{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Gaussian Process Regression (GPR)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Saleh Rezaeiravesh, salehr@kth.se
\n", "SimEx/FLOW, Engineering Mechanics, KTH Royal Institute of Technology, Stockholm, Sweden" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The aim of this notebook is to shortly show how one can construct a GPR over the space of the uncertain parameters in `UQit`. This is currently being done using [`GPyTorch`](https://docs.gpytorch.ai/en/v1.2.0/). So, one can directly look at the [`GPyTorch`](https://docs.gpytorch.ai/en/v1.2.0/) tutorial. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import sys\n", "import numpy as np\n", "import math as mt\n", "from matplotlib import pyplot as plt\n", "import torch\n", "import gpytorch\n", "from UQit.gpr_torch import gpr, gprPost, gprPlot\n", "import UQit.analyticTestFuncs as analyticTestFuncs\n", "import UQit.reshaper as reshaper\n", "import UQit.sampling as sampling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 1: Single-task GPR over a 1D parameter space" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider the simulator $f(q)$ where $q\\in \\mathbb{Q}\\subset \\mathbb{R}$. The aim is to construct a GPR given a set of noisy training samples. In particular, we would like to observe the difference between the homoscedastic and heteroscedastic noises. \n", "\n", "First, we need a set of functions for generating synthetic training data:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def fEx(x):\n", " \"\"\"Simulator\"\"\"\n", " yEx=np.sin(2*mt.pi*x)\n", " return yEx\n", "def noiseGen(n,noiseType):\n", " \"\"\"Generate a 1D numpy array of standard deviations of the observation noise\"\"\"\n", " if noiseType=='homo':\n", " sd=0.2 #standard deviation (Note: non-zero, to avoid instabilities)\n", " sdV=[sd]*n\n", " sdV=np.asarray(sdV)\n", " elif noiseType=='hetero':\n", " sdMin=0.05\n", " sdMax=0.55\n", " sdV=sdMin+(sdMax-sdMin)*np.linspace(0.0,1.0,n)\n", " return sdV\n", "def trainData(xBound,n,noiseType):\n", " \"\"\"Create training data D={X,Y}\"\"\"\n", " x=np.linspace(xBound[0],xBound[1],n)\n", " sdV=noiseGen(n,noiseType)\n", " y=fEx(x) + sdV * np.random.randn(n)\n", " return x,y,sdV" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Different options for the GPR can be set as below. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "n=120 #number of training samples\n", "nTest=100 #number of test samples\n", "xBound=[0.,1] #parameter range\n", "#Type of the noise\n", "noiseType='hetero' #'homo'=homoscedastic, 'hetero'=heterscedastic\n", "nIter_=1000 #number of iterations in optimization of GPR hyperparameters\n", "lr_ =0.1 #learning rate in the optimization of the hyperparameters\n", "convPlot_=True #plot convergence of optimization of the GPR hyperparameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assmeble the `gprOpts` dict, and then generate the training data and test samples." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "#(0) Assemble gprOpts dictionary\n", "gprOpts={'nIter':nIter_,'lr':lr_,'convPlot':convPlot_}\n", "#(1) Generate training and test samples\n", "xTrain,yTrain,noiseSdev=trainData(xBound,n,noiseType)\n", "xTest = np.linspace(xBound[0]-0.2, xBound[1]+.2, nTest) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Construct the GPR using the training data" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "...... GPR-hyperparameters Optimization, iter 1/1000 - loss: 0.954 - lengthsc: 0.644\n", "...... GPR-hyperparameters Optimization, iter 100/1000 - loss: 0.158 - lengthsc: 0.301\n", "...... GPR-hyperparameters Optimization, iter 200/1000 - loss: 0.158 - lengthsc: 0.294\n", "...... GPR-hyperparameters Optimization, iter 300/1000 - loss: 0.157 - lengthsc: 0.290\n", "...... GPR-hyperparameters Optimization, iter 400/1000 - loss: 0.153 - lengthsc: 0.287\n", "...... GPR-hyperparameters Optimization, iter 500/1000 - loss: 0.152 - lengthsc: 0.287\n", "...... GPR-hyperparameters Optimization, iter 600/1000 - loss: 0.152 - lengthsc: 0.287\n", "...... GPR-hyperparameters Optimization, iter 700/1000 - loss: 0.152 - lengthsc: 0.287\n", "...... GPR-hyperparameters Optimization, iter 800/1000 - loss: 0.152 - lengthsc: 0.287\n", "...... GPR-hyperparameters Optimization, iter 900/1000 - loss: 0.152 - lengthsc: 0.287\n", "...... GPR-hyperparameters Optimization, iter 1000/1000 - loss: 0.152 - lengthsc: 0.286\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gpr_=gpr(xTrain=xTrain[:,None],yTrain=yTrain[:,None],noiseV=noiseSdev,\n", " xTest=xTest[:,None],gprOpts=gprOpts)\n", "post_f=gpr_.post_f\n", "post_obs=gpr_.post_y" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the GPR, training data, a sample from the posterior of the GPR:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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eAeYDn1g3s1BMa6p8/D/dez2OKUb8Vin1H8wP4TBMsepPuuVuPrYAJyqlTsLULcuxpmUDjyml7sLk7N1rrRcAZbo2+AJT3JeMySG4EfPEvrnxRrTWz1pB3StKqQqt9YctpOlszA/heqXU05gbqR1TrH0GPsU5u+hfmNZl5wIvWfv1vZXew5pbyKpf5G0BOQqIUEqdar3/tFF9orFKqQMwxVSjgRMxPwAvN1Ms3Fg1sEIp9Qgm1+ERTJ0qb/2er4D/KqXuxPz4H4+pt9UWrZ7nXaG1LlGma4mnrB/wlZhqLROBOVprb9Fwk2tQa52jlLoReF2ZFpufYX7Q4zA5Zac2Os5NKNOVyPda6wt2cVe+wlzrXymlHsYUIUdgKs2HaK29QdIWYK5S6nPMNZqktU5SSi3GFO8vxATiIZjOqSdqrS9pZdsPYHIoP1RKPYu5hh4GvrBy4PxSSs3FNCD5EFOvdBQml/5bqDs39wP/UqYO76eY7/Bc4F7rgfIW4BullAfTIKEcU69xLnCn1joZ07Drasw963FMFYvbMdetV2fdT/xeJ35239sCdaUy/VYWYnIIC7XpMqhDtNZFSqkngflKKRfmXJ6M+c6d1dxySqmfMDlwmzAPY5diGlf8Zs2ywPp/hTIdjhdgztdRmMZw33c0zXu87mqNIa/e8cLcvL7EBD41mIqrbwKTfOYZi/9Wro82WtcF1ny+rRj3xjyVOjC5FCdhbnBP+szzKj6tqKxpIzEB4U5r2XRMS86prezPYMzNpgiflmmYOi6/YW7MW6201m0Xc8N9wUpjFeYm9AkwvZV03mcdt6NaSddwTKC61Zq/AtPlw73A4JaOoZ91NTsP5gduM6Cs978B77aSNu/59fca6zOf7/QaIAtTYbzZlnyNtpOOGWligXVeKzEt+KJ85rFjuoLIA8owFeb/4uf689vitrXzbM2zAChotNxh+LR2bGk7mIB5nbWNYkzg+X+tXYPWZ8dhGmNUWvv3BybICWgubT7L5gELWznG3+PTQrK5fcNc7/diGn44MYHG5/i0QsQ0FPjVSqsGDrOmK0zL2QTMdzMf+AH4R0vp8PnsCOuY1Vj7tIgWrndrmXhMEJZlbTMbWIxPS3hrvssxuUQOa5/epWGL/b9Y+1lm7Vci5nsZ2eh4bbTW8Qcm561Bi9/WrjPadj9p7l7l7xzuhQlSy63XauCIFo6X3+uIRtcz5vt2r3VcndbxOKfRMnX7Zb1/BNPvYzmmKPs7TNdNvstMss5XkXWMtmG66xndlnuFvPy/vDd1IXoEpVQsJqC7TGvtt0Wa6BxWQ4wy4Git9Q89ID3pmB+qJkViomXW92YbMEFrndrd6RFC7H5S5Cq6lTJjxeZg+uAagym+yMfkvIiuNRPY1BOCObHLDgI+lGBOiD2XBHSiu2lMD+UjMUUYPwI3aT/DYInOpU2P9fu1OqPo8bTWSzAjFggh9lBS5CqEEEII0ctJx8JCCCGEEL2cBHRCCCGEEL3cHl2HbvDgwXrs2LHdnQwhhBBCiFatW7euQGvtdzSlPTqgGzt2LGvXrm19RiGEEEKIbqaUymjuMylyFUIIIYTo5SSgE0IIIYTo5SSgE0IIIYTo5SSgE0IIIYTo5SSgE0IIIYTo5SSgE0IIIYTo5SSgE0IIIYTo5SSgE0IIIYTo5SSgE0IIIYTo5SSgE0IIIYTo5SSgE0IIIYTo5SSgE0IIIYTo5SSgE0IIIYTYFdXV4HR2axIkoBNCCCGE6KiKCti40fztRr02oFNKTVRK3aeU+lUpla+UKldK/aGUulMpFdbd6RNCCCFEH1deDgkJ3Z47BxDQ3QnYBRcBVwMfA0uAWmAO8ABwulLqAK11dTemTwghhBB9VXk5JCZCWM/IQ+rNAd1S4EGtdanPtMVKqa3AncDFwDPdkjIhhBBC9F3l5bB5swnmgoKgsrK7U9R7i1y11msbBXNe71h/p+3O9AghhBBiD1BWZnLm+vUzwVwP0WsDuhaMtv7u7NZUCCGEEKJvKS+HLVvqc+YAj0dTXt39dej6VECnlLIDdwMu4M1m5rlMKbVWKbU2Pz9/t6ZPCCGEEL1UZaUpZm2UM5eSX0F5jasbE2b0qYAOeBI4ALhba53kbwat9fNa65la65lDhgzZvakTQgghRO9TVWWKWUNDGwRzWcVV5Jc7ujFh9fpMQKeUuh+4Bnhea/1gd6dHCCGEEH1AdbXJmQsONi9LQYWDrMKqbkxYQ30ioFNKLQDmA68AV3RvaoQQQgjRJzgcJpiz2yEkpG5yeXUtW3eWd2PCmur1AZ1S6h7gHuB/wCVaa93NSRJCCCFEb+d0mgYQSpl6cxZHrZstO8rpadFGrw7olFJ3AwuA14ELtdae7k2REEIIIXo9lwuSk81fn46D3R7N5h1l1Lp7XrjRazsWVkpdDdwLZAJfA2crpXxn2am1/qo70iaEEEKIXsrthpQUU3cuMrLBR9vyKqhyuLspYS3rtQEdMMv6OwZ4zc/nPwAS0AkhhBCibbSGtDQoKYEBAxp8tL24isKKntGi1Z9eW+Sqtb5Aa61aeB3W3WkUQgghRC+hNWRkQGFhk2CupMpJRlHPadHqT68N6IQQQgghOk1uLuzYAVFRDSY7at0k76yAHtYIojEJ6IQQQgixZysoMLlzUVGmVavF49Ek7SjH1QMbQTQmAZ0QQggh9lxlZbBtmwnmbA3DotT8Sioc3T+sV1tIQCeEEEKIPVNVlelrLjzcdB7sY2dZDXnlNd2UsPaTgE4IIYQQex6HwwRzISENxmcFqHK6SMuv7KaEdYwEdEIIIYTYs7hckJRk/vcZ0gtMvbnkneV4etpQEK2QgE4IIYQQew6Px3Qc7HCYotZG0goqe2znwS2RgE4IIYQQewatITPTdBzcaBQIgIIKBzvLek+9OV8S0AkhhBBiz7Bzp+lvrlFfcwDVThfb8iq6IVGdQwI6IYQQQvR9xcVmWK8BAxr0NQc+9eY8vavenC8J6IQQQgjRt1VWwtatEBHRpK85gKziSip7Yb05XxLQCSGEEKLvcjhMi9aQEAgMbPJxaZWT7SW9s96cLwnohBBCCNE3ud0mZw6adE8CUOv2sDWvsseP09oWEtAJIYQQou/R2tSZq6ry2z0JmC5KnK7eXdTqJQGdEEIIIfqenBzIz/fbohUgv9xBQbljNyeq60hAJ4QQQoi+pajI9Dc3YIDfjx21blLze28XJf5IQCeEEEKIvsPbojUy0m+LVoCteRW4e3EXJf5IQCeEEEKIvsHpNC1a+/WDgAC/s+SWVFNWXbubE9b1JKATQgghRO/n26I1ONjvLNVOFxmFVbsxUbuPBHRCCCGE6N20howMU9zaTItWgJT8Cjy6bxW1eklAJ4QQQojebccOM05rMy1awVvU6tqNidq9JKATQgghRO9VWgrp6c22aIW+XdTqJQGdEEIIIXqn6mrTCKJ//2ZbtAJsy+u7Ra1eEtAJIYQQoveprYXkZAgKMq9m5BRXU17Td4tavSSgE0IIIUTv4vFAaqoJ6vr1a3a2aqeLzKK+XdTqJQGdEEIIIXqX7duhuBgiIlqcLSW/ss8XtXpJQCeEEEKI3qOwELKzW2wEAbCzrKZPdiDcHAnohBBCCNE7VFbCtm1mWC+lmp3N6XKTXlC5GxPW/SSgE0IIIUTP14ZhvbxSCyr73FitrZGATgghhBA9m8djcuag2WG9vAorHBRVOHdDonoWCeiEEEII0bNlZEB5eYvDegG43B7S9rCiVi8J6IQQQgjRc+XlmaG9WhjWyyujsAqny7MbEtXzSEAnhBBCiJ6pvNz0NxcV1WIjCICyaic7y2p2U8J6HgnohBBCCNHz1NTAli2mmNVub3FWj0eTkr9nFrV6SUAnhBBCiJ7F7TbDetntLQ7r5ZVTWk21070bEtZzSUAnhBBCiJ5Da0hLMzl0rTSCAKhxuskuqt4NCevZJKATQgghRM+Rmwv5+W1qBAGQWlCxxwzv1RIJ6IQQQgjRM5SUmC5KWhnWy6uwwkFJ1Z4zvFdLWu5qWQjRN2kNtbXm5XSa+ioul3nV1pr3Wpve2G02U4/FW5clMLD+1Upv7S1JTU1l3rx5JCUlER8fz/Lly4mLi+vEnRRC9CrV1abeXP/+5r7Tij25zzl/JKAToq/T2tRFqa6G0lIzFmJVVf1nSpm/Npt5KVX/1+Mxn3lfnkb9OyllhuGJjDQ34ZAQE/S10r0AwLx589iyZQsej4ctW7Ywb948EhISuuAACCF6PJfLBHNBQW1qBAGQVbzn9jnnjwR0QvRFDofpv6m42ARxbqv1V2CguVm2MrB1m3lz+nbuhO3bzbSAALP+QYNMhebAQL+LJiUl4bECRI/HQ1JS0q6nRwjR+2gNKSnmXhIR0aZFKhy15JbuuX3O+SMBnRB9RU2NCd7y8upz4IKDTVDVhuKLDlGq6RO1222CyaIic6Pu3x+GDKnPwbPEx8fX5dDZbDbi4+O7Jo1CiJ4tO9vUnWtjvTmA1PxKkHYQDUhAJ0Rv5nKZG2FOjilSBQgLa9eNsS3cbjcxc+YQGhLChJgYJsTEMDE2lukTJzJ71qyGM9vtJg1eDofp6V1r8/Q9YgRERLB8+fImdeiEEHuYwkIT0A0c2OZFdpbVUFHj6sJE9U4S0AnRG1VVQUGBad4PXRLE+UrJzCQwIIDlzz7L1owMktPT+TMpiXuefpqvXnmFfaZMaX7h4GDzApOLmJwMShE3fDgJv/3WMPgTQuw5Kith27Z2VQGpdXvIKKzq4oT1ThLQCdFbaG2KMrOzoaysvq5aJxWnpmZlMe+KK0hKSyM+NpblixcTFx0NQMK2bUyfOJFJ48Yxady4umUqq6v5Y/PmlgM6XyEh5uXxmH6mcnJMX1MjR5oi2c6o1yeE6PmcTkhKgtDQdrWWzyyswuWWhhD+SD90QvR0WpsALiHBvGprTfFERESn1o2bd8UVbElNxe12syU1lXlXXFH32abkZKZOmNBkmekTJ7KxI40ZbDYTwA0caHLtEhJg0yZTfCwdhArRt7ndJmdO6wb1altT4ahlZ7k0hGiOBHRC9FSNAzm327QcDQ3tks0lpaU1bHWallb3WcK2bUwdP77JMtMnTuTP5ORd23C/fma/wDyxb9hgWudKYCdE36M1ZGaa0ob+/du1aGqeNIRoiQR0QvREVVUmuNkNgZxXfGwsNivHTymF3WYjYMoUps6dy++JiX5z6PaaNKljOXT+BAebeoABAfX7Xl7eOesWQvQMeXmwY0ebh/Xy2llWQ4VDGkK0RAI6IXqS2loz7M3GjabVaqNArri0tC4XrbMtX7yYSXFx2O12AgMCcLlcuN1uNqeksDUjg0l+RnEYOXQoLrebnQUFnZeQoCBTFOt2m2LY5OT6FrxCiN6rrMy0eI+Kald9WWkI0TYS0AnRE2htWq1u2GA66R0woEnrz7V//sn4o4/m0vnz0V1QHBkXHU3CihW4EhNxezx1g11rrdFaE+qnrotSir3i43e92NWf0FAT0FZUmAA3K8t00yKE6H1qamDLFlPMare3a1FpCNE2EtAJ0d2qqkzx4rZtpj6Zn6fXX9av5/jLLuM/8+fzZ3Iydz/1VJcmqXHxa/8WuhbpcMOItgoPN8ckN9cEdsXFXbctIUTnc7lMNYp2DOvlJQ0h2k4COiG6i8djuu3YuNHc8AYO9Nt8/9tVqzjp6qt5feFCzp43jxXPP887n33GoiVLuixpvsWvg6KiOO/EE5udt1MaRrRGKRPUBQWZp/zkZPPEL4To2bzDejmd5oG1ndJkRIg2k4BOiO7gzZXLyjKBSjM3us9++IEz/+//eO+ppzjmkEMAGDJwIJ+/+CL/WryY97/8skuS51v8etj++3Pwfvs1O+9e8fFdm0PnKyiovhjWWzwtrWGF6Lm8w3pFRrZ70bzyGsplRIg267UBnVLqdqXUe0qpVKWUVkqld3eahGiV1vW5cm63qSvXTF9yH3z1FRfcfjsfP/ssh+6/P6lZWUydO5eAKVOYd8UVLL73Xq645x7eXrGibvrUuXNJzcpqYfPtD36a67LEa+r48WxOScG1O+u3hYebfvjS0kyOneTWCdHzFBTUP7S2k8vtIVMaQrRLrw3ogH8DhwMpgFSqEe6sHTsAACAASURBVD2fw2GCj8zMFnPlAFwuF5fOn88nixdzwIwZQNOOf2977DHefOwxzr35ZjanpDTpENg3AJw6dy7/XbKEk6+5pl1BndPpJC07m3g/LVy9+oeHM2LIELZlZLR5vZ3CbjfF1NXVJkAuKJDcOiF6iooKUy+4nS1avbaXVOF0SUOI9ujNAd04rfUgrfVRQE53J0aIFpWW1ndFMnBgqyM8rN6wgdHDhzNrr73qpvnr+PfIgw7C4/HUBWm+HQI3CQAffZRPf/iBz1aubHOyk9PTiRk5kmA/FZl9A8b8oiK+XrWqzevtVOHh5rV1q3k5nd2TDiGE4X14DQtr17BeXtVOFzklkuveXr02oNNap3Z3GoRolcdjihwSE003HOHhbVpsxQ8/MPewwxpM8215arPZiI+NBWDcmDF18/hObxwAVlRV8fj8BVz/74fYXlTBzrIa8sprKKxwUF5Ti9PlbpKOTVu3+u1QGBoGjOWVldz7zDNt2rcuERBg6taVlZnAuays+9IixJ7M26LVZjOdhXdAWkGlZLZ3QK8N6ITo8RwO2LzZdLcxcGC7muuv+P57jp89u8E035ank+LiWL54MQCfPP8CwUHB2JSN2OixXH3x0yxc4iEqMhal6r/ioSGhBEccT7VjOBffsZxXPwpk6TeKr9bV8kdGKWvTi1mVUsD6jGISckrJKKxkbcIWJsWN85tG34ARoKATuhNxOp3kFxV1fAUREWZsyIQE2L7dBNRCiN1Da1OvtaamzQ+vjRVWOCipqu3khO0Z2p8X2ssppS4DLgMY45OzIUSnKi+vf0ptZ4XgrNxctu/cWVd3zsvb8tTt0ZRW1ZKYDm99ZWfNxumccsLlVFZlMGnCo1x9u7cBwxfAPCCJkJAQzj/zPH7fGEV27n/Jzj2WL767HjAtz5a9so7hQx38siaKbalhjI+rZK8pZaxJ3MKRhx7J2vRi+ocEMCAskAH9ggi0m5zALampeDwelFIEtLOzUH8WPPMM6xMS+Pyllzq+kqAg09gkO9vk1I0b1+6+r4QQHbB9OxQWmgfYDvB4tIwIsQv2uIBOa/088DzAzJkzJVNXdL68PDO8TXh4hwKJz1au5JiDD8buEyC53B4KK52sT4LHXxjBhk0R5Bea4ozwMBc3XX0cTz53FocfspEhg46lsDidkcPHsODGRxkR1o/Trz+FU/f9C5H91nLawf25/8WZBPe7gWPm3EhBURDDhjgAWPN7FO98OBIAu91DgD2HoUMO4PCD3ThdbjZuTeWW+24hKzuT6JGjiB09mvTt25k4dixp2dmUV1TQv4NP5pVVVbzw7rs4nE5cLhcBHah7U8dmM0Gdd5SJiRNN7p0QomsUFprqJR0M5gBySqupqW1a9UO0zR4X0AnRZdxu04LVO/B0B3OsVnz/PWccfzwejyYlx81bn/UjvH8VB8yswOkJ5I9NEew9tZy9p25nr8mlTA3YQvj2dJbqfpTd9Q5vekYRRwpDc9Lw3HgLT3E+kxnDEddeWLeNCp7kHO7moVU/Mn6gk5qfoikK2p/bA+K44ZpQ/uw/jm+TRvP2B9n8vnEmSm0G4Kpb7qCwOBOtPWRszyYmOoY/vvqFYRGhHPuPM0nYtq1JzmJbvfL++8yeNYut6emsT0xkf58GIR0WHm4aSSQkwNixMHx4h1rcCSFaUFFhGiRFRnb4++WodZNdLGM27woJ6IToDE6nuaFVVJgn1A7e1GocDr5bvZojZj/Mwf8Yym/ronB7FMcdkccBM0sY2r+Cb255GdtHFTjeCmd87SIiKzcB8DemsZoqTmdf4jAtWauo5kd+4HC1L47BxWilsFdXMah8BCdzMg9Uvcm7VU76ZWeSzwEUM40J3z/FX/iQ6YOGsC40iLcmvIk7cSRVE4ZTUJQGmHppWmsyszMpq3ZRVl3OiFGxfLtuI3tPmUZoUPtuLW63mydefZXXFy7kzU8+YeWaNZ0T0EF9EWx6OlRWQmxsh4NtIUQj3hat4eEdatHqlVlUhcfTuwrNsnOD+fiz4UyfXEbsjG3d3h+mBHRCdFBqairz5s0jKSmJ+JgYlj/+OHGTJ3d4feXVtbz79Q+gpnLdgpkMHuTgrFO2c/zUVKas3cio+5cy4PdfsTscJHIH5cyignGEDsylMm4ix9pjeXr1Mh5iK78AucDg0QHkl/zG1YteZ92gq+u2pT0ezis4jTP/bzn/u+gq9g8Oxr1SEZnyJ7agWlx5/dhWmM9ERlL21VSGfvUN04e+yEvhYbxYUc4qNGDD45nER58N48TjdhIXE8f6xC38nlnCwPAgRg8IJTw4sE37/tE33zB00CAO2ndfsnfs4I2PP+amiy/u8LFswmYzrWCLi80oHRMnmsYTQoiO87Zotdt3qZ5qeU0t+eWOTkxY13G54efVA/nws2HkrK/lKr5nTuRahlc+CYufhc68b7WTBHRCdNC8efPYsmULHo+HLenpzLvpJhJWrGj3ejane1j4UiRnn5bBFytXctCsAzlsr3Wc7F5G+HefkfneTRQzjVgWYcdBZUwcISNKiBqQSM4R/yBj0s2gFHZg2NWr+bSyhPxCG2NGj+GMv5/FJ19+gtPp5JwrzyEzO5Mxo8ew8O6FjBoxikvPv5xHP/2QZx95FvVXk6uYxn6kuW/h26cfJia1hv5Fm4mq2kBI3g4uAs5gLOt5kNzAr1k960D229u0bg0OnsIfm1ahNRRVOCmqcFJRmsd1829ia0Y68bGxLF+8mLjo6CbH4LGXX+bGC02R8OxZs7hiwQI8Hk9dNy2dJjLS5NL9+SfEx0u9OiE6SmtTV9jh6NCwXr7SCio7KVFd7193DSV2w9csDHyPGWTzO89RW3oAWmlUV49p3YpeG9Appc4DYqy3Q4AgpdR8632G1vr17kmZ2FMkJSU16ei3PTJ2urhvURRLPhiGy6WYPrWIVStX8njYOZy06jACayoAqOQXshnP49j5YuRoHlvU/KV97OHHkrU9i1uvvRWAB596kMP+ehi33HcLGVkZaK3JyMrglvtuYcmzSzj28GN57+P3+P6X75nz1zn1K7IHkFxexrFnHIvj4L1Jd0+jYOs8Bv/0LTVf9MddNZy9a6M4/ZdLqNgxgYTZR/HqW19S4NjGnJMu4sarnuaEo8O5/LYb6rbrHcWicdD76x9/kJufz9+POgqA4UOGMGTAAP5MTmbvSZPadUzbJCysvl7duHEwdGjnb0OIvi4rC4qKdqkRBJjxWit68Hitbjd89+NAjtWrCHyjgid3ZjOZhVALbpudAVFrYa8Qdlz4NiNPmNP6CrtQrw3ogIuBQxtNu9/6+wMgAZ3oGlpDbi7x0dFsycys67bDbrMRMGVKizlRACWVtSxYFMlLbw2nssrOsYfkcPfEVwh49XUeKnEyuOQESlhL0NRSbk7cyAd6EQXWsrYdJsdqe+52brnvFjKzMxkbHcNzDz3BuDHRnHvC8Zxw0bnED12A3W5j1Zqfefj/rmXRK4vqRpPQWpOVncXYQWHUetzccc313PXogxz8l4MJDKgvIk3LTCMuxhryy26nYtJUKiZNRV/gJuLzFIITS6n9I4rw1K3EpwbzPguZy1mEuJJ46Okb+PqHn8nMzmw4ikVqKrVuD4H2+py3x15+mevPP79Bq97Zs2axcs2argnowBQPRUVBSoqp9zJ6dKujdwghLHl5pouSXQzmevJ4rVrDqh+CKX7hZ04reZl4drCaNylnIkP2XkXxnEMoPuAQXP1NLv8QW/cXGffaO5jW+jCttWrmdVh3p0/0TakpKUyNjycgOhqnx0NcdDR2u53AgABcLleT8VR9OV1utu4sJyGnlJWr+7N/fB4rZz7Le5sP4oAX72JlWjJHqQgGxPxJ5j1XkrBwEV9Fx1BoNbBQSjE2OoZhESHM/9dtZGabYDI9K4Pr7rqJ2MHhHDB1POPGRLP+zz/4/c8NxIwcyZTYmKajTMTFMnJAKDGDwrlg7pFMHx/H779+yV7RkYwbGk5EsKagsIBRI0c12Q8VYKfmhInk3HIha1/7gK033Ekif8XNAKYziBeBF9lM1bZCIvqPQ/mkP3r0GNZnFJNbUo3WmrSsLL5bvZqLTjmlwTZmz5zJyjVrOvnsNeIdCzY314w56eq5uQRC9BhlZeZBqINjtPraXlLdI8drzdnoYvtZiRz5yEf8q+Q6ZrABe6SDofv9ROiDFST/+yHyj5pbF8z1FL02oBNit/N4mHfssWzZtg23x0NqdjZBgYG4EhNxezx4/IynCiZH7If1Hg6/cBiJaRqby8lbBzzA45vexLVmCsX5s6gaHcOy0THsffNFVC2aiWN/0+n1o/c8QtyYsdhtZnSIr156gXFDw0nJzGi2uPf0447j3c8+Y9mXX3LK0UcDzY8y4bXw5pv593OLqa2pYlhECI7SnUwcG8Os2MHEDg5jQFgQNj83bx0YRP6Rx3PO6M95mesYSCGJwMVofqg+ly/6X87sYZNRyk5UxHgevPMR3B5NWkElf2SVsPClV7j41FMJDwurW2dqVhb3LVrE0i++YMrxx5OaldU5588fpUwL2NJSMzybo/ufsoXosaqrTYvW/v13uaV4jdNNTknP6qbEXlHO6DdfZs4d5zG8fDQlHM7O2CNIvnkB6177gJL7jqR2rxHdncxmKb0HD5g2c+ZMvXbt2u5OhugN3G7Yto2AKVNw+wwnZbfbcSUmMnXu3LpRE2w2G5Pi4khYsYLcolque7CU9z6+lACSuTZ8MPcHOulXXEQBB5ESeCUhJ5ayYXYYF1x3EQAxVhHqfvHjiOoXhN3WNJBqbnsAGdu3s9/JJxMcFMS3r71GfFxcg2VTs7KYd8UVJKWlNSgevnT+fKL69+eRW2/lfx9+yGcrV/LW44/XHwKPpqjSSV55DaXVteBz6/AWAWdkZTAkOITfpu9L/przqCCe2IAXWBs3hIuS72VYnJ07rk9h4rhKysrLOP2S0/n89Xf4y6S4uv303TelFJPHjetQY5N2q6gw5SyTJpl6dkKIet56pzabGZd6F23ZUUZRhbMTErbrVGkNjrv/4KDsuwmqMQ00tg6/kvK5M6k+aSKqDdUxxtocjNx/710uhm41rUqt01rP9PuZBHQS0IlW1NaaIrmKCqaefbbfQKpxkPT+fxexZnMMtz40hpwd+3Emmiu5gTH8xFj+R2XseP445m/845P3Sc/JRKFwe0wP6UopAgMCcHs8zdbHay4o8zrg9NMpr6z0Gwg1G3zm5TFt3jzWLVvGs2+9Rf+wMOZfdZXfQ+KodZNX4SC/zNGgZ/fNWzfz0FMP8dozrxG8Mp2AF3cyrfA27Dip7DeI+fpx/lN9DmedlovWd1FYtIO7bryLkEA744eGEREaZIJmd/06vUHzblFTY16TJkkLWCG83G6TM1dTY3LndlFplZOEnLJOSNgu0pqQz77DsSgGh45mL27Etrci+6wLKZu+T7tWJQFdN5OATrTK6TQ3MqcTIiJaDaQAiiqdpOZXcNfCOMr+LOSGvCkcyV78wVMEksmzXMRVy7/nnKvPq2sB2pzGuW9t9c6nn1JeWcklp53W5LOWAqZ7n3mGpLQ0yioquPjUU/n7UUe1us+FFQ62l1RTUeOipqaG4846jq/e+6pu6K7+iX8S8+oiwhM2s4YXqQ1wcZnLTlbYzSxZ/CKDBw42K1IwPCKEE84/naS0tLoi5Snjx++eHDovp9Pk1k2YYPquE2JPprWpM1dU1O5xqf2vTrMhu4QqR/cO8RW2dQuDHvsvo7PWk8VpZNnnEXy5E8fcjvUl2hMCOqlDJ0RznE7YvNlUlrdya+Kio0lYsQJXYiIJK1Y0CGxq3R4++aWWz1bX4iyr4THPk6wsnsGpQBAb2cS9zOMyfh4TDXYbWT4tQJvTke5QAM44/ni/wRzQtIFEbGzdZzdeeCHfr17ND7/9xtTx4wGYd8UVbElNbbbBx6DwYPYaHcXUkREMH9ifYUOGkZ6VXvd5+ZTpbHp4EVvOvY9aFUmVq4ZKLuSZfaYztF8429L64XYDGnaU1vDwPQuZaKUxICCAj599tt37v0uCgsz5TkqCnBzzgybEnmr7dsjP75RgDmBnWU23BnO2neWEXraOEde/yuis9RTYh5B55mT00pgOB3M9hQR0QvjjcJhgzu02Q9q0oqjCya1PhXDKZZP5/rFC7Gdnk//dYThqh5Hxl4M5YuRorrOtpN/IwWiPm9nzZjfpNDcoMBC73U5QYGBdA4TGAVdnaKmBRHhYGPdddx21LhfjxpiGGb65ZS0FmJH9gpgyMpIL/n4S9z2ygB15O+o/VIqSs2YT8HwQTwxayMlozv/pW6ZecSFfXl/CdXdOJa/A9DQ/aNBwXvnP62z/dT2DoqKwd0d3IgEB5kk7I8OMzytBndgTFRSY/uY6Kdep1u0hs6j7GkIM+O1nhl/zBqXbp5PGJXwx+TK2/G8J6rxjUO0crrAn6v17IERnq6kxxaweT6vBnNaajekOrpgfzca1Qfxv+DWcnrKYJH0zHvs+JF1xD9XHT+YxIKpfIKdcchbJVoDkBhO4KVUXWMVFR/st4uxM3lzG5lx48snsHR9f1y9cfGxsgzp3rQWY9/3zGqLCw/jnbVfxxP2PMnpUfaOM9zd8R0pkEPff8gyVi5+kIO1gLsFNxqa3uOTq87j5hkwOOaAYj9ak5ley7/R9+Hb1b1w0enTn7Hx72Gz13ZrU1kJcnPRVJ/YcZWWm7nAndE/ilV1chcu9e7sp+fqHr5k0dASHfbKUod9/icZGRdREaq6Pp/+s83drWrqa1KGTOnTCV02NyZmDVls6OmrdfPO7k0tuiue4vJ+5P+xWRlasQ9vsZM37B9vPPA8dEUy/YDsxA03XH/bJk+tyu2A3V/jvoLbUG/Tn7RUruPaBB3j2Xw8TEzeNLSnb+Odt/2TRI4uIGR2Dqq2l3x3rKUmczt7cRHaQ4jTnm0z/WyTXXpqOzQbLPllGSupW3njkwTaPC9sliovND9u4cbs0ALkQvUJ1tRker1+/XRqj1VeV08WGrJLdntl9xXnn8rfig1igl+FE8cKY+UxZeChh/TsnSPXqCXXo5M4khFdNjemLzGYzN7IWFFY42JZXQb/gWp5xPMNAvS95FecQMbaUlOtvp3LCJALsNmIG9WNo/2AAXv/ww7pOdqFrilO7Qms5es05c+5chg0axBk33MBDN93Ewy++xFUXXUXMaDNinw4MpPKRvxD5UwIBL+QyrSCP9UzhkU9nknvCzYwaNZoZ02bw7kfvsim7jPHDwhkcbo5lVm4u36xaxQUnn9yp+9qsAQOgpMTUq5s4EQK7MbgUoit5G4IFB3daMAeQXlC5W4M5m8PBmGefJrUolzz68TPX8d2px3Lk+UF9NqO9j+6WEO3UxmBOa82WnEpueiQKZ1I2M++8nBNKHiCYAtQ0Gxsff5HKCZMY3D+YGdFRDIsIIScvj79deSWPvPQSy/7zH6aMH99sB799zZwDDuCbV1/l7qeeYt/Jk7j1/LMIDWrYIWnVwVM5MCSElwEPYznU9S8GXpFM1p9uamunUVZexs6CPJJ3lJNeUMHz77zDvn//O1fccw/VNTW7b2eioupzcKUDYtEXud2QnGzqjHZCX3NeRZVOSqpqO219rQnNTGf6DZfg+upDKqkh1ZZNwr/O5OgL+24wB5JDJ0R9A4hWgjmny8OqLdVcc3ss85I/Y9bSSwhxVVEzbARh15ZQMWMWIYH2upEVtNa8smwZtz76KFedfTbLnn6aoKAgTjziiN24cy3raHFqe0yPjydhxQpCg4MJCgpi79GBbC+pIru4uu6JPTEnm4uBDQziFJyM8pQTe/fFnKKXMiJmFhsSNjB5wmSuveNhnI5qvn71NS647VY2JiXxl7337tT0tqh/f9OlSWIiTJ4MISG7b9tCdCWPx3RPUlXVaS1awTwEpxdWdtr6WtkY/Z7+nchv1hHmTuXLQYOhsAD9VxszZvTMMWM7kwR0Ys/mDeagxWCuwlHLp7+6mX/naJ7Kf4tQJlPkmkPgoU5Sr74Jd3g4o6JCGD0gDLtN8WdSEv984AHKKir48uWXmTG5ZzaH93ZJ4vF46rok6Yo+3yJ9OiO12RTRA8MYGB7Mtp3lVDrcjBk9hoysDJ7W61jL5bwYUEqcs5Jf1IH8ddvJPLn4HTye7Zxz2jmccdIZeEKD2XvyFNZt2rR7AzowDWWqqkyv+ZMnt1o8L0SvkJlp+prr5DpguSU11Di7vpsSW001oxa+QsrqCylhChlDg/jmGM2orz+lpqa4y7ffE/ThzEchWuFw1LdmbaEBRF55DUu+0Dx8nY3lhbPZl2XYqSL/+OPYevM9BERFMn1kJDGDwimvKOfaBx7giAsu4IzjjmPN0qU9NpiDtndJ0hXCggKYPiqKEVEhLLx7ITHRMdhsNnLGBLH5qWfJm3MMwbqGu4lmXGkQ02I/5tQTziPAHkC1083wUXGs2rBxt6W3gX79TOOIhASo3E25D0J0ldxc8xowoFNX63R5yCru/JwxrTV5BXl174PydjDt5iuJXr2EaF7jJwp599jbSM3JZp/p+1BSVtKh7WTnZvPmsjc7K9ldTnLoxJ7JW/G3mX7m6ooiU1OJHj2G5w44h5WOpwjzVFA1pobQ68qpnLQPQ/oHEzs4DJuCl5cu5Y4nnuCkI44gccUKBndxa6fO0N4uSTqbzaaIHRxO5D6Teef5txp0abDtxrsoiJrNgA9m8SQzsW17FHfVNRBszteEuHiWffIBhRUOBlmNJXar0FBTTO/NqeuEIZGE2O2KiiA93QRzndQ9iVdWcRVuT+e0hHC5XGxI2MCPv/7Ij7/+yI68HbzzwjuMX1/FuNcfI7xiK6m2cZwecBOn3RLEuQfmctF1qZx+4un8/ufvHdrm6nWrWfzqYuYcPIcRw0Z0yn50JcmhE3ue2toWgzmAEy6/nC0pKdg88O/MYwh7dz/snlCW9+vH57fch2dqDPHD+zNhWH8C7DZeWbaMJ157jRXPPcfi++7rmmCuttZ0J1BeDqWlptVlcbH56/2/qMh8Vl5u6no5HCYHshktdTK8Ow0MD2Lv0ZFEhPq0HlWKkksOo/+1uUwKf4gDq5az7+2XU7ttJzk7gokbG0fm9kw+/20j8cceR8CUKUydO5fUrKwWt5WalcXUuXPbPH+LgoNNbl1iojnuQvQm5eWmEURkZKf3sVjhqGVn2a43WnK73Sx8ZiHzzp3HolcWMSByAI/c8whz/jqHlGffp/zZUWypuIXvA47j6Iif+OejHmYfWITH4yEjK4MZ02ZQWtax72Z6VjoRERG8/cHbu7wfu4Pk0Ik9i8tlbmC1tU1yVN746CN+WrcOp8vF5pQUgoBD0CiCcdGfp5nGbVXfEffIPSSsWEFwYH1rzbc//ZR7rr6a/aZN2/U0ejwmEHM4TGszpczfkBATPISGmuI+u928bDYzj8djXm632c/aWlPXq7LSvPcKDDSBSGBgh7sk6QrBgXamjowgq7iKbJ/e5GuOGU/6jFsJvfdm+mWkEXPDS/wv+CYOenAgY6PHctOCm9iZt9O0QG5DPcBOrzfo7dohMRHi47u8HyohOkVVlak/HB7eJX0rphdUQSdkzmXnZPPr2l957ZnXGDp4qJnodnFwcSHZiSsJ4wgC4qr59dx/8/DY7YwYZlqg5+zMITIikmFDhlFdU01tbS2B7exuKCMrgysvuJL/vPgfLjzrQqIiO6+xSFeQgE7sOdxu2LrV3MgiIxt89HtiIv/30EPcceVV7Ch1MyZgEP90FZINvMoiBvEtb7IJgPTszAbBXEFREb9t3MiH//0v0IGWo1qb7jC8XXAoZVqZjRxpgrfAQBM07EpxiMtlipmdTtMDfFGRycFTytzMQ0NNcNjNlFKMGRhGWFAAW3dW4LGawTqGjeDPRxYTffezZGy5kn9UO1l64xYGzpjO1tT368bEbUs9wC6pN+g7/uvEiTBo0K6vU4iu4q0/3Ml9zXkVVjgoq+6cbkqSUpKYGj+1LphTpdVMfPxuPIkbuR7FYYcVM+rmg5lFw7p6aRlpxI6JRSlFZP9ISstLGTxwcLu2nZ6ZzswZMzn0oEN5f8X7XHT2RZ2yT11FilzFnsHjMcPYlJc3CeZcLheXzJ/PNeedz5OvLaHkma/51HU2NwJ/B77EVRfM+atn9tE333D0X/9KmNXasbXB7AETxFVVmWLS0lKT+zZuHOy1F8yaZYKCIUPM03Nw8K7XbQkIMLl7UVEwZgzMmAH77GO2M3CgycUrLjZBXhf1/tmeos5B4cFMGx3RIHB2h4WT9uD1RI7ZwghW8LT7TCLXewgOCm/SYXNL24iPja0bR7e5eoMdKpYNDDTXVnKyGcxciJ7I5TIPHtCpfc15eTya9MKGwdWmzZv4/NvPO7S+5G3JTBg3AQB7VjH2C7MoXTuZCUFR/E4QT1Sc6/eWlZaZRmyM+W5HRka2u9i1rLyM6ppqhg4eytknn82yT5ZRszv7vewACehE3+fxQGqqCZz89K/05GuvER4WzsvLlnFKdgHncDf5nMyXQUcSvOwbDt7/IIYPHtxsPbOlX3zBqcceW/e+xRwgp7M+iAsLMwHVvvuaorrBg80NtpMrJjcrKMgcj7FjTRomTzYBibc+XiffvNoU6PoIDw5k+qiG9epUUCCV/92XgEvNGLgP6A8Y6AxkzMgx2Gw2AgMCcblcLW6jLfUG25vWOgEB5phu2wY7d7ZtGSF2F++DrdPZ6jjVHZVTWo2jtmE3JavXr2bJ0iUdWl9yajLx4+IJzt1OzJ3PUOWIJlcdw9HOXwjvP5FzT/vE7y0zNSOV2DEmoIuKiKKktH0tXTOyMoiJjkEpRUx0DHtN2YtPvvqkQ/uwu0hAJ/o0j9vN2SedxEfvv8/Uc85pkuOSmpXFv597nkvPvZ5bszN5jHIm8TCZvM4Jzm8ZPCSKmy44j9joaFyJiSSsST/3rgAAIABJREFUWNGg+LSopISf16/n+Nmz66Y1yQEaO9bkfBUVmRvq+PEmgJowwbQs6wljg9pspshw3DjYbz8TaNpsUFjYad1ydKSoMyjAxtSREQyLrO/AV9ls7DjpdJJvXsAkFUKRLudN9z/5Yem3uD3uVotfvfUG/Z3PXUlrHbvdBHWpqaYrCCF6Aq0hLc1UuYiI6JJNOGrdZBdXN5meszOH1IxUdua37yFHa03ytmRmKMX0my5neOHnDA59mYv1AcT/LZLDDxnPlq2b/C6blpFG3Ng4ACIj2p9Dl56VTkx0TN37c049h7c/eBuX29XCUt1LAjrRp/3++ed8/dNPnHL77WxOSWmQ46K15oI75jPv0DMZfuOnXAnUANfxExeoV4iLHcv4YeEcN/sQtmVksC0jo8n6P/72W4448ED6+zztNsgBiolh+cKF5gd++nRTpDpoUM8I4poTEGACzWnTTJrDwkwwWlbWpuLY5oor21LU6Y9SinFDwhkzqGEHvoWHHknKpU8yhhg27agh4NL/MCw8tq74VSlFzOgxOF3t79S0o2mtY7ebY5ieDjk57d6+EJ0uK8tUBejEUSAayyiqwuOnm5IdO3cwbMgwfl37a7vWl7szl1AdwH73P0tQSTElM2by0km3M+s0xXWXpTM1fgqJyYlNlnO5XWRuz2Rs9Fig4wFdbHT9937apGkMHTyU7378rl3r2Z0koBN9V24uXy5fzlknnICGJjk3j73+DtlZ+Vzw8f6E1J5CYfBkzhk2nHdsNuJj4/jshecBCAwM5My5c3nj44+bbGLpF19wmk9xK0DcyJEkvPEGrlWrSPjpJ+LmzYO4uBY7L+6xwsNNbt3ee5tA1FvPrgXNFVfuahcpowf0Y/yw8AbFK5UnTmfq1FGUBj7DAYXLeKtsENHhJhiLiY7hobseZlNOWZMioNa0lNZNycm8++mnra/EZjNBXUYGZGd3Wd1EIVqVkwPbt3eo4+C21ictr66loNz/GMe5O3M58dgTWbV2Vbu2nfH6F4yviifBeR8p+5zM5gWPctq5ZVx5QSZKwdT4qSQmNQ3otuduZ/DAwYSGmDqCURFR7e5cuHEOHcC5p57LkmVL6n5LehoJ6ETflJ8PaWl8sX49xxxyCJPi4hpUnB89YiT/evJxnsh1MJhcbDYHqXfey11LPqRywyY2f/Zpg6K48/72N974+OMGX+TS8nJWrlnDCXPmmAkuV33AM2aMaXQwcqSpLN/bhYZCbKxpTNG/vymKrW5atALNF1e2paizNUP7hzBpeAQ2W/25HD9nf37cbwKOgYM5lN94u/wArp27njcWLWHUiFHUON0k5LYvqGsprW+vWMFz77zTthXZbKbRSVaWBHWiexQU7FLHwb4PaJtTUpqtT5pW4L9qRm1tLYXFhZxw9Ams37geZ62zTdsd9OO3FHz/GtOIojS0hP22vElRVcNGHNGjoqmoqKCouKhhWqwWrl4dyqHLTG+wDoADZh6Ay+3it99/a9e6dhcJ6ETfU1wMKSmUBwWxLiGBQ2fNYvnixUweNw6bzUZ4WDi5O3I5u9LJiWTjtj/ERZ4rOeulWwnzlBMS1LT7jpnTpxNgt/PrH3/UTfv4m284bP/9iQgLMw0JKivrA7kRI3p2sWpHhYSYun/Tp5tixaIiU8Haxy4XVzbDm1MwZNYMLrz6PPLyTf20SeMnkZC7nU2PLiZ3wHE4uZC/L9/Ishfri2jbEtS1NSfi1w0b2Oqn+L1ZSv0/e+cd3lZ59uH7aHpb3iueGV6ZZBB2QqCUEQKB0kDCaCmbQihQZtl7FlogQOGDQqBsSAgBCoQk0CSQQJYTO8N7yVuyrC2d74/Xkqx4yY6d2KD7unRBNM45kqVzfu8zfo8QddXVYl5mUNQFOVS0tQmrppiYQRsHd12gybLcYz2p3mjFZOu5tkzfpCc+Np642DiyMrLYtnNbv/tM+OZzJjx2N9twEKlTcarlMv54cQ0x0f77UCgU5OfmU1RS5Hd/aUWpt8MVBh6hs1gttBpau02HUCgULD5nMW+8+8aIjNIFBV2QXxZGo2jJj4zk7dWrccsy0TNmMP/KK/n4+RfY/vVG1p71JE+45vMYFtZoQjnO1U4JLZRVVXDW1Vf1uFlJkrhwwQLe+OQT733vf/EF586ZIwRkcrKIXv1ShdyBRERAYaFIx9rt4sLReYIbrukTXSMFe8rLuP3+W9CqleRk5VBTX4MhOoaqOy9Ho2wmjfXcsmERqi6dbf2JukA6W10uFz/u2EF9UxPmXiKUPeIRdbW1IgU7Ai8GQX5hmEziXBgVdVAek7nZ/nWpBy7QnC43VS29z2ut19d7hdFRM47qN+0a/sQWpCcbkN1uvleE8WTbc9x4VTnnzq/v8fkFEwq6pV3LKsvIyczx/nugEbrK6krSU9NR9vC5nXzCybSb2vl63dcBb+9QERR0QX45dHQIs8yICFCrufXJJ7FYrd4L9KmXXY7h9W8wL09mknwdtZNu4LcOK56KsP66GRfPn8+7q1djt9sxNjezZuNGzjztNFFflpHxy0itDgSPSJk8GRIThbC12YYktdoTB6Zy95SXMzE1iqjwULLGZLGvbB/OvERU/wghJfVzkvQlFN5+HZVbrV791JeoC6Szdff+/STFxzM+M7PHJpk+8Xxe9fWi27CPkWxBghwUZrOYXBIeftDnpZXLljE+U9SSxel03RZoNW1m7M7ev8u1+lo/QddXY0T8W6toW5NLNYt4Y+xtGN1hXH+5g4Vn9CzmoOc6uq6WJQC6aB2GAYzmK6/sXj/nQaVScfO1N/Psv57F2G4MeJuHgqCgC/LLwGoVY2xCQ73O560Gg18jxG8qy5n92m0Uci+68VtpeuQcsrNzAk4PZo0ZQ+G4cXy2ejWr1q7luGOPRTdjxrCYc44qVCrhZVdYKKZxtLYOSwSqaypXkiSUCgXhUyax5MrFZGVksHvvbgAcmQkUPfpPzOlZaMtryLpjI58+74uaekSd3enyS7MqFQoUnZGI3r4LG7dtY/aUKYzPzBxY2tWDR9Q1NAhbk6CoCzLUeM6FISFDMgUiJz2d5U88AcDZJ5/st0Cz2J3UtvXtV9k1Qjdh7ATaTe3U1NV0e17SZx8xYflDFPAgMcdsp+78WMbn5HLegr6tTvJz89m9d7d3MeZwOKitr/UTZLrogaVcy6vKvR2yPTExbyInHHUCy14/PLOveyMo6IKMfux2EZlTqcRUBUQ9lFKp9KYK7iWB52UZBTL7zzgW5z9nMyldx2cvvRh4erCjgwtPPpk3vv2W9zZt4txFiw7Fuxs9REaK2rrU1B5r6w6WrqlctUrlNRAuKStj286tlJbt9T7XERtP0cP/oCTiFqwczRmfbWHFm1rv41a7i111Rs644gpvmtXhdKJSqfr8LmzcupXZU6YwISuLPeXlg38zsbGisWT//qCoCzJ0eM6FSqUQdENEZV0dWo2GmgPMssubzf2u3bpG6BQKBbNnzGbjFv8oXfyqzxj7nBCNX06fR/U1s9lfXsKRR/RffxsTHYMuWkdFtVhgVdVWkZSQhFbj+70PNOXan6ADuOLiK/j+h+/ZsWtHwNsdboKCLsjoxjPGxu0Wo606+fK77zh9zlyyx2TyNlcyl1cxMo71596J8voLmJQWTYRWHVh60NO9qtVy7p//zFfffcdXX3/NggULDuEbHSUolZCeLqJ1NpsYtTZEdP1budxu75xXt9tNQ3Mz+8v2EBnii8Q5YmIxPTGT6JBtTOMBFr19KZ9/4LvImW0u9hxQ8O1yu/v8Lmzcto3ZU6cyITubvQcj6EAUqre2Cud+18C98oIE8cPhEGLugHPhUFBVV8f0wkJqGxq897V02Gnt6H/RVldf59dcMHvGbDb86KujC//HzzQ/Pwkz6bySew9LttzFuv/FsWf/HiaMmxDQ8RXkFlBULBojSitK/ernAEK0Ibhld8CjuwIRdBHhEVx/2fU8+s9HcTiGZm7twRIUdEFGLy6X6OCy2bqNsVm9fj2zph/Nd/lTmEgybrRsOu4WdFfNZ2JatN+M0D4xmcQtOxvy89GlpHDKKadw9NFHExsbOwxv6hdCVJSI1kVE+CZkDCEHdtJOyM6mtKqKjGiVn6hzpcfgfDkHUlVMZRunv3oVZTt8x5I+JqPfNKsHo8lEeU0NkyZMYHxm5sFF6DzodEFRF+TgcTrFDGGHY1hGelXW1TF76lSvoHO7Zcp7sSk5kLoGf0E3c+pMthZtxWazEbfmv8if27CRxH+TbudPJXdz8e+rWHCqnpJ9JeSOzQ1oH13r6A60LAFRoqGL0mFo7z9K53A4qNfXMyZtTL/PnXvsXJITknn7o7cDOs7hJijogoxOZFnUIBmNlBoMfnYTO/bu45uNmzjr+3WkfPkJuerHcSysYsz9UylIjaaqtqZ/ewqXSwiR0FDR9JCY6PVwevTRR3nqqacO8RsehWg0ogs2I0OIlkGkYHuzEjmwk3bViy9SMHYsRXv3kJ8SRUTXSF1sHN8svY1KpYpsQki/7UfqS0oBeOyux8hIz0SpUJCXnd1nyv3HHTs4oqAAtVp98CnXrsTEiNm+e/aIC3OQIAPB5RKpe7NZlD0MA5W1tUwvLKTVaMThcFBjsGANwNfRZrNhNBqJj4333hcVGcWEnAnsfec1Jjx1P5O4g470nzlLfyXnzq/jsgurMBgNmDpMpCanBnR8BRMKvNYlZZVlfpYlHgJNu1bVVpGUmIRG3X/9oSRJ3Hj1jfzno/9QXtu9LvBQExR0QUYfsiysH5qbISamu93EHy8j3RFGwffrcGpDKbnvEbKWTiUvORKlQurfnsJiERfYzEzIy/PW5XnIzs6moKDgEL7hUYwkiZq6iRNFJLWfKRMH0tvfqqdU+YyJE9m8cycqpUKIOq1P1P35n48yzyWxhytxy9OIv/kDNm8IIS0ljeUvLGfdyvW8/8p/yB7T+6p849atHDl5MgDJCQlYrFbajEPU5abT+WwmgqIuSKC43ULMtbVBdHRALwnUb7ErVfX1ZKWlkRgbS0WdnpqWwCx76hvrSUxI7Gb/cYIukx3vvoHkdlFxziKucl3JaSc1cP3lZUgS7Nm/h/E5471R+P4YP3Y81bXVWKyWHlOuIARdII0RPRkK90VKUgqLz13M7c89c9i96YKCLsjoo6ZGDD3vHGPT1W5C7XZzTEM20+wnsYulvPn7V4g84ZjOkVFSt+f72VPIsogkgbDiSEkZlLN6kB6IjBSiTqMRF58ACcRKxMP0iRPZUiRW6WqlAq3LwIVXL+G4+cdRXlnOPhzcyl9JYBnHuT5m3EN/Y+cOX01da4edvQ29C05P/RyIlfn4rKxB1dHZ7HZcPaVXo6PFYqK4WKTOggTpC7dbZCna2gY00isQv8UDqaytJSM1ldTERH7eX+WtX+2PA+vnAEK+2MfU73/LJ3Ik1fN/R/0f/sSyJ3Zwy3X7vN7He/bvYcLYwOrnADRqDTlZOWwv2o6+UU96avf6V11UYNYlPY386o/fL/g9syZOOuy1dEFBF2R0odeLMUqxsV6x5amnCgVWAMX8xGzGsX7eHE6+Op/MOP8Zqj1OMnA4RMQvOVkIjyEuKg6CiHTm5/s6PAOoqxvI1InphYVeQQew8JqrKa+q8ApCgO+p5ve8Q6tCwWnuz4i6/e/s2+uLwDa12yhr6i7qZFkWHa6dgg5gQlbWgK1LOsxm4o88Es3EiURMm0bKsceSe8opzLnwQppaWkTtod0ubCeGuEs4yC8IWRbjvJqaRHR3AAxkkQRgt9tpamsjJSGBhLh49lYGnlqsa6gjNcmXNg0rLyX1pTfJZixWScFi/XU4XQp00U5UXYJ4e/bvIXdcYPVzHgpzC1n9zWrSUtJQ9+C9F2iErqKqguz0gU23UalULD3/QjRDYBNzMAQFXZDRg8fmQafzi5y9/+xz5Kelswo4AtiDlcZTZnHWwxmkxXQXZt0mGTz1lDAlzs8XadaDcFUP0g9KJYwdKzphW1r6TS8OZOrExPHjKauuxtiZ1u164fKgUCjoyMjip9sewKqJJ9c9g4gbf6KmxncBqGuzUtXq73xfWlVFiFZLWlKS977BNEZ8/9NPTCsowFFURP1337Hlgw9Y8cILaNRqvt7YaeUQESE+l927RZo6SJCueEpOGhrE4miADHQ0X41eT0pCAgqFgvDIGJpamgLeV119HclJyQBo62sp+NtSkq3/JSnrNVrks9lb8R1OZ/csSMn+EibkBB6hA9Hpuvb7tb2mS3XRuoBq6AYToRspBAVdkNGB0Sg6WnU6P8FltbswG9S80XYj08nlAymahPjZXPtABsnRPRv+euuvioooevNNcrKzRYp1AGmLIAeBJMGYMZCbK/6ufUSiBjJ1QqPRcOTkyazfvBnofuHKzshm/cr1LH9hOWFHn8Duix7GSD7JLh2Oh1f4bauq2Uy9wVcn5PGf68pgGiO+/eEH5syaRXlNDUeedx4Zc+ey8M9/ZuakSaz78UffEyMiRARz1y6Rhg0SBISYq6oS00YGeb4a6Gi+qvp6MlJSqDdY0eniBiboOiN0ytIWcm59CE1LM/XjpnNM/UvEJZyKRv0ybtk/It5h7qCxqZGM9IwBva/C3ELsDnuvgi6QpgiXy0VVbVVQ0AUJMmyYTL6RXp1zUu12Ox9/vYa1P2wn4rrVGNonsVt5OytmTeOyS04gMUrb9zYdDhEhSk4WkbkhNOEMEiBxccKvzmwW7vZDwNwjj2TNpk1ATxeuF1Apfac8y9kF6H63l2lcxwVlD5C06iO/bZU2ddBkEhGyrvVzHgZTQ7dm0ybmHnlktzqmtz/9lHWdQtRLeLgQv0VF4jMK8utGlqG6WtQQx8QMur53oKP5KmtrSUtKpqLFTEJcAk3NAxB0+jpSQ3RwYyu7G++gNnkusxs/RxOp5sXHs5hcWMidD92Js0ukfm/pXnKyclApBzYTOzU5FV2UrseGCAgs5VqnryMmOobQkNE5/Sco6IKMbDwzCbuM9AL4z+dfcOltt3LB5Ys5qfFxHuRK3jjxK37aX8Q5J83pe5sWixCJubnBFOvhJjJSiDq7fUhEy4mzZ/NNZ+rywAtX4dhs8lMiUSh8F8KOS6ZSe+1F4vkvPMmW23Zis3c+LsNefTttZnufEbpAO9vaTSZ27NnDUdOmdatjqqitpbK2lmZPU46HsDDxvd+5c8AdwkF+QXjEXHW1X/3woaCyro4oXTxut0x8bPzAInT6Oo559y209kYUSgf/veAuHKERPH3/LhITHNx0zU2oVCoefvZh7+9ob+negP3nuiJJEtddfh1HTD6ix8d1Uf2nXMurysnKyBrwvkcKQUEXZOTSdSZhF+sQk83Bv5a/x1WmDppcLpajpDbmDMzRLk457ljGZ2X1vk2jUZwcJ00aVP1JkGEgPFyIOlk+aNEyc9Ik9lVU0NJLJ21kiJr85Ei/66H+1AVUXHQ5enkeU7ZnsOGGZm+/hizD1oomdu3bzxGFhX7bitXpUKtUNLa0BHRs3//0EzMmTiREq+2WDs7LyeGoqVP5bsuW7i8MCRHCbtcu8f0N8uviMIo5gP1VNURGxwEQHxe4oDObO7C1G8kv+YG8qEdQPqpm/DwNb7/4M5npooxApVRx7y33Ulld6Z2LWrKvZEAdrl05Ze4pREVG9fhYICnX8sr+J0SMZIKCLsjIxGaD3bsprauj8JxzvJ5J2/eWsvWHCn7eup1TXFdRjoKLcWOP+phXH7yb1x55xGtP4ofHksQTEQp2sY4sQkOhoECk1A9iXJhGo+HoadNY27Ue7QCiwzRMSIqELl+TmvMuoj7nDNyEsLB8JR89afHOqCzeW0xmehaSonvn3PisLPb00yXowZNuhZ7rmI6fObN72tX3xnyi7sAoXpBfLl3TrIdBzLndMnsqq0lKEM1A8bHxNDUFJuhsj7xNptuNOySUy5Le5c0SETlTqfwj2qEhoTx+9+Os/d9a3l/5/oAtSwJFF6XrN+U6mhsiICjogoxEHA5hsCrLzL/hBr9aoyVXXkHZbXeTTQ5wFGcRTTkyZdXlfW+vuRnS0sTkgh5a2oOMADy2JiEhBxWJ6pp27Y24CC058V3sbCSJjienkZn/Fnm8xA3fXsxnr4uHioqLKMgtYFedEbvTv2t2INYlnoYI6LmO6fgZM/wbIw5EoxELkpISaGwMaJ9BRjFDVDN3MNQaLNQ16EmMTwTElAeb3dbvTNTwRzazfct4Esjib+P/jzf3zkEX1btHmy5ax1P3PcUb771BVU0VOVk918EdDFFRURgMhj5LJAZjWTKSCAq6ICOLA2YSdq01CnO7eaG6krWNmzmdJm7gBrbT2nfrvWc6QV6e6KwMGgWPbNRqUdsYGjpoUde1MaIvkqNDSYvxFT9LGhX1D52PoXAKY6hhyYfX4KjsoKi4iMK8QqwOF8X1Rlxu3wUhUOsSo8nErn37OPKAOryuzJw8md2lpbT3lXZWq4UB8b59UFvb736DjFI83ayHUczZHC6qWyzoG/UkJwrrEUmSiIuNo6m19yhd7P/Wkrr+XeqpRBuRw8M7fs+VF1dwyol9R/ZSk1N5/O7HOfv0swMauzVQtBotKrUKs6XnWl1ZloMRuiBBhgynU1iTdJlJmJudjUJSkEAonzGW2cDHwBvo2aFu7rv13mQSxfYTJwbr5UYTKpVP1A0i/TqtoIDq+nr0AaSGMuPCSYj01WfKGi0lf3uEtpRJmF2XE35TBUXFOynME/VzJquTPfp27yo/UOuS9Zs3M3PSJEK0vXdfazUaZkycyPc//dT3xpRKcZGvqIDKSjjM44aCDDEen7na2oDE3GBGeQVCWXMH7R0mnE4nkRG+GbF9dbpGFBcx/vF7SOB7qhK28JXptyw8vY4lvwvMjHjC2Alcd9l1Q3L8PdFXY0RjcyOhIaG91uCNBoKCLsjIwOWCvXtprq6mpks4/+VHn2ZySg7v8jDwd94hg3agBnC53d1a770nt/x8Cs87j9KwMFF0H2R0oVKJ9LhWO2BRp1KpOGHmzICidADjEiPQhfnS8M7IKPbceB82KZHaDiu2FiMd7WO9j7d22Clt7ABgQnZ2QNYl33apn+uL42fM6L2OrisKhVik1NaK8U8BTN0IMgpwu6GsTEzECTAyN5hRXv3R2mGnxWRH36gnKSHJry65t05XdZGezHueRmm3oz9lPjvCYyiYEMfSK8pGTGKkr8aIssqyUR2dg6CgCzIScLlECslk4s5XX2X+lVfidrspazKhIJQ1sdEk0IqEhRtpxk7vDufzr7iC4v37cbndFJeVMf/ccw/9+wkyNHjSr4MQdYGmXUGkkSYkRRKu9dnXOPMT0d5mo111N8fJNgy3vUN9gy8NpDeKaRLjMjLYV1nZbSLFgawJVNDNnNl3HZ3/gfvGqO3d2+/UjSAjHLdbTMJpbBxQmnWgo7z6w+WWKW0SCxZ9o56kxCS/x+Pi4rpF6BT6dtx3mNnR/jA14xdQevVNKJTl/OUqeUS5QvXVGFFeObotSyAo6IIcbjxizmDAHRnJx19/TYfZzOP/fgd9fRt5992CbucW0sJeYimx6CWb1+ahW5rV5RInt84UlNvtpqSk5DC8qSBDxiBFXSCNEV1RKRXkp0ShVfuuPrZjsnhlXArzJIml1sfZfsMW2k2+x6uazVjcKmKioqjR63vddpvRSElZGTMnT+73OI6aOpWtxcVYBmK0rNOJesPgqLDRS2eGgpaWAU+AGOgor/6obu3A5nAB0NDY4G2I8JAQ659ylZxOxj91P6GOKlQqE6c1P8/moljq6utISUo5qGMZavqK0O0r28f47PGH+IiGlqCgC3L4cLnEirStDXQ6Nm7dSlx0NHff/Deeeuk5Qq/5hOhtP2OKiGe2ZQ3KKSrGpqf17HDucEBbG7njxvmf3HIHblAZZIShVov0q0olZu4GwMQJE2gzGqmqqwt4NxqVkryUSJSdxsMbNm9gr9HAyVf9hRrOZG5bNpuua8Dh8EVO9jW0k52e0Wcd3frNm5k9dSraAAZ3h4eFMWnCBDZt2xbwcQOiUcLhCE6VGI14uvoNhkGN8xroKK++MNkc1LT5FhOelGtX/FKuskzOc48Tt/N7JkQ+yR1R06h0JRAZ0YTT7SQ6KnrQxzIcREdF02boOUK3r2wf47LHHeIjGlqCgi7I4cETmWtt9Z7E3vviS4468niy03KYahzDM/XtlGhu5OWz3yCiMI05M9/l7JNP6u4zZ7OJC31+PitXryYvL0+c3PLyWLly5WF4c0GGHI1GdCrLckCzTRUKBXNmzQo47eohXKNiQlIkdqedv7/4d66//HoMpy+kKW8uMhoW6T+ibYOv6FyWIT4hlR379ve6zTWbNnntSgKhX/uS3vCMxtu5M2hAPFqw2XzzenW6QW1ioKO8ekOWZVEb2qXHRt/Ug6DrYi4c99wXJH75KS6Nhkt07/J9Ry6P370bKCclMaVnT9DDSG9NEU6nk4rqCrIzR69lCQQFXZDDgceaxGj0irm2DhvvffElx0w/ityH7uQxRwcf8B7lV2Vz5uWJbHq3lk+//ZKzTz7Zf1sdHeKkWFgIOh05OTkUFRXhdDopKioiJ2fo/YyCHCY8PnV2e0CpxYGmXT3EhGv47xcfkTkmk6NnHg2A6dHpZE1+gwn8H7995c+om30+cGNS0/lx117sTleP2/v2hx8Cqp/z0KfBcH90mSpRunkzhYWFqFQqCgsLKS0tHdw2gwwPZrOIqLpc3q7+4SKQTth6gxWT1b8OU9/Qi6BrbiLsle3UrT6R3dzOPRkv8m71HO69eQ8FuSbqG+pHXLoVIDq655RrZXUlifGJo3aGq4egoAtyaHE4oLhYCLFoEY6vN1hYueFnXC4XZ7z7b2J/+J4MxT5CMLPwxVvB2sL+yjJaDQZ/H6/2dtHtN3FisJP114JnooTZLIRdH3gaIwKdteqhqq6UsPX6AAAgAElEQVSOZW/9m4dv/qv3PkmlpO7eJRjzJ6FtaiBx6b18/ZGYNpKemk55VSW76/w96gBa2trYV1HBjIkTA7aXOOaII9i0bRv2ft5fr2g0EB3N/N/9juLiYtH9WFzM/PnzB7e9IENPe7uIpCqVIrI6zPTXCWtzuKhs6Z6qb2hqIDHBv4ZOTItoIPWT5SjpwH5EEluzT+X6y8s47igxxaS2vnZkCrqoaFoN3Set7C3bO+rr5yAo6IIcSux2Ubhtt0NUVGeI30RpYweffraCYxrTUW9sohU40S3TgBuL1chv/vhHPvrvf1kwