{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# CS 237 Spring 2021, HW 12 \n", "\n", "#### Due date: Friday April 30rd at Midnight (1 minute after 11:59pm on 4/30) via Gradescope (with a 6 hour grace period)\n", "\n", " Late policy: You may submit the homework up to 24 hours late for a 10% penalty. Hence, the late deadline is Saturday 5/1 at Midnight (with a 6 hour grace period). \n", "\n", "#### General Instructions\n", "\n", "Please complete this notebook by filling in solutions where indicated. \n", "\n", "For full credit, please take careful note of the following requirements:\n", "\n", "- Do NOT use any HTML tags in your notebook, as Gradescope will ignore them;\n", "\n", "- Do NOT answer questions by including images, as Gradescope will ignore them; and \n", "\n", "- You MUST \"Restart and Run All\" from the Kernel menu before submitting to Gradescope.\n", "\n", "- You must present all numbers in readable form (approximately 4 digits of precision) unless otherwise stated. \n", "\n", "**Any assignments which do not follow these requirements will not receive full credit.** \n", "\n", "\n", "There are 10 problems on this exam, 6 analytical, 3 lab problems (7, 8, and 9), and one\n", "problem on Linear Regression, which we will cover in lecture on Tuesday, 4/27. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# General useful imports\n", "import numpy as np\n", "from numpy import arange,linspace,mean, var, std, corrcoef, transpose, ones,log\n", "from numpy.linalg import inv\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "import matplotlib.mlab as mlab\n", "from numpy.random import seed,random, randint, uniform\n", "import math\n", "from collections import Counter\n", "import pandas as pd\n", "%matplotlib inline\n", "\n", "\n", "from math import log, pi, log, floor, ceil, sqrt # import whatever you want from math\n", "\n", "from scipy.special import comb\n", " \n", "def C(N,K): \n", " return comb(N,K,True) # just a wrapper around the scipy function\n", "\n", "\n", "# Here are the basic statistical functions we will use from numpy\n", "\n", "from numpy import mean, var, std, median\n", "\n", "L = [2,4,3,6,4,5]\n", "\n", "# mean value\n", "\n", "mean(L) \n", "\n", "\n", "# Variance\n", "# ddof = delta degrees of freedom, default is 0\n", "\n", "# population variance\n", "var(L) \n", "\n", "# sample variance\n", "var(L,ddof=1)\n", "\n", "# Standard deviation\n", "# ddof = delta degrees of freedom, default is 0\n", "\n", "# population standard deviation\n", "std(L) \n", "\n", "# sample standard deviation\n", "std(L,ddof=1) \n", "\n", "# Median\n", "\n", "median(L) \n", "\n", "# Random sampling of `size` elements from list with or without replacement\n", "\n", "np.random.choice(L,size=1,replace=True)\n", " \n", "# Scipy statistical functions\n", "\n", "from scipy.stats import norm, binom, expon, geom, poisson, gamma, nbinom, bernoulli,uniform \n", "\n", "# https://docs.scipy.org/doc/scipy/reference/stats.html\n", "\n", "#### Normal Distribution #####\n", "\n", "###### Note that in this library loc = mean and scale = standard deviation #####\n", "\n", "# Examples assume random variable X (e.g., housing prices) normally distributed with mu = 60, sigma = 10\n", "\n", "# Probability Density Function (really only useful for drawing the curve)\n", "# f(x) = P(X == x)\n", "\n", "norm.pdf(x=50,loc=60, scale= 10) \n", "\n", "# Cumulative Density Function\n", "# F(x) = P(X < x)\n", "\n", "# Example: Percentage of houses less than 50K. \n", "norm.cdf(x=50,loc=60,scale=10) \n", "\n", "# Example: Find P(60 x)\n", "\n", "# Example: Percentage of houses more than 50K.\n", "norm.sf(x=50,loc=60,scale=10) \n", "\n", "# Percentage Point Function: Inverse of the CDF:\n", "# For what is the largest value of k for which P( X < k ) = q ?\n", "\n", "# Example: What is the maximum cost of the 5% cheapest houses, \n", "# i.e., the x such that P(X < x) = 0.05?\n", "\n", "norm.ppf(q=0.05,loc=60,scale=40)\n", "\n", "# Inverse Survival Function: Inverse (1 - CDF):\n", "# For what is the smallest value of k for which P( X > k ) = q ?\n", "\n", "# Example: What is the minimum cost of the 5% most expensive houses, \n", "# i.e., the x such that P(X > x) = 0.05?\n", "\n", "norm.isf(q=0.05,loc=60,scale=40)\n", "\n", "# Give the endpoints of the interval (centered on the mean)\n", "# which contain alpha/100 percent of the population (alpha is a probability)\n", "\n", "# Ex. Give the interval for the middle 75% of the houses\n", "\n", "norm.interval(alpha=0.75, loc=60, scale=40)\n", "\n", "# generate a random variate\n", "norm.rvs(loc=60, scale=40)\n", "\n", "# generate random variates, returns list of length = size\n", "norm.rvs(loc=60, scale=40, size=10)\n", "\n", "##### Exponential Distribution ########\n", "\n", "##### loc = minimum value (leave at 0 always) ##### \n", "##### scale = mean = 1 / lambda (using textbook notation) #####\n", "\n", "# Probability Density Function f(x) (Only useful for graphing and showing shape)\n", "\n", "lam = 4\n", "expon.pdf(x=5,loc=0, scale=1/lam) # Must use 'scale = 1/lambda' to be consistent with textbook and lecture \n", "\n", "# Cumulative Density Function\n", "# F(x) = P(X < x)\n", "\n", "expon.cdf(x=5,loc=0,scale=1/lam) \n", "\n", "# Example: Find P(6 x)\n", "\n", "expon.sf(x=5,loc=0,scale=1/lam) \n", "\n", "# Inverse Survival Function: Inverse (1 - CDF):\n", "# For what is the value of k for which P( X > k ) = q ?\n", "\n", "expon.isf(q=0.05,loc=0,scale=1/lam)\n", "\n", "#g. generate a random variate\n", "expon.rvs(loc=0, scale=1/lam)\n", "\n", "#h. generate random variates, returns list of length = size\n", "expon.rvs(loc=0, scale=1/lam, size=10)\n", "\n", "## Uniform Distribution\n", "\n", "uniform.rvs(0,1) # from [0,1)\n", "uniform.rvs(0,10) # from [0,10)\n", "uniform.rvs(0,1,size=100)\n", "\n", "\n", "\n", "## DISCRETE DISTRIBUTIONS\n", "\n", "##### Bernoulli Distribution X ~ Bernoulli(p) ####\n", "\n", "# p = probability of success for Bernoulli trial\n", "\n", "# Generate a random variate\n", "bernoulli.rvs(p=0.5)\n", "\n", "# Generate a list of random variates\n", "bernoulli.rvs(p=0.5,size=100)\n", "\n", "##### Binomial Distribution X ~ B(n,p) ####\n", "\n", "# n = number of independent Bernoulli trials\n", "# p = probability of success for Bernoulli trial\n", "# k = outcome in range [0 .. n]\n", "\n", "# Generate a random variate\n", "binom.rvs(n=10, p=0.5)\n", "\n", "# Generate a list of random variates\n", "binom.rvs(n=10, p=0.5,size=100)\n", "\n", "# Probability mass function.\n", "binom.pmf(k=4, n=10, p=0.5)\n", "\n", "# Cumulative distribution function\n", "binom.cdf(k=4, n=10, p=0.5)\n", "\n", "print() \n", "\n", "# Geometric distribution\n", "\n", "geom.rvs(0.5)\n", "\n", "geom.rvs(0.5,size=10)\n", "\n", "\n", "\n", "# Uniform discrete random variates:\n", "\n", "randint(2) # one randome variate in {0,1}\n", "\n", "randint(3,10,size=10) # 10 random variates in [3,10) = [3,4,...,8,9]\n", "\n", "\n", "# Calculate the covariance and correlation coefficient\n", "\n", "def covariance(X,Y):\n", " return cov(X,Y)[0][1]\n", "\n", "def rho(X,Y):\n", " return corrcoef(X,Y)[0][1]\n", "\n", "def R2(X,Y):\n", " return corrcoef(X,Y)[0][1] ** 2\n", "\n", "\n", "# Round to 2 decimal places\n", "def round2(x):\n", " return np.around(x,2)\n", "\n", "# Round to 4 decimal places\n", "def round4(x):\n", " return np.around(x,4)\n", "\n", "def probToPercent(p):\n", " pc = p*100\n", " if round(pc) == pc:\n", " return str(round(pc)) + \"%\"\n", " else:\n", " return str(round(pc,2))+ \"%\"\n", " \n", "import matplotlib.gridspec as gridspec\n", "\n", "def display2DScatterAndMarginals(x,y,titl=\"Scatterplot of (X,Y)\"):\n", " fig = plt.figure(figsize=(12,12))\n", " plt.subplots_adjust(wspace=0.3, hspace=0.3)\n", " gs = gridspec.GridSpec(3, 3)\n", " ax_main = plt.subplot(gs[1:3, :2])\n", " ax_xDist = plt.subplot(gs[0, :2],sharex=ax_main)\n", " ax_yDist = plt.subplot(gs[1:3, 2],sharey=ax_main)\n", "\n", " ax_main.scatter(x,y,marker='.',)\n", " #ax_main.set(xlabel=\"X\", ylabel=\"Y\")\n", " ax_main.set_title(titl,fontsize=12)\n", " ax_main.set_ylabel(\"Y\",rotation=0,fontsize=14)\n", " ax_main.set_xlabel(\"X\",rotation=0,fontsize=14)\n", "\n", " ax_xDist.hist(x,bins=100,align='mid',edgecolor='black')\n", " ax_xDist.set(ylabel='count')\n", " ax_xDist.set_title('X')\n", "\n", " ax_yDist.hist(y,bins=100,orientation='horizontal',align='mid',edgecolor='black')\n", " ax_yDist.set(xlabel='count')\n", " ax_yDist.set_title('Y')\n", "\n", " plt.show()\n", " \n", "def drawHeatMap(X,Y,titl=\"Heatmap of (X,Y)\"):\n", " fig = plt.figure(figsize=(12,12))\n", " plt.subplots_adjust(wspace=0.3, hspace=0.3)\n", " gs = gridspec.GridSpec(3, 3)\n", " ax_main = plt.subplot(gs[1:3, :2])\n", " ax_xDist = plt.subplot(gs[0, :2],sharex=ax_main)\n", " ax_yDist = plt.subplot(gs[1:3, 2],sharey=ax_main)\n", " \n", " A = [[0 for i in range(max(X)+1)] for j in range(max(Y)+1)]\n", " \n", " for k in range(len(X)):\n", " A[Y[k]][X[k]] +=1 \n", "\n", " ax_main.imshow(A, cmap='hot', origin='lower',interpolation='nearest')\n", "\n", " #ax_main.scatter(x,y,marker='.',)\n", " #ax_main.set(xlabel=\"X\", ylabel=\"Y\")\n", " ax_main.set_title(titl,fontsize=12)\n", " ax_main.set_ylabel(\"Y\",rotation=0,fontsize=14)\n", " ax_main.set_xlabel(\"X\",rotation=0,fontsize=14)\n", " xbins = np.linspace(min(X)-0.5,max(X)+0.5,(max(X)-min(X)+2))\n", " ax_xDist.hist(X,bins=xbins,width=1.0,edgecolor='black')\n", " ax_xDist.set(ylabel='count')\n", " ax_xDist.set_title('X')\n", " \n", " ybins = np.linspace(min(Y)-0.5,max(Y)+0.5,(max(Y)-min(Y)+2))\n", " ax_yDist.hist(Y,bins=ybins,orientation='horizontal',align='mid',edgecolor='black')\n", " ax_yDist.set(xlabel='count')\n", " ax_yDist.set_title('Y')\n", "\n", " plt.show()\n", " \n", " \n", "def draw_3D_scatter(X1,Y1,Z1,labels=['X','Y','Z'], reference=True, rot= -60):\n", "\n", " if reference:\n", " hiX = hiY = hiZ = 1.0\n", " loX = loY = loZ = -1.0\n", " else:\n", " loX = min(X1)\n", " hiX = max(X1)\n", " loY = min(Y1)\n", " hiY = max(Y1)\n", " loZ = min(Z1)\n", " hiZ = max(Z1)\n", "\n", " # make the X,Y grid\n", "\n", " X = np.linspace(loX, hiX, 100)\n", " Y = np.linspace(loY, hiY, 100)\n", " X, Y = np.meshgrid(X, Y)\n", "\n", " # Draw the figure\n", "\n", " fig = plt.figure(figsize=(14,12))\n", " ax = fig.gca(projection='3d')\n", " ax.view_init(elev=20, azim=rot) # <== set viewing angle here\n", " ax.set_xlim(loX, hiX)\n", " ax.set_ylim(loY, hiY)\n", " ax.set_zlim(loZ, hiZ)\n", " ax.set_xlabel(labels[0])\n", " ax.set_ylabel(labels[1])\n", " ax.set_zlabel(labels[2])\n", "\n", " if reference:\n", " lim = 1.0\n", "# plot reference grid\n", "# planes\n", " ax.plot_surface(X, Y, np.zeros((100,100), dtype=int), alpha=0.1)\n", " ax.plot_surface(X, np.zeros((100,100), dtype=int), Y, alpha=0.1)\n", " ax.plot_surface(np.zeros((100,100), dtype=int), X, Y, alpha=0.1)\n", "# lines\n", " ax.plot([0,0],[0,0],[-lim,lim],c='k', alpha=0.5)\n", " ax.plot([0,0],[-lim,lim],[0,0],c='k', alpha=0.5)\n", " ax.plot([-lim,lim],[0,0],[0,0],c='k', alpha=0.5)\n", "# origin point\n", " ax.scatter([0],[0],[0])\n", "\n", " # plot the random points\n", "\n", " ax.scatter(X1, Y1, Z1, color='b',marker='.')\n", "\n", " plt.show()\n", " \n", " \n", "def draw_3D_histogram(Xdata,Ydata,limit=21):\n", " \n", " # create histogram from X, Y data\n", " \n", " A = [[0 for i in range(limit)] for j in range(limit)]\n", " \n", " for k in range(len(Xdata)):\n", " A[Xdata[k]][Ydata[k]] +=1 \n", " \n", " # now create data for bars\n", " \n", " X = []\n", " Y = []\n", " Z = []\n", " \n", " for i in range(limit):\n", " for j in range(limit):\n", " if A[i][j] > 0:\n", " X.append(i)\n", " Y.append(j)\n", " Z.append(A[i][j])\n", " \n", " \n", " # setup the figure and axes\n", " fig = plt.figure(figsize=(15, 12))\n", " ax = fig.add_subplot(111, projection='3d')\n", " \n", " ax.view_init(30, 60)\n", "\n", " bottom = np.zeros_like(Z)\n", "\n", " ax.set_title('3D Histogram')\n", "\n", " ax.set_xlim((0,limit))\n", " ax.set_ylim((0,limit))\n", "\n", " ax.set_xlabel('X')\n", " ax.set_ylabel('Y')\n", " ax.set_zlabel('Frequency')\n", " \n", " ax.bar3d(X, Y, bottom, 1, 1, Z)\n", "\n", " plt.show()\n", "\n", " \n", " \n", "# Draw scatterplot for bivariate data and draw linear regression line\n", "# with midpoint (mux,muy)\n", " \n", "def LinearRegression(X,Y,titl=\"Linear Regression\", xlab=\"X\",ylab=\"Y\"):\n", "\n", " n = len(X)\n", " \n", " # basic \n", " mux = mean(X)\n", " muy = mean(Y)\n", " sdx = std(X)\n", " sdy = std(Y)\n", " \n", " r = rho(X,Y)\n", " \n", " r2 = r**2\n", " \n", " m = r * sdy / sdx\n", " b = muy - m*mux\n", " \n", " # Predicted values from regression line\n", " \n", " Yhat = [(m*X[i]+b) for i in range(n)]\n", " \n", " # Residuals\n", " \n", " E = [(Y[i] - Yhat[i]) for i in range(n)]\n", " \n", " # residual sum of squares -- deviations of data from line\n", " rss = sum( [ e**2 for e in E])\n", " \n", " # explained sum of squares -- deviation of line from mean of y\n", " egss = sum( [ (Yhat[i] - muy)**2 for i in range(n)])\n", " \n", " # total sum of squares -- deviation of data from mean of y\n", " tss = sum( [ (Y[i] - muy)**2 for i in range(n)] )\n", " \n", " # alternate way to compute r^2 statistic\n", " \n", " #r2 = regss / tss\n", " \n", " plt.figure(figsize=(10,10))\n", " plt.grid()\n", " \n", " linex = [min(X),max(X)]\n", " liney = [(m*x+b) for x in linex]\n", "\n", " plt.scatter(X,Y,label='Data')\n", " plt.plot(linex,liney,'r--',label='Trendline')\n", " plt.scatter([mux],[muy],label='Midpoint') # add diamond shape? 'rD'\n", " plt.title(titl,fontsize=16)\n", " plt.legend()\n", " plt.xlabel(xlab,fontsize=14)\n", " plt.ylabel(ylab,fontsize=14)\n", " plt.show()\n", " \n", " plt.figure(figsize=(10,4))\n", " plt.title(\"Graph of Residuals\",fontsize=14)\n", " plt.grid()\n", " plt.xlabel(xlab)\n", " plt.ylabel(\"Y = Residuals\")\n", " Yhat = [0 for x in X ]\n", " plt.scatter(X,E)\n", " plt.plot(X,Yhat,color='red')\n", " plt.show()\n", "\n", "\n", "\n", " print(\"\\nmean(x):\\t\" + str(round4(mux)) + \"\\tstd(x):\\t\" + str(round4(sdx)))\n", " print(\"mean(y):\\t\" + str(round4(muy)) + \"\\tstd(y):\\t\" + str(round4(sdy)))\n", " print(\"\\nrho: \" + str(round4(r)) + \"\\tR^2: \" + str(round4(r2)))\n", " print(\"\\nResidual SS: \" + str(round4(rss)) + \"\\tExplained SS: \" + str(round4(egss)) + \"\\tTotal SS: \" + str(round4(tss))) \n", " \n", " if(b >= 0):\n", " print(\"\\nRegression Line: y = \" + str(round4(m)) + \" * x + \" + str(round4(b)))\n", " else:\n", " print(\"\\nRegression Line: y = \" + str(round4(m)) + \" * x - \" + str(round4(-b))) \n", "\n", "\n", " \n", "data_url = \"http://www.cs.bu.edu/fac/snyder/cs237/Homeworks,%20Labs,%20and%20Code/Data/\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem One (Exponential)\n", "\n", "In the following assume that we are dealing with Poisson processes and can use the exponential distribution.\n", "\n", "(A) Suppose that every three months , on average, an earthquake occurs in\n", "California. What is the probability that the next earthquake occurs after three but before\n", "seven months?\n", "\n", "(B) Suppose we model time to failure of TV tubes as an exponential random variable and that tubes fail on average after 10 years. \n", "If Jim bought his TV set 10 years ago, what is the probability that its tube\n", "will last another 10 years?\n", "\n", "Hint: Make sure in both these you understand the difference between the rate parameter $\\lambda$ (= mean number of arrivals per unit time) and $\\beta \\,=\\, 1/\\lambda$ (= mean interarrival time). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Solution:**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem Two (Poisson Distribution)\n", "\n", "The atoms of gram of Uranium 237 are disintegrating randomly with an average rate of 3.9 alpha particles per second. \n", "\n", "What is the probability that in the next second, the number\n", "of alpha particles emitted is\n", "\n", "(A) Exactly 4?\n", "\n", "(B) At least 2?\n", "\n", "(C) Between 3 and 6 (inclusive)?\n", "\n", "Now consider:\n", "\n", "(D) What is the probability that for a period of five seconds, there are no emissions?\n", "\n", "(E) Suppose for a period of five seconds there are no emissions. What is the probability that there are at least 2 emissions in the next second following this period? " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Solution:**\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem Three (Poisson compared with Exponential)\n", "\n", "Suppose the emergency room at Mass General opens at 6am and has a mean arrival rate throughout the day of 6.9 patients per hour (that is λ = 6.9).

\n", "

(A) What is the probability that 12 patients arrive between 6am and 7am?

\n", "

(B) What is the probability that no patient arrives before 7am?

\n", "

(C) What is the probability that the first patient arrives between 6am and 7am?

\n", "

(D) What is the probability that the first patient arrives between 6:15 and 6:45?

\n", "

(E) Suppose it is 6:15 and no patient has arrived yet; now what is the probability that the first patient arrives between 6:15 and 6:45?

\n", "

Hint: Use the Poisson for (A) and (B) and the Exponential for (C), (D), and (E). \n", "Note carefully how (D) and (E) are different: in (D) it is possible that the first patient arrives between 6am and 6:15am, whereas for (E) you know this has not happened. \n", "The result for the two will be different!\n", "\n", "

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Solution:**" ] }, { "attachments": { "Screen%20Shot%202021-04-23%20at%209.30.15%20AM.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Problem Four (Joint Random Variables)\n", "\n", "![Screen%20Shot%202021-04-23%20at%209.30.15%20AM.png](attachment:Screen%20Shot%202021-04-23%20at%209.30.15%20AM.png)\n", "\n", "Suppose we roll two three-sided dice (having sides with 1, 2, or 3 dots showing, or with numbers as shown above). Let $X$ indicate the sum of the dots/numbers on the two dice, and $Y$ indicate the absolute value of the difference in the dots/numbers showing on each die. For example, if the first die lands 2 and the second die lands 1, then X would return 3 and Y would return 1. \n", "\n", "(A) Calculate the joint probability mass function for $(X,Y)$ and show marginal probabilities for $X$ and $Y$. \n", "\n", "Show your results in some suitable form using a matrix drawn in text or using Markdown tables, as shown in the Markdown Tutorial posted on the class web site (the section on tables is at the very end). Use the format\n", "shown in the lecture slides for Lecture 21 as a model for how to present your results.\n", "\n", "DO NOT include an image file, as we can not view it in Gradescope. \n", "\n", "(B) Calculate $E(X)$, $\\sigma_X$, $E(Y)$, and $\\sigma_Y$. \n", "\n", "(C) Calculate $Cov(X,Y)$ and the correlation coefficient $\\rho_{X,Y}$.\n", "\n", "(D) Are these two random variables independent? (Answer Yes or No and explain briefly.) \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Solution:**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem Five (Independent Joint Random Variables)\n", "\n", "From an ordinary deck of 52 cards, 8 cards are drawn at random and without replacement. Let $X$ and $Y$ be the number of clubs and the number of spades, respectively. Are $X$ and $Y$ independent?\n", "\n", "Hint: Rather than draw out the whole matrix, just use the fact that $X$ and $Y$ are independent iff\n", "\n", "$$P(X\\,\\vert\\, Y = k ) = P(X)\\quad\\text{for all $k$, }\\ 0\\le k\\le 8.$$\n", "\n", "Investigate whether this is true for various values of $k$, starting with $k=8$. OR, just check these cells in the matrix and see if you can find a counter-example. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Solution:**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Lab Problems (6, 7, and 8)\n", "\n", "The lab problems will use various display functions given in the first code cell of this document. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem Six -- Scatterplots of Continuous Bivariate Data\n", "\n", "First we will consider how to create *scatterplots* of random data in 2D dimensions, starting with continuous data points. We will use points from the uniform distribution over [0..10), and also the normal and exponential. \n", "\n", "### Part A\n", "\n", "Apply the function `display2DScatterAndMarginals` to create a scatterplot of $10^4$ random points (x,y) uniformly distributed over the range $[0,10)\\times [0,10)$ using the function:\n", "\n", "> uniform.rvs(lower_bound,upper_bound, size=num_trials).\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# (a) \n", "\n", "seed(0)\n", "\n", "num_trials = 10**4\n", "\n", "X = [] # Your code here\n", "Y = [] \n", "\n", "display2DScatterAndMarginals(X,Y,'Uniform x Uniform')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part B\n", "\n", "Do the same thing for normally-distributed points using \n", "\n", "\n", "> norm.rvs(mu,sigma,size=num_trials)\n", "\n", "Plot a *standard* normal on each axis. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# (b) \n", "\n", "seed(0)\n", "\n", "num_trials = 10**4\n", "\n", "# Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part C\n", "\n", "Now use the exponential distribution Exp(lam=3) for the x axis and uniform(0,1) for the y axis. Again, you will need to use the following for the exponential:\n", "\n", "> expon.rvs(0,1/lam,size=num_trials)\n", " \n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# (c) \n", "\n", "seed(0)\n", "\n", "num_trials = 10**4\n", "\n", "# Your code here" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Part D -- Be Creative\n", "\n", "Choose two marginal distributions and display the result. Play around\n", "with this a bit, including the parameters to the various distributions, to see what the possibilities are! Give as your solution\n", "one that you find interesting and/or attractive. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "seed(0)\n", "\n", "num_trials = 10**4\n", "\n", "# Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem Seven -- Heatmaps of Discrete Bivariate Data\n", "\n", "Plotting random discrete data is a bit different, as we can't just plot the points, because\n", "we have no obvious way to show when more than one value is plotted to the same point.\n", "Therefore, we have to use some kind of histogram to show the frequencies\n", "in each \"bin,\" except that now we have an additional dimension.