamqSzOhIJBLYuXMntm3bVlawvnnzZmzduhVPPvmkZkejUCjg7rvvxmWXXYb58+fjnHPOEX5H127onYLsHCujwbHa0aildkEslBYIBGpe5OVqCmqh1hoNqQiDke1ezcz9J+Mii6qRjpLe45KLJJHUKaONCPF4XIPFeJSk0zhVpdpFO3INCOSKhQlEP6De50cjOlbVojjpdBrxeBzXXnstrr32WgAlw3vv3r34y1/+gkWLFhl6fpdffjlSqRSCwSA2bNiA73znO5g3b57w+3379oFhGKxcubLs7wKBAJYtW4Y9e/ZoPodXX30V4XC4bHOGzBUjxXhdR8OmiB8WJzgatBq2VqE0PeA4bV2nzIhiGH0/aSMdKNUzOCnViJ5TTo4kuWhDLp2G3tV2Vaprp16ui1yxMJkfxOkgG2BuulXjkUwmJ7S2DQaDWLVqFVatWmXYcaPRKD71qU/h8ssvRywWwxtvvIGHHnoIq1evxu7duzFjxgwAQG9vLwBg+vTpE76jvb0dL7/8suZzaWpqmvAzM+a+62g4BDs7GjzPI5/PC2Jezc3NmvMd9Yho1OpoEMwSrTP6ARc7foVCwdBdC4JerYnpOaWmq5cVuAaLeYjTpsRtU8V1HnSth3uf6h96fpC0kEAg4AgVcz2ohzHUQrWIhh4aGuS9pASyoXfjjTfixhtvFH6+ceNGbNiwAZdccgnuu+8+/OhHPwIwngYsJTIbDocdnSbsOhoOwqo2m5WOSxuzStSwazkmoM2xKjkptR2T4zgkEgldROuUHM8oxXWxke71esterHaG4zikUqmqc0oPZ1QNjfYCdwrV6jyUGpaN0jWsUcZJqDQ/iBq1HVTM9aDR7i2NkY7GCy+8gHXr1in67IEDB7BgwQLJ361ZswYXXHABdu7cKfyM1B1KOTK5XE4yGuEUXEfDpsgZVnZZQPTQkVB6HC1/qzSiwfN8WRtFpxVKE+QcP1KjYeb8qdUBkKrvMboTiBJqfe7s8ow2OlJ1HkpFv9x7WP9UqwMizgf5rNPS8ex+fnpT7ZlNp9OaHY1FixbhscceU/TZ9vb2ir+fMWMGDh48KPybpEyRFCqa3t5edHR0KD9Rm+E8S6qBsTKiQRdJm1G7oM/3eRRFNGhlaaDkZJixSOt5P+2UaqS1S5kd6nuq0Wgv8XqgUh6/2LBkGEbozuYUw9KlMtXun1QdULV0PLu2XXYd5YnoEdGYNm0aNm/erMv5HDlyBG1tbcK/lyxZAr/fj9dffx033HCD8HNSsL5p0yZdjmsF9n2Tu0zA6tQpnueRyWSQSCQAlAxyvVKlpI4JaBUKrPy3PM8jnU4jmUzC4/EIOZVmvzC03lOWZZFMJpHJZBAKhRCPxyc4GVbW+FSjUChgbGwMDMOgubkZzc3NtnYyXOoHYlSGw2E0NTUJ6rter1fI489ms0in08hmsygUCmBZ1pbPkRrsZBwbidr7RdKtSHQ4Go0iEokIkdZisYhcLod0Oo1MJoN8Pi8oU7uYi5KuUy0tLWaeEgBgcHBwws+eeeYZ7N69G1dffbXws3g8jiuuuAJPPPEEUqmU8PPHH38c6XS6rM7DabgRDZsi97BYGdEYGxsDx3GG1y6QYwJaU6cAOXuVjmKQ8ZjVLpWg9Rh2imJIUe060orxarVWyHHMhKTd+P1+1yGqM8iuts/nQygUUl3n4VKfKGm7LFYxtyIqVkobbqy1qdr7JpVKVU1nMoLVq1djxYoVOP/88xGPx7F792488sgjmDlzJrZv31722fvuuw+rV6/GpZdeii1btqCnpwcPPfQQNmzYgKuuusr0c9cL19FwEFa8yIi6N1m44vG4KZ2L9KCkoyH+GS/sPPn9frS0tAjjcZKhoDbVyAyjXMl1JI4ez/M1KcZbibhVcKFQmKDh0Ij96+sZuTqPeiggrpeojFKMirxLtV2upmLudj8zn1QqZUlEY9OmTfjv//5v/PGPf0Qmk0FHRwc++9nP4mtf+1pZ6hQALF++HDt37sQ999yDbdu2IRaL4fbbb8cDDzxg+nnrietoOAgpQTkjIYW5ZtcuAPrtVtOnS0cxmpqaEAqFysZjdhcjNcdTWzBtlxea2NGLRqO2d1zJc5dMJoUie5JOKNZwIJ8vFouC4WmXa++inWo72mI9D7FCtTsXrMFMp0pKxVxJVExvlftGm2tKIhpaazTU8I1vfAPf+MY3FH9+zZo1umhm2AnX0bApVnadolNa/H4/gsEgcrmc4cel0cfRGP8OuSiGk3BKwbTcvWMYBqlUStbR0+s4ekJ3KiLpaT6fD4VCQVLDIZ/PT+i17oqDOQ+l90hJAbHUjrY7FxoHtd3PtDinjRatUkImk7EkouHiOhqOwgxHo1AoIJ1OA4CQ0mKV/oLW8ZZ2G1mhtqSacWt2zr/S4+nV9tWqZgJiAUSnpN8Rx444GbFYTCgSFkOKRkmOdjgcLlOtdsXjGgcpvQa5uWB1nUcjzL1qRcJmI9f9rFq6Va3OqV3GaxZ2jWi4uI6GrREbhkYaivRuubgw1yphNC2UjNsccjm2bCe6ElYVF1c6nlOiGHLQrZDNaCKgF7TDTdIglF538pzQOixuUXHjUm0uiOs8xAXERuDueNsLqXQrLc5po97fSk10rKrRcHEdDUdhhKMh3i2XKsy1ygBXO14ynkKhiHA4gpaWFlsab9XOiXSUAvQRrzMrokHGlcvlkM/n4fP5DBFANGJe0ml2xOEmRetaqCV9wixj08Ua1HQuckqBuYs+VHJOxU0IpOYI+XkjUW0jVA/BPhd1uI6Gg9A7ssCyLDKZjOLdcrs7GuLakmg0CpZVvkNsl9QprW1frYZlWQAlR8koQUcj0LuGpBLi9AnX2LQPVqxzajoXuXUeteHk6yR2TgGUOR7iOQKU1rNGa0JQLXXKjWhYg+to2Bip1ClAu6Mh1l+otlvuhEWKpLrwPC8YiV5vbXUAVkVuaKRqZPS6/kZHNOh5BQBNTU2CCKKdsUMNSS3GppX9+V3MQS6VhhiWTlGotgP1mkYk7lJFz5FisQiWZYVW3I2QnlntPlsl2OfiOhqOQg9DmGVZpNNpoU2nEmVvO6dOiXf/m5qaBCOR43h4vfZdUOnrWg9RDDKvSAMBo411vZ6HVCplyxqSSsamu8vdWEgVmFer81DSMtWdJ/UDmSNerxfFYvHMZptXdo44SfNFCZU2YHO5HIrFoutoWITraDgQNYYVLTZWq4q0XR0NJbv/taydVo2TFEwD+kcxaMyo8WlpaYHX67WsU5lSxFG9SjUkREdDCUa+rGvpZuTuctc3Suo8KuXw1+sufyUa7RlQo/lSr1HSdDqNUCikuc7RRR2uo2FjJhrN6h58uvOPmpx5Kx0NKQNP6e6/lDK4EswaJzlOLpdzZBRDriMWuWd2NWY4jkMqlaopqmdHqnUzKhaLkrvcruNRf9SaekfWGY7jHNVNUA12XYeMQq6drxrNF6dsVlRrYZxMJhGNRs08JRcK19FwELUa/OLcc62df+ywYNdaw6AmomEG9DiCwSCi0ajhx9dzJ5M+fz06YqlBjQOsdycvKax6TtzOVi401VLvgNJzTNIcnWJUuuhHtZQ8qc0KO68ZcvOWaGi489oaXEfDQdRiWBWLRUFsTGvuuVUPJ20Yq6th8NQc0TA6rYDjOGSzWaF9arFYhN/vd8wCqOQ+2KGoXgx93k7UI1GD29nKhYY2KsnzQBztShGwanUeTqHR5rOa8aptvWx1d6tq7xpXrM9aXEfDxsilTlV6qGgdAD31C6zI6yWpU/QudC01DHZLCaCdP9IZa2RkxNR2ukprDaQg58/zvKG1JHqjx3nbyWlSi9vZSjmNMlYtdR5OuUb18OzWgp7jdVrrZbnjEQ0Np8zZesN1NBxENUdDypB1SmtUKciLL51Oq6ph4Hl7RDRo58/v95eplDth4ROffzQaNb39qxr0Om8n3CO11NrZijyTdnPiXWpDao2TMyqltBoa3RF1AkbdD7Uq5kZGxpS0tnVrNKzDdTQchpQhLBaqow1ZI49rFKSTUT6fB6A+l15NMbje46zm/JntwNV6LDXOq1mpU5WOQzdAMFp8r56olrNNjIp0Ou3m9TcAlbQa5HazyZyw23yw2/kYhRWZB1JNKaRqw4yKjCkpBndb21qH62jYGKmHRmyY0kW5RhpUZhnEdCcjn88HlmUd2ZKuUhTDKmqZF3QjAbucvxLoNs56pg6KaRSjRZyznU6nBUOyHjtbNVqaTa1Uc0TldrOtnA/uPTUXcW0YUFnF3Ix0KzeiYS2uo+EwiMHvdIE3MWI9hubmZiFtSn2ahgdeb20vGT0cqlqiAHbsaU9HA7Q0EjB7XLRooJo2zrVQqYVkPUN2IInzXymvXywK5uT1yUWaWjud1ZtInB2ptrtvBZUiY2KlezUOarUxu8Xg1uI6Gg6EYRiMjY0BMFbgjcZIg1hOj4GkTqmF53lTHQ07RjFoqo1Nz2iAWS85UuCey+UE8b1axCiVHsNuzqBdqJTXL1dg7hqa9kHv61+t0xnHcW6dh0vFyBiZI3qmW6VSKTd1ykJcR8PGiB8m8hDyPG96i06tHYukkIpi0GlSdA6+uh11fc5TCQzDIJVK1dxO2C5GLMuySKVSqkUdrYLMIY7jbCO+Z4f7aSVk91KpcJyVXWoaFTM73YkdUSV1HnrOBzvu8BuJExs1VGurK3ZQxeuGkojGtGnTzBmMywTcWLYDIDvNY2Nj4HkePp8Pzc3NpqYi6G0QE8OWdJSKx+MTajG0FhWbUQxOohiJRAIejwfxeNy2RrrU2MRzKxaL6WKsm+FAkXA7x3Fobm42RfSw0VFzfUmHGuIIRqNRhMNh+P1+wVHMZrNIp9PIZrMoFApC4blL/UF2s+n5EIlEhPWfng8kQkzrN7jUP7RzGg6Hq64bJPohN0/S6bSlEY2dO3di3bp1mDRpEmKxGFauXIknn3xywud27dqFtWvXIhqNYvr06bj77ruFGlwn40Y0bA6ddx4KhYSIhtnoZTjyPC/oYng8noodpfToXqTG7lR6PLVRjPLzsy6iIZ5bdogGKIFOUQOAUCjkyIYBjYoTC4pdjEOuzkMqjUatOnWjzZt6HG+ldYPMj1wuB6A0Tx5++GHMnj0bq1evtrRG49FHH8Xtt9+Oq666Cg888AB8Ph8OHDiAnp6ess/t3bsX69evx+LFi7Fjxw6cOHECDz74IA4dOoRnnnnGknPXC9fRsDEcx2FsbKws75wYhk5EbNhGIhGDozIeeDy112hUg+7IpEdnIzPTGEhImnQrM6KmgWDEuOhC+2g0KjisRiJ2BuvxJW4llQzNeuxsZSfseP2qpdHUqk7daJGQRhkvfe/JehGJRMCyLHK5HJ566ikcPHgQANDW1oa+vj4wDIM1a9Zg6dKlptRPHjt2DJ///Odx1113YceOHRU/u337drS2tuL5558XnKLZs2djy5YtePbZZ3HllVcafr5G4ToaNoakSAUCAWHxtGoHXGuRNIlieL1exboYWiMaHMfrnjqlV0cmpcczglQqNaHwXm/0NmDk2u1ms1ldj6MUOxpo9YISQ9PtbNU4yDUcUKpO3Yg04vpE5giZJ2+88QYGBwfxyiuv4Hvf+x5GRkawbds2FItFtLS04MILL8TatWtx9dVXY9WqVYac049//GPwPI+vf/3rAErvXqkU30QigZ07d2Lbtm1lkZfNmzdj69atePLJJx3taDTmU+ggrBZ403pclmWRTCaRyWQQCoUkazEqHRMwP3VKCroWAwBisZgutRhm3k+WZQGUnKXm5mbT63zUwjAMEokEcrkcIpHIBGV1O+3gNeIL3mjE+drRaFRoG+31esGyrLCRkU6nkcvlUCwWNaWZ1vt9tNMzowa5uh+pOg8SAWmUOo9GGKMYuQL4trY2XHvttcjlcvjhD3+IsbExvPjii7j33nsRDAaxY8cOPP7444ad186dO7Fw4UL8/ve/x4wZMxCLxTBlyhR89atfLbtP+/btA8MwWLlyZdnfBwIBLFu2DHv27DHsHM3AjWg4DCsdDUB5RwtxFMOo9JzK56BPMTgdxXBSRyYCrbkClJwko8PGesxTs8T3XJyHuLOVXCcjt7NVY0Dy9wnV8vfV1Hk4iUac45XGTGo0IpEILr74Ylx88cUAxt+NRnHo0CH4/X7cdtttuOeee3Deeefhqaeewje/+U0wDIP7778fANDb2wsAmD59+oTvaG9vx8svv2zYOZqB+9a2OXL54Wa3sKvluHoVGVsR0aCvtxmGrtGOI60cHwqFkM/nHfESMlN8rxpq7pETW0w6GalCUdrxoAvMzVAidrGWSvn7leo86kHfpRHXnmpjlus6RVK5lR5DqbZXOBwGUHJweJ7Ht771LfzDP/wDAOD666/H6dOn8fDDD+PLX/4yotGokAIcCoUkv8uqFGG9cB0Nh2GVo0GoJvimZxRDu6NRezE4welRDLF4YHNzMxiG0SyCaDS0torH41E0hxoxVcClMmo7WznpGXdRDomAqa3zcOeF/VHjaNTCCy+8gHXr1in67IEDB7BgwQJEIhFks1l89KMfLfv9pk2b8Ic//AF79uzB2rVrEYlEAEDy/ZzL5dDU1KTp3K3GdTQchh67/FqOK4dRrVK17PirKQYnJBIJeL1ew9N1jIho0J2ZSC47vUtnxtxRMy46xUtpobprALgooVpnK7rAHIDw/+vd+ajnsRHk1iHieEhFwTiOmxAFc4pD2qgRDTmIZlcsFtN0jEWLFuGxxx5T9Nn29nYAQEdHBw4fPjxBLHDq1KkAgJGREQDjKVMkhYqmt7cXHR0dak/bFriOhs2RWzCscjTkBN+y2axltRhy1FqjQdriAXCUrgRBrjOTE6BTvJR2JXNxUYtcZyuGYQSlebIWiFNr6iGn340CTqRaFEyuzTJxWFyso5JzRaLjJGqglmnTpmHz5s01/c3KlSvx3nvvoaenB11dXcLPT506BaBUrA4AS5Ysgd/vx+uvv44bbrhB+FyhUMDevXuxadMmTeduNe7T4TCszFMHyl9QLMsikUggm80iHA4jHo/r7mRobavr9SrXxSDq2ABMS5XSK6JRqTOTGDtFNHieRzqdRiqVgt/vr6krmdmQ8TAMg1wuh0Kh0DCdbOodUjROjEyy0RAKhYQ8f707W7mYh9oaQZ/Ph2AwiEgkMqHbGVkH7DgnnLRBZjSkpawVm24333wzAOBnP/uZ8DOO4/Doo4+itbUV559/PgAgHo/jiiuuwBNPPIFUKiV89vHHH0c6ncaNN95o7onrjBvRcBhWp06RnT+zohjaHY3KvrQ45SsQCAgFXGaiNtxdS8G63V4+tLI6neJVC2Z0YaPnPokYeTyeso42ZIfTpX5Q2tkKcHP67YxeqURyeh4k1cou3c6sdnLMhi7qlyKdTqO5udmSZ/K6667D+vXr8cADD2BoaAhLly7F008/jb/85S/4yU9+UmY33XfffVi9ejUuvfRSbNmyBT09PXjooYewYcMGXHXVVaafu564jobNET8cVjsaLMsim82aWiStpUbD55N2NOQK14nhaKZat1pI7mmt98LqF5HYOYrH444w0pPJpHCtaQdWqpMNGVs9plZYPX+sot46W9nxnJyG+NlWMieIA2LE9a9mdNczcmNOJpOIRqMmn804Tz/9NL7yla/g17/+NR577DEsXLgQP//5zycUiC9fvhw7d+7EPffcg23btiEWi+H222/HAw88YNGZ64fraDgMqxwNsQFllqaBlgVTbierUuG6VQt0LbtuYidJ6b0wux2y1BylnSM9lNWNhuf5MueTaJAUi0XhnpEdTvLZQqEgpFaQv63HPP9GR21nKzsUEzeas2jW9XbynHAq1eYy0dCw6vpGo1Hs2LEDO3bsqPrZNWvWOF4zQwrX0XAYVjgapNUrAKHI2MyFW+1YWZYrq9FQ0n7X7Otb63U0qruX0ah1jqrh8XjAcZwOZzgRjuOQTqcFZyEWi8Hr9crODeJ0AEAwGITX6y0zMsSpFfXUu9+lts5WbjGxeVjpVMnNCTrVSm4zQsua0IhridyYiaPhYh2uo2FzpB4eM/LSgfKcdLJQBgIB03fG1RqSPM/D5xtP+bKjga7UsSH6Eul0WnVdjNlOFDkObbDb6dpXgu6CFQ6HhQ5EBI7jFI1Bae9+1/GwF3rl9Et1tpJyPNz73xjQ91lc50FqPcRrAq1gXm1ONFqkClAe0XCxDtfRcCBmOBpS0jiNyAAAIABJREFUgnV0VyYnUEptgdAZRImBblVqWiVoQz0YDCIajdreCCHn57S2tXJCh/Tv6V1JEsWgoxmVqNS73y7FpC7GUKmYWM7IpCMe7v2vT9ymA9qoVpfiOhrW4zoaDsRIR0McxaBTXMyKpNBoS51ikc+XnIxaBeDMTp2SOx5JNwK0G+pmjo0Y46lUCoFAANFo1JD0ED3nJO1cS3XBImOiu5kRo4D+DFAyIJWMt94KjF1qw0ojs1Hmj9ME7LTUeTRyMbgcpOuUi3W4jobNMTN1ija07FKoq2asJM0ok8mC40KO2EkXo0Yl2y6QgmigVAgXDAYtn0eVUNoimDgUtGEIlO9Kk1QYskNN72KTv61ELUaG63joj9WRzEqOp5RatdouRlaP00U5lWp/SBSMTsEDSu9ypVFWp6O0va2LdbiOhkPR80VRKYpBY0VEg5yfUug0I4/Hg3i8pSYnww4RDTrdSE9D3eix0fOIFE2HQiFDjqUXJOrCMIxki2CSKgWUXljECPT7/YITQeqI8vk8vF6v8B0kvYooThPo4l8ljkelAmO3i01943YxchFTqfaHYZgyFXM3Ba/U3ralpcXq02hoXEfDgei5UBSLRaTTaXAcVzWKYVXqlBLGoxjjaUaBQBB+f+07OlY6VKQ+wMh0IyMQR8NIlykzUHuvaIdOqnaHTosKh8OSu4dENZrjOAQCAUktE/J74nRIOR7iyIcc1RwPYmCQ73UNz/qilt1tt7NVY+hK0GuHx+MpW4Mboc6j2j3OZDKYNm2amafkIsJ1NByIHi09xVEMJaJpRrYSrXTMaoakuFiapBkpUQa3GjrUTRw+tSrZSo+ndzRMKu0ol8uZ4qypuUY8zyOdTsumpYkLvn0+X1mEjzgKhUKh7AXOMAwymYywA00XidPfTxwOlmXLjkXQw/GQap/pOh71h9rOVnSkzqX+IGuIOAWPrAv1FgmrdM5uRMN6XEfD5hhRo1FLFEPP46qBTveROsdKxdIlR6P2RdPMcdJCiESjxAkq2UB5y2CzVOK1Qs99qbQ02gEAILvjxzAMGIaB3+8Xoh3EsCOtcIlhJ+V4ABDus1GOBxERlDM8iQPkigjWD5U6W9FzlEA2mho1rabeqKTxI94sqabxQv/XzlR7V7s1GtbjOhoOQGz4qjWExa07nWTUiqGLpeXSjEqdf9S9OM1wNBiGQSqVAgDT2tbq4UQp0fSo5iCaDR3Bk5r74iiGnNHFsiwymQw4jkM4HBYcFbovPp0vTTseAASng949lHM86HQrLY5HpZaqrpZH/SOOqJFngcyrek6rIdTLOPRCSSSMTkmy87pQ7R3jtre1HtfRcCBqjEW1UQytx9WKlMEqLpaWKzjmuHHBPjXHNApx2hoAobjY7thNfE/JnGRZFqlUSrabGm3UA9JRDOJckUL35uZmWSddrnMQKdQUOx4k6qHW8aDzs2vR8lAjIujifOgmBuJcfj07W9mBRksPU1uTIrchIbUuAM5ySNPptJs6ZTGuo+FAajH49YxiWO1oKIli0NgxdYo2ekm60cjIiCHHkkLL2JwovkdS67xer2Q3NTp3Wc5QJ/OOZVkEg8GanXQ5x4O8vPP5vFA4T6da1eJ40Foeah0PJSKCBJZlbW9guCjD7WzlIkWldUHKIaXnhpnzolJEg+d5pFIp19GwGNfRcABSqVNA9ZAhHcXQo8DYSkeD7CYDylu+2qkYnC6aFhu9VnW5UoqablhWp05Vi7woTZUqFovIZrMASvNOqu1zrdCGXSgUKkthIUXmYseD/Lea40EbifTxanE8KjlGJI+bXBMn7WzWQr2MoxJyY1TT2cru+fyNcD8BY9fbag6pXMc7MzqeVRqzW6NhPa6j4UCqGXFG1WJYYTzSxdK1tnzlOHtENOiiaTukG9UyNr2dVb2RulfVIi9KCr5JeluxWITf70ckEjHsZUkbdmLHg+wok3MlnyPOB/0Spx0PAMIYpRwP4nTU6ngQZyYYDFZMtak3x6ORcXI+v503cJyOknkh1fFM73mhpEbDjWhYi+toOBDa4BdjhmFolqNBG4xquhrxvLpicI9Hnza+4tQdqaJpcjyzXohKr1+14mmlmPmirxZ5URrFYBgG2WxWqGcKBAKmGkuVdpTJy5sY9yS1QcrxELfUpR0PuiZFi+MhPj8p9XKrUipc5NGyhldqMCDubEXmMh3xcOeAsVh1fWudF+Koh9ZsCzncGg3rcR0NB1Ap/5DAcRyy2ayhHaXMWsDEYyFtRGs9vpUdj+xWNE1TzfgXi++pbRxgJqSDl5yDrTSKQeolfD5fxYJvM6Edj2AwKDhMJNWKpFsB444HiXrQTocax4P8rdLzA5wtIujugKtDqrOVVJ0PYE3Uy27zzCjsNn+rzQs9Gg9UGnM+n0ehUHAdDYtxHQ0HIn4Ayc4/z/OGi70Bxi5m4ohMIBDA2NiYym9TV6OhNcJQSdvDiOPVQqV5QUdgaPE9J5BIJCAnPEkXfMsZNnTBdygUsl2KGA1xBILBoDC36FQrseNBF5jLRS9oZ4OkR4nVy5U+S2py/O3qeLioQ67OR0owzsiol90MbzOw8zNkROOBShuK6XQawWBQtjOlizk4w4pwKYM8VBzHIZVKCV2YmpqaDN2BNdLRkKsrIcdSc0wtEQ01x6O7YkkpTtsZvetIzHBK6VaxcgXftOEs52QUCgVks1l4PB7dCr7Nxuv1ljm0dKqCOFdanGpVzfEgEZRisShEPRiGmRD5kKOWXG6nFBfXA2anA1YSjHNS1MvOOM2xktuUEKeKij+rtM4jlUohGo0aPg6XyjjvjdqAiB8m8m9aS0JJFya9zkPvxaxSXYm2Y3Kqromav1Gq7SF3PDMjGnT9CdGHyGQy8Hg8snUkdoOOGgGQdTJYli3rukRDF3wHAgFHKJsrRUorg9byIF2jiAFIp1pJOR7EEOR5XlAcN0pEsFJxset41Ae1GJh6OJ/18lwrwcljpeeF1NpAC0zSaw3ZvBCPPZlMorm52fRrctlll+HFF1+U/J3f7y+L3ADArl278KUvfQl79uxBLBbDTTfdhPvvv79unCTX0XAYZNccgFBgbNbLV29HQ2l3LLWGuNqIRi3HU9P6Ve57zMaMCIze4xKfcyAQENIGyX1TWvCdyWTA8zwikYjtNUG0InY8SGqU3K4hnWpFiuNpoUJav4O+5vTxlDoeUudXybiwU1cjp2K3nW+xgalXZyu7jdNorKxLNAqptYuu8wDGN0J8Ph+OHDmC4eFhrFy50rLWtl/5ylcwMDBQ9rNUKoXPfe5z2LBhQ9nP9+7di/Xr12Px4sXYsWMHTpw4gQcffBCHDh3CM888Y+ZpG4braDgIetccAILBoGN3+OqhO5ZeYzA7hYFEMdRGYJQeR2/I9eZ5XojiEQMZUFfw7aT0Nj3xeDwIBAITXt4k1YpWLwdK15Ju8Wu2erlccTFtdJK/qTdDqxGRi3pVUrB3O1s1BnT6J9l4IhtFLMvi5z//Of75n/8ZgUAAS5YsAc/z+P3vf4/Vq1ejtbXVlHO84oorJvzsiSeeAADccsstZT/fvn07Wltb8fzzzwtO0ezZs7FlyxY8++yzuPLKK40/YYNxHQ0HwPN8WS1GNBrVUCCtHj0iGmo0PtSnFhlTDK63Tok4nclIiAGYSqXg9/vR3Nxse0Nb3Go3Go1OuN7k+lWKYpCUIScUfJuNuEizWCyWRU5JFzUAZalWZEdZieNhlIigHboauRhPJaVquTlAR0EagXqMaCiBTsP7+te/jptuugmvvPIKnnvuObz00kvYuHEjAOCcc87BxRdfjLVr1+Liiy/GzJkzTbtev/jFL9Dc3IzrrrtO+FkikcDOnTuxbdu2ssjL5s2bsXXrVjz55JOuo+FiDoVCAcVisawWw8y8foJWR4OOANTSNtWK1Cm5v6/WRtXOkBQZo7uTAfql2bEsi1QqVbXVLgmby0UxiMK31+t1bMG3GchFfMRpLOQzAMpSrZQ4HnT9DEFvx0OriKBTnmktOH2MtXS2Is++W2BeX0i9X/x+P5YtW4Zly5YhFoshEAjg+9//Pl5++WW89NJLePHFF/Ev//Iv8Pl8GB0dNSW1anBwEM8++yw++tGPIhKJCD/ft28fGIbBypUryz4fCASwbNky7Nmzx/BzMwP3besAQqEQ4vF42QvYCkdD7XHpHWm5FqRKvqN21BWDyx1f6xjkMPpe8jyPXC4ndFbyeDwIh8OGHU8P6Fa7Xq9XstUuyeMGIBQ3E8ODFDaT+8YwTN0VfOtNpRa/tFEnVi8n7XTFjgf5r5zjAUAwDI2IeFQSEXQjHvWHVGerfD4vRDoapbNVPY2lGtUiVul0GrFYDF1dXejq6sInPvEJACXDf9++fabVb/z6178Gy7IT0qZ6e3sBANOnT5/wN+3t7Xj55ZdNOT+jcR0NByDVw94pjgYdATBb/E2viIYeAnZWQUcEiHNBDEK7Uk3skC4+Jp2yaKNXXF8AwE2VqgKJ+ABQFPGhayPkHA+yTpDP0QXmStTLxY6HVDcsJecHKO/X3yjFw40wTtpZjUQiVTtbiZWqnUgj3NdakGtv29bWhnXr1in6DuKwKkFuA+8Xv/gFpk6dOiENiqy5UjWS4XBY+L3TcR0NB2PnRUUcAdAi/qY+daq6qrHc8YCS4ZPP55HNZg0VsDPCaZSLCJi1cKlNnaKL1KXEDuUKvuncbaIsT+dsk1QfOsWn3nYy1UCiXYVCAX6/v6zguxbkHA/aoBOrl9NaHuTnVqmX00YnUJqH7hxxPvT6U62zlVyTAad0N2u0ehSg+phTqZRmVfAXXnhBsVNy4MABLFiwoOxnR44cwauvvoovfOELE9YpkkYl5cjkcjk0NTWpPGt74ToaDsWqxUSJUax3BEB9sbS2wjgyhnA47KiUm0oRAasiYdWo1iZYadtalmWRyWTAcRzC4XBZNxLSzpWOeEgVNjcKUtdKr/HThlowGBTuHy0gKHY8aC0P8nO16uVqRQQLhcIEkUPxTrdTd7tdyqm1s5V4HjTSWuFUUqkU2traNH3HokWL8Nhjjyn6bHt7+4Sf/eIXvwAwsdsUMJ4yRVKoaHp7e9HR0VHDmdoX19FwAFIL2v9n78zDpCrPtH9XdVV3VVcvCAwoKkRUxIAKCJpBEWmUZRSNCbQkjkQj6AUoMYTgNoZRRlADihMM4opRiCG4hIxGBWQHFbBJNCMZYxQx4ILQS1V3dW3n+6O/5/DW6bNWnb3e33Xlcqap7jp1Tp3zPvf7LLedk4qk76sUqJqZxTADQTDeo0GNw0DHomOHgZ2Zwb9WRsBu9HwurQZ7vWNrU6kUkslknt8DodQ4rKex2W9Im+Ol58oKKKgrLy8Xv5NsqRWVWwHHAnu214Z+ruVeLhUe0syH1vGVlZUhk8mIO41yGQ/pbrdXhYcfv9tyGPmcWpOtvNDr45bjsAM9PRp9+/Yt6j169uyJKVOmFPz7q1atwmmnnYbzzjuv078NHDgQoVAIu3btwsSJE8Wfp1Ip7N27F5MnTy74fd0EFxoexW09GmwWw+wMQOGf1VhGg80EAB216na5ZBd7LVkjOzXjQLWJWmai52+zTepKDfbsJBmlgJEtlSovL9fMoMk1NpeK8KDNADe4oQeDQVnhIRfYS0ut5Po1zDQRVNrt9kOZjRszmlZR7Gc1MmTA6QbzUrquLGrn2SnDPqKhoQH79u3DL37xC9l/r62txSWXXILnn38ed999t3iszz33HBKJBCZNmmTn4VoGFxoeQRpsOyk02MVbGixakcUovEdDXzBNu+HkG1BZWYnW1lbbFopi34cdG8yOQHYz2WwWiUQCmUxGVpiy9dOCICjuGLJNzJWVlQUJQ62JSn4RHuTwTYMZnM52SSHhQbA9HnLCgy21UppsZZbwoNcbMZDzivDg6Eer16dUJlu5Ba24wIwejWJYuXIlAPmyKeK+++7D8OHDMXLkSEybNg2ff/45HnroIYwdOxZjxoyx61AthQsNj+JkrT29r5VZDJZihIZWAMFmMcrLy8Xmq9bWVtvOb6FZBrZUzahxoB3GTkrXjZrUaWKUVBywvRiAcqmUGU3MSsetNVFJbZSr22DLysrKymwplTIDOXdwugYU1AHHrhdbaqUmPJTcy8mY0OjxaRnI8fp+Z7E6cyvX6yNXcmf1ZKtSbAYH3JvRyOVy+N3vfodzzz0Xp59+uuLrBg8ejPXr1+O2227D7NmzUVNTg6lTp2LhwoU2Hq21cKHhUZwunWpraxNrvJ3uxVBGPZhW6mdwovfFKIU23Du5CLHlXSTqlBq+SQjpbfi2K5jQM8rVTcKDLSvz+ojfQCCAcDjcSXhQQCdt8pdOF9MSHuxI3VQqJQaGejMecmU2Xqvv9xt2r5F+LrlzI27OaASDQRw4cEDXay+44ALfeGbI4cbokCODXOkUYM/ONAstzG1tbbZNYzK7dEqrn4E9t3Zg5FraUapmFux1o/IuQRAQi8U6zQ2XNnzLLbpaDd92oSY8KKBU85CwCzPKytyMnPBgS620pouxwoMVr+Xl5Xlu6Oz7+clEkAe19mCk5K6YzFcpZjTU1kxBEBwvneJ04M4IhaOJ3UKDLVUBYMs0JqLQzyr3UiP9DG5rrtPqa9CD3SKKxtZSeVcsFlNt+FZaXI02fNuJUt02W+JD940dwsPKsjI3o5RRoOug1GtDI4+l4pV1L2dFAvt+RoVHISaCZtf3u+25ZjVueU4Qfphs5RWcbgbndMCFhkexM2BkA9xQKIRMJuO53VHWp0Grn8Huh7nWtaSd/EQigWAwaKvIKwY6bkEQZMu7pPXyehq+9bhWO41aQKnXvK5Qstks2traxL4pLwwGsAq1UiZpkz+9lhW7Uk8OqfCQy3jITcNSOz7eWGwtdmf8C8HsyVZu/7xmotWHyTMa7sDdKzZHxIldd0HId5eurq4WF2k7H+DFZjS0fBqU3tMNO3/SZvVYLFbUebdDoNL3hq6XXHmX3NhauVIpGsXq5Z15NqAk8zorhEcqlRL7prwgyOyGDehCoZBYykcu0VqZJzkzQL3u5cUID+l3hY6BCw9/oiVAlb4HXugttAKl7z6tnVxoOA9fiTyK1QsLm8Vg3aWdMgkEjAfHbNmOkk+D2ns60aPB4jbzPT2wwohq6NmAl234ViuVko5iDYfDvgmmpMIDyDevMyo83OSN4QWkgkxPyZvSdZDz8tAjPOh31WC/JySGnJpo5GW8fi8YmWwFdEz1K5XvgdoaTZMjY7GYjUfEkYMLDY9i1c60XBaDLdNxogm9kM9KpRHJZNLQVCYnoc/Hlnmpme8VgpUZDakwonInQtrwrZTFoJIWL41iLRYl8zo512y2sZm+K271xnATWoLMjJI3NfdyKhEs1r3crIlGbn8emoEbstJmo/Q9aG9vL8nJVkqfJx6Py/YEcuyHCw2PoLRImPkgVcpiWP2+ZsJOZQJQ8FQmJzIaQH6zut4yL6dREkY09UdvFoOmgWWzWc+PYi0WvcID6Pj+VFRU8FIpFdipUnozZFqZJ6kAlHp50M+VhAd7XxB2mAhy/Ad9/7LZLGKxWMl4uqit0dQI7uXP5xf4yuRRzAz4tbIYVr2vXvS+p3QqUyRSXPBlt9BIJpNIp9OGy7wKeS+zPptW/wsrMAD5LAZwrJwlEAjw/gIZWOHBCjIKRikLpBTwljJsqVSxGTIlASgtYZH2gyj1a1jlXq5lIkjnxS8BJye/ykBtEIJfJltpjfOljAbHefhq7lHMChjZmvqKigrdDbduEhpKQsmMpmk7oMk16XTaU2VerJ+HkjDK5XKieOL9BcWTyWTQ2toKIN8bgy3xkWsWLUXhYcd3i4QHoXQd2MCPDeiUTATNEh5yASeVgNFUOMKrAacaXpg6ZQdmT7byAi0tLXy0rUvgQsMjKI2xKzTgp0WGgha9zcZOPHTUhEYul0M8Hlct9yr0Pa0WU6xAAiB6Y1iJGQJVy8+DAqRgMCh+x6S9BcFgUAyaafwt7y9Qhu1dkZvAJVdCoxXwsjvtfqOQUikzkF4H6smgrAeVdNJ1YO8HNeHBlluxwoOd2GZkshUAcUODpr/5Zae7lNF7jQqdbKV3gpodaGU0eOmUe+BCw8MUGgxLR6ZWVlbqfni4pUdDKpS84i1BSAUSNT+7GfacBwIB2XPO7sZWVFSgvLw8b/GiQIa+u8FgEJWVlbxUSgW2VEqvN0YhwsMvAaWZpVLFQpPXpMJDrtRKmnnSKzzMcC8n1Ha66fvh9Z1uv1LMmmxkspW0wdxp4aH0PeQZDffAV3cPY1RoFJrFkL4n/S27kL5nMULJyHtaNcqXzWJUV1cjFAqJvhN2YfS9KNhNpVKy51yt4ZsN9Mh8j0oa6FqabVznF8zqXVHbafeL8PBCGZ6c8GAFIA1QAJB3HSiwVxMerEhg308qPNTufa2dbi+ZCGrtePsRsz6r1oQz6k2i1zox2UprDeOu4O6BCw2PUGzplNnBud0ZDfqsdnlLWFE6pRWs20EhCwBNwqKZ5BUVFXn/rndsLYkMNouhNca1VIWH1UGz0k673hIftyEtlfJKGZ5S0y5dB6nwoOugJjyAY+7lcsLDyAaKmvCge9crwsPvWL0my21WKA0asLPsTq0ZnAsNd8CFhsfR83Bhd9CLDc5pt8JuoUEiI5vN6vaWcNM6l06nEY/HAUA2WLf7nOp5Lwp2k8kkQqGQ7ExyWmy0xta2tbUhk8l0CpqN+keUgvBwor+g2BIfJ3FTqVSxqE0LIm+g9vZ2AMi7DlLhoWQiSH8L6HgmsdkOIz0eekpsSHiw/+VYi533otp3NZfLWd7vwzMa3oELDQ+jdbOyO+hmG7/ZCS1cNCNcT416sZgV+LMeE6FQCFVVVY5fAz3nLpvNIh6PI5vNyk7CktaJKy0eSlOSlChl4UFiOplMOh40awkP2ml3Unh4oVSqWNhgrqKiQrzv2PtBKjzov6yYDwaDYvCXy+VQXl6OsrIyU9zL1UpsMplMXgmTE7X9fvtOKOH0hC27J1tplca1tLSgurq6gE/CMRsuNDyCUumUUhqcLTGS20Ev9ljs2H1ng3QAKC8vN/Q5innmmvEZtTwmzH4/I+gdFSxneMguIGwNuPQ1yWRSnNVfaJlYqQgPNutTXl7uuhHHensL7BIeXi2VKhY2WJcKDwrm6N6m15GDPF0jqYDV416uV3iwr5cKD3YggfSzWFHb7/TAklKn0LI7syZbtba24l/+5V+K/juc4uFCw0NIg1G54NSOLIYdQbHUIZutVXY7ej0m5H7PDpQWc6mninRUsFrDNwsbBOqdkqQXPwoPo1kfN6DWW6CnqbkY/FQqVSxqwRwFcuxOcjgcRi6X65S1kJZaSd3LpcJDmvlQQ/r3lWr72c9Cv+Mmse12nM5oaFHMZCs5Eaono8FLp9wBFxoeRhrwS7MYVpUYWSk02L4ANkhnF0s7KPQzsiVHch4Tau/nJFpN9nobvu0u/fGy8GC9MYrJ+rgBO4RHKZRKFQsboIVCIXEsMpVS0eQo4Ng9wTb608+lwoO9/6VeHmaYCFrZVMy/I+5ErexOLfvFfj/Vrm0ikeClUy6BCw0PQ8Gw3b0YVgmNTCaDRCIh2xfgRAM6oH+XSFpyZNTXw87Px74XW56m9N1hdzj1NHw7WfrjFeHBemNUVFSoltV5kWKnKUkp1VKpQmGzZNKxyGyplfSekJa90c8Be93LWeFRaFNxqZVOuT2joQe92S/g2DqWzWZlvwtOTZ1av349Fi5ciPfffx9tbW3o27cvpk6dipkzZ3a6H3bs2IG5c+eioaEBNTU1qK+vx4IFCxCLxWw/bivhQsNDKJVONTU1AbA2iyHFzIe4tNRIri/A6FjGYjFyDrVKjtyKVg8JWyYFyGcxgGPeGID7Sn/cKDzS6bRoeliMN4aX0BIe7DQlOQd5XiqlDzarqJQlo3uCMGrmqOblYZZ7ud6mYlZ08JG6/kNrChsAce0pKyvD8uXLcc455+C8885zJKPx+uuv49/+7d8wcOBA3HXXXaisrMRrr72Gn/zkJ/j444+xZMkS8bV79+7F6NGjMWDAADz88MM4cOAAFi1ahI8++givvfaarcdtNf5f4XwKOz6urKzM1mlGZu6+Gyk1MvqexTaD03uqLV5m+XrYnbGhUZlKPSTs2FranVRr+A6FQohGo64v/XFSePDSn2NoBRCs8AA6rkckEnH998tJ2O+XkayiUvO2Xk8VPcKjWPdyNRNBpWlG7O/7nVIxJ2SfG/S9ikQiyGazOHz4MBYvXoympiaEw2H07t0bK1euhCAIuOCCC9ClSxfLj++5555DRUUFtmzZIr7ftGnTcPHFF2PFihV5QuPOO+9Et27dsGnTJjHz8q1vfQvTpk3DunXrcOmll1p+vHbBhYYHYRulAdg+ttaMoNhoqZHbHqBeHR3MztGXE3ZuaPi2EzXhwTbSFis8nPDG8BJsAFFRUSGW/tDoZLrfAHn/iFKH/X4Vm1WUCg+jnipOCw/2GAGIGyH8u+Iv6NlA34VevXrh008/xQcffIAdO3Zg+fLlePPNN7Fq1SoEAgGcffbZGDFiBEaMGIFRo0ZZMpEqGo2ioqICtbW1eT8//vjjUVlZKf7/zc3NWL9+PWbPnp1X3jVlyhT89Kc/xerVq7nQ4DiDIAhIJBKiJ0M0GhV30+2kWKGRzWaRSCSQyWR0lxoV8p5mZTSksELPrHI1q0vDqKSCvi9UViF9jRsbvu3EbOHh9/NlNoKQ7yBPJpF6/CNKNZi0egqX3tHGgHyjv5zwANTdy4sVHnTfsQIJsGaMqpsote++lLKyMpxzzjk4++yz8eCDD2Lnzp0IBALYunUrtm7dij/96U9YunQpHn30UcyYMcP097/llluwevVq3HTTTZg9ezai0Sj+9Kc/4eWXX8aiRYvE173//vvIZDIYOnRo3u+Hw2EMGjQIDQ0Nph+bk3Ch4SFaWlqrs3TcAAAgAElEQVSQSqXEenp6eNrd9Fao0KCHP9WnG2mYtru0SE5osBOxQqEQqqurPRE0stmX8vJysRyK0JvFcEvDt50UIzxK8XwVg1ppGRtMFmpc5zfY0kU7S/GMThiTNvpLm8ylwkMu40G/p1d40DFmMhlEo1Hx72uNUfWq8Ci1xnfgWEZDiXg8jpqaGvTs2ROnnXYarr/+egDAwYMHxe+E2Zxzzjl46623MGHCBDz55JMAOp5Hjz76KG688UbxdYcOHQIAnHDCCZ3+xvHHH49t27ZZcnxOwYWGh4jFYohGo2Jw6+QCavTBxjZMl5eXe26Up9pELDOwSkil02nE43EAx4wbqQEc0JfFoL/j1oZvOzEiPOgc8ylJ2hidKqVHeLDGdX4THuzUMqdLF43028hln+TMACnLwW6AGHUvZ/sWlMaoqnl5WGEiyDEXpWtDGw9yzeC9evXS9bepvFsPkUgEALBv3z5cdtll6NOnD375y18iEolg1apVuPnmm9GzZ09ceeWVAI41sMsZEEciEfHf/QIXGh4iHA53Gu8GOJPRoPfV8xA2o2HaqYwG7UqrTcQyC7MnebHZF7lhAdKGb7kFm91l9krDt51IhQeNbmXv07a2NrHckf7Hg5cOpKVShZb+qAkPNcdsL14LVvS7cWqZtN+mkOyTmolgocKDRa4BXtrnQX/bC8KjVJrBWdTWy0QigXA4LAqAQti8eTPq6up0vXbfvn3o168f5syZg1AohE2bNomlyRMnTkRdXR1mzpyJCRMmIBgMihkVOSGTTCY7lTV7HXc9oTiGcFpoaGFmw7RRcVMs9B5sw7OVpQlm/l092Rdq8KT0s9z701hR3sCsDxKlrDcGnWe1UisvBrtmUOiUJD0oNQyT8GCvhVeEB2vw6CXRbzT7JHcttIQH3WcEm1E0MnnLLhNBjjkonft4PF60F8WZZ56JFStW6HotlUBt27YNEyZM6CQUJkyYgJ/97Gf49NNP0bdvX/H1VELFcujQId1ZF6/AhYaHcVpoqAX90pIds1L7RoRGoW9HvST0fxs13ysEsyd5KWVf6D2oIV8u2GUDGhqd7IVeFCdR2mUOBAKGezzcHOyahd0GfGqTisyeMGYFbL+P1w0etbJPeq6Flns522CeSqVcYyJoFTyjkU9LSwuqqqqKOh89e/bElClTDP0OfYelUE8QCdaBAwciFAph165dmDhxovi6VCqFvXv3YvLkyQUftxvhQsNDSG8aNwgNKYJwzGk6FAqJU2PMek+rf4ftJQEg7uS7HS3TQLbhu7y8HMFgUHFnN5PJIJfLeT6gsQOjXiJsqRVdk1ISHmaVShULG+wauRZOCA81l28/UIgIZL086OdAxzOMMum5XA7hcBjBYLCTiaAZwkPLRJBnPKxDS1glEglHXMEHDx6MN998E0eOHEHXrl0BdGyqrF69GjU1NTj11FMBALW1tbjkkkvw/PPP4+677xaP9bnnnkMikcCkSZNsP3Yr8dcTqwSxu3eBRfq+7NhXOafpYihEVBl9a7aXJBaL2To6uJjrqNUDI9fwTU1o7IKZSqXyFkzaffFTE62ZFOslQoFOqQgPK0ulikV6LQDrPFX0wo5GVnL59iNSEQioG2uypVas3woryqQZDzOERyEmglaPX3bL/eQ0VDpl9/m46667cNlll+H888/HjTfeiEgkgt/+9rd47733cN999+Vtqtx3330YPnw4Ro4ciWnTpuHzzz/HQw89hLFjx2LMmDG2HrfVcKHhcZwQGnL1/laPfS0se6PvIcNmYdheEic8SoyUhikdt/Q11PAtt7tGC2t7ezuy2azYwMkumNLpPaXqV0BYtStvRHh4pa+AsLtUygyMushLd9mLwc2izAmUroWcQV8gEBA3ueh5qsdEkBUe9DtmCY90Oi0eoxXCo9TG27o1ozFu3Di89tpruO+++3DPPfcgk8mgf//+WL58OaZNm5b32sGDB2P9+vW47bbbMHv2bNTU1GDq1KlYuHCh7cdtNVxoeAi5m8pJoUFBkJVjX4tBz2FkMhlx3Ks0C2PnuTV6ztSOG0CnRVSt4ZscmNkAUFoiwI3SOiBxZ4c3hh+EB7sr73XDQq1g1yzhYabLt1+hawHk35N0rsnLg0qe2GuhV3hYYSIo5+VhZ8bDb