\n", "\n", "A heatmap is a histogram which lays out the bins in a 2D matrix, and shows the frequency\n", "by color: in our case, brighter colors indicate higher frequencies. \n", "\n", "We will try different distributions on each axis, as in the last problem, using the the \n", "discrete uniform, binomial, and geometric. These are the discrete analogues of the distributions in the previous problem, and you should try to see the correspondence. \n", "\n", "For heatmaps we need a fixed range of values, so we will need in each case to\n", "have values in the range [0,20]. \n", "\n", "The function `drawHeatMap` is given in the first cell. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part A\n", "\n", "As in the previous problem, you will generate X and Y data values, but in this case you will use\n", "\n", " randint(21)\n", " \n", "to generate num_trials integer variates in the range [0..20] for both the X and Y axes, \n", "and using the function `drawHeatMap`. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# (a) \n", "\n", "seed(0)\n", "\n", "num_trials = 10**4\n", "\n", "# Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part B\n", "\n", "Do the same thing, but using \n", "\n", "> binom.rvs(20,0.5)\n", "\n", "for the X axis and\n", "\n", "> binom.rvs(20,0.7)\n", "\n", "for the Y axis. \n", " " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [], "source": [ "# (b) \n", "\n", "seed(0)\n", "num_trials = 10**4\n", "\n", "# Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part C\n", "\n", "Once more, but using \n", "\n", " geom_rvs(p)\n", " \n", "which is defined below, to make sure the values are in the range [0,20]\n", "\n", "Use $p=0.4$ for the X axis and $p=0.2$ for the Y axis. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [], "source": [ "def geom_rvs(p=0.5,size=1000):\n", " res = []\n", " for k in range(size):\n", " x = geom.rvs(p)\n", " while (x > 20):\n", " x = geom.rvs(p)\n", " res.append(x)\n", " return res\n", " \n", "\n", "seed(0)\n", "\n", "num_trials = 10**4\n", "\n", "# Your code here\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part D -- Be Creative\n", "\n", "\n", "Play around with various possibilities, and display something\n", "you find interesting, with at two different distributions on\n", "the two axes. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# (d) \n", "seed(0)\n", "\n", "num_trials = 10**4\n", "\n", "# Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Problem Eight -- Display of Discrete Bivariate data in 3D\n", "\n", "An alternative to the heatmap is to draw discrete bivariate data in \"faux 3D\" where the perspective gives the\n", "idea of real 3D data. Sophisticated drawing programs will allow the user to rotate the view in real time, but for now\n", "we will simply explore a simple 3D framework in Matplotlib from a single perspective. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part A\n", "\n", "Repeat the previous problem with the same data, but using the function `draw_3D_histogram`. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "seed(0)\n", "\n", "num_trials = 10**4\n", "\n", "# Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part B\n", "\n", "Repeat the previous problem with the same data, but using a 3D histogram." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "seed(0)\n", " \n", "num_trials = 10**4\n", "\n", "# Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part C\n", "\n", "Repeat the previous problem with the same data, but using a 3D histogram." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "seed(0)\n", "\n", "num_trials = 10**4\n", "\n", "# Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part D -- Be Creative!\n", "\n", "Repeat the previous problem with the same data, but using a 3D histogram. You may do the same exact thing or try something different!" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "seed(0)\n", "\n", "num_trials = 10**4\n", "\n", "# Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem Nine -- Plotting 3D data in 3D\n", "\n", "Finally, we will explore the use of 3D scatterplots to display continuous data. We will choose a volume which is 2 units on a size, with the origin in the center, so the 8 corners will be (1,1,1), (1,1,-1), and so on. \n", "\n", "We will use the function `draw_3D_scatter` provided in the first code cell. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part A\n", "\n", "First, plot 3D data with a uniform distribution along each axis, so for each\n", "of X, Y, and Z, use:\n", "\n", " uniform.rvs(size=num_trials)\n", " \n", "using the function `draw_3D_scatter`. \n", " \n", "Now try shifting to the center: \n", "\n", " uniform.rvs(size=num_trials) - 1/2\n", " \n", "Notice how the range of the uniform value affects where they end up in 3D. \n", "\n", "Finally, plot 3D data with a uniform distribution along each axis, scaled and shifted into the range [-1..1]:\n", "\n", " 2*uniform.rvs(size=num_trials) - 1\n", " \n", "Submit only the last graph. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "seed(0) \n", "num_trials = 10**4\n", " \n", "# Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part B\n", "\n", "Now plot 3D data with the normal distribution along each axis, using\n", "\n", " norm.rvs(0,sigma,size=num_trials) \n", " \n", "for various sigmas between 0.01 and 1.0. \n", "\n", "Submit the one that gives the best illustration of the 2D normal (your choice!). " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "seed(0) \n", "num_trials = 10**4\n", "\n", "# Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part C\n", "\n", "Now plot 3D data with the exponential distribution along each axis, but shifted so that it\n", "starts in the \"front corner\" of the cube:\n", "\n", " expon.rvs(0,1/lam,size=num_trials)-1\n", " \n", "You will need to explicitly create a list of num_trial variates for this one (you can't use the size parameter, because of the shifting).\n", "\n", "Try various lam values, between 1/2 and 10, and submit the one that gives\n", "the \"best\" illustration of exponential variation in 3 dimensions. \n", " " ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": false }, "outputs": [], "source": [ "seed(0) \n", "num_trials = 10**4\n", "\n", "# Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part D\n", "\n", "Now try your own, mixing the three distributions. \n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [], "source": [ "seed(0) \n", "num_trials = 10**4\n", " \n", "# Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Student Data\n", "\n", "For problem 10, we will use this data set, which contains homework, midterm, and GPA values\n", "for a BU class which shall remain nameless (not this term)!\n", "\n", "We are only going to use the HWS and GPA scores, but\n", "take a look at the 3D graphs of this data before you proceed!" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "HWS = [\n", " 89.39, 72.63, 61.55, 97.53, 93.27, 78.59, 94.79, 82.19, 83.9, 77.27, \n", " 58.23, 74.14, 91.95, 33.52, 71.02, 91.85, 88.54, 80.68, 91.95, 59.75, \n", " 19.69, 51.04, 84.18, 63.73, 85.6, 80.11, 81.15, 45.36, 69.03, 78.97, \n", " 90.62, 82.57, 79.92, 84.84, 83.52, 49.33, 82.57, 84.84, 82.38, 67.14, \n", " 53.69, 89.67, 82.57, 71.97, 75.94, 82.29, 96.02, 80.3, 89.77, 94.5, \n", " 59.37, 92.7, 74.14, 89.96, 24.33, 91.09, 82.76, 88.54, 88.54, 63.44, \n", " 90.72, 31.81, 64.96, 74.52, 64.39, 44.79, 94.69, 80.2, 83.9, 49.24, \n", " 64.2, 59.56, 75.09, 73.86, 80.68, 87.69, 40.91, 81.53, 87.02, 88.92, \n", " 58.61, 15.91, 80.2, 79.35, 40.34, 91.57, 82.38, 76.7, 72.25, 70.55, \n", " 80.49, 68.18, 82.67, 81.25, 91.57, 84.18, 76.89, 77.93, 91.76, 56.81, \n", " 85.79, 38.54, 85.13, 43.84, 92.8, 58.23, 70.92, 90.62, 82.95, 84.37, 90.62, 32.77]\n", "MID = [\n", "94.0,91.0,89.0,98.0,97.0,89.0,100.0,92.5,96.0,97.0,77.5,76.0,92.0,75.0,82.5,\n", "95.0,91.5,98.0,93.0,78.0,66.5,67.5,97.0,81.0,99.0,79.0,97.0,90.0,66.0,\n", "93.0,91.0,70.0,97.0,85.5,89.5,96.0,88.5,78.0,87.0,0.0,71.5,73.5,97.0,\n", "79.5,88.0,84.5,96.0,96.0,99.0,90.0,94.0,100.0,93.5,98.0,80.0,90.0,91.0,\n", "96.0,89.0,85.0,96.0,81.5,100.0,92.0,81.0,94.0,92.0,91.5,99.0,91.0,80.0,\n", "77.5,74.0,77.0,91.5,92.0,91.0,98.0,93.0,99.0,90.0,76.0,75.0,85.0,72.5,\n", "98.0,83.0,65.0,94.5,85.0,84.0,89.0,82.5,84.5,97.0,89.0,78.0,86.0,96.0,\n", "90.0,84.5,90.0,87.0,89.0,74.5,60.0,74.5,90.0,91.0,92.0,93.0,65.5]\n", "GPA = [\n", "3.76,3.57,3.75,4.0,3.16,3.01,3.59,2.94,3.55,3.24,2.89,3.46,3.86,2.06,2.83,\n", "3.41,3.61,3.6,3.76,1.99,2.08,2.21,3.88,3.1,3.56,3.37,3.34,3.1,2.71,\n", "3.34,1.72,2.7,3.04,3.36,3.92,3.29,3.55,2.98,3.5,3.07,2.63,3.2,3.84,\n", "2.88,2.46,3.55,3.84,2.92,3.72,3.94,2.78,3.83,3.14,3.62,2.95,3.75,3.49,\n", "3.28,3.89,2.94,3.43,1.92,2.89,3.26,3.29,2.35,3.45,3.01,3.79,3.21,3.44,\n", "2.72,3.3,3.69,3.56,3.93,3.02,3.46,3.59,3.93,3.39,2.57,3.34,3.93,3.01,\n", "4.0,3.08,2.34,3.43,3.31,3.67,3.53,3.51,3.08,3.82,3.46,3.29,3.38,3.68,\n", "3.63,2.7,2.88,3.32,2.54,3.39,3.2,3.04,3.59,3.36,3.03,3.66,3.08]\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqgAAAKaCAYAAADyCqv6AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOy9eXhjZ3n//X2OdsmSbMv7vtvybieBEAIJAQoNS1lbKIV0ARqWshQo749S+qNQ6EVToIUQCn0bCgXSFihLmlK2hheyE0u2LHs89iwezxbPeOwZb1rPef8w50SWtesc6ZF0f65rrvGM5EePHp3lq/t+7u/NJEkCQRAEQRAEQfCCUOwJEARBEARBEEQsJFAJgiAIgiAIriCBShAEQRAEQXAFCVSCIAiCIAiCK0igEgRBEARBEFyhT/M4lfgTBEEQBEEQ6WBqDkYRVIIgCIIgCIIrSKASBEEQBEEQXEEClSAIgiAIguAKEqgEQRAEQRAEV5BAJQiCIAiCILiCBCpBEARBEATBFSRQCYIgCIIgCK4ggUoQBEEQBEFwBQlUgiAIgiAIgitIoBIEQRAEQRBcQQKVIAiCIAiC4AoSqARBEARBEARXkEAlCIIgCIIguIIEKkEQBEEQBMEVJFAJgiAIgiAIriCBShAEQRAEQXAFCVSCIAiCIAiCK0igEgRBEARBEFxBApUgCIIgCILgChKoBEEQBEEQBFeQQCUIgiAIgiC4ggQqQRAEQRAEwRUkUAmCIAiCIAiuIIFKEARBEARBcAUJVIIgCIIgCIIrSKASBEEQBEEQXEEClSAIgiAIguAKEqgEQRAEQRAEV5BAJQiCIAiCILiCBCpBEARBEATBFSRQCYIgCIIgCK4ggUoQBEEQBEFwBQlUgiAIgiAIgitIoBIEQRAEQRBcQQKVIAiCIAiC4AoSqARBEARBEARXkEAlCIIgCIIguIIEKkEQBEEQBMEVJFAJgiAIgiAIriCBShAEQRAEQXAFCVSCIAiCIAiCK0igEgRBEARBEFxBApUgCIIgCILgChKoBEEQBEEQBFeQQCUIgiAIgiC4ggQqQRAEQRAEwRUkUAmCIAiCIAiuIIFKEARBEARBcAUJVIIgCIIgCIIrSKASBEEQBEEQXEEClSAIgiAIguAKEqgEQRAEQRAEV5BAJQiCIAiCILiCBCpBEARBEATBFSRQCYIgCIIgCK4ggUoQBEEQBEFwBQlUgiAIgiAIgitIoBIEQRAEQRBcQQKVIAiCIAiC4AoSqARBEARBEARXkEAlCIIgCIIguIIEKkEQBEEQBMEVJFAJgiAIgiAIriCBShAEQRAEQXAFCVSCIAiCIAiCK0igEgRBEARBEFxBApUgCIIgCILgChKoBEEQBEEQBFeQQCUIgiAIgiC4ggQqQRAEQRAEwRUkUAmCIAiCIAiuIIFKEARBEARBcAUJVIIgCIIgCIIrSKASBEEQBEEQXEEClSAIgiAIguAKEqgEQRAEQRAEV5BAJQiCIAiCILiCBCpBEARBEATBFSRQCYIgCIIgCK4ggUoQBEEQBEFwBQlUgiAIgiAIgitIoBIEQRAEQRBcQQKVIAiCIAiC4AoSqARBEARBEARXkEAlCIIgCIIguIIEKkEQBEEQBMEVJFAJgiAIgiAIriCBShAEQRAEQXAFCVSCIAiCIAiCK/TFngBBEARB8IIkScrf8s+iKAIAwuEwdDodjEYjGGNFmyNBVAJMPgGTkPJBgiAIgigFYoWn/LcsPGN/Xl1dRUdHR8IxwuEwIpEIjEYjrFYrBIGSkAQRg6rf2iiCShAEQZQsiYRnsj/JiI2Gnj9/Hl1dXUmfKwgCIpEItre3YbFYYDQa1XkjBEEcggQqQRAEwSWp0u2iKB4Rp4mQxSdjTLW0vE6ngyiK2N3dRSQSgcVioZQ/QagMCVSCIAiioGSabs806qmm+MwUQRDAGEMoFEIkEoHNZoNOpyvoHAiinCGBShAEQahGbLQz33R7MYRnNjDGlGjq9vY2zGYzTCYT13MmiFKBBCpBEASRFl7T7WohSRJCoRCi0SjW19cRCAQQDAaVv+XHnE4n+vv7D0VLBUGAJEnY399HJBKhAiqCUAGq4icIgqhg0qXbs416Jvp3sYlEIkcEZ+zf8nszGo24evUqOjo6YDKZYDablaio0WhEMBjEuXPncPHiRQwNDcFutx96HXntGGOwWCwwGAzcrQVBaIiqBzsJVIIgiDIlUao9HA5DFEXo9fqSF56iKCIYDCYVnpFIBMBBUVO84JT/NplMh6KhDz/8MG666aaErxcMBpVI6eLiIhoaGtDe3n5kXURRhCiKMJlMVEBFVBJkM0UQBFHJ5JNuv3DhAgKBAHp6egDwm24Ph8NJhWcwGARwMHdZZMqCs7a2VhGier1ek/dms9kwPT2NEydOYG5uDkNDQzCZTMrj8QVUVqsVej3dbgkiG+iMIQiC4AS1PT0TiU/GmCKgikE0Gk0pPCORCBhjMBgMh8RnVVUV6urqYDabYTQai77HUxAE9Pf348qVK5idnUVPTw/q6uqUx2MLqHZ2dqiAiiCyhAQqQRBEAUgW9SyX6na5yCiZ8AyFQgAOhF2s8DSbzXA4HMq/eY40Jvp8amtrMTk5iWPHjmFjYwN9fX0JC6jkLQdUQEUQmcHvlYAgCKIEKPfqdiC7IqPYvZ1OpxMNDQ1K1JPH9xZLmpqMpBiNRoyNjeHcuXOYmZmB2+1GVVWV8rgctb5y5QrW1tbQ29tLBVQEkQYSqARBEAkoRLq92KQrMgqHwwAAvV5/aJ+nxWJBTU1NwiKjSoUxhra2NtTU1GBxcRGNjY1oa2s79OVD3t6wu7tLBVQEkQYSqARBVByVkG5PVmS0tbWFcDiM8+fPK0VGsZXtcpGRyWSquCifJEl5v9/4Aiq32w2j0XhofJ1ORwVUBJEGOisIgigbKiHdnq7IKBqNAjiIesYKT7nIyGq1AgC6u7uL+Ta4RA2BCjxdQLWxsQGv13uogEo+rmI7UFksFiqgIog4SKASBME92aTbT548qVgoxVIKUc9MiowYY0e8PLMpMtrd3VVS98Rh1BKoMi6XC3a7HceOHcOVK1fgcDgOjS+7KcgFVBaLhbZLEMSvIYFKEERRySTqmU26fX19HX19fRrOOHuyKTKKFZ5aFBnlWghE5EZsAdWpU6fgcrkOPS4XUEUiEWxvb8NqtVbc1gqCSAQJVIIgNCFdC83Yn5PBe7pdFEUl6hkvPIPBoBKpjO1kJBfHVFdXK/8udNSMx7XkgXQR1FwjrHIBVSQSwblz52C1WtHa2nro+NbpdJAkCXt7ezAYDLBYLGRHRVQ0JFAJgsiKUqhuzzdVm6jISP45EAggFAoprxFrrVTpRUaljtop/nhMJhPa2tqwt7d3pIAKeDqaGg6HlQIqg8Gg2XwIgmdIoBIEoZBvkRHv+zyBp4uMYgVnok5G8UVGNpsNLpdLsVai6Fb5obVAlSQJOp0OAwMDSgFVb2/vobR/fAcqKqAiKhUSqARRAaiZbpd/5u2GKRcZRaNRrK+vKyJUFp9y1FMQhLyKjEodrUVYKVMIgSqPLxdQLS4uYmNjA729vUc6UDHGsL+/j3A4DKvVSgVUREVR3ldigqgAYqOdPKbb1SC2yChRoZEssI1GI0KhEK5evQqz2Qyn06kIz1LoZEQUn3THSL5bR2Ij70ajEePj4zh79iw8Hg+GhoaOdKDS6XSIRqOKHRUdx0SlQAKVIDilEjw9Y4uM4lPusdZKiToZJSsyeuSRR9DX10cpeCJrtHY4SDQ+Ywzt7e1KB6rm5uakBVT7+/uKHRUd30S5QwKVIApMunR7sqjn+vo6tre30dvby33UU5IkJeqZKPIpRz2pk1HhIZup5GRSxa/V+FVVVUoHKp/Ph6GhoYQFVLEdqKiAiihnSKAShIpkkmrPNd0uR0yKHTkRRTGlp2eiIiOTyURFRhxBoj8xhdifm2p8uYDq8uXLSQuo9Ho91tfXsbOzg4GBAZjNZvo8ibKEBCpBZAAP6XbGmKbRL7nIKJnwTNXJyG63V0yREVG+aC1Q5axBOurq6g51oOrt7T3yhU4QBOULIRVQEeUI3UmIiqYUPD0TvU62RCKRlP3bZbFtMBhgNpsPdTKSI55kdUOUO8WOoMZiMpmUAqqZmRm43W7YbDYAT89Tr9dTARVRtpBAJcoWLdPtxSJ+vomKjGL/ju9kJEc5zWZzUTsZaYnWkeZSJ76SnCgc2Qrg2AKqhYUFpYAqdpzYDlSyHRV9vkQ5QAKVKDl4SLdrTWyRkSw4Nzc3ce3aNezu7iIYDCrvL1541tTUUJERQeRAIX1Qs0EuoFpZWYHP50NNTc2RL9A6nQ6RSATb29tUQEWUBSRQCW4opXR7PmRTZBRvrRSNRjE4OEhFRgShAbwKVOAgUjo4OIjLly9jaWkJdXV1hx6P7UC1u7sLo9EIi8XC5TWQIDKBBCpREJJFPSVJwtbWFhwOR8kLz0yKjOI7GckCtKqqSomA6nS6hO9vc3MT4XAYFoulCO+udKAUf2pobZLDs0CVqaurw+7uLi5evIjl5eUjBVSCIECSJASDQUSjUSqgIkoWEqhEXqiRbvf7/XjWs57FrfAEsi8ykoWn2kVGJC4INeD1PCs2pSBQgYNoaltbG6LR6JECKuBpOyoqoCJKGRKoREIKnW4v1oUz0yKj+P7tcpGR/O9CRCgoMkgQxUUNo3615qHT6dDa2qoUULW0tKClpeXQtZQKqIhShgRqBZJJ1LMc0u3xRUapOhnF7vWsqalR/s1TkREJVILQlkLYTKkhEGPnabfblQKq+fl5DA0NHSqQii+gkqOpBME7JFDLiHQtNGN/TkaxqtuzuTHEFhnF929PVWRks9kOtdEstUgCL0KZKG0KIcJKlVRro8aXQzUjqLHXL7mA6tKlS/B4POjr60Ntba3yeHwBVSQSoQIqgntIoJYA5V7dHhsZDIfDRwSnLESDwaDy/Pj+7XKRkclkgl6v5+r9qQVFUDOD1onIlUzEez7XFrW+HCQbp76+Hg6HA4uLi7hy5Qp6enqOFFAxxhAKhRCJRGCz2aiAiuAWEqhFJtsio/ibL8/CM5b4IqPYyOfOzg4eeeQRMMaOFBk5HI5DFe+8vr9CQcKLILSjVIqkUo1jMpkwMTGBtbW1pAVUcjSVCqgIniGBqhFqptuBw/uWeLqQyHYm8fs80xUZxbbRDIVCmJ6eJmPpNFBkkFADSvGnptQFKnDwHjo6OpQCqtbWVjQ3Nx+5p0iShMcffxxTU1NUQEVwBwnUHIiNdiZKs29tbUGv18NqtSb8/VKIespFRvGCM1aIJupklEuRkXyhJFJDAjUzeDyfiNJA6/OrUAJVRi6gWl5exsbGRsICKjndTwVUBG+QQM2BaDSqRAbjYYxhY2MDVqsVVVVVBZ5ZZiQqMooVooUuMiLhlRkkvDKHjiciF8ohxR+PTqfD0NCQUkDV39+Pmpoa5XEqoCJ4hQRqDsg3v2QCrVgRQUmSlCKjRJFPOeopCAJXRUaCIChbHojUkPAi8oVS/MnJJHWu5fhajiMXUC0sLGBjY4MKqAjuIYGaA5mkrNUWXNFoNGX/9mSdjEqhyIgiqJlB60QQ2lKOEdRYTCYTJicncebMGXg8Hrjd7kOPxxdQyfcOHu8bRPlDAlUDshGoyYqM5L/D4bDSNSRZkZEc9SxVSHhlBq0TQWhLuQtU4OA60tnZiZqaGvj9fuUek6iAan9/H5FIhAqoiKJQuqqmiGQSQQ2FQgiHw2n7t8d2MpLFJ6+djLSCUvyZUe7HgVqQkCd4Ro3zWL535IPD4cDU1BQeeeQR+P1+DA4Opu1AVQn3I4IfSKDmSLIio2AwiL29PUiShPX1daVve2yR0UGBkRkPP6yDIAA33CChkh2WSFBkBq0ToQa0BzU5WneSUuuLuFqfoSAIsFgsaGhoyKiAymQyUQEVUTBIoObIyZMnlWIjk8l0qMjo8uXL2NvbQ29vb9Lf/8lPGL7znYOUidEo4qabKld4kPDKHFongtCOQoj3Yqf4Y5EjsQ0NDYc6UHV3d6csoLJarSW9rYwoDegIy5Hh4eGke3Lkb5ypiC2OrPStPZTizwwS8gShLemEX77nn5oCWC2hK9/HzGbzkQKqWC/v2Gjqzs4OFVARmkMCVQMyEVw33yzBYBCh1x+k+CsZEl6ZQeuUGbROqaEUf3LSHTelbDOVyTjxBVRtbW1oampKWEAle2ZTARWhFXRU5YAaNlMGw4FIvfFGCZVuNUeCIjNIVBCE9pR7FX8m48gFVFtbW0qlfyyMMQiCgEgkgmvXriEUCtE1nFAdEqgaQCnr7GCM0XplAAl5gtCWSrCZynQcvV4Pt9utFFBtbm4eelxO+QuCgN3dXezv79P1iVAVEqgaQAI1O4rVeasUoXUiCO2otCKpTMZpaGjA+Pg4Tp8+jRMnThy5t8lCNRAIYGVlBZFIJO95EQRAAlUTSKBmB0UGM4PWKTNoK0RqaA9qckplbdTwQc1mHLmASqfTwePxYG9v79Dj8hjnz5/H9vY2AoEAXauIvCGBqgFqRARFEXj4YYYf/pAh7lqgOpIErK0B29vavk4ySHhlRincOHmBjiciV0rhPFMzgpppgRNjDF1dXejv74ff78eFCxcOnWfyWHI0dXd3F9FoNO85EpULVfFrgBp7Kn0+hn/8Rx0kCbhyRcTv/q52Edn772f48Y8FOBzA+98fRXW1Zi+VEIo4EwTBA1ob9atFMfeyygVUy8vL2NjYUDpQyWPFFlBtb2/DarVSByoiJyiCmgNqVPGn4+DXJTAGaP0ldHFRgNMJXLsGXLpU+IsIRVAJonDQuZacUlmbYhdbyQVU9fX18Hg82NragiiKSjQ2toBqb28Pe3t7FIQgsoYiqBqghkCdmJDwh38o4to1httu0/bEfvnLRXzzmwKuu05CV1fhL9AkUAk1oeMpPRTNSkyp7EEttkCVaWxshNPpxMLCAmw225HH5WhqOBxWPFMNldzXm8gKEqgaoIZAFQTgllskANrfaIeGJHz0o8XbK0QpfoIgeKBUBCrAjxuA2WxWUv5bW1vY39+HxWJRHo/vQGWxWKgDFZERlOLXABJc2UERL4IgeKCUBKoaqPV+GWNoaWmB3W6Hz+fDxYsXjzxHLqDa39/Hzs4OFVARaSGBqgGVdIFTAxKoBFE4Kk2EZUOlXYfUsquSxzKZTJiensaVK1fg9/uPeKLK0dRoNIrt7W0Eg8GKW3Mic0ig5gGdWOpARv0EQfBCJYn3bGymMh1Lr9djeHgYdXV1mJmZwdWrVw89L7aAan9/nwqoiKTQHtQcqKQLWCGgVqeEmlBEnsiVSosuq/l+48dqbGyEw+HA4uIiqqur0dXVdUgMywVUoVCICqiIhFAENUcq6SKmNSQoCKJw0LmWHBKouZNou4DFYsHk5CQYY/B6vdjf3z/0OGMMev1BnGxnZwf7+/t0fBIKJFCJokNFZQRRWCpJhGVDqRj1q4XaEdRE2wUEQUB3dzd6e3vTFlAFAgEqoCIUSKASRYciqITa0PFEEOnRMsUfj9PpTFtApdfrqYCKUCCBSijMzjK85z06fP7zAkKhwr0uCVRCTSg6SORKughqPtcpHq9xhRSoAJQCKpfLlbCACoBSQOX3+3H16lXKrlUwVCSlIfmc/OEw8K1vCVhfB57xDAkWCzA6KkGv4Sf2rW8JiEaBJ55guO02huHhwlxQKcVPEIWj0vZZZoIoiggGgwgEArhy5Qq2trYQCASUP6IoKgJ1ZGQkYdekUkRtm6lMx2pqaoLT6cTi4iJqamrQ1dV16HcZY9je3kYkEsH29jYVUFUoJFA1QrZOyvXkn51luP9+AYEA8N3vAsPDEl7yEhG3366OaJS/zMdOb2xMwn/9lwCHQ0JTU+rXuXABCASA7u7850IRVIIgtCJWfCb6I197TCYT9vb2YLFY4HQ6YbfbYTabYTabodPpEIlEsLm5iYWFBbS1taG5uTmrefD4xUALm6lMkQuoVldX4fF44Ha7D3WgkiRJKaDa3d2F0WiExWLhbg0J7SCBmiPpRJVsnZTryV9dDej1wP4+YDQCBgNw7RqDGq1PT58G7r5bB4sFeNe7oqirO/j/17xGxDOeIaK2FnA4kv/+iRPApz6lRyQCvPGNUdx6a35zIoFKEEQuiKKYUHTKglS+BptMJkVsms1mOJ1OmM1mmEwm6HQ6Zby5uTm0t7fDbrcnfL2qqipMTU1haWkJW1tbGBgYOPT7qeBVoBYyxR+PXEBVW1sLn8+Hzs5ONDY2AoDy2cn3h2AwiGg0CqvVmvGaE6UNCVSNyDdt3dcn4S/+IoqNDeDSJWB3l+HFL1YnDf7QQwLCYWB7m8HvZ7jlFunXcwa6utL//oULDMEgYDJJOHmS5S1QKcVPqAl94UkPb0IpEdFo9IjgjP0DHLyPWOFpsVhQU1OjCNJcAgSZ7qO8cOECPB4PhoeHYbVa045b7gI1n+0CcgHV0tISNjY2MDAwAODpzyK+gMpiscBoNHK3noS6kEDVCDVEV1+fhL4++V/q3XAnJyU8+iiDzSahpyf7caemJFx3nYirV6GKaCZBQRCFg4dzLVZ8Jop+AgfXUDnKGSs+5f9TKzUdS7q1kR+P7T3v9/vR0dGhRP5S/a4agkrNz68QNlOZotfrMTIygosXL2JmZibh/VOn00GSJOzt7SEcDsNqtWpyHBB8QAI1R9KJKp6jgiMjEv76r6PQ6YBc9vrbbMCf/Mnh9xaJAPfcI2B+XsDv/34Uz3pW5hdREqgEUT5EIpGkwjNefMp/bDYbXC4XzGYzjEZj0URHtoLNbrdjamoKx44dw9bWFvr6+pKmn9UUqMVMy2s9llxA9fjjj+P06dPo7Ow8UkAl7wmOjaYS5QcJVI3gWaACqfeY5sKpUwwPPyygpkbC178u4FnPytxomQRqdvCYKiRKh/zcRcJJ0+6hX3vT6XS6Q+LTbrejvr4eJpMJJpOJ62M3F6N+OfJ37tw5eDwejIyMHCr2yWRsteZYLmNZLBZYLBaIoqhsozCbzcrjskgVRRG7u7uIRCJUQFWGkEDNg1QnZCYCNRw+KH4qBxobJbhcEjY2GF7wguyEeSZrFY0eFHc1NABJ6hcqAlnM04WYUBNJkpJGPgOBAMLhMIAD8WmxWJS0uyw+5chnqR+XuZ5bjDG0tbXB4XDA5/Ohu7sb9fX1qoyt1hwTUSybqUxgjKGnpwdbW1uYm5s7VEAlIxdRhUIhRCIR2Gw2KqAqI0ig5ki6EzGV6JIk4N57BTz6KMOLXiTh1a/mN9KaKQ4H8MlPRnH5MtDZmd3vZhJBvftuAf/f/yfA5QLuuitSsSKVos3poTU6jCRJhyKfOzs7OHPmjFIZLYtPvV5/pNK9sbERZrMZBoOh5MVnJuQr/hwOB6amprC4uIitrS309vYq2xXUOiZ52jeq1VixVFdXK84JcgGVPsYQPDaaSgVU5QUJVI2QfVATsbkJPPaYgPZ2Cf/zPwwvf3lmkdTLl4GVFYa+PkmxhuIJuz236GYmgmJm5mD7wOXLDOvrlRtFpYsuEYskSQiFQkkr3cPhMBhjMBgMivAEDvZOulwumEymihGfhcJgMGBsbAxra2tKelpO+fMWQeV1rHgMBsOhAqqhoSE44vapyfdcKqAqH0igaoTsg5oIpxMYGhKxuCjgmc8UMxKnkQhw1106bGwwuFwSPv7xqKZdpQpJJin+P/iDKL7yFR1uuUXMyAqrnKHoYGUQKz4T/YlGD/Z5G43GQ9XucqW72WyGXq8/IhoCgQBqa2uTen1WMmqJLMYYOjo64HQ64fP50NPTA6vVSgI1DxhjaG5uVjpQuVwuKqAqc8pE4vBHKtGl0wHvepeIq1dF1NRkNl4kAuzsAFVVEra3D/5dLgI1kwjqLbdIuOWWSIFmxC+Uvk5PKayRnF5PJT4ZY4r4lP/Ile6y+CTUJZciqVQ4nU5MTU1hYWFBNaHEq6hUew9qMqxWK6ampnD69Gl4vV643W4qoCpT6AqnEemigjodUFub+XhmM/DHfyzil79kuPlmCTHn4xGWlxm+/32G666T8jbRLwSlICh4gdaKf2Jba8p/7+/vH+puBOBIdyO73a78H4nP4pBOsOUicgwGA8bHx7G8vIyNjQ0Eg0GYTCbN5ljMsdTcz5oKQRAOFVB1dXWhoaHhyHOogKq0oaugRmhhMzU2JmFsLL04uesuHfb3JTz+uIDBwQiybBldcEh0ZQ5FAYpLur7uchRJFp2x1e6xfd2LCblAJEertZHT03t7e5idnUVvby9cLldOY/EsUAs9VnwBVX9/f9ICKp/Ph6GhIe6tzoinIYGaI/lU8WuNXExUVQUl0hqJANeuATU1AG/nJl0sMofEvHak6+su3zQz7etOELFIkgSz2Yzh4WEsLCzg6tWr6O7uzvr6x2tavlhjxRZQeTweDA4OJiyg2tjYwP7+PiKRCBVQlQgkUHOEZ4H6wQ9G4fUydHdLqKk58Fv93OcEnDwp4OabRbzudaVva1XJkEDNnvi+7rEpdy37uhOlhZbRZXlso9GIiYkJZQ/l8PBwVil/ntPyxRorvoCqrq4OHR0daQuoyMGCb0igaoQgCEqVbaGpqQGe97ynRcyVK8CJEwJaWyU88gjD616XfoyNDeDLXxYQDjO8+c1R7rcJVAoUQT1KJBI5JDa3t7dx4sQJpRBJkiSlu5EsNq1WK2prazXt606UHoUQqMDBedzd3Y0rV65gdnYW/f39qMmwYrbU0/JajiUXUJ06dSqjAiqTyUQFVBxDAlUjBEFQDLCLTV0dMD0twuNheNnLMoueer0MZ84I0OslPPywUBbNBMqBShOoqbobya014/u66/V61NfXo76+vqh93XmF9qAmp1ACVaa2thYTExNYWFjA1tYWurq60r6+2pHKYovKRIiimPN7FAQBvb292NzcVAqo4rt6xRdQWa1WKkzkEPpENIInIaHTAa97nYiXveygVWgmdHVJMBolSBIwOMjH+yDKZ79ufGvN+LR7Pn3dd3d3laIkgsgWLQVqIkwmEyYmJnDq1CnMzs5ieHg4pSUVz6KSp3nV1NQoBVSXL18+Ml5sNHVnZ0fJppTLNbYcIIGqEcXcgyojSYDPx7CxAXz/+wL29hh+7/eieM5z0gvO3l7gIx+JQhTBZdeqSoaXLz7JyKSvuyRJ0Ov1h/q6OxwORYhSq0KiHEl2TMtRv42NDXi9XgwMDKC6ujrhc3kVqGpGdtUSu3IB1blz53Dp0iVcu3YtaQeqQCBABVScQQJVI3gQqL/8JcNnP6vD1hZgMgEDAxKefJJlJFCB7HxaicJQ7Mh8fF/3ZK01i9nXvdhrxDu0NrmR77plIgZdLhdsNhsWFhbgcrmOFPpkOk6m8Bb1jB1LLZHIGENDQwOeeuopLC8vJy2gEgQBkUgE165dg9VqpQIqDiCBmiM8V/HLrK8ziCJgswEWiwRRBF78Yro5lTJaiq/4vu77+/uHbJYS9XWPba1Jfd1LB/qMCk+mAs5sNmNychInT56Ez+eD2+2GIaYfNq9CkNfIrjyeXq/H2NiYUkAV754gp/wlSaICKk4ggaoRPAjUF75QxNmzB6n+P/gDEQ4Hfx6oRHbkerFM19c9Eokcaq0pp93lSvdkfd0JgsiMbESXIAjo6+vD5cuXFW9Pp9OZ9Thqzikdavugqplml8eLLaCanZ1Fd3f3kQIqWahSAVXxoVXXCB4EqsMBvPvdVH1fTiSKoFJfd4Lgn1zEYF1dnZLyb2hoQFtbG7cClddobKLx5AKqY8eOKR2oYptsxBZQyZ6pVEBVeOiupBFaC1RRPPA3rak5qNIvB8j+5ijxfd23t7dx6tQpZVM/9XU/Ch1DqaHzrDjkuu4WiwVTU1NYWVnB/Pz8kYhfvvAodtWMxsrjxYtng8GA0dFRXLhwATMzMxgaGoLdbj/0HNmOSs4yWSwW6hZXQCrrzlVAGGN5CdSzZ4Gf/1zA8LCEqamjew6/8AUBv/iFALdbwoc/HEWpaxA5MlhJN85c+rrrdDpUV1ejrq6Oi77uvEKFQARv5HN9EwQBAwMDWF9fx8rKClwul8qzUwceo7HyeInmxhhDS0uL0oGqoaEB7e3tSQuotre3qYCqgJS4rCkemRRJ5XOTvPtuHa5cORCpf/3XEcR+aY5GgV/8QoDZDPz3fzO86EUMz3pWad+Q5Yhzudh7JOvrLkdCc+3rHgwG4XA4YLPZivCuCKKyyUeUqPEFvKGhAYFAAGtra7DZbGhtbS1LoaR2sCLdvcVms2F6ehonT57E7Ows3G530gKqvb09GAwGWCyWsrlf8QoJVI3IN8VvNgPhMIPJJB2Jjup0wItfLOJTn9KhuVnCv/+7gOuvjyKm0LPkKCVroGL2dS/HmxFBVAJqiS6DwYC2tjbs7u7C7/djaGio7LbxaFUklQq5ME1uP5usgEruErm7u6t4NxPaUF5HNUfkK1Df+c4oZmYYenokJGrR/Lu/K2JhgWF7m8FuL/19qLwI1Pi+7okin8Xu687DOvEOrVFyKm0rjVqo4YOqFjqdDoODg7h48SI8Hg/cbjeqqqpUG7/YaF0klYra2lqlgOrKlSvo6+tLWEB16tQptLS0KJ3t6JxSHxKoGpGvQHW5gBe+MPkFzWQC3v/+KE6eZBgYkJCpJnroIYaf/lTAzTeLuO02fm7ihXA9yKWvu81mU6rdeejrzouQ5xm6URC8osaxGSu2mpqaYLfbsbi4iJaWFjQ3N5fF8V+MCGoscgHV+fPnkxZQyd6q+/v7CIfDsFqtVBOgMiRQNaIQgquxEWhszFyshELAN78poLYW+Pa3BdxwQxRx51zRyEd4JWutGdvXXb6YZNvXnTdIoBJEaaJW4U98NNBms2FqagrHjx/H1tYWBgcHS14oFTOCKsMYQ2trK6qrqxMWUMmfp06nQzQaVeyoqE2zepBAzZNU1YG8CQmDAejokLC6ytDcLMFiKfaMnibZemXa113ublTufd15PK6I0oJS/MVBrXVPJHR1Oh3cbrdimTQ8PFzShZRaFEnlOl6yAio5KhtbQLW/v6/YURU721YOkEDNkXQHO483AMaAd71LxNoaQ0vL0eKrQhPb1z0UCuHcuXOKvycvfd15o5LeK0GUE2oK1GTjNDc3w263Y2FhAW1tbWhubs779YqBKIqqFn7lG72OL6Dq6ek5sm1ALqCK7UBlKOXKZQ4ggVphmM1Af7/2EbhkrTWT9XUPh8MAQH3dM4AiqKmhKDPBI4UQqABQVVWFqakpLC0tYWtrCwMDAyWX8i+0zVSm1NbWYnJyEseOHcPOzs6R64wcUBFFETs7O0pQhe5juUECNQ9yOeiiUWBvD9zs/cwFLfq6+3w+NDY2wuFwFPGd8Q+JL4IoTdQSXZmkq/V6PYaHh3H+/Hl4PB4MDw/DarXm/dqFQu0iKTUFr9FoxNjYGB555BHMzc0ldFCI70BFBVS5QQK1gITDwD33CDh1iuEFLxDxkpfwJzTS9XWXC7/U7uueb2ODSoEEKpEvtAe1OBQqgiojF/k4HA74/X50dHSgsbHx0DhqofY1SYsIqppbBuTsn9vtxrFjx9DY2Ii2trYjHaj0ej0VUOUBCdQCcukScPIkQ0sL8NBDAl7ykmhBXz9Za035/6LR6JHuRhcvVkGSajA2poPNpl1f93xbw1YKdHHLDBLxRLakO2byFU2FFqgydrtd8fXc2tpCf3+/EhBQ63qSTxFSInio4s+EqqoqTE9P48SJE0o01Wg0HnpObAcq2Y6KCqgygwRqAWloAIaGJCwtMbzkJdmJsZ/9jOHBBwXcdpuIW289eiGVW2smi34m6useX+0upyAuXwYuX2YIBIB/+zcB0SiwuyviRS/S7qZPkcHMoXVKDYn49NAaHUXryHKxBCpwkPIfGRnBuXPnMDMzg5GREVWjebzuGdVqvFgEQUB/fz82Njbg9XrR09ODurq6Q8+RK/0jkQi2t7epgCpDSKAWEL0e+OM/FhEKHRjtZ8rOjohvfEOAwxHAP/+ziIaG8wD28+7rnojNTeCTn9RhZwdoaZEQDh/YU125wgBoJ4yySfEfO8awtMRw440iYjJWFQEJeSJf6PhJTCEEqlrj5DJPxhja2trgcDjg8/nQ0dGhqkDldc+oFuMlwuVywW63Kx2oent7E3agEkURu7u7MBqNsFgs9GUxBSRQ8yCdWJDT1oetKA6L09i+7vEp90AgAEmSIEkCTKZenD1rRUeHCKfTDKu1Ou++7onY3AR2dw+KuCIRht/4DQnXrgEvfrG26fdMU/wbG8Df/I0OodBBV6xPfaqw2ySKDQlUgtCGTERMvmKiWBHUWBwOB6amprCwsID9/X1VoouVHEGNRS6gOnfuHDweD4aGhhIWUMm1HtFolAqoUkACVUMYY9jZ2VG8PvPp6z49DZw9y9DWJsFq1a7SvasL+I3fkHD8OMOrXy0WxJIKyFx4iSIgSQfR6EikABMjCIJQgWKm+OMxGAwYGhrCzMwMPB4PRkZGYDabizqnUhovFXKkurq6mgqo8oQEah5EIhFsbm4e2fcp93Xf29vDysoKrFZr3n3drVZgYEB7sSgIwKteVfhipUxT/PX1wJ/+aRTz8wy33FJ5RVUUQU0PrVFqqIo/MeW8BzUZVqsVXV1dmJubS7h3MlO0iHjyHJHNBNmP9uTJk1RAlSMkUPMgFAphY2MDFoslYV/3X/3qVxgZGYEpmw2nRSIYPNhrWqxzI5sq/okJCRMT/AgQUQQefJAhEGB4/vPFrPYXZwuJL4LQhnTCL9/zjjeBKos2p9OJyclJLC4uYmtrCz09PVmLJC0inmrvaS2G8NPpdIcKqHp7e+FyuQ49J7aA6syZM2hqasorml1OkEDNA5vNhsHBwaQnpiAIJWGd9OijDF/5ioCmJuD9748ibstMQShl4fXLXzJ85jMHe4iuXgVe/3rtPvNSXieC4JlKi6DGjmM0GjE+Po7V1VV4vd6sAyu8p+S1sMHKBrmAanFxERsbG0kLqE6ePAm73Q5RFKmACgDFkvMk1YFaKgL1pz8VYLcD584Bp04V54QoZeEl74Vl7KAZg5ZU+gWLyB9K8SemkgUqcHBt6erqQnd3N2ZnZ7GxsZHxWFqk5HlO8efyGchfAqxWKzweD3Z2dhI+T6/XIxQKYXt7G9FoZRUBx0MR1DxId4CWikB97nNF/Ou/CmhoADo7iyMSS2WtEvGc50i4dk3E/j7w8pdr/x5KVcgTRCXDu0CVqampweTkJBYWFnD16lV0d3enfT3eU/K8uAzEF1A1NTWhtbX10NzkcUVRrPgCKhKoGlIqous5z5EwNRWF2XxQHV8MSjmCajAAr3hFYT7nUl6nQkFrRORCpUdQYzEajZiYmMDp06fh9XoxPDycMuXPe0qehwhqLHIB1YkTJ+Dz+TA0NHSkgEouHK7kAqrKercFplQEKgBUVRVPnALU6jRTSHwRhDaUu1F/tuMwxtDd3Y3Ozk7Mzs5ic3Mz6XO12OPJk6CMRw3Bq9PpMDAwgNbWVni93oRbKuI7UMkOQZUCCVQN4U10SRK/3qHZdJKqZCoxzUOoC+1BTQxFUBNTW1urRFNPnTqV8DpdCYJSq/FcLhcmJydx9uxZpS15LLJIBYDd3V3s7e1VzL2SBKqG8CS69vaAL3xBwP/9vzrMzfF3c6LIYGbQOqWH1ojIhUIId54EajYiy2QyYWJiAqIoYnZ29kgkj3dBybvLgFxAJQgCZmZmsLu7e+Q5giBAp9NVVAEVCVQN4SnFf+4cw9oag8Mh4Re/IIFaytA6EYT6VJoParbjCIKA3t5etLe3w+v1YmtrS/U5xcKz4NXC+J8xBqPRiKGhISwsLODs2bNHjjk5mipJEra3t5V26OUKCdQ8KEYV/8YG8MUvCvjmNwVksx2luVlCXZ2ErS2G66/n74BOtlZbW8Bf/7WAD31Ih7U1dV8zGgVOnQIuX1Z3XC0hIU/kC6X4i0OpC1QZl8uF8fFxnDx5Equrq5AkSfU9qGrDe4QXePoLUFVVFaanp7G3twefz5dw36kgCBAEAZ/5zGfwb//2b6rOgyeoij8PiiFQ//M/BTz8sIBIBOjqkvCsZyUXK5IE7O8DFstBEdS73y0iGETBjfj9fobZWYZnP1tEZ2fi5yQTXl4vw9KSAJNJwo9/LOAP/1C99fzZzxgeekiAyQS85S1R5Njlr6CQQCUIbaA9qJljNpsxOTmJkydPwufzweVycV9hznMRF3C40EwuoLp8+TK8Xi/6+vpQW1t76PmMMQQCARgMBlXnwRN8H1EljhYC1eU6iPzp9YDDkfx5kgT8wz8IeNOb9PiHfxAQjQInTzIk8QbWjK0t4DOfEfCTnzB8+tM6JNNWyYRXe7sEs1lCNMowNKSuMLtwgcFslhAMAteuqTq0ZvAcpSCIUiaVYJOvTfmcfzwISzXHEQQBfX19aG5uxurqKoLBYN5zKhW0iBgnEr11dXWYmJjA2toalpeXj+iJUChUEq3Uc4UiqBqihUB92ctEtLdLsNmQUrDt7AC/+IWA9nYJv/iFgOpq4Mc/FmA2S/i//zeKtjZVp5UUQTj4E4kw6PXZd93q7QU+8YkogkGgtfXo7z31FLC5ydDfLyGmc1xG/MZviPif/xHQ1JQ8sssjFEFNDUWZiVygCGpu1NfXY29vD+fOnYPFYkFbW1vZf5HWIsWfbEyTyYTx8XGcPXsWMzMzcLvdsNlsAIBgMAiz2azqPHiCBKqGMMZUr7TT65HRHtKqKuDGG0U8+qiAG28UcfYsYLFI2NtjuHSJoa1NnRv4448zfOtbAq6/XsJrXysi/rrkcAB/9mciFhcZrr/+6OMyqURFstT7xYvAxz6mw/4+8Bu/IeF1r8vuy0BTE3DHHXwUsWUKiS8iX2gPamIqTaCqKbL0ej3a29uxv7+P+fl5DA0NlXXqWYtjJdXnwRhDe3s7qqursbCwgJaWFrS0tCAYDFIElciNYtpMMQa8730irl4V4XQeFAPde68Ora0iRkbUm9M//qMOJpOE735XwE03iQkjs319Evr6Ur9mLsJrY4Nhfx+wWg/eXyVAApUgShM1RQ1PQlceS943ub6+Do/HA7fbDbvdrsr4vFHICGosdrsd09PT8Hg8eO9734vGxsayjqDSHlQNKbbNFGNAdfXB3z09wMc+FsWdd4qI66iWF/39Ira2GGpqJNTU5D5OLmJ+cFDC854noaUl++hpqUIClSC0oVQ6SamF2gJVHquhoQGjo6NYWlpKaJVUDhRLoAIHBVTXX389XvnKV+InP/kJPB6PqvPgCYqg5kExqvgTEY0e7MWsrQUK/WXqPe8RsbIiobX1YF9sNni9DD/9KcPNN0sYHs6+65ZeD7zxjUd/59o14H3v02N19UCUP/OZ5XOBpNRsekjEp4eOo6OUilG/WmglUAHAarViamoKy8vL8Pv9GBoagr6YvbRVRusq/kx4/etfjx/84Af42te+hpWVFXz84x+HUc3oEweUzxFTJFIdUIUSqN/8poDHHjuIYra2Ak4n8IpXiAURq2YzMDqavRgIhQ46W5lMwOIiw8c+pp6oeOQRAR4Pg8l0sAXhmc/ktL9rjpD4Igj1EUURoiji2rVrCAQC2N/fP/S3KIoYGhpCVR4+fbwJVLVEVqLon06nw9DQEC5evKik/DNZu1K4vhWqij8dOp0OX/3qV/Gf//mfuPXWW/Ff//VfqMknlckZJFDzJNW30EIJ1NlZhsZG4NFHBTz1lASTCejuZppHDiMRYHmZoa5OQn19dr+r1x9EfC9eZKitlWA2q7dft69PhNWqQzB4UChWTlB0kCByIxqNIhAIHBKd8s/hcBjhcFh5ntlshsVigcvlgtlshtlsxtbWFhYXF9HZ2YmGhoYiv5v80TKCGktTUxPsdjsWFxfR0tKC5ubmtB271PYsVRtRFFWPCOeybSAQCMBiseBP//RP8fKXvxzV1dWqzqnYkEDVkEIJ1Fe+UsT3vifg+utFbG4y6HQH4k9rvvY1AQ8+yGC1An/1V1FFpK6uHniujo1JSSvwBQH44AejOH6cobdXgtmcfYo/Gb29wH/8RxibmwyDg+Ul5kigEsRRJElCMBhMKD6DwaASnZLFpsVigd1uR319PSwWCwwGAy5fvozNzU0MDAwkHF9OWy8sLODatWvo7e3lKiKaLYUSqABgs9kwNTWF48ePY2trC4ODg9Al8QUsla5PhaziT0asD2pfX19WvxuNRnH99dejtbUV999//6HHJEnCu9/9bjzwwAOwWq34yle+gunp6azGVwMSqBpSKIF6000SbropCkkCTpxgMBoldHRo/rI4cYLBZgN2dxmuXGGor5ewvQ186lM67O0xtLZK+PjHk9ts1dRAifIGAuoKr8ZGoLGx/IRcKd8QCwWJ+PIjHA4nFJ+BQECx8jOZTIr4NJvNcDqdsFgsMJlMGd34MzHq1+v1GBsbw+nTpzE7O4uRkZGStVNSU7hlkvLW6XRwu924cOECZmZmMDw8rPh5ajUvgB8xqcWYgUAg5yr+v//7v4fb7ca1BF1q/vu//xvLy8tYXl7GY489hre97W147LHHcnqdfCCBqiGFvlEyhrR2TmryxjeK+PrXD3xW5deNRA5M+Q88Vw86WmVybSimJVcpQeKLKDdEUUwqPuU+5Hq9/pD4rKmpQUtLC8xms2qp1kyFDGMM3d3duHz5cknbKakdQc1UXDU3N8Nut2NhYQHt7e1oamrSbF4AP2IykzGzfd+5+qCePXsW//Vf/4U///M/x6c//ekjj3/ve9/Dm970JjDGcOONN2JrawsXLlxAc3Nz1q+VDyRQ84CXKv5iMTgo4a/+6nCEtKYGeNvbopidZbjlluTG/PEwpl6Kv9whgUqUCpIkIRQKJSw6CgQCihiJTb3bbDbU1dXBbDbDaDQWLGuQThjFn3d1dXWwWq3w+/0JhRbvFDLFH09VVRWmpqawtLSkbKuQU/6lEEHVqoo/lzFz+Z33vOc9+NSnPoXt7e2Ej587dw7t7e3Kv9va2nDu3DkSqOVEuQvUZExOSpicTC6iJAl4+GGG8+cZXvhC8dderRQZzARaJ4InIpFI0uhnOBwGYwxGo/FQ9NNutys/q32Tz4d0QibRY/K+1MXFRWxvb6O3t5er95SKYgpU4CAqPjw8jPPnz8Pj8WB4eBhWq7VkIqilIHoTcf/996OhoQHXXXcdHnzwwaRziacY28tIoGpIpQrUdBw7xvCJT+gQiTAsLjJ85CNRSvFnCAnUzKA1yh9RFBEMBhOKz2AwCOBgX2Fs9NPpdKKpqUlJvZfanulc5qvX6zE6OorV1VVlX2op+FGqKQRzFYGMMbS2tsLhcMDv96OjowNVVVWqV/GX6x7UXK5zDz30EL7//e/jgQceQCAQwLVr1/B7v/d7+Nd//VflOW1tbVhbW1P+ffbsWbS0tGT9WvlCAlVDSKAmJhIBJImBMeDXzi6U4s+QUrvhFwNao/RIkoRwOJxQfMqen4yxQ4VHFosFNTU1SuFRua1zPl9qGGPo6uqC3W6H1+stiX2pxY6gxmK325VI9KVLl0oigqrFmIVoZvDJT34Sn/zkJwEADz74IO66665D4hQAXv7yl+Pzn/88Xve61+Gxxx6D0+kseHofIIGqKSRQEzM6KuHd745gdZXhla88WJ9yu9lpCUUHiXREo9Gk4nNnZwePPPIIDAbDodR7XV2d8nMyC6ByRg3B5nK5YLFYsLCwgNbWVtVv6mqe+zwJVODpSPSJEydw4cIF7O/vw2KxcDG3QoyZi+hVcw5f/OIXAQB33nknbr/9djzwwAPo6+uD1WrFvffeq9rrZAMJVBVIdrAWU6CeOAH8x38IGBoCfuu3Mi9WKgSMAS96kQSAhFa2UIqfkD0/kwlQAIrnpyw4HQ4HGhsbYTab8cQTT+Cmm24q8rvgD7VER/y+1L6+PlWjbcWovM9kLDXmxRhDfX099vf34fP50N3djfpsu8DEUUoR1EIHam699VbceuutAA6EqQxjDHfffXdB55IIEqh5kO5gKmZU8Itf1OHy5YMuU2NjInp7izaViiMQAB55hMHpBKamJFW/HJBALW8kSTpSeBQrPmM9P2XxaTabUV1dDbPZnJHnJ2UrEqNmVEyn02FkZARra2vwer0YHR1VZVw1z301BZGaY0mSBJPJhKGhISwuLmJrayuv4jOtjPqLPWYl3AdIoOYJrxf7piYJZ84IsNkkcL4VCpHIQVW/31+NZzzjoA1qKfPNbwq4/34BOh3wF38RxdiYehcSXo83nuBZxOfi+VlbW6v8XIg9apVKqmMml+OJMaYU/Xi9XlWyabyl5WPHUtv032AwYGxsDGtra/B4PBgZGcnJlF6rdHyxU/zhcLhkm0RkCl3typS3v13Es58toaVFAu9to3/5S4avf13A+noThoYYnvc8PsVFpuzuHohsUTyIpqoNr+Kr0oltt5ko9R7r+SkLzmJ5fhKJ0WL9a2trMTY2hsceewznz5/PqxqaZ4GqhdiVRb7T6cTc3Bx6enpQl6x/dhJKKcWfzZj5dJEqFUiglikWC3DjjaUhZA70FgNjpTHfdPzu74qwWgGXC5ieVvc98RwdLHcikUjCtPv+/j4ikYji+Rmbenc4HMrPpeKPWalo6UNpNpthtVqxubmJ7e1t9Pf35/RavIpKtVP88WM5nU5MTk4qKf+enp6M14+Xgia1xwyFQjl1kSolSKASRefmmyWIYhR+/zpuvtlV8Nc/fpzhRz9iuO46Cc96Vv7ir7YW+MM/1KY4jgRqZmS7RnLqPVHkMxgMQpIk6PX6Q+KzpqZG+bncU22VgBZCJnZsQRAwPDyMs2fPwuv1YmRkJGuBwWNhkzyWmin+RGMZjUaMj49jdXU1q/XTag9qsUVvrm1OSwkSqETRMRiA5z9fgsWyiULf5yUJ+PznDy4Kc3MCBgcjqK0t7ByygVLA6YkX8fGen/HRT/nGIItNOfXucrmUwiNa9/JHa4HKGANjDO3t7aiqqsLs7CwGBwfhdDqLMsdSHEv2m3U6nZidnUVvby9crtRBjVKymcpmTErxE0QKQiHA52OorZXQ3Z3++ZIELC8fGPT39+cWBZybY/jqVwVcf72E3/md/O2zGDuIeJ45w+BwSMj2C+nsLMO3vy1gZETCa18rohBZXIqgHkauepf/rK+vIxQK4amnnkIoFFIKLmKjn/X19crPlej5SSRGa4EqU1NTg/Hxcfj9fjQ1NaG1tTWncfKdE4/R2EwiiTU1NZicnMTCwgKuXr2K7u7upK+vRQQVUP9YyfbzoBQ/kZZMUq5afjMvJvfdJ+CnPxVgNAJ/8RcRdHSkfv7jjzN85SsHJ+Cb3yziuuuyF1p//dc67OwAs7MHIrWvL3+x9t73RrG4yNDVJcFmy+53v/lNAaII/PSnAm68UURnZ97TSUmlpfjldpuJUu9y4ZHcbjNWgNrtdnR1dcFgMJTluUeoj5bnVaKxzWYzJicnsbS0hGvXrmFwcDCtQOF13yigrj9rJmMZjUZMTEzg9OnT8Hq9GB4eTijYSuX+m0uKnyKoRF7IgqIUTpBsWV8HjEYJ4TBw7RpDOuP9jY2DFqeSBFy5kvg56daqtVWC13tgn+VwqHNDcTpTF5QFg0gaWR0YkPDoowzV1VJBtgaUk0CVU++JxOf+/j6i0ajSbjPR3s9knp9ra2uQJKkk+qET/KD1dTrR2DqdDm63G+fOnYPH48Ho6GjKqBivaXk1yWZejDF0d3fjypUrmJ2dRX9/P2pqag49p1AtRPOF9qAehf9PrcSRu0mVYwXv7/6uiG9/W0BbG+B2pxdNz3mOhPX1g7T8TTcdfX6yi1I4DHznOwKuXgXe854olpdF9PRob58ligev6/MxPOtZIl784qNzftObRNxyC1BXh4L4zfJ4Q0lGNBpNKj7D4TAAHCk8kvd95uP5yRijFsNE1hRiD2oiGGNoa2tT9qUODAygurpa8znyKlBzEZS1tbWYmJhQUv6dnZ3Ke+P1fcZDAvUoJFDzJF1Eq9DtTiUJ8HgYQiHguuskTYuOWlqAP/mTzN+b3Q78/u8nf74sLOL3BD7xBMN3viNAEA72jL7lLYVZz52dgz2v7e0SHn1UwAteED3SRECvR8G7dPEQQY33/EyUemeMHUm7y3s/yfOT4I1UQibfcy4TkVRdXa3sS21sbERra+uR36kEgZrrvEwmEyYmJnDq1CnMzc3B7XbDaDSWTIAo2/dNRVJE3hRaoHq9DF/60sHJePWq+Oue96VBMrFfVQUIwkFEM4uCV4UHH2T4q7/Sw+0W8Xd/F0Wm53RVFTA8LGFhgeGGG0QuOlwV6oaSLvUOHNwQZPFpsVjgdDrJ85MoWYoVQY3FbDZjamoKS0tLWFxcxODg4KEv7JUgUPMRlIIgoLe3FxsbG/B6vRgYGCgZgQpkd32nIikiLen2mBZaoP46cwpBYAgGC/ayqiAIQkKBOjYm4f/8nyh2d4Hrr89ecN91lw7b28AvfyngscdE3HJLZmMIAvA7vyNibw9ZF0/xTKznZ7z4DIVC5PlJECqTjRgUBEHZlyr7fcqRMrVFJY8CVY336HK5YLPZsLCwAABwOBxqTI0rqEiKyJtCC9TpaQnXrokIBIDbbiud6CmQfO8gY8D4eO7v5YYbJHz3uwxWK9DTk904jJWWOJUkCaFQKGm/90rx/ORhGwRRWvAQQY2ltbUVVVVVmJubU4p/eI16qola71F2SXjyySexuroKp9OpypdrXq4tgUCAIqhEfhRaoOr1wAtekPgEmplh8HgYbr1VLPi+yUzQqkL9wx+O4mUvE9HSIqGpSfXhC0okEkE0GsWlS5eOiM9wOKy024xNvdvt9ory/Cz3GzihDbwJVOCgxefExAT8fj92dnZgs9nK/vhWMyUvCAKcTieMRiM8Hk/WjRG0nl8+UIqfyJtkaetCs7kJ/MM/6MCYhF/9So8vfCGSl8n9xgZgNB4UPj366EER0/OeJ+I3fzP396rVWul0B5Fl3on1/IyPfsa22wwGg7hy5Yqy77OxsREWiwV6vb7sb14EoRU8ClTgYK/35OQklpeXcfnyZdhKKaWTA2p/DqIoora2Fo2NjVhYWEBDQwPa2tpyfg1eBGogEMhbbPMOCVSN4cXyRq8H9HoJu7sMNTX5ibWHH2b4whd0sFiAP//zCP7mb3QwGoG779bhhhsiqKvLbVxe1koLYj0/E6XeZc/P2MinxWJBTU0NLBbLodT7ww8/jMHBwSK/I4IoL9IJo3xEU76iSxAEDA4O4vjx41hfX0d7ezssFkvO4/GM2gIw1lFkamoKKysrmJ+fh9vtzsnKTs0OXPlAEVQibwqd4k+G3Q586ENRHD/OMDUl5RU9ffxxBpNJwrVrDKdPMzQ1AWfOANXVgNWa+7ilbEIve34mEp+hUAgAjqTe5X2fFoulIlLvhaKUjyOiPFHreKytrUU0GoXP50NfXx9qC9EdJA1qn2taRFBlQSkIAgYGBrC+vo6ZmRm43W7YszSwVrsDF5DbGpJAJdKS7kBVU6BubQGhEHI2qO/pyb5IKBEvfrGE+XkBnZ0SxsclTExEMDfHMDgolaVAlSQJx4+HsLISRl/fDozG/UNCNLbdZrznp8ViUdptRqPAv/2bgBMnGF7/ehFtbfy9V4KoVNIJo3yvTWpE3SRJgtlsRm9vL+bn57G9vY2Ojo6ibu1RW7CpLVATjdfQ0ICqqiosLCygubkZLS0tGb+mFin+XN4z+aASeaOWQD13DvjHf9QhHAZe85rc+tirxdCQhC9/OQIASiQ2U+umVBQj2ixJEiKRyKGIZ6z4jEQi2N424MtfHkAoZEB/vxXvf7+Y0vMzFDqIMjc3S4eK0VZWGP77vwVYrRK+8hUBH/94tKDvlSCI5Ght1K8G8hyNRiMmJyexsrICv98Pt9tdtCyM2ilvtQVgsvGsViumpqawvLwMv9+PoaGhjFL+WuxVzuU9UwSVSEuhIqjr6wz7+4DVKuHECVZUgQogry0CycdUP4Iqe36mSr3r9Xol1W42m1FbW6v8rNfrceECYLfrYTAcbI1oaUntqffZzwr44Q8FmEzA3XdH0NNz8P81NRIsFgl7ewydncXf9kEQxNPwWiSVbBw5XX3hwgV4PB4MDw/Dmk8KS4U58TpeMvGn0+kwNDSEixcvwuPxwO12o6qqKuV4WkRQcxmTIqhE3qglUAcGJAwOSrh2Dbj55vIUN9kK1ESen/Gp9/jCI5vNhrq6uqzabTY3A29+cxQ+H8OLX5x+7U+fFmAwAKEQw+XLTNlW0dAAfPSjUVy+zDA0ROl9guCJUhOoMs3NzbDZbJifn0dvby9cLlfer5PvnPJB7S0DmYzX1NQEu92OhYUFtLa2orm5Oenv8CJQg8EgRVCJ/FBLoNpswJvfXJ7CVCZ+reJT76k8P+WIp91uV35W8yJy880Sbr45M1H5nvdEcc89Avr6xCP2Vs3NQHMziVMt4XUvM8E/pShQgYNOSZOTk/D7/dje3kZnZ2fB9qVqUXWvdoo/k7Ww2WyYnp7G8ePHsbW1daTNbOx4WgjUbD8vSvETecNLFT9vyJ6fseJzY2MDm5ubkCRJ8fyM7/Xe1NSkpN559fwcGJDwmc/Q/lKCKCW0/FKjtUAFDlxCJiYmcOLEibQ2Smq+V94jqNkIXp1OB7fbjfPnz2NmZgbDw8NHfGe1iLTnIsqp1SmRN+Xs7ZkM2fMzUeRT9vwUBAEmk+mQ56fdbofL5cqqopIgCEINtC6S0lqgAgcBkf7+fmVP5cjISMJ9qWqKrELuGc2FXARvS0sLHA4HFhYW0N7ejqaYFoSU4i8cJFDzpJA2U7wQjUaTis94z0853V5XV6f8nKzadHd3V7FkIgiCKCQ8G/XHjpOJkGlqalL2pfb09KDu191T9vcPXEaqqtQTlbzbTAG5fXZVVVWYmprC0tIStra20N/fD51Ox00VPxVJEXlTagJVkqQjqfdknp+y4HQ4HGhsbITZbM5LYFZitJlQH9qDSuSC1kVSao2T6RztdjumpqaUfakORze++lUD9vcZbr89oGoEtdgRz1TkM5Zer8fw8DDOnz+vOCXwEkGlPahE3vAkUGXPz2TiMxKJgDEGk8mkiE+z2Yzq6mqYzWaYTCZNW7yRsCAIoliUahV/KgwGg7Iv9Re/WMa1a244HMCxYwIGB/lM8QPaFavlAmMMra2tcDgc8Pv9cDgcqtt55SLKKcVP5E0hBarcbjOR+AwGgwAOLlipPD+LiSAImgjUpSWGcBgYGcmvxStBEEQuFEugAgcCq6+vDzrdOjye0wgEWnHDDRHs7KgTbCh3gSojR6RnZmawu7uL1tZW1QI2uUShw+EwjEajKq/PKyRQNUYtgSqn3hOJz0AgoKQIYsVnVVUV6uvrs/L8LCZapPgffZThk5/UQZKAd7wjihe9qDwitFpGewiiEinHCGos3d0N+MAHdrCw8ATM5lbs7qq3B1XLzBpP6PV6NDc34+rVq0rK32Kx5D1urmtY7vcAEqgak6lAjU29x6fg5dS70Wg8lHpP1W6zFNEixX/+/EH0VKcD1tYYgNIXqPI6lfvFKVdoqwiRC1qfU8UWqMDThT8+nw+hUEiV91xp1yJJklBXVwer1Qqfz4fu7m7U19fnNWYlifxsIIGaJ5lU8UejUezt7SVNvcuen7His6amRvnZYDAU6N0UFy22Qzz/+SIWFxlCIeC3fouPvcD5Ukk3A4IoFOUeQZUxGAwYHByEz+fD3NwchoeH87rHVJpAlcWkw+HA1NQUFhcXsbW1hd7e3pxFJgnUxJBAVYFwOJxQfMrRz1AoBFEUFcFps9ngcrmUwqNin9yrq8DWFsPoqIQkDlA5EY0C//APAmZmBPzBH0Rx222po1papPidTuDP/7y8TPMpQkgQ6lMpAlXGbrejoaEBXq83ox70hZhTKRD7fg0GA8bGxrC2tqb4zuZi/ZRLkVQl3ANIoKrAxYsXsb29rQhQed+n2WxGMBjE0tISpqamij3NhJw6BXz4w3olwvh7v6eeQDx9GnjoIQEul4SvfU2H226LpHw+Ca/MoXUiiMKhhlG/GhEytYVufX09rFYrFhYW0NnZiYaGhqzHUtsWSk20uE7GRzsZY+jo6IDT6cTc3Nwh39lMke0bicOQQFWB9vb2pBcfnmymEnHpEkMwCJhMEk6fVnfspiagoQFYX2e47bb0a6BVFX+5QUI+NbQ+RC5UUgQ1VlTabDZMTU1hYWEB29vb6Onpyeo11PZBVZNCepY6nU5MTk5icXERV69eRXd3d8avncs8ef1SoCZ8HlVlBO8CdXJSwgtfKKKvD6pGTwHAZgP+9m8juOuuCO68M/3YZNSfGSTACEJ9KkmgxotKvV6PsbExCIKA2dlZhMPhgs9JC7SYW6oxjUYjxsfHodPp4PV6FXvHdGQrUHmOWqsJRVBVItlBy7tANRqBP/5j7eZnsx38yQQSXplRCRcmgig05dZJKttxGGPo7u7GpUuXFAulTPalqimW1L7+F6PrE2MMXV1dcDqdmJ2dRV9fH2pra1WdZyWY9AMUQc2bTKr4eRaoPEECNXNonYhcoOMmNVoKVB73oCaivr4eIyMjWFxcxFNPPZXRWGoa1qv5GWix/SBTMVlTU4PJyUmsrq7i5MmTKc89EqiJIYGqAqlOKBJdmZOtmN/ZAZ54guHsWQ0nlQGSBKysMFy4UJjXo2OKIEqLUoigxiLvS11fX8fKykrK67KaolJtgapFKjybORqNRkxOToIxBq/Xi1AolPB5uQjUXNwCSg0SqBpD6djMyVZ4/fM/C7j3Xh0++1kdNjePPv6FLwj4jd8w4Etf0vYw//a3BbzjHXq89a16rKxo/3mTQE0NrQ+hBfley3nbg5puHL1ej9HRUej1eszOziYVV2qKSrVT8sVI8ccjb53o7OyE1+vFZoKbVbZCmiKoBFFgMhEWu7uA/GV+c5PBYpEQDDIEAoeft7kJfOUrB7YdX/6yDteuaTHjA7xeBr1ewv4+w6lT2r2ODAkwIld4LmgpZ3gskspkHHk/ZUdHB7xeL7a3t488R+09qGqn+NU+3nMVvbW1tZiYmMDp06dx+vTpQ9fwbLcikEAliAKTLsX/ve8JeP/7dfj7vxcQDgN/8AdRjIxIeN3romhuPvxcux3o6pJw7RrQ1ydlXKiVC298o4i6OmBqSsQzn0nCkSCIw/AmULMVlS6XC6Ojozh27BguxO1lUnOfZylEUPP5DEwmEyYmJhCNRjE3N6dEpSnFnxiq4ie4IV1k8Gc/Y2huBo4fF3DpkoiODuAP/zCxoNXrgXvvjeD4cYaBAXU7ZMUzOCjhX/4ldRMCNaEIanpofQg1UcOonyeBmouotFqtmJqawrFjx7C9vY2+vj7Fu5oiqJkjCAJ6e3tx+fJleL1eDAwMUJFUEiiCSnBDOuH1gheIOH8eGBwUkUnDE5sNmJrSNnpaDEigpoZS2ARvFFNYqjkfvV6PkZERmEwmZV+qmil+tYuaeNiDmoy6ujqMj4/jxIkT2N3dzXoPKkVQiYwgwaAO6VL8L3uZhOc/PwqLBVDjGhaJANEoUGpfROl4I3KF9qAWBx4jqLmOwxhDZ2cnqqqq4PV6YbPZUFNTk/ec5HmpKSgLbdSfLWazGVNTU3jkkUewuLiIkZERGAyGtL9HEVSCiEGSgNVVJKyWV4tMhJfVqo443dgAPvUpHT72MR2Wl+mGTRCEdvAgLNUex+VyYWxsDJubm7hy5Urec1JrXrFoEUEF1M3SCIIAs9mM5uZmeDweXMugopcEKqEa5RDx+uEPGf72b3X4xCd0WF/X5jUKuU6nTjFsbgJ6vYSZmdISqOVwPBFEJaGmsFQDteZjsVhQV1eH7e1tLC0t5d2URm1BWSoZA1EU0dDQgLGxMSwvL2NtbS3lZ10pKX4SqCqQ7gQohx7zS0sMVuuBzdP6ujYnvLzhvhB0d0uorQUiEYbrriutz4YEampofZJTKjdsHhBFEXt7e9jY2MBTTz2FSCT3QkieIp9qjgM87fNpsViy6j+v9bwA7SKoWsAYg8ViwdTUFPb39zE/P5/0mKuUCCrtQS0A8t5KnZal5BrzspeJ+PrXdRgYkNDfn/jm/9BDDI8+yvCSl0gYGspeIBRSyLtcwAc+EIUoAkZjQV5SNUiAEUT+RKNR7O/vY39/H4FAAIFAALOzs9jf31eKdcxmsxKpOnv2LEZHR2GxWLJ+Ld4in2rej+SxOjo6UFVVhdnZWQwODsLpdOY0VqUKVBlBEDAwMID19XXMzMzA7XbDbrcfek4oFCKBSmROqgtHti08eaS3F/jIR6JJH9/YAP7hH3QwGiX4fALuvTeS9V7RQgsvfYke/ZUcAZMkIBQ6+FJRwctAZEA4HFbEpyxE5X/LxTgWiwVmsxkWiwU6nQ69vb0wm83Qx10cAoEAXC4XfD5fzuKLp8inmsVIsXOqra3F2NgY/H4/mpub0draWrR5xc+t1GhoaEBVVRUWFhbQ3NyMlpYW5b0EAgFUVVUVeYbaU6K3aL5IdwKUg0BNh8EAmM3A9jZDW1tuYxQyxV/qVOI6SRLw6U8L+NGPdHjBC6J4//vFpCK1EtenkpAkCaFQKKEAlVPMer3+kACtr69X/p1IBJ09ezbpTV+SJDgcDoyPj2N+fh6tra1oju8Okma+vAlUrbxL5TT10tIStre3MTAwkLHorOQUfyJk79nl5WUsLCxgcHAQer0ewWAQdXV1xZ6e5pBALQCVIFAdDuCv/urAGH9qSsopulUOe3ULQaWm+Hd2gB/9SEBrq4Sf/ETAW94iorq62LMqLUoloiSKIoLBYEIBGg6HAQBGo/GQAK2urobFYoHJZNLsPcq2QAsLC9jb20NPT09Gr6X2ns98UXM+idLyOp0ObrcbZ8+ehcfjwejoaEYpabVT/KVyvKdCp9NhaGgIFy9ehMfjQXNzc8UUSZFALQCVIFABoLMT6OzMXThVqvDKlkpdp6oq4MYbJTz2GMMzniEhWZa11G9IlYAoiodS7rECNBo92EokC0+z2QybzYa6ujpYLBYYDIaifsY6nQ6jo6M4efIk5ufnMTw8nHY/J29CSe0IaqIoJWMM7e3tyr7UgYEBVKf5Rql2il8LwVssmpqaYDab8eIXvxhjY2OYnJws2lwKBQnUAsCbQI1GgcceYxAE4IYbtG0Dmg08XcB5plLXiTHgL/8yio2NgyK3Cl2GkiASiSQUoIFAQBENFotFEaBOpxNNTU2wWCxH9n/yQux5xxhDb28vLly4oEQIU0W0yl2gphqrpqYG4+Pj8Pv9aGxsRGtra9LnayEoed/Tmo3ora6uxo9+9CO86lWvwuc//3m84AUvgK3cWiXGwOeVoMzgbW/l//4vw733HqjSP/7jKJ773PznduYM8MADAgYHJTzvefy813KFp+OpkAgCUF9f7FmULmrcYCVJUgqQEglQ4CDKGJt+d7lcyr9L2c0knubmZlitVszNzWFoaAgOhyPh88pZoGYiKs1mMyYnJ3H8+HEcO3YMAwMDCY8DLSKoPI8HZP9ZOBwOPOMZz4DNZsOtt96Kr371q3C73arOiRdIoBYA3vZW7u09fTL8+n6SN1/+sg4bG8CvfiWgtzeCjo7Uz796FThxgqG7W4JKXfIqhkpN8WcKrU9+SJKk7P+MF6ChUAgAYDAYDglQh8Oh7P8sxaKUdMdLqsedTqdSud7e3o7GxsaEv8+TQFVTaGUqKuW9lOfPn4fX68XIyMiRqLPa61QKRVe5RI2DwSDe8IY34A1veAPe+MY34jvf+Q460t10SxASqCpQalX8L3yhiEAA0OmAW25R50ZeWyvh7FkBFosEqzX1c0UR+Nu/1eH8eYa6Ogkf/3i05LxIiwkJMCIfJEnC3t5eQgEqG4ObTKZDArS2thYWiwVGo5EroaUW+QoZi8WCyclJLCwsYHd3F93d3YfG402gFjLFHwtjDK2trbDZbJibm0N/fz9qYiIUoiiqusVDi85UWkRQsx1TLpIaGxvDQw89VLaeqCRQVaDUBKrFAvz2b6s7n7e+VcTcnISWFgnp3C8iEeDSJcDhkHDlChAMlp5ZvlpcvQp8+tM6rK8zvPe9UQwMpBeePN3oCP6INaCPF6DyY0tLS4r4tNvtaGhoUPZ/VuLxpYZg0+v1GBsbw4kTJ+D3++F2u5U0NgnUw1RXV2NiYgLz8/NoaGhAW1ub8sWb9wiq2p9jLiI6tpNUpuI0EAjguc99LoLBICKRCF7zmtfgox/96KHnPPjgg/it3/otdHd3AwBe9apX4SMf+UhWc1MTEqgFgDeBqgU2G/CsZ2UW1TMagbe8RcSPf8zw2tdKiGuSUVH4fAxLSwxVVRJ+8AOG970vM4FKEdTKJXb/Z6wATWZAX1NTg5aWFpjNZkSjUfh8PkxNTRX7bXCFWkKGMYa+vj4ljS3bK/F2vhZboAIHwmpqagrHjx/H4uIiBgcHud8zqlWKP9sxc+kkZTKZ8LOf/QxVVVUIh8O4+eab8Zu/+Zu48cYbDz3vOc95Du6///6sxtYKEqgFoBIEarZcf72E66/n66JdDLq6JNjtEvb3GaanMz9GeLvhEeqghQF9LLKFE6EtLS0tsFqtmJ2dxdDQEAC+Mh9qRxZzHUsQBGVfqsfjgcPhULUqnfeILJCbQA0EAln7oDLGlEYU4XAY4XCYq2MyESRQC0C5CFRJAn7+c4aLFxle+EIRLlexZ1T6tLUBf/u3UezvA5k2pqEIamp4Xh9eDegrHS2ER3V1NcbGxjA/P49IJMLVZ8fbloOWlhZlX6rRaES9SlYdpRJBzfazyCWCChx8Qb3uuuuwsrKCd7zjHXjmM5955DmPPPIIJiYm0NLSgrvuugsjIyNZv45akEAtALxV8efK8jLDN74hQKdjuHIFePvbS/898UB1NbLqiMSzAKt0eDeg502Y8IJW6yK3/XzooYewurqKrq4uLtafx+PA6XSioaEB6+vrEAQB7e3tqlii8V7Fn0uRVC4RVODAScHr9WJrawuvfOUrMT8/j9HRUeXx6elprK6uoqqqCg888ABe8YpXYHl5OevXUQsSqAVAEASlOraUMRgk6HQM4TDSVuoT2sHbjaWSSGZAv7+/r9wMS82AntBWsMlbMiKRCBYWFjA0NFR0L1hee9QLgoDe3l5sbGyoslalEkHNp0gqF6qrq3Hrrbfihz/84SGBGuvje/vtt+Ptb387Ll++jLp0lc8aQVdMFcikir8cIl7d3cC73nXQyWd6Wrv3w+O3+0xYWwOuXGEYG5Og9bW/HI4nrcj12MnGgF4WoOVqQF9paH3NYYyhv78f586dO1Q8lQ1qnvO8XmMlSYJer8fAwIDSpWtkZAQWiyXn8XjvJJWLQI1Go1l/4b106RIMBgOqq6uxv7+Pn/zkJ/jgBz946DkXL15EY2MjGGN4/PHHIYoiXEXcy0cCtQCUyx5UAHC7tRVGWliNFIJTp4D3vEePYJDhta+N4o/+SLvPm1L86Um0PtkY0Muis9QN6BNRaucWD6h1vrW2tirFU263G/YsLEx4qLzXmtj9mM3NzbDZbPD5fOjt7c1JKKltC8VLBDUXLly4gDvuuAPRaBSiKOK3f/u38dKXvhRf/OIXAQB33nknvvWtb+Gee+5Rov733XdfUY8TEqgFoJwEqtaUqvg6f54hEABMJglLS9qe0KW6RlojiiICgQCuXr2K3d1drKysHCpAYowpBvTyn3I3oI+HjpvEaC3YYte9pqYGo6Oj8Pv96OrqyrggqBIEavy8HA4HJicn4ff7sbOzg46OjqzmrYVRvxYR1EJ8FuPj4/B4PEf+/84771R+fuc734l3vvOdms8lU0igFgASqJlTquLr+usl3HqrhLU1pmn0FCjdNcqXVAb08kVetloSRZEM6ImMSSU8tDjXrFarIrx2d3fR2dmZ9visBIGaSFAajUZMTEwoDRCGhoYyTm+XQpEUr/uBeYAEagHgXaCurDD8+McM110n4RnPKK7w4X2tkmEyAf/n/xTGY7JcBWo+BvSxN6yrV69ibW0tYU/0SodXYVJsMlkXtdfNYDBgfHwcKysrWFxcxNDQUEqhUgkCNdm8BEFAf38/Ll68qOxLtWZQqVsKAlWL9qnlAgnUAsBzkZQkAZ/7nIBIBJiZEdDbGymqv2m5ii+1KbU1ijWgj49+qmFAHwsdQ0S2FEuwCYKAgYEBnD17VimeMibp+8yjQFX7PEuX7m5qaoLNZsP8/Dx6enoyqi7nXaBSBDU5JFBVIJNv3jxHBWtqgNVVBrtdQpJrY8HIRMxLEvAf/yHgzBmG3//9KIrkgFE0eBRgsQb08QKUDOiJUqCYx2BbWxusViu8Xi+Gh4eVjj+xVIJAzSSaaLfbMTk5iYWFBWxvbxfUW1arPahkQZcYWpUCwHPamjHg3e+OYmGBobNTQhZFpRrNJ72Y//nPGT7yET3CYQlLS8CXv1xZ7RuLIVCj0egR26VYA/rYAqRiGNATRD7w8IWvtrYWIyMjWFhYQHd395HoIC/tSWNROz2dacGQ0WjE+Pg4Tp48ifn5ebjd7oKIPB4iqJFIpGIEbWW8yyLDs0AFDiKoz3528S/QQGbi62ApJTAGRKOVJ3y0EHuxBvTxAlS+CcV2QCID+tKE172HxYaXdbHZbJicnMT8/Dz29vYOdVPiZY6xaNHrPlOxJggC+vr68NRTT8Hj8WB4eBg2m021uSSCB4Gar0l/KUF3lgLAu0DliUxS/LfeKuHP/zyK06cZ3vrWyoqeymQT8Yk3oI8vQALKy4Cexy0QBN+kE1qFFIYGgwETExM4fvw4jh07hsHBQeW6WAkCNdvxGhsbYbPZ4Pf70d3dnbFtVy7wYDOVa5vTUoQEagEggZo5maT4BQF44xsrdz3jBVguBvROp7PsDOgJIld4E3+CIGBwcPBQ8RRvcwS0aSWay3usqqrC1NSUsi+1u7tbk7XioYo/FApRBJXInlQWGSRQM4OiX0eRDehl0Xn58mXs7u5iY2ODDOiJrKBzKzE8ij/GGNrb25XiKa1EVz5osW65jifbdp08eRI+nw/Dw8OqzgvgI8VPEVQiK9KdUCRQM4dnSy6tyNSAXo5+Wq1W6PV6DA4OkgE9kTV0vJQWLpcLZrMZPp+Pu8gZTwJV/t3e3l6sr69jZmZG9fuuVin+bCOoyazIyg0SqCqR6qAlgZo5vFtyZYskSUkLkLI1oJdZX1/H1atXYTAYivCO+IcEGJEtWnaSUkPU2Gw29Pf3Y3FxEWtra2hra+PiOOcx8gxA6SD35JNPYn19HQ0NDaqMy0MENRgMUgSVUA8eT2BeKVaK/xe/YJibY3jlK0W0tCR/XiAAeDwM9fVAX59UUAN6GdoGkR5aHyIbtBRaah2Ler0edXV12NnZwdLSEgYGBoq+f5xnk3mr1YqqqipcvHgR29vb6Onpyfsz1kqgUpFUYkigElxRDPF14gTw9rfrEQwCP/6xgO9+N6I8Fm9A/y//YsZDD5mh00Xw+7+/gqamYN4G9Pv7gE6HjJskkEAlcoXXiFexSbcu+Zxvapriyy0/19bWMDs7i9HR0aJmUrSo4lcLURSh0+kwNjaGU6dOYW5uDsPDw3mtlxbnDxVJJYcEKsEVhd4OEY1GsbUVRiQiQBSBjY0g5uYWFQN6AIf2f+7s1MDpNAPQY2DgOoyO5vf6y8sM990nwGwG/vAPoxm1mSWBShDqorXNlFoClTEGxhg6OjpgtVqVvvRa+3+mmxOPxK5XT08PLl26pPilJurUlQk8pPgDgQAJVIIoBowxRCISFhYYzGYJPT35jZfOgJ4xBovFgre9rRGLiw686U1BdHd3JzWgf+c7gW9/W0BHB6BGkejcHKDXS7h6lWFtjcHlIuGpBiTgCV5QM4IaO05dXR3MZjP8fj/6+vpQW1ub8ThqwWN3K5l44VdfXw+r1YqFhQV0dHSgsbEx7zHVIJciKUrxE1lBUS11YIzhkUeMePxxATod8Ed/FEVvb+LnqmlAPzkp/5Q6EtHSAvzJn6gX4b3uOgnHjgmoq5PQ2ZnZ8UPHWmp4jegQ/KL1HlQtBCpw4P8Z23mqra0t79fJBp73oCZaL5vNdsgvtaenJ6v55+rTmm5M6iSVGBKoBFcIgoBr1w72ZEYiEra2Qtjc3D0iQMvFgL6rC/jgB6MQhIMGBJlAApXIFZ5TssWkVAUqcNCXfnJyEseOHcPS0hL6+/tTXvvUFFk8H0/JhJ9er8fY2BhOnz6Nubk5jIyMZLwvNdv9opnOk4qkEkMClSga8Qb0sgl9c/MFXLzogtUqIhLZw4ULBwLUarUqEdByMqDPtpU9CVSCUJdSFqjAwRd7t9uNM2fOpBVdaoosNddN7WtaqrkxxtDd3Y3Lly/D4/HA7XbDbrenHVOriDEVSSWGBGoB4fnbphbEG9DHRkATGdA7HA6IooiWFjNe9KKOilqrbKB1IQj1KWWBChzMv7OzU+k8NTIyAqvVqtl8AL6jsZmIybq6OlitVvj9frS3t6OpqSntuMW+/gYCgYz3G5c6JFBVIl1US3682Ae3WiQyoJcFaLwBvSxA5fabyQzoASjeoeWyTlpBEdTkUIQ5OeV0DVIT3o36sxmnvr4eZrMZ8/PzCYun1I568hiNzWY8q9WKqakpLC4uYnt7G729vVxvD6MiKSIn0qVgeN5QHk82BvSy6JS7d+RqQA8crJNs71RIolFgfp7hxz9meOIJAa94hYjXv57PjlYkwAhCXbQ8nwotUAHAbrdjYmIC8/Pz2N/fR2trq+rzUXsste+P2Yyn1+sxOjqKM2fOYHZ2FiMjI9y2E6UiKSJr0p2kvLU7jTegjxWgoVAIjDHFgF4Wndka0OdCscTX974n4BvfEPD44wKmp0V89asCXv5yEUWyF0wJCVSCUJdS6CSV7RxNJpNSPLW7u4u+vj4IglAxKf5sx5O3SFRVVcHr9WJoaAgOh0O1+agFtTolVKcYBvSxojP250QG9DabDXV1dbBYLDAYDEVLAxZLfK2tAWYzYLFIWF9nuOEGCRZLwaeREZSiJQh10XrrQ6EjqDI6nQ7Dw8NYXV2Fz+fDyMgItyn+YkZQY3G5XMq+1NbWVjQ3N6s2JzWgIilCddQWqJka0MfaLzU1NSU1oOeFYkWaX/taEbu7wE03Ac9+toTBQSlj26diQBFUIhdoD2piSr2KPxWMMXR1dWF9fR0ejydr708t5qT1WPmOZ7FYDu1LlaPPPEApfkJ1shFeahrQlxrFiqC2tAAf+hA/WzBSQSn+1ND6ENlSKntQ8xFJco2A3+9XLUXMc5FUvhFZnU6HkZERrK2twev1YjTfvtYJyOW4Ix9UQnVib5qSJB3a/1mOBvS5Iu+RIpJDAowg1KdcI6ix2O129Pf3Y2FhAefPn0dLS0vR5yTDS4o/FsYYOjo6lH2pamf3cpkjpfiJvEhkQL+1tQWfz6c8x2QyKQK0XA3oc4ExxlUxGY9U8vFB5Ael+BOjRYeg2LF5EajAQfDD5XLhypUr2NvbQ29vb87jqikqeUrxx1NbW4uRkRH86le/UkXYy+SyfoFAgAQqkT1PPPEEotFoQgP63d1dtLa2oq6ujm4QKaDoYHpojVJD60NkSznvQU00jk6ng9vtxqlTp+Dz+TA8PJxTbUK5R1BjMZlMsNls2NzcxPb2dtqWspmQawSVUvxEVjDGMD09nbS93ObmJgRBIHGaBkrxZwatEUGoRzkZ9Wc6DmMMPT09eOqpp+DxeDA6OgpLltYl5VoklWw82RXh7NmzSreufKKZudh0VVKRVPluZiwwjLGUxUm8+aDyCqX400MRQiIf6EtyYiopgho7TmNjIwYHB+Hz+bC1tZXVWGr6oKo5ljyeFhFZxhja29vR3d2N2dlZXL16Necxc9laUkk+qCRQCwQJ1Mwg8ZUeLddIkoDNTeDXtXpEmUHnVmJKpYpfjXESCTeHw4Hx8XGsrKzgwoULWc1JzT2oagpKrV0BampqlDU7d+5cTsdQLiKaIqiE6pSiQL16FXjXu/R4zWv08HoLE3XhPcW/uMhw1106zMwULgr1gx8I+N3f1ePeewVIkrYRsB/8gOEDH9DjYx/TYXdXs5chCK4ox05S2Y5jNpsxNTWFy5cv48SJExnNm+cUv9oR1ETzM5vNmJycxLVr13Ds2LGs23STQE0NCdQCUYoC9YknGObnGQIB4F//tTCHCs8p/nAYeMMb9LjnHgF33KFHHpmdrF7zc5/TIRQCvvENAevr2kZQH35YgMsl4fx54Pz50kwFUxQ+ObQuiSnXTlLZjqPT6RS/T5/Ph0gkUpA5Aeqn+AsleHU6HYaGhmC32+H1ehWv8nzGTIWWjhO8URnvkgN4jwwmoq9PQlWVhGAQeMYzCjN3nsWFJB0IRp0OiEaBQuhovR4YGJCwtQU0NgJOpzwXbdboN39TxJUrB6/Z3s7n50DkB+1BPUo6MZPPmvGW4s/kvfb29qKhoSGt4FLbZornKv5UApoxhra2NvT29mJubg6bm5t5j0lQFb9qpDvIeI4MJqOrC7j33giuXTv4uRDwLFCNRuCf/zmCf/s3AS97mYiaGu1fkzHgU5+KYGmJoadHgtkMRKPardEtt0h49rOj0OkOXpsgKoVSKJJSQ3BlOh+5Nfbc3BwGBwfhlL8d5zBWJmgRQVU7xZ9uvOrqakxMTGB+fh6NjY1obW1N+Z4qKRqaCyRQC4QgCAiHw8WeRta4XAd/CgXvWyFuuEHCDTdkt88oX6xWYGrqaUGqtYjPwQ6RK3j+kkPwSbrjJZ/jqdQiqLE4nU6MjY3B7/ejra0NTU1NmsxJHqtQEc9cx8tkfiaTCVNTUzh+/DgWFxcxODiY1OFH7ShvuUErUyB4F168QOIiPZQSInKFOkklptKM+rMZx2KxYHJyEuvr6zh58uSh67OaIpD3IqlsxhMEAUNDQ3A6nfB4PEm3SZBATQ2tTIEggZoZJFAzg9aIINSjkoz6cxFFer0eY2NjEEUR8/PzSrW6mlHPQlTdF3q81