6g1gzshNABg7NixGDt2rK7XXnDBBb7zzJCDCw2P46TQaG9vRyqVsnzsK/ueZn1WNgtTVlaG2tpaTwRA1BNA43bljltubK1cFopt+FYqy9CaGKM1I99PsKLMiQDQa8LD77vybLALqAsP9lqoBapWu3z7DdZPhN0oYe8LyigAx55n7LXQEh7S5nL6O0aFB702HA5rCg+pg7kWpdYMrhUHxONxWQ8NjjNwoeED7BYalGJOpVKWj30lCuvRkD+mbDaLeDyumYVxIqOhVjpFk6IymYzseWdrj9UcvrPZbKcxrPoneekXHqzo8LLw0CvK7EZOeCg10dotPLxYKlUscsKDdcxmg12234aalZ1w+fYyak3ygUAA4XBY3Awg4UHXg814sF4eUhNBVngAx9zL5YQH/V4hwoPeoxgTwVL8vqhlNIodb8sxDy40PI6dDxd2fCoAcbqRHZiR0WCPPxgMamZhnGy0Z6Hyk0QigWAwKDtuV67hWy6LwfYWmDHBRk54sAslLegAOgVXXlgY2R1Tt0/hkpukZLfw8FOpVLHImcIpCQ+g49yVl5e7+jvmBgppkpcTHuy1kD6nWPHBCo9C3Mv1bkoUYyLohnXKTnhGw1twoeEhlHYx2CY2q2B30ysqKsTdXbcizQzkcjnE43Hx+KXjX51GSUixY2vLy8s7TdLQm8Vg5/BbuWPK7taywoN2E70kPNzuwKyF3cLD76VSxSIXSFL5KZFKpZBOpztNteLnsQOzvmPsc4r+Lvuc0lMSKufloUd40O9qoddEkF07stlsSX1f1JrBabwsx3m8tXJyOu1eWL2bobSbzk4jsoNCMhrB4LFeEsrCGDHfc2KniH0/1vRQaWwtu5hpNXwDsL23QG1BVyphcFp4GPXG8ApWCg/ewGwMeq6y37FAIJDXV0AiV6mhudSgTRcryvGUnlN0bxQqPLTcy40ID7VjpOwYfWf87uWhJ6PRp08fm46GowUXGh7HymBYupvOpqidakLX+5600x+Px5FKpTodv9nvVyzSLAVrelhVVaU6tlapIZENmN3SW2BEeDgRXBXrjeElzBAevFTKOGou33J9BXINzaUmPCi7GAgEbPmOyWVmtabvSf2G1IQHO8iBKMZEkJ6jFRUVeb5IhN+Eh1vH23Lk4ULD41gVDGuZwLm9LpQWgnQ6jVgsJhrUuRV6YGqNCzbS8O2FgFlLeMg10FqxWFrljeElChEe5CLPS6X0YSS7qNXQrDVJyQ+wgxhCoZBjJa9qQzDk/IZY8cFmLaTCg+2tk3p5GBUebJkVoO1ezk628uL3Re2YeY+Gu+BCw2NYXTpFza80/UTOBM6K99WDnvekbEAikRDH7hYaMNrV/wIc26FpbW1VHBest+HbyzvMcsKDDa6k5SR6RoZqwdZ984k/x1ATHqzoACDWtUt3dTkdFNLALKWQSUpeFh6sP4bbBjGw9wYAVVGu5CSvNFK3EOEhty6qHaMdJoJWohUH8IyGu+BCw+OwJQzFPhzYLEYsFtPcBXeb0GBN7KLRKKLRaNFBth2fkcQd0FE6UVVVVXTDt192mJWCK6U6dqPCQ8mwkNMZCnDo/AeDQUQiEfGayLnIc+FhXZO83klKXhQeXuv5kYpywLiTfDHu5fT/6z1GIF940LF6SXioHVNLSwvPaLgILjQ8jhlCg+0JUMtiyL2vnSgJDepFYE3sOgLy4o7Rjs/IijsAsg7fWlkMIH9CkhcW5kJREx5yC6WS8HCrN4abYXeYpQEzm/FQKicpReFhp5+I3v4nwN0eN+l0WhxB7rWMLIsRJ3lp/xObtVATHuyUq0AggGw2a6jHQyo8pE3w0ucp+18nUdsAFAQBiUSCCw0XwYWGx5AuCIVMY2JJp9PiJI/Kykrd6Wk7y4rUUDKxozF/xWBleRg9DKlErbKyEk1NTXnvxzZ8KwkMv05I0otUeCh5FbC7iMFgEMlk0hPeGG6BytbUdpiVdkxLVXg47fLtNeHhln4MqyjE0JHtR5MTHpTFFgQBZWVlprqXs8dIx8k2YUsbzO1G7buRSCS4YZ+L4ELDJxgNiCmdn0wmEQqFUF1dbWghdLpHgxYl2vmSjq01o5TMKtgSLypRY5HuWnm94dtOtEzS2L4CWsjd/F1xGmlvQXV1te6golSFByv+3dTzoyY85DxupKZ1VsKWfZbKs0z6rNIqC5VOGaM1nMQ/3Wdq7uVGhIfcMbKlVoW4l5uFnvG2NTU1lr0/xxhcaHicQm5mrclGet/XCaFBATiN3VUy3zMjeDT7M7Lijkq8pOKOdYOV1uCyf8fLDd92wppeUfBH6X8SavQ6uYbNUkatVKoQSkF4sE7ybg+YtYQH6x1hpfCg+1AQBF+XfWphZMpYMBgU1wipmSg9u6jiQE140N8yKjwIttRKSXjQ75j5naENOKV/46VT7oILDY9RTOmUtJdBbrKREZwYb5vL5dDU1ARAfuwu0fEgco/QyGaziMfjqmNrAYhNtkqLuR8bvq1GLfPDNmwqTYrxUqBrFmyTvFXBn9+Ehx+c5Is1rTOKtLyMC/xjKAmP9vZ2UTBQUC1X+iZnBmi2e7nad4YVHoD5Xh5Kv0/Pel465R689STkdEKv0GADXbaXodj3tQt6yOZyOd0N64A5x1hso72cs7r0NdlsFmVlZeLIQblAt1Qavs1CELS9MZQaNot1yvYqZoxhLRSvCg9pb4Ff+qTYIFLOtK4Y4eHW8jK3k06nkc1mUV5eLprzGSl9c9K9PJfLmWYiqBbvJBIJVFZWek7o+xl+JTyOltCQ9jIUm8Vg35emVFi9QLAN64FAoNP4VznMymgUg9RZPRaLdfqb7EM+Fovl1emygS6d72AwmFePy5GnUG8MVnjQ91tJeLgl0DULs0uliqUQ4WFXTwGh5vLtN9jrodctW+56eKm8zC2w54ydXsaa9BWSgbLTvZyOUc1EkJ1spfWdUPr3eDzOPTRcBhcaHsNI6RQ7kUmpl8Gs47ACacN6OBxGKpXS9d5m9WgU+rfS6TTi8TgA+RIvNnUN5D/A2UA3nU4jmUyK1zeXyyEejzsWWHkBdkJSMSNF5a6H2wJds7CjVKpY9AgPs0t71DDi8u1HChEeANDe3i7bW8CRh/2eqZ0zrQyU3PWQbpRY7V6udA/LCQ81Lw+1jEZLS4vsph7HOfhd7gOkvQRaE5nMek96L6sWcWnDOpsa1sKpSUK0K0xlFHJ1x+zYWnpIyzV8sz4PVI5RyA5iqSAt+zG7SV4t0PXq9XCyVKpYnBIeXj5nVqImPKi5nH0tjUv1S0bQCqiHpZDvmdb1kG6UyJWGmulernWMQGfhoeTlQb8rB89ouA8uNHwAKzT0TGQyE7MbwtUa1o00Z5ud0dADK47kPEnYB7OWwzelyaXlGGo7iNIpMV5yAi4WJ5rkzSolcQq3lUoVix1CkC3J88M5sxK6HuRbAwDhcFic+KYn0C1VrOhhUQvq1YZhsMG9UfdyM4SHtCSMvjOpVAq5XE58LcUJiURCV3m1Faxbtw733HMPGhoaUFFRgdGjR2PRokXo06dPp9fu2LEDc+fORUNDA2pqalBfX48FCxb4somdCw2PIXfzUABOWQxAfSKTVcdRLErme9L31Csi7Npl1DPNi90FomOT+wy0g6WntEAu0GUfyHKGXH4UHm5pktcSHnaNC9VDKZT9mC0E7XT59gtKvQWAeqBbysKD3QCwsoeFvT/ketKk7uVSLw/6OaBfeJDgMCI86LXhcFhc42i0O31vfvnLX2Lt2rUYPnw4jj/+eEcyGv/zP/+DK6+8EkOHDsUDDzyApqYmPPLII7jwwgvR0NCA7t27i6/du3cvRo8ejQEDBuDhhx/GgQMHsGjRInz00Ud47bXXbD92q+FCwyek02m0t7ejvLzcllS+0d1+NagUobW1FYFAQLHUy4jQsCujQT0TSn0werMYhTYvS49XWqMr5wRMr2MXDS8u5Oyunxun/WgJQbkMlFw9spmUctlPMcJDa3oZpzNavQVyga7RHXa/wXqK2N3DIu1JA5BXaiUVHuw9YkR4FOteTq8Lh8MIhULI5XK46KKLcOTIEezYsQMfffQRAKBv374YOXIkLrroIlx00UXo27evpevcbbfdhtNOOw3bt28Xr9uECRMwZMgQ3H///Vi0aJH42jvvvBPdunXDpk2bRFH0rW99C9OmTcO6detw6aWXWnacThAQzK594VgKBQpEKpUSm45jsRgqKipsOY5sNoumpqai+z+kk5nUAh/6rF26dNF8KDU1NeH11/+Mq6++qOBj0/qMNLYW6MggKY2tpVtMrhcDyG/EtXKnVCo86IHPChR20XAz5Jzr5ck17PWQzpy3IgPFPVjUkQoP9t4FOoKoSCRScjvsRjFLzMrtsLMZYb8Jj3Q6LfZV6hvfbj+sEKRx80D+GqI2rpYVHux/CT3Cg5790WhUVvA//PDDeOuttzBo0CBs3rwZf/7znyEIAk488USMGzcOTz75pEln4xhHjhxB9+7dMXfuXNx///15/zZw4EA0Njbi888/BwA0Nzeje/fumD17dt5r0+k0unXrhquvvhpPPPGE6cfoJDyj4THYXXZqOqadIbtEhvQ4CkUaqGsF2Ebe08pmcEHoMEmi+lm5RUHa8C330JQ2fFu9u8wuBvT+7CIubbpzq/BgTb68PLlG7nooZaCk18Pod7sUSqWKRZrxYEulgsGg+MwF3Nlz4wbM7GFR22FXKu3xovBg14FQKGR5X2Ux0FQqen6wwoMEAKCcNZfLeACFuZcrnaN0Oo1vf/vbWLJkCQCgsbER27dvx5YtW8TjMxvKhEaj0U7/VllZiQ8//BBfffUVevTogffffx+ZTAZDhw7Ne104HMagQYPQ0NBgyTE6iTdX6BKH9ZWorKxEOp02vSlbi2KEBiuS9JvvGRcaZvlosO/HnvtYLNZpJ51tXus4BvmgkN2Rd2r+fiCQ7zwr3a1ihYcbFnEzysvcjBXCo5RLpYpBruzHa83+dkPZaSt7WNQMNvX0FLgN9pnmRR8WqfCgzSvpxCilZ1Yh7uVsz4cc0qlTXbp0wWWXXYbLLrvM1M/O0rNnT3Tp0gXbtm3L+/k333yD//3f/wUA/POf/0SPHj1w6NAhAMAJJ5zQ6e8cf/zxnf6GH+BCw2Pkcjm0tLQgFAqhurpanODBll24mUwmg3g8LookKx+sxS4urNCgBYE8Pejcs7APRnp/6WcThHy3ajftyMvtVinV57KlPXYsjKXYiGtEeMjtHvJSKeNId5fZvh+vTxmzEnqmBQIBW3tYlISH3p4CJ2GFmV+yjNLNK6VnFqDclybn5UHCg3rcgI7vnJxgSSQSOPnkk4v6HPQc0EMkEkEwGMRNN92EBx54AHfeeSeuv/56NDc3Y+7cueJGMGVT6L9yFSiRSMSyrIuTuCPC4egmGAyitrY2L4g1MvbVLIxmNNhAvaysDLW1tYYXI6MZDcCcxT2Xy6G5uTnP00Op4ZtKtpTqUynw88KOPC3iBBtU2eWSze7Il3ojrlLpm9zuYTAYFBfkUhFmxWLU5ZsLD/eV/Sg9s5Q8GZwSHmzGzM/PNL2bJYDyJD4SHrlcThxpW1FRIf6MnoPE119/jdNOO62o8unNmzejrq5O12v37duHfv364d5778Xhw4fx4IMPir0XY8eOxQ033IDHHntMzLJQeZWckEkmk6isrCzomN0MFxoehNL4hBNCw8j7ZrNZxONxxUDdyPsB9pVOEZR90DO2VqvhG/BujTy7eyidEGOFSzbfkVdHbveQBCBb55xMJpHJZFy1m+s2zLg/S014sGNY3Vr2Iyc85MpD7RyIUYwJn9dREx5k6ih3jwAd67DcNC62vGrv3r1444030KtXr6KO88wzz8SKFSt0vfb4448H0NFj8cQTT+C+++7DRx99hJ49e+K0007DD3/4Q5SVleG0004DcKxkikqoWA4dOlT0sbsRLjQ8iDTAd6vQYL09lAJ1o+9Hf1eLYpvBKa0NQPTGkCuDooZvtbG1NILVTwuL0mhKs4IqPwgzuyGhkc1mUV5eLjY0OxlUuR0re1j8LDzYUkYv3Z9qzcxK94jaFCUjsGsB3zjpQEl4sBtY7M4/u9aw5VKBQACvvvoqZsyYgUceeQQ//vGPizq3PXv2xJQpUwr63R49eqBHjx4AOu6TTZs24fzzzxczFQMHDkQoFMKuXbswceJE8fdSqRT27t2LyZMnF3zcboULDR/ABuB2PrjUhIaWv4TVUCN2IbDTsADINnyzc8HVGr5pMfbqCFa9aAVVel3L1WrkOcooCTM9QZXTZSROYeaEJD34RXiwY1i9XvZjl/BQMy7kHIM9zxUVFUgmk2hvbxevE2VsFy5ciO3bt2P48OG48MIL8f7772P58uV48cUXMWrUKNfcL4sWLcIXX3yBRx99VPxZbW0tLrnkEjz//PO4++67xZKq5557DolEApMmTXLqcC2DCw0f4JTQoPeUYpVDudG+EKPngp2GFQqFUFVVhebm5rz3Y0uG2Jnf0r9T6n0FckEVmyKXm6AUDAaRTCZLQpiZhZEdeb1BlVumjFmJG4YLGBHnbhAebuvHsAKlKUp6x7fKkc1mxY0rNw3/cDNK2R+6R8477zz885//xJo1a7B06VIAwLe//W388Y9/RFNTE0aMGJHnxG0Hzz//PF588UWMHDkSsVgM69evx+9//3tMmzYNV111Vd5r77vvPgwfPhwjR47EtGnT8Pnnn+Ohhx7C2LFjMWbMGFuP2w64YZ8HYc3WgI4dppaWloIarIuhublZDKSBY7s29HCwokzo6NGjiEQisvOqWb766ivs3n0A//Zv5+r6u5lMBolEAtlsNm8aVmNjI8LhMCorK/MyGWqGRLyvQBsl80AAYjmWWSULfsVo87Kev8c2zrLT0/wkPNgd+crKStduAkiFB9vwarfw8EI/hh1IhYfU9FQqPLxgwuc22O9aJBJR9Ac7fPgwfvjDH6Kmpgbjxo3Dnj17sGXLFnz66acAgAEDBmDChAlYuHChLce9a9cu/PznP8f777+PtrY29O/fH9OnT8e0adNkX799+3bcdttteO+991BTU4P6+nosXLgQsVjMluO1Ey6tfYQTk6foPclfgpq1rNyN1vM5czl9zeC0c0LNedI+EvqMbMO3UvBLIx4B3legBbsw08467e7K7RyWWlmPFlb0sKhNGXN6vLEZsLukXpj65paMB2V/BEEo+eea3AAGpclvNGKal4Dqhx35q5b92bdvHyZOnIi6ujr8+te/zntuffbZZ9iyZQs2b96MpqYmuw4dw4YNw6ZNm3S//oILLvClZ4YcPKPhQaQ7wJlMBs3NzUU3WxuFJkmFQiExnR6LxSzdIWxsbBSzJWocPPgF3n//EMaOHaz4Gkpp086JNPAQBAHNzc0AOmZeK+3msgEMX1T0Iy1fCYfDeeVxbJDL7q6XYj8BYbebPItUeLBTxthr4sbgna2R90tZnh0ZD5qQxHfk9UHPLZqQRCgZ1nGOQZsngUBAMdMoCALeeustXHfddbjjjjswe/Zs/p30ADyj4UGkDyijvQtmwU6IsNp8j9A7YUsQBJSVKT+A2D6S6urqTrt0tIiXlZUhlUqJD0Dp7nopNXybhZ4eFunOYSn3ExBml0oZRTremBWDdvmqFIKcy7cfsDLj4bXsj1ug80bZn1AopGiyyYXHMfSM/BUEAU899RTmzZuHFStW4Iorrijpc+Yl/PHELXHsFhr0MKVgz85Min6hId8MLggCEomEah8JO7a2oqICkUgkb9eQTY9TA76fAhgrKbSHRcm13C9lPVq4bdwvlYbY6atilFKbYGaW8PBj9scO2B15dvPEiGGdnFO2n2HvUTVBm8lkcOedd2Lt2rXYsGEDhgwZ4sDRcgqFR0Y+wE6hwZYbUX29GwPsjoxG/gOL+kio/lNubK1Swze7u06pcSrnIfHi1yDXLMwMltnddUDbtdyNY0L14GSplBHUfFWy2azto1udzv64gUKERyAQQDKZ5JsnBmAztFqCVs2wrtSEh7TpW0nQNjc34/rrr8c333yDnTt34sQTT3TgaDnFwJ8iHsSJ0imp+V51dXWnB6Md6M1osM3gNC+fFoLq6upOpTrFNHz7Ncg1CzuCZS3XcjeNCdWLl4NlNsgFOvcTWHlN3Jb9cQt6hAcRDAbFng+33ydOUqwXi5rwYMeAA8grR/T6NWGbvtXu0f3796O+vh5nnnkm1qxZ48uJTKUAFxo+QW8AXgj0UEin03nme2xgbhc0yUOLDqHR0UNBTevRaLTTQqCWxWBhFxTprpVckCsXUPlpodALW4ZhV7CstrvulWvit2DZqKFjIdfESpdvP0LXJBgMis9UOufZbNaUa+JnrDDhUxIeJD78cE3YZ5uax9Q777yDH/zgB5g6dSruvfdefi97GC40fIJVQoN1yZaa7zllFKgvo5FDJpNGU1MTgsGgbB+J3iwGWyolnY4kxWhA5edmQJoh73QZhpeuiVdKpYqlkGuiVkJit8u3X1ALlv0Y5JqFXQMGWOHBGp/KXRMvZGtpTdBq+v7973+Pn/70p1iyZAmmTJniys/C0Q8XGh5E7qYzW2iwLtnhcFh2tKETQkPP+3RkYFqRSiXzMjAsbMO3WhaDDfoKcfiWC6iUppD4xS9COu7XbQ7CRq6JnZNhvFwqVSxK14Sui1ztOl0TCpaddPn2IlrBspEgt5SEh54JSVYhd03c7CZP6G36zuVyWLhwIZ588kmsXbsWI0aMcOBoOWbDhYZPMFNoaDVNO4nW56QMTCqVRiwW61TTyZZJCYKg6nVE0WMAACAASURBVPBtRcmPVjOg143q1Lwx3IreBk32dWa7lvutVKpYlIJcuaZZej193zjqFFpiVurCw40jf7Uyg27oT2OzjWpraVtbG6ZPn46//vWv2LFjB0499VRbjo9jPVxo+IhihYaepmkWu8fq0nvKvZ80A1NVVQ0g1ek1JDIA5VIp2rGyo+RHLsiVG6Xr9olWerwxvILSNaGAykwxWCqlUsUivSZs9oeeCfTs4v4EyphZYlZKwkPvhCSnKUR4WOl3o7eP5csvv8TkyZPRpUsXbN++HV26dDH9WDjOwYWGB1EqnSqGTCaDRCKh2DStdhxOm8tnMhnE43FxgkVFRQWAb0TDvkIavp3asQoEOhvVyflFuMmNuVBvDK8gvSZaYpCui5ZgKOVSqWKQ83kAoJqFYq9JqZ5jdtKPFSVmfhUebJbWa9lGNeFBY6elfjdmCQ8ahQ+o97F88MEHmDRpEiZMmICHH37YU+eXow8uNDyKdGdf7zQmKZQOpppTI+Z7Tmc0pMdeW1ubN04zGAzk9WIEAgHVhu/W1lYIguCqkh+3+0WUYsmPnBhkg1w95oF+dau2GrXzppaFYk02rSp/czPsWG67so1+EB7UvOz1LC2hNnZaTngUupnFnje5/k5679dff12cKnXzzTe75rpzzIWvbj6hkB4N1nxPqWla6z0B+4UGkH/skUikU/ah45CMN3y7vXRFbZSundOTvHberMSoazn9e6mfNyMYdflWy0Jls1nP90LpxYiZnNV4SXhIz5vbBlqYhZLwYAW6no0TQu95y+VyWLZsGRYuXIhVq1Zh3Lhxvjy/nA640PAJRoQGPQxo9Gh1dbVndqLpYURja+WOXRAEpNNZAOoN3xRw2OnxYCZ6J/WYPT3JCW8ML6GUhWIXbYImc7lpF9dtsPXxhX7f9Ja/+Ul4mHHerMSo8NAacWwWepuX/Qi7psiZnyoJD7omes5bOp3GnDlzsGHDBmzevBlnnXWW3R+TYzNcaHgUudIpvf4Sra2tSKVSKC8vL2pH1e6MRi6XE4NnpZG77HSa8vKOXRe50bZUSkCpXT+Uruid1FNMMMWWYPjlvFkNZTyy2SwAIBqNitfGDVNh3Axb521maZ6RvhupSPcCXuwrUHt+yblkWyE8rDDh8zJywoO9V+Q2T2iTRe6aHD16FFOmTEF7ezt27tyJnj172vVROA7CowSfoEdosOZ7sVjs/zdNF/eegD1Cgx25C6BTCYC04RsIIBTqvACxDbhuGVFoFWoTrdjyET1NzFJvDCdLMLyEVolZsUZ1foXdDLCjxEyr76bQhn8n8EtfgdrYaSuEh17H6lKGNu7YjC3dp+SnlUqlkEqlsGPHDrz22mu48MILMXLkSCQSCUyaNAnDhg3D448/jmg06vCn4dgFFxo+gQ365XbwafRrKBRCVVWVaQtkIb0hRpCO3K2srEQ8Hu/0GqnDNwCUleWfh1JsXGYptImZNURz82hHt6GnxExrHKWaUZ1fr4EbXL6V+m7oflEqH3FSeEj7WPzWV2Cl8HDShM/L0JpKlQFlZWXivXLkyBFs3rwZTz/9NACguroaZ5xxBsaPH4/GxkYuNEqIgOD0bFJOQdDDlUilUojH4+jSpUveQ1Ju9KuZi09jY6NYgmU22WwW8Xg8b+RuNptFc3MzampqUFZWpji2tqHh76itjaBv35PyduP5QqKMtIlZ+mjgIkM/UlFbaImZtPyN7nmz+27cgtTw0a2lK+y9QgMnAOf8btzej2EHUuGRyWTEf1MSHm404fMKJM7URK0gCHj88cexZs0aVFVV4bPPPsO+ffsAAKeffjouvvhijBw5Et///vcRiUTs/ggcm+BCw6NIhUY6nUZLS4