tZW9Pf3J92XSgI1NbQyBYIEambQOqWHImAEoS4UQU0PYwx9fX2oq6uDx+NBMBisKJupXMdzOp2YmJjAqVOncObMmSMR6GzGrLQMSInvNisdSHhlBkVQCUI76NxKTOyNPxKJYH9/X/mzu7uLqqqqI/svcxlbrTkWc5zm5mZYLBbMzs5Cp9NxXSTFi+A1mUyYnJzE8vIyFhYWMDQ0BJ1OB1EUU3agjCcUCsFoNOY0h1KEBKpKpDsRSKBmBglUIl/oGEpNJUVgEhGNRg8J0P39fVy+fBkbGxsQBAE6nQ4WiwVWqxUWiwUulwunT59GKBRCe3t71utX6Or7QoxTXV2NsbExPP7449jY2EBLS4sq8+Ih4pmMfNdNEAQMDg7i/Pnz8Hg8GBkZyfo9V5JJP0ACtWCUog9qMSBxQRBEPoiiiEAgoIjPvb095edoNApBEGCxWJQ/LpcL+/v76OjoQG1t7ZHxwuEwbDYbTpw4gePHj2NgYCAroVIqnaSyxWKxoKqqCuvr6wgGg+jq6uLCL1ar8dQSvC0tLaiqqoLP50NVVRXq6uoy/t1QKEQClVCfUvRBLQaVHt0pR0QRmJlhqKuTCuanmy3b28C1a0Bra7FnQqRDkqRDAjRWhEajUTDGYDabFQFaXV2tpKX1STzULl68mDTVKke5hoaGsLq6Cp/Ph5GRkaxSszwJS7WF2+joKE6dOgW/3w+3253VusTCy57RVOMlO36yxeFwYHJyEr/61a8AAPX19Rl9JoFAAGazWZU5lAIkUAsEpfiJSuUzn9Hh//1/ddDrJXzzmxGMjPAVIV9dBV7yEgN2dhg++MEI3va28j1PS6HIQpIkBIPBI2n4/f19hEIhMMZgMpmUFLzdbkdDQwMsFgsMBkPOr5muuxJjDF1dXbhw4QK8Xi/GxsYy2g/Im7BU2xpKEAT09/fj/Pnz8Hq9GB0dzSnKx3sEVe3xjEYj6uvrsb+/n7G4pxQ/oQkkUIlK5YknGICDlrnHjzPNBWq220SeeELA7i6DIEj49rd1ZS1QeUCSJITD4YQp+FAoBODg5i3vA7XZbKirq1MEqBYCOxvx0dzcDJPJBK/Xi5GREdhsNtXGToVawlLNvZ6x762lpUUpnnK73bDb7UWbV/zc1EALSyhJktDe3o5gMAiPx4Ph4WFYrdakzyeBSuRFspOCBCpRqbzvfVH82Z/p0d4u4fnP5+8ceO5zRTQ2Srh4keFtb4sUezplQawAjRWhwWAQAGAwGA7tA62trYXFYoHRaCxahDeb162trcXw8DD8fj8GBgZQXV2d9Lm8RVDVFm6xY9XU1GB0dBR+vx+dnZ1oaGjIeBwt+tKXgkAVBAFNTU2w2WyYn59Hb28vXEnaNwaDQUrxE9lDVfwEkZgbbpDwv//Lb5vfhgbg4YfDiESACnJwyYt4K6bYP8CBsXusAJX7upvNZi63GORSyFRVVYWJiQn4fD50dHQkFWO8CUutt3lYrVZMTU1hfn4ee3t76OzszOj1tEjJq4kW6xYreu12OyYnJ+H3+7G9vZ1w3ahIisiZVAcvCVSC4BdBqAxxmulNNpEVk/xH9m6MtWKqr69XBGgpdsbJVXzI/pbz8/MIBAIJbah4E5aF2Ies1+sxPj6OlZWVQ76fqeC9q5IW84sf02g0YmJiAidPnsT8/DzcbvehwiwqkiI0gQQqQRQGsipLTy5WTLIAzbVKm2fyEW2yGFtaWsLy8jL6+/sPjcWbsCxUoZwgCBgYGMC5c+cwOzuL0dHRlEVlvBfwFUKgAgfr1tfXh6eeekrxS5X3pdIeVEIT6KZZfgQCwM9/LqCvT0Rvb7FnQxBPk8yK6dq1awiFQrh06dIRK6aWlhaYzWbVrHRKjXxN2IeGhnD69OkjNlRqCq9SEqgyra2tsFgs8Hq9GB4eRlVVFRfzypZCCVSZxsZGWK1WzM/Po6enB3V1dSRQCW3g+cQjcuOd79Tjf/+XwWDQ4YEHwujpUXf8lRWGf/kXAcPDEl73OhF0CBEymVgxxQpQ2Yppe3sbgUAAvfSN6hBqiCPGGLq7u4/YUPEWmNCiGCkdtbW1SvFUV1cX6uvrE86L5xS/VntQU41pt9sxNTUFv9+Pn//854hGo5TiJwgeOHcO+H/+Hz3CYeATn4ioLgDzxe9nkCQgHGZYW2Po6VH3RvTpT+tw9izw5JMCJiYkDA/zdaMjtCNTKyZ5D2imVkx7e3uFfBslQyoRma3AjLeh4i0yqLadU6ZYrVZlv+7e3h46Ojo02Qoho2VBk1pk8lkYDAZMTEzgX/7lX+D1evHa175W1TnwDAlUgkskScL//I8Op08z6HQSvv99Ae95D197eP/mbyL4y7/UY3o6imc/W33x2NAg4cQJBrNZgsNB4jRTSmU7TSlaMZUraoujWBsqi8XC1edVTMEsi63l5WUsLi5iaGhIEWhqCkAtzn+tq/hTwRjDZz7zGbzvfe/DF77wBbzsZS/D8PCwqnPhERKoKlIqN0bekddxfFyCyQSIIsP0NH/resstEh58UDv7pA98IIrHH2doawPa2jR7GUIjUlkxSZJ0RIA2NTXBarXCZDJxJWgqAS3Eh2xD9fjjj8Nut6f0Si0kxY7oxhZPyZ2n5K0Qana4KpUIajbz7OvrQ2dnJ37v934PH/7wh/GqV71K1fnwBglUgjtkx4Prrxfw1a+GEY0C7e3FnlXhsdmA5z2PP2FOHJDOiineC5QHK6ZiixNe0WpdTCYTXC4XLl++DEEQEtpQFRo13QByhTGGtra2Q8VTardgLQWBCmS3FSEYDKK/vx8//elP8cY3vhHt7e244YYbVJ8TL5BAJbgjNhLd0lLkyRAVS65WTBaLhetiD+IoWgp3xpjSqz6RDVWh4cmuyuVywWw2w+/3IxqNqrYuha64LxShUAhmsxk1NTX4/ve/X/T5aA0JVBWhFL860DpmBkXD8iOZFdP+/j4ikQgEQSArJiJvJEmCTqdTbKjm5+cxPDxcND9ZngQqANhsNkxNTeHhhx/G2tqaKlFmLa6NPFxvY22mMhWngUAAz33ucxEMBhGJRPCa17wGH/3oRw89R5IkvPvd78YDDzwAq9WKr3zlK5ienlZ9/tlCV9kCw8NBzjvU1CA9dAwlR/6Ck6sVk1wJX47Q9Scx6dYlnzWTx05mQ1Vo1IoEqnksyfuxd3d3cezYMQwODuY1Rx72i2pBLj6oJpMJP/vZz1BVVYVwOIybb74Zv/mbv4kbb7xRec5///d/Y3l5GcvLy3jsscfwtre9DY899pja088aEqgqk+ogloVXOXZiUROKoGYGDxfMYhJrxRSbft/f38fOzg4eeeSRnKyYiMpDy3MpfuxYG6rR0VGlS1Ch4C2CKsMYw9DQENbW1pTOU7l+UdTq8yz2NSMYDGbtg8oYU5ojhMNhhMPhI+/je9/7Ht70pjeBMYYbb7wRW1tbuHDhApqbm1Wbey6QQFWRdAcvCdTMIIGankpZo1ysmMxmM5588kncdNNNRZ49USqkEjT5nmeJxpZtqObn5zE4OAin05nXa+Q7n1zQIkrJGENHRwesVqvS5tNms3ExNx7ItZNUNBrFddddh5WVFbzjHe/AM5/5zEOPnzt3Du0xlchtbW04d+4cCdRKglLXmcEYgyiKkKSDdqIWS7FnxB/lIlC1smIqdqSDZ2htEqNlBDURVVVVGB8fx/z8PDo6OtDQ0KDJ6yeaD48R1Fjq6uqU4qne3l64XC5u5qYWuVy/c4mgAoBOp4PX68XW1hZe+cpXYn5+HqOjoynnwsP6kUAtICRQM0MQBESjEr74RQFzcwwveIGEV7+a1i0WHi4emZDOikmn0ykpeF6smMqZcvhSU2qk6hZkNpuV7kqBQAAdHR0FmRPvAhU4EPCxnafa2toyfr1SiKDmYqsVCoVyiqDKVFdX49Zbb8UPf/jDQwK1ra0Na2tryr/Pnj2LFg4sdEigFhASqJnBGMPGBjA7K6CtTcJPf8rwylcCnF9vCgovEdRYK6b4faBkxUQQ6dHr9RgfH8exY8dw/PjxhDZUPJzr8ajpW5oMo9GIycnJQ2uTyXWjWO1csyGXOQYCgawF6qVLl2AwGFBdXY39/X385Cc/wQc/+MFDz3n5y1+Oz3/+83jd616Hxx57DE6ns+jpfYAEakEhgZoZjDFUV4sYGRGxsMBwyy0SidME5HLTCgSAhx9mMJuBZz5TQrrt0GTFRBD5kYmQEwQBbrcbp06dSmhDxWPKulAiUF6bM2fOZFw8VQjxnC+5RHlzSfFfuHABd9xxB6LRKERRxG//9m/jpS99Kb74xS8CAO68807cfvvteOCBB9DX1wer1Yp77703q9fQCrqDqEgmFyEevwnzhiAIYEzEO94hYm8P+HUBIhFDrhHUX/yC4Wc/EyCKgN0uYnRUJCumCoJHoVMJZLLmjDH09PTg/PnzR2yoePzc1G5NmgrGGDo7O2G1WuH1ejEyMpLS/aBUUvzZzjGXFP/4+Dg8Hs+R/7/zzjuVnxljuPvuu7MatxCQQC0gcvEPkRpZfAkCidNkZCpQ462YLl9muHTJjEgkDJ/vHLa398iKiSA0JFsh19LScsSGqhIEaiZjyXvU5+fn0dfXh9raWs3nJo+nNrkI1EAgkFORVKlCAlVFMrWZIlLDy/5Knok91mKtmGL3gSayYrrpJguam/Ww222YmqqDIPB10yOIciMXseRyuWA0GhUbKqvVyp1AVTNKmc0aycVTPp8P+/v7aG1t1XRuWownj5ntZxoOhysqc0UCtYCQQM0MWqfDJLJiunr1Kp588kkAR71AnU5nSiumzs5CvwOCF3iMxPFOvmuW6+/b7XbFhqqlpYW7z03NYylbARhbPLW7u4u+vr5Dv6/2ca5VZ6pcxuTtONASEqgFhIRXZlRaBDUXK6adnR0MDQ0pHUK0IBwG7rlHwOnTDO94RxS9vZq9FEGULfmIJdmGam5uDqFQSOWZ5UcxUvyx6HQ6DA8PY3V1FXNzcxgZGVGii2oLSi2+2JXCPtliQwK1gJBAzYxyKyZLZcUkp3mytWJaW1vT/Jv0E08wfO97AvR64POf1+Ezn4lq+noEQRxFr9djaGgIHo8nqQ1VMVCzUj6faGJXVxfW19cPFU+VQgSVBGp6SKAWEBKomVFqxWTFsGIqRJS5oQEwGA4iqR0d5fOFoZIppy9+hSRfsaPG79vtduj1+oQ2VMVATZupfMWu7CwyPz+P/v7+ktmDSgI1NSRQVSTdCVZqwqtY8JbilyQpJyummRkbPvlJM66/XsRf/VU0redoNhQigtLXJ+Fzn4tifR14xjP4+TyI/OAh+kZkhywGZRsq2Q9UtqEq1pyKmeKPx263Y2JiAvPz8zCZTFm3R00FpfiLAwnUAlJuqWutKLRAjbdiihegAHKyYvrgBw146ilgeVmH228X8exnq/ueCrFG/f0S+vs1fxmCIFIQK5BkG6rZ2dm0fqCJxtFiTvmillgzmUyYnJzEk08+iWg0iqamJlXmyEsVf6VBArWAHPSYp3186dBiK0Q2VkwWiwW1tbWwWCwwGo05X0T6+iSsrwvQ6yU0N6srJnmLMhNEucLDeRYvBuNtqJxOZ07j5EOxbKbSodPpUFdXh729PaV4Kt+udjyk+HmLuD711FN473vfi0cffRQ1NTUwGo149NFHXwlgE8D3AJwEYAZwnyRJHwUAxtgUgBkAL5Yk6X/SvQYJ1AIiCALC4XCxp8E9uYivRFZM8h9JkrK2YlKDL30pgh//WMDgoISeHnXHJoFK5EIp9CgnjpJIwMk2VD6fD11dXaivr89pHDXnlCtaiK+mpiZEo1F4PB6Mjo7CYrHkPJYWKf5sz8VgMJh1FymtkCQJr3jFK3DHHXfgG9/4BgBgdXUVXV1dbTgQqL+QJOmljDEbAC9j7H5Jkp4E8HoAv/z13yRQeYKKpDIj0V7dXKyYLBYLzGZz0W7INhvwildo83lTaoggKodkAkm2oZqfn0cgEEB7e3tO46g5p2KPBTwteOWtWD6fDwMDA6iurs5rPDXJdsxAIMCNQP3Zz34Go9F4qF1qZ2cnJEn6HGPsVvn/JEnaZYw9CaCXMTYD4DUAXgjgF4wxsyRJgVSvQwK1gJBATU6sFdPm5ib29/extbWVlxVTOUMRVILQFvlaLUlS0RscpHp9g8GAiYkJHDt2DMvLy+jr60v6XLVFJY8p/vjxHA4HJiYm4PP50Nraiubm5qzH00qgZrP1IBQKcdPm1O/3Y3p6Ou3zGGMuADcC+BiAZwM4JUnSCcbYgwBuB/CdVL9PAlVFqNVpcuKtmGL3gcZbMQEHkYGenp68rJjKHRKoRLbQMXMYURQVARoOh5Wf5T8ycu1Asb4MpxNwgiDA7Xbj1KlTKW2o1E7Lq2V1pbUtlMlkwtTUFBYWFrC7u4ve3t6s1oGHKn6eIqjxvOMd78Avf/lLzM3NPQHgAwCewxjzABAB/I0kSX7G2N0A7vv1r9wH4I0ggcoP5SxQs7VicjgcaGxsVCrhY7l48SJ2d3c17ZJU6lAElciVStoeEh8Flf8tC1PgYD0EQcCFCxfQ2Nio/Bt4+podDocRiUSg1+uLIlIzEUiMsbQ2VGpHPUshgiqj0+kwOjqKU6dOwefzYXh4OOPgBw9V/DxFUEdGRvDtb39b+ffdd9+Ny5cvo/7pjdC/kCTppfLjjDEdgFcDeDlj7M8BMAAuxphdkqTtZK9DArWAlLKo0MqKKRHlLOTVopSPJYJQi2QCND4KKl9/5L9jI3+CIGB6ehpzc3OIRqPo6Og49BqCIMBgMBRVpGYj4FLZUKnd/UnNaGwhOj/JIv7ixYvwer0YHR3NSPRpIVBLuUjqtttuw4c+9CHcc889eNvb3gYA2NvbS/UrLwAwK0nSi+T/YIz9C4BXAPhasl8igVpAeBdexbBiSgSJL4IgZGJFZ2xKPpUAjY+CpkOv12NychJ+vz/hPk5ZpEYikaKI1GzFYDIbKl5FpdruEuneZ1NTEywWC+bm5jKy6dLCs7SUU/yMMXz3u9/Fe9/7XnzqU59CfX09bDYbAHwwya+8HsB/xv3ftwG8DSRQ+aDYAjXeimlvb0/ZF1osK6ZEkEBND+9rJIrAf/yHgEgEeN3rRFW7aBG5U+xin0RkmoaXiY+CqiVsBEHA6Ogojh8/joWFBbjd7kNjC4IAvV4PxljBRWoun1siGypei6QKFUGNxel0Ynx8HPPz82hra0NTU1PS52phz5atQOUpxQ8Azc3NuO++++L/+99+/feDsf8pSdLvxz9RkqTvA/h+qtcggaoByS4CWgvUbK2Y5P7FxbRiSgS1hE0P7wL1nnsE/OVfHlxezp2L4s/+jBpUVCqJ0u6ZREHj0/CFgDGGgYEBrK6uYnZ2FuPj40fmIc8lGo1CkiTVCoVSkauwjLehqqmp4TLFX+gIqoy8PnLxVE9PT8Lfy7biPhOyFag8pfgLBQlUFdG6ij/Wiil+H2g5WTFRS9j08C5Qz51jCIcBSQLW1oo9G0JrCpGGLxSMMXR1dcFoNGJmZgaTk5NHCjnlffWRSAQAkopUtc7RfMSgbEO1uLiIa9eucStQCx1BldHr9RgbG8PJkyeTOiDwUCQVCAS4iqAWAhKoBSSdQM3GislisaC6uhotLS2wWCwF+RZfKHgXX0R63ve+KE6eZIhEgA9/mKKnpU6qNLz8/4VIwxeSlpYWGAwGzMzMYGJi4og4kNP94XAYoigeEbFqkm+EURAEDA8P49ixY9jc3EQ0Gs37nqGmaFPTsgrIXvAyxtDb24sLFy4onadiP28eOkmFQiGKoBL5keoglr9xy0b0+VgxlTMkUNPD+xq5XMB990WKPQ0ijlQ32tg9n5lGQYuRhi8k9fX1MBgMSsV3vPWdTqcDYwyhUAjhcBg6ne7QOqglbNQYhzGGlpYW7O/vJ7WhKvScYsfS0gc1U5qbm5XiqaGhITgcjrzGU3OOPBVJFQoSqCoTiUSwu7ubUIBKkoT9/X1cuHAhbyumcqbYxWSlAO8CleAPWXTKvp6lnIYvJNXV1RgdHcX8/DyGhoaOtMsUBAFGoxGhUOiIoT9PAhU4OAbsdjtqa2sT2lAVY07yvLT2Qc2U6upqjI2Nwe/3o729HY2NjVxU8fNWJFUISKCqzNWrV3Hx4sWEVkySJOGxxx7D8PBwsafJNSS+0kNrRMSTSRreaDTi3LlzqK6uVoo+yj0KqgZVVVWYnJzE7Owsenp68LQf+QGySI33SuVNoMrjJLOhKsac5LGKUSSVDIvFcqh4iocIajAYrLjmNSRQVcblcsHlciU8OUhUZAatU3pojSqTXNLwgiAoP7e0tEAURSwsLGBiYqKs9q5rjdlsxvT0NGZnZxEOh9HS0nLo8UReqbwKVODAhmpsbAzz8/OKDVU2qCnatNjjme94cvHUiRMnsLGxgYaGBpVmdkAuKf66ujpV58A79HWZ4A5K8ROViiiKEEUR0WgUkUgEoVAIoVBIKZ4MBoMIh8NKYY58Y9fpdNDr9TAajTAYDDAYDNDr9dDr9cq+SPlm2NbWhubmZng8HqUKncgMg8GAqakprK+v49SpU0e+JMpeqTqdDpFIREn554tWQleOFJ49exZnz54typwAbfZ4qgFjDH19fTAajVheXlaa1qhBtutXiSl+/o6IEof2keYPRQfTQ2tUmqQSoIFAAMFgUBGhkUhEiYzKAlSv16cVoJnQ3NyM9vZ2eDwehMNhDd9x+aHT6TA+Po69vT0cP348qUjV6/WIRqPcRlBlZBuqq1evYnl5OePrCs82U2pjsVjQ3t6O2dlZXLt2TbVxs3nP5INKEBxAPqjpIYHKL7l4gsam4QsVSWpsbIQgCPB4PJicnMyrorvSkG2bVlZW4PP5MDAwgGAweKQ4NhgMorq6Om9bJ623Csjv5+TJk/D7/XC73Wnny/MeVLURRRHV1dVwOp3w+/3o7OxUPeWfjkqMoJJAJbiDOkmlhwRq8eClNaca1NfXQxAExZC+0m6AmSKKYsIOfXLU+9FHH0VdXR1sNhusVqvSJCV2TyqQ3NA/k9dXq4o/2fEne4GeO3cOs7OzGBsbS2lvqLYPKs8RVPm9mkwmTE1Nwe/3Y3d3F11dXQWbN0VQibwh4ZA/tIZEMSml1pxq4HK5oNPp4PV6MTExAYvFUuwpFRxJkhAKhRKK0ERNUlwuF6xWK0wmEwRBwMWLF3HmzBkMDAwciUSrYehfyGKr1tZWmEwmxfs12fFQSSn+2PnJxVMrKytYWFjA0NBQQYoNyQeVIDiAUvzpIRGfH+XUmlMNqqur4Xa74fV6MT4+DpvNVuwpqU40Gk0aBQUAo9GoCFCbzYb6+nqYzeaMBGVTU9OhrlPxok4WMHKBW7yhfzoK7QZQV1cHk8kEn893yLBeizkB/BZJycTPTxAEDAwM4Ny5c4qQ11o8UoqfUIV0Jy7v3xaLDaX400NrlJp44VkJrTnzxel0YnR0FHNzcxgbGys5z0VJkhLuA93f30c0GoUgCIoAtVgsqK+vh8VigdlsVuV67HK5DnWdstvthx6P7ToVb+ifyXsrdLFVOhsqNdPyakdj1SaZgG5tbYXFYsHs7CzcbveRz1xNKIJK5E26k0yOfJFATQ6tTXoogpraExQArly5ooisUk/DFwq73Y7x8XHMzc1hZGQkYeSsmMhR0L29vSPFSABgMpkUAWq329HQ0ACLxaI0JdAah8OB8fFxpXCqtrb20OPJDP3ToaZAzea4l22o5ufnEQwG0dbWduhxXgWq2veQVGPW1tZidHQUfr8/Yz/ZXK7dFEElNEf2+KSbI5EPlSDi80nDDw8Pw+/3l226WktsNpvSNSlRa08tkaOge3t7CAQCh4SoKIrQ6XSHoqAOhwMWiwUmk4mbc8Jms2Fqagqzs7Po7OxEY2PjoccTGfqnux8U0/BftqFaXFxEIBBAb2/vkfMuX3g3/QdSv1er1YrJyUn4/X7s7e2ho6ND9SwqFUkRmkMm9IRalHoENZPWnEBuxUgOhwNjY2OYm5vDxMREzv3GKxU5cub1ehNGAvMhEokoojNWgIZCIQAHUVCr1QqLxQKn04mmpiZYLJaS6nolV3vPzc0hFAqhvb390OOyVyqAjERqsTtSJbKhUpNy2M9qMBgwPj6O5eVlLC4uYmhoKOk8cpkjCVRCc0igEmpQKin+fFtz5nOjqaqqwujoKGZnZ0mk5oDZbMbU1BS8Xm/C/vPJEEVR2QsaK0ADgYASBZUFqMViQXV1NSwWC4xGIzdRUDUwGAxKejwUCqGnp+fQ+4sVqen2pKol4PIRb/E2VGpef9SOoBYrQykIAgYHB3H27FllL3Iif+Fc9u8Gg0FK8RPaQgKVUANeBGqiNLz8/zxUw9vtdoyMjCiR1Eq0UMoHk8mE6elpeL1eiKKopKvD4fChPaCyEJW7UsmWTFarFTU1NWhpaYHZbC6pKKgayF2njh07hmPHjmFoaOiISJX3pEajUaVrWDzFjqDGIttQzc/PY39/X5VzSu0IarG/6LS1tcFqtcLr9WJ4ePhIwWEuIpqKpAjNoeprQg0KdQHWMg1fKBwOB4aHh5VIKonU9IiiiEAgoAhQh8OBxcVFHD9+XGmzKgtQi8WCmpoaxZi+2OKANxhjGBoawqlTpzA3N4fR0dEjIlRet2SG/jwJVODAhspsNqe0ocoGNUUlLzUetbW1GBkZwcLCArq7u1FXV6c8lsscRVEsWLEfL1TWuy0A6U4y8vgk1EDNCGqptObMB4fDAbfbjdnZWeqYhIPPOj4KKv8Jh8NgjB0ypq+rq0NLSwuOHz+OxsbGI9XcRGoYY+jp6VFSv+Pj40f8VVMZ+vMmUIEDET06Oor5+fkjAiwXeK7izxW54HB+fh57e3tob29XglSlcN0sNiRQVSYTgUoRVEINMhWo5dSaMx+cTieGhobg9XorQqSmas8pSRIMBoMiQOPbcyZjcnISPp8P0WgUnZ2dBXw35UFbWxuMRiM8Hg8mJiaOpGzjDf3lz4JHgQoctqEKBAJ5fXEptwiqjOyCcPz4cRw7dgyDg4PczZFXSKAWGBKohBrERlArrTVnPlRXVysidWpqqqT3dOXbnjMX5D2V8/PzOHnyJHp6elR+V+VPQ0MDDAYDPB4PxsbGjtigxRr6y12neBWoQGobqmKg9ntUI1MVXzzV2dlZMdfcfCCBWmBIoJYvjz3G8O5369HQIOGf/imChgb1xo5Pw0ejUQSDQSUaBlRWa858qK6uxuDgIDweD/ciVcv2nLkiCAJGR0exsLCA5eVl9PX1cZNSLRVqamqU4r3h4WE4nc5Dj8cb+qu1R1OrCnfZhurEiROKDVWxCuLUjk6qJXgZY2hvb4fVasXx48ePfObEUUigFhgSqOXLl76kQzAInDjB8OCDAn77tzP/nDMpRoq9SDocDpw6dQqbm5uoq6sjAZolNTU1GBgYUCKpiaxgCkGx23PmiiAIGBkZwbFjx7C0tITBwUESqVlit9uVhgj9/f1wuVyHHhcEATqdTvGIVSOSp2YkNh7GGPr6+hQbqrGxMU2/KKWam5rHotqC1+VyoaOjAydPnsTGxsaRz514GhKoBYYEaubwtNk9E267TcSvfqWD1QqMjR29gOfiCZoqDT85OQmPxwOj0VjQbj/lQm1tLfr6+pRIqlYilff2nLkiV6fLxuRut7ukzlcesFgsSmvZS5cuwWw2K8eKXKxmMpngcDig0+nyFktqRmKTjSPbUMk+oIV2zVBbUGqxX9RkMqGpqQmrq6vY29tDW1tb2s5TlQjfV8AyhKr4M0MW8qXkm/j610dw441RWK0i6upEhEKZt+YEsk/DG41GTExMwOv1YmRkBHa7XcV3UxnI0Qu5cCoXkRrbnjM+Cloq7TlzhTGG/v5+nDx5EvPz8xgZGaFofhyJjg+5lat8fNhsNly+fBlOpxMdHR1HLLtEUcyqNWqquRRiL2tdXR2MRqNqNlRqzq3Y4wFQXBomJyextLSEpaUlDAwMJP1c5c+90qi8d6wx6Q5k8kHNDF6M6GPJJA3f0nIw92i0MMVIZrOZWnrmicvlgiRJSro/UVqyEtpz5orcYej06dPw+XwYGxurOJGaKEq+t7eX9Phobm4+0rhAFEX4/X6sr68f2debqaF/OgpZbCW3G1bLhipTSiGCKo8pCAKGhoawtraG2dlZjI6OJrz+VGIXKYAEqiakOnEpxZ8ZxRKoxWzNmSs2mw2jo6OYm5urCPskLaitrUUwGMQTTzyB1tZWpTq+0tpz5kNXVxfOnDmD2dlZjI+Pl5U4lx0T4qPke3t7CaPkTqcz6+NDLj47fvw4FhYW4Ha7j1xP0hn6Z/I+1GqZmsk4sg2Vz+dDMBhEa2tr3q+t1tyyGU8rgQoc3Ec6OjoOdZ6Kd3YIBoNcF3NqBQlUDUh1ESCBmhlarRPvrTlzxW63Y3BwELOzs5ieni5KcQLvZNqec21tDf39/RXbnjMfOjo6oNPp4PV6MTExUVJpyUSOCXt7e0n3Cjc2NqoeJWeMYWBgAKurq0mFfipD/3SoGUHN9FoYa0O1v79/xIZK7UCE2k4FWqX448eUu3P5/X709fWhtrZWeYwEKlEQBEFQbohEcnKNoJZDa85cqampQU9PD7xeL6anpytOWMW354zd6ydJUsbtOdfX17G6uoqpqamKW0M1aG1thSAI8Hg8mJyc5ObLktw9K1EUNJljguwbW8goOWMMXV1dMBqNmJmZSbiGyQz906GWeMtWtOl0OoyMjCg2VMPDw8o8eN8zqkUENdkWjaqqqkOdp+TGB5TiJwoCRVAzI5VArYTWnLlSX1+PSCSitPQsp/eabXvO2tpatLa2wmw2Z7UODQ0Nyp7UycnJkooC8kJzczN0Op0iUgtl45Wue1Yi31heHRNaWlpgMBgwMzODiYmJIwIlkaF/uuO80Cn+WGQbqrNnzx7ab8m7oNQ6xR+PXPwqF0/19/cjGAwWzQqvmPB3VpY5JFDTI1/85KrVSm3NmSvNzc0Ih8OYn5/H2NhYSe2R1KI9Zy40NjYeKpyiSGr2NDQ0HIqkqpWiTBYFjUQiYIwdioKq0T2rmNTX18NgMCiWTVVVVYcejzf0T1fhz4Phf1tbG8xms/Ke8nElSDY3tQWvFin+VO9Zp9PB7XZjdXUVX/7yl+F2uwtu18UDJFBVJt2BTAI1eRo+NgpqNBpx8eJFtLe3l1UavlB0dHQgHA5z509ZjPacudLU1HQokkoiNXvkJhKySM0kTSmKYlJbpvgvKfIxosWXFF6orq7G6OgofD4f3G73Ec9jQRBgMBgyEqm8tEyNtaFSuxOZFp2kChlBlZG3elRVVeE973kPnvOc56g6h1KABGqBqRSBmksaPrYYaWBgADMzM7Db7aivry/COyh9enp6sLS0hJWVFfT39xfsdXlsz5krzc3NJFLzpLa2FkNDQ/B6vRgfH4fVakUkEjkiQNXeqlFOVFVVYWpqCrOzs+jp6TlyTYwVqdFoVPm/eHgRqMDTNlRzc3OqnlelkuLPdP3e8IY3IBwO42Mf+xj+93//F8973vNUnQvPkEAtMOVi1J9ta85c0vATExN48sknlU4qRHYwxjA4OAi/34/Tp0+jq6tLlXFLtT1nrrS0tECSJMzOzmJiYoJEagYkMqc3GAx45JFHYDabYTQaD9l2JStYI57GbDZjenoas7OzCIfDaGlpOfS4LFJTGfqruQdVDdFmsVjgdrsxOzuLc+fOqWJDxXvRlTxmNteRtrY2/M7v/A4+8pGP4E1vehPe8pa3qDofXiGBWmBKxag/PtqpRmvObDEYDBgfH1cKfipxD06+MMYwPDyM2dlZGAyGjG8A5dqeM1daW1shSZLSEKFSI3mxRKPRhHtBZXP62CiobE4fjUbh9/sxNDREnc9ywGAwYGpqCnNzcwgGg+jq6kpq6B+JRKDT6Q5dk3mKoMro9XpUV1djc3MTgUAAPT09eY1dbhFU4KCK3+Vy4Uc/+hH+6I/+CLW1tXj1q1+t6px4pDzvJhzDU4o/3zR8IW7SVqsVw8PDmJubI3/PHBEEAePj4/B4PDAYDEqVeqW258wV2fJFjqSWu0hNFinP15x+YmICc3NzcLvdcDqdBXxH5YFOp1N8RY8fP46BgYEj6y1fJ+V0f6xI5U2gyseS2+3GiRMnkjYpKMbc5PkVYw9qLLIPqsViwde//nXlcy13SKBqRLKTpJACtVw8QZ1OJ7q6ujA3N4epqSku5lQKxLfntFgs8Pv9OH78OPR6fUW358yVtrY2JZI6Pj5e8sdiMczprVYrJiYmMDs7i8HBQdTU1Kj1dioGQRAwPDyMlZUVzM/PY2RkJGHXKdl3O1tD/3SoKQLlsZLZUGWLFhHUQlfxxxPrg8oYyyhTtba2hje96U24ePEiBEHAW9/6Vrz73e8+9JwHH3wQv/Vbv4Xu7m4AwKte9Sp85CMfyeKdaAsJVJUpdBV/KbbmzIXGxkYEAgEsLi5ieHi4YqN4scjVzvGp+FTtOTs6OuD3+yl6lQft7e2QJKkk+s4nMqeXfy6mOb3FYsHU1BS8Xi/6+vrgcrk0e61yhTGG/v5+nDlzRilAixcu8Yb+aqGmCIyvkm9ra4PJZFJsqLLd2qXFHlS1v7TnGkHNBr1ej7/7u7/D9PQ0tre3cd111+GFL3whhoeHDz3vOc95Du6///6sxi4UJFA1INXJka1ALdfWnLnQ0dGBpaUlnDp1Cj09PcWeTkHItD2n1WpFTU1NRu05JyYm4PV6MTY2dsRXUWskCYhGgVLfqtrR0QFJkjA/P4/R0dGinmfx3rHyMZLKNYGH/cImk0kRqdFoFA0NDUWdT6nS0dFxqOtUvKG7fC3Y3d1FNBpVRVyqneKPH6u+vh4mkwk+nw9DQ0NZFcmWwh7UbK2r5D2o2dDc3Izm5mYAB62w3W43zp07d0Sg8kyJ3yZKj3iBWi5p+EIgV6XPzs7iwoULyslXyqjVnjMbLBYLxsbG4PP5Clp8dvUq8KEPGXDuHMP73hfBc57Dx17sXOns7MTp06c1F6mSJCW1ZUpkTi8L0FIwpzcajYpIFUURTU1NxZ5SSdLU1AS9Xo9f/epX6OzshCiKCb+o1NXVZWTonw4tUvzxyDZU8/Pz6O7uRl1dXcHnBmgjUKPRaFZzDIVCeTW6OH36NDweD575zGceeeyRRx7BxMQEWlpacNddd2FkZCTn11EbEqgFIFZsRqNRRCIRBIPBskvDFwLGGMbGxhT7qdra2mJPKSWFas+ZLVVVVUp1//T0dEHa6Pn9AlZXBdjtEr79bV3JC1QA6OrqwqlTp+D3+zE6OprzjTHdF5VCddAqBnJl+uzsLERRPGKfRDyNvK9cFp/x/rFGoxHLy8toa2tDXV0drFbrIXs3URTTeqVmgpr7MlMJQIvFgsnJSfh8PgSDwYxcSLQw6tfCZkrrFL/Mzs4OXv3qV+Ozn/3skUj09PQ0VldXUVVVhQceeACveMUrsLy8nNPraAEJVA3493//d9x+++1Kn2HgcNpfr9fj0qVLaGxsBEACNFvkKtaZmZmipKnjSdaec39/HwC4FRdOpxP9/f1KO0+t59PXJ6K2VsLmJvCGN5RPFWp3dzdOnjwJv9+PkZGRpDezVNs1Kt2cXq/XY3JyEnNzc4hGo2hvby/2lIqC3GktXoDGumuk84/d3d2Fz+dDbW3tkexINl2n0s1TzT2oqQSgwWBQXAsysaFSu/MTL1X8mXRhiyccDuPVr3413vCGN+BVr3rVkcdjBevtt9+Ot7/97bh8+XLG0WqtIYGqAZcuXcIHPvABfO5zn1P+L/ZglCOAVVVV5AWYIyaTSUn/TE1NqdbnOxGl1J4zW1wuFyKRCGZnZzXvOd/QAPzjP4awuwtwcv1TjZ6eHqysrGBubg5tbW1KNFSOgoqiqGzXIHP6xMhfPH0+H6LRqGqNJXgjkz3D+bhr2Gw2JSLd2dmpBEJkMjH0T4fWe1Dj0el0GBkZyciGSu2qey2q+IHs7L5yiaBKkoQ/+qM/gtvtxp/+6Z8mfM7FixfR2NgIxhgef/xxiKLIVcEiCVQNeO9734s3velN+Od//me8+c1vPvK4wWDA6Ogo5ufncd111xU9kpaOs2cZ9veBri4JPE21qqoK/f39ikdqPuKqnNpzZktjYyMikQh8Pp/m1kkWy8GfUiXWuivenF7eQ760tITW1lbFnD5d0RrxNIIgYGxsDH6/HydOnMjbtL1YxEbLY6OgoVCoIJ3W5AK0ubk5hEKhIxHpdIb+6VB7D2om15xMbai0SPEXO9CQSwT1oYcewte+9jWMjY1hcnISAPCJT3wCZ86cAQDceeed+Na3voV77rlH+fJ83333cXW+kUDVAEEQ8KUvfQnPf/7z4Xa78exnP/vIc6qqqtDb26sUqhT7BEjGhQsMP/iBDpIk4YYbRNxwA19tWl0uF4LBIObn5zE+Pp705Kq09pzZ0trainA4jIWFhZRp6nIn0XEiC4xMzOklScLKygr29vbQ0dFRseuYD4IgYHR0FAsLC1heXkZ/fz936xh7nMQ3u4hPxVutViXdXshoucFgwOTkJObn5xEKhRKK/VSG/qmQ36MaZBuhTGdDVQpFUtmSSwT15ptvTttW/Z3vfCfe+c535jM1TSGBqhFWqxX33XcfXvayl+E73/lOwo3/9fX12N7exsrKCgYGBoowy/REIvh1NTkQDDIAfAlU4KBX+v7+PpaWltDW1pZxe876+oZf3zToNAAOCn6Wl5eTdqcpF+Kj5fLxkug4cTgcWZnTy1Ge5eVlLC0tYXBwsGzXUUvkFr1LS0s4duwYhoaGCr6Ocio+3j0h/jixWq3cNrrQ6XQYHx/HsWPHkq6jLJojkYjiHJIOtfegZjtWfX09jEYjfD4f3G73oa1ypWAzlS35FEmVMnRn1pDOzk589rOfxR133IEf/OAHCUP03d3dmJub49Y2qbVVwnOfK2JvDxgbK644TdWeMxqNIhgM4urVq6irq0vbnvP0aYY3vtGIYBD4/OdDGB3lT3gXg76+PiwuLpa012y8OX3s8ZIoWi4LULXM6WUD9ePHj5e92NcS2VZuZWUFCwsLmjTokFPx8cdKvH2X1WotWBMDtWGMYWhoCKdOncLc3BxGR0ePiGi9Xg/GmGLon27rUiFsptLhdDoxOjoKv9+Pnp6eQ3sn1TbqL/bnnWuRVKlDAlVjbrvtNszNzeG9730v7r777iPfxBhjGBkZwZNPPgmbzZaVIXEhEAQUVLzFt+eM3bsFIGV7TlEU4fF4YLfb05p+//CHOly8yKDTAf/+7zqMjkYK8fa4hzEGt9sNn8+HtbU1bqupszGnl4+HQprTM8YwMDCApaUlbtPUpYAs9k+ePAmfz5e132yiL7WJCtfka0ptbS2sVmtZ7C2PhTGGnp4enD17Vuk6Ff8edTodGGMIhUIIhUIpi6fUtpnKNeost82dn59HIBDIyIYqWyiCWjxIoBaAd73rXbjjjjvwT//0T3jrW9965HG9Xo+xsTHFk7KcD8Rc2nPG7vFLhSAIGB8fVzxSU7XyvOEGEffeKyEaZbjlltL341QTxhhGR0fh9Xqh1+uLEtlP5B+biTk9T3uG5QjgsWPHsLKygr6+Pm7mVmr09PRgdXUVc3NzGBsbOyRo4lPxibZsxH6preTCtba2NhiNRng8HkxMTBy518QWT6XySi12ij8Wo9GIiYkJLCwsKL7BakICtXiQQC0AsUVTw8PDuPnmm488x2q1YmBgAD6fD9PT00U/IfJBi/acmSJ75nm93pRdkq67TsQPfhBENMrQ3Ezp/Xhkse/xeKDX61FfX6/6a1SCOb2cXl1cXMSJEyfQ29tLIjUHwuEwqqursbOzg0cffRQOhwPBYPCQzZssQhsaGkoyFV8oGhoaYDAY4PF4MDY2BpvNdujxWK/UZCK10DZT6dDpdBgdHcXKyooS7CiUT2u2ZNPqXCYUClGKn9AO2cLhpS99Kb71rW+hra3tyHNcLhd2dnawtLQEt9tdhFlmRjHac2aDxWLB8PCwYj+VTNAc7AIgcZoM2Tx9ZmYGer0eNTU1WY9B5vRPb5tYWFjAyZMn0dvbW+wpcYckSYeuKbHZFfmaYrVaYbVaIQgCrl27hvHx8YK16S03ampqMDIygrm5OQwPDx/JNqUz9C+GzVQ65O0g6+vrKW2osoUH26pAIEARVEJbOjo68Pd///e44447cP/99ye8uHZ0dMDv9+Ps2bMJRWwhSNWeU/bx411YOJ1OpQBtamqKm3mVGrER6ZGRkSONJeKFBZnTJ0auSvf7/Th58mTJFqDlQybuCbFfaltaWv7/9s47vK36bP+3ZEu25L333lu2w2hL9mA0AZqEhAAlNIGwUugbRkOhLTMkvEDgZbQlBJpAGQllJpRCRwoNJSS2Je+9ZxyPeMpa5/dHfudU1rBlW+NIej7XpcshPtH5Snx1dJ9n3A8kEonJz25fXx8qKyshk8mcKqLOJ/z8/CCTyaBQKJCWlmZk0D6ToT8fmqTMIRaLERsbC7lcjry8vAVHHvngCqBSqUigErZn+fLl2LJlC37xi1/gd7/7ncmmqaysLG7SVGBgoE3WMd/xnGy3pzMQHh6OyclJt/f2XCienp5ISUmBXC5HZGQk18jGNq7p36wEBga6dY3fTLANkZWVlWhpaUFSUpKjl2RV9G9sDZuSDN0TpFLpgtwTIiIiIBQKUVZWBplMBrFYbKNX5dpIJBIUFRVBoVBApVIZ1ZubM/S3pmizRYSStaEqLy83sqGaD472VeXDsABHQALVAezcuRPbtm3Da6+9hjvuuMPo96x3XVlZGQoLC+d1BzjbeE7DJhNnGs85F+Lj41FXV0ep1RkwNKc3Nf+b3SO9vb3IyMhAQECARY1rxHT0RWpra6vTjfPUj5gb2r0Z1g37+Phwlm+2iHKGhYVBKBSitLQUMpnMLWv0rIFYLOamTqnVasTHxxsdY2joz+cIKstMNlSOhA9NV84CCVQHIBQK8fvf/55rmlqyZInRMd7e3sjMzOSapkxFo9x5PKelsJ3UCoUC3d3dJgcmuANzMaefyXR8aGgI9fX1KCoqInE6T9hJSZWVlWhra0NCQoKjlzQNdq8YRkENI+b6TY7mUvG2JiQkBEKhEHK5HAUFBVSTOk/YevOqqio0NDSYdJzQN/S3ps2UtcWuPvo2VFNTU7y4/pNAtRwSqA7C29sb7733Hn784x/j6NGjJv0mAwMDERoaCoVCgYiIiGm1fjSe03IEAgHy8vJQUlICb29vBAcHO3pJVscwYj6TOf1C0qtBQUFITk6GXC5HYWGh3XxFXQ1WpFZUVEAgEJiMWtkKU6l49qepveLv7w+pVMrbiHlQUBCysrKgUChMdqUTlsHuyfr6elRXVyMrKwtCodBo6MX4+DgGBwet1iNh7Y57w+cytKFKSkpy6D7mg/G/s0DfLg4kLi4OzzzzDLZs2YLbbrsN7e3taGlpwZIlS5CZmQngQmRLqVSiv78f0dHRdjccdxU8PDxQUFCAsrIy5ObmwtfX19FLmpGuLgFKSwXIzWWQlHQhKsAXc/qwsDBoNBqUl5dDJpNRNGCeCIVC5OXloby8HAKBwKpDEVi/YVMG9fqpeKlUymVXnPm6EhAQwHWl5+Xl8f7zzSf0S3wmJiY4l4R//etfXMaNbV5j90pGRgZ0Ot2shv6Wnt/WllX6NlQ1NTXIzMx02HWLIqiW45xXIyfl448/RmlpKZqbm9HS0oLJyUluasnRo0dx+eWXY9OmTSgsLER4eDj3QdPpdCgtLYWHh8eCi73dGS8vLy61WlhYyLuuSDayNTY2iYcf9sHgIAMvLzXuvbcWnp4qXpnTR0VFQaPRoLKyEnl5eRQRmCes36xCoQCAOYlUw1Q8+1M/Fa/fFc83pw1r4+fnh/z8fJSXlyMnJ4d3U/kcCWsNaLhX2JtbtsRHKpUiMDAQ0dHRGB4eRnd3NwoKCkyWhel0ulkN/S1dmz1M/1kbqo6ODqvaUM0VEqiWQwLVzlx88cW4/vrrkZiYCKlUCuDCh2r79u3w8PDAFVdcYfRv2EgL2wxAdVbzx9fXF+np6VAoFCguLrZ7p7mhh6z+FwUb2RKJJFAqUyCRiODpKUZOTh6CgvhXNxwXFweVSoWamhpkZWWRSJ0nQqEQBQUFUCgUEAgEXOqUvWExFBX6qXj9qWtRUVEWT11zVXx8fDjrpMzMTJu5oPAR/RsW/b0yNTVlNMzAkptbHx8fiMVilJaWoqCgwKgJbTavVEuxt6dqXFwcvLy8rGZDNVfmKlCtPRnLmSCBakeuvfZak38vEAjw6quvYtWqVcjJycHSpUuNjvHy8uLM5xctWkQWPgsgODgYsbGxqKioQEFBgdW/zOdiTs/adxlGtp58UoCvvxbi4ot1vBSnLMnJyaivr0djYyPS0tIcvRynQ/+GJSQkBC0tLejs7IRAIOBuWFhRYcuyDVdCIpFAJpNBLpcjPT3dpWrOTd2wGNp4sfslMDCQy9DN9xoXFhYGkUgEuVxusjTKGiLVEVOpwsPD4eXlNasNFcMwDh+d6q4eqAAJVN7ANk1deeWVOHr0qMmmiYCAAMTFxaGqqorSqgskOjoak5OTqK+vR0ZGxpz+rSVTb/SbTOZjTp+ayiA1VTufl2ZXBAIB0tPTUVVVxRvbpO++E+Lmm8UID2fw0UdTsMGU1jmh1WpNRkHZVLx+2UZmZiZaW1sRHR2NmJgYxy7cifH29kZhYSHkcjmSk5NtMqrXFhjWg+r/1J+opW/jJZVKbXrDEhgYyDX0ZWVlGUWlZzL0twRHeaqyNlSVlZVISUkxaUNlC//RuToguOsUKYAEKq+IjY3Fq6++iq1bt+L48eNcCYA+0dHRGB0dRWtrq8sZfdub5ORkVFVVob293eiGgDWjNycq+GS142jYKUnl5eXo6upyuLD69a9F6OoSor+fwTvveOLeezU2PZ++g4KhN6hWq+V8ZPVr/GaKbAUHB0Mul0MoFBoZpxOW4+XlhaKiIsjlcuh0OkRERDh6SQCmR8310/H6zY7sWNeAgABeDL7w9fVFYWEhFAqFScEvFAq5IS5zFamO9FSVSqWQyWSoqKgwaUNlTTst/eecawTVXT1+SaDyjMWLF+OWW27Bz3/+cxw4cMDkRk5LS0NZWRl8fX2dJjLAN9hIRVRUFOrq6jA0NAShUGhkTq8vKty9vm8m2DppuVwOT09Ph4qBSy/VQS4XgmEAmUxnlec0FBWGk9dMOShIpdJ5iQoPDw/IZDKUlZVBIBAgMjLSKq/BHRGJRFxNqk6ns5vgn6mBjS3zYSOhbBSU7/aA3t7e3NQptVptJOaEQiH3faXVasEwjEX739FTqcRiMWQymUkbKltEUOf6nFNTUxRBJfjDHXfcgZKSErz66qvYuXOn0e/1m6ZYmxjCGEvN6aOiotDV1YXU1FSEhYVRfe880Z+A5unp6bDJLY8/rsaKFVqEhjLIy7O8foyNmhuKCsPaYXb0ry0nr7EiVS6XQyAQ8Cb654yIRCIu+qfVaq3m3zmXelBXaWBj38vy8nJMTU0hMTFxRkN/ALNeT/kwlYq1oWpoaJhmQ2WLjvu5Piel+AleIRAI8Morr2DVqlXIzc3FsmXLjI4Ri8XIyclBRUUFiouL3Wo6FIs1zekjIyMhl8sREBBALgkLgI1YlZaWwtPTEwEBAXZfg0AALF9uHDk1lYpnf5qLmi+0yWQhsNN92EhqeHi43dfgKrA+yOXl5dDpdBYNRjA1Apj1ktXpdA6pB+UD7HtZU1OD+vp6pKenG30+2HS/Wq2GTqeb8fvJ2k1S8xWUbD09a0OVl5dnsxT/XPYIpfgJ3uHl5cU1Tb3//vsmxyH6+fkhKSkJlZWVkMlkTn1nbg57mdNLJBKujrKoqMgtBb+1YCe3sDYu9jRNn83vka3vY/cLe9PC16g5K1LlcjkAkEhdAKywqqyshFarRVJSksnSDVaEAsb1oOZGALsbQqEQ2dnZaGxsRGVlJXJycoyEoYeHBwQCAVQqFdRqNTw8PEyKRz5EUPVhbajKysqQmppKTVIOhAQqj4mJicHvfvc7rmnKVCo/IiICo6OjaGpqQmpqqgNWuTD0xy4aRkE1Gg3n32cPc/qAgAAkJSWhvLwchYWFbtnwZC0kEgny8vJQUVFhde9ec6l4lUpl5PfoLPV9M8FGpdlIKtWdzw3DelBPT090dHSgvb192g0LW7oRFxfn1PvFXrDG9+3t7ZDL5cjPzzcKDAiFQojF4lkN/fkQQdWHtaGqqamxekaNzdZYCtlMEbzlRz/6EbZv346dO3fi4MGDJj98KSkpkMvl6Ovr42WtmrkGE8Oxi/qpMtaWyd6Eh4dDqVSiuroaOTk59CW1AHx9fZGdnQ2FQjGnyV2mUqvsn9mLu75B/XxsvJwNtvaPFamhoaGOXhKv0K8H1U/Hm6oHjY6ORnJyMpqbm+Hh4WEyRU1YTnx8PGfoL5PJIBaLp/3eWob+lmDNaGxAQACSk5NRW1uLgYEBq9XUz3WNU1NTlOIn+MuOHTtQUlKCl19+Gffcc4/R7wUCAXJzc1FSUgKpVOqQcajmoqD6US39KIUpc3q+EB8fj7q6OjQ3NyMlJcXRy3FqAgICkJaWxolU9qbDktINVlBQavUCbCSVbZxyVBOaI2Drh035ybI1fez1Rf8aM9NNblZWFurr62kSmhWIjIyESCTipk4ZRh3tJVKt3dTk5eWF0NBQtLa2mrShmg/UJGU5JFAXyIsvvogDBw6AYRjcdttt+MUvfoHBwUFs3ryZMy4/cuQIgoKC5n0OgUCAl156CWvWrEFubi5WrFhhdIxIJOJSqkVFRUZ3sQtF35ze0GZH35yeFRXBwcFOHdVix6F2d3db5aLkjrA3LRqNBhKJBN9++y18fHyg0WggEAimGdTbsnTDlWAtcdhIqitNSbK0HtRaNy1sU0xTUxOqqqqQnZ3NyxtmZyEkJGTa1CnDQMlCDf0twdoClW3wysjIMGlDZY81unOTlGCWMV7uOwTWAiorK3H99dfj+++/h1gsxhVXXIHf/e53OHDgAIKDg7F7927s3bsXQ0ND2Ldv34LP19PTg8svvxzvvfee2Yk9/f396OjogEwmm/MHdS7m9PriwlUv6lqtFqWlpUhJSXEpIWAtzE290e9y1u+KHxsbw8jIyLz2JjEdlUqFsrIypKWlOdXeNKwHZf9sOFVLvy7UVlZe+rS0tGBkZAR5eXm0NxfI+Pg4KioqzI6Z1el00Gq1nEgtKSnBRRddZJVz9/T0QKPRIC4uzirPNzAwgKGhIaSmpoJhGDQ0NECj0XA2VPOhtrYW0dHR8Pf3t+j4o0eP4ty5c3jwwQfndT47Y9XoAkVQF0BNTQ0uvfRSbuLT0qVL8dFHH+GTTz7BiRMnAABbt27FsmXLrCJQo6Ki8Ic//AG33HKL2aapsLAwjI6OoqGhwWiEpyW1fWRO/1/0fT1NzaF2B9hUvKGgMPSStbTLubW1FVVVVcjNzXXLPWUt9COpGRkZC8rQWBs2cm6YjmebHvWvMaytm6OvMUlJSWhvb4dCoUB+fr5bl5IsFB8fH853NiEhwagvwpShv7WwdgRV31Sfjbi3t7ejvLwcubm587IUm08ElVL8xJzJzc3Fww8/jIGBAUgkEnz++edYtGgR+vr6uIklUVFROHv2rNXO+YMf/AC33XYb7rrrLrz55ptGG12r1SIsLAw1NTWoqKiASCQyaU5PtimW4eXlxc1rnkujjzMxm6DQj5yHhYVxUa35CIrExEQ0NDSgrq4OGRkZJFIXgJeXF9c4lZmZaTQj3VbMpR5UIpFYVA/KB+Lj4+Hh4QG5XI6CggKX9zO1JezeLC8vh0qlQmxsLGf/ZrhvvLy8uJHAC8Xak59Micn4+Hh4e3tzpQxzTb9Tk5Tl0CdwAWRlZeGXv/wlVq9eDV9fX7tc1BiGwdq1a/H555/j9ttvR0BAANra2jA4OIinnnqKi1AEBgbi7NmzSExMRGJi4rwFBXGhG52tSS0uLnY6Mc9Gzg2joDPVD7MG9bYgNTUVNTU11IRmBby8vLjGKWuKVJ1Ox+0Ze9SD8oWYmBgIhUKUlZVBJpPxXlTzCcNsy8TEBAQCARobG9Hc3IyAgIBpTWysnZdOp7PI0N/SNVjzO9hctDM8PBxisRjl5eXIzs6eU3ZtPk1S9rr55BskUBfI9u3bsX37dgDAr371K8TGxiIiIgI9PT2IiopCT0/Pgsy1a2tr8dprr6GpqQmdnZ1gGAYRERFISEjA6dOnsWbNGtx///3IyMgw2sRxcXGQy+UICwsjcbpAgoODERsbi4qKChQUFPDu/bRkrKu+oIiKioK3t7dDBIVAIEBWVhYqKirQ3t5u0VQfwjze3t6cSM3KyrJ4epf+ntEXFYb1oGwUlDUwd/UazaioKHh4eHAi1doNp86Mfg2x/p5hxwHr3+iyQzDEYjHq6uoAAGlpaUbXTksN/S3BmjZTsz1fYGAgl11LTU21uBacmqQshwTqAjl79izCw8PR3t6ODz/8EP/5z3/Q0tKCQ4cOYffu3Th06BCuueaaeT9/QEAA1q1bh5SUFMTExEwTFL29vVizZg1uuukmk3dYEokE6enpXGe/q3+x2Jro6GhMTk6irq4OmZmZdj+/Ka9Hw1S84ZcDXyPnrDWaXC6HSCTiSmKI+eHt7Y2CggIoFApkZ2dzDRhzqQf19/eHVCp1eD0oHwgPD58WSXXF0h5z6A/C0Bei+nuGjYRaOg44MzMTLS0tXO2m4Y0xa+ivUqlmNPSfDVt08c/0fFKpFDKZDBUVFZiamrLoOjbXNU5NTbnV/tOHuvgXyOLFizEwMACRSITnn38eK1euxMDAADZt2sRFh44ePWqzTttTp07h7rvvxueff242zdDW1oaJiQlkZWXZZA3uBMMwqKqqgr+/v9Ujf5ZYeel3N7PiwpnTkKxTQmJiIk1ImgdsPSi7Z86fP4/e3l7OrsuwfIP96cx7xp4MDg6ivr4eMpnMpaJY7M2u/o3LxMSE0SAMVohaa890dnair68P+fn5Jp9PP90/Hxuq5uZm+Pv7W22QRUdHBzw8PGa1GtRqtaiqqoKfnx8SExNnFOslJSWQyWQWZ68ef/xxrFixAldeeeWc1u4grHpnSwLVBXjjjTdw/PhxHDp0yOys46qqKgQGBiI2NtYBK3QtdDodysrKEBcXN+fyDVNpVXOpeH0R6srRb7VajdLSUqSnp/OqG50v6NeDGu4bYHo9KLtXGhoaTHpREnNneHgYtbW1yM/P5xxb+I7hjQv7YC3g2Ol9htcaezSGnT17Fq2trSgoKDAZGdTpdNBoNNBqtXMWqY2NjQgODrZaQIgdhxsZGTnrsZbaUJ0+fRrFxcUWv65HHnkE1157LZYvXz6ntTsIspkipvOzn/0MJSUl2L9/P+677z6j37M1f6WlpfD19XXbgmtrIRQKkZ+fj9LSUnh5eU2r+WMYxiityv5Zf+yiflqVz6l4eyASiVBQUAC5XI6cnBy3FFWz1YPql29YMolNIpGgvLwceXl5bmmPZk0CAwO5kb35+fkm7f0cgX7zo2EjG8MwvG1kCw8Ph0gkQllZGfLy8ozeT6FQyAnluRr6W7sGdS7peIFAgLS0NHR0dMxqQ0WTpCyDBKoLIBAIsH//flx++eXIz8/H6tWrjY7x8PBAXl4eysrKUFhY6FLpKnvDMAw0Gg3i4+OhUCgQGhoKtVrNfTGw0QmJRAIfHx+EhoZSWnUWvL29kZ+fzzsRYE0MxwHbsh7Ux8cH+fn5JFKthL+/P/Ly8jjhYa+bKMPpWoYjgdmMi1QqRVBQEGJiYng7QlqfoKAg5OTkcF3who19rEgVCARzqkm1dw2qIQKBYME2VIaQDyrh9IjFYrz77rtYs2YNkpOTTdr3eHt7IysrC+Xl5U5pl2RPZpt4w3qDRkZG4uzZs8jLy4Ofnx/vvxj4jFQqRW5uLioqKpyy5s8wrar/U7+2z17+oD4+Ptz4Y1cV/faEtRIsLy+fk1vCbJiyZzI3XcuVRgL7+flBJpNBoVAgLS0NISEh035vytB/tu8sWxj1z+d9XogNlSHkg0q4BJGRkXj99dfxs5/9DMePHzd5lx8YGIjo6GjU1NQgJyfH6S9y88VUKp79qZ+KZ8XETBGtwMBANDY2orCw0EGvxnXw8/NDZmYmFAoFCgsLeWfxwzayzVQPyu4bPz8/zk3BUTeDvr6+XOSPROrCkUqlnFvCXCZ4GdozsfvGnD2Tu7gpSCQSFBUVQS6XQ6VSmeyCZx0CNBoNAMz4WXJkit+QwMBA5OTkoKqqak42VIa4cxc/CVQX4+KLL8bOnTtx55134vDhwyY/XLGxsRgZGUF7ezsSEhIcsEr7YNhcYlijpd8o4OPjw0Un5tooEB4eDqVSierqarcW/dYiMDAQKSkpnEi190Qfa9eDOhpfX1/k5uaivLwcBQUFTtPow1ckEgkX+UtNTeUifxqNxigKql97rt+QFBQUxEXP3f16IRaLUVRUhPLycqjVapPuKGy6fzZDf0en+A3x8fGZsw2VIe4cQaUufheEYRjcc889CA0NxQMPPGDyGJ1Oh9LSUiQlJRmlVpwJrVZr0hvUlJhgf9pKTNTV1cHT05OmI1mJ3t5edHd3QyaTWf3/12z1oOy+0d87zh7RGh0dRWVlJYnUeWKYdRkdHUV3dzdEIhE8PDyMSjjI0mtu6HQ6VFVVwdvbG6mpqSY/a1qtFmq1GgBMGvpXVFQgNTUVEonEKmuqqalBTEwM5ys8X/RtqPr7+3HxxRdb/G/Xr1+Pd955x1ls+KiLn5gZgUCA559/nmuauvzyy42OEQqFyMvLQ2lpKa+/sNgvBVMpVcPIhEQiQVRUFDe9xN5iIj09HeXl5eju7p7VN4+YncjISKjVaq6Gci7/Py2tB2WFhK3Hu/IBPz8/rjGloKDAal/irgS7bwwjoawXsX7WJTAwEGFhYWhoaEB8fLxFVkSEeYRCIXJzc1FfX4/q6mpkZWUZCVD9qVOmmqdsUYNqjedjm5Tr6+sxNTU1p3W6c4qfIqguTF9fH9asWYPDhw8jLS3N5DHnz59HbW0tiouL7Z5KZTHsVGUFqH4q3pQ3qKPWOxOs8XxycrJTR6b5RHNzMyYnJ5GdnT1NpM6lHlT/p7s3B54/fx41NTVuK1JNDcRgfwL/9ZU13DfmBIVGo4FCoUBUVBTdmFoBhmHQ1taGoaEh5Ofnm/y8mjP0l8vlyM7OtlrtemVlJZKTk60WwNHpdPjPf/4DHx+fGW2o9Fm1ahW++eYb3tXjm4GM+l2B/fv34/XXX4dAIEBeXh7efPNNTExMYPPmzWhtbUViYiKOHDmyYOPyM2fO4Pbbb8fx48fNpim6u7vR398/5yjVXGDH5xkKCZVKBYFAwHXF2yMVb2umpqZQVlaG3NxcsvdZIDqdDhMTE2hsbIRWq4WPj4/ZelBn3zf2hBWpzuiWYAnsTa9hJNRwIIa+EF3IvtFqtVAoFAgLC0NcXJw1X4rb0t3dja6uLshkMrNTpwwN/UtLS5Gfn2+14IW1Swa0Wi3kcjliY2PR0dGBvLy8WaOjS5cuRUlJibOUF5FAdXa6urpw2WWXobq6GhKJBJs2bcJVV12F6upqBAcHY/fu3di7dy+Ghoawb9++BZ/v8OHD+PDDD/H222+bvQDX1dVBLBYjKSlpXucwlVJl/8ymVA0FqCUznJ2VsbExVFZWorCw0G3TM5Zi2FzC/tSvB5VIJBgeHoaPjw+Sk5PderCBtWAnJDmrSNW3ZzJsZmNveg1Hdtpy3+h0OpSXlyMwMBCJiYk2OYe70d/fj+bmZhQUFJjco4YitaysbE5jRGdDoVAgMzPTatdwtVrNfS8MDw+jvr5+VhuqpUuXorS01CrntwNUg+oKsBFFkUiEiYkJREdH4+mnn8aJEycAAFu3bsWyZcusIlB/+tOfoqSkBP/7v/+LBx980OQFOi0tDXK5HL6+vmaLsU2l4tmueOC/KVWJRAI/Pz+Eh4dDKpW6ZUrV19cX6enpUCgUbu85a616UFYAnDt3jkb2WoHAwEBkZGRALpfz9kZKvwlSX4iqVKppVnDWGG6wUNgJc1VVVWhqakJycjLdRC2QsLAwiEQizvTeUMgZGvrzrYvfEP2aVmvZULkyJFAdQExMDO6//37Ex8dDIpFgzZo1WLNmDfr6+jgbiqioKJw9e9Yq5xMIBHj22WdxxRVXIC8vD1dddZXRMWyBeklJCRiGAcMwRl3x+t3NrMVOXFwcvLy8KKVqguDgYMTFxaGiogIFBQUu/WVlWA9qauziQv1B2cY+uVwOkUiEiIgIG74i9yAoKIgTqTKZzCEi1ZQfsbPaM7HX0erqajQ2NprtRicsJzAwELm5uaisrERmZiY3qtswYDI2NgaVSsXd9FoDnU5ndV9V/eezhg2VK0MC1QEMDQ3hk08+QUtLCwIDA3Hdddfh7bfftuk5RSIR3nvvPaxcuRJ+fn5QKpWor6/H2NgYrrrqKi6aJRAIUF1djZiYGPj6+iIwMNClU/G2JioqCpOTk6irq0NGRoZTv4emJt5MTk5ydX1sKp6Ngtpi7KKHhwcKCgpQWloKT09PakSzAkFBQVwGxRbDEcw5cbDlP56entMioSEhIZBKpbxsgrQEgUCA7Oxs1NXVucTn3pGwIlSpVCIsLAwKhQLe3t6cIb9+wCQiIgIJCQnQ6XQAZjb0txRrdfGzmIrIisViyGQyVFVVQalUIjExkfbL/8c5rwBOzt/+9jckJSVxqfT169fj22+/RUREBHp6ehAVFYWenh6Eh4fP+xw9PT0oLy9HU1MT9+jo6IBKpcIdd9yB4uJipKamIjs7G0lJSdOiWX19feju7qa7fyuRlJSE6upqpxiMYK4eVK1Ww8PDw+gLQSKR2L0e1NPTEzKZjBOp1ho56c4EBwcjNTUVZWVl8xKp+vZMhvvH0ImDDxO2bI1AIEBGRgYaGxtRXV1t5EBB/Bf2xtdwwIFhLbFUKkV2djZaWloQGxuLmJgYk8/HeqXOZOg/l7XZYzKVvg1VbW0tMjIyKCsJEqgOIT4+Ht999x0mJiYgkUjw97//HYsWLYKPjw8OHTqE3bt349ChQ7jmmmvmfY5vv/0Wp0+fRkpKCq666iqkpKQgLi4OHh4eePvtt3HkyBE8/PDDJr8gIiIiMDo6iqamJqSmpi7kpRK48GWVlZWFsrIySCSSBd14LBT9aJa5ZjZb+oPW1wswOipAUZEOC7nui8ViFBQUQC6XIy8vj9wSrAAbjWYjqYb/zw3tmUzZerFCIiAggPMkdtcvWoFAgNTUVLS0tKCiogK5ublu+16Yyr7oi9C5jHoNDg5GeXk5VCqVyWgj+52mVquhVqsXfO2y1+hUgUCA9PR0tLe3o6KiAjk5OU6bRbAW1MXvIH7729/i/fffh6enJwoLC/H6669jbGwMmzZtQnt7O+Lj43H06FGbFE4zDIP77rsPUqkUDz30kMkPIMMwkMvliI6Oplo/K6FWq1FaWorMzEybRv3M+Tya85W1lz/o6dNC7Nghhk4H/Pznatx6q3bBzzk+Po7y8nLIZDK39PS0NjqdDt3d3Whvb0d0dDQ3KthUGYd+Z7y7Ci9L0ff1dNX3irWEM4yEqtXqaSJU/5oz34Y2nU6HmpoaeHp6Ij093eRz6HQ6zo7O1NQpS/j+++/nNPVpNoaHh3H27Fmkp6fPeFxfXx++/vprFBcXY/v27Thz5ozV1mBjyGaKWDgajQZXXnklduzYgR//+Mcmj1Gr1SgpKUFOTg78/PzsvELXZHJyEnK5fMHTu+ZSD8r+dLQ/6J/+5IGnnhLBwwNYvlyL//s/tVWel/X05GsnOt/QarUmx7zqp1SBC6NR09PT4e/vT7ZeVqCjowP9/f0oKChw2tIGdu8YlnKo1WrOVcFQiNqqf4FhGDQ2NkKpVCInJ8fktc2cob+lWFugDg4OYmBgwOzgHH2++uorPPjgg4iLi8M///lPq63BxpBAJazDuXPnsGrVKrzxxhvIzMw0ecz4+DgqKipQVFTkLJMseM/IyAiqq6tRXFw8Y/qJtSIzTKcaWuzo/+SzkBgcBO67T4zBQQH27VMhM9N6l5fBwUE0NjaaTE27I6w9k2FEi60lNhQSpqJZZ8+eRVtbm1mjdGLudHd3o7u7GzKZjLfpW0MRyu4hfRFqGAl1ZBNte3s7zp07Z9agfyEi1doCdWBgAMPDw0hJSbHo+H//+9+44YYb8Oc//xkrVqyw2jpsCAlUwnqUlZVh+/btOH78uNm0c39/P9rb21FYWOiy6Sl709/fj7a2NuTm5ppMxxvWg+p/KZBYMM3Zs2e5feqsEaq5YK4zXqvVciLUsJRjrnunr6+Pe0/5KqicDfY9daTwN3cDww7HMNw3fL/u9Pb2cu+pqUAKK1IZhplTut/aArW/vx9jY2MWD8Tp7e3FHXfcAaVSiTvvvBM33XST1dZiI8ion7AehYWFuP/++3Hbbbfh3XffNfnFHhYWhrGxMTQ0NCAjI8MBq3ReZqoHnZqawqlTpxAWFsb5g7rzcIOFEh4eDo1Gg/LychQUFDj9zZSphjb9AQf69kw+Pj4ICwuDRCKxqpBk689Zn1QSqQsnIiICQqGQm3pkq8yUYQZG319W/waG9ZfluwidicjISIhEIpSWlqKgoMCoHl0oFEIkEkGj0UCj0VgcSbV2VHiuxv9TU1Pw9/fHp59+ii1btmBsbAx33HGHVdfEZ+hqQ2DLli0oLS3F008/jYcfftjkhzIxMREVFRXo7u5GdHS0A1bJX+ZSDxoUFDTNH7Surg4eHh40GtFKREdHQ61Wo6qqCrm5ubwtd2BhGAZTU1MmSzn0G9oWMuBgoURERIBhGCgUCquOkXRnwsLCOJFqboynJbC2cKaGHBg6coSEhHDpeFckJCRk2tQpw74JoVAIsVgMtVoNrVbLRVPtyVwFqkqlgre3N3x8fPDhhx+iv7/fhqvjHyRQCQgEAuzduxdXXXUVjh07hnXr1pk8JicnByUlJfDx8XE770n9aISpCVv66VQ2CmpJPWh6ejrKy8vR1dVl1tePmBsJCQlobGzkjUm64ZQtVkSwI4K9vLym3cBER0fzzp4pMjKSc/YgkWodQkJCIBQKuaZJcy4U+pO29MWovghlH6GhoVaPojsT/v7+yM/PR0VFBdLT00264LD1shqNBoB5Q/9Zyh/nxVwFqlKp5Bo/PT09LZo01dHRgZtvvhm9vb0QCoXYsWMH7r333mnHMAyDe++9F59//jmkUin++Mc/oqioaG4vxg645y4mjPD09MQ777yDVatWITU1FVlZWUbHsGbCcrkcRUVFLtUxPdu0G8OaPmuNXBQIBMjNzUVpaSm8vb1pMpKVSElJQU1NDZqbmy1uSFgIhmbj7E/9KLrhiGBvb2+Hi+e5EBUVxUVSnbkTnU8EBQUhKysLcrkcycnJ07IxpiZt2aqUw5Xw8fFBYWEhFAoFEhISTNokenp6QiAQzGjoP1cxaQlznUw1NTU15+i6p6cnnnvuORQVFWF0dBTFxcVYvXo1srOzuWP+8pe/oKGhAQ0NDTh16hTuvPNOnDp1ak7nsQe0wwmO0NBQ/PGPf8S2bdtw7NgxbuaxPhKJBBkZGVxnP5+iPLMxF39Qe9aDenh4ID8/H2VlZfDy8iLTeSvADkeoqKjgfIUXin53s2EUnfV5ZIUEW1fMZ1eF+RAdHU0idZ7o1xMb3gALBALU1NQgKioKQUFB3P6h93d+eHl5obCwkDP0j4uLMzpmNkN/a0+RYp9zLjcWU1NTcw4ERUVFcZFWPz8/ZGVloaura5pA/eSTT3DzzTdDIBDg0ksvxfDwMDfFkk+QQCWmIZPJ8OCDD+LWW2/F+++/b/ICGRwcjLGxMdTW1k7b9HzAsB7UMJLl5eU1rTGAL+lULy8v5OXloaKigvw8rQQbnZbL5fD09LSodtqUtZehPRN7ExMVFWVTn0e+EhMTA4ZhXKYZzVrM1tQmEom4/WOqnpgdOhEVFUW+01ZAJBJBJpOhsrISKpUKycnJJqdOCQQCqFQq7jPO7ue5RjstYT5NUgv5LmhtbUVZWRkuueSSaX/f1dU1TbTHxsaiq6uLBCrBfzZv3ozS0lI89dRT+PWvf23yyzcuLg5VVVXo6OgweXdqSyypB3XGSJaPjw/S09OhUChQVFREKTwrIBQKUVBQgNLSUohEIoSFhRmVchjW9Ol3N1t71KurEBsby4lUV56OZIihCNXfPwttavPx8YFMJoNCoUBmZqbJDBYxN9jsVG1tLWpra5GZmWn0PaDfPKXf4W+LFP98BOp8G+jGxsawYcMGvPDCC/D395/2O1P1tXz8fqRvQCehrq4Omzdv5v67ubkZjz/+OG6++WZs3rwZra2tSExMxJEjRxAUFLSgcwkEAuzZswdr167Fp59+imuuucbkMVlZWSgtLYWvr++Cz6mPuXpQUyLCmvWgfCA4OBhxcXGoqKiATCZz+tfjCEyJCLFYjIqKCojF4mn1oFTTN3/i4uJcUqQyDAOVSmXyJoZhGIjFYu76ExAQgKioKKtlYSQSCWQyGeRyudkmH2JuCAQCZGZmorm5GeXl5cjNzTW6YWBtqPRFKl8E6nwiqGq1Ghs2bMCNN96I9evXG/0+NjYWHR0d3H93dnby0p2HjPqdEK1Wi5iYGJw6dQqvvPIKgoODsXv3buzduxdDQ0PYt2+fVc4zMDCAVatW4cCBA2ZT+UqlEmVlZSgsLJzTnR5rr2NoraMfiTCcdONOIqK5uRkqlYoXXeh8RH//GHbGG4oI9qdQKER5eTmys7ONIgrE/Glra8Pw8DDy8vKcRqTqi1BT9l5isXjatYf9aa/XNzU1BblcjpSUFISGhtrlnO5AZ2cn+vr6kJ+fb7YxijX0VyqVaG9vR05OjtXO39DQgNDQUIsDOu+//z7Onz+P++67z+JzMAyDrVu3Ijg4GC+88ILJY44fP46XX34Zn3/+OU6dOoV77rkH33//vcXnmAGaJOXufPnll3jsscdw8uRJZGRk4MSJE4iKikJPTw+WLVuGuro6q52rvLwcW7duxbFjx8x+qIaHh1FfX4/i4uJpd6azdTaz9aD6XwB8qAflAwzDoLq6Gr6+vkhISHD0chyCvj2TYVMbML/9MzExAYVCgfz8fPj4+Njrpbg8ra2tGBkZQW5uLm8+v6ZugtmfAKaJUPbB+hPzAZVKBblcjsTERISHhzt6OS5DX18f2traUFBQYDI6qdPpoNFocP78efT29lq1z6Kurg6RkZEW2zQePnwYDMNg586dFp/j3//+NxYvXjzthnHPnj1ob28HANxxxx3cc37xxReQSqV48803sWjRorm/IGNIoLo727ZtQ1FREXbu3InAwEAMDw9zvwsKCsLQ0JBVz3fkyBG8+eabOHLkiFFqhK0H7ejowMjICPz8/KBUKqFWq406m9mfzlAPygd0Oh3kcjliYmJMWqW4ApYMOTCMZC3Unml0dBRVVVWQyWTzru8ijGlpacHY2BhycnLsJvIMRah+JBSY3hSpv3/4IkJnQ61WQ6FQICYmhncNLM7M4OAg6uvrkZeXB5FIZLKmWKfTITIyEjExMVZzU6ipqUFsbKzFTXAHDhyAn58fbrvtNquc3w6QQHVnVCoVoqOjUVVVhYiICJsLVIZhcO7cOezatQuTk5OIiIhAS0sLOjo68PTTT8PPz48TocPDw/Dx8UFycrJL1IPyAbVajdLSUmRmZjrtcAR9eybDznj2JsYwEmrrm5jh4WHU1dWhsLDQZqMm3ZHm5mZMTEwgJyfHav//LBl0YBgJ9fLychoROhtarRZyuRwRERGIjY119HKcElONbWNjY5iYmICvry/8/f2n7R82E8NOnRIKhVYRqVVVVUhMTLQ4e/Pyyy8jLi4ON91004LPbSesetF2j4I+F+Ivf/kLioqKuIhaREQE51/W09Oz4FRQeXk53n33XTQ1NaG1tRVqtRqhoaFISkpCbW0tEhIS8MADDyAjI8Ooy1Sn06G0tBSjo6NkOG8lRCIR8vPzuWkzUqnU0Usyiam535OTk9BoNNMmbUmlUgQGBjrcnikwMBApKSlQKBQoLCx0m9pmW5OcnIympiZUVVXNSaQalnOw+4cVoa4w6GC+eHh4QCaToby8HDqdziqevq7ITD6z5iy+VCoVFAoFwsPDTX5niUQiTqiaM/SfC/a2mXJ26KrsZLz77rvYsmUL999XX301Dh06hN27d+PQoUMmO+7ngo+PD5YuXYpt27YhISFhWnRpcHAQK1euxPXXX2/SAkUoFCIvLw9lZWXcxYBYOBKJBDk5OSgvL0dxcbHDLI9MeTzqT9pytrnfoaGh0Gg0NGPeyqSkpKCxsRHV1dXIzs7mRKROp5s2KIN9mCrncCZ7OHvg4eGBgoICVFRUQKvVIikpydFLcggajcYoEqo/cWuuFl8SiQRFRUWQy+VQqVQmyyhmM/SfC3MVqCqVyq0FKqX4nYiJiQnExcWhubmZS/cODAxg06ZN3LSco0eP2tSapKKiAjfffDM+++wzs+cZGRlBTU0NiouLKTJlRfr7+9HW1mazCV5sZ7OhgFAqlUZRCP2fzv7/uKOjA4ODg1bpQh8bA266SYz6eiGef16FK67QWWmVzgErQsfHx9He3s75OLLTtvQjofrpeBKhlqHT6VBdXQ1vb2+kpKS45PtmSoTqWwwalnNYY+KWRqNBeXk5QkNDzUaodTodVCoVAEwz9J8LZWVlyMnJsbis6NFHH8Xll1+ONWvWzPlcDoJqUAnH8sEHH+DAgQM4evSoWXHS09ODs2fPIj8/3yUvoo6io6MDw8PDyM3Nndf7aq6zWd+eyVRnvKtHF5ubmzE5OTkt4jcfPv3UA/fcIwLDAAkJDL7+esqKq+QHphrbJiYmTIrQwcFBCIVCZGdnu0xNqKNhGAY1NTXw8PBAenq6U15ftVqtyUioORFqjxthnU6HqqoqeHt7IzU11eT7ytpQsRHbue7p0tJS5OfnW/xaHnroIVx33XVYunTpnM7jQEigEo6FYRg88sgjUKlUePTRR81eIOvr6+Hp6Ynk5GQ7r9C1qa+vh1AoRGpqqsnfm0ql6tfzOXtnsy1gGAb19fUQCARIS0ub95d+U5MAV17pBbVagC1bNNizR23lldoHfRGqL0RZEWoYSZdKpRCLxUbvG/u+MgxDnr5WhH1ftVotsrKyePm+ziZC9fcO+3B0NoZ9XzUaDbKyskxeE/W9UucaST1z5sycMmC7du3CrbfeajSqlMeQQCUcj1arxTXXXIPNmzdjw4YNJo9hbZLi4uIQFhZm5xW6LgzDQKFQwN/fH35+fkZRLADT7L1YIeEuTSXzhfWelUqlC6rx6+4WoKdHgMJCHfis+XU6nVEU1JS7gv4eMiVCZ4NhGNTV1UEgEDhtxI+PMAyDpqYmKJVKh0WoDR062AfbHGm4f5xhbDDDMGhra8PQ0BDy8/NNZo/mG0k9ffo0Fi1aZPFn4O6778auXbsgk8nm8hIcCXXxuzpDQ0M4d+4c0tLSHL0Us3h4eOCtt97CypUrkZGRgdzcXKNj2KapkpISSKVSMkafI6Yu/pOTk1wUa3h4GCEhIQgODkZERITZKBZhGez43vLycnR2ds7b0ic6mkF0ND/u7c3tIbVazbkrsMIhKirKJu4KAoEAGRkZqK2tRUNDw4Ii1MR/EQgESE1NRUtLCyoqKmw2yYu9kTF1HTKMhAYFBTmFCJ0JgUCAxMREiMVilJWVoaCgwOj1sKNRNRoNNxrV0vd+LnufuvgJXlFSUoIf/OAH+Pjjj3ktUIELnqtvvfUWbrzxRhw7dsxk05RIJEJubi4qKioc2oHOV9iGAEMRwXrv6UceDO2ZVCoVSktLkZiYaLHxMzEz7E2VXC6HSCRyigEJs0WxDAUE665gT5HIzkOvqalBY2Oj2Ro/Yu4kJSWhvb2dm5A2n3pxw5IO/YyMKRHKRtNdmejoaIhEIpSWlqKgoMBoqIdQKIRYLIZarYZGo4GHh4fVa/XZJkN3hQQqj3jzzTfx5JNPoq2tzWmmhuTk5OA3v/kNtm3bhg8++MBkDZGvry+SkpJQWVkJmUzmVl9MDMNArVabrOfTt2fS93i01J5JLBYjLy8P5eXlKCwstNqFbP9+Txw+7Im1azV4/HEN3Oh/F4D/WvqUlpbC09OTF56+hvV87B7ST6WyIoKvUSw2Ql1TU4OmpiaX7UJ3BPHx8fDw8OD8kk1dh2drbtMXobaKpjsbYWFhEIlEkMvlyM3Nha+vr9Ex7OdMq9UCgFVFqrtHUKkGlQdotVrceOON+PLLL7Fu3TocOnSI+93AwAAvviBngmEY/OY3v8H4+DieeOIJsxe0xsZGMAzD+8jwXGHtmQwv/JOTk2AYZpo9k76QsNaFbGhoCA0NDSgqKlpwk8HkJFBU5A1/fwZjYwJ89dUUb9LV9oaNUGdmZpr0/bU2poYdmGsqcZZ6PlOwtb6sVRJhPbq7u9HR0YHExMRpbh2mRCj7cHcRagljY2OorKyc8VrApvsFAoHZ6/Dp06dx0UUXWXzea6+91ubWkVaGmqRcicHBQSxduhRXX301nnrqKWzcuBEXXXQRfvnLX+K7777DJ598gg0bNmDRokWOXuqMaLVa/OQnP8GGDRtw3XXXmTyGbe6JjIxEZGSknVe4MNhJN6bmxgPg7JkMLZrs1bjQ09OD3t5eFBQULOicDANcf70Y1dVCxMQw+PTTKbh4Jm9GlErljNGTuaLv8agvRvXtdQyFqDOK0NlgGAZVVVWQSqXk8jFHGIYxmZGZmpqCQCCAQCCAUqlEQkICN8KTatMXjlKphEKhQHJystmmX61WC7X6gnOHqc/tXAXqFVdcgS+//NKZ+jeoScpVUCqVyMrKwnPPPcfN2n3jjTewfPlyjI2NwcPDA6Ojo05Rg+Lh4YHDhw9jxYoVyMjIQH5+vtExAoEAubm5OHPmDHx8fHhXN8naMxmKB3bSjb49U3BwMGJiYnhjzxQVFQWlUom6ujpkZmbO+8tIIAAOH1ahtlaA1FTGrcUpcGG6EVtGIZPJIJFIZv03hiUdMxmNh4SE8MJex94IBALk5OSgsrISLS0tbjsZyRymRr/qX4v0b4JNTd06d+4cmpqaEBkZ6dYpYmvi7e2NoqIiKBQKqNVqREdHGx3j4eHB9QeoVKp5eaXqQyl+iqA6lLGxMaPIzKOPPoovv/wSV199NW699VaEhoYu6BzDw8O49dZbUVlZCYFAgDfeeAMZGRnYvHkzWltbkZiYiCNHjiAoKGhB5wGA6upq3HDDDfjss8/MliaMj4+joqICRUVFdi+0n83f0Zkn3bCpU19fXyQkJDh6OS7FyMgIqqurUVhYCC8vrxnnfnt6epq0aHI3EWoJOp0OlZWV8Pf3R2JioqOXY1dMiVB9v2L90a/zuRYNDg6ivr4eMpnMKYIczoJWq0V5eTkCAwORmJg4o6G/vlcqwzA4c+bMnCKoS5cuRWlpqTWXb2soxe9KMAzDbfCGhgb85S9/QXl5OdavX4+rrroKADA5OQmJRMJFYObK1q1bsXjxYtx6661creSePXsQHByM3bt3Y+/evRgaGsK+ffus8po+/vhjvPzyy/jzn/9sNj3Z39+P9vZ2FBYWWj0CyTaUGApRlUpl1NXM/tlVUmCs92xMTIxTdKDzGUMROjQ0hJGRES7tbsrj0dUnbtkCnU6HiooKBAYGutyNleHkNv3xwcAFEWp4M2NNv+Lh4WHU1tYiPz8fUqnUKs9JXNizNTU18PT0NOvtayhSgQuTpOZSrkcClQQqL2hoaMBrr72G0dFR7Ny5E+Hh4fjZz36GyMhIDAwM4M0330RQUNCcRerIyAgKCgrQ3Nw87UOUkZGBEydOICoqCj09PVi2bBnq6uqs8loYhsGjjz6K8+fP46mnnjJ7sW1paYFKpUJGRsacz6GfRjWs5TPsatav5XMFETobarUapaWlyMjIsEtzj7PCOiwYRkEnJyeh0+mMmtukUinGxsbQ2dmJwsJCEqNWhBWpQUFBZmeh8xVz44PZ+nT90iBbiNDZGBkZQVVVFfLz852plpH3MAyDxsZGKJVK5OTkzDh1SqfTAQAqKytRVFRk8TlIoJJA5QU6nQ779u3Dxo0bMTo6iquuugp33HEHtm3bhjfeeAOlpaX49NNP5/y8crkcO3bsQHZ2NhQKBYqLi/Hiiy8iJiYGw8PD3HFBQUEYGhqy2uvRarVYv349rr32WmzevNnkMQzDoKKiAqGhoUb1PPriwVCImkqjsn+mNOoFlEolZzLtzpETQxFqymHBVHPbTOKzu7sbfX19C25II6aj0+lQXl6OkJAQxMXFOXo509B36jDcR8B/Raj+NYkv9enAhVKyiooK5Obm8q7239lpb2/HuXPnkJ+fb9bei3XoaGhoQGFhocXPTQKVBCpv0Ol0EAqFuOuuu5CXl4c777wTwAWrqR07duDAgQMIDAyc8+zfSy+9FCdPnsQll1yCe++9F/7+/njppZdsKlAB4Pz581ixYgVefvllFBQUGP2e7UaVy+UIDw8HAJPiwVCIUuTKMti6SVcfkDCbzZdYLDZZE7oQ8dDW1oaRkRHk5ua6RVTeXuh0OigUCoSFhc17ktd8YfeRqQY3dh+ZioTyRYTOBlv7n5WVhYCAAEcvx6Xo7e1Fe3s7ZDIZRCKRyZvi8fFx+Pv7Iy0tzeLvMHcXqBRu4hECgQBjY2Po6OjgxCkAHDp0CAKBAMHBwRgZGYG/v/+02tWZiI2NRWxsLC655BIAwMaNG7F3715ERESgp6eHS/GzAtGaBAQE4PDhw7juuutw3333oaurC83NzQgODsbatWsBXLBn8vf3R3d3N1JTUxEVFWVXeyZXxt/fHykpKVAoFCgqKnLq99RcBEupVBqJh4CAAJvvo4SEBDQ2NqK2tnZBrgnEdIRCIfLz86FQKCAQCBATE2PV558tom7vfWRPfHx8UFBQAIVCgYyMDKs0xbozhvtIKBTim2++gUQimVbWob+PtFqtTQz9XRWKoPKQJ554At9++y127dqFo0eP4osvvsA//vEPqNVqPPXUU3jyySeRmJjIRVxnY/HixXj99deRkZGBRx99FOPj4wCAkJAQrklqcHAQzzzzzILW/dVXX6Gurg6NjY1oampCV1cXZ1osEAiwZs0azoIqKSlp2toHBwfR3Nzs9EKKj3R0dGB4eJj30b7Zavn4FsFiGAa1tbUQiURITU11yBpcFa1Wy3kmm7LzmQ1zEXW2tthwH7mKCLUE1s8zNTWV90NgHI3hBDf9XgdPT0+jfaRWq1FbWztjKQVr6C8UCmcUqQzDYNmyZW4dQSWBylN+85vfALiQpt27dy9OnjyJV199Fb29vVi0aBEeffRRBAUFWSRS5XI518GfnJyMN998EzqdDps2bUJ7ezvi4+OtMq1i3759CA0NRUpKClJTUxEdHc3Zazz++OMYGBjA008/bVYktbe3Y2xsDFlZWbwWUs5IfX09hEKhw4WUqa7myclJkw0lbFqez2lUto46MDDQ6Zp7+I5Wq4VcLkd0dLTJ0c/mIqHmGtyoPOi/qFQqyOVyJCUlmTWddxd0Op1JEao/Rph9+Pj4zGoZx5ZSpKenm/1Onc3QH7iwv6+44gp8//33C3+R9oMEqjuhVqtx8OBBnDx5EmvWrMHFF1+MTz/9FMeOHcO//vUvRy/PYnQ6HTZs2IC1a9diy5YtJo9hfTz9/f151yTh7DAMg/LycoSGhlo9bWrqXKYGHrDWOqa6mr28vHgrQmeDrZuMiIiYV7SPMA8b7fP394eXlxe3l9hGSVORUBKhlqFWqyGXyxEXF+d0k/3miv4QFsPBB4ZjhPVHwM6XqakpKBQKJCQkmLX70+l0UKlUYBjGpKH/6Ogorr/+enz99dfzXocDoBpUd0Gj0eCXv/wlzp8/j5tvvhmXXnop/Pz8cNlll6G6uhoDAwNcisbSmlRHIRQKcfjwYSxfvhyZmZkmOxkFAgEyMzNRWloKX19fqpGyIuwUr9LSUnh7ey84tTfbpBv9gQdsV7Y9rXXsCVs3WVZWBk9PT5vUc7sy+uNfzU3eGhgYQFhYGBISEshv1kqIRCIUFhZCoVBAp9M5/c3VTNck/SEsUqkUERER8PHxsZn1oJeXFwoLC1FeXg6VSmUy4CIUCiEWi6FWq7m6VH2RqlKp3HqKFEARVN5TW1uL4eFhLFq0CJ6envjPf/6Dn/3sZ4iJiUFKSgqKi4tx++23816gstTV1WHTpk349NNPzaaWWIukwsJCmoBiZVQqFUpLS5GTkzOr3QwbdTDsajYUofrRK1cVoZbA+s+mpaUtuFzG1WBtdkzV8hmOf2Uf+iJUo9Fw0T4aQGFd2HrfsLAw3meuZrP7Wuj0LWuj1WpRWVkJX19fJCcnz2joz2YFWJHa3d2N+++/H5999pm9l70QKMXvrhw6dAj79+/Htm3bcM899+DcuXNYvnw5jh8/7lT1b8eOHcPzzz+Pjz76yGwaZXh4GPX19SguLqZoiZUZHx9HeXk5CgsLIRaLTY5bNIw6OOPoV0cwNTWFsrIyZGdnw9/f39HLsSszNZSYS6POxbdYo9GgrKwMCQkJFKW2MqwHLTu+09GYE6HOaPfFNlMCMOv4YUqkNjc344knnsAHH3xg7yUvBBKo7sg777yDBx54AH/84x+xevVqAMD+/ftx7NgxfPTRR073Zfjkk0+it7cX+/btMyt2Ojs7MTQ0xPvuc76j0+mMhh2cP38eY2NjXNG/YSSUROj8mZiYgEKhcMnJPVqt1mQk1FRDif4EN2vB1k0mJia6fXOPtdHpdFy0Lykpyeaff1OlHWx9sas5LTAMg+bmZoyNjSE3N9dk0IU19GcdAurr67F//3688847DljxvCGB6o4wDIPe3l5ERUVhZGQEzz77LPr7+7FlyxYsWbJkWje/pfZTjkSn0+G6667D5ZdfjptuusnscTU1NZBIJLy4q+cz+iJUX4hOTU1BKBROm5LEXvAHBwfR29tLE5FswOjoKCorK52yTGU2EWrthpK5olarUVZWRh3oNoBtVBWLxUhNTV2wSJ0tqj5baYer0dnZib6+PuTn58/Yva/RaFBZWYnDhw/j4MGDdl7lgiCB6s7U1NTgf//3fxESEoIVK1YgIiIC//nPfzA1NQUfHx/cfvvtjl6ixYyOjmLFihXYv3+/2fnEOp0OpaWlSEpKcnvPPlY4GIoHtVoNgUBgMhIqFotn/JJpaWmBUqkks3kbMDw8jNraWhQVFUEsFjt6OdMwvKFhHyqVyiZdzdaGFanJyckIDQ119HJcCoZhUFdXBwDIyMiY9bpgbi+p1WqTUXV3H0nd19eHb775BhdddBESEhJMHqNUKvHpp5/iyy+/dOsIqvvuEidlamoKERER2Lp1K8bHx/Haa6/h7bffxokTJ/D4449Dp9NNm0LFZ/z8/PCnP/0J1113HT755BOTdWVsh3RJSYlbzJU3Fb2anJycJhxY8RAVFcUJh/mKy8TERNTU1KCtrY2i1FYmMDAQqampkMvlKCoqsvuX8kwi1DASao29ZE9EIhFkMhnkcjkEAoHb37xaE4FAgIyMDDQ2NqK6uhrZ2dkALoim8fFxo71keHPM7iW+3ZTxBdZBYN26dXjppZcgEAi44TaNjY3o7OyEUChEYGCgyRHh7gRFUJ2Q4eFh+Pv7Y82aNVi8eDE6OjqQlZWFn/zkJ9ixYwfef/99p7pgHz9+HM8++yw++ugjsxe1kZER1NTUoLi42Onvvtm0l6F4MJVCZf9sS+Gg0+kgl8sRExNDHdI2oLe3F11dXZDJZFZPX7Ii1HAvmRIO+pFQZxChlqBSqVBWVkbOCVbAcIjG+Pg4zp07B5VKZbI7nhWhrrKXbMXg4CAaGxvR0NDAidDW1laIxWLU1tZy3+MZGRlIS0tDXFycM5dcUYqfuNCJvW3bNrz//vsAgOXLlyM8PByFhYXYvXs3V4fqDPWoALBnzx50dHTg2WefNXvB6+npwdmzZ5Gfn8/7i6Jh7RUrIPSbSQzFgyNTqBqNBiUlJcjIyEBgYKDD1uGqdHZ2YmBgAHl5eXP+PJozGWdFqCnx4E7CYWpqCnK5nESqBTAMA7VabRQJVSqVYBjG5BCNvr4+DA8PIz8/3ym+SxzB+Pg4Ghsbp0VCm5qaMDExgZCQEKSlpSE9PZ0ToUlJSRCLxWhpacHGjRuxd+9ervnZySGBSly40CxZsgRbtmzBXXfdhZ6eHtx55524/fbbkZGRgffffx8PPfSQo5dpMTqdDps3b8aqVavw05/+1Oxx9fX18PT0RHJysh1XZ5qZvB0Na6/0I6F8hfWfdYdSCkfQ0tKCiYkJZGdnG4nH2QYfmIqqk9PCf2HtvTIyMmjAB0yPgZ2YmJi3TVNHRwf6+/tRUFDg0k1MM6FSqdDS0sJFQ5ubm9HQ0IDh4WH4+voiNTWVE6Hp6elISUmxyMWjv78f1157LXbt2oUNGzbY4ZXYFBKoxAWamppw5ZVX4oUXXsBVV10F4EI6Yd26dViyZAmefvpp7tj5GvknJibCz88PHh4e8PT0xJkzZzA4OIjNmzejtbUViYmJOHLkiFW+FMbGxrB8+XI899xzWLRokcljGIZBWVkZYmNj7eKFqG+Foi9G9btQDcUDn0XobIyOjqKqqoqXjT3Ojk6nQ21tLdRqNYKCgqY5LQD8Mxl3NpRKJeRyOTIzM90iC8DeIBtGQ82NgZVKpQuKgHZ3d6OnpwcFBQVOX2ZlDq1Wi87OTjQ0NEyLhvb29kIsFiMlJQVpaWmcCE1LS7Pad193dzfS09Ot8CocCglU4r+cOnUKw8PDWLx4MYaGhrBnzx7IZDLcdtttOH36NPr7+znxOh8SExNx5syZaZ2yDz74IIKDg7F7927s3bsXQ0ND2LdvnzVeDhoaGrBx40Z8/PHHZush1Wo1SkpKkJubC19f3wWfU61Wm2xMMmWFwopRV71AA8C5c+fQ2tqKwsJCt42WzBfDOj79FCpwYQTi5OQkpFIp4uPj3X76lrVhRWpWVhYCAgIcvZwFM5PllyNsmnp7e9HR0QGZTOa0N+KsZSMrPlkh2t7eDgBISEgwSslHRkbSZ9QySKAS02HrTD/88ENUVVUhJCQEf//73yGXy8EwDGpqargI6FwxJVAzMjJw4sQJREVFoaenB8uWLeNsSazBF198gb179+Ljjz82G8UbGxtDZWUliouLLbpQGqa82Iu+VquFSCQyadHkyiJ0NmhIgnlMiVC2UQmAyTo+fRGq0+lQUVGB4OBg3o+WdEacTaQ6m+VXf38/WlpaIJPJeJ1lGRoaQlNT07RoaEtLC1QqFaKioqaJ0PT0dMTFxdEN+cIhgUpMh2EYVFVVIT8/H4sWLUJiYiLWrl2Lnp4ebNiwAampqVCr1RCJRHNO9SclJSEoKAgCgQC33347duzYgcDAQAwPD3PHBAUFYWhoyKqvae/evWhpacHzzz9vdr1nz57luqMFAgFUKpXZSKj+ZBL9Cz5dkMzT0NAAgUCA1NRURy/F7sw283s2ETobWq2Wc06IjIy05UtxSyYnJ6FQKHgzcnamGmNndFsYGBhAY2MjCgoKHDqIYmJiwigS2tDQgImJCQQFBXFpeFaEJiUlwcvLy2HrdQNIoBKm2bNnD9atW4ecnBz8+c9/Rnl5OZYuXYoTJ06gsrISH3/88Zyfs7u7G9HR0Th79ixWr16Nl156CVdffbXNBapOp8OWLVuwfPly3HzzzdzfjY+PT7Np6uvrg0ajgVgsNhsJJRE6PxiG4SJ9sbGxjl6O1TEnQtmOZlvP/NZoNCgtLSWzeRvBitScnBz4+fnZ/HzsfjLVIQ+4Xo3x0NAQ6urqUFBQAIlEYrPzqFQqtLa2cuKTFaSDg4OQSqVIS0ubJkJTU1OtUvpFzAsSqIR5NBoNnnzySbz66qtYtmwZcnJyIBQKcfPNN0+bWjGfpqlHH30Uvr6+OHDggM1S/AzDoL+/Hw0NDaiqqsKTTz6JpKQk9PX1QavVYsWKFdixYwcnPiUSCRobGxEVFUWRKBug1Wo5EeVM3rosrK2OqUiooQjVHwdrLzsdlUqF0tJSt2nssTcTExNQKBTIzc21iki1ZD/5+PjMO7LubJw/fx41NTXIy8uzqGPdHDqdDp2dnVwklI2Gdnd3QyQSITk52agu1BmvR24ACVTCPM3NzVi3bh1EIhH27t0LmUyGwMBA7Nu3D35+foiPj8fGjRstEqjj4+PQ6XTw8/PD+Pg4Vq9ejd/85jf4+9//jpCQEK5JanBwEM8888y81zwxMYFbbrkFLS0t0Gg0CA8PR2pqKtLS0iCVSvHGG2/g4MGDSEpKMvnvWQ/P7Oxsu0RK3A1WRNkrEjVXZhMN+uUd+mKUL56OrL2XtUQUMZ3x8XGUl5cjLy/P4siauf2k0+l4v5/szejoKBQKBYKDg7mpU6ZgGAZnz541ioS2t7eDYRjExcUZpeSjoqJcVty7KCRQiZk5efIksrOzERQUhLq6OvzsZz9DUFAQbrrpJjzxxBP4/e9/jyVLlsz6PM3NzfjJT34C4IIIvOGGG/Dwww9jYGAAmzZtQnt7O+Lj43H06NEFGWQzDIOGhgYkJiaaLLr/61//iqeeegqffPKJ2fqh8fFxVFRUkD2SjWDfX5lM5rCas9lEg6k6PmcRDayIIg9a22BKpBoO0zBlIacfDaVyIfM0NDRgw4YNePXVV5GXlzetOamxsZFrTgoPDzcSofHx8W7dkOpikEAlLKOzsxMrV67ET3/6UzzyyCMAgFdeeQVnzpzB66+/DqFQ6DR3p8888wwaGhrwwgsvmF3zuXPn0NbWhsLCQqcRJs7E8PAw6uvrbTpX3pzbgjlvR1cSDSMjI6iurkZhYSE1clgJtkN+fHwcQ0ND6OnpgUQiAcMwRsM02AeJpdmZnJxEU1PTtAaltrY2VFZWIjY2FosWLUJ6ejr3SE5OdmgzFWE3SKASltHa2oonnngCBw8e5P7u8ccfR2hoKO666y7u75xhHKpOp8ONN96IxYsX45ZbbjF7XEtLC6amppCZmWm/xbkRvb29nFn3fPeM/vCDmQzG3dFtYXBwEA0NDSgqKnJan0l7M9soWHYfsTWSLS0tKCgoWFDNpDugVqvR1tZm1CE/MDAAiUTCTU5iH2lpaRgeHsa1116L5557DsuWLXP0SyDsDwlUwjJ6e3uxbNkyvPTSS0hOTsY//vEP/OEPf8Bbb70FDw8PfPnll9i5cyeA+U+asifj4+NYuXIlnn76aVxyySUmj2E7z0NCQhATE2PnFboHLS0tUCqVyMzMNLtnLJnAZU+DcWeiv78fra2tKCoqovfk/6PvPavfJc/aNJnqkBeLxSb35+joKCorK6mcAhfEfXd397Sa0MbGRnR3d8PDwwNJSUlGKfmQkJAZvyt6e3tx9dVX4/HHH8cVV1xhx1dD8AASqITlfPnll3jqqacQHx+PsbExPPfccxgeHsZ9990HsViMX/3qV1i6dKmjl2kxLS0tuOaaa/Dxxx+b7drXarUoKSlBRkaGUxh1Oxvs8Advb2+EhYXNWMPnThO4rEl3dzd6e3shk8l4n92wFpZ6z+rXhc7Xpokd6WtriyQ+wDAMzp07Z9Qh39bWBp1Oh5iYmGmR0PT0dERHRy9o3w0MDOCf//