s44lVqYGVVKrixsVHslzAL2plj0/8UqGWzWTQ1NYlZGfr6Snsx9uz5CN26VeLkk4/nu/EFwJaY0XmWzlvnvQSdsXoal5rw8HoTM1vyU1lZ6anSFSWRbofwIHHGjubmaAuPsrIypNNpvjYYhBVnahnHbDaLe+65B6tWrcLLL7+M888/HwDwxRdfYMuWLdi8eTM2b96Mjz/+GEePHuVCw8dwoeFRlIRGTU0NAoGAmAmQG/1qJk1NTQiFQqYJDTKVoskV0p2SXC4npl0pyJULqnbt+hu6dq1A9+7HeTJwcRLWU4RKzKQlPXK7hX7aWS8EJ6ZxSftuvCg8/LirrCQ8zDbapF1lNb8CTgdKIh0o7X4oI0gd0pX6PBOJBKZOnYr9+/dj7dq16N27t+LfbGpqQm1trVWHzHEB/KnkUeRqvYGOhaepqQmCIKCmpsbyOl0zezTo2DOZDKqqqhCLxSTeGMd21dva2tDW1oZUKtWpzKcj4Esine7YceGNffqggC+RSHQaHUylOhUVFYjFYqipqREHCtDvxeNxtLS0iP1AbN+M32FLFGOxmG19BdR3E41GUVVVJd7z4XBYbPhvaWlBS0uLeL8UYuxpFbSxkEqlLN8UsRMacVxZWYnq6mpUVVWJAxQoc9Pc3Ix4PI5kMol0Om3oXqGMdVtbG8LhsKl9d36FxHdZWRmy2SwCgYBYTgxAfPY1NzcjkUigvb1dtoS0VMnlcojH48hkMnnnTco///lPjBkzBoIgYOvWraoiA4ClIiORSGDevHkYN24cunbtimAwiGeffVb2teTtMWjQIFRWVqJ79+4YPXo0/vKXv3R67VNPPYUzzzwT0WgU/fr1w9KlSy37DH6AN4P7BHoYJpPJgsz3CsUMocE2q6uNraVejFgsJu5ISaf0BAIBpNNpZDJpxGLdeMOZTozuxqs1ZvrVl0AOo0ZyVmOGa7ldlIo7upI3gZIbs1ZZInuv8pIf/Sg1y7MjjrWay0s1a0v3aiAQUN24a2hoQH19PX7wgx/ggQcecHyD7+uvv8b8+fPRp08fDBo0CJs2bVK8dj/+8Y+xatUq/OhHP8KsWbMQj8exd+9efP3113mvW758OaZPn46JEydizpw52LJlC2bNmoXW1lbMnTvXjo/lOXjplEdha05pbK0gCIhEIpY0ZitBu7g1NTUF/b5Ws7p0bK30Ic8uDuyCvXv333Hqqd3Qq1cvXwa4ZsJ6YxTTuMwi9SWQa5Z1ekpPsXjRuNCukh41uKt8PtKyRDYTKBUe1I8BmHevlgKFmPDpaS4vBeGhZyKXIAhYu3YtZsyYgQceeADTpk1zxTlJpVJobGxEjx49sGfPHgwbNgwrVqzAlClT8l63evVqTJ48GS+//DKuvPJKxb/X1taGk08+GcOHD8fatWvFn1977bV45ZVXcODAAXTp0sWyz+NV+FPKowQCgTzzvXA4jHQ67cgOQiFalcpt6AFGTezS10jH1sqVjFEWQxAEVFRU/P/F+VhDPP2u0zu4bsNKbwwv7awXgleNC5Vcy6XmW1Y1/PPpSJ3RGnHMZm3p9dSjxtGGyvOMmhdqZW39nvFgNwTUeqdyuRwefvhhPPLII1izZg3q6upc8/nLy8vRo0cPAOpxykMPPYTzzz8fV155pTgIRa7vdOPGjThy5AhmzJiR9/OZM2di5cqVePXVV3HNNdeY+yF8gDdWR04nUqkUmpubIQgCYrEYysvLcfToUdvrSQt5oJDbLzWUyT3A6KEul8VgX5NKpZBMJjuZU5WXl6O6uhrV1dWyAS4FUvRftzwY7YIdI2pH+YWSL4FdAa5ZuK1UqlhY4SFX0mOma7lVLt9+Qyo82AlwVKpKWQ32GebG+8VpzDThKyXhIW36Vlof2tvbMWvWLLzzzjvYvn07zjjjDAeOtjiam5uxa9cuzJgxA3feeSd+9atfIZFI4JRTTsH999+PSZMmia9taGgAAAwdOjTvbwwZMgTBYBB79+7lQkMGLjQ8SjAYFFOZ9PC02jxPDqPvSWNrA4FAXrMxwZZJCYKg+JBmF1+5EXtkXKgW4BqtjfYDrOOyk87BSgEuXRe278YtgZQXS6WMwAa4gHmu5Xa7fPsJ9jtHviIU4FKQK3ddvBrgmkl7e7s43t2K75xfhQf7nVPbEDh8+DCuueYahEIh7Ny5E926dbP5SM3h448/hiAIeOGFFxAOh7Fo0SLU1NTgkUceweTJk1FTU4OxY8cCAA4dOoSysjJ0794972+Ul5ejW7duOHjwoBMfwfVwoeFRwuEwqqur837mZqHBlnnRNBalhm+aCKL0QJb2FMg/CDs7pAPqAa7fF2y2TtlNY0SNlI44dV28WipVDHLXhQ1w9QRSbnD59ipKzfJsgMteF97E3IFenwez8YPwYLOOaptQ+/btw6RJk3DxxRdj2bJlrjXW1EM8HgcAHDlyBG+//TaGDRsGALjiiitwyimn4L/+679EodHW1qb4WSsqKsQ1gpOP/1fLEsKtQiOdTovN6jQSlUWr4Zt9HQUtespWtB7eSoGUdGHww+Qk1hvDzY7LgLuui99KpYpBLcCVuy7BYFDMGrr9O+cm2JJQPbvxegNcv7rJs8hlgJzCa8KDxi5rNX2/9dZbuO6663DHHXdg9uzZnn8e0mTKU045RRQZQIe4v/zyy7Fy5UoxLolGo2KZr5RkMsmnXCrAhYaPcEpoAMdKlVhYd3Iy9Suk4RvoCJTb2tqQy+VE91utcg2jD0C5hYGd0EMjW700Oclo0OJGtBZs2kUyW3j4vVSqWNSuSzqdzhtxTBN7vCrU7cKMDFCpCg92N96NWUe3Xhe9Td+CIODpp5/GL37xCzzzzDO48sorPf19IXr16gUA6NmzZ6d/69Gjh7hRWl1djRNOOAHZbBaHDx/OK59KpVI4cuSI+Lc4+bjrTuQUjVumFWezWdGdPBqNyi6YVCal1oshHYWpv6dAvnTKCF6fnMT2sfgpUC5EEBq9LqVYKlUsFCCl02nkcjkxI0UlPVYJQr/ATkcyczfeSIAr3UDxyvPCiw7pbhAeesf+ZjIZ3HXXXfjDH/6ADRs2YMiQIaa8vxvo1asXjj/+ePzzn//s9G8HDx5ENBoVy9QHDx4MANi1axfGjx8vvm737t3I5XIYNGiQPQftMfjq6VHkHgZOLArSjAYJg9bWVgSDQdTU1HQK0tgyKUA5i1HMjrJchqVYvDQ5qZQCZTlByAoP9rpoeUXwUqnCUTKSYw3RvJ4htAozpyNpoSTUKchVEoQ0StxN6N2N9wJ2Cw+9ZWbNzc24/vrr8c0332Dnzp048cQTC/+QLuXqq6/GI488gvXr1+OSSy4B0NHs/oc//AF1dXXi6+rq6tC1a1csW7YsT2gsW7YMsVgMl112me3H7gX8G32UANJSqUAgIAbvdh4DcEw8JBIJcXdEzp2cHVtLDd9y0A5VIBAoMFA2X2hIcWNjuZXeGF6hUK8IGunIHZeNo8flW0kQsoabgHszhFbAljY6db9KrwsrCN2cidI7gtWrWCk89JaZ7d+/H/X19ejfvz/WrFkj6y3hdpYuXYrGxkZxItTatWvx2WefAQBmzZqFmpoa3HHHHVi9ejW+//3vY/bs2aipqcFjjz2GbDaLBQsWiH8rEolg/vz5mDlzJurr6zFmzBhs3boVK1euxIIFC7hZnwLcGdzDsONZAYjeFLW1tbYdQyaTQXNzM6LRqPjgI18PlkIavovZodq2bS+GDOlnq0s6i3RRyGazAKxdrO32xvAiUkHIuv0S/Nzpx0yXbze4lttJIW7VTiDNRLGZaGmAaxfss65UPVnU1hg14UFN31plZu+++y4mT56MqVOn4t5773VcWBbKKaecgv379wPoXIHxySefoHfv3gCATz75BHPmzMGGDRuQTqcxfPhw3H///Tj33HM7/c0nn3wSixcvFn//5ptvxqxZs+z7UB6DCw0PIxUaND7WTlVNQgPoGLkr9+CSNnwrpeClk5G0Gr7V2Lq1AUOH9nfNFAjpLiEtCmaVjbA1yqy3CkedXC6HZDKJdDqdlyH0W6OsFVjp8k0bE0rCw+nSxGLxcqAs7VVjhQddEyuFB60TgUCAP+sYtIQHZW0p2y1XcUB/Z82aNbj11luxZMkSTJkyxZP3GMc98NIpDyNXOmWnbsxkMuIMarlSKSNZDLN2RVnc9HC0qrHcrd4YXkCupwCAb0ccmwmVXgiCYEmgTJsRekwdvSY82B1lpwwzi0GuV03rWWZG7420zEwpUC5VtEqt6H4hUqkU4vE4unTpIn4Hc7kc7r//fjzxxBNYu3YtRowYYfvn4PgPLjR8hF1Cg/oAyOkXQKfsg96xtVQDbPYIUSuawc3EjMZy6chf7lOgH7VmeaWJVmy9upNlI07DZs+qqqps+exy3ipu6IkygnTQgF8CZbVnmVnCgxs/GoeER1lZmVgiSiWhtIkyffp07NixA8OHD8fw4cOxc+dOfPzxx9ixYwdOPfVUhz8Bxy/w0ikPQ2Mkifb2diQSCRx33HGWPYRpJ5Ma8CKRCBobG/OM+PQ0fAuCIAZ7ZIRj5mSkLVv24DvfOcuTwbdaHwHbuJxKpVBWVoZoNOq5XVGnKLZZXq1e3e8NzG4O9qSu5dJ7xmnhYWWZmdtR6r3Re8+4yYTPa1CJHmUe2TVWEARs374d69evx5YtW9DQ0IBUKoWuXbvi4osvFv83YMCAktpI4ZgPFxoehq3DBPJToWY/GCiwpdrYWCyGcDgMQRBw9OhRVFZW5rkFq3ljsP4OVpX7bNmyB8OHn+OLsa5KtbdARxAVDodLble9EJTGrxb7N/3aR8DC9hR4IdjTGsbA9hFYfW283I9hBUaa/tlpZtJAmaOO3l6WDz74APX19Rg/fjyuuuoqbNu2DZs2bcLbb7+NdDqNbt26YcKECXjmmWds/gQcv8DvWh/BTlQwEwrQUqkUysvL83ooqJZarzeGdOGwbtF1d+mUESg4IrEHQMwesXPvuR+BMlb5ikhHHLMZDy/3EbB4sadAq16ddS23svdGWmbmhXNnNXJjwVlHeXrG0brCB1wYh753ZWVliMViir2Rb7zxBqZOnYp77rkHN998MwKBAMaMGQOgY7jM22+/jU2bNonXhMMpBJ7R8DDS3e10Oo2WlhZZk7xCSafTeU2fFOASgiCgsbFRrJ1WCqLYkhUzG76V2Lx5F0aMONcXwbZWuY/WFBg/l/No4aSviFYJnNPlPFpIz51fegoA60e2sueOD2nQDwnCZDKZt7YB3hbrdsF+79TKGwVBwK9//WssXLgQK1euxLhx4/j55FiG96OwEkb6YDDzQUE1xS0tLaLDt5zIyGazYrNZIpFAPB4X67hJw2azWcTjcaRSKUQiEdXZ3ebhj4wG9cTQuZMTaNSIGY1GUV1djerqarFvg3ajm5ubEY/HkUwm88oV/AwZSKqdOyuhBuaKigrEYjHU1NTk9TIlk0nE43G0tLQgkUigvb09b4CCk8idOz/cTwRNgWPvGSrNoab/lpYWtLS0iM8zvWao0nPHRYYx6D6IRCKorq5GVVWVGDCnUikkEomSfJ5pQWs2fe+UREY6ncatt96KZcuWYfPmzRg/fryj389EIoF58+Zh3Lhx6Nq1K4LBIJ599lnV30mn0/j2t7+NYDCIxYsXy77mqaeewplnnoloNIp+/fph6dKlVhw+Rwe8dMpHmFU6RcKAmu/kHlhsw3dlZWWn0gRp+rtwh+/C8frizpZdGDl3bnQstxurSqWKwYjTr5OjdPW4fPsNpclJRl3L9TouczrDNi5Lz53StDG/lCcWC4lbrT6go0ePYsqUKUgmk9i5cyd69uxp85F25uuvv8b8+fPRp08fDBo0CJs2bdK8dr/61a9w4MABAPLr/PLlyzF9+nRMnDgRc+bMwZYtWzBr1iy0trZi7ty5lnwOjjL8KegjihUaNH6R6rHlSrDYXgy24ZumS9EDjh29Sr+XSCRsC269vMiY6Y0hNxbUjcGtWThZKmUUOeHBlvNQH4FdvTesT4Ed5Y1uhsQ6oTV+uqysTDR/LPVzVwhSt2qlfgyjY47Z6+PlNUENdmNArQ/o448/xqRJkzB06FA88cQTrjGz7dWrF7744gv06NEDe/bswbBhw1Rf/9VXX2H+/Pm4/fbbcffdd3f697a2Ntx11124/PLLsXr1agDADTfcgFwuh/nz5+PGG2+01dSYw0unPI1S6VQhQiOXyyEej6O1tRUVFRWora2VFRlSV2ul1Cw7Uq+mpkZMfwP5JSOU6tVblqAXr64plE1Kp9OIRqOml11QcBuJRFBVVSWW85SXl4vTwKhkxKprYxVOl0oVi1o5DwUT0nIes0pGqOwimUyKpV5eOndWQ8KjsrJSLOchEUvT+JLJpBgI00YMRx12cysUChlumFcqT6S1hka+Nzc3i+WJfiq1olIytWEDgiBg27ZtGD16NK655hr85je/cY3IADq8PXr06AFAX+xy++23o3///rjmmmtk/33jxo04cuQIZsyYkffzmTNnIpFI4NVXXy3+oDmG4BkNH1Go0KCHFdCxIyIdXWnE4VtpN1ltV11ualKpNS+zu8l2TqgpZFfdjdfGjaVSxWKGqaMe+PhVY7C76qFQSByWQeO+zbw2fobN3JrlLcI+z6RrDTWZE14uHWXNH9Wy3oIg4Pnnn8ftt9+Oxx57DPX19Z76nFLeffdd/OY3v8H27dsVX9PQ0AAAGDp0aN7PhwwZgmAwiL179yqKFI41eH815uRhxB2cdjHpYSW3i2nE4ZuCFS2PAmlwK52aZMYiHQx652HK+oo4bYRGu+pWB7dm4efJSFKUem+y2WxerbqRkhG2D6i6uppnMQyg1MtSqn1RRtDbU1AsRvqipNPG3Hpt9Aq0bDaLe++9FytXrsTrr7+O888/34GjNQ9BEHDLLbdg8uTJOP/88/Hpp5/Kvu7QoUMoKytD9+7d835eXl6Obt264eDBgzYcLYeFCw0PI/dw0Ss0MpkM4vG4+KCXPqyMZDGK3YlX27mVBlBeWAiMYJ+vSGG4ubHcCgM+r8DuqgPGg1sz+4BKDa1eFrW+KHZX3UvBrZno7SmwAq8LD/aZp7ZeJBIJTJs2DZ9++il27tyJPn362Hyk5rNixQp88MEHeOmll1Rf19bWpmgoWlFRIWa+OfbBhYbP0BIatANMZj61tbWdHvR6sxhW7cSrBbd6m5fdsCiowaa+vdI86qbGcuoDcmKamRsxcm3KysrE+zsSiXQaW81RhhVoep95hUwbo6Z/tz/HjMIaybnhmWf02tjpKC+FnWimJtAOHjyI+vp6nHTSSdiyZQtqamrsPExLaG5uxh133IG5c+fixBNPVH1tNBpVNBhMJpOu6k8pFUp7dfYhakKDHlSZTEZxvjs7tpYmScnB1sRbnfoupL/DzbC7UmbVJjuB1iJN18ZM4VFKpVLFoHRtqBmWIM8Cr08bswP2vo1Go4q7plo4cd84jV4jOadR6lljnculr7NDFNLGipZAa2howNVXX42rr74aDz74oG/c1BctWoR0Oo36+nqxZOrzzz8HABw5cgSffvopTjzxRITDYZxwwgnIZrM4fPhwXvlUKpXCkSNH0KtXLyc+Qknj7oiMo4rSg00qNCjVT9MpqqurOwkDKpWinU61Uina0XNifKhW8zLtZCSTbUgmk473EEihHT0/7sRb3VheyqVSZpBOp5HJZMT7lg1u7R6l6zWsLPcxct+Y4VpuN9L71ksZNGnPGnttyNiRXmeFKGTL9NQ2VgRBwB//+EdMnz4dDzzwAKZNm+arZ+OBAwdw9OhRDBgwoNO/LViwAAsWLMDevXtx9tlnY9CgQQCAXbt2Yfz48eLrdu/ejVwuJ/47xz78E+VwAHTOaNBDnnaSYrGYYhZDq1SK9caIRqMIh8OOP8yUmpdp7KRb+jtKsSbezMZyXipVOEoCTakvSjqQgb0+fv/OSpEGenZsrMjdN14VhX4zMFQTHkoZj0KFh96m71wuhyVLlmDJkiVYs2YN6urqfHefzpo1C1dddVXez7788kvcdNNNuP7663HllVfiW9/6FgBg9OjR6Nq1K5YtW5YnNJYtW4ZYLIbLLrvMzkPngAsNzyMVFuz/n06nEY/HAXQ85KU7SUYavtl+Arsb+IxA/R3kRVBIf4fZsBO53CLQnKCQxvJAIID29nZeKlUgel2+2WsDuH/amB1YMX61ENSGZRhxLbcbqQmfG4VQsRgRhUayUXrL9Nrb2/GTn/wEb7/9NrZt24b+/fub+wFtYunSpWhsbBQnQq1duxafffYZgA6RMXjwYAwePDjvd6iEasCAAbjiiivEn0ciEcyfPx8zZ85EfX09xowZg61bt2LlypVYsGABN+tzAC40fEYgEBAfUrQLV1VVVfDYWq/2EwQChfV3mLkz6JQ3hhdQujZ0fdh590CH+HBrXbcbKdblW00UuilTaBVu9hZxuyjU6/HgR+REoVo2im0uJ+i7JwiC6ubAN998g2uuuQbBYBA7d+5Et27drP+AFrF48WLs378fQMfa8PLLL+Oll15CIBDAlClTDDe0T58+HeFwGIsXL8batWvRu3dvLFmyBLNmzbLi8DkaBAS/WGSWKKlUKi+jEY/HxYUmGo3KBmesyAgEAoqLANtPQA7FXuHddxtw3nmDVV8jTXuTA7YZC7SbvDG8CH33gI5Fma6NnxpkrYL8cTKZjCWbA1LhQc3lbh0JahR2J76ystJTmwN0bdjgltYHO4SH1d89r8N637BrDgkPoOPZp5UF+tvf/oZJkyZh5MiRWLZsWcGDCTgcO/BO5MiRhUqlaBeJREZNTU0nYcCWSelt+PbqjpSew1XrIShm19bt3hhuRmmqlFcdy+3Gjp14N405NhN2J96rZXrstdGTjdJr7KgHu0z4vAxlowhpNordNGxvbxfvpeOOOw5Ax3d048aN+NGPfoTbb78dP/vZz1x/X3E4XGj4gFwuh3g8Lk6Uof+ysDtd1Aiq1PBNadtS6yco1r/Di94YbkJtqpSZjeV+xSmXb7WpSexkHjdPTfLrTrycKLTCdJPWjUAgwEtEDUBlVlRhEA6HRZ+bdDqNF198e+OwpgAAIABJREFUET/96U8xcOBAXHjhhYhEInjqqafwzDPP4Lvf/a4vvqMc/8NLpzxOPB7Pa/gWBAGJRALHHXdcXrbDaMO314Pk3bv3YuhQ88bYSXdts9ksgHwjp1QqhVwu56tAxS6KKVeRBk9s75FfewhY3J6BVCpRdEs2ys39GFYjdS03WgbnxFQuP8EKXOnoX0EQcOjQIbz++uvYvHkztm7dii+//BJlZWU499xzMWrUKFx88cW48MILUVVV5eCn4HDU4ULD4xw5cgS5XE6s50ylUojH4+jSpQsCgUBe0KXUj0G7jl5r+FZjz569OPdc6+Zls8ETm/J2S/DkFdhSKbOCZLUeAmkDptevD1uuUoyJnJ1Ir42dPQRSvNyPYQVaGyrSgRlGXdI5x2DvXbWm75aWFlx//fX46quv8PDDD+PDDz/Exo0bsXHjRnz55ZcIhUIYNmwYHn/8cQwcONDmT8HhaMNLpzxOdXW1WA4FHDPxo11DrSwGOXxT85mXGr6dhBZeCpTKysrEFDgv5dEHu5NspgGfVg+BmbPunYQNkr1UrqI2NYntIbDy3rFC4PoBLWds1qCO/t1rJnxuQG+p2WeffYb6+nqcccYZ2Lx5M2KxGEaMGIEbb7wRgiDgb3/7myg6evToYfOn4HD04a2VldMJpSwFlfGoja1ta2tDW1sbwuEwqqqqfCUygkFrg4ZsNitO+IpGo6JPSWVlJaqrq1FVVSXu8LW3tyORSKClpQWJRALt7e15maZShPV4qaqqsjSLRsFTJBJBVVUVampqxBIZyua1tLSgpaVF3KF187WhILm1tVUcX+0VkSEHCQ+1e6e5udm0e4c1MY1EIlxkqEC9Uey9E4lExJJcAEgmk+K9Q+sOR5lUKoVEIiFu7indu++++y5GjRqFCRMm4IUXXkAsFsv790AggP79+2P69OlYvXq1pUIjkUhg3rx5GDduHLp27YpgMIhnn3027zWCIGDFihW44oor0Lt3b1RVVeGss87CfffdJ24eSHnqqadw5plnIhqNol+/fli6dKlln4HjHP6JLEsUdoGkh38gEBCbl+Vq1NmG71KrSS4WPd4Yfp3KYwZu2En2cmO5WsO8H1C7d7LZbN69U8goXb85VdtNOp3O82YBkPdsc6t5oBvQ6y8iCALWrFmDW2+9FQ8//DB+9KMfOX7+vv76a8yfPx99+vTBoEGDsGnTpk7HlEgk8OMf/xj/+q//iunTp6NHjx7YsWMH5s2bhw0bNuCtt97Ke/3y5csxffp0TJw4EXPmzMGWLVswa9YstLa2Yu7cuXZ+PI7F8B4Nj0OlOmzDNzsONJ1O59XZkqGfn91aAeDPf/4LzjnnbFP/plneGG5vjrUKq0qlzMTNjeXSscmlGCTr6SFQEu00lcsPwy7sRm+QLL13SuXZpoW06Vvp2ZfL5fDAAw9g+fLlWLNmDS666CIHjrYzqVQKjY2N6NGjB/bs2YNhw4ZhxYoVmDJliviadDqNPXv24Dvf+U7e786fPx/z5s3DunXrMHr0aAAdvT0nn3wyhg8fjrVr14qvvfbaa/HKK6/gwIED3MHbR5TeSuUz2GZXIN/hm90VpF14CpqoEa2UH/5GMNMbw8s76oXCjl51c6mP1jjQYnfUC6FYl28/oTZKV8lfhYZk8H6MwtAbJAPudy13Ar3+Im1tbZgxYwbef/997Ny5E6eeeqrNR6pMeXm5WJqltDcdDoc7iQwA+O53v4t58+Zh3759otDYuHEjjhw5ghkzZuS9dubMmVi5ciVeffVVXHPNNSZ/Co5TcKHhcS699FJks1nU1dVh9OjRGDJkSN5OZy6Xw+OPP44+ffrgwgsvFE2oSv3hrxc7xv6q+XeYNefeKdxQKlUMTpfB+dXfwSzkRLtcKQ9w7PnG0U+xo3+Vnm3ZbNa2xn8nYTeo1DZYvvzyS/zgBz9AbW0tduzY4avd/C+++AIA0L17d/FnDQ0NAIChQ4fmvXbIkCEIBoPYu3cvFxo+gj91Pc5LL72E9evXY926dbjuuuvQ1NSEiy66CHV1dRg8eDAWLFiAN954A3PmzMG4cePEB7hWYOv1/gEzmsHZeni7gjynA1sz8UKplFEK2VEvNFtYyv4OhRIMBkUTtEwmI/ZjhEIhsfGfyqf8GNiaidlTzdhnG9C5TFFuU4Ve78Xro7dU769//SsmTZqEyy67DEuWLPHdff7ggw+itrYW48ePF3926NAhlJWV5YkPoCMu6datGw4ePGj3YXIshAsNj9O9e3dMnjwZkydPRi6Xw//93/9h3bp1WLVqFX72s5+huroa1113HQYNGoSjR4+KRn6EVmDLuvqWUpkVjf0FnG0atTOwNROvlEoVi1VlcKVy/qxAqdSsFHfUC0FqwkdZcLPRW6YIeCuba6Tp+4033sDUqVPxn//5n7jllltc/bkKYcGCBdiwYQOWLVuGmpoa8edtbW2Knj8VFRXi2svxB1xo+IhgMIg+ffrg73//O95++21ceumlmDlzJvbs2YNHH30UN9xwA8466yzU1dWhrq4O559/PsLhcCfhoRbYeqXMqtDjYUt93Oh06/b+Dq+XShWL3lIRpcDJ7S7fboc9f9KBDYXsqHshsDUT9vzZXapnJJtrV3+UUfSeP0EQsGzZMixYsADPP/88xo8f75rPYBa/+93vcPfdd2Pq1Km46aab8v4tGo3mlTWyJJNJRKNROw6RYxNcaPiIv/zlL/jhD3+Iv//973jkkUdw8803IxgM4sorr8Q999yDpqYmbNy4EevWrcOsWbNw8OBBXHjhhRg1ahRGjx6NM844o1NQrRTYUlDr1oW5b9++hn/Hi6U+burvYM9fNBrtJGJLDa3AVho4lZWVIZVKQRAEz7h8uwm21FHP+SukTJFcsf34vTZ6/qxGbtPLzWWkes9fOp3Gz3/+c6xfvx6bNm3C2WebOx3RDaxbtw5TpkzB5Zdfjscee6zTv59wwgnIZrM4fPhwXvlUKpXCkSNH0KtXLzsPl2MxXGj4iBdeeAHBYBC7d+/GwIED8/4tEAigS5cuuOqqq3DVVVdBEATs378fb775JtatW4cHH3wQkUgEo0aNEv/Xo0ePTguqNLB164OfZrzrQeqQ7tVSFSf7O3ipjzZq1yedTovT42hYAwDX9t+4Db1Nt2poBbasK7bTzzezMeP8WY1atp36b6Svs+v66PVnaWxsxLXXXotkMomdO3eiZ8+elh+b3bzzzju46qqrcN5552H16tWy53/w4MEAgF27duX1buzevRu5XA6DBg2y7Xg51sN9NHwEubJGIhHDv5vJZNDQ0IA333wT69evx9tvv41+/fph1KhRqKurwwUXXKDpG+FFfwi1Ugu/YcX1KfVSqWKRTjUrLy8Xg1sv3D9OI+0nsLLUUc/9QxkPL+EXfxGt60PlVmZ/PrZpXs2b6uOPP0Z9fT3OPfdcPPHEE54tD9q9ezfOO++8Tj4aAPDhhx9ixIgR6NWrF7Zu3Yra2lrZv5FMJnHSSSdxH40SgQsNTicEQUAikcCWLVuwbt06rF+/Hh9//DG+853viGN0Bw4cqLnrxZaJZDIZ1xifEaXukK50ffT2d/BSqeLQcvku9vr4HSf7CQDk9d94URj6fZNAOurY7Oujt2leEARs374d//7v/45bbrkFd911lyfF3NKlS9HY2IiDBw/isccew/e+9z0x8zBr1iwEAgEMGDAABw8exIIFCzqVP5122ml5PhvLli3DzJkzMXHiRIwZMwZbt27Fc889hwULFuD222+39bNxrIULDY4mgiDg0KFDoujYsGEDMpkMLr74YrGx/MQTT9TMdkgDJ8CZNLcd3hheQ+n6APLCkC2VqqysdGWphZsx6vJN14cNnKTC3cujQI3ixtG/XhKGRkz4/ILa9WGvkZ7zYKTpe+XKlbjtttvw2GOPob6+3rPn+ZRTTsH+/fsBHBu2IggCAoEAPvnkE+RyOfTt2xeBQEDW1O+6667D008/nfezJ598EosXL8Ynn3yC3r174+abb8asWbOs/zAcW+FCg2OYXC6HDz74QCyz2rZtG04++WSxt+Oiiy5CVVWVpvBgg6ZsNgvA+t1AJ7wxvIjS9WEXGCtHX/oVs1y+1YS7WyfymAVbquJWkSu9Ptls1jXCkEQaZXKdGt3tNIUKQ71N39lsFvfeey+ef/55vPzyy7Ku2RxOKcCFBqcoKDuwfft2MePx17/+Feeee644zUrqVi4H7dZSU6wVu4GsN0YpL7CFwAbILF4pE3ED7C6y2f1AasLQL43LbCbSayLXaMbQKvT2E5Qa0lHUSmsQ0OEBoSXSEokEpk2bhk8++QRr165Fnz59bPssHI7b4EKDYyqCIODw4cPYsGED1q1bhw0bNuS5ldfV1YnpVbW/Yeai7HZvDC8gLZWiyUheKBNxA3aX+nhxMIMarEjzQybSbmHoZZHmBGprENDhYB0Oh2WfcQcPHkR9fT1OPPFErFy5Ms+ojsMpRbjQ4FgK61a+fv16bN68GV27dkVdXR1GjRqFkSNHdnIrl1LMouxFbww3ocdAzi27tW7FDf0sXuofkOLGfgyzIWFIzzm2lFRaClfI33ayad4PJJNJtLe3i88wuj6rV6/G66+/jhEjRmDUqFHIZrOYPHkyrr76ajz44IOuLOvjcOyGCw2OraRSKbz77rtYt24d1q1bh/feew9nnXWWWGYl51YuRWm3Vrog0+x7N9dyu5lCp0qVQhmPHtw81UdtIhzdR24QHl7ox7ACszJSuVwOiUTC1yLNSth7mC13pGfcSy+9hCeffBK7d+9Ge3s7ysvLMXDgQNxwww0YPXo0+vXr5/g9xOE4DRcaHMcQBCHPrXzDhg15buV1dXXo37+/ZkCqFDQBHQtzNBp1RdDkJczchfdbGY8e2ADPDS7LargxI8WW+rhNpDmBVkaK/sueI3ayWSwWKxmRZhbSyVwVFRWyr8vlcnjooYfw6quvol+/fvjHP/6Bd999F5lMBr169RLXsu9///uKvhIcjp/hQoPjGqRu5Rs3btTlVs5CATLQEchSUFtqu+mFoqdUqli8XMajB6/vwjudkcrlcmhrayup0atG0bqHaHgDH99dGHozQe3t7bj11luxc+dOrF27Fv379wcAxONxbNu2DW+99RY2btyI9957D/v378dJJ51k58fwNatWrcLll1/Oe2A8ABcaHNdCbuVUZvXOO+/g9NNPl3Urz2azWLx4Md5++22sWLECVVVVCAaDeUFTOp0uid30QpGWStmxC69nDKhX+jv82nBrZ0Yqm80ikUgA4JPh9OLGjJSXoUxQIBBQ3Sj45ptvcM011yAYDOLFF19Et27dFP9mU1MTz2aYyJNPPokbb7wR3/ve97BmzRqnD4ejAd/m4LiWUCiEYcOG4c4778Rbb72Fr7/+GgsXLkQgEMB//Md/4OSTT8aECRNw7733Yvz48bjnnntwxhln5E2Vol3YSCSC6upqVFdXi6VUtPPc3NyMeDyOZDLZqfSqVEilUojH4wCAqqoq20p9yPehoqICsVgM1dXViMViqKioEOuj4/E4Wlpa0NrailQqJQa6boJ2QNvb2xGJRHwjMoCOa0TZLek9REGZGfcQfQeDwSCqqqq4yNAJ3UPhcFg87xUVFYhEIgCQdw/Rd5QV9JxjpFIpJBIJcfyvksj429/+hlGjRuH000/Hm2++qSoyANgiMhKJBObNm4dx48aha9euCAaDePbZZ2Vf++GHH2LcuHGorq5Gt27dMGXKFBw+fFj2tU899RTOPPNMRKNR9OvXD0uXLrXyY+iivr4eI0aMwEsvvYSf//znTh8ORwOe0eB4EnIrX7x4MR599FGEw2EMGDAAvXv3LtqtHDi2ExgOh31ddmBHqVQxeKG/w6jLt98othTOzU3zXkEtE+R0KZwX0NsTJAgCNm3ahClTpuC2227DnDlzXHPePv30U/Tt2xd9+vTBKaecgk2bNmHFihWYMmVK3us+//xzDB48GMcddxxmzZqFlpYWLFq0CL1798a7776bVya2fPlyTJ8+HRMnTsTYsWOxZcsWPPfcc7j//vsxd+5cuz8igI7nbSgUwj/+8Q+MHz8eH330Ef77v/8bN998syPHw9GGCw2OJ0mlUrjjjjvw0EMPYdy4cXjmmWfw1Vdf5bmVn3TSSeIYXTe7lTuFE6VSxeKm/g6zXL79hNEyHtZlmfdjFIZREz494r2srKxkvsvSpm+l76AgCHjmmWdw99134+mnn8Z3v/tdV31XU6kUGhsb0aNHD+zZswfDhg2TFRozZszAb37zG+zbt0/sGdmwYQMuvfRSLF++HNOmTQPQYUx48sknY/jw4Vi7dq34+9deey1eeeUVHDhwAF26dLHvAzJks1mUlZVhy5YtuOqqq5BMJvHb3/4WV1xxhSPHw1GHCw2O5/jHP/6B+vp6/OUvf8H999+PW2+9NW9RNMutXM8YXa82LbvB28EMcrmc6CZvZ3+HlS7ffkJtN51Kr4COqUillgkqFrMmc+Vyubxr5MasoVXobfrOZDK466678Morr+CVV17Bueeea/ORGmP37t0477zzZIVGz549MWrUKLzwwgt5P+/fvz9OPvlkrFu3DgDw2muv4fLL/x97Zx4e09n+8c9MZJlsRKyxV0nVUuvbIg0R1FpLbUFRRItYotZaGtS+VBWJtYhWa1dKK4k1FFHUvnsrSJUo2TOTmfP7w++cdyY7sswkz+e6erU55zmnz5kzc85zP8/3vr8d2LdvH23atFHanTx5kiZNmhAcHEyfPn1y/2IyQJIkVCoVmzZtYsCAAZQpU4Y9e/ZQr169fOuTIH3Ek11gcVhbW2Ntbc3vv/+e7gNfpVJhZ2eHt7c33t7eadzKP/nkE549e5alW7msTZdfPsYztVqtluTkZMCyEi7NXSr1sqjVasWELPVselJSEpDzEpHCYCCXUxh/9vC/4D05OdlktSMxMbHAD2pzkpx0Sler1ajV6nSfczqdDq1WCxSMCRZjjOVmjo6OGU62xMbGMnDgQP755x9OnjxJuXLl8rKbOcqDBw94/PgxDRs2TLOvUaNG7N+/X/n73LlzAGna1q9fH7Vazfnz5/M00DAYDGkmFFUqFX379uWvv/5i6tSpDBo0iP3791O6dOk865cga0SgIbA4KlSowIkTJ7L9olOpVJQsWZJevXrRq1cvJEnixo0biszqyy+/zJZbuVqtxsbGBhsbG5NBrU6ny7VBbU5iiVKpl0GeJZeTy1PPphuXPX7VQa3xSlBmgxNBxuh0OvR6vfJbSh3AQ8Eb1OYkuR3oZvSc0+v1JhMslnyPZLlZVpLHe/fu0aNHD6pXr87hw4dxcHDI457mLFFRUQCULVs2zb6yZcvy9OlTZRIqKioKKysrSpQoYdLOxsYGV1dXHj58mCd9hv/lZcikDjomT57MvXv3WL16NQMHDmTPnj1m9e4t7IhAQ2CRvM5LTaVS4e7ujru7OyNGjDBxK1++fDmDBg3K0q08vUGtscxKp9MB5iE/kCQJnU5X6AbIqWfTU0tEXmZQKxKWXx/jfAzjQFeumCS3SW/V0JIHtTmJcenVvPgdGz/nIG0OjizdAstY2X0Zudnp06fx8fFh4MCBzJgxo0A8M+XJlvTMB+UqZYmJiVhbW5OYmJjhZJStra1yrtzGOMiYN28e169f5+HDh7Ro0YKOHTtSo0YNAJYtW8a9e/fYv38/w4cPJzAwME/6J8gaEWgICj02NjZ4eHjg4eFBQECAiVv5yJEjs+VWnpnMKj/lBwVNKvU6ZCYRyUwKJ8tU5AFy6qBTkDXGlbkyGyBnNJtuiYPanMS48EB+erRktWqY3squnFie3/fI+FmYmdxMkiS2b9/OqFGj+Prrr+nfv3++9z2n0Gg0AMrvyBj53sltNBqN8t5Kr63cLjeRJIkiRYrw6NEj2rVrx7Vr1yhatCjW1tYcOHCA+fPns337dv7zn/+g0WhYu3Ytbdu2ZeXKlVSqVImJEyfmeh8FWSMCDYHACJVKRbFixejSpQtdunRJ41Y+f/78bLmVZ2fAlNsyq4IulXpdMrtH8kvXGJGP8fK8TmWuVxnUmptcMScwHiCbW+GB9HJw0pMr5vc9ymg1Lb128+bNY9WqVezevRtPT8887WduI0umZAmVMVFRUbi6uirPuLJly6LX63ny5ImJfEqr1fL06VPc3Nxyvb8qlYr79+/z0Ucf8c8//zBv3jy6du2Km5sby5YtY9q0aXz44Yf8/PPPNG3aFDc3N9atW0fHjh0JCAigUqVK+Pj45Ho/BZkjAg2BIBNUKhWVK1dmyJAhDBkyxMStPDg4GD8/P6pVq0bz5s3x9vY2cSs3Pkdu5w4YU1ilUq9D6ntkMBhISkpSJHCAUkI0v6VwlkJOD5AzSizPTK5o6WVasztANhfM8R4ZJ31nVt0sKSmJYcOGceHCBU6cOEHVqlVzrU/5Rbly5ShZsiQRERFp9p0+fZq6desqf8vVmyIiImjbtq2y/cyZMxgMBpO2ucmJEyf4448/+Oqrr/jss88oUqQIiYmJWFlZkZiYiJ2dHVWqVKFIkSIYDAYaNGhAUFAQPXr0oE+fPrzzzju8/fbbedJXQfqIQEMgeAlkt/JGjRoxadIkEhISOHLkCCEhIUyZMoVbt27x3nvvKdWsateunWaQn9XL+HVkVkIq9foYD+6MK1q9an5HYSQvVtPSkytmdo/kf1vKPTKWm1lq+d+MJKXyfZLvUW4F8Nn1GHn06BE+Pj44Oztz4sSJfPOHyAs++ugjNmzYwP379018NG7evMnnn3+utGvRogXFixcnMDDQJNAIDAzEwcGB9u3b53jfjJO85VLlO3fuxNnZmfHjx6NWq/nrr7/47rvvmDdvHvXq1ePAgQM4Ojoq7zyADz/8kICAAB48eCCCDDNA+GgIBDmE7FYue3eEhYWRkpJC8+bNs+1WDphUs3oZbwghlXp9suvynZFxYGHLHUgP48Fdfnq0mJO548siVzcr6EaQuXWPXian5fLly3Tv3p327duzZMkSi5ZHLlu2jGfPnvHw4UOCgoLo2rWrsvIwcuRInJ2dFWfwYsWKMWrUKGJjY1mwYAEVK1YkIiLC5PoDAwMZPnw43bp1o3Xr1hw7dozg4GBmz56d4/kPsgkfvPj+yxXpOnXqxJkzZ7hw4QL//vsvixcvZtWqVfj4+PD9998rx0dERPD48WPatWuXo/0SvD4i0BAIcgmDwcClS5cICQkhJCQkR93KUydb6vX6AmHAl1+8Ti5BRm7Y+a1Lz2uMK/rkZ8JyerysY3l+9rOwVjdLfY/Sm2SR5Y1ZPTPlzzAzyZ4kSRw4cIBBgwYREBDAiBEjLP6zrlKlCn/99Rfwv8qMst/E3bt3qVixIgBXrlxhzJgxhIeHY2trS/v27Vm0aBElS5ZMc841a9awaNEi5Xg/Pz9GjhyZK/1PSEigT58+DBo0iA4dOgDg7+/PypUrmT59OseOHWPv3r1MmTKFGTNmmBzn5eWFg4MDe/bssfgyxAUNEWiYEWFhYXz//feEh4fz4MEDypQpQ4sWLZg5cyZlypRJ0/7EiROMHz+ec+fO4ezsTI8ePZg9e3aaH5kkSSxYsIDAwED+/vtvqlevzqRJk+jVq1deXVqhJ7VbeVhYGJcuXVLcylu0aEGDBg1e2a0cXsgP7OzsLEoeYg7ktMt3RsFhQc7vyEkDubwgOwF8XgeHxp+hnZ0dNjY2Zv0Z5javEhxKkkR8fHyWOS2SJBEYGMjs2bPZtGkTbdu2LdSftbkgu5Ebr5gcPHiQ3r178/z5c3Q6Hd999x0ff/yxckx0dDTz5s1j3bp1zJ49m8GDBxf4SR1LQwQaZkTDhg159uwZ3bt3p1q1aty+fZtly5Zhb2/P+fPnTdwuz58/T+PGjalZsyZDhgwhMjKShQsX4uXlxb59+0zOO2nSJObNm8eQIUNo1KgRu3bt4pdffmHz5s307Nkzry9TAGncyg8ePJgtt3Jj5IRvSZKwsrLCYDAICc9Lkhcu3xkFh5Yg4ckOBcEpPaN7lFdJywXhM8xtsgoO1Wq1kvORmexRp9Mxbtw4QkJC2L17N3Xq1MmzaxBkzvXr12nZsiW2traEhYVRqVIlnj59ytSpUwkODqZBgwZs27YNV1dXAG7evMm6detYvnw57du3Z/369el6hAjyFxFomBHh4eF4eHiYbDt27BjNmjVj8uTJzJw5U9nerl07Lly4wLVr13B0dARg7dq1+Pr68ttvv9GqVSsAHjx4QJUqVfjss89YunSpcnyzZs24e/cu//3vf0X0bwakdis/cuQILi4ueHt7p3ErNxgMrFmzhvXr17Nz505KlCiBlZWVkPC8JMYu33kpNytI+R3mko+R06ROLE8v8MipVamC+hnmNnJwqNfr0el0yj0yft49f/7cRA707Nkz+vXrR2JiItu3b09XKSDIX0aPHs2yZcv49ddfadmyJfBC6jVr1ix+/PFHpcqjg4MDoaGhXLx4kb59+7Jx48Z87rkgI0SgYQGUKFECLy8vtm7dCkBMTAwlSpRgzJgxzJ07V2mn0+lwdXWlZ8+erF69GoAVK1bg5+fHlStXeOutt5S2P/74I7179+bYsWM0bdo0by9IkCXGbuWhoaGcPXuWWrVq0bRpU27evMm+ffvo378/CxcuxN7ePt1zFEYJT3YwJx28pQaHL+OwXBDIjaRlczHhs3SMJwxsbW2VZ97jx4+pU6cO1atXx9PTk7p167JkyRL+85//sHr16jwxnBOkxdjpW8Y4kD9y5AitWrXi448/Zu3atUqbO3fusG/fPr766iseP36Mra0tDRo0wMfHh2HDhuXpNQheDhFomDlxcXG4uroycOBAAgMDATh+/Djvv/8+W7ZsoVu3bibtPT09SUhI4MyZMwD4+vry008/ERMTY9Lu9u3bVKtWjW+//Zbhw4fnzcUIXglJkniT9FasAAAgAElEQVT+/Dnr1q1jxowZJCQk0LBhQ4oWLZqpW3lq5FlanU5ncVV4corUvgTm5vKdneAwv70hDAYDiYmJhTaXICcSy7PrUi3ImKySvmNjY9mzZw9HjhzhyJEjREZGolKpaNiwoSJP9fDwyHCiRpB7pKSksHr1aho2bEijRo1M9j169Ahvb2/++ecfQkJCeOedd0z2P336lLi4OCUXVZZRCcwX85omE6RhyZIl6HQ6k1wK2dVTdvk0pkyZMjx8+NCkrXFuh4x8rHFbgfmyZcsWvvjiC6pUqcKlS5f44Ycf6Nq1KxEREbRp04a33nqLTz/9lB9//JFHjx6R3vyBWq3G2toae3t7nJyccHR0VF7OycnJxMfHExMTQ3x8PMnJySZVXwoCOp2OuLg4DAYDjo6OZjlAllcy7OzscHR0xNnZWdGby6V3Y2NjiYuLIykpySRgzAv0ej1xcXHo9XocHBwK5QBZNne0tbXFwcEBZ2dn5bOQB79xcXHExsaSkJCAVqs1KdpgMBiIj49Hp9Oh0WjMyunbUpAT57VaLXZ2dul+hk5OTvj4+ODp6UlsbCzffvstq1atolq1amzYsIEPPviAYsWK0axZM9avX58/F1II0el0jB49muHDh9OpUye+/vprk4nQ0qVLM2jQIJ48ecLNmzcBTIJ5FxcXKlasiKurqwgyLATLcwCyEGRpQXaws7NLd/vRo0eZPn06PXv2pHnz5sp22Uk6vaQnOzs7Zb/cNqN2xucSmCdxcXH4+vry448/MmzYMBYtWqTcO19fX3x9fdO4lQ8fPpzq1au/llt5UlKS0s6cJTzZIXXZVY1GYzHXkZHhmWx2Jj9j8iK/w1iikpn5WWEjIwNO+fckP2PVajVqtVoZNDk6Oop8jFdADtSySpzX6/XMmDGDTZs2sX//ft577z0ABg8ejCRJXL16lbCwMA4ePKhM3glyHrm8rmzGZ21tzdixY2nYsCFTpkzh888/5+eff+bjjz9m4MCBwIscUo1Gw4oVK+jWrZuJ1EoE5ZaHCDRyiSNHjtCiRYtstb127RrVq1dPs61Lly7UqVOHNWvWmOyTtaXpBTJJSUkmS8EajUYZNKZuZ3wugXliZWVFZGQkP/30Ez169Ei3TV64let0OqU/liSzMpb5FASJilqtxsbGBhsbmzQSntwKDs0pp8USyMixPDk52WRmNiEhoVDnSr0KxoaamQVq8fHxDBkyhDt37nDy5EkqVapksl+lUvH222/z9ttvM2LEiFzvd2acOXOGmTNnEhERwfPnz6lYsSK9e/dm7NixJu/nq1ev4u/vz/Hjx7GxsaF9+/YsXryYEiVK5GPvM8fYhM/4OVS5cmUGDBhAzZo12b9/PzNmzODIkSMcO3aMTz75BE9PTzw8PDhx4gRHjx7F09Mzvy5BkAOIQCOXqFGjRraXY1NXvoiMjKR169a4uLiwb9++NL4YsuwpvVmYqKgo3NzcTNoePnw43XaASVuB+aHRaDh27Fi2ByEqlQoHBwfatWtHu3btFLfy0NBQQkJCWLFiRbbcys1pJv1VMR6UODg4ZOlRYmlktSolz6S/TuBhnNNSGPMxcgKVSqWscMhBonyfdDqdUpLV0oL4vCa7bukPHz6kZ8+euLm5cezYMZydnfO4p9nn4sWLeHh44ObmxujRoylevDgnTpzgyy+/5I8//mDXrl0A3L9/H09PT1xcXJgzZw6xsbEsXLiQixcvcvr0abMsh2yc9L1z506uXbvGs2fPqF27Nm3atKFEiRLKBFmzZs0IDAxk8+bNbNq0iWnTptGmTRtCQkK4dOkSnp6eyoqIwPIQyeBmRnR0NB4eHjx79ozw8HCqVq2apo1css/f35958+Yp27VaLa6urvTq1StN1anLly9To0YNpe0PP/xA3759RdWpQoaxW3loaCjHjh2jfPnySlJ5dt3KzblS0uu4fBcksuMNkdlMunGglpkvgSBjsgrULMWxPD95mQpn58+fp0ePHvTs2ZP58+ebvTRt8uTJzJkzJ837ecCAAWzcuJF///2XokWLMmzYMDZu3Mi1a9coX7488MLgt1WrVqxcuRJfX9/8uoR0MQ4KevfuzbZt21CpVMozycPDA39/f7p06aIcExMTw8mTJ/H39+fq1asUL16cp0+f8sYbb3D58mXhj2HBFL63rxkTHx9Pu3btiIqKYt++fekGGQBFixalZcuWbNq0ibi4OGV7cHAw8fHxdO/eXdnWqVMnrK2tWbFihbJNkiSCgoIoX748TZo0yb0LEpgdarWaOnXq8Pnnn7Nv3z6ePHnC8uXLKVq0KPPnz6dy5cp88MEHzJkzh1OnTpkMfGQySoa1trZGr9eTmJhIbGwssbGxSmWdvJrPkKv5JCUlYWNjU6hzCeRVKY1Gg5OTE05OTmg0GqysrBTvhpiYmHQTy7VaLfHx8ajVahwdHUWQ8Qro9XollyCjxPnXTSwv6Mi/5+TkZGxtbTMMMiRJYs+ePbRv356pU6eycOFCsw8y4H/S5VKlSplsL1OmDFZWVoqz+fbt2+nQoYMSZAB4e3tTvXp1tmzZkncdziZqtZrExES6devG7t27GT16NGfOnOHWrVsEBgZy6tQpRowYoazYwIvk/datW7N7925WrVpFSkoKGo2GoKAgEWRYOOLtYUb06dOHiIgIBg4cyOXLl7l8+bKyz8nJiU6dOil/z5o1iyZNmtCsWTN8fX25f/8+ixcv5oMPPqB169ZKu3LlyjF69GgWLFiATqejYcOG7Nq1i/DwcH744YdCO0smeDHIsbOzw9vbG29v7zRu5QMHDsyWW3nq/A7jGdq8lIYId+XMySy/Q54xBpSZR2tra+zs7AptoPY6GJvwOTo6ZvszTC9XKj05nDmVO84tjFeDMvs9GwwGlixZwpIlS9i6dSve3t4W814bOHAgy5cvZ9CgQUyfPl2RTgUFBTFy5Eg0Gg0PHjzg8ePHNGzYMM3xjRo1Yv/+/fnQ84yRk79DQkL47bff+OSTTxg7diylSpVCq9Xy5ptv4uzszJMnTyhevHia4998803efPNNvLy8sLW1NQmuBJaJkE6ZEVWqVOHevXvpzv5WrlyZO3fumGw7fvw4EyZM4OzZszg7O9OjRw/mzJmTJqdDkiTmzZvHypUriYqKonr16kyaNAkfH59cvR6BZSO7lcsyq8OHD2foVp7ZOTKSWcmBh7W19WsPlPLL5bugIEkSOp2OpKQkk+ePucjhLIXUFc5y2oTvdeVwloK8GgQv8qsy+j0nJyfj7+/PiRMn+Pnnn01MaS2FO3fu0K5dO27cuKFsmzJlCjNmzABeJIv/5z//ITg4mD59+pgcO378eBYuXKjIyswBOdAYMWIEa9as4datW5QrV45nz56xZcsWZsyYgU6n47fffqNu3brKO8LKykqRXIl8jIKFWNEwI+7evftS7Zs2bUp4eHiW7VQqFRMnTmTixImv2jVBIUSlUuHu7o67uzt+fn4mbuUrVqxg8ODB1KpVS8nvePfdd9No0LNTRjcpKemVB0qiIlLOoNfrlapV8sAuvapjBW1Am5PI3g65WeEssyINBSWxXF4Nyiq/Kjo6mj59+qBWq/n9998t0lPh0aNHtG3bFoDVq1fj6urK3r17mTVrFqVLl2b48OFZlrOHF2XqzSXQkL9rjx49wsXFhXLlynHv3j2Cg4OZPXs2b731FiEhIcpqRnR0NHfv3qVhw4bKvRZBRsFCBBoCgSBb2NjY4OHhgYeHBwEBATx//pxDhw4REhLCqFGjePjwIR4eHpm6lWdVRvdlBkqiItLrk1nifEEf0OYk2fV2yGmyK4ezhMRy4+9iVqtB169fp3v37nh6ehIUFKTkMlgaM2fO5MGDB9y4cUOpANm5c2cMBgMTJkzAx8cny3L2kDdl6lP7YWSEXNL2jTfeYNu2bWzYsIHLly+zcOFCOnfuzI4dO0zaDxgwABsbG4KDg9OoMQQFAxFoCASCl0alUlGsWDG6dOlCly5dkCSJv/76i5CQEA4cOMD8+fOxs7PDy8tL+adUqVI5VkbXWK9eEEvX5gVyoq1Op8PGxiZTh+qCNKDNabLr7ZDbWLIJp/F3MbPVIEmSOHz4MP3792fcuHGMGzfOLPr/qoSHh1OvXr00ZeY7duzI+vXrOX/+PO7u7kDG5exdXV3zJLCV78fz589xcXExKV9rjPz9b9y4MQBjx44lOjqaqVOnMn36dKWdVqtl6dKlnDp1ipEjR1pssCjIGsv9hQoKHMnJyUyYMAE3Nzfs7e157733CA0Nze9uCbKBSqWicuXK+Pr6snXrVv7++2927txJjRo12LRpEzVr1qRJkyZMmjSJ0NBQEhMT081Fkge09vb2ODk54ejoiJ2dnUkFnpiYGBISElCpVKLs6itiMBiIi4tDp9Oh0WheSnImKiX9j+TkZJPqXOaUGyQHFHZ2djg6Oir3ycbGRjGylKvD5ed9kleD5O9iRgGvJEl899139O3bl9WrVzN+/HiLDjLghUxMr9enux1eBLHlypWjZMmSREREpGl3+vRp6tatm+v9lPHx8cHd3Z24uDiKFCmSblVC+bneqVMnBgwYQHR0NO+8845JkPHkyRPWrFnDkiVLqFmzJgMGDDAb6Zcg5xHJ4AKzwcfHh+3bt+Pv70+1atX47rvviIiI4NChQ8Lrw4KRteuyW3lYWFi23MpTY1xVSq6MBCJv4GXR6XQkJiYqgVpOD44LQ8KycW5QVqtB5oo53Cf5Ny1JUqaTBikpKUyZMoWdO3eya9cuGjRokGt9yks+/vhjtm7dysWLF6lWrZqyvUuXLuzdu5fIyEjKlCnDsGHD2LBhA9evX0/joxEUFMSQIUPypL+tW7cmNDSUdu3asXfvXsDU/VtGllc9f/6czp07c+TIEerVq0f37t1xcnJi9+7dhIeHU7NmTQ4cOICLi0ue9F+QP4hAQ2AWnD59mvfee4+FCxcyZswY4MVsYa1atShVqhTHjx/P5x4KcorUbuVhYWHodDqaN2+Ot7d3um7lv//+O+vXr2fevHmKr0Pqalbyoyx1NStLGwDmFrldESkjsrpPlpbfYZwbpNFoCozkI6/vk3EJ4Mz8bmJjYxk4cCD//PMPu3btoly5cjny/zcHLly4wHvvvYezszN+fn4UL16cvXv38uuvv+Lr68vKlSuBF87g9erVo1ixYowaNYrY2FgWLFhAxYoViYiIyPXVADmYePbsGR9++CHh4eEMHTqU5cuXA6SbtyHndMTHxzNs2DAOHjzIgwcPUKvVVKlShbZt27J06dJc7bfAPBCBhsAsGD9+PEuWLOHp06c4Ojoq2+fOncsXX3xBZGRkgXrBCP5HZm7lzZs359atW0yfPp26deuyY8eOdGuvm7tbeX6TFxWRstsPS3bCNi67WpBle7l9n5KTk7OV9H3v3j169OhB9erV2bBhQ4FMFj59+jRffvklJ06cICkpiTfeeIP+/funkYZduXKFMWPGEB4ejq2tLe3bt2fRokWULFkyT/opBxs3btygTZs2/Pe//2XBggV8/vnnwP8CC2Nko8XExET+/fdfIiIicHNzo2jRolSvXj1P+i3If0SgITALWrVqRVRUFJcuXTLZLi8Py66vgoKNPOt+/PhxfvnlFzZs2MDTp09p2bIl7777Lt7e3jRo0CDLAV7qRFhZB12Q5DvZxZyNDDO6T+YYIMpeLVmVXS2IGN8n+d/w8vfpZSRnERER9OrVi08++YSZM2eaVf5LYUUONg4dOsSHH35IfHw827Zto2vXrmkkVPIqR0pKCpcvX+add97Jx54L8pPC86QUmDVRUVGULVs2zXZ528OHD/O6S4J8QHYrL1u2LPv370er1bJmzRoGDx5MVFQUAwcOpFKlSvj4+LB69Wpu376dblJ5eomw8gy0XCUoJiaGuLg4kpKSTKQiBQmdTkdcXBzwoiKSOQUZkPF9sra2Rq/XmyQsy1WJ8vo+yYNj2asgM5lPQcX4PhkXAEidWC4XakgvsVxeVdNqtdjZ2WVYgECSJLZt20bnzp2ZM2cOs2bNEkGGmaBWq5EkCS8vL5YtWwZA7969OXfunOK9Ay/uoVqtViRe9erVY+fOnfnZdUE+UjDXfQUWR2JiYpaGRILCwebNm/H19aVy5cqcOXNGKe/Ys2fPNG7lX375JS4uLkpSeUZu5RmV0ZU9IQpaedb8ysd4XczNkM5Ycia8Wv5HVn44qQ0e1Wo1ycnJSJKUaTlqg8HAvHnzWLlyJbt378bT0zPPrkmQNbKPhkqlon///vz1118EBATQuXNnzpw5Q8mSJdHpdFhbWxMZGcnXX3/N8uXLKVeuHPXr18/v7gvyCSGdEpgFtWrVomzZsoSEhJhsv3LlCrVq1WLlypX4+vrmU+8EeUVsbCzu7u54e3sTFBSUpSbb2K08NDSUs2fPZulWnhpLku9kB3mGuaANjvM6v8OcJWfmTkaJ5Wq1Gmtra4oUKYIkSSafaVJSEsOGDePChQvs2bOHqlWr5lf3BVlgLJMaPHgw69ato0mTJoSHhwNw9uxZFi1axObNm2nZsiX79u0rsPlMgqwRgYbALGjVqhUPHz7k8uXLJttFjkbh4+HDh5QtW/alB4uSJPH8+XMOHz7MgQMHCAsLy5ZbeXrnyazsp7W1tdlWSTJOVtZoNAV6cJybAWJulwAuLMh5LXKAodfr0ev1PHr0iKZNm/Lee+/RrFkzGjZsyPTp03F2dmbLli0UK1Ysv7suyALZsC85OZmOHTsSGhpKv379GDp0KJMnT+bgwYN8+umnBAYG5ndXBfmMCDQEZsH48eP5+uuvefr0KU5OTsr22bNnM2XKFFF1SvDSGLuVh4SEcPDgwWy5lacmo9lZc5NZGQ/qCmMeQU74QkiShFarzVZFJEHGGCd9W1tbm+RjSJLE48ePWb9+PYcPH+bUqVMkJSVhZ2dHhw4daNWqFS1btuSNN97I56soXGTmh5ERcrARGRlJ27ZtuXLlCs7OzsTExJhUpBIUbkSgITALZB8N44eT7KNRsmRJTpw4kc89FFg6KSkpnDt3TpFZnTx5kmrVqtG8eXNatGhB06ZNs3TINscyupkN6gozL+sLIUmSknBuqSZ85kB281okSeLAgQN89tln9O3bFzs7O8LCwoiIiMBgMFC5cmW8vb3p1q0bbdq0yYcrKTzIQYZWqyU6OhorKytKlSql7E+vdG3qY0+dOkXTpk1RqVTs3LmTDh065FX3BWaOCDQEZkPPnj3ZuXMn/v7+VK1alQ0bNnDmzBnCwsLw8PDI7+4JChA55Vae32V0jc3jClI+Rk6TVX6HlZUVOp0Og8FQoEz48hqDwUB8fHyWeS2SJBEUFMSsWbMIDg6mXbt2yvf2+fPnHDlyhNDQUMLCwmjZsiXffPNNXl5GoUIOIq5du4afnx/37t0jJSWFPn36MHbsWIoWLWrSLrNz7N27l2rVqikFPAQCEIGGwIxITk5m6tSpbNq0iX///Zd33nmHmTNn0qpVq/zumqCA8ypu5elhMBjQ6/XodLpcd1eWy/RCwTaPyw2MA0Q5wADLLQBgDhh/Hx0cHDIM0nU6HePHj+fAgQPs3r2bOnXqZHre9CQ9ecnZs2cJCAjg+PHjiqHekCFDGDFihNLm6tWr+Pv7c/z4cWxsbGjfvj2LFy+mRIkS+dbvrDAOHI4fP06HDh3Q6/XUrFmT69ev8+zZM3x8fJg2bVqWgUNWEitB4UYEGgKBQJCKzNzKvby8aNasGY6Ojq8ks4LXz+8ozOZxOYlxXoutra0SfLxKfkdhJrvfx2fPntGvXz8SEhLYsWMHZcqUyeOevhwHDhygY8eONGjQgJ49e+Lo6MitW7eQJIm5c+cCcP/+ferVq4eLiwsjR44kNjaWhQsXUrFiRU6fPm2WBRmMg7eUlBT8/f35448/mDJlCu3atePy5csEBgayYsUKhgwZwhdffEHFihXzudcCS0UEGgKBQJAJxm7l8mrHpUuXaNCggVLN6nXcyuVZdLmaVWZBg8gjyBmyymt52fyOwoqxX0tW+UF37tyhe/fu1K9fnzVr1qDRaPK4ty9HTEwM1atXx8PDg23btmXYbtiwYWzcuJFr165Rvnx54H/VEs29LHtAQAA1atRg2rRpDB48mHHjxin7bt++zcyZMwkODmbatGn4+fnh6uqaj70VWCoi0BAIBIKXQJIkoqOjCQsL48CBAxw8eJBnz57x/vvvKzKrN954I8tBaEZVkjIazBrnY4g8glfnZU34Uq9M6fV6s608lpcYB722trbY2tpmmPR94sQJ+vTpg5+fH1OmTLGIFbigoCCGDRvG1atXcXd3Jz4+Ho1Gk6bvpUuXxsvLix9//NFk+1tvvUWFChXSeEOZC0ePHsXLywtXV1c0Gg2HDx+mSpUqaLVa5dly4cIFxo0bx/Hjx1m8eDF9+vTBwcEh03wNgSA15v9rFwgsgIiICPz8/KhZsyaOjo5UqlSJnj17cvPmzTRtr169Sps2bXBycsLV1ZV+/frx5MmTdM+7du1aatSogUajoXr16ixbtiy3L0WQBSqVihIlStCzZ0/Wrl3LnTt3OHnyJK1bt+bQoUN4enpSq1YtRowYwY4dO4iOjia9+RzZBVuj0eDk5ISTk5MykNFqtcTHxxMTE0N8fDyJiYnExsai1+txcHAQQcYrotfriYuLUz7HjAbHxqhUKqysrLC1tcXBwQEnJyflWHllJC4ujtjYWBISEtBqtUrQWFCRk751Oh0ajSbDlTVJkvjhhx/o0aMHS5cuZerUqRYRZACEhobi7OxMZGQk7u7uODk5UbRoUYYNG0ZycjIADx484PHjxzRs2DDN8Y0aNeLcuXN53e1s07BhQxYvXoyTkxORkZEcP34cABsbG+X7W6dOHaZMmUK1atWYMWMGISEh6HQ6EWQIXgrL+MULBGbOvHnz2LlzJ61atWLp0qUMGTKEo0ePUr9+fRMTwvv37+Pp6cmdO3eYM2cOY8eO5ZdffqFVq1bodDqTc8rL7rVr12bZsmU0btyYkSNHMn/+/Ly+PEEmqFQq3N3d8fPzY9euXTx69Ijg4GDKly9PYGAg1atXp3nz5gQEBHD06FGSk5PTDTzUajU2NjbY29vj5OSEo6Mjtra2GAwGtFqt8v/SarWFYjCb0+h0OuLi4oAXycqvmjwvS93s7OxwdHTE2dlZqbCk1+uVoDA2NlaZ8S9IwgE5WDMYDJkGvXq9nunTpzNt2jT27dtHr169LGqAevPmTVJSUujcuTNt27Zlx44dDBw4kKCgID755BMAoqKiAChbtmya48uWLcvTp0/TPNfzmvSeE3JVsN69e9O7d29sbGzYvn07Dx8+BF48i+TjGjduzPTp07GysuKzzz7jwoULedp/geUjpFMCQQ7w+++/06hRI5PBy61bt6hduzbdunUjODgYyL6eNzExkQoVKtCkSRN+/vln5Zwff/wxu3btIjIyUrjnWgCv41YeHx/P1atXqVatGtbW1lhbW7+WGV1hxTiPIC9M+ApyfodOpyMhISFLU8j4+HiGDBnCnTt32L17N5UrV87bjuYAVatW5e7duwwdOpTly5cr24cOHcrKlSu5ceMGUVFRNGvWjC1bttCtWzeT46dNm8ZXX33Fs2fPcHZ2zuvuA/8z1AOIjY0lJSUFtVqtlKyFF7kYc+fOZe3atUyaNImJEycqprlyNamEhATWrFnDqVOn+P777/PlWgSWi1jREAhygMaNG6eZIX3zzTd5++23uXbtmrJt+/btdOjQQQkyALy9valevTpbtmxRth06dIinT58ybNgwk3MOHz6c+Ph4fvnll1y6EkFOolKpKFasGJ07d2bFihVcu3aNixcv0rVrV86cOUObNm1wd3dnyJAhbN68mUePHiFJErdv38bLy4uPP/5YGRynJ7OS/R8SEhKIiYkhLi6OpKQkkwFuYUbOI0hOTsbW1jZPnL6NV6acnZ1xcnJSpEWpJXHJyckmOR/mihysJSQkUKRIERwdHTMMMh4+fEibNm3Q6XQcO3bMIoMMQElW9/HxMdku/33y5EmljSylMiYpKcnkPHmNcZCxZMkSPvzwQ2rVqkXjxo3x9/fn2rVrSJJE1apVGTp0KO3bt2fevHkEBwcr16NWq5EkCXt7e3x9fUWQIXglRKAhEOQSkiTx6NEjpZb6y+h55f9O3bZ+/fqo1WrOnz+fiz0X5BYqlYrKlSvj6+vLli1b+Pvvv9m1axdvv/0233//PTVr1qROnTp4eHgQGxvLhg0bsLe3T3Oe9GRW8mA2OTmZ+Ph4YmNjlcFsYZRZGQwG4uLi0Ol02Nvb51uFLrl0rpzfId8rwCLyO+RgLSkpKctg7c8//1TKP+/atSvfZvJzAjc3N+BFsrcxsmP2v//+q7SRJVTGREVF4erqmi/lbSVJUoIMHx8fxo0bR1RUFLVq1eLRo0d88803DBgwQJncql+/Pv7+/tSvX59Jkybx66+/KlXxZMy9SpjAfBGBhkCQS3z//fc8fPiQnj17Ai+n542KisLKyiqN4ZONjQ2urq6KllZg2RQpUoRGjRrxxRdfEBoayoQJE7h79y5lypShdOnStGvXjo4dO7J48WLOnz+f5uUPaZOVnZ2dFe28nKxckHMG0iMlJYW4uDgkScLR0dFsvAwyu1cGg8Hs8jteJul77969tGvXjsmTJ7No0SKLN5CUJ3nu379vsl1+9pYsWRI3NzdKlixJREREmuNPnz5N3bp1c7+j/0/qAFWv1zNx4kS2bdvG1KlT2bdvH7/99huHDh1i/PjxnD9/nq+++opff/0VgBYtWjBx4kRKlizJuHHjCA8PF9WlBDmCCDQEglzg2rVrDB8+nCZNmtC/f3/gRd4FgK2tbZr28gyn3CYxMTHDJEtbW1ulnaBgEBsbS7du3QgICGDKlClcvXqVU6dOcevWLQYMGMD169fp1q0bb7zxBugfvpwAACAASURBVP3792fjxo3cv38/w2pW6SUrFylSRHFvLsgyK1mepFarcXR0zFdX6axIfa+cnJzM5l7p9Xri4+OzTPo2GAwsWbKEYcOGsXXrVj799NMCMTjt0aMH8KLynzFr1qzB2tqa5s2bA/DRRx+xd+9ek4AkLCyMmzdv0r1791zt4549e/jpp58ATD5zlUqFTqcjNDSU2rVrM3bsWN544w0kSaJOnTpMmDCB6dOnc/nyZTZs2KAETx07dmTChAncunWLZcuWmZiMCgSvimVPOQgEZsjff/9N+/btcXFxYdu2bcoL4GX0vBqNRqk0lF5bsYxdcIiOjub999/n/v377Nq1i06dOin73Nzc6NevH/369TNxK9+9ezdjx47Nllu5XEZXntU3TlbWarXK99HSPSGMTfgs1cxQrVajVqvz/V6lpKQowZqDg0OGwVpycjL+/v6cOHGC8PBw3nrrrRztR35St25dBg4cyLp160hJScHT05PDhw+zbds2vvjiC8XV/IsvvmDr1q14eXkxatQoYmNjWbBgAXXq1FGqU+UGt27dUp4VdevWxd3dXdknSRIXL17k7NmzdO/eHXt7e3Q6nbLK5OLigo+PD4cPH+aXX35h8uTJuLm5YW1tTffu3XFwcKBr165msxIosGxEoCEQ5CDPnz+nbdu2xMTEcOzYMeVlBP+TTGVHz1u2bFn0ej1PnjwxkU9ptVqePn2qaIMFlk/x4sXp3Lkz/fv3NxkspEatVlOnTh3q1KnDmDFjTNzKFyxYQL9+/WjYsGGWbuVyfocsrTIYDOh0OlJSUpSAV55pNx7MmjPGZoZ2dnbprhpaIundKznwyK17lZycTFJSUpYVuqKjo+nTpw8qlYoTJ06kkXkWBIKCgqhYsSLfffcdO3fupHLlyixZsoSRI0cqbcqXL8+RI0cYM2YMEydOxNbWlg4dOrBo0aJcHai/+eabzJ49m8jISJOEezkJ3M3NDTc3Nx4/fgyAtbU1BoNBuZ8VK1bE09OT3377jf3791OrVi0MBgPFihWjd+/eudZvQeFDlLcVCHKIpKQkWrduzblz5wgNDeXdd99N06Z06dI0b95cWe6WcXd3p2LFioqL7L59++jQoQO//PILbdu2VdqdOHECDw8PgoOD6dOnT+5ekMBiMHYrDwkJISwsLEfdys25jK4s8QEU2VFhQJIk9Hq9iWM5vPq9epkVoRs3btC9e3fef/99goKChIFkHqPX69OsMn3zzTf4+vpib2+PwWDg6dOntGnThrNnz7Jp0yYleJB/49bW1pw8eZImTZqwdOlS/Pz88uNSBIUA856mEggsBL1eT8+ePTl16hRbt25NN8iA7Ot5W7RoQfHixQkMDDQ5PjAwEAcHB9q3b587FyKwSIzdytesWZPjbuUZldHN79KssgmfSqXC0dGx0AQZkLP5HZIkKVWv7Ozs0Gg0GSZ9Hz58mJYtWzJ48GDWrFkjgox8IHWQ8dVXX+Hv789nn30GvAg2S5QowZQpUwCYOXOm4vwtBxlarZYtW7agUqmoX79+3l6AoFAhVjQEghxg9OjRLF26lI4dO6abANi3b1/gRQWTevXqUaxYMRM9b8WKFYmIiDBZag8MDGT48OF069aN1q1bc+zYMYKDg5k9ezYTJ07Ms2sTWD5arZbTp08TEhJCaGgoZ8+epVatWorM6t1338XGxibT2e/U0h05UTQ/ZFbGJnxyYGROqyzmQEbGganvlSRJStK37NeSHpIksX79eqZMmcK6devo3Lmz+MzzgfQqQUVHR9OxY0dOnjzJ5MmTmTlzprJv4sSJzJ8/nwoVKvDdd9/RoEEDrKys2LRpEzNmzMDd3Z1t27bh6uqa15ciKCSIQEMgyAG8vLw4evRohrPExmVJr1y5wpgxYwgPD8fW1pb27duzaNEiSpYsmebYNWvWsGjRIu7evUvFihXx8/Mz0QcLBC+LsVu5HHg8fPiQpk2b0qJFi0zdylOfJyelOy/T/4SEBFJSUrC1tcXW1lYMeLMgoyBRRqVSodFoMgwyUlJSmDp1Kjt27GDXrl00aNAgL7otSIWxZCo2NtbEnf3q1au0b9+e//73v6xatYrBgwcrx/n5+bFixQqKFClC2bJlUalUPHjwgHfeeYeQkBBcXFzy5XoEhQMRaAgEAkEhRpIk7t27x4EDBwgJCeHQoUPY2Ngo1axatGhBqVKlXjm/w8rKSgk6rKysXisokH0dspp9F2SOcT6GMWq1mkOHDqHVahX5ZmxsLIMGDVLMJcuXL59PvS7cGDt9//zzz+zYsYPSpUszb948DAYDarWaAwcOKCvqW7dupXXr1srx3333HeHh4Rw7doy3336bBg0aMHXq1Hy5FkHhQgQaAoFAIFBISUnh3LlzymrHyZMnqVatGs2bN6dFixY0bdo0W1IleQZdp9OZ5HK8amlWOe9ApVJhb29v1v4Y5kx6sjNACRCHDBnCjh07UKlU1KlTh/j4eMqUKcOuXbuEvCafMF7JmDBhAitWrKB06dL07NmTgIAAk5XDtWvX4uvrS6VKlfjll194++23Tc4l33dzryQnKDiIQEMgEAgE6SLLlI4ePcqBAwcICwvj1q1bvPfee4rMqnbt2lkO+jOSWWUnv0OSJLRarVJyVaPRiEHSK2IsO7Ozs8swL+e///0vP/30E7/99huXLl0iPj4ejUbD+++/T8uWLWnZsiXvvPOOuA95jK+vLxs2bGDw4MF8/PHHNG7cGHhxXyVJUu7H1KlTmTVrFv/5z3/Yv38/Li4uJCcnY2trqwT8Qm4oyCvEU0IgEOQIs2bNQq1WU7t27TT7rl69Sps2bXBycsLV1ZV+/frx5MmTdM+zdu1aatSogUajoXr16ixbtiy3uy7IAJVKhYODA23btuXrr7/mzz//NHEr7969u+JWvmHDBiIjI1/Krdza2hq9Xk9iYiKxsbHExsaSmJioJC9LkkRiYiJJSUnY2Nhgb28vBreviMFgIC4ujpSUFOzt7TPMbZEkiT/++IOlS5fy2Wef8fz5c/78809mzpyJWq0mICCA+vXrU7p0aa5cuZIPV1I42bx5M99//z3Dhg1jypQpSpABKDJFmZkzZ9K3b19Onz6tVKKSvWVUKpUIMgR5iljREAgEr839+/dxd3dHrVZTpUoVLly4YLKvXr16uLi4MHLkSGJjY1m4cCEVK1bk9OnTJjr7lStXMnToULp168YHH3zA0aNHCQ4OZu7cuYwfPz4/Lk2QCcZu5aGhoYSHh1OuXLks3crTO096FZJkRNL362HsNZKZ07fBYGD+/PkEBQWxdetWmjVrlqZNcnIyJ0+eJCwsjMmTJ5uNOeKsWbOYOnUqNWvW5OLFiyb7rl69ir+/P8ePH8fGxob27duzePFiizIZHDx4MBs3buTq1atUrVpVkSNu3ryZkJAQnj17xqBBg2jWrBnFihUjMTGRjh07cvDgQebMmcOECRPy+xIEhRQRaAgEgtemV69eREdHk5KSwpMnT0xe9MOGDWPjxo1cu3ZNSSQNCwujVatWrFy5El9fXwASExOpUKECTZo04eeff1aO//jjj9m1axeRkZEUK1Ysby9MkG1k7f+JEycUmdXFixez5Vae+jw6nY7ExEST7ZbmVm4uyP4nVlZWma4IJSUlMXz4cM6fP8+ePXt4880387inr05OTXSYI7LscOjQoaxdu5aIiAhKlCjBgQMH2LRpE8eOHaNo0aI8f/4cR0dHVqxYoZRTv337NgsXLmTZsmUip0mQb4hAQyAQvBZHjx7F29ub8+fPM3z4cJ4+fWryoi9dujReXl78+OOPJse99dZbVKhQIY0b+r59+2jTpo3STnavFW7olkVmbuUtWrTA29s7XbfyzZs34+joiJeXF/b29kp56Lwuo2vpvIzXyD///IOPjw9OTk789NNPFlfuNCcmOswB48pSqfnuu+8YMWIECQkJaDQaEhMTqVGjBv7+/tSvX5/r16/j6+tL7dq1+f3335VKVAJBflN4bFQFAkGOo9frGTFiBL6+vtSsWTPN/gcPHvD48WMaNmyYZl+jRo3Yv3+/8ve5c+cA0rStX78+arWa8+fPi0DDgjB2K+/ZsyeSJHHjxg1FZjV9+nSKFStGixYt8PLywsPDgyVLlvDNN98waNAgOnTooAyM5WACXsh79Ho9Op0OnU6nlGjNyTK6lo6c26LT6bKUnV25coXu3bvTtm1bvvnmG7Of4U/N0aNH2b59uzLRkfo6t2/fTocOHUzK8np7e1O9enW2bNliNoGGcZCxf/9+bG1tKVmypJLz9sknn2Bra0tISAjW1tbUqlXLxFOpTp06TJgwAZVKRUpKiggyBGaDCDQEAsErExQUxL179zh48GC6+6OiogAoW7Zsmn1ly5bl6dOn6HQ6rK2tiYqKwsrKKo1u2sbGBldXVx4+fJjzFyDIM1QqFe7u7ri7u+Pn54dWqyUiIoIDBw7w7bffMnjwYHQ6HX379uWjjz5Cq9WmWxVJrVajVquxtrZOY0Qnz+DDq5fRtXQMBgMJCQno9Xo0Gg02NjbptpMkiQMHDjBo0CC+/PJLRo4caXGfUU5OdOQnkiRRpEgR4uLi+OijjwgLC1O8YqZPn07Xrl2pUqUKPj4+9O7dO83KR0JCAqtXr+bff/9l5MiRWcoTBYK8RHwbBQLBKxEdHc20adOYNm1ahvX1ZZ19egmjdnZ2Shtra2sSExMzHBTZ2tqm0ewLLBsbGxuaNm1KqVKl2LJlC7a2tkycOJHHjx8zevTobLmVq1QqrKyssLKyUkp3GsuskpKSlHZFihTB2toaKyurAjvbmzrpO6MBpyRJrFy5kq+++org4GDatWtncUEG5OxER34gy5tUKhXPnj2jXbt23Lx5Ex8fH0qWLMn+/fuZOHEiUVFR+Pv7U65cOQCT+/r333+zadMmli5dSo0aNfDx8cmXaxEIMkIEGgKB4JWYMmUKJUqUYMSIERm2kc3A5FlmY+RBoNxGo9GkcSo2biu3ExQcfvvtN3r16kXp0qWJiIigevXqQFq38gULFmTLrdw4YVw+j3E1K51OBxRMmZWc9K1Wq3FwcMgwmNLpdEyYMIHffvuNw4cPU6dOnTzuac6Q0xMd+YF8j2JiYrhx4waPHz9mzpw5DBw4ELVazYABA5g6dSrffvstLi4ujBgxAmdnZwwGA48ePeLIkSMsX76cP//8k3r16rF3716cnJzy5VoEgowQgYZAkAtIklQgBi8ZcfPmTVavXs2SJUu4f/++sj0pKQmtVstff/2Fs7OzMpMozywaExUVhaurq/KSL1u2LHq9nidPnpjIp7RaLU+fPsXNzS2Xr0qQl1y8eJF27drRpk0bfvjhB4oWLarsU6lUVKpUCV9fX3x9fU3cyr///ntGjBiRLbdylUqFtbW18h0zlllptdoCIbNKbWgoJ9Cnx7Nnz+jfvz/x8fH8/vvvlClTJo97m3Pk9ERHfrF27VpWrVpF3bp1KVasGIMHD1b21alTh7lz5/L333+zePFiSpUqxYABA7C2tubatWuMGjWKMmXKMGbMGAICAvLvIgSCTBCBhkCQgzx69AgHBwccHR3zuyu5yoMHDzAYDIwcOdIkIVGmSpUqjB49msWLF1OyZEkiIiLStDl9+jR169ZV/q5Xrx4AERERtG3bVtl+5swZDAaDSVuB5VO7dm127NhBhw4dsiy9WaRIERo1akSjRo2YNGmS4lYeEhLC1KlTs+1WrlarsbGxwcbGJk1+R2qZlSWU0ZUkSQnubWxssLOzyzDIuHPnDj169KBevXqsWbMm3wfYr0NuTHTkB0lJSfz9999ERERw8eJFOnToAJg6fb/11lt8/fXX9OnTh7lz5+Lq6krXrl3x8vLi559/pmjRorz11lv5dg0CQVaI8rYCQQ4ye/ZspkyZQlBQEEOGDMmwnaWXHoyOjiY8PNxkUCNJElOmTCEuLo5vvvmGqlWrUrNmTYYNG8aGDRu4fv16mvKSxp9TUlIS5cuXFz4agpdCkiSioqIIDQ0lJCSEgwcPotVqldWOFi1aUL58+SxXKeT8Dp1OR0pKiuK2bK5ldCVJIj4+Psukb4ATJ07Qu3dv/Pz8mDJlikU/ewAOHz5MixYtMm0jT3SULl2a5s2b89NPP5nsd3d3p2LFikp57bwi9Wp3VFQUQUFBzJo1i2rVqrFt2zYlsV1uq9fr2bNnD/3796dWrVpMmzaNDz74IE/7LRC8KiLQEAhykBkzZhAQEMCyZcsYNmwYer1ekWLExsYSHx+vyBUKoryqefPmREdHm9Sxlw2zihUrxqhRo4iNjWXBggVUrFiRiIgIkxnFwMBAhg8fTrdu3WjdujXHjh0jODiY2bNnM3HixPy4JIGFkdtu5eaQ36HX60lISECSJOzt7TNN+t68eTPjxo0jMDCQnj17FohnTm5MdOQmxisU6XHt2jXmz5/P+vXrmTp1KqNGjaJ48eIm74jk5GTWrVvH8OHD6d27N6tWrcLe3j7X+y4QvC4i0BAIcpAJEyawYMECtm/fTpcuXRR5hpWVFevWrePzzz9HrVaza9cu3n///XTPYcmrHV5eXkRHR5sY9sGLWv1jxowhPDwcW1tb2rdvz6JFiyhZsmSac6xZs4ZFixZx9+5dKlasiJ+fX7ryLIEgK4zdyuXA49KlSzRo0OCl3cpTBx7wv6pX1tbWeSazSklJISEhAZVKhb29fYayM71ez1dffcXGjRvZsWMHjRs3zvW+5TevO9GRGxg/z2/evMnZs2eJjo7mzTffpF69esoz8I8//mDixImcOnWKJUuW0KtXL+zt7U2Of/78ORs3bqR79+4WnV8jKFyIQEMgyCH0ej1z585l2rRpbNiwgb59+5rsb9iwIVevXiUxMZHjx4/TuHFjDAYDKpUKlUpFYmIitra2FhtkCATmTmq38oMHD/Lvv/9m6Vae3nnyw61cq9WSmJiIlZUVDg4OGZ4/ISGBIUOGcPv2bXbv3k3lypVztB/mSk5MdOQkxkHC+vXrmThxIs+ePVOq6zVv3pxRo0bRqVMnDAYDR44cYeTIkTx//pxly5bRrl07ihQpYtGTTwKB+OYKBDmEXM9fkiRiY2OV7QaDgR9//JGzZ8/SqVMnRXoBmFS42bBhA8WKFWPy5MkkJCTkyzUIBAUZY7fyNWvWcPv2bU6ePEnr1q05fPgwnp6e1KpVixEjRrBjxw6io6NJby5OThi3s7PD0dERZ2dnRcIkrzjExMQQFxdHUlKSifTqVZCdvmWvmcyCjKioKNq0aYNWq+XYsWOFJsgAOHToUJogA+Dtt9/m119/JS4ujujoaDZu3JjrQQb8r3zt0qVLGThwIHXr1iUoKIijR4+yaNEiDh8+zKeffsqOHTtQq9V4eHgwffp0UlJSCAgI4NSpU8p5xJywwFIRgYZAkAPIiaNydRPjpOUrV64wd+5cunTpQuvWrbGzs+PRo0cAykzo06dPCQwMJDk5mZo1awrtrUCQB8hu5X5+fuzatYtHjx6xadMmypcvT2BgoFJCNyAggKNHj5KcnJxh4GFtbY1Go8HJyQknJyc0Gg1qtRqtVkt8fDwxMTHEx8eTnJyMXq/P9sBRkiQSEhLQarXY2dllWlnqzz//pHnz5nh6erJr1y6cnZ1f6/MRZJ/U91N+J9y4cYNvv/2Wpk2b8tVXXzFgwAA8PDzo27cv7777Lv/88w9nz54FwNramtatWzNt2jTu3r3LpEmTlMCpIOTWCAonorytQJADyDNXsiGYsX523bp1XL9+na+//pqnT5+aaKrll8ePP/7IxYsX6dq1K7179zY5t16vR6VSiaVzgSCXkd3KmzZtSkBAAM+fP+fw4cOEhIQwevRoHjx4QNOmTfHy8sLb2ztdt3JIv4yuXM3qZcroGgwG4uPjMRgM2NvbZ5hPIEkSv/zyC59++ilz5szh008/FQPTPMBY0pSUlERiYiJOTk5YW1sr28+ePcvt27dZuHAhDRs2BODgwYMsXryYU6dOMW/ePMaNG6ecz9HRka5du3L79m1WrlyZr+V3BYKcQIxcBIIcQqvV4ujoSJEiRYiJiQFe+GqsWrWKTp060bRpU1JSUoiJiaFChQrAiwHJ+fPnCQwMxNnZmaFDhwL/mw2DF5Is+aX1MjOhgtzh7NmzfPjhh7i6uuLg4EDt2rX59ttvTdpcvXqVNm3a4OTkhKurK/369ePJkyfpnm/t2rXUqFEDjUZD9erVWbZsWV5chiALVCoVxYoVo3PnzixfvpyrV69y6dIlPvroI/744w/atm2Lu7s7Q4YMYfPmzTx69CjD1Q4rK6s0Mitra2v0ej2JiYnExsYSGxtLYmIiOp1OcTSPi4tDkiQcHR0zHHAaDAa++eYbhg0bxpYtW0SQkUfIFQUBpk2bRseOHalWrRrdunXj+++/V9pdu3YNgBo1apCcnMyOHTsYO3Ysv/76Kz/99JMSZGi1Ws6dOwdAqVKl8Pf35/bt29SoUSOPr0wgyFnEioZAkAMYDAZsbGxQq9WkpKQo8ojZs2dTpEgRhg4dio2NjZIgalzzft26dVy+fJmxY8fy3nvvKef766+/OHz4ME+ePKFRo0Z4enpmaWwmyF0OHDhAx44dadCgAdOmTcPR0ZFbt27x4MEDpc39+/fx9PTExcWFOXPmEBsby8KFC7l48SKnT582GTCuXLmSoUOH0q1bN8aOHcvRo0cZOXIkCQkJjB8/Pj8uUZAB6bmVnz9/PkfdynU6nZIoLLeVJVjpodVq8ff3Jzw8nPDwcGHclkfIlQT/+ecf2rdvzx9//IGbmxsajYY9e/awZ88eHBwc6Ny5M1WqVAFeTFBcuHCB0aNHo9VqiYiIUExK4UW1vW3btrF27VqqVKmCm5tbfl2eQJCzSAKB4LVJSUmRJEmS+vXrJ6lUKun333+Xjhw5Ijk7O0vDhw9X2q1atUqyt7eXDh48KEmSJJ09e1ZSqVRSpUqVpNu3b0uSJEnx8fHSxIkTJSsrK0mlUkkuLi6SSqWSypUrJ3399dcZ9sFgMEgpKSlKXwQ5y/Pnz6XSpUtLH330Uabthg4dKjk4OEiRkZHKttDQUEmlUkmrVq1StiUkJEiurq5Sx44dTY7v27ev5OjoKP377785ewGCXMNgMEhxcXHSvn37JH9/f6l27dqSRqORvLy8pJkzZ0rHjx+XYmJipPj4+Ez/iY2NlR4/fiw9fPhQioqKkh4+fKj896pVq6SlS5dKV65ckeLj46XIyEjJ09NT8vT0lB4/fpzfH0Gh4/Tp05Krq6tUoUIFaeHChdKjR4+k+/fvSzNmzJBUKpVUunRpKTIyUjp16pRkZ2cnFS9eXLK3t5caNmwoRUVFmZwrNDRUqlq1qtSpUyfxuxcUOESgIRDkIL1795ZUKpV048YNqXXr1lKFChWky5cvK/tnz54tOTs7S+Hh4ZIkSdL/tXfncVFX6x/APweQbRCQAQREzYUhkBAUAtGXF3cMtwDX1JuaJVLwc01NK4VLppB6pXBNBSs19zC19KrgEougpMjF5YaCqCD7vszz+8M7X51Ar92LEPK8X69eOmfO9zvfM8bwPXOe8zzTpk0jIQStWLGCiIjy8vJo3rx5JISgUaNG0ZkzZ+jo0aO0adMm6tOnD+np6dG3335b73UbmlzU1dWRUqls8DoDAwPJ09OTMjIy1Nqf1p8RRUZGkhCC0tPTiYiotLSU6urq6vUzNzen8ePH12u3tbWlwYMHS4+PHDlCQgg6evSoWr8LFy6QEIJ27tzZyCNgTUWpVFJ2djbt2LGDJk+eTFZWVmRqakp+fn701VdfUXp6OpWWlqpNMnJzc2n69OmUlJREDx8+pNLSUiotLaWioiJ6+PAhTZgwgTQ0NAgAde3alTp27EgDBw7kSUYz+Pbbb0lbW5tcXFzo6NGjVFZWRkQkfR54eXmRpqam9Dn/zjvvkBCCzM3NqaamRu1cJ0+epL/85S/UoUMHiomJadqBMNYEeKLBWCMpKyuj2bNnk56eHs2ZM4eEEBQcHKzWZ+3atSSEoOzsbDp8+DAZGhqSh4eHdPO6fft2MjIyorFjx9K9e/fUjv3tt9/I1taWevfuTURE1dXVRESUk5NDS5cupZkzZ9KiRYvoxx9/pKqqqqdeZ21tLdnb25O1tTWlpaURETV4w8zU+fr6kpGREf3888+kUChICEEGBgbk7+9PlZWVRESUlZVFQghavXp1veMnT55McrlcehwSEkJCiHo3ilVVVaSpqUnz589/sQNiTaauro5SU1MpPDycvLy8yMDAgGxtbWnWrFm0e/duSklJIWdnZ9LV1aUDBw48dcXj9u3bFBISQh4eHiSXywkAaWpqkoeHB33yySd09uxZ6XOBvRi5ubnSKvOTP6NVVVXS5+hbb71FQgj68ccfpec9PDxICEFDhw6lnTt3Unx8PC1cuJDs7OxIV1eXDh061ORjYawp8ESDsUag+gXz/vvvkxCCtLS0yMPDg3777Te157/66isyNDSktLQ06t+/P2lpadGuXbuklYTx48eThoYGeXp60tq1a+nYsWOUkZFBhYWFREQUFBREMpmMLly4IL12VFQUaWlpkYuLC3Xp0oU0NDTIwsKC1q1b1+BKR0ZGBmloaNDkyZPVbkq2bNlCO3fu5NCrp3B0dCSZTEYymYyCgoLowIEDFBgYSEIImjhxIhERJSYmPnU1YsGCBSSEkN7zgIAA0tLSavC1zM3NadKkSS9uMKzZKJVKqqiooJMnT9KiRYuoR48epK2tTWZmZjR//nz6xz/+QUVFRfUmGaWlpfTll1+SsbEx7du3j5RKJd24cYMiIyPJx8eHjI2NCQC1bduWLl682NzDfKkdO3aMDAwMyMLCgg4cOKD2XFpaGtnY2JCjoyM9ePBAWsHIy8uj8ePHk6GhIQkhSAhBenp65Obmxv9e7KXGEw3GGoFqIjF48GDpl0hUVJT08LfS5gAAHV5JREFUvOrmcuXKlWRpaUkffPABCSFoyJAhUp979+5Rz549pZsOIQTp6upS7969afbs2RQdHU2jR48mIQRdv35det3a2lqqqKigzMxMOnv2LG3evJmcnJxICEG7d+8mIvWQqK+//pqEEBQWFia1PXz4kKytrUkI0eD4Kisrae3atXTt2rVGesdanq5du5IQgmbPnq3WPmvWLOnfJDY2loQQ9P3339c7ftmyZSSEoKKiIiIimj59Ounr6zf4Wh07dqQ333yz8QfB/lQOHjxIMpmMevbsSZGRkTRjxgzq0qULGRsb08iRI2nNmjWUmppKRUVFFBgYSNbW1pSUlNTguWpra+mXX36h4OBgKi0tbeKRPJaQkEABAQFkb29PMpmMOnXqROPGjasXpkn06KZ82LBhZGBgQCYmJjRlypQWEwq2ZcsWEkKQnZ2d9MVPcnIyTZw4kYQQavvpVJONkpISSktLo61bt1JUVBTFxsZKYVeMvax4osFYI7p16xatWbOGAgMDpU19SqVSmojMmzeP2rZtSwYGBiSXy9W+DUtLS6Nu3brR8OHDiehRqFRERAQNHjyY9PX1pQmMpqYmlZeXP/M6VBuXBw4cKK2GqCYbEyZMIENDQzp27JjUPz09nfT09GjMmDFE9Gijck1NjXSMat9Aa/6WvUePHiSEoLi4OLX2M2fOkBCCoqOjG21Fw8zMrFW/1y87pVJJn3/+OQkhyNfXV+1mU6lUUnp6Oq1fv55Gjx5NxsbGJJPJyNbWVi3BwJ+Vr68vWVlZUVBQEG3dupVCQkLIwsKCDAwM6MqVK1K/O3fukKmpKdnY2ND69espNDSUTExMyMnJqcWEf6m+PPD09KTo6Gjy9vYmIQR98cUXUh8OS2WtHae3ZawRdenSBf/3f/+n1iaEkFJcamhooLS0FAAwY8YMDBgwAABQW1sLOzs76OvrIzMzE9nZ2ejcuTMCAgIQEBAA4FF6xH379qGqqgp6enoAgMzMTPz88884deoUiAguLi5SPvdhw4Zh79690NHRka6lvLwccXFxsLOzk/Kze3l54dSpU6ipqZFSMarOr3Lu3DkAkK73yUJVrYWVlRXS0tLQvn17tXZzc3MAQEFBgZSSUlUh/kk5OTmQy+VSWlNLS0vU1dUhLy8PpqamUr/q6mrk5+dzesuX2Pbt2/Hhhx/io48+wooVK9R+llTVylUVy6urqxEdHY3BgwfD2tq6Ga/6+cybNw+urq7Q0np8ezF+/Hi89tprWLlyJaKjowEAoaGhqKioQEpKijSu119/HUOGDMH27dsxc+bMZrn+P+Ljjz9GZmYmoqOjcfnyZZSXl+P48eMYMmQIgEe1NhpKSU5EXOuEtR7NPdNhrDVJTU2l8ePHU69evdSyUanMnTuXhBB0/Pjx/3iu5ORk6t+/v5RKsWvXrtLKh6mpKRkZGZFCoaCqqippZSIhIYGEEDRr1izpPJ9//rkUqiWEIB0dHXJzc6OdO3dKm8qHDh1KFhYWUohAZWVlq9vLsXjxYhJCSKmJVU6ePElCCPruu++I6NH+inHjxtU7XqFQNJh16skNo0RE586d46xTL7nKyko6cuRIc19Gk+rVqxe5uLhIj583O9ufXX5+Pg0cOJCEEDR58mSpvaWsyjD2orWuryQZa2avvfYadu3ahYsXL8Le3r7e87Nnz4ZCoYCPjw+Cg4ORlJSE3Nxc6fni4mKpavi2bdsQFxeHzz77DImJiThy5Aj279+PyMhIuLu7o7i4GH369EFtba307dnp06cBAL169ZLOOWnSJOjp6UEul2PPnj2YNWsWNDU1ERsbC01NTRQUFCA+Ph4ODg7SKoiOjo70TR39wUrlSqWyRVY3HzduHIBHlbyftGXLFrRp0waenp4AAF9fX8TExCArK0vqc/LkSVy/fh1jx46V2gYOHAgTExNERkaqnS8yMhIymQze3t4vaCSsueno6OCNN95o7stoMkSE+/fvSyt32dnZyM3NhYuLS72+rq6uUoXslqBdu3bYtGkTunfvjl27dmHlypUAgDZt2kif1Yy1Zhw6xdifSLdu3fDdd98hKCgIwcHB2Lp1KxQKBYBHN+h+fn6YNWsWysrKcOXKFejr6yMoKAi6uroAIFUGzsvLw5EjR9C7d2+10KmffvoJFhYW6Nmzp9R2+fJl3LlzB9OmTYOfnx+GDx+OgoICEBE0NTURHx+P4uJi2Nra4tatW/j666+hr6+PESNGoF+/fn84BKClhlw5OTlh+vTp+Prrr1FbW4v+/fvj9OnT2Lt3L5YsWQILCwsAwJIlS/D9999jwIABCAoKQklJCVavXg1HR0dMmzZNOp+uri6Cg4MREBCAcePGYejQoYiLi8M333yD0NBQGBsbN9dQGWtU33zzDe7evYuQkBAAj0MLLS0t6/W1tLREfn4+ampqpDDDP7tu3bph27Zt8Pb2xueff44OHTpgypQp0NDQ4DApxpp1PYUx1iBVaMV7771H7u7u5OHhQX5+fvTDDz8Q0aPN2lOmTCE9PT26fPmy2rH3798nBwcH0tXVpfPnz0vtubm5ZGhoSEOHDlWrPrtkyRISQtCePXsavJalS5eSEIJsbW3JwsKCevXqRZaWliSEoOnTpz+zZoeKKnTrwIED5O/vr7YptCWpqamh5cuX0yuvvELa2tqkUCho3bp19fpdvXqVhg0bRjKZTMqm8+DBgwbPuXnzZnr11VdJR0eHbGxsGjwfYy3VtWvXyNDQkPr27St9DvyR7Gwtya5du0gIQQqF4rnCXxlrDXiiwVgLUFxcTMXFxWppalW/1FxcXGj79u104sQJ2rlzp5T5pE+fPpSVlSX1P3bsGAkh6MMPP5TalEolDRo0iIQQUnaqJyuK19XVUb9+/UgIQYGBgXTz5k3Kycmhc+fO0bBhw0gIQRs3bpTO9Sw1NTXSHpRNmzY12nvDGPtzysnJoa5du1Lnzp0pJydHav8j2dlamrCwMGmykZ2d3dyXw1iz49ApxlqAtm3b1mt78803sXz5cqxZswbvvvsu5HI5iAg2NjbQ1taGm5sb2rVrJ/U/ceIENDQ00Lt3b6ntn//8Jy5duoQePXrAyMioXjap27dvIz4+Ho6Ojli9ejW0tbUBABYWFli4cCFOnz6NK1euPDMLFf07dODevXu4evUqOnXqpHYNjLGXT1FREYYPH47i4mLExcVJoYXA45Cp58nO1tLMmzcP165dg52dHWeOYwxAywyWZoxBW1sby5Ytw4MHD3D06FGEhoYiOTkZw4cPR3V1Nezt7aU0tUqlEqdPn0a3bt3g4OAgnSM5ORn5+fkYPny41O9JFy5cQG1tLXx9faGtrQ2lUilt5n711VdRW1uL3Nxc1NbWPvU66d8bv2/duoUrV67A3t5e+gVMLXBTOGPs2SorKzFy5EjcuHEDMTEx0t4xlQ4dOsDMzAyJiYn1jk1ISICTk1NTXeoLsWnTJsybN6+5L4OxPwVe0WCshdPS0sLAgQOlxx988AFsbGzg5uYmbUK8desWLl68CB8fH3Tt2lXqm56eDgBShiMhBJRKpVT74+eff4aenp5adhgigoaGBq5duwalUgkrKytoa2s/ddOjaqUjLS0NOTk5mDlzprTS8p82SdKj8M4Wu4Gcsdamrq4O48ePR3x8PA4dOgQ3N7cG+/n6+mLHjh3IysqS6miosrO19Jt0/rxi7DH+aWDsJWNgYAA/Pz907NhRaqurq0Pfvn3h6uoKHR0d6Qbe0NAQAPDrr7+iuLgYmpqa0NDQgBACVVVVOHPmDGxtbaVUvEIIaRXiyJEjACBNQp6VyrG8vByXL1+GlpYWnJ2d1TJhPYsQQvqlXVdXh7q6uj/4brDGkJSUhNGjR8PKygoymQx2dnYIDg5GRUWFWr9r167By8sLbdu2hVwux9SpU5GXl9fgObdu3Qo7Ozvo6elBoVAgIiKiKYbCXrB58+bhhx9+gJeXF/Ly8rBz5061/1SWLFkCfX19DBgwABEREfjss88wduzYetnZGGMtmyCOXWCs1VHtqUhLS4OPjw/u3r2LN998Ex4eHhg2bBheeeUVpKamwsnJCdOmTcOWLVuk1QfVsXZ2dsjPz8fZs2dhY2PT4D4NVdv169cxZcoUFBYW4sCBA7Czs/uPaR8LCwuRmJgIuVyuVveDNa1ff/0Vrq6usLKywqxZs2BiYoLz589j+/btGDVqFA4ePAgAyMrKgrOzM9q1a4fAwECUlJQgLCwMnTp1QkJCglrM/caNG+Hv7w8/Pz8MGzYMsbGxiI6OxsqVK7Fw4cLmGiprBAMGDEBsbGyDYZFCCLUvC9LS0jB37lycPXsWOjo68Pb2Rnh4OMzMzJrykhljL1LT7z9njP1Z1NXV0YULF+idd94hY2NjMjc3p7179xIR0RdffEFCCIqMjJT6qjJLPXz4kIQQNHTo0GeeX9X/yJEj1K5dO5o4cSI9fPhQ7bknr4XoUXreFStWkKWlJenq6pK2tjbJZDJ6++23KTU19anjYC+GKv1xWlqaWvtf//pXtWxl/v7+JJPJ6M6dO1KfEydO1MsyVl5eTnK5nEaOHKl2vsmTJ5OBgYFa6mXGGGMtG4dOMdaKaWhowN3dHZs3b0ZBQQGSk5MxYMAAAEBcXBwASAUDgcfhUSdOnAAAKf76aWFTqhWLq1evorCwEG5ublK41pOrGfTvfRjFxcUIDAzEJ598AgcHB4SEhGDVqlUYO3Ys9u3bh4ULF6KgoEB6vXv37uHhw4ccE/0CqRIKmJubq7VbWFhAU1NTykS2b98+jBgxQoq3B4BBgwZBoVBgz549UtupU6eQn5+P2bNnq50vICAAZWVlUkgeY4yxlo9/OzPGJB06dICJiQkAYP/+/UhPT4e7uzuAxxvFAUg3jn379gXQcPYoVVtBQQFSUlJgYGAAR0dHaGnVz0GhmnRERkZi7969mD9/Po4ePYp58+YhKCgIGzduxPLly3H8+HFs3bpVmlhERETAzMwMu3fvfua4eG/Hf2/69Olo3749ZsyYIVWR3717NzZs2IDAwEDo6ekhOzsbubm5akkDVFxdXZGSkiI9Vv3993179eoFDQ0NXLp06cUOiDHGWJPhiQZj7KkUCgX09fUBPJoMqOLsMzMzYW5uLqXKbWhFQTXRuH37NlJTU2FrayttUH9yYqL6e15eHg4dOgQhBPT19XHmzBncunULlZWV0NbWxpw5c6BQKHD06FEUFBQAgHS+yspKAI8nFKo/S0pKAACampr1JkMNTY5YfVZWVjh37hzS09Ph7OyMzp07Y+LEiQgMDER4eDiAx/UQVPURnmRpaYn8/HzU1NRIfTU1NWFqaqrWT1tbG3K5HHfv3n3BI2KMMdZUOL0tY+wPS0xMRGFhIYyNjQE0nKZW1ZaRkYFbt27hvffeQ/fu3aXnVasjRARNTU1cvXoVN27cgFKpxIoVK6Cvrw8HBwe4ubnB1dUVr7zyCrS0tHDz5k0pPW737t2lkCvVeQBIf44dOxY//fQTzp8/L63M0L83oauur66uTjr29+OorKzExo0bUVtbi9mzZ0thRK3J/fv3pTormzdvhlwuR0xMDP72t7+hffv2CAgIkLJPNZRNTFdXFwBQUVGBNm3aoKKiQgq3+j0dHZ16mawYY4y1XDzRYIz9V1STjKdRZZi5ePEiqqurUVxcjF9++QV2dnYwMjKqd1N/79495OXl4dNPP8WkSZNw8OBBHD58GBs2bMD69ethZGSEoqIiDBo0SDpGLpdDqVTiypUrUupd1XnXrVuHkydPwtfXF3Z2dmrXlZ2djYKCAigUigZvelXnuXv3LrZu3YqcnBxMmDABHTp0+F/eshYpODgY2dnZyMjIkAotjhkzBkqlEh9++CEmTpwoTcCqqqrqHa9abVL10dPTQ3V1dYOvVVlZ2Sonc4wx9rLi0CnG2AtTWlqK8vJyKJVKbNu2DaNHj4avry8WLVqEPXv2IC0tTboRVVUPrqqqQvfu3TF//nzExsaiqqoKsbGx8Pf3R8eOHeHp6Smdv6ysDDo6OlJYjqpCeXx8PJYuXYouXbrgiy++gJGREQDg4cOHmD59Ory8vODp6QkTExN4eHggKiqqwW/Sb968iXv37sHPz69eqE9rcfbsWTg7O0uTDJWRI0eivLwcly5dkkKmVCFUT8rJyYFcLpfC7iwtLVFXV1evvkZ1dTXy8/PrvQ5jjLGWiycajLEXxsjICH//+99x//59REVFoV+/fkhJScGqVaswYcIEDBkyBHPmzEFOTg6sra1hYWGB/fv319u83a9fP4SGhiIzMxOLFy+W2jt37gxTU1NUVVWhpKQEbdq0we3btxESEoKysjIsXrxY2sdx6dIl+Pj4YPv27Wjfvj2mTp2KmTNnorS0FAEBAYiOjpbO+2S2rLy8PPTp0+e5iwy+bGpqahrcTP/k5K5Dhw4wMzNDYmJivX4JCQlwcnKSHjs7OwNAvb5JSUlQKpVqfRljjLVwzZFTlzHWul27do3CwsLI2dmZRo8eTTdv3iQiovXr15MQgsaMGUOxsbH1aipUV1erPVYqlWRqako9e/ak8vJyIiIKDAwkIQQtW7ZM7fi33nqLhBAUEREhtVVUVFB6ejr17duX5HI5JScnS88VFRXR1KlTqW3btnT58uVGfw9aismTJ5OOjg5lZGSotY8ZM4a0tLQoJyeHiB7V0dDX12+wjsbGjRultoqKCq6jwRhjrQRXBmeMNbsnq4qHhIQgLCwMRkZG0iZwIoKJiQm8vb3h5OQk7aG4f/8+vLy8UF1djatXryI2Nhaenp7o0aMHkpKSpFWItLQ09O3bFwYGBli3bh169+4NY2NjKaTq+PHjGD58OCIiIqT6DlevXsWECRNgaGiIH374QUr729qkpqbC3d0dhoaGeP/992FiYoKYmBgcO3YMM2fOxMaNGwE8rgxubGyMoKAglJSUYPXq1ejUqRMSExPVKoNHRkYiICAAfn5+GDp0KOLi4hAdHY3Q0FAsWrSouYbaalVVVeHjjz9GdHQ0CgsL4ejoiJCQEAwePLi5L40x1sLxZnDGWLN7Mj3uwoUL4e7ujqioKJw/fx7nzp2DtrY2rK2t8cYbbwB4vFnb1NQUlpaWyMvLw4EDB7BmzRqYmZlh+fLl0NHRkSYwKSkpKCoqQlFREcaNGwd7e3u4ubmhd+/eePXVV6Grqwt9fX3k5eWhtrYWWlpayMjIwM2bNxEYGCgVGWyNHB0dcfr0aXzyySdYvXo1Kisr0bVrV4SGhmLhwoVSP2tra5w5cwZz587FokWLoKOjgxEjRiA8PFxtkgEA/v7+aNOmDcLDw3H48GF06tQJa9euRWBgYFMPjwF4++23sW/fPsyZMwc2NjbYtm0b3njjDZw6dUqqlcMYY/8NXtFgjP2p5eTkIDc3FxYWFmrVqVWTCC8vL6Snp8Pc3BxJSUlYtWoV5s+fD+DRPoI2bdpg6dKlCA0NxZo1a2BqaorvvvsOcXFxKCkpgZGREczMzHDjxg0EBwfjo48+AhEhODgYn376KQ4ePIhRo0Y11/AZe6ESEhLg7u6OsLAwzJ07F8CjFQ4HBweYm5vj3LlzzXyFjLGWjDeDM8b+1CwtLeHo6Kg2yQAerYIolUpYWVnh9u3bSEpKwvDhw/Huu+8CgFpdjcLCQgCAm5sb3nrrLcTExKCoqAipqalYsGABTExMYGVlBblcDuBRqt2LFy+iffv2sLe3b8LRMta09u7dCy0tLennBnhUz2TGjBm4cOECsrOzm/HqGGMtHYdOMcZaLA0NDSxYsAB1dXXIzMzE8uXLpTCnJ4vyDRo0CBs2bEBMTIxUuA8AHBwc4ODggCVLloCIpErimZmZSE1NhYuLC9q3b9/0A2OsiaSkpEChUMDAwECt3dXVFcCjbG2tsX4MY6xx8ESDMdai2dnZYceOHc/sM2jQIDg6OmLt2rWwtrbGqFGj6tVrEEJIk5SMjAzcuXMH/v7+kMlkL+zaGWtuOTk5Uh2UJ6na7t6929SXxBh7iXDoFGPspVZXVwdDQ0Ps2rULrq6umDNnDt5++20sXboU4eHh+PLLL3H48GEUFRUBeFQ47vLlywAehVo9uVGdvbzKysrwySefwMvLCyYmJtDQ0HjqBPbatWvw8vJC27ZtIZfLMXXq1HoFCFW2bt0KOzs76OnpQaFQICIiosF+hYWFePfdd2FmZgYDAwMMHDgQKSkpjTa+p6moqGiwRoyurq70PGOM/bd4RYMx9lLT1NQEEUGhUGDz5s2IiorC7t27ceHCBchkMhQUFMDHxwcDBgwA8Ogb3uTkZHTt2hXdu3dv5qtnTSU3NxfBwcHo3LkznJyccPr0aSn07klZWVno378/2rVrh88++wwlJSUICwvDr7/+ioSEBLUMWxs3boS/vz/8/PykSveBgYEoLy9Xy9ilVCrh7e2N1NRULFy4EHK5HF999RU8PT1x8eLFF/r/oZ6eHqqqquq1V1ZWSs8zxth/rZnqdzDGWLPKy8uj06dP05kzZ+jBgwdS+/Hjx8nExISmTZtGFRUVzXiFrClVVVXR/fv3iYgoKSmJhBC0Y8eOev38/f1JJpM1WJhw06ZNUlt5eflzFybcvXs3CSFo3759Ultubi61a9eOJk2a1GhjbMjgwYPJ3t6+XrtqTDExMS/09RljLzeOCWCMtUpyuRx/+ctf0L9/f5iZmUntFRUVKCkpgbOzc4MhJezlpK2tLWU2o2dkfd+3bx9GjBgBa2trqW3QoEFQKBTYs2eP1Hbq1Cnk5+dLBSBVAgICUFZWhiNHjkhte/fuhYWFBXx8fKQ2U1NTjBs3DocOHUJNTc3/PL6ncXZ2RkZGhpQIQSU+Ph4A4OTk9MJemzH28uOJBmOMPWH06NGorq7G9OnTGwydYa1XdnY2cnNz4eLiUu85V1dXtT0Vqr//vm+vXr2goaGBS5cuqfXt1atXg+csLy9HRkZGYw2hHj8/P9TV1WHTpk1SW1VVFbZt2wZ3d3fOOMUY+5/wHg3GGGsAZ5tiv5eTkwMAT83SlJ+fLxWJzMnJgaamJkxNTdX6aWtrQy6Xq2VzysnJgaenZ4PnBB5lfurRo0cjjuSx119/HWPHjsXixYvx4MEDdOvWDTt27MDt27exbdu2F/KajLHWgycajDHG2HNQZWD6T1ma2rRpg4qKCmhrazd4Hh0dHbVsTpWVlc2a+SkqKgrLli1DdHQ0CgoK0LNnT8TExKBfv34v9HUZYy8/nmgwxhhjz0GVgel5sjTp6emhurq6wfNUVlaqZXNq7sxPOjo6WLVqFVatWvVCX4cx1vrwHg3GGGPsOahCmVQhVE/KycmBXC6X0ttaWlqirq6uXn2N6upq5OfnqxWMtLS0bLAwnup1fl9ckjHGWgqeaDDGGGPPoUOHDjAzM0NiYmK95xISEtQyNDk7OwNAvb5JSUlQKpVqfZ2cnJCcnFwv21V8fDxkMhkUCkVjDoMxxpoMTzQYY4yx5+Tr64uYmBhkZWVJbSdPnsT169cxduxYqW3gwIEwMTFBZGSk2vGRkZGQyWTw9vaW2vz8/HD//n3s379fasvLy8P333+PkSNHqhUBZIyxlkTQsxKGM8YYY61EREQECgsLcffuXWzYsAE+Pj7SykNgYCAMDQ2RlZUFZ2dnGBsbIygoCCUlJVi9ejU6deqExMREtUlBZGQkAgIC4Ofnh6FDhyIuLg7R0dEIDQ3FokWLpH5KpRL9+vXDlStXsGDBAqkyeFZWFhITE2FjY9Pk7wVjjDUGnmgwxhhjALp06YLMzEwAkGqoEBGEEPjXv/6FTp06AQDS0tIwd+5cnD17Fjo6OvD29kZ4eLha4UeVLVu2IDw8XDr+/fffR2BgYL1+hYWFWLBgAQ4ePIiKigq8/vrrCAsLa7C+BmOMtRQ80WCMMcYYY4w1Ot6jwRhjjDHGGGt0PNFgjDHGGGOMNTqeaDDGGGOMMcYaHU80GGOMMcYYY42OJxqMMcYYY4yxRscTDcYYY4wxxlij44kGY4wxxhhjrNHxRIMxxhhjjDHW6HiiwRhjjDHGGGt0/w8HwCmcy1hxCwAAAABJRU5ErkJggg==",
"text": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x00000000616EEE80>)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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",
"text": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x00000000616F7DD8>)"
]
}
],
"prompt_number": 27
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='wealthdistributions_1'></a>\n",
"<h3>Wealth Distributions</h3>\n",
"(jump to [graph for more grid points](#wealthdistributions_2))"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plotwealthdistributions(w_t, [20, 30, 39, 40], \u03b4, wpoints, apoints, bpoints, zpoints);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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",
"text": [
"Figure(PyObject <matplotlib.figure.Figure object at 0x0000000061FA4400>)"
]
}
],
"prompt_number": 28
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='constrained_neg_cons_1'></a>\n",
"<h3>Constrained agents and negative consumption choices</h3>\n",
"(jump to [graph for more grid points](#constrained_neg_cons_2))"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"constrained_neg_cons(wp_t, wgrid, wgrid_R, c_t, tW, tR, apoints, bpoints, zpoints);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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