wnNm7caMVXQjgBJFCJuXH27FmEhoZCKBTi7bffxsGDB7F48WLExcXh/fffx2uvvQaVSoXPP/8cu3btcvRyZ+Wrr77C448/jk8//dRsrd7k5CTkcjmKioqonm8BGDaSsNFQtVoNpVIJX19fhISEUA2fDWhvb8fw8DDy8vJ4n92YC/p1xmw01JTtly28Z/Vha35dRaSOjIwYdcg3NzdjamoKoaGhRiI0MTGRPquEtSGBSswNnU4HjUaD7du3Y2xsDLt27UJxcTGkUim6u7tx4MABtLa2IiIiAj//+c+dIjX+3HPPoaamBi+++KLZL+/BwUE0NTWhuLjYbaJQ82Gmed9sI4lhh7xIJOKM5tPT08nD00Y0NjZCrVbPWE7BRyytM2ajoY6yaWJ9PB3pTjEXlEolmpubuShoY2MjGhoaMDY2Bj8/P84rlH2kpKS4hPh2F7744gvce++90Gq1uPXWW7F7925HL2mukEAl5seePXtwzTXXICMjg7tzfuONN/D9999DJpPh8ssvN+s1yjd0Oh1uvvlmXHLJJdi+fbvZ49rb2zE2NoasrCyn+oK3NjqdzmTqVK1WQygUznveN+vhSfV8toFhGNTV1cHT05N3I2cNb2zYaKiz1RnzTaRqNBq0t7cb1YX29/fD29sbKSkp0wzr09LSqJTJBdBqtUhPT8dXX32F2NhYXHTRRXj33Xdn9JblISRQifmh0+kgEAggEAhw/vx5vPzyy/jyyy9x0003YcWKFUhJSXH0EufExMQEVq5ciSeffBI/+MEPTB7DMAyqq6vh7++PuLg4O6/QvrCWOqa6mWcSoQsV7mw9H3nQ2gaGYVBZWQl/f/9p0+Dsgbk9ZerGxsfHBxKJxCndB4aHh1FbW2s3kcowDHp6ejivUFaIdnZ2wsPDAwkJCUYp+bCwMLe+yXZ1/vOf/+DRRx/FX//6VwDA008/DQB46KGHHLmsuWLVDUoFKG4Em0KrrKzEiy++CKlUisnJSfzjH//A119/DbFYjJUrV+KGG25w8EotQyqV4t1338XVV1+NDz/8ENHR0UbHCAQCZGVloaSkBL6+vggKCnLASq2HvmDQFw5TU1NGgiEqKspqInQm/Pz8kJqaivLychQWFvIySubMCAQC5OTkQKFQQCQSmdznC4FhmGk2TWwk1NCmyZ57yt4EBgYiIyMDcrncqj60AwMDXBqeFaFtbW3QaDSIjo7mxOe6deuQlpaG2NhYKkdyU7q6uqYFUWJjY3Hq1CkHrsjxkEB1Qzo6OhAWFobLL78ccrkcv/jFLxAaGoqRkRF0dHRwxzmDP2piYiL279+PW265BZ9++qnJ6IdQKEReXh7Kysogk8l4X5M1m6+jvqVORETEjJY69iI0NBRKpRJVVVUu19TDB4RCIfLz81FWVgZPT0+Eh4fP6d/r2zTpP5RKJQDA29ubi4CGh4fDx8fH4XvK3gQFBSE9PR1yuRwymcxikTo2NmbUId/U1ITJyUmEhoZydaFLlizB9u3bkZSU5JRRZsK2mMpmu9PnzxQkUN2QK6+8Ej/84Q8xNjYGqVSKSy65hBOjGo0Gb775JtauXYuwsDCunozPrFy5EuXl5bj//vvx0ksvmfxQe3t7IysrCxUVFSguLnb4azKMWulHQgFMi1rxRYTORmxsLCYnJ9HY2Ii0tDRHL8fl8PDwQEFBASdSDccLMwxjNIlrfHwcSqUSDMNwNk1SqRQhISGIi4uDt7c3r/eUvQkODkZ0dDRWrFiBo0ePctHqqakptLS0GJnWnz9/Hr6+vpwILSgowHXXXYeUlBSqySbmRGxs7LQAUWdnp9WzJc4G1aC6MXK5HE899RSOHj0KAPjb3/6GG2+8ETfccAO+/fZbLr0wXxN/rVaLRYsWISYmBseOHcPg4CA2b96M1tZWJCYm4siRI1ZLuet0OmzduhUXXXQRbr31VrPHdXV1YXBwELm5uTb/YrZEhBrWhc7X15EvsIMSgoODERsb6+jluCRjY2NQKBSIiooCwzBcuYdOp4NIJJpWD+rIDnlnQ6vVoqOjAw0NDfj73/+Ozz77DAkJCRgaGoKXlxdSUlKmGdanpaWRewVhNTQaDdLT0/H3v/8dMTExuOiii/DOO+8gJyfH0UubC1SDSliHqKgoxMTEYGRkBP7+/hCJRLj00kuxf/9+/PznP8djjz2G3/72t/MWTC+++CKysrIwMjICANi7dy9WrlyJ3bt3Y+/evdi7dy/27dtnldciFArx2muvYcWKFcjKysKPfvQjk8fFxMRgdHQUbW1tSExMXPB59UWofk2ofuqUFZ9hYWEuIUJngq2XLCsrg7e3N0JDQx29JKfE0H9WfwiCp6cn/Pz80NHRgaSkJCQlJUEikTg8K+AMMAyD3t5eo5R8R0cHBAIBEhISkJaWhvz8fMTHx+O9997DP/7xD4SEhDh66YSL4+npiZdffhmXX345tFottm3b5mzi1OpQBNXNUalU+PWvf40bbrgBKSkp2LVrF371q18hNDQU3333HVatWjWv5+3s7MTWrVvx8MMP4/nnn8exY8eQkZGBEydOICoqCj09PVi2bBnq6uqs+nra2tqwbt06s01TwIVoa1lZGRISEiwSULPV7+mnTvXNxV1VhFqCSqVCaWkpcnJy4Ofn5+jl8BJT1l+s/6yHh8e0GfJsJFTfWH1sbAwVFRVOUVdtb1gPZP0u+ZaWFmg0GkRFRXEpeTYaGhsba1Lgf/7553jyySdx/Phxp2+wJAg7QDZThHV55plncOLECXz++ee48sorceedd+Lqq69e0HNu3LgRDz30EEZHR/Hss8/i2LFjCAwMxPDwMHdMUFAQhoaGFrh6Y/75z3/ikUcewWeffWbWMoYVUPn5+ZBKpUYiVL9THiAROh/Gx8c5AcUHf0lHMFPD20L8Z1lYeyR3tPgaHx+f5hPKCtGJiQkEBwcbzZBPSkqa13v02Wef4fTp03j88cdt8CoIwqUggUpYn61bt2JqagpfffUV/vWvfyE3N3fez3Xs2DF8/vnnePXVV3HixAm7C1TgQnlBaWkpXnnlFa7+TqfTTWsiGRoaQn9/Pxd9sueYRXdheHgY9fX1KCoqctmxijPVGhu6LrDRUGvaNA0MDKCpqckl32OVSoWWlhajEZ5DQ0Pw8fHhjOpZEZqamgofHx9HL5sg3BUSqIRtaGlpQUhICPz9/efdGAVcMBZ+66234OnpCaVSiZGREaxfvx6nT5+2eYqfYRj09/ejrq4Ou3fvRmBgIKamptDZ2QmhUIg//OEPnEiQSqUYGxvD8PAwCgoKKBpqI3p7e9HT04OCggKnFfsMw0ClUpmcxgVMrzV2RMNbX18fOjs7IZPJnK4WVavVorOz0ygS2tPTA5FIxE1OYh9paWlGDgYEQfACEqiEbbGm/6l+BPWBBx5ASEgI1yQ1ODiIZ555ZsHneOGFF3Dq1Ck0NzdDpVIhLCwMaWlpSExMxEcffYRt27Zh/fr1ZtPM9fX18PDwcLpJWs5Ea2srJiYmeD9y1pwIZRhmWoSdvcnhU5lHZ2cnzp07h/z8fN7dCDAMg76+PqOUfEdHBxiGQXx8vFFKPjIykjfvLWEZHR0duPnmm9Hb2wuhUIgdO3bg3nvvtamDC8ErSKASzoO+QB0YGMCmTZvQ3t6O+Ph4HD161CqRkG+//RZBQUFITk42Mtfu6OjAj3/8Y3zwwQdmbY8YhkFZWRliY2PnbIBOWAbDMKipqYFUKrWKe8JC0Gg0JpuT9G2a9B/OZNPU0tKC8fFx5OTkOETcDQ8PTxOgjY2NaG1thUqlQkREhNH4zvj4eKeL+BLm6enpQU9PD4qKijA6Oori4mJ8/PHH+OMf/4jg4GAuODE0NGQ1BxeCV5BAJYi5cOLECTz00EM4duyY2W5ntVqNkpIS5ObmwtfX184rdA90Oh3n3xkZGWnTc81k0+Th4TFNgLKeoa4glBiGQUNDAxiGQXp6uk1E6sTEBDctSV+ITkxMICAgwEiEmrpxJNyDa665Bjt37sTOnTttXt5F8AISqAQxV1566SV8//33+N3vfmc2GjY2NobKykoUFxfTKEIbodFoUFpaivT09AWbnOt0umnes+xDrVZDKBQaRUKlUqnLNRGZgmEYVFdXQyKRIDk5eV7PoVar0draajQ5aXBwEFKpFKmpqdNEaGpqKtmJEdNobW3FkiVLUFlZifj4eLs1yBIOhQQqQcwVnU6H7du3Iy8vD3fccYfZ486ePYvOzk4UFhZS/ZuNUCqVkMvlyMvLm7XjmmEYkyJUpVJBIBCYtGlyN7slU+h0Opw+fRp1dXW4+eabzR7T1dU1rTu+sbERPT098PT0RFJSklE0lAzrCUsYGxvD0qVL8fDDD2P9+vV2dXAhHAoJVIKYD0qlEqtWrcIjjzyCJUuWmD2uqakJOp2O5snbkNHRUVRVVaGoqAgikWjGQQjmRCjdQMzMxMQErrzySmzYsAGLFi1CQ0MDmpub0djYiLa2NjAMg9jYWCMRGh0dTe8tMW/UajXWrl2Lyy+/HLt27QIAuwxpIXgBCVSCmC+dnZ246qqrcPToUcTFxZk8hmEYKBQKREZG2rxW0l1gGAZqtRrj4+PTfGjHxsYgkUhM2jTxqUOe75w/f97IK5SdnNTV1YWLLroIq1at4kRoQkKCW5Q7EPaFYRhs3boVwcHBeOGFF7i/t5WDC8E7SKASxEL4+uuv8eCDD+LYsWOQSqUmj9FoNCgpKUFWVhb8/f3tvELnRX8Qgv7D0KaJfQwMDGBoaAh5eXkkRmdhcnKSi4CyIrShoQFjY2MICAiYNr4zLS0NKSkp8Pb2xsDAAK644gq8+OKL+OEPf+jol0G4MP/+97+xePFi5OXlcbX+e/bswSWXXGITBxeCd5BAJYiF8uqrr+LkyZP4wx/+YLZpamJiAuXl5W45RnImNBoNJicnp0VDWZsmT09Pk81JM9k0NTQ0AACVVODCe9vW1sbNkG9ubkZDQwPOsmuG3wAAFUhJREFUnTsHiUTCmdazIjQtLc2iG6jOzk6sW7cOhw4dQn5+vh1eCUEQbggJVIJYKAzD4NZbb0VWVhbuuusus8edO3cObW1tKCwsdBovTGug1WpNNidpNBojmyb2MV+bJoZhUFFRgeDgYLNeta6ETqdDT08PJ0LZaGhXVxc8PDyQmJjIpeJZIRoaGrrgCHN9fT0AID093RovgyAIwhASqARhDZRKJVavXo1f/epXWLp0qdnjWltboVQqkZmZacfV2Z7ZbJpMNSfZyn5Lq9WirKwMiYmJCA0Ntck57AnDMBgYGODS8Gw0tLW1FVqtFrGxsUYp+ZiYGLe6CSIIwuUggUoQ1qKrqwtXXnkljhw5gvj4eJPHMAyDyspKBAcHIyYmxs4rXBgMw0CpVBqJ0KmpKbM2TSKRyCH1oCqVCqWlpcjJyXEaT83R0VGjGfJNTU1QKpXcyF19EZqYmEgeu06GVqvFokWLEBMTg2PHjtHYToIwDwlUgrAm//73v3H//ffP2DSl1WpRUlJiFYN5a8MwzIw2TaY65L28vHjZlDQxMQGFQoHCwkJ4e3s7ejkAgKmpKa45Sd+0fmRkBH5+ftNEaHp6OlJSUsxOLCOcj+effx5nzpzByMgIjh07hgcffJDGdhKEaUigEq6NUqnEkiVLMDU1BY1Gg40bN+Kxxx6zaeTi97//Pf71r3/hwIEDZtOsk5OTkMvlDhFPrE2ToQidnJwEwzDw8vJyGZum4eFh1NfXo6ioyG5WSBqNBu3t7UbR0LNnz8LLywupqalIS0vjRGhaWhoCAgLssjbCcXR2dmLr1q14+OGH8fzzz+PYsWPk6UkQ5iGBSrg2DMNgfHwcvr6+UKvVuOyyy/Diiy/iww8/tFnkgmEY7NixA2lpadi5c6fZ4wYHB9HU1ITi4mKb1AuaE6E6nQ4ikchIhEokEpesW+zr60NXVxdkMpnVXh/DMOjp6TESoR0dHRAKhUhMTDSKhoaFhTmlyCesw8aNG/HQQw9hdHQUzz77LI4dO0ZTkQjCPFa9WJJTM8E7BAIBfH19AVwQbGq1GgKBAJ988glOnDgBANi6dSuWLVtmNYEqEAjw8ssvY/Xq1cjNzcWyZctMHhccHIyxsTHU1NQgOzt7XuJFq9Wa9ArVarXw8PCAj48PpFIp/Pz8EBERAYlEMu8OeWclIiICk5OTqK2tRVZW1pze54GBAS4Nz4rQ1tZWaDQaREdHcxHQtWvXIj09HbGxsS4p8omFcezYMYSHh6O4uJi77hAEYT8ogkrwEq1Wi+LiYjQ2NuLuu+/Gvn377BK56O7uxhVXXIH3338fCQkJJo9hGAbV1dXw9/c3O42K7ZA39ArVaDQQCoUmbZposs90GIbBu+++i5qaGjzxxBPTfjc2NjbNoontkp+YmEBISAgnQtlIaFJSEjUnEXPioYcewltvvQVPT08olUqMjIxg/fr1OH36NKX4CcI0lOIn3Ifh4WH85Cc/wUsvvYTLLrvMLqm1kydPYteuXTh27Bh8fHxMHqPT6VBSUoLY2FiIRKJpIlSlUkEoFMLb25uLhtrapskVmZqaQn19Pe6++27k5OTA09MTjY2NGB4eho+Pj5EITU1NNdvkRhAL4cSJE1yKn8Z2EoRZKMVPuA+BgYFYtmwZvvjiC0RERKCnp4eLXISHh9vknD/60Y+wfft27Ny5E6+99hra29tRVVUFpVKJgoICzqaJYRjU1tYiMjIS/v7+iIiIgFQqhVgsprpFC9Fqtejo6DCqC+3t7YVYLEZKSgpWr16NDz74AA888ACeffZZsvQhHMru3buxadMmHDx4kBvbSRCE9aEIKsE7+vv7IRKJEBgYiMnJSaxZswa//OUv8a9//csmkQuGYdDX14eGhgbU19ejoaEBDQ0N+Oabb+Dj44OYmBgkJSXh0ksvxTXXXDPNpun8+fOoq6tDcXGx29WJWgrDMOjt7TVKyXd2dgIA4uPjjaKhERER00R+V1cXfvzjH+PIkSM0CYkgCIKfUIqfcG3Ky8uxdetWaLVa6HQ6bNq0Cb/5zW8wMDCATZs2ob29nYtcBAcHL+hc9fX12Lx5MyIiIrgObnbGeWRkJK666io88MADWLFihdnn6OrqwsDAAPLy8tw6cjo0NDQtEtrY2IjW1lao1WpERkZy4zvZR1xc3JxEfXl5ObZv346TJ09CLBbb8JUQBEEQ84AEKkHYi56eHlxxxRV49913kZiYaPa42tpaeHt7z3iMKzA+Ps5NS9IXopOTkwgMDDQSocnJyVYVk4ODgwu+KSEIgiBsAglUgrAn3333He655x4cP358xqapsrIyJCQkOP0seZVKhdbWVqPJScPDw5BIJFykmX2kpqZytmAEQRCE20IClSDszeuvv44vvvgCf/zjH816ZrKz5PPz83nfTa7T6dDZ2YmGhoZp0dCenh6IxWIkJSVNmyGflpaGkJAQRy+bmCfDw8O49dZbUVlZCYFAgDfeeAMZGRk0U54gCGtCApUg7A3DMLj77rsRExOD//mf/zF73OjoKKqrq1FcXOxwX1OGYXD27NlpkdDGxka0t7cDAGJjY41S8lFRUW5dR+uqbN26FYsXL8att94KlUqFiYkJ7Nmzh2bKEwRhTUigEoQjUKlUWLNmDXbt2oVVq1aZPa63txe9vb0oKCiwi9gbHh7m0vCsCG1paYFKpUJ4eDgnPtloaHx8vMPFM2E/RkZGUFBQgObm5mn7kWbKEwRhZUigEoSj6O3txeWXX44//elPSE5ONntcQ0MDhEIhUlJSrHLeyclJTnyyPxsaGjA+Po7AwMBpM+TT0tKQnJwMb29vq5ybcG7kcjl27NiB7OxsKBQKFBcX48UXX0RMTAzNlCcIwpqQQCUIR3Lq1Cncfffd+Pzzz802BzEMA7lcjqioKERGRlr0vGq1Gm1tbZz4bG5uRkNDAwYGBiCRSJCammpUF+rn52fNl0a4IGfOnMGll16KkydP4pJLLsG9994Lf39/vPTSSyRQCYKwJiRQCcLRvPHGGzh+/DgOHTpktmlKrVZj7dq1eOqpp7Bo0SIAF5qTuru70dDQMC0a2t3dDU9PTyQmJhql5ENCQqgulJg3vb29uPTSS9Ha2goA+Oabb7B37140Nja6XYqfYRjodDoaqkEQtoEEKkE4GoZh8POf/xwRERG47777jH537tw5NDY24uTJkzh48CDy8vLQ3d0NnU6HuLg4o5R8dHS0WaFLEAtl8eLFeP3115GRkYFHH30U4+PjAOCSM+UZhoFAIIBOpwMACAQCusEjCPtAApUg+IBKpcLKlStx8cUXQyKRoKmpCc3NzVAqlQgPD+dE6MDAAL7++mv89a9/pbpQwiHI5XKugz85ORlvvvkmN6XNmpPZ7AXDMGC/uyy5sWMYBmq1Gs3Nzfjoo4+QlpaGjRs32nqZBOFukEAlCL5QVVWFJ598Eps2bUJ6ejpSUlJMitDHH38cY2NjLhGhIghbMzk5iaGhIURHR6OpqQkeHh4WTWkbGhpCTU0N+vv7kZSUhNdffx1tbW3o7u7GlVdeCT8/P9TW1mJ8fBwbN24kkUoQ1oUEKkE4GzqdDhs3bsT999+PH/7wh45eDkHwgp6eHmi1WsTGxkKr1UKr1UIsFuOFF17A0aNHcfLkSbzzzjsYHR3F7bffzqXva2tr8c0332B4eBgbN25EUlIS3njjDbz00ktYtGgRoqOjERcXh0ceeQRVVVXo6+vDZZddhjfeeAPXXnst3nrrLXz11Vc4fPiwo98CgnAlrCpQqeiNcCk6OjqwfPlyZGVlIScnBy+++CKACzPcV69ejbS0NKxevdru3cpCoRDvvvsufvCDH9j1vAThSDQaDSYmJrj/VigUWLRoEQ4cOAAA+Oqrr9Dc3AwA8PDwgFgsBgDk5eVxdbJvv/029uzZg2uuuQYffvghhoaG8Pzzz6O7uxsSiQSPPPIIJiYm4O/vj87OThw4cACPPfYYYmJikJycjJCQEGRkZKCwsBBJSUnQarVITk7G0NAQtFqtnd8RgiAshQQq4VJ4enriueeeQ01NDb777ju88sorqK6uxt69e7Fy5Uo0NDRg5cqV2Lt3r93X5uXlRc0ahNswMjICsViMPXv2cH/X0dGBqqoqlJWVAQCuu+46pKamAgAGBgawbt06rFq1Cp999hn6+/sBXJh4FhUVhWeeeQZr167F4cOHIZVKsWzZMggEAnz44Yf45z//iZiYGMhkMiiVSgBAaGgoQkNDMTQ0BA8PD0gkEnR2dsLDwwNBQUHw9PREd3e3nd8VgiAshQQq4VJERUWhqKgIAODn54esrCx0dXXhk08+wdatWwFcGPv48ccfO3CVxFzZv38/cnJykJubiy1btkCpVDo8Kk7MDOsRfObMGYyMjECj0eD777/HXXfdhd7eXgDAm2++iQcffBAAcPDgQeTm5uKDDz7AokWLMDQ0hLGxMfzqV79CZGQkkpOT4eXlhcrKSpw+fRoHDhzA2bNncfToUSxbtgyBgYGQSqXo6uoCAAQGBsLLywsdHR0ALvi8NjU1AQB8fHwwPj7O/TdBEPyDBCrhsrS2tqKsrAyXXHIJ+vr6EBUVBeCCiD179qyDV0dYSldXF/7v//4PZ86cQWVlJbRaLd577z1eRMUJ8wiFQkRFReGHP/whDh48CE9PT3z99ddYunQptFotRkdHkZSUBKlUCgA4cuQI1q5di8DAQNx0000IDw9HfX09vLy8wDAMKioqAFwQnj/5yU/w9ttv47HHHsPatWshkUjg5+cHqVSKxsZGAIC3tzdUKhVqa2sBADk5ORCJRACAyMhI7N+/n/MnJgiCf5BAJVySsbExbNiwAS+88AL8/f0dvRxigWg0GkxOTnI1jdHR0RQVdwIKCgqwZMkSfP/99zh16hSysrIgEokglUrR3d2NsLAwTE1NYWJiAgEBAdNuHCMiIlBbW4uoqCh4e3vj/PnzAIAbbrgBFRUVuO+++/Dcc89h3bp1OHLkCEJCQhAdHc3VroaFheHJJ5/EqlWrAAC7d+/GnXfeCeBCuU1OTo7ZSXAEQTgeEqiEy6FWq7FhwwbceOONWL9+PYALX3Y9PT0ALnQOh4eHO3KJxByIiYnB/fffj/j4eERFRSEgIABr1qyhqLgTUFxcjKmpKVx22WX4xS9+gdjYWKSnp8Pb2xttbW2IiIiAWCxGZ2cnVq9ejePHj0On06GjowMDAwM4ffo0AEAmk2H79u3YvHkzvLy8sG/fPvj4+KC/vx+bN2/G4sWLIZFI8Nxzz2H9+vVgGAbe3t7Iy8tzGm9XgiCm4+noBRCENWEYBtu3b0dWVhZ27drF/f3VV1+NQ4cOYffu3Th06BCuueYaB66SmAtDQ0P45JNP0NLSgsDAQFx33XV4++23Hb0swgKKi4vx9ddf44knnsDf/vY3SKVSpKSkIDQ0FC0tLfjRj34EoVCI06dP43/+53/w9NNPIy0tDcuXL8eVV17Jpf937NiBVatWITExEWFhYQAueAubg5oRCcL5IYFKuBQnT57EW2+9hby8PMhkMgDAnj17sHv3bmzatAkHDx7kpuYQzsHf/vY3JCUlccJk/fr1+Pbbb7moODtLnqLi/CMrKwsvv/wyhEIhnn/+eUilUmg0GgQEBKCpqQk+Pj64+OKLERYWBi8vLzzwwAPYvn074uLiuOdgGAYhISEICQlx4CshCMLekFE/QRC85tSpU9i2bRtOnz4NiUSCW265BYsWLUJ7e7tLzpJ3JUZHR7F8+XKcOXOG+zuGYTAxMQGJRGLRmFKCIJwGmiRFEIR78dvf/hbvv/8+PD09UVhYiNdffx1jY2NOO0ueIAjCBSGBShAEQRAEQfAKGnVKEARBEARBuC4kUAmCIAiCIAheQQKVIAiCIAiC4BUkUAnCBmzbtg3h4eHIzc3l/m6m2fFPP/00UlNTkZGRgb/+9a+OWDJBEARB8AYSqARhA2655RZ88cUX0/7O3Oz46upqvPfee6iqqsIXX3yBu+66C1qt1hHLJgiCIAheQAKVIGzAkiVLjCyPzM2O/+STT3D99dfDy8sLSUlJSE1Nxffff2/vJRMEQRAEbyCBShB2wtzs+K6urmmTc2JjY9HV1eWQNRIEQRAEHyCBShAOxpQXMc0SJwiCINwZEqgEYSfY2fEAps2Oj42NRUdHB3dcZ2cnoqOjHbJGgiAIguADJFAJwk5cffXVOHToEADg0KFDuOaaa7i/f++99zA1NYWWlhY0NDTg4osvduRSCYIgCMKheDp6AQThimzZsgUnTpzAuXPnEBsbi8ceewy7d+/Gpk2bcPDgQW52PADk5ORg06ZNyM7OhqenJ1555RV4eHg4+BUQBEEQhOMQmKp/02PGXxIEQRAEQRAEAKs2T1CKnyAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXkEClSAIgiAIguAVJFAJgiAIgiAIXuE5y+8FdlkFQRAEQRAEQfx/KIJKEARBEARB8AoSqARBEARBEASvIIFKEARBEARB8AoSqARBEARBEASvIIFKEARBEARB8AoSqARBEARBEASv+H+kUl149/SoCgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAApoAAAKaCAYAAACeDPn/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAACdKUlEQVR4nOzdeZgcZb0+/Luq92Uykz2TTPaEEELIRhaRPQYQMBGCiKJGhVdBUdzOT9DjcUMMKkdQEUQ5EOCYHBUlCCGyGUAgBEgICUtmsmeSSWbfeq/l/WOspqenl6ruqu7qmftzXVxMeq15prv67u+zCaqqgoiIiIjIbGK5D4CIiIiIBicGTSIiIiKyBIMmEREREVmCQZOIiIiILMGgSURERESWcOa5nlPSiYiIiCgfIdOFrGgSERERkSUYNImIiIjIEgyaRERERGQJBk0iIiIisgSDJhERERFZgkGTiIiIiCzBoElERERElmDQJCIiIiJLMGgSERERkSUYNImIiIjIEgyaRERERGQJBk0iIiIisgSDJhERERFZgkGTiIiIiCzBoElERERElmDQJCIiIiJLMGgSERERkSUYNImIiIjIEgyaRERERGQJBk0iIiIisgSDJhERERFZgkGTiIiIiCzBoElERERElmDQJCIiIiJLMGgSERERkSUYNImIiIjIEgyaRERERGQJBk0iIiIisgSDJhERERFZgkGTiIiIiCzBoElERERElmDQJCIiIiJLMGgSERERkSUYNImIiIjIEgyaRERERGQJBk0iIiIisgSDJhERERFZgkGTiIiIiCzBoElERERElmDQJCIiIiJLMGgSERERkSUYNImIiIjIEgyaRERERGQJBk0iIiIisgSDJhERERFZgkGTiIiIiCzBoElERERElmDQJCIiIiJLMGgSERERkSUYNImIiIjIEgyaRERERGQJBk0iIiIisgSDJhERERFZgkGTiIiIiCzBoElERERElmDQJCIiIiJLMGgSERERkSUYNImIiIjIEgyaRERERGQJBk0iIiIisgSDJhERERFZgkGTiIiIiCzBoElERERElmDQJCIiIiJLMGgSERERkSUYNImIiIjIEgyaRERERGQJBk0iIiIisgSDJhERERFZgkGTiIiIiCzBoElERERElmDQJCIiIiJLMGgSERERkSUYNImIiIjIEgyaRERERGQJBk0iIiIisgSDJhERERFZgkGTiIiIiCzBoElERERElmDQJCIiIiJLMGgSERERkSUYNImIiIjIEgyaRERERGQJBk0iIiIisgSDJhERERFZgkGTiIiIiCzBoElERERElmDQJCIiIiJLMGgSERERkSUYNImIiIjIEgyaRERERGQJBk0iIiIisgSDJhERERFZgkGTiIiIiCzBoElERERElmDQJCIiIiJLMGgSERERkSUYNImIiIjIEgyaRERERGQJBk0iIiIisgSDJhERERFZgkGTiIiIiCzBoElERERElmDQJCIiIiJLMGgSERERkSWc5T4AqhyqqiKRSEBV1ay3aW9vx4gRI0p4VJUvEolAVVX4/f5yH0pF4WvNuN7eXrhcLng8nnIfSsVQFAVdXV0YPnx4uQ+lonR3d8Pv98PpzBwzFEWBx+OBKLLeNdgxaJIhsixDEISs17/33nv4wAc+UMIjqnytra1QFAWTJk0q96FUFL7WjDt27BhqamowevToch9KxZAkCQ0NDVi8eHG5D6WiHDx4EFOmTEFVVVXG6+PxOARBgNfrLfGRUakxaJJuqQEzV9jUcz29T2srtplxbDNjBEFI/kf6sc2MU1UVoihmbTdBECDLcomPisqBNWsyRE/AzNW1TgOxzahU+DozTlVVhswCKIqSt1ucQXNoYNAkUzE0Gcc2I7IvBs3C5Gs3VVUhyzIURSnhUVE5MGiSqRiajGObEdkXg2Zh9LSbqqoMmkOAkOcDjp9+1M+hQ4ewf//+rNeHQiH4/X6emA1IJBLJGZikX29vL4LBYLkPo6JEo1E4nc6sM4FpIEVREI1GuSqEQfk+C2RZxpw5czBixAie+waPjH9sBk0yJBqNAsg+VvP111/H3LlzB5w4wmFg82YRqgp8+MMKeM5+3/HjxxEKhTB9+vRyH0pFefnll3HGGWeU+zAqyp49ezBy5EiMGjWq3IdSMcLhMPbs2YMFCxaU+1AqyrZt27BgwQK4XK6M17/33nvw+Xyoq6tjiB88MgYDfq0lU4mimLEr5PXXBbz8sgBBAIYPF3D++fwOo2HXOZF9seu8MPkmAwWDQXR3d0OSpBIeFZUDx2iSqbKFpupqQDvnVFeX+KBsjkGTSomhyRgGzcLka7dAIIDe3l4oisLz3yDHiiaZShCEjBXN005TEQj0XT59Ok8qqRg0qVT4OjOOQbMw+drN4/EgFosB6Kt+OhyOUh0alRiDJhmSLxSJopjxekEAZszgh1wmDJpE9sWgWbhc7SYIAlwuF2KxGAKBAIPmIMauczIVQ5NxbDMi+2LQtIaqqqiqqkI4HOY4zUGOQZNMlW0yEOXGoEmlwNBEdhIMBtHZ2YlDhw6V+1DIQgyaZCpW54zjBz+RfTGcWycYDKK3txddXV383BjEGDTJED17nadXNFtagOeeE3DwoIUHVsEYzonsi0HTOn6/P7k2M8+BgxcnA5GpMk0GuvtuB06cEODxqPjBD2QMG1amg7MpBk0qJYYmYxg0raOtsykIAmRZzrnuJlUu/lXJsFyhKFNoisUAl0uFLAMcvjkQgyaVCl9nxjFoWkN7LXq9XkiSBFmWy3xEZBVWNMmQfCfcTJOBrr9exiuviJgzR0VNjYUHl4UkAc3NwKhRgNtd+ufPh0GTyL4YNM2Xer7z+XwIh8MMmoMYgyaZKlNoqqsDPvax8pUy160T8fbbAiZNUnHDDQqcNnvVM2gS2Rffm9YRBAEej4dbUQ5y7DonU9lteSNJAt59V0BtLXD4sIDe3nIfEVF5sTpnHNvMGCPh3Ov1Ih6PQ1VVW312kHkYNMlUdqvOOZ3ARz6ioKsLOO88pSxd9/lk27aTyGx2em9WCnadG2ekzbQJpAyag5fNOhGp0tktaALAOeeoOOcc+47/4YcYkX0xaBqnp8206xVFgcvlQjQahd/vh9NuY5uoaKxokqns1nVeCewYzmnwYmgyhkHTOEVRdC9VpKoqPB4Pent7OSFokGLQJFMxNBnHNqNS4evMOAZN4/K1WerrUFEUeL1ehEIhTggapBg0yVSsaBrHoElkXwyaxhmtaPp8PvT29kJRFJ4LByEGTTJEz7gbniiMYZsR2ReDpnFG2kxVVbhcLsRiMQBgoWIQYtAkUwmCgFCob4F00odBk0qJockYvjeNMxI0teqn0+nE8ePH0dXVZfHRUalxehcZku/k0dXlxK9+NRpOpxOrV8v40If0n6TD4b6dezjpkMgaDE2FYTg3xmjXuSiKqKqqQltbG4LBIEaMGGHxEVIpsaJJpjp+3ImeHhHBoIodO/SfnN94Q8CPf+zAnXeK6OnR/3yNjcArrwio5C/BrGgS2Re7zo0zMhlIu20wGEQikWDX+SDEoEmmmj5dwZQpUcgycMkl+sPTq68KqK5W0dws4NgxfSf1ri7g5z934A9/cOC3v63clzKDJpUSQ5MxDJrGGaloarcNBoOIx+MAWHkfbNhJSaby+4E1a5oxe/ZIQ/c74wwVf/6ziPHjVdTV6TvJxGJALCbA71fR0VG5HwQMmlQqfJ0Zp3Xtkn5GJwMJgoBAIABJkpLnQ4b7wYNBk0xVaGiaP1/FKafIcDoBvef0MWOANWtk/OlPfXfYsUPAggWV90HKoElkXww9xhUSNFO3opRlmeF+EOFfkkxVzDqabrf+kKk56SQVgIBgEPjjH0Xky2svvyzg7rtF7N1rnw8OBk0i+2LQNK6QrnMAcDqdiMVi3CFokGHQJFMkEsCxY4AslzY0BQLAiBEq2tqAqVNV5Po8aGkBHnrIgfp6Ab/7HV/6NDQxNJHVCpkMBAAOhwPRaJRBc5Bh1zkZkunkIcvAPfeI2L9fwJQpPpxzTulmDXq9wNe+JuPECQETJ+YOuF4v4POp6OkRMH26fWY28oOfSoWVc+NY0TTOaEUzNWiGw2FIksR2H0QYNKlokQhw4ICA2lpg714nPvCB0j5/VRVQVZX9A7SrCzh+XMDUqSr+4z9kHDki4OST+YFLRPkx8BhndIymFkq1oKmN1WS7Dw4MmmRY+ps/GAQ+9CEF//qXiIsuSsDlyl0tVBSgvl6Ay6Vi+nQrjxQIhYDvf9+BtjYBixYp+NrXFNTWMmQSkT4MPMbpaTPt+vTbyrIMVVUNVUXJ3hg0ybBMJ5GLL1Zx8cUyolEFb7+dO2i++KKAv/xFhCgC11+vWFpd7OgA2tsFDB+u4t13RQD26TInKjWGJuPYZsYV2nWuqiq8Xi+i0Sj8fj+c3CZuUODXBTKVnhnUbW0CRLFvbKfVO/pMmABcfLECjwe45hoOMB9sOOaQrMagaZyeNtPeu6ld54qiIBgMIhQKcULQIMKvC2SqfMsbHTsGnHSSgp4eEX4/MG+etUFBEICrrlJw1VWWPg0RDVL8MmNcvopmtlnnqqqiqqoKPT09kCTJ8uOk0mDQJFPlqmju3i3gv//bAUUBvvQlGUuWVM4J/O23Bbz3noAzz1Qwdmy5j4aocKzOGcc2M8ZIFTg9lFZVVeH48eMIh8Ooqqpi2w8C7DonU+WqaB4+3LfeJgDs21c5J4/mZuAnP3Fg/XoRP/uZo9yHQ//Ghe6NY3sZx65z41LHXWaSraIJIDlG8+233y548w+yF1Y0yRA9MwmzfZgtW6bizTcVSBJw/vmVcwJRlL7/HA6AvTlEQwuDpnF69ofPNutcEAQ4nU4kEgnIsgyHg1/uKx2DJpkq1wl5xAjgO98pPmB2dgKvviqgrg6YM8f6Cs24ccA3vylj924BH/pQ5QRkIioeg6Zxhex1nioYDKKtrY0TggYJBk2qOOvXi6ivFyAIwLe+JWP8eOufc/FiFYsXs9uRKh9DkzEMmsYZXQMzU9Bsbm7mhKBBgmM0qWLpPffH49Yvo0SlxzGaxrG9jGPQNK7YNquqqoKiKMnF26mysaJJJSXLgCjqD4mZfOITCl57TcD48chbzezpAX71KwdaW4FVqxScey5PWkREVso3GSifQCCQnAikKArHaVY4VjSpZF5+WcC11zpxyy0ORCL67hOPA3/4g4jvfMeB3bv7Tlw1NcCKFaqu8ZlNTQKam/vus20bX+5ErM4Zw4qmcfkmA+WrUqYu4M6Z55WPn7xUMn//u4iqKhUNDYLu5Y0OHRLw5pt9Owk99pjxl+vEiSqmTlXR0wMsX84T1mDCrnPj2F7GMWgaV2ibpb4+RVFEOBzmhKBBgF3nVJBCTiQf/KCCP//ZgVGjVEycqO8Db8wYFcOH9800X7bMeFD0+YCvfa1vSSVum0tERjFoGmd0MhAwsJ0dDgdCoRBqampMPjoqNX70kiHFnHAvuUTFsmUSgkHA69V3n+pq4NvfltHdDdTWFvzUFREy+YFGZD98Xxqnp83Sr0/filIURfT29iYnBPFvULkq4OOXKoWqAv/4h4AnnpiIQ4cETJkCLF2qQvtiKwjAqFHGHzcY7PtvMNO6gXkyJavxNWYM35fGFVvRVBQFTqcTvb29UFWVf4MKx6BJhmV7wx88CPzf/zlQXz8cW7c6cPrpKrxeBQsWcFwYmY9jNI1je1Ep5AuGmV6HqeFUVVU4HA5IkgRVVQsKrmQf/MuRaaqqAI9HRSIh6u4a17z9toCXXxYQjVpzbHbH0ERkT6ymGae3zbLtea797PF4EI1GOSGowrGiSaYZNQr47ndlbNp0EOPHz8aIESJOOy1/eNq3r28JI0UBjh1TccUVQ292OIMmlQpDkzEMmsbprUCmVzFTlzUSRRFVVVUIhUIYNmwYPB6PpcdM1mHQJFNNnAjMn9+DRYtkOJ36Ts6SJEBRAFEUEI8PzbDFoGkc28w4tpdxDJrGGalopo7LTK9oBoNB9Pb2oqWlBYFAwNJjJuswaJLpRFE0tMjuSSepuOoqBW1twDnnDM0PQoYmInti0DQuX0VTa9NM3eWp9w8Gg2hqakJ7ezsmT57Mv0OFYtAk0xkNTYIAfOAD+m/f2wvs2SNg/Hi1qCWP7IRBk8ieGDSN09tmqYE0vRtdEAT4fD5Eo1E4nU5uRVnBGDTJdFaHpgceEFFfL8DvB26+WUZ1tWVPVTIMmlQqDE3GMGgap3cdzWwVTe1nQRDgcDggCAIkSWLQrFCcdU6G5TuBGO06N6qjQ0Ag0LcPeixm2dOQzTGcG8f2olIwMhkoV9c5AAQCAciyzJnnFYwVTTLNa68JeO45ETU11TjpJOs+0D7zGRn//KeI2bNVjBlj2dOUFEMTkT2xommc3nU0M800T7+/z+dDd3c3g2YFY0WTTKEowN//LsLrVfHGG9Xo7LQuNE2eDHz2swqWLh08wYxBk0qFockYBs3CGJ11nq2i6ff7kxVNniMrE4MmmUIUgRkzVJw4IWDUKAk+39BbC7MYDJrGsc2MY3sZx6BpndSu82zd6F6vF5IkJW9DlYdd52RYtg/4T35SwfHjwIkTrXA46pKXKwqwdauAcBj44AdV+HylPNrKwNBEZF8MmtZI7TpP/1lr89QgypnnlYlBk0zjdAJ1dUB3t9Dvm+euXQL++EcRogiEwwpWrmSgSsegSURDjZ6uc1VV4XK5EA6H4ff74XK5yna8VBgGTTJMlmX09PRk/ZafSCQQCoWS3zzDYQcSib7Nz6PROLq7EyU71kqhtRnDpn6SJKG3txfxeLzch1IxtDbTMyOY+siyjO7u7nIfRkXJ12aSJCEQCORdR1O73O12IxQKoaamxvJjJ/MxaJJhkiTh0KFDWYNmT08P4vE4Ojo6AAB+P3DeeX5EoyKmTw/h0CFrwlR7uxPhsIgJE+JIPbStW6uwc2cQixf3YOHCXkueu1ihUAjHjh3jt3UDIpEIGhsb2ZVmQCwWw+HDh9kVbEA8HsehQ4fKfRgVJV+btbW1YdmyZbormlrQ1CYE8fVbWRg0yTCv14tTTz01a1Wkvr4ew4cPx+jRo5OXzZtn7TE1NgL33+9AIgF85CMKLrigL8z29PRdPmEC8NZbY/GJT8hwu609lkLs3r0bEydORPVgWH2+RLZv345Zs2bBx0G/um3duhVz5sxhODfg5Zdfxty5c8t9GBUlV5upqorXX38d0Wg0717n2uUejwe9vb1QVZVBswKx/4RMV47xhq2tAmIxwO0GDh9+/yTk8wETJqhoaQGmTVNh14Ihx2hSqfBDmsotEAggFAoNqFxm6jpXVRVOpxOJRAKqqnLmeQViRZNMZ/XOQJnMnq1i6VIVra3Ahz/8/nM7ncCXv9w3G378eMCun7EMmsaxzYxje5Ed+P1+9Pb2wu/39wuUucZrejwexGIx+P1+OJ2MLpWEfy0ynSAIJQ+aHg/wmc9kfk6vF5gypaSHYxhDExENBnrOY8FgEO3t7fB6vf26yLUhHZnGawaDQfT09MDj8cDj8Vj3C5Dp2HVOphNF0bLQFIsBmzYJ+PvfBUSjljyFLk1NwHe+48D3v+9Aa6s5j8mgSUSVTs8YSp/Ph3A4nHUdzUwVzaqqKnR1daG+vt7aX4BMx6BJprOyOvfKKwIefdSBv//dgeefL18/+HPPiWhsFNDQIGDr1uLfRhw3R6XC1xpZSc8+54IgQBRFyLKsazKQVtEMh8PJ66lyMGiS6awco9nXY6ICUFHO3pOTTuo70bndfZOMisWuc+PYZsaxvchqqdXIXPx+P6LRaMYxmpkmBvl8PkSj0WRApcrBMZpkWL6KiJVjNJcuVeF2K5BlYNGi8n1oLl6s4qc/leBwAOPGFf94DE1ENBjoXX4oGAyiu7sbVVVVA+6Xvge6w+FIVkFVVYUsy5wQVEH4lyLTiaKIRMKa3X9EsbwBM9WECeY9FoMmlQq7zslKeiuagUAALS0tebvOU6ubPp8PkiSxollh2HVOhumpaDI0GcM2KwzbjMhejFQ04/F43slAqQHU6/UyaFYgBk0ylSQBf/lLEL/85Si8807pKictLcDDD4t4+mkBlXgOYtA0jpU5IvvRMxkIANxuNyRJylrFzFTR9Hg8SCQSya0oqTIwaJKpDh4U8PrrXsRiAv7yl9K9vP7xDxH79gFbtojYv39wBZDmZuCRR0S8/fbg+r2IaPDR23WeOvM8/X6ZljcC3g+a2m2oMnCMJplq1CgVw4apaGsTMW2aimefFeDzAcuWqdBx7inY6NEq3nlHhNsNVFVV3jfdXBXNW291YP9+AR4P8JvfSBg7tsQHR0Skk5G9yF0uF2Kx2ID7ZVreKP05Uhd4J3tj0CRT1dQA3/hGL/bv70R7exX+8AcHBAFwuWQsXjwwSKkq0N4ODBuGovYh/9CHVEybpiAYVE2ZBV5quYJmPC7A6QQUBRU5LMAqHG5AVuPryzi9FU0AcDqdiP57541ck4FSf3a5XAiHw/D5fHAV86FBJcOgSaarrgbGj4+hublvlriqAtkmoT/yiIinnxYxYYKC//f/FHi9hT2nwwHMnFm5Hwq5QtO3vy1h82YRp52mYvz4Eh8Y0RBmpDpHfYxWNLWgmWtnoNSfvV4vQqEQqqurLTh6sgKDJplOC00rVypwu4FAQMWSJZlD1MsvCxgzRkVjo4gTJxRMnlyaY2xtBXw+IBAozfPlkytoTp4MfPGLHI9EVGoMmsbpnQwE9C2FFwqFBtwv15qaPp8Pvb29yQlB/PvYH4MmGZbvja3tDBQIAKtX5w5Il16q4E9/EnHqqYqp61Lm8vzzAh5+2IFAQMXNN8uGxzy+9pqAf/5TwLnnZg/QRrEbmMh+GGSMM9J1rm3uoY25zLUzkPaz1+tFa2srVFXl36dCMGiS6YyEpvPPV3HuuXJRE4WOHQP+9S8Rs2ermDs3//O+8YYAn09Fd7eAw4cFjB2rP+BFo8C994rw+4Hf/17AqafK8PsLP/ZUDJrGMJwT2Y+R8KcoCtxuN6LRaM4qZmqXutfrRSKRGBBOyb74F6KC5DqRGN3rXBSBpqa+SuPx48aP5Y47HHjySRF33OFAa2v+2190kQpVBaZNU3DyycaCitMJjBoF9PQIGDGiuAlMqfitnMh+WDEzTk/4S61QBgIBhEIh3ZOBBEGA2+1GLBaDJEkW/iZkFlY0qSC5TsBGK03xOHDvvQ6EQsALLwA33yzj6FHgmWdEzJyp4uyzcz+WKPbNyHY4AD2fCaecouJXv5J13Tad0wl8+9sy9u4VMH26amrQ5LpwRPbCoGmckTbTgmZvb6+unYG0y6uqqtDZ2YlYLIbJpRrYTwVj0CTTGQ2aqtq3o5DLpUKSBKgq8Kc/ORCNqmhoEDFzpoza2uz3//rXZWzdKuKkk1SMHKn3GHUf3gA1NcDpp2f//To6gH37+oLo8OF6j8e8bmBV7ZtkdfCggHPPLd3Y11Jj1zlZjUHTOD1tpr1vFUVBMBhEY2Ojrp2BtMuDwSDa29sRCoUYNCsAgyaZzmjXuccDXHONjF27BMybp8DlAsaOVbFrl4BgMP/M8LFjgVWr7FENlCTgZz9zoLm5bzb9j38sw6njXWZmaDp2DHjiCRE+n4r2dhFf+Yo92oao0jBoGpev6zz1PKeqKnw+HyKRCID+Q4gyjdFMDZqNjY2oqqri36gCMGiS6QoJTVOmAFOmvH+fK69UsHixgNGjVQwbpv9xJKnvP68XeO+9vjGfZ5yhwu3Of99jx4C//lXEhAnAypUKCtl0IpHQFqBX0d7e9+9SB02/vy+8h0J9VVUiKgxDjHFGu8613X2ynf8y7RLk9/sRj8eTW1g69ZxkqWz41yHTGa1oZuL1ArNnGwtJHR3Abbc50NEBXHihgjvucCKR6AuNN9+cf0ud9etF1NcLeOMN4KSTBMyZYzyk+XzA//f/KXj+eQHnnKPC59N3PzOD5vDhwHXXyWhtZdAkKgaDpnFGKpqpwbGnpyfr7dO71LX/VFVl0KwA/OuQYflOvOUaO7d3r4DmZgHV1Sqee06EJAFOp4qDB98/3n37gMOHBcyfP3D85JgxwK5dQtH7pZ9+uppzDGcpjB0LQ8s2VSKO0SSyHz3hPD04BoNBdHV1Zbxt+sQg7Wev1wtJkiBzX17bY9Ak05lR0SzEjBkqxoxR0dEBfP7zCiZNAg4cEPD1r/ediNrb+5ZCikYFbN2q4Oab+x/jxz+u4JRTVIwYoWLSpNIeO0MTkf2wommcoiiGKoxa0Mz1mZFpkpDb7UYikWDQrAAMmmS6coWm4cOBW26Rk2M0ly7tfwKSJECWBbjdKqLRgR8ebjewaFF5wh6DJpH9MGgalzpLXK9gMKgrMKZXNNvb27kVZQVg0CTTlfMN73Rmn3wzZgxw7bUy9uwRcPbZ9pqJzaBpHNuMrMYAY1whbeZ2u3W9l1Mf2+VyIR6PA+gLoI5CZm9SSTBokqX27wfeeUfEggXWrefY2go89JCImhrg6quVnDPMFy5UsXCh/cIJQxOR/TBoGlfItpDa5J5EIgFXjl0wUh9bO2dqW1EyaNoXgyZZJhQCfvGLvjGRzz0n4Oc/lwtaMiifP/5RxJYtImQZmDpVxbnnVl5gY9Aksh8GTePytVm285woigiFQqipqdH12IqiwOPxIBKJwOfz5QyoVF7c65wso6ra1pAqrNySdsQIQJb7usyNrLlpNwyaRFTpUreM1Esb16ltRannsVVVhdfrRW9vL/c8tzlWNKlg+b65BoPA17+uYMcOAcuWFbYAuh4f/7iCKVNUBIPAvHmVGdZYNTGOVWCyGiuaxhUyGUhbuD0UCuW8f/p+6H6/H6FQiBOCbI5Bkwwz8maeNUvFrFnWhgGXCzjzzMoOHAxNRPbD8GKckXU0NYqiwOVyobe3N2dFNH3xdp/PhxMnTiTHavJvZU/sOieyAQZNIvtheDGukMlAWqVSlmVDQTN15jnX07QvBk0qCE++5mLQLAzbjKzEoGmc3slAqe9dLWh6PB5Eo9FkUM30/k6dDORwOOB2uxGLxRg0bYxBk0iH3l7gwAFYNqmJQdM4BgCyGoOmcXormukzyLUdgnp7ezPuBJTt/tr2lS0tLeb9EmQqjtEkyiMcBn72MwdaW/v2Mf/8581f7J1Bk8h++J40Tm84T+8GFwQBgUAAPT09Gfc2T6ddFwwG0dnZie7ubkycONG8X4RMw4omWWawnKQ7O4G2NgEjRwLvvsvqBtFQwoqmMXqDZmqITA2N4XDYUEWzqqoK4XA4eRnZD4MmWUIURShK6bd5bGsDXn9dQEeHeY9ZWwuce27f7/Lxj1vzO7GiaRzbjKzGrnPj8nWdp47RTA+Ufr8fkUikX5d6voqm3+9HLBaDIAgcp2lT7DonSxgNAYoCxOOA11v4c8bjwM9/7kB7u4Bx41T84AcyDE5+zEgQgI99TMHHPlb8Y2V/Dv3tparAe+8JcDiAmTNV8HOQyBoMmsYZ6TpPnfQjCEK/7SXzPZZ2nfYf0Dfz3OlkrLEb/kXIEkYqmvE48PvfizhwQMCllyoFbyEZjwNdXUBVlYr29r7dgpqbgVtucUKWge9+V0JdXe7H2L1bwKZNIubPV3DBBaWrlhkJms8/L+Cuu/pWv//Wt2QsXcqqHpEVGDSN0zMZSBCEfssYpd7H6/UmK5O5ljpKvY/H44EkSaxo2hS7zqkgehbk1RucTpwA9u8XMGYM8MILhb8kg0HgmmsUTJ6s4otfVOByAc88I6KhQcCBA8CmTfkf+8EHRXR3A3//uwMnThR8KIYJgoCjR92orxeQr9mOHBGgKH1BuqlpaH8IsuucrMSgaVwxk4GA90OjdnmuXYK0+3i9XiQSCW5FaVOsaJIljATNMWOAKVNUHDok4OKLixsDefrpKk4//f3nnTVLhculQlWBOXPyH8/kySreeUfA8OEqqqqKOhRD3nvPgT/8oQ41NQ6sWSPjvPOyH+vFFys4fLhvb/fzziv9OFi7YAAgqzFoGqd3Hc30yUCpoTEUCg14rPTPk/SKZigUgqIo/JvZEIMmWSJb13kiARw9Cowb9/54TI8H+PKXFUSjgN9v7nEsXqzi7rslKAoweXL+2197rYIDB/rGeIZCQGsrMHEiLB8H2dwsIJEQIAhAY6MAIHvQHDkS+O53h27AJCL7KmQdzdTKpVadTH+s9ACZ+m+3253cIUhbyJ3sg0GTLJGtonn33SLeektEXZ2K735XhsvVd7komh8yNUaWVvN4gJNPVrF/P3DrrQ7E4wI+97ncFUYzLF6s4LTTujFqVA0uuoghksgOWB0zrtiuc4fDkRxrmb6oe2qATa2Cap83iqIwaNoQx2hSQfKdSDJVNBWlb7LN2LEqGhsFdHebcyyqCjzwgIg1a5x48UVzPhQaGwWEwwKczr6udKsFgwIuv7wJ3/ymgtGjjd//+HHgv/9bxP33i4jFzD8+O+LyRmQ1Bs3CFLqOpkYURUiSlLeimXqd2+1GNBrlOE0bYtAkS2QKAaIIXHWVglAIuPBCBSNG9L+PJAEPPSTiF78Qcfy4/uc6dAj47W8d2LdPwM03O/NOptFj/nwVc+f2hb5LLrG+wlhsaPrb30S8846Af/5TxJtv8oORyAwMmtbJVtFUFAVutxuhUChr97om9T7a2E4GTfth1zkVLNdJOFtwOv98Feef39ct0t0NbN3at+POwoUqXn9dwF/+IsLp7BvLefPN/QPee+8J+P3vRUyYoOL66xX4fH2XV1f3dbv39vZN/jHjc2HYsIHPb6Vig2ZdnYpXXxXgdgOjRg18nH8PeUoOVSCi/Bg0zZdpwfbUbnBVVeHxeNDb2wuPx5PxNukURYHP50Nvby9kWebfzWYYNMkSetbR/Mc/ROze3becz4gRMqqrkQyZmbqPN24UEIkAO3eKePddFQsX9p2whg8HHnwwgXffFbF0aWWObyw2aF5yiYpp0xQEg+qASU9NTcB99zkgScA118iGxqwSDWW5ltch41LPcend4qk/a0HT7XZnnJme6XH9fj9aWlqgqiqDps0waFJBzFhH0+NRIct9O9y4XMDUqSp+9CMZHR3AkiUD73vqqSree09EIKBi/Pj+10+aBEyaVJkhEyg+aIpi9uWb6usFhEKAw6Fi1y4BEycOjnGNHKNJVuPryxraezdb17nP50NLSwuGDx+es+tco6oqXC5Xv60o+QXBPhg0yRJ6KpoXXKBiwgQFNTVqcseeXGtdXnyxitNOk1BVBdTUmHiwg9zMmSqefx5QFAGnnlq5YZyoHFgZs0Z6uNRmiquqCqfTmdzpJ9tkoFTa/bWw6fV64eI4Idtg0CRL6Kk2eb3AokX6KwaCYGypokpiZXVu/Hjg5ptlqCrgdlvyFESDErtgrZOr61wQBHg8HiQSiazLG6XS7lNVVYVwOIxgMFiaX4J0YW2ZLMFuTWOs/jBzuQZfyORrjKzGoGm+bN3l6YEyEAggEonormiKoohgMIiuri689dZbJfhNSC8GTbKEnq5zIiI7Y9C0Tr6KZjAYTI65TL99utT79Pb2JhduJ3tg0CRLsNpERJWOQdOYfOf81OtzTQbSKpqpQVPPvud+vx/RaBSCIDBo2giDJlmCFU0iqnQMmsboaS8962gKgoBAIIB4PJ5x96Bs+55r12szz8keGDSpIGYsb0TZNTcDjzwiYudOfshlw9cYkb3oCZqZusJTu861y0VR1FUBTX8sn88HWZYZNG2Es87JEuy6yKylBdi+XcTs2QomTcp+u1/9yoGDB/vWGL3tNgnjxhl7HlUFZLlvAXwiKgwrmsYYaa9swTH1Z5fLhcS/tzXLVgFNv87n86G7u5tbUdoIP4aoIIIgoKurK+tJJRqNQlEUdHZ2lvbAbExVga98ZRiOHRMwbBjwu991IRB4/xu7JEnJ9opEgkgkHFAUFd3dvfB69Yf23l4Bt98eQFOTiM9/PoIlSxJm/yq2EIlE+BozKPU1RvlFIhG43W6uyahTIpGALMtZX2Na5dHpdGacaQ4MDJrRaDTjbVInBqVXNNvb26EoCr8o2ASDJhXs+PHjWbsuOfNvIFkGmpp8EMU4OjpEHDx4AsOHv/+tO5FI4NixYwCAj37UiddfD2Ly5BgkKYJ/X6zLO+/4UF/vQjAo45FHJNTVNZn9q9hCT08PwuEw4vF4uQ+lYqS+xig/be/scDhc7kOpCLIsIx6PZ32NybKMUCiEhQsXZpxpDvQPjU6nE7FYbMBt0oNm6nUejydZzUxdCJ7Kh0GTCjZr1qysy000NTUhEolg2rRpJT4qe/v5zwX85S8izjtPwQc/eFK/6zo7O3HKKack/33WWYU9x7hxwPPPO9DWJuDyy2WccsrwYg7Ztg4cOACPx4Px48eX+1AqgqqqA15jlNu7776LsWPHYsSIEeU+lIoQiUSQSCSyvsZkWcbLL78MIP9kIKAvaEYikeRtsu17nnqdNhFVURTIssygaQMMmmSJbBM1ZLlvX+6h2puxZImKJUusHaQ+YgTw85/LiESA4YMzYxKVBLtejdHTXk6nE4lEImuFMj00aj0W6bfJNkZTURS4XC40NDSgsbERq1evNveXJMM465wskWl5o3ffFfClLzlx000OtLWV6cCGCK+XIZMGYmgiK6UHwEwCgQBCoVDWcZnpPzscDkiSlHOMZvp9PB4Pjh8/jm3btpn+O5JxDJpkiUwVzaefFgCoOHpUwNtvF/+B19KCkgXW48eBrq7SPBfpw+WNjGFbGceKpjHpATATv9+PUCiUdVxm+thNn8834PaZ/i6pj+X1eiHLMtyDbd/dCsWgSZbIFAKWLVMRjwsYNkzF9OnFfei98YaAr3/dia9/3Yn33rP2g+CZZwR8+ctOfOlLThw+bOlTEZGNMGgao6e9tKCZraKZPhs9EAgkJ5dm6l7X7q9RFAUejweqqnK1AJvgGE0qSL6TSaau8yVLVJx0kgS3G/D7i3v+3bv7nj8eB/bsEXDyydZVa7ZtE+DxAL29wN69AiZNYmWIaChg0DQm137kQF97BgIBHDlyBG63O+86mqqqwu/3o7u7G06nM2dFM/U5tEomK5r2wIomWSJbt2ZNTfEhEwDOP1/ByJEq6upULFtm7RJKq1apcDiA6dNVLFjAkGkn7A42hqHJGAZNY/S0l7YIe7au8/RKZzAYRG9vb9bbAxgwMUgURezfv9/U340Kx4omFSzXCcXqvc4nTgTuvLM0W4zNmaPiwQelITtT3q4YAIxhKDeOQdMYPZOBBEGA0+mEJEl5JwMpigK32w1JkiDLcta9ztOPwel04rnnnsPs2bPN+tWoCKxoUsFyfXANtokapfqsGUxtRlTp+H40Rs9kIKBv5rkkSVm7wtMvd7vdkGU5a0UzlXbdqFGj0NjYWOyvRCZg0CRLDLagSTQYsDpnHNtMPz0VYG2cZmrQBDK3sxYag8EgYrGYroqmdt2oUaNw9OjRIn4bMguDJlnC6q7zwYjh3Bi2lzFsK+PYdW6MnslAwPsVzXzVT639A4EAEomE7oqmIAioqalBc3Nzgb8JmYlBkyzBEGAc24zIXhg0jdHbXoFAQNd4Tu3xgsEgEolE1jGd6ffRCh0/+clPCvxNyEwMmmSJclQ0W1qAt94SIJdmjpDpGDSJ7IVB05h8FU2N2+3WFTSBvvOi3+/v19Web01NQRCQSCTg8/kK/E3ITAyaVBA9MwtLGZpOnAA+/WkXvvQlJ9audZTsedM1NvZttVlI2GXQNI7tZQxDkzEMmsbka6/U6wVBgCRJuh7X4XD0e6/n2iVIC57xeJzraNoEgyZZotShqbFRQG8v4POp2L69PB8MR44AP/+5A7/6lYgnnjB+DAyaxjAAGMPXlnEMmsYYaS9RFBEOh3U/tsPhQCwWAzBw96BMQTORSBgKmrIsY8GCBbj00ksHXKeqKr761a9ixowZOO2007B9+3bdj0sMmmSRUnedz52r4pxzFPj9wI03Wtt3rijA888LePxxAaHQ+5d3dgqIxQCPBzh6lB9ORDS06O06B/o+I0KpJ1Adt49EIgAG7oeeqevcaEXzzjvvzLru5pNPPomGhgY0NDTg3nvvxfXXX6/7cYlBkyxSyupcTw/Q0CDg29+WsXGjhLPPtvZ5d+0S8L//K+Lvf3fg739//y108skqli9XMWOGio9+tC9kv/66gMsuc+KGG5zo6sr9uKxoktVYnTOGFU1jjFY0jQZNrQKaXtFMDZqFdJ03NjbiiSeewLXXXpvx+o0bN+Izn/kMBEHAsmXL0NnZiaamJt3HPtRxZyCyRKkqmooC/Pa3IpqaBIweDXz72zKcFr+qtXOaqgIu1/uXu1zAxz7W/3dev16EqgJ79gDbtws477yhs8i91QRB4BJaBvC1ZRyDpjGKosCVelLMIVPQzPUaTQ2a6RXN9C0otclAeo/la1/7Gn72s5+hp6cn4/VHjx7FxIkTk/+uq6vD0aNHUVtbq+vxhzpWNMkSpTo5SxLQ0iKgpgZobwficeuf89RTVXzhCwo+8QkZl1ySO+iccYaKSAQYNgyYOTP3Bz2DJpG9MGgao2cykEYbR5ltkk8m0Wh0wO2yjdHUW9F8/PHHMWbMGCxatEjXcWv4utCPFU2ytXgcuP9+EY2NAj73ORnTpvW/3u0Grr5awb/+JeDSS1X4/dYfkyAAp5+uLxBefrmCpUsVVFUB1dX5HpdBk8hOGDSNMdpeTqcT8Xg861JFqQRBgCAIkGW53+2yjdGUJElX0HzppZfw2GOPYdOmTYhGo+ju7sanPvUpPPzww8nb1NXV4ciRI8l/NzY2Yvz48bp/z6GOFU0qitXBaPduAVu2iDh6FPjjHzO/XBcsUPGVryi6w18pCQJQV5c/ZPbdlkHTKLaXMQxNxjBoGmNkMhDQt3B7b29vxqWKMr23A4EAQqHQgNsVM0bzpz/9KRobG3Hw4EFs2LAB559/fr+QCQArV67Egw8+CFVVsXXrVlRXV7Pb3ABWNKkgpTr5jh6twusFolEB06YN/lCRfnJVFECW+48FpT4MAMYwlJPV9ATz1OsDgQDC4XDGiT2ZHisYDKK3t3fAgu2ZxmgWu47mPffcAwC47rrrcPHFF2PTpk2YMWMG/H4/7r///oIfdyhi0KSSikSAf/xDhCiquPBCFR5P7ttPnAj85CcSOjoEnHzy4P6gTD+p9vYCd98torVVwCc/qWDevMH9+xPZEb/Q6Ke3opm65/nx48ezbi2Z3vaBQABtbW26xmgaXUcTAM4991yce+65APoCpkYQBNx1112GHovex65zKlghJ+B//lPA44+L2LjRgZdf1nf/8eOBOXNUOMq34U9JpHedHz4soKlJQCAAvPACP+yoeAxNZCW9k4FSg2YkEskYLjOF1kwVzfSucwCmVDTJPAyaVFI+n3aSUcFtaPtLD5p1dSpGjwa6u4Fly1jNTMcxrcawrchqese0auHQ5XJlnQyU6bHcbndypnquyicABk0bYdc5ldTZZ6sIBhWIYt8kHrP09gLvvCNg/HgVdXWmPWxJpQenYcOAb31LRjwOBAJlPDAiIh2MdJ1rs8hT9zHPNclH43K5IElS1pnq2mMZWUeTrMWgSSXlcACLF5tfWbn3XhHvvSciEFDx/e/LqKkx/Sksl6lC53JxIhARVQa9Fc3UcZU+nw+SJCUvzzbJRxMMBtHZ2Zmzi13DoSL2wK5zGhTa2gT4/SpiMQH/XtO34rArmKzGD16ykpGKpnY7j8cDWZaTl+frEg8EAv0qmum342vcfljRJEuVah26a6+V8fTTIk45RcG4cZlv09MD/O53Ijo7BVx7rYwpUyw/LLIQg7kxbCuymp7JQNr7Vrud1+tFe3s7gIEVzdQwqQkGg5BlOW8gJftgRZMsU8ogMHUq8IUvKDjzzOzPt3u3gHfeEdHZ2bfEkt0wOBFRJdO7jmZqiPR4PMmu82wVzdTbBwKBfkEzWxWV51L7sN+nLVWMfCcUURShKLn3Ai+GosBQN/mECSp8vr7u9dmz7XcSYtAkq7HyQ1YyOhkIABwOR/JzIlu4TL+9ni52sg92nZNlrAxO0Sjw29+KOHRIwOrVCs4+O//zTJoE/PjHMiIRYMIESw6rKAyaxrC9jGFbkdWMrKOZejtRFCFJUtZwmT4xSBRFRKNR+P3+rF3sDJ/2wYomWcbKiuaxY8CBAwJGjgSee07/y3jECHuGTIDBiYgqm96KZvpYTJfLNWAP81yLsouiiN7e3uTtWN20NwZNsoyVwam2Fpg4UUVrK3D22dZ1z5cSgyYRVTIjC7anhkOPx4NQKGSoohkKhZK3y7XIO5Ufu86pYPmCkZUVTZ8P+OY3FUSjXMycSC9+CJOVjFQ0U0Ok2+1GKBRCMBjMWJ1Mr2g6HI5kRTNTFVSWZV3HQaXBvwRZxuoKncMxuEImK5rGsL2MYVuR1YxuQan97PV683adp6+VGYlEst4ukUhw+0kbYdAky+gNAv/6l4ANG0S0tJTgoGys2OCkqsBbbwnYsUOAhZP9iYiyMjoZSFVVOJ1OxOPxnF3nqRVKQRCSlctMt+M+5/bCrnMqSq5vsHq6zvfvB/74RxGiCDQ3i/jqV4duQio2aG7dKuC//9sBVQW++EUZK1YMvgrW3r0Cfv1rB6ZPV7B6dbmPhoj0Sj23pXedi6IIh8MBSZLg8Xj6Xa7dN/1zJhAIZB3XyYqmvbCiSQXTszBvvuDkdgOiKCAeF+D3m3l0lafYoNnaKuDfO7mhuXlwjsW7/XYH3noL+POfHXjzTQ+7gw3gRAlj+Noyn6oC8bgwoOtcFEUEAgHE4/G8C7ZrtKDJiqb9saJJltFT0ayrA776VRnNzcCCBUP7xF5s0DzvPAWNjUAiAVxyyeCsDE+cqGLXLhFuNzBy5OD8HckeGMzNparAr3/twUsveXDGGVW44orIvy/va+dAIICOjg7U1NQAyL5skXaODAaDaGtry1jRZNC0FwZNskzfG17F3/4mwusFLrxQQaaJgCedpOKkk0p/fKVy7FjfSVbP+p3FBM1gELj++sEdvr75TRkf+ICC2lpgxAgJXV3lPiIi0qOjA/jXv1yoq1Pwz38GsGqVA8D7VchAIIATJ070C5QOR//baJcLgoBgMIhDhw7B5XKxomlzDJpkGUEQ8MADfjz0kAOCAEgS8JGPDO4glO711wX84Ad94ya/9z0Zy5ZlD5KsnuTn8QDnndfXhs3NZT6YCsTXmH6saJqrpgaYN0/GW285sXBhGF5v3+WpFc14PJ5xXGamn91uNxKJBBwOB8do2hyDJllGFEV0dPRV81QVQ7L69M47AhIJQBT7ZoTnC5ocF6Yf28sYtpUxDJrmEkXg5puj6OlxIRJpgyj2X4zd7XZDluW8yxuldqm7XK6M94lEInC5XKX+FSkLBk2yjCAI+NzneuF0BhAIAKtXD61qJgAsX67g5ZdFyDLw4Q/n/v0ZnIjsg0HTXH1d4cCoUSqOHFEgis7k5aIoQhAECIKQHNevZzvKQCCAzs5OjtG0OQZNsowoiqiqknDLLXK5D6VsJkwA7rlH0nXb1JMsEZUXg6b5sq2jqf2sracJZK9opgZNbUJQeiCVJIlB00a4vBEVzIzljeh9bC/j2F7GMDjpx6BpvkwVytSfnU4notEogOwVzdSu82AwCEmSWNG0OQZNsgyDkzFsL2MYAozha8sYBk1jjLy+slU0HQ5HxqCZbYxmIBDIOEaTQdNeGDSpYPlOwnrW0SQiosqXaVH1bLIFR4fDkXEP82xjNLXlj9KPgbPO7YVBkyzDCp0xbC+yGit0+rGiaUy+9krfgjJTcNSWJkp/vGw/A30FjfQqKCua9sKgSZZhRdMYBk1j2F7GsK2MYdA0ptCKZvrP2p7n2Sqa6c8jCAJ6e3uT1zFo2g+DJlnGqiAgScC+fUAsZvpDlxWDE5F9MGgaY6S9snWdq6oKv9+PcDisu6LpcDiSQVOrjrLr3F4YNMkyVgQnVQW+/GUHrrjChU9/2ol/97IMCgyaRPbBoGmMkfbK1nWuKAoCgQBCoVDWmebpFU1RFBEKhfodAyua9sKgSZaxous8FgNeeUVETQ1QXy+gpcXUhy8rBk3j2F7GMDjpx6BpjFld536/H6FQKOvamZnGaKZPIIrH4/B4PKb9blQcBk2yjBXByesFPv1pBe3twAUXKBg3ztSHLzsGJ/0YAozha4usVEzXeWrlsqqqKhk0s21BmT5GEwBkWeasc5vizkBkGasmA/3Hf8j45jdl6PzybJm33xbw0ksCTj9dxcKFhX2Id3QAu3YJmDZNhdfL4ERkF6xoGpOvoplr1nlq5dLj8SAWi8HlcuXd91wTCAT6jeuMx+Pc69xGGDSpYOXcGajcITORAP7v/0QEAioeeUTErFkyAgHjj/Pznztw4ICAqioV3/mOyKoTWYrBST8GTWMKrWhm6gp3OBwDJgllC51A3w5Bvb29yfuwomkv7DqnouQ6sQzmvbsdDmD0aBWdnQKGD1dRyDlNVYG2NgGBgIpwWEAiwaBpBMe0GsO2MoZB0xijQTNXhdLv9/fbWjJXBVQQhOQEIu1xORnIXljRpKLkOrmI4uANTqIIfP7zCo4cETB+vIpCemkEAfjGN2Rs2iRg0SIFo0apaGoanO1FVGkYNI3RMxko25JGmbrCOzo68lY0tZ+DwSCOHDkCr9cLURQhSRKDpo0waFJR3n33XXR1dWW8TpZlxONxdHZ2lvagSqy9vbj7L13a9//du4dGe5lFlmUkEgm2l05sL2MkSYIkSWwvnfK1lyRJGDduHKZMmZI3xGfbwxzIXA11u93JmeZc3sh+GDSpKLNnz876Lba7uxuHDh3C3LlzS3xUlamrqwtHjhzBqaeeWu5DAQDs3i1gzx4By5YpmDCh3EczUEdHB5qamnDKKaeU+1AqQkdHB44fP47Zs2eX+1AqQltbG5qbm9leOrW2tqKtrQ2zZs3KeH1HRwf2798PoH9wzBQ4A4FAv2FX6RVNbY9z7XEEQYDT6Ux2tzNo2gvHaJJlOIaucnV0AOvWiXj9dQH33+8o9+FkxNeXMWwr49h1rl++KqXf7x+wJ3k2Ho+n3+s1vYqZabxmMBhEIpHgZCAbYtAkywyGyUCRCPCDHziwZo0TO3ZY+6Fjp+DkdAIuFxCNCvD57HFMRKXEMZrG5Gsvbbk7VVXz3jZ1bUxg4M5AmbrUA4EAEokEK5o2xK5zKli+k/BgmAz01lsCtm0T4PcD998vYsECOeft331XwJ/+JGLuXBWXXabAyOeUnYJmVRVw/fUyGhsFnHyyPY6JqJQYNI3Rs46m1+tFLBYDkP/zw+FwIBQKYdiwYbp2CQoGg5AkiRVNG2LQJMvYKTgVauJEFcEgEAoJWLAgf3X2nntEhELAnj0i5s9XMG2a/ueyW3tNnNj3+9uV3drL7hicjGF7GaOnvbTtJfXQ9jAfNmxY1uWNUqubgUCAYzRtikGTDFNV4OBBoKamb0vIbKzaGaiUxo8HfvtbCe3tAmbOzB9q6upUvPGGiGCwr32MYHAisg8GTWP0LG/k9/sRDoczXpd+7tOCpnZdvhnoTqcz+RgMmvbCoEmGPfwwsH59X/fqbbcBtbWZbzdYgtOoUcCoUfp+jxtuUPDOOyrGj1cxYoSx5xks7UU0GDBoGqOnvXw+H1paWvrdJ9v9U4MmgH5d55m60bX7xONxdp3bDCcDkWHbtgHBINDVBRw+nH/w91Di8wGLFqlZwzdROTE4kVVSu7GzSe86z1apBPpeq9p4zvTnSV2wPT2chsNhVjRthkGTDPvMZ/q2YFy0CDj11OwVOFbojGF7GcP2MoZtZQwrmsakVxczXe9yuSBJUr/LslUqBUGAKIrJmeeZ7pMpaIZCIcTjcbgK2a6NLMGuczJs8eK+rnNVBf69LFpGDALGsL2I7INB0xi97aUtrJ5+n9SgqlUtM00eyjZGE+gLmr29vUgkEgyaNsKKJhUtWzhicDKG7UVkHwyaxuiZDAT03/UnWze41vaBQGBA0MxWBQX6gmYkEoGqqsndg6j8GDSpYPlOwjxJG8OgaQzbyxgGJ2PYXsboaS9BEOD3+5NBM1to1EJnpqCZHk4zhVs9gZdKh38Nqmi9vcBPfuLAD37gQFdXuY+mOAxORPbBoGmM3oqmz+frV9HMtWxRIBAYsBxSrjGaQN+Eo1GjRhX9+5B5OEaTilLuE/FDD4l46CEHVLVvJvy3vpV75x47Y9Aksg++F43JF8y19kyvaGZbiF0URXg8HkSj0X6Pm2uMJtC3Q9DYsWPN+8WoaKxoUkUbNgwQBBWiqGLYMH4wEOVS7i+GlYbtpZ/eCrDL5UqGzmzVSe1ybeZ5tvU2059T+5l/N3thRZMq2lVXKfD5AEkCLrusstfsZEXTGLaXMWwrY/It10P96e06T719tupkaoD0+/3o6enpd7/UcOp09o8xsizj1VdfLep3IXMxaFJFcziAyy+v7ICpSQ9OsRjgdgP8ck5UehyjaYze9tJmhGuzw7NNBtJCp9/vR1fKAPxsgVQ7d06ZMgVNTU3m/WJUNH5dI7IJLWiqKvDf/y3iootc+NGP+safElFpMWgao7eiqVUhQ6FQzj3MtctTJw9pct1HW+S9s7PTrF+NisSgSWQT2skzEgH+/ncHxo9X8fzzIlpby3xgNsbuYGMYnPRj0DRG72QgVVXhdDoRDoezhsvUqmV60Ex9z2eata4oCrxeL3bv3m3uL0gFY9AkshmfDzjzTAVNTcD8+QpGjCj3EdkTQ4AxDOXGMGgao2dMq9Zrk62imelnt9s9oKKZ6Tm1x0okEpg0aRLmzZtn1q9GReIYTSqKngkZPGEbIwjAD38oo6UFGDWqbxwqEZGdZVrTMtvtXC4XIpHIgJnm2aqbgiBAlmU4HI5+z5Gp6z0ejyMYDKKqqsrsX5EKxIomWYozgwsjisDYsZUZMo8cAX7wAwfuuktENFruo6FU/MKnH78gG2Ok61zr4s62BWV6l7rW1Z4uU9d7PB7nPuc2w6BJltJOKDR0/OlPIvbtA55/XsSOHdZ9UPNLjDFsK2MYNI3ROxlIC5oejweJRCJvRVOrgKZvRZnpdqIoIpFIwO125z2OaDSKJUuWYN68eZgzZw6+//3vD7jNli1bUF1djfnz52P+/Pn40Y9+lPdxaSB2nZOlGAaGnqlTgddeE+DxAGPG8G9PlYlB0xi97aVVLv1+PyKRSDIU5pqBro3pzPRYmcZo6gmaHo8Hzz33HILBIBKJBM4880x8+MMfxrJly/rd7qyzzsLjjz+e9/EoOwZNKkq+IMmK5tDz0Y8qmDVLRVWVikmTyn00RIVh0DTGSEVTEAQEAgF0dHTA4/EMuH966HS73bormvF4XFfQFAQBwWAQAJBIJPpVV8lc7DonS7GiOfSIIjBnDkOmHfGDVD8GTWOMVDRFUYTf70csFsu7YLtW0YxGo/9eZ1gd8Fja7Yx0nQN9uwjNnz8fY8aMwYoVK7B06dIBt3nllVcwb948fPjDH8bbb7+t63GpPwZNshQrmmQVfokxhm1lDNvLmHwVzfT9zQOBAGKxWM6Z5trjOhwOiKIISZL6PUem5ZH0VjQBwOFw4M0330RjYyO2bds2YO3NhQsX4tChQ9i5cye+8pWv4KMf/ai+xqB+GDSpaLlOyAwDRFSpWNHUL1dFM/UzQLudy+WCLMt5dwbSfvb7/QiHw/2eI9OsdSNBU1NTU4Nzzz0Xmzdv7nf5sGHDkt3rF198MRKJBFq5g4ZhDJpUlHwnYqNBMx4H3npLQFtbsUdGROkYnPRj17lxej4PUsNhao9Xvu0oA4EAent7s66jabTrvKWlJblNZSQSwTPPPIOTTz65322OHz+e/Pzatm0bFEXByJEj8z429cfJQGQpo13nP/2pAy+9JKKmRsW990qoqbHu2KiysVpuDNvKGAZNa6S2q8vlQiKRAJB7MpAoiggEAmhvb+/XdZ5tHU09QbOpqQlr1qyBLMtQFAVXXnklLr30Utxzzz0AgOuuuw5/+ctfcPfdd8PpdMLn82HDhg18TRSAQZMsZTQM7N4tYNgwFV1dApqbBdTUvH/f9nbga19zoqsLuP12GTNm8IOTiKzBoGmN1HZ1Op2Ix+MDLs9W0WxsbMw5RtPIrPPTTjsNO3bsGHD5ddddl/z5hhtuwA033FDgb0oadp2TpYxWNL/yFRl+P3DJJTKmT+8fJP/2NxH/+peIt98WcOedfOkSkXUYNM2VKUS6XK6MQTNTgPR6vYhGoznHaBqddU6lwYomWcpoRfPss1WcfbaU8boZM1R4PCpUVcCcOaxm6vHUUwJef13EJz8pY8qUch8NlRuDk34MmtZI3QEodSH2bNtRan8H7b906bcrZDIQWYtBkyxl5ji6c85RsWGDhN5e4IwzGDTzaWgQcOONTsRiwJYtIp56KlHuQzIVx2gaw7YyhkHTPJlmnQNIBsP0y1PDaGoA9Xq9WXvIUrvOude5vTBokqXMXkdz3rzB/2Fp1gecLAOqCggCwKVMiYxhMDeX1p7p621qM9HzLW8EAD6fD729vVkfn13n9sSgSUUxe3kjel9LS98uO4WupnHyySp+/nMZ27YJ+OxnZXMPjmgIYEXTPNnGX3o8HkQikbyTgYC+/cm7urqSj5m+S5DD4WDQtCHOqCBLcWcgY7Rgvm2bgM99zonPfc6J3bsL/7D7yEcU/PjHMqZPN/Egc+jpAV56SUCWooOp+CXGGHYFG8P2skZ6iPT5fAiHw3knAwF9XefackjptIpmPB5P7p9O9sCKJhWFFU1zae312msCFAVIJICdOwWceqr921CSgBUrXGhqEjBhgooXXkjAyTMMVSgGTWukB0q/349QKJRxBrn2c+pySLL8fu9MphnonAxkP6xokqUYNI3R2uuiixRUVwPjxgFnn10ZFeHOTuDw4b4T/8GDAnp6yns8RMVg0NQv3zk+22QgRVHyVjRTJwYBfefI1LCZ/rjsOrcf1hvIUuw6N0YLmtOnA3/8o/Tvy8p8UDqNGgVcc42M9esd+PznZQwfXu4jonQMTvoxaOqXPsFH7221imY4HIbD4cg7GUhRFLjdbkQiEQSDwQFjNDkZyJ4YNMlSdq9ovviigM2bRSxbpuAjHyn/caa2VyV+xv34xzJ+/OPSTDyy+2vLbthWxjBo6mekrdJDpNPpTHaPZxqXmR5M3W43ent7EQgEMj4uu87th13nZCk7VzRlGfjTn0S4XMDmzQ60t5f7iIiIKo/RimZ6oHS73RkXaU//WZulrnW1Z9r3nBVN+2HQJEvZuerkcACzZqloaQHGj1dQVVXuI7J3exENJaxo6me0oplpH3NJkrJOBkq9vcfjQSgUGvCcrGjaF7vOyVJ2D05f+IKCo0f7Jt3YYTMJu7eXnbCtjGFwMobtpV8xXeeCIMDv9+uuaLrdbrS2tg6oonLWuX0xaJKl7Nx1DgBuNzB1armP4n0MT0T2wKCpX76u81yzzkVRTAbNTI+XXtEURRGiKEKW5YwVTXad2w+7zqkoXEfTXGwvIntg0NTPSFtl2vUnEAgMKEhkq2gKggCfz4dQKMSKZoVg0CRL2b2iaTcMmmQlBif9GDT1MzIZKFO7ulyurOe99DGdoigiEAggHA5nHaPpssM4KEpi0CRLMTgZx/bSh68tY9hWZBU9oTzT0kXaZdrSRpIkDbhf+ix1rQIaDoc567xCMGiSpQRBYEXTAFZQiOyD70d99ARN7YtO+kQfjSiKCIfDOR9bT0WTQdN+GDTJUqIospJiAKt0RFRpCp0MlCpb0Mw0ptPn8yEWi3Gv8wrBoEmWYnAyhu2lH9vKGI45JKsUOhko9T56KprafVO73NNvx4qm/TBokqU4GcgYhiciqjRGJgMBmYckiKKIUCg04PJsa2p6PB7I8vvb3WrjN1nRtB8GTSpKOZc3OnwYWLXKicsuc6Kx0ZKnKDkGTSKqNPkqmnqvj0ajGa/PNJHI6/X2mzykTShi0LQfBk2ylJWTgf7nfxx46y0BO3cKePBBhyXPUWqDNWgePgzcf7+Il19m1205seucrFDssIzUJYxyfV6kPo/b7c46S93hGByfB4MFdwYiS1k5GWjuXBXaF9dTThl84WwwWbfOgZ4e4M03BUybJmPcuOIfc7CGcquwrcgqRrvOgf6vR+3+LpcLkUhE1/N4PB4kEonCDphKikGTLGVlGFi9WsGUKSpEEViwYHB8iA7W8DR8uIoTJwT4/YDXW+6jISIzFVLRzDT2MhAIIBQKZX2s1Pu4XK6MFU2yHwZNspTVk4EWLRpcoWywBs3PfU7Be+8JGDdORU1NuY+GiMxUaEUzfX1Mv98/YGvJbM+j3b+Q56bSYtCkorW3t6OnpyfjdbIsIxwO48CBAyU+qsrU3d0NSZLQ3d1t2XOoKvD734/Av/4VxMqVXbjiii7LnivViBFAPA6Y+VKIxWJ8benU3t4Op9OJWCxW7kOpCHxt6dfV1QVFUbJ+SZYkCWPGjIHP50telhoQU3f8aWtr01XRVBQFbrcb4XAYwWBwUH5BHywYNKloTqcTHo8n43XaCSTb9dSf0+mEy+WytL1aWhzYsmUYRo6U8Ne/DsfHPhZFpU7SFEWRry2dHA6H5a+twYSvLf0cDgccDkfW9urq6kJ7ezsmTJiQvCxT17nP50MkEsm6V3l6RdPj8SAUCiEYDPZ7XLIXBk0q2rBhw1BdXZ3xW6gsy2hsbMT48ePLcGSVJxQKobq6GmPGjLHsOUaPBmbPdmL/fjc+8AEFkyePR6VORj548CBfWzpFo1H4fD7U1taW+1AqAl9b+iUSCTgcjqztpaoqurq6BlyWvmyR0+mEJElZg2Z6ONWCJsAVFeyMQZOKUs51NKkwLhfw299KaGwUMHmyWrEhk4zjhzFZId9kIL/fj+PHj2ecaZ5+/9SQmf7ZofWQaT97vV50d3fzM8bmOIKWLMWgaUyp2svrBWbMUJGlcECDEN+HZJV8E3K8Xi8ikUjWXX5Sf/Z6vckJpOkBNn29Ta/Xi2g0mnx+brNqTwyaVLRcb2y+6Y1hMCeiSpMv4KVWIbP9nLrjj7a1ZKYAmz5THegboiUIQs5udyofBk0iG2HQJKJKo2eJIY/Hg2g0mjEoZtvDPFNFM/U5BUHotyQSt5+0JwZNIhth0CSrsFtRP74HjdHz2vL5fAiHwxnDZbY9zFPDaKbnFEURgUAA4XCY+5zbGIMmkY0waBKVH0O5MXray+/3JwMhkH0yUOomH6nd6wAGVDdTdxMSRRGJRIJB04YYNIlshkGTiCqJnq7zXBXN9KAqCAJkWc4ZYLXnZEXT/hg0iWyEVRSyCqt0+rGtjMnXXqqqwu/39xujmW0ykKqqcLlcCIfDOQOsdn9t5jnHaNoXgyaRBRIJ4LnnBMPbLbLrnKj8GDSN0VPRdLvdiMfjeScDpW4tmevvoN0/9XkTiQRnndsQF2ynojEcDfSFLzixaZMIQQD+9a8EZszQ1z5sS6LyY9A0Rk97iaKYcYwlMLCi6Xa7EQqF4PP5ck4GSp2prigKZFnmtqE2xIomkQVefVVENAqoKvDuu/o/sBg0icqPQdMYPV3nwPuBEOjfdZ4eOj0ez4CKpqqqWXcW0tbeZNe5PTFoUkkMtfB0220SRo0Cli1TsHy5ovt+DJpkFYYn/dhWxujpOgcGrpGZustPaqB0u92IRCIDKp2pz5Fe0ZQkiV3nNsWuc7KcFp6G0on7Ix9R8JGPxA3fj0GTqPyG2vmqWHrbSxt7CQwMlw6HI/lztgCa+hypIdTtdiORSLCiaVOsaFLR9IzN0bpLiIhocDFS0cy0GHum8ZperxexWCzjLPX0+7jd7mRFk0HTfhg0yXKs0unHtiKr8HWlHyuaxhipaKYGzVyLt/v9fkQikaxd55nCLSua9sSgSZZjeNKPbUVWYnjSh0HTGL2TgVLPb7kmA4miCL/f36+imWuMprYkkiRJDJo2xKBJpsgVjth1rh+DJlH5MWgak6vrPPV8poVFSZLyjsUMBALJhdjTb5P+b22muhY4yV4YNKlo+U7IDE/6sa2Iyo9B0xg97SUIQr/F2NPDZWqgzFTRzLTveer9tfUzGTTth0GTLMeKpn4MmmQVhif92FbG6J0MpC1dpK2RmWvfc6fTmXN5o/Tn93q9cDgcDJo2xKBJlmN4MoZtRUSVRk8wTw+auSYDAYDD4ei37mb6rPPUnz0eDxwOB3cGsiEGTbIcg6Z+rKIQlR8rmubKtOtPvslAAOByuZBIJAZcnk5RFDgcDpw4cSK5HifZB4MmWY5d5/oxlJNV+LrSj0HTGlrlMRKJZByXqd1Ga/vUoJn+N8m0pubDDz+Mjo6OUv06pBODJlmO4Uk/thVZieFJHwZN82Sada6qqq6KptPpRDweH3B5Ou26mpoaNDU1WfnrUAEYNMlyrGjqx6BJVH4MmuZKXTtTFMXkDkG5JgMBfUEzFosNuDzT42uLvB87dszqX4cMYtCkonF5I/OwrYjKj0HTXOkh0u/3I5FIZKxipv4simLWMZqp58nUimZjY2NJfifSj0GTLKetn1Yqqgq89pqA7dsFVFpmY9AkqzA86cf3oDW016DP54MkSRmrmOk/i6IIWZaz3ib1336/H2eddVaJfyvKh0GTipbvw0sbk1Mqjzwi4otfdOLaa5146il+sBKRcQzl5ktdjD216zzbepmqqsLr9SISiWSteqb+W5ZlfPjDHy7xb0X5OMt9ADT4lbpK19AgQJL6Kpv79gkAKqc6wYomUfmx+mue9MlA+Sqa6VtL+ny+AetuZqtoxuNxLthuQwyaZLlSTwZas0bG3r0CXC4VH/tYZU1CYtAkKj8GTWto1UptX/J8k4FUVYXP50MoFILb7c6577k2npNB037YdU6WK3V4Gj8euO8+CffcI2P06JI9rSkYNMkqDE/6sa30M3K+0gJiapDULs/ULa4oCvx+f8aKZvrEICMVzWg0iiVLlmDevHmYM2cOvv/972f8vb761a9ixowZOO2007B9+3bdvyf1x6BJliv1ZKBKxqBJVH4MmvoZaavU24qimFy6CBg4M137Wes6T+9SzzRGU29F0+Px4LnnnsPOnTvx5ptvYvPmzdi6dWu/2zz55JNoaGhAQ0MD7r33Xlx//fW6fkcaiEGTLFfqyUCVjEGTqPwYNPXLtZB6rtsKgoBoNDrgNulB0+FwJBd4z9TVnvpvvRVNQRAQDAYBAIlEot9SS5qNGzfiM5/5DARBwLJly9DZ2cnF4AvEoEmWY3giKj+GJ7JCMRXNSCSS8XbplUuv14t4PJ63omlkMpAsy5g/fz7GjBmDFStWYOnSpf2uP3r0KCZOnJj8d11dHY4eParrsak/Bk2yHHcG0o+hnKj8GMr1y1fRzDTrHMgdNNNvry3wnq+iaWQykMPhwJtvvonGxkZs27YNu3fvznrcGr4mCsOgSUXjzkDmYVsRlR+Dpn5G2ip9159wOKzr9oFAwPSKpqampgbnnnsuNm/e3O/yuro6HDlyJPnvxsZGjB8/3tBjUx8ub0RFa2lpwVNPPYWPfvSjGa9XFAWJRALxeLy0B1aBJEmCLMtsK51UVWVb6STLMiRJYnvpkEgkoCgK20oHbUJPtraSZTnZo5UeSiVJyvnYqRXNeDxu2hjNlpYWuFwu1NTUIBKJ4JlnnsG3v/3tfrdZuXIlfvOb3+Cqq67Cq6++iurqatTW1uZ9bBqIQZOK9tZbb2Hr1q1YtWpVxuvj8ThcLhcrdTpIkpQc/E75qarKttJJW/2B7ZWfKIqQJIltpYPT6UQ8Hs/ZVtkWWnc4HDnDZupOQtn2Rk+lnT/zaWpqwpo1a5Ih+Morr8Sll16Ke+65BwBw3XXX4eKLL8amTZswY8YM+P1+3H///XkflzJj0KSiNTQ0YPr06XA6M7+cYrEYRo4cmfV6ep8sy/B4PGwrnQRBYFvp5HA42F46+Xw+dHd3s610cDqdUBQla1ulVjTTZ537/f684zQFQYDL5co56zzbz9mcdtpp2LFjx4DLr7vuun6Pc9ddd+V9LMqPYzSpaA0NDZgxY0bW68PhMPx+fwmPqHJxCzWyisPh4KQ8ndxuN7vNDdD2Gc8ktQqZbY1Mo8+RvjNQ+nORvTBoUtH27t2L6dOnZ70+Go3C6/WW8IgqF7dQI6tw4wT9XC4XEolEuQ+jYmi792SSaQef1PuFQiFdz+FwOJLjQdN3BiJ741+KiqKqKhobG/utN5Z+PcBvmnqxoklW4TJj+jFoGuPz+XJ2gaeupqF9Fmhd5+FweMCWlJk4HI7kAu9GFomn8uNfioqidYdkG4Adi8Xg8XhKfFSVS5s4RflxooYxDJr68YuxMbkqmkD2Zdu0gJptslAqURSTQZPLT1UWBk0qyqFDhzBhwoSsb/pIJAKfz1fio6pc7DrXj1UNYxg0jeOXGX3yVTSBgQu3A++PGzYaNNPHaPLvZG88S1NRtBnn2ZR7IpCiADt2CHjuORFdXWU7DN3Yda4fg6YxDJrGuFyuvOs8Up98Fc3092lqoEztwck39jLTGE2GTPvjWZqKUl9fnzNolrui2dQk4NVXRRw40Pd/u0skEuw614kTAowRRZEfyga4XC7OPNcp35jW9Pdp6pdEr9ebfF1mm02e+jiZZq/ztW1vPEtTUey+tJHXq8LhAOJxYNgw+5+IOPZIP1Y0jWFF0xgucaSfIAi6VjXQwmDqec7r9SaXLcr15VFRlGQXfaY1NWVZ5rqnNsWzNBVl7969OYNmuSuaI0cCH/2ojEsuUbB4sb2DJr+RG8OgaQyDpjFut5szzw3INU4zV9e5x+Ppt6B7thnoqqoiEAggFAr1u10x+5xTafAsTQVTVRXHjh3D+PHjs16vt3vzyBEB27aJsGJI1OjRwKRJfZVNO+M3cmMYNI1h0DSGXefG6FniSJPedZ5a0cy1zWQgEEA4HB4wRpNB0954lqaCSZIEURSzLm2kd7zhwYMCPvUpN776VRd+8YuhG7S4tJExDJrGMGgaw65zY/QscaRJnwyUuuNPtm0mVVVNLvCeHkgFQeCKHTbGszQV7ODBg6irq8t6vd5u88OHBcRigMsF7N49dF+S/EZuDIOmMQyaxjBoGqNniSNNpiWNMk3ySR+vnmmMpvZYpf6ifuLECXzyk5/EtGnTsGjRInzgAx/A3/72N2zZsgXV1dVYsGABZs+ejR/+8IfJ++zYsQOCIOAf//hHyY7TDniWpoKZtbTR0qUKzj9fQW2tim9+c+iOiWLQNCbfDFXqj1tQGsMxmsbkq2gCGDBTXPvZ6XQiGo32uzz9i6QgCMl1N9Mrn6XuOldVFR/96Edx9tlnY//+/XjjjTewYcMGNDY2AgDOOuss7NixA6+//joefvhhvPHGGwCA9evX48wzz8T69etLcpx2MXT7KcmQiy66CK2trf0uO3HiBNxuNzZt2gQAqK6uxtq1a5PXx2IxiKKI48eP5338lSu1+wBbt5p33JVEq560tLSU+UgqgyRJkGUZHR0d5T6UiiDLMuLxOLq7u8t9KBVBVVVEIhFsHaonJINUVUU4HM7ZXoFAIHnb1K5vl8uFSCQCh8ORd/F2j8cDSZIGdJ1LklSyoPncc8/B7XbjuuuuS142efJkfOUrX8GWLVuSlwUCASxatAj79u3DwoUL8Ze//AVPP/00zjrrLESjUXi93pIcb7kxaJIumzdvHnDZl770JaxcuRJnn312xvvs3r0bkydPRlVVldWHNygcOHAAfr8fY8eOLfehVITm5mb09PTkrKrT+0KhEPbt24fTTjut3IdSEVRVxauvvoply5aV+1AqxtatW7F06dKMAVFRFMTj8YwVSZfLhXA4jGAwmHMyENAX3np6egZUR0tZ0Xz77bexcOHCvLdra2vD1q1b8b3vfQ8vvfQSpk6diunTp+Pcc8/Fpk2bcPnll5fgaMuPXedUsHxLG5V7Dc1KU0mTgSQJ2LVLQDmLrxyjaQzHaBrDYRnGeb3e5DaR6VLfq+ljMbWgmWsykMbv9ycnomq3K/es8y9/+cuYN28eFi9eDAB48cUXsWDBAlxwwQW46aabMGfOHKxfvx5XXXUVAOCqq64aUt3nrGhSQVRVxfHjxzFu3List1EUJeuMdBqokmZN/vKXTjz1lAOBgIp7741jzJjSHwODpjEMmoXhJgr6aZN1sk0CFQQBqqoOWAfT4/Ggu7s77/JGwPtBM73rvJRBc86cOXjkkUeS/77rrrvQ2tqK008/HUDfGM3HH388eb0sy3jkkUfw2GOP4Sc/+QlUVUVbWxt6enqGRI8fz9JUkEQiAafTmfWDXpIkhkyDKmky0FtvifD7VfT2Cjh2rDwfwgyaxnCbPuO437kxepY4Sl9fWZsMlEgkslY0tfsAfV3nqRVN7T6l/KJ+/vnnIxqN4u67705eluv3fuaZZzBv3jwcOXIEBw8exKFDh7B69Wo8+uijJTja8uNZmgqyb98+TJ48Oev1kUiE3eYGVdI+59dfL8HvB847T8acOeUJL9zr3BhWNI3jou3G+P3+vIu2a6ExvXIpiiJkWc46M1372eVyZVweqZRf1AVBwKOPPornn38eU6dOxZIlS7BmzRrcdtttGW+/fv16XHbZZf0uW716Nf74xz+W4nDLjl3nVBA9SxuVc+vJSlRJXXRnnKHgjDPK+wHMnZSM0T7IST9tLU1ttjTl5vP5clb2tNdgpqDo9/sRjUaT7+lMt9GkLtVVjq5zAKitrcWGDRsyXnfuuef2+/cDDzww4DYrV67ESm25lUGO5QAqSH19vSlraFIfdmkax4qmMZXyJcZOuJamMbkmAwHZ19HUgmYsFssYLtPXzBVFMVk51R6rksa4DzU8S1NB9u7dmzNo6t0ViPqwOmccx2iS1dh1bow2DjjfF+fULnLtfez3+xGPxzNOBkr/UikIQjLQarerpDHuQw3P0lSQhoYGLm1kokpa2sguGDTJatyG0rhcbZZp15/0ima2yUCp73VRFJNd9OUYo0nG8CxNhqmqipaWFozJsaaNJEkMTgbwJGkct6AkqzFoGpdvz3NtQlB65dLn82WtaKa/1wVBSAbN1Fnn/MyxJwbNIerOO+/Eqaeeijlz5uCOO+4AALS3t2PFihWYOXMmVqxYkXVrv2g0Co/Hk7WaJMsyK00GMWgax4omWY1jNI3Ts8RRpok+DodjQBUz1xhNreucFU3741l6CNq9ezd+//vfY9u2bdi5cycef/xxNDQ0YO3atVi+fDkaGhqwfPnyfvuWp9KztBHHZxrDgezGMWiS1ThG0zi9QTNTtTJ1Ca58YzS1x0kdo+nxeKz6tagIPEsPQe+++y6WLVsGv98Pp9OJc845B3/729+wceNGrFmzBgCwZs2arIvJ5lvaiEHTuPRv45IEsJCSG4MmWc3lcrGiaVC+rnNtwlCm8ZepwT5bdVP7t/Y82nWSJPHLuk3xLD0EnXrqqXjhhRfQ1taGcDiMTZs24ciRIzhx4gRqa2sB9K0R1tzcnPH+XNrIfKmTgQ4fFnD99W588Ytu7N3LMYjZMGgal7r+IOXHMcDG6R2jmWnSj8Ph6Bc0M00e0miVU846tz+epYeg2bNn49vf/jZWrFiBiy66CPPmzTO0tM7evXtzzjhnRdO41K7z114T0dUFRKPAv/7Ft2g2DJrGcXegwnCdW/0cDkfe11jq9anvY6fTmQya+RZsDwQCCIVCyes4/Mi+eJYeoq655hps374dL7zwAkaMGIGZM2di7NixaGpqAgA0NTVlnVXOpY3Ml/ptfN48BT4f4HAAS5YwFGTDoGkcg6ZxTqeT+50bpO1dnonWda5Jr2jGYjEAA2ed56toMmjaF1eIHqKam5sxZswYHD58GH/961/xyiuv4MCBA1i3bh1uuukmrFu3DqtWrRpwP1VVMWnSJBw6dAiHDh3K+NhdXV3YtWsXu50M6OrqwltvvZVssy98QYSqApGIgjfeKPPB2VR3d3e/NqP8enp6sHPnTgZ0A0KhEHbs2AGHw1HuQ6kY4XAY27dvz9pTFgqFMGrUKAADJwPpGaMJvB80hw0bxlnnNsegOUStXr0abW1tcLlcuOuuuzB8+HDcdNNNuPLKK3Hfffdh0qRJUFUVp59+er/7KYqC+vp67Nq1K3nZyJEj8cgjjySv3759O+bNm1fS36fSvf7662wzg9544w3MnTuXocmA3bt3Y/r06RzaYkBDQwNGjx6Nmpqach9KxTh06BB8Pl/WXrFEIpF1O0rt/5nW2ky9jdZFry2nx6BpXwyaQ9SLL7444LKRI0fi2WefzXm/nTt34tZbb8X999+f8Xqt25wL5+qnnVDZZsa53W5WNA1wOp1wOBx8rRng8XigqirbzICqqiqEQqGcbaYNR0ivXHo8HkSj0Yy7B6X/7PF4kttZMmjaF0sBZEi+GeecCGQc9zkvHEOmMRyjaRx3BzJOzxJHmRZjV1UVXq8X4XA4a0Uz9We/349EIsExmjbHoEmG5FtDkxOBjOM+51QqXN7IOAZN4/Qs2q5JX8YofZKPdptMFU0taLKiaW8MmmRIvhnnrGgal+0E+d57Ao4eZcWOzMOKpnEMmsY5nU7Ispz3dtrOPqkhMn0hdu12mSqagUAAkiSxomlzDJpkSL41NFnRNC5T0LzrLic++EEv5s3zYutWvk3JHAyaxnG/88KIopg1bKZWKtMrmoFAwFBFM3WMJnuG7ImfYKSbqqro7u7OOfsyGo3C6/WW7qAGgUzfxB97zIFoVEA8Drz4It+mZA4GTeO433lh/H6/rh2C0kOkVkFOr2hmqm66XC7uDFQB+AlGuvX29sLn82WdgKEtO8EJGsZk+ib+//5fAj6fijFjVHzsY/m7oIj0YNA0jvudF8bn8+Udp6mq6oBucYfDkXydZlsCSbs8NXxyr3P74lRX0q2hoQHTpk3Len0sFoPH4ynhEQ0O8Xgc1dXV/S5bvlxBa2v2asBQxy0BC8OgaRy/OBfGyISg9G5xn8+HWCzWL4Bmqm4Cfa/paDTKiqaNsaJJutXX13MikAU4iN04bj9ZGAbNwvHLjTF6ljjKRBAE+P1+SJKUtaKZel9RFBEOhxk0bYxn6iHkl7/8JebMmYNTTz0Vn/jEJxCNRtHe3o4VK1Zg5syZWLFiBTo6OrLeP19FkxOBCsMTpHEMmoVh0CwM9zs3zkhFM9N9tR1/AGSdga49TiQSQSKR4GQgm+KZeog4evQofvWrX+H111/H7t27IcsyNmzYgLVr12L58uVoaGjA8uXLsXbt2qyPwaWNrMETpHHpVQ3SRxRFVuYKwCWOjNM7tjXT6zF1NjkwcAvK9K7zUCgEgMMc7Ipn6iFEkiREIhFIkoRwOIzx48dj48aNWLNmDQBgzZo1ePTRR7Pen0sbWSP9xEn5saJZGFY0C8OgaZwgCDk3CMj1/vX5fIYqmtFo1MQjJ7PxTD1ETJgwAd/61rcwadIk1NbWorq6GhdccAFOnDiB2tpaAEBtbS2am5sz3l9VVYRCIVRVVWV9DlY0jWN1qTAMmoVh0CwMZ54XptBxmk6nM2u4zFTRBFjNtDOeqYeIjo4ObNy4EQcOHMCxY8cQCoXw8MMP675/V1cXAoFAzqWN2J1pHPc5LwyDZmG4BWVhWNEsTL6gCWT/si0IQnJcbLY1NTVerxfDhw834YjJCjxTDxHPPPMMpk6ditGjR8PlcuHyyy/Hyy+/jLFjx6KpqQkA0NTUhDFjxmS8f319fc49zjnOsDDczaIwDJqFcTgcDJoFYNAsjJ4JQdmKF9pscmBgRTP9vR8IBDBq1CiTjprMxlLKEDFp0iRs3boV4XAYPp8Pzz77LE4//XQEAgGsW7cON910E9atW4dVq1ZlvH99fT1mzpyZtfuop6cHHo+H3UsGhcNhOJ1OtptB2s4hbDdjtIWt2W7GaGs1st2McbvdaGlpydpuub70aEGzuro65xhNoC/Qjhw50rwDJ1MxaA4RS5cuxRVXXIGFCxfC6XRiwYIF+MIXvoDe3l5ceeWVuO+++zBp0iSoqorTTz99wP2PHTsGn8+HP/7xjwCA6upq/PznP09eH4/HoSgKdu7cWbLfaTCIx+OQZZntZlAikUAikWC7GSRJEmKxWM4qEw0kyzIikQjbzSBFURAOh3O2W3V1dcbwmKuimV4FPXz4MF555RWTj57MwqA5hPzwhz/ED3/4w36XeTwePPvss3nve/XVV+OGG27AvHnzMl6/b98+VFVVZe16p8yOHj0KRVEwceLEch9KRWltbUVHRwdmzpxZ7kOpKD09PTh06BBOPfXUch9KRYnH49i1axcWLVpU7kOpKKqq4tVXX81YvAD6AqQ2JCF9rKYoisnxndnGaGr3mTVrVtaJrFR+HOREuuzbty/nGE3OOC8Mx2gWhmM0C8NZ54XhrPPCpAfCdKlVymwLsQPZx2hqoTMYDKK9vZ2reNgUz9SUl6qqCIfDCAQCWW/DNTQLw12BCsOgWRgGzcJw6ZzCeb3enOtcapsIpHeJC4KQvDz1uvSfRVFMbuPb0tJi7S9DBeGZmvJqb29HdXV1zpOtoihwOBwlPKrBgfucF4ZBszAMmsVhxcw4PUscKYqSceylx+NBLBbr112eabxmPB7H8OHDceLECWt+CSoKz9SUV76ljSRJYsgsECuahWHQLAy3oCwc9zsvjN4ljtIDZOp9M3WXaz9rFc2ZM2di7ty5Fv82VAieqSmvfEEzEomw27xAXH+0MNwcoDCsaBaOa2kWxu/369odKFP3eGpITe8uB94PmvzCbm88U1NeDQ0NOYOmtjYnGcd9zguTug8y6SeKImRZLvdhVCQGzcL4fL68FU1VVTPubZ5a0dRkCqQMmvbGMzXl1dDQgBkzZmS9nhOBCsMuzMKxolkYfqkpHGeeF0bPZCCt6zxTRTO9Gpraxa7dR2/QPHLkCM477zzMnj0bc+bMwZ133jngNlu2bEF1dTXmz5+P+fPn40c/+pGRX5cy4DqalNeBAwcwbdq0rNdHIhGMGDGihEc0OHCf88JxjCaVGiuahck2qzxdeoAURRFutxuxWKzf/XLNOs/H6XTi9ttvx8KFC9HT04NFixZhxYoVOOWUU/rd7qyzzsLjjz9eyK9LGfBMTTkpioJYLJaza5wVzcJwDc3CMWhSqTFoFi5f22ljh9MrmqkThTSZAqneimZtbS0WLlwIAKiqqsLs2bNx9OjRYn410oFn6kFuz549yS6A+fPnY9iwYbjjjjvQ3t6OFStWYObMmVixYgU6Ojoy3r+1tRUjRozI+U1UkiQGpgJwXFHhUj+UiEqBQbNw+ZY4EgSh3xjN1DDp8/n6DTPKFEgLOZcePHgQO3bswNKlSwdc98orr2DevHn48Ic/jLffftvQ49JADJqD3KxZs/Dmm2/izTffxBtvvAG/34/LLrsMa9euxfLly9HQ0IDly5dj7dq1Ge+/Z8+enBOBOCmjcAyahWNFk0rN7XZzjGaB8i1xBGSe5KPdN7WimWnWudHVO3p7e7F69WrccccdGDZsWL/rFi5ciEOHDmHnzp34yle+go9+9KO6H5cy45l6CHn22Wcxffp0TJ48GRs3bsSaNWsAAGvWrMGjjz6a8T75ZpxHIhF4vV4rDnfQ42LthWPQpFJzuVysaBYo38xzbRxnpkXZ/X6/qbPOE4kEVq9ejauvvhqXX375gOuHDRuGYDAIALj44ouRSCTQ2tqq7xeljHimHkI2bNiAT3ziEwCAEydOoLa2FkDfuJXm5uaM99ETNDk+szAco1k4Bk0qNc46L1y+tTS1JY4yVTR9Pl+/JbmKGaOpqiquueYazJ49G9/4xjcy3ub48ePJYLtt2zYoioKRI0fq+0UpI055HSLi8Tgee+wx/PSnPzV0v7179+KKK67Iej0nAhUuHo+jurq63IdRkRg0C5e+CwvpwzHBhcs3RjPTZCAjYzQlSdIVNF966SU89NBDmDt3LubPnw8AuPXWW3H48GEAwHXXXYe//OUvuPvuu+F0OuHz+bBhwwb+7YvEoDlEPPnkk1i4cCHGjh0LABg7diyamppQW1uLpqYmjBkzJuP99CxtlD7GhfRh13nhGJQKp32os/0Kw00WjHM4HHl3pErvOtd+djgcA7rOC61onnnmmXnXL77hhhtwww035H0s0o9nmiFi/fr1yW5zAFi5ciXWrVsHAFi3bh1WrVo14D6KouQNQ6xoFo6TgQrHoFQ4bkNZOO53Xjin05l36EG2bSa1qqV2HXcGqixCnnTPrUtsSnvz6flmHQ6HMXHiROzfvz/ZVdvW1oYrr7wShw8fxqRJk6CqKrq7u/vdL5FIoKWlBVVVVcnLqqur+81QD4VC8Pv9/IZfgGLaTlGAaNQBv39obieobXvK151x4XAYXq+XQb0AkUgEHo+HbVeAaDQKl8sFh8OR8XpZljFp0iSMHz8ebW1t6OzsxPTp0xGPx/Haa69h7ty5GDZsGF577TWcfvrpEAQhuQbmP//5T0iShK985Sul/JVooIwnZHadV4iGhgbU1dUlF043cqLz+/1oa2vrd9nIkSPx7LPP5rzfli1bsH79evzyl7/MeL2iKNi2bRuWLVum+1jofVu3bi2o7SIR4FOfcuO990R8/vMSvvnNoVdh2bZtG04//XR+4Bdg586dOOmkk3JuwkCZvffeexg3bhxqamrKfSgV58CBA/D5fBg3blzG6xOJRHLST3rV0uFwIBwOY9iwYRl3BorH41z9xMZ4lq4Q3/nOd3D8+HEAwDXXXIPp06fjqaeesvQ5Gxoaco7PjEaj/LAqUDH7nO/ZI6ChQcSwYSrWrx+a3xW5YHvh2HVeOC5xVLh8a2mmfmlMn1nudDoz3jd1jKbH4zH/oMkUDJoVIBKJYNeuXZg6dSrWr1+PcDiM3/72t/jNb35TVGDJp6GhATNmzMh5XAyahSlmn/OTTlIxebKC7m4Bl1029KqZGgbNwjBoFo67AxVOz+5AQF94TJ8YlBo0M+17zomV9sagWQGOHz+OcePGYfv27Xjsscfw9a9/HR/84Adx+PBhSz9s9+7dm3MNTU4EKlwxa2j6/cBf/xrHli1RfOc7QzdoUmHS944m/Rg0C1doRVNVVbhcrowh1eiscyoPBs0KMGHCBKxcuRJXXXUVRo8ejSVLluCJJ57AiBEjLH3eQ4cOYcqUKVmvZ0WzcMWeGF0uYPRogEU9MooVzcIxaBbO6XT2W3g9E23h9kzjMLXLM+0SxIqmvQ3NAV4VQnsTHTp0CF/84heTOxmoqopFixbhzjvvtOy5FUWBJEk5q27abHYyjt/AqVwYNAvH/c6LI4oiZFnOOvMc6Pt8y7T7j8fjGRDyWdGsDKxo2pj2YbBhwwbcc889ycsEQcALL7yAjo4Oy5772LFjGDduXM6u+Wg0ypl+BeI3cCoXBs3CcTJQcfRuRZlprUyt651jNCsPg6aNad/6rr76arz22mvYvn07RFHEl7/8ZWzatAmjRo2y7Lnr6+tzzjjXui84IaMw3OecyoVBs3Dc77w4Pp9P1zjN9MlAoihmvG9qRZPnU/ti0LSxHTt2oL6+HmPHjsWHPvQh3H777Vi4cCEmT56Me+65B6eccoplz11fX59zIlAsFuNyEkVgV0/hrFxpYShg0Cwcv1gXJ9+EoPRwCQysaGYao8nzqb1xjKZNRSIR/OxnP8OIESMwatQojBo1Crt27cIZZ5yB+fPno6mpydKKZkNDA84666ycx8eJQIVjV0/huP1kcRg0i8f9zgvj8/nQ2dmZ9fpMe51r73e/348jR45knJ0uSRLPpzbGs7VNud1u3HzzzTjnnHMQjUbR3t6OCy+8EPF4HPfffz/+53/+J+f9Ozs7ccUVV+Dkk0/G7Nmz8corr6C9vR0rVqzAzJkzsWLFipxjPLm0kbX4DbxwDJrFYdAsDvc7L5zeJY4yVTQ9Hg9isVjGMZo8n9obK5o25XA4cNpppyEcDqO9vR3XXXcdgL434PHjx3O+WQHgxhtvxEUXXYS//OUviMfjCIfDuPXWW7F8+XLcdNNNWLt2LdauXYvbbrst4/21PdCziUQiyX3TybhEIsExRQXSljuhwmgVICqMtsQR37/G6Rnjqq3zml7R1P6dGjS169hDZG88W9uUVnE4cuQIDh8+DACQJAmiKGL8+PE5d+zp7u7GCy+8gGuuuQZA34mxpqYGGzduxJo1awAAa9aswaOPPprx/rIsJ3djyIYVzeKw661wrGgWhxXN4nCJo8IJgpB3wwBt5nmmiUFer5djNCsQK5o2pb2Zjh07hqeeegqqquLCCy/EqFGjEAwGUVtbm3Uyzv79+zF69Gh87nOfw86dO5Nrbp44cQK1tbUAgNraWjQ3N2e8/+HDhzF+/PicQYhjNAvHySzFYdAsDoNmcbjEUXG0rSgDgUDW22SqaAJ9QTO17bmOZmXg2dqmtKWN6urqcNlll6Grqws///nPceONN2L16tXYv39/1vtKkoTt27fj+uuvx44dOxAIBLB27Vrdz93Q0JBzfGb6grpkTDH7nBODZrG4BWVxuDtQcfLtea7tApStopm6u5AWSNl1bm/8tLO51atXo7W1FZIkYfTo0QDyr3FZV1eHuro6LF26FABwxRVXYO3atRg7diyamppQW1uLpqYmjBkzJuP98y1txDd1cTi+qzgMmsVxOBwMmkVwu90IhULlPoyKpWeJo/SKplZ48Xg8/V67WiBlRdPeeLa2MUmS8Lvf/Q7XX389Lr/8cixZsgS33HILZs+enXMNy3HjxmHixInYs2cPAODZZ5/FKaecgpUrV2LdunUAgHXr1mHVqlUZ79/Q0JBzDCi7zYvDk2JxGDSLw67z4rCiWZx8FU1tjKYmtbrp8Xj6VTQ5RrMysKJpQ9qb57333sMDDzyAO+64A6effjr27duH22+/HT/5yU/w3e9+N+dj/PrXv8bVV1+NeDyOadOm4f7774eiKLjyyitx3333YdKkSfjzn/+c8b7Hjx/HmDFjcOLEiYzXd3R0QJblrNdTbl1dXYjH42y/AvX29iISibD9ChQOhxEKhdh+BYpGo+jp6WH7FSgej6OjoyNn+0Wj0YxraqZ/SUrdgpK9RPbFoGlD2ptn165dmDhxYrIL/KSTTsKll16Khx56KO9jzJ8/H6+//vqAy5999tnkzxdddBFaW1sH3Ka+vh67d+9O/nv48OH43e9+l/x3KBSC2+3Ou8QSZRaJRKAoCtuvQJFIBLIss/0KFIvFkEgk2H4FkmUZsViM7VcgVVWTS+5lM2rUqGSFMn28prY8lzbOPX2WOtkPg6YNaW+Y2bNn4/HHH8fvf/97rFixAlVVVXj++edzrm9pxObNmwdcJkkSTj/9dLz00ktZZ52HQiFMnjwZVVVVphzHUHPgwAH4fD6MGzeu3IdSkZqbm9HT04OpU6eW+1AqUigUQjweZ/sVSFVVtLa2sv2K0NzcjClTpmT9jInH48nu8/R9z10uFyKRCKqqqvrdhuyLXwFsSlEUzJ8/H9deey3++te/4iMf+QhOO+00VFdX4z/+4z8se96DBw+irq4u59JGXEMzs2gU2LFDQE9P7ttxPFFxOEazOByjWRyuf1s8r9eLaDSa8zZaeEzfJcjpdLKaXGFY0bQh7Y31n//5nzjjjDPwpz/9KVk9tDqk5FvaSDs+bRYg9VFVYM0aN959V0RtrYrHHosh23wtztovDoNmcRg0zcFNFwqnTQjKNqk09TWaXtHksK3Kw7O1DWkfoiNHjsTjjz+OO+64A8888wxkWbY8oORb2kiSJIbMDOJxYNcuET6fiqNHBbS2Zv8AYkWzOAyaxdHWKaTCcb/z4ujd8xwYWNHMFDQZ+O2NZ2sb+/rXv44bb7wRiUQC//mf/4mZM2cm9zy3SkNDA2bOnJn1ei5tlJnHA9xwgwRFEbB6tYTx47N/kHOGZHE48L84rGgWj0scFSffEkcaRVGyjtEEGDArBbvObUZ7U9XX1+Omm27CWWedhbFjx2LGjBnJbgMr7d27N+camhyfmd2XviThS1/KX+UYLF1uPT3ALbe4oKrAf/5nAsOGleZ5ubNScURR7LcWIRnH/c6L4/f7cfTo0azX56poOp3OZAClysCztc1oAaS3txd79uxBOBzGmjVrcM899yAYDFo6NkVV1eTOQdmEw2FWNIswmE6Od97pxLp1facQv1/FD35Qmq5EVjSLMxi+5JQb9zsvjp7JQNqyRekVTVEUWVGuMDxb29TChQuxc+dOfPKTn8TDDz+MT3/603jwwQctHRekjb/M9SEeiURY0SzCYKrGBQKAIPT9FwiU7nk5RpPKjUGnONo44VxfvLWgmV7RFAQBfr8foVBowHaVZE+D4xNvENHeVI888gjefvttzJw5E5/5zGewfv16fPazn8WDDz6IT33qU5Y89/79+/Ou0cmu8+IMpn3Ov/xlCT4foCjAtdeWbmIEgyaVG/c7L54W1rNtp6yFyPSKpsPhSE4m0nYF4uRKe2PQtBntA7SnpweSJOGtt97CyJEj8dWvfhV33nknxowZY9lz61naSJKkQROUymEwzTh3u4Hrriv9zFtWMKjc3G43Ojo6yn0YFU2bEJQtaGpjidMrmqIowuPxoK2tjfucVwgGTZv67Gc/i/3798Pn8+UcM5lqypQpqKqqgsPhgNPpxOuvv4729nZ8/OMfx8GDBzFlyhT86U9/wvDhwzPeP9/SRqwkFY8nxeLxdUjlxslAxdOqkjU1NRmv175MZhqj6ff7ceTIEYiiyHNqBeDZ2oYikQh+8Ytf4JZbbsGaNWsAAO+88w6ee+65vPf95z//iTfffDO5z/natWuxfPlyNDQ0YPny5Vi7dm3W++araEYiEXi9XoO/DaViN0/xGDSp3DgZqHhGljhKD51erxexWAyiKPKcWgF4trYRbWD07t278fzzz+PSSy9NfmsOhUI5Q2I2GzduTIbVNWvW4NFHH81627179+ZcQ5PjM4s3mMZolguDJpWby+ViRbNIehdtT32/a6EzdegMK5r2x7O1jWhBc9euXVi0aBHmzp2bnJxz5MiRrF3eGkEQcMEFF2DRokW49957AQAnTpxIdr3X1taiubk563M3NzfnHAPKoFk8nhSLx6BZPG2iBRWGY4SLp6eiqbVzakVTe++73W6oqsov7xWAYzRtRHsDLViwAA0NDfjyl7+MadOmIRQK4cUXX8SsWbNy3v+ll17C+PHj0dzcjBUrVuDkk0/W/dyxWAwulyvv0kbDSrUq9yDFbp7iMWgWT9sdiO1YnMGy+UI5OByOvF920ts2tb21tTh5TrU/nmVsaN68eTjnnHMwcuRI9Pb24swzz0QgEMDXv/71nPcbP348AGDMmDG47LLLsG3bNowdOxZNTU0AgKampqwVy/3792Py5Mk5H58VzeKxolk8BqTicRvK4nG/8+I5nc6cQxC0tTQ1qe99j8cDWZYZNCsAK5o2JIoiLrroIkybNg3Hjh3DvHnz8nabh0IhKIqCqqoqhEIhPPXUU/iv//ovrFy5EuvWrcNNN92EdevWYdWqVRnv39DQgGnTpuV8Doak4nGf8+IxaBaPQbN42jqQfD8XTus+z9aGoij2q2qmTgzSgiY/l+yPQdOGfvOb3+CVV17B1KlTMWLECNTX16OmpgaXX3551l1lTpw4gcsuuwxA31qXn/zkJ3HRRRdh8eLFuPLKK3Hfffdh0qRJ+POf/5zx/g0NDTj55JPR2dmZ8XpVVSHLMrq6ukz5HYcqSZLYhkVKJBLo7u5m2CyC9l7Otw0gZaeqKtrb2zkpqAiCIKClpSXrlx5FUfpdlz5GU5IkKIrCoGlzDJo209LSgrvvvhs333wzuru7ceLECezbtw+SJOHKK6/Mer9p06Zh586dAy4fOXIknn322eS/L7roIrS2tg643eHDh1FdXY3bb78dAFBTU4Pf/OY3yeslSYKqqjh+/Hgxv96QpqoqEokE27BI8XgcJ06c4Ni4IsRiMTQ3N7MaV4RoNIqWlhbuEFSEaDSK3t7erGFdVVWMGTMm2YuRWtHU/i1JEoOmzTFo2kxTUxPmz59v2TaTmzdvznj5+eefj//5n//JOoazra0NbrcbJ510kiXHNRRIkoRQKGRokhYN1NnZidmzZ5f7MCra22+/jUmTJqGqqqrch1Kxjhw5AkEQUFdXV+5DqVjd3d04cuRIznNiNBpNjtNMrWhqP0ejUQZNm2Pfk83MmjULM2fOxMc+9jGsW7cOL7/8crICljoo2kyqqqKtrQ2jRo3KehtOBCoex3ORXXB5o+JpYzSpcPnW0gT6zzxPD5oul4sVzQrAoGkTsiwD6Buf+frrr8Pr9eLJJ5/Ef/7nf2LhwoX49a9/bVlXYSQSgdvtzru0kc/ns+T5hwoOWie74GSg4jFoFs/pdCY/+7JJ/VKU2nWujc2UZZnnVZtj17lNaG+e1157DV/60pdw8cUXJ69rb2+3tBK2b98+TJkyJedtwuEwJk6caNkxDAUMmmQXDJrF437n5hBFEbIsw+FwZLw+dYmj9O0otUXbeV61NwZNm9DePLNmzcL27dsxY8YMjBgxAn6/HzU1NZbOsM23xznQN06G+5wXh+u9kV0waBaP+52bw+/3IxKJIBgMZrw+dYmj1K5zRVHg8XggCALPqzbHoGkT2hupvr4ehw8fxsGDBzF27FiMGjUKw4cPx6c//ems3/iKVV9fnzNoat8mOcu3OPF4nMMPyBYYNIvH/c7N4fP5EA6HswbN9DGa6RVNURQZNG2OQdNmbrvtNjgcDhw6dAgHDhzAnj17cODAAXz2s5+17Dn37t2LpUuXZr0+FovB4/FY9vxDRTweR3V1dbkPo6JZNSFuqGHQLB6/eJtDz4Qg4P01NVPHaDqdTgiCwM8nm2PQtBlBEHDvvffC6/ViyZIl+NjHPmb5t7X6+nrMmDEj6/WcCGQOdp0Xj7sCmYNB0zzc77w4Pp8v60YhAPrNMgfQr6IpCAI2btyIs88+2/LjpMLxjG0D2gn/ySefxDe/+U1EIhE0Njbihz/8Ib7zne8gEolY9tyqqqKzsxMjRozIehsubWQOTgYqHoOmORg0zcH9zound4mj9N4M7Vxw7NgxtLS0WHmIVCSesW1AewM999xzWLRoEX72s5/hrrvuwgsvvICmpiY88MADlj13KBSC1+vN+Y2cFU1zcJ/z4qVOBqDCiaLIYQgm4BJHxdMz1lULmpnGa3q9Xpw4ccLqw6Qi8IxtI5m6DwRBwMiRI3PeT5ZlLFiwAJdeeimAvuWQVqxYgZkzZ2LFihXo6OjIet+GhgZMmzYt5+OzomkOdrEVjxVNc7CiaQ4ucVQ8QRDybiCgBc3UL0fauSAYDDJo2hzP2DagzSb/zne+gzfeeAOrV6/GT37yE/zwhz9EV1cXFixYkPP+d955Z78t+dauXYvly5ejoaEBy5cvx9q1a7PeN9/4TIAVTTOwemQOBk1zMGiag0scmcPn8+UcIpa6xJFG++JeVVWFpqYmqw+RisAztg1oFcepU6fitttuw8UXX4wTJ04gFoth3bp1mDlzZtb7NjY24oknnsC1116bvGzjxo1Ys2YNAGDNmjV49NFHs94/X0VTVVV+uJtAlmU4nZx7Vyy+Fs3BLSjNwa5zc+QLmpl6grRzgdfrxVVXXWXl4VGR+MlXZu3t7fjqV7+KUaNGYdiwYZgzZw5mzJiB5cuXIxgM5l0782tf+xp+9rOfoaenJ3nZiRMnUFtbCwCora1Fc3Nz1vs3NDTknLHHmdLm4D7n5khd3oQKx4qmOdxuN0KhULkPo+LpXeIolVbRlCQJixYtsujIyAwMmmUmiiIuvvhiuFwuvPjii7jtttvwoQ99CJ2dnQiFQjj55JPxve99L+N9H3/8cYwZMwaLFi3Cli1bCnr+vXv3cmmjEuCMc3MoimLZxgVDicPhYNA0gdvtzrk0D+nj8/lyzhzP1IuhVTRZDLE/Bs0yq6mpwSc/+UkAQHNzM3p6evD9738f7777Ltrb2zF8+PCs933ppZfw2GOPYdOmTYhGo+ju7sanPvUpjB07Fk1NTaitrUVTUxPGjBmT8f6qqqKnpyfnIuKcCGQOBk1zsKJpDnadm4Nd5+YopqLJc6v9cbBTGaVPEDl06BAWLlyIQCCA008/HRdccAEWL16c9f4//elP0djYiIMHD2LDhg04//zz8fDDD2PlypVYt24dAGDdunVYtWpVxvt3d3cjEAjk/OAOh8OsaJqA37rNwTGa5mDXuTk4GcgcHo8HsVgs523SlzbTzgV6guaRI0dw3nnnYfbs2ZgzZw7uvPPOjI//1a9+FTNmzMBpp52G7du3F/bL0AA8Y5eRIAh46623kjPmjh8/jrPOOqvox73pppvw9NNPY+bMmXj66adx0003ZbxdQ0NDzj3Ogb6uc1Y0i8cxmuZg0DQHg6Y5uN+5OVJ3+9FzO+22giDo+hLvdDpx++23491338XWrVtx11134Z133ul3myeffBINDQ1oaGjAvffei+uvv77A34bSseu8zO6++25s2rQJPT096OzsxLvvvoszzjgDc+bMwcknn4wzzzxT1wfrueeei3PPPRcAMHLkSDz77LN571NfX4/zzjsPb7/9dtbbtLW1cZFsE3R1dcHr9aKtra3ch1LRIpEIJElCNBot96FUNEmS0N3dnfO9T/pEo1G2owkSiQTeeuutrKtzyLJccEWztrY2OUG2qqoKs2fPxtGjR3HKKackb7Nx40Z85jOfgSAIWLZsGTo7O5ND0Kg4DJpldvfddwPo+3YWjUbR1NSEhoYG7Ny5E7/4xS+wZMkSeL3eop7joosuQmtr64DLjx07Bq/Xi6qqKgB9AXX9+vX9btPZ2YkpU6YU9fzUN+lq/PjxrA4XqaWlBZIk8eRfpHg8jv3792PSpEnlPpSK19XVhYkTJ3LscJEURcHw4cOzzhlIH5+t/dvojmsHDx7Ejh07sHTp0n6XHz16FBMnTkz+u66uDkePHuW5xgQMmjYhCAJ8Ph+mTZuGadOm4cILL8T/+3//z5TH3rx5c8bLP/3pT+P666/H/PnzM14vSRLcbncyiFLhVFXF8OHDOU6zSF1dXXC5XHxNFimRSEAURbajCdxuN3w+H4fGFKmmpgYAsr4mFUVBPB5PVjK1njYjk4F6e3uxevVq3HHHHRg2bFi/6zJ12/PLgznYHzqE7du3L+cYTS5tZB7uc24ODuMwB8domoczz82hZ3cg4P1AmFrR1BM0E4kEVq9ejauvvhqXX375gOvr6upw5MiR5L8bGxsxfvx4o78GZcAz9hClqipCoRCCwWDW23BpI/Nwn3NzcDKQORg0zcP9zs2hZ4kjrZIJwFBFU1VVXHPNNZg9eza+8Y1vZLzNypUr8eCDD0JVVWzduhXV1dXsNjcJu86HqM7OTlRVVXFpoxLgPufmYdA0hyAIfF2ahEscmcPr9eqa5Jf6BUlbDzbfJg4vvfQSHnroIcydOzc5VOzWW2/F4cOHAQDXXXcdLr74YmzatAkzZsyA3+/H/fffX/gvQ/0waA5R9fX1upY2GjFiRImOaPDiPufmYdAku2HXuTm0amWu3h9BEArqGTrzzDN1LZ101113GX5syo9n7CFKT9Bk17k5uIameRg0yW4YNM2Try353q9M/KsNUXoWa5ckiQHJBNwizTzcgpLshmM0zZNvQpD23lcUhUM/KgiD5hC1d+9ezJgxI+v1/EA3D4OmeVjRJLthRdM8+SYE8b1fmfhXG6L279+PadOmZb2eSxuZh/ucm4dBk+yGk4HMk6+iqWE1s7LwjD0Eqaqadw9zjs80D8domodBk+yG+52bx+gSR1QZeMauMNFoFEuWLMG8efMwZ84cfP/73wcAtLe3Y8WKFZg5cyZWrFiBjo6OrI/R1taGmpqanF3j+YIo6ceuc/MwaJpHWxqGisMhRubRW9Hk0K7KwjN2hfF4PHjuueewc+dOvPnmm9i8eTO2bt2KtWvXYvny5WhoaMDy5cuxdu3arI+xZ88eXTPO2XVuDnadm4dB0zysDJmLbVk8h8OR98tPasBkm1cGnrErjCAIyd18EokEEokEBEHAxo0bsWbNGgDAmjVr8Oijj2Z9DD0zztl1bh5WNM3DoGkeURQhy3K5D2NQcDqdkCSp3IcxKDidzpxDEbQvSNr2kxyWZH88Y1cgWZYxf/58jBkzBitWrMDSpUtx4sSJ5HZZtbW1aG5uznp/PUGT4cg8PBmah0HTPNyG0jyceW4ePUscaUGTn1OVgWfsCuRwOPDmm2+isbER27Ztw+7duw3dv6GhIe/SRgDHHpmF+5ybR9vfmIrHrnPzcC1N8+hZ4kgbo8lhSZWBZ+wKVlNTg3PPPRebN2/G2LFj0dTUBABoamrCmDFjst7v4MGDmDp1atbrY7EYx2eahB/k5uIkAPOwomkeLnFkHr/fn3dCkPaFk0GzMjBoVpiWlhZ0dnYC6JsZ/swzz+Dkk0/GypUrsW7dOgDAunXrsGrVqoz3VxQFsVgMXq8363NwIpB5uM+5+Rg0zcGgaR52nZvH5/PlXeIIALvOKwg/AStMU1MT1qxZA1mWoSgKrrzySlx66aX4wAc+gCuvvBL33XcfJk2ahD//+c8Z79/S0oKRI0fm/LDmRCDzcA1Nsisub2Qet9uNUChU7sMYFPQETY7RrCwMmhXmtNNOw44dOwZcPnLkSDz77LN5779nzx6cf/75OHDgQNbbtLa2wu/3c8yRCaLRKKLRaM72Jv3i8Tjb0iS9vb04evQo2tvby30oFS8SiaC3t5fVdpOEw+Gc7/NoNMpZ5xWEQXOQuuiii9Da2jrg8tbWViiKgv/7v/9LXjZixAg88MADyX8rioJhw4bxm6IJEokEvF4vK8QmEUWRbWkSt9sNt9vN9jSBKIoIhUJsS5M4nU54vd6sE/+8Xi88Hg8OHz4Mj8dT4qMjoxg0B6nNmzdnvPzb3/42Tj/9dFxyySVZ73vgwAHU1dXx27kJJEmCz+fD2LFjy30og8KBAwfYlibp6elBdXU1Ro8eXe5DqXjxeBytra18bZqkpaUFVVVVyTWj0ymKgng8jlgsxoJIBeBkoCFm7969OdfQ1GZJM2Sag2M0ya44Gcg83O/cXPnGaWqVTo7RrAwMmkOMnqWN2BVhHp4IzcOloszFoGkefjE3V761NDU8v1YGBs0hRFGUvOuORSIRLm1kIq7zZh7uCmQuBk3z8cuQOfLtDgT0hXt2nVcGnrWHkKamJowdO5ZLG5UQv3Gbh0HTXAya5uJ+5+bRU9EURRGxWIxDkyoAz9pDSH19fd49zlnRNBeX3zAPt580F7egNBcXbTePnjGv3IKycvCsPYTU19dj2rRpOW/Diqa5uM+5eVjRNBcrmubifufmEQQh74YCDJqVg2ftIaShoQEzZszIeRtWNM3DapG5GDTNxaBpLu53bi6v15tznCYXbK8cPGsPIfmWNlIUBbIs88PcJNzn3FwMmubiFpTmYte5ufKN0xRFkUGzQvCsPYQcOnQIU6ZMyXp9c3Mzvve975XugAa5+vp63HLLLeU+jEFj586duO2228p9GIPGq6++ijvuuKPchzFovPDCC7jrrrvKfRiDxtNPP40//OEPOW/DoFkZWG6pAEeOHMFnPvMZHD9+HKIo4gtf+AJuvPFGtLe34+Mf/zgOHjyIKVOm4E9/+hOGDx+e8TFkWYaiKHC5XFnHDNbX12PChAkcU2iS5uZmDB8+nO1pEm3xe7anObxeL2KxGNvTJKNHj0Z7ezvb0yRTp07Fo48+mrM9GTQrg5BnHBkHmdlAU1MTmpqasHDhQvT09GDRokV49NFH8cADD2DEiBG46aabsHbtWnR0dGSt+MiyjLPPPhuxWCzr87S3tyMej2PcuHFW/SpDSmdnJ8LhMMaPH1/uQxkUenp60NnZiYkTJ5b7UAaFUCiE1tZWTJ48udyHMihEo1EcO3Ys74RL0icej+Pw4cM55xXE43GMHDkS//znP0t4ZJRDxm8FDJoVaNWqVbjhhhtwww03YMuWLaitrUVTUxPOPfdc7Nmzp+DH/dGPfoS5c+fisssuM/Foh6777rsPkUgEN9xwQ7kPZVDYvHkzXnjhBdx6663lPpRBYdeuXfjFL36BdevWlftQBoW2tjZcddVVePrpp8t9KIOCoihYvHgx3njjjXIfCumXMWhyjGaFOXjwIHbs2IGlS5fixIkTqK2tBQDU1taiubm5qMfON1mIjGlpacHo0aPLfRiDBrdHNZfH48nZw0HGDB8+HO3t7eU+jEFDm/jHCWuVjxXNCtLb24tzzjkH3/3ud3H55ZejpqYGnZ2dyeuHDx+Ojo6Ogh8/FArB6/XC4XCYcLQUjUYhCALDkUni8TgkSeI6ryaRZRmRSATBYLDchzJodHV1obq6utyHMWh0d3ejqqqK414rByualSyRSGD16tW4+uqrcfnllwMAxo4di6amJgB94zjHjBlT1HMEAgGGTBN5vV6GTBO53W6GTBM5HA6GTJMxZJpr2LBhDJmDAINmBVBVFddccw1mz56Nb3zjG8nLV65cmRxftW7dOqxatapch0hEREQ0ALvOK8C//vUvnHXWWZg7d25y3Mqtt96KpUuX4sorr8Thw4cxadIk/PnPf8aIESPKfLREREQ0BHHWORERERFZgmM0iYiIiKh0GDSJiIiIyBIMmkRERERkCQZNIiIiIrIEgyYRERERWYJBk4iIiIgswaBJRERERJZg0CQiIiIiSzBoEhEREZElGDSHkM9//vMYM2YMTj311ORl7e3tWLFiBWbOnIkVK1ago6Mjed1Pf/pTzJgxA7NmzcI//vGPchxyRfnlL3+JOXPm4NRTT8UnPvEJRKPRnO1LuXV2duKKK67AySefjNmzZ+OVV15hexZJlmUsWLAAl156KYDc73/K7ciRIzjvvPMwe/ZszJkzB3feeScAtqlZNm/ejFmzZmHGjBlYu3ZtuQ+HisCgOYR89rOfxebNm/tdtnbtWixfvhwNDQ1Yvnx58g39zjvvYMOGDXj77bexefNmfOlLX4Isy+U47Ipw9OhR/OpXv8Lrr7+O3bt3Q5ZlbNiwIWv7Un433ngjLrroIrz33nvYuXMnZs+ezfYs0p133onZs2cn/832LJzT6cTtt9+Od999F1u3bsVdd92Fd955h21qAlmW8eUvfxlPPvkk3nnnHaxfvx7vvPNOuQ+LCqWqaq7/aJA5cOCAOmfOnOS/TzrpJPXYsWOqqqrqsWPH1JNOOklVVVW99dZb1VtvvTV5uwsuuEB9+eWXS3uwFaSxsVGtq6tT29ra1EQioV5yySXqP/7xj6ztS7l1dXWpU6ZMURVF6Xc527NwR44cUc8//3z12WefVS+55BJVVdmeZlq5cqX61FNPsU1N8PLLL6sXXHBB8t/pn0dkWxmzJCuaQ9yJEydQW1sLAKitrUVzczOAvgrdxIkTk7erq6vD0aNHy3KMlWDChAn41re+hUmTJqG2thbV1dW44IILsrYv5bZ//36MHj0an/vc57BgwQJce+21CIVCbM8ifO1rX8PPfvYziOL7p322pzkOHjyIHTt2YOnSpWxTE/DzZ3Bh0KSMVFUdcJkgCGU4ksrQ0dGBjRs34sCBAzh27BhCoRAefvjhch9WxZIkCdu3b8f111+PHTt2IBAIsAuyCI8//jjGjBmDRYsWlftQBp3e3l6sXr0ad9xxB4YNG1buwxkU+PkzuDBoDnFjx45FU1MTAKCpqQljxowB0PcN8siRI8nbNTY2Yvz48WU5xkrwzDPPYOrUqRg9ejRcLhcuv/xyvPzyy1nbl3Krq6tDXV0dli5dCgC44oorsH37drZngV566SU89thjmDJlCq666io899xz+NSnPsX2LFIikcDq1atx9dVX4/LLLweQ/ZxK+vHzZ3Bh0BziVq5ciXXr1gEA1q1bh1WrViUv37BhA2KxGA4cOICGhgYsWbKknIdqa5MmTcLWrVsRDoehqiqeffZZzJ49O2v7Um7jxo3DxIkTsWfPHgDAs88+i1NOOYXtWaCf/vSnaGxsxMGDB7Fhwwacf/75ePjhh9meRVBVFddccw1mz56Nb3zjG8nL2abFW7x4MRoaGnDgwAHE43Fs2LABK1euLPdhUaGyDd5UORlo0LnqqqvUcePGqU6nU50wYYL6hz/8QW1tbVXPP/98dcaMGer555+vtrW1JW9/yy23qNOmTVNPOukkddOmTWU88srwX//1X+qsWbPUOXPmqJ/61KfUaDSas30ptx07dqiLFi1S586dq65atUptb29ne5rgn//8Z3IyENuzcC+++KIKQJ07d646b948dd68eeoTTzzBNjXJE088oc6cOVOdNm2aesstt5T7cEifjFlSUDOMhUjNoSXKu0RERERUuTIOpGXXORERERFZgkGTiIiIiCzBoElERERElmDQJCIiIiJLMGgSERERkSUYNIloyBMEAZ/+9KeT/5YkCaNHj8all14KAHjsscey7kwUDAYB9G1D+Mc//tH6gyUiqiAMmkQ05AUCAezevRuRSAQA8PTTT2PChAnJ61euXImbbrop52MUEjRlWTZ+sEREFYRBk4gIwIc//GE88cQTAID169fjE5/4RPK6Bx54ADfccAMA4MCBA/jABz6AxYsX43vf+17yNjfddBNefPFFzJ8/H7/85S8hyzL+4z/+A4sXL8Zpp52G3/3udwCALVu24LzzzsMnP/lJzJ07F1u2bME555yDK6+8EieddBJuuukm/O///i+WLFmCuXPnYt++fSVsBSIiczFoEhEBuOqqq7BhwwZEo1G89dZbyX3W09144424/vrr8dprr2HcuHHJy9euXYuzzjoLb775Jr7+9a/jvvvuQ3V1NV577TW89tpr+P3vf48DBw4AALZt24af/OQneOeddwAAO3fuxJ133oldu3bhoYceQn19PbZt24Zrr70Wv/71r63/5YmILMKgSUQE4LTTTsPBgwexfv16XHzxxVlv99JLLyWrnanjOtM99dRTePDBBzF//nwsXboUbW1taGhoAAAsWbIEU6dOTd528eLFqK2thcfjwfTp03HBBRcAAObOnYuDBw+a8NsREZWHs9wHQERkFytXrsS3vvUtbNmyBW1tbVlvJwgZd1rrR1VV/PrXv8aFF17Y7/ItW7YgEAj0u8zj8SR/FkUx+W9RFCFJkpFfgYjIVljRJCL6t89//vP4r//6L8ydOzfrbT74wQ9iw4YNAID//d//TV5eVVWFnp6e5L8vvPBC3H333UgkEgCA+vp6hEIhi46ciMieGDSJiP6trq4ON954Y87b3HnnnbjrrruwePHi/79dOzaNGAgCKLoHqkYICVSTQOWoVlUgZ46Oc/Qd2O+FO8mEn2HHfd/f7+u6jmmaxrZt47qucRzHmOd57Ps+lmUZ53m6TgL/zut5nk/zj0MAABhjvP1T5KIJAEBCaAIAkBCaAAAkhCYAAAmhCQBAQmgCAJAQmgAAJIQmAAAJoQkAQEJoAgCQEJoAACSEJgAACaEJAEBCaAIAkBCaAAAkhCYAAAmhCQBAQmgCAJAQmgAAJIQmAAAJoQkAQEJoAgCQEJoAACSEJgAACaEJAEBCaAIAkBCaAAAkhCYAAAmhCQBAQmgCAJAQmgAAJIQmAAAJoQkAQEJoAgCQEJoAACSEJgAACaEJAEBCaAIAkBCaAAAkhCYAAAmhCQBAQmgCAJAQmgAAJIQmAAAJoQkAQEJoAgCQEJoAACSEJgAACaEJAEBCaAIAkBCaAAAkhCYAAAmhCQBAQmgCAJAQmgAAJIQmAAAJoQkAQEJoAgCQEJoAACSEJgAACaEJAEBCaAIAkBCaAAAkhCYAAAmhCQBAQmgCAJCYfpi/fmULAAD+HBdNAAASQhMAgITQBAAgITQBAEgITQAAEkITAIDEF/60uksxoAK5AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "draw_3D_scatter(HWS,MID,GPA,labels=['Homeworks','Midterm','GPA'], reference=False,rot=100)\n", "draw_3D_scatter(HWS,MID,GPA,labels=['Homeworks','Midterm','GPA'], reference=False,rot=120)\n", "draw_3D_scatter(HWS,MID,GPA,labels=['Homeworks','Midterm','GPA'], reference=False,rot=140)\n", "draw_3D_scatter(HWS,MID,GPA,labels=['Homeworks','Midterm','GPA'], reference=False,rot=160)\n", "draw_3D_scatter(HWS,MID,GPA,labels=['Homeworks','Midterm','GPA'], reference=False,rot=180)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem Ten -- Linear Regression\n", "\n", "For this problem, in Part A you will simply use the `LinearRegression(X,Y)` function from lecture (in first code cell above!)\n", "that draws a scatterplot, the linear regression line, the midpoint, and the relevant statistics. \n", "\n", "For Part B you will draw the regression line and residual plot for some data related to a recent class (anonymous of course!). For Part C you will think about what you are seeing and answer some questions about the data and whether a linear model is appropriate for this data. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part A (Farentheit vs Celsius)\n", "\n", "\n", "For this part, simply draw the Farenheit vs Celsius data as shown in lecture. \n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "Xfarenheit = [45.2, 47.1, 47.5, 49.6, 49.8, 52.0, 54.3, 58.6, 63.2, 64.1] \n", "Ycelsius = [7.8752, 8.117, 9.2009, 9.3167, 8.4564, 11.4075, 13.9236, 15.0762, 17.4678, 18.4362]\n", "\n", "\n", "# Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part B (GPA vs HWS)\n", "\n", "Display the linear regression of the following two data sets, using appropriate title and labels:\n", "\n", " X = GPA\n", " Y = HWS\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# Your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part C\n", "\n", "\n", "Looking at the data and the statistics for Part B, answer the following questions to the best of your ability:\n", "\n", "
\n", " (i) Just looking at the graphical display of the data, would you think there is\n", " a linear trend to this data, i.e., is there a correlation between\n", " GPA and homework scores in CS 237? What do you see?\n", "
\n", "\n", "
\n", " (ii) Now, what does the $R^2$ value tell you about fitting a linear model to this data?\n", "
\n", "\n", "Linear regression isn't always appropriate, and not only because of the $R^2$ score. Please read through the following page outlining the principal conditions necessary for linear regression:\n", "\n", "https://www.statisticshowto.datasciencecentral.com/assumptions-conditions-for-regression/\n", "\n", "
\n", " (iii) Do you see any other problems, related to the conditions you read about above? (Hint: look at the residual plot).) Can you think of any reason why this might be the case for this data set? (Hint: Just answer these by \"eyeballing\" the data, don't worry about doing a precise analysis.)\n", "
" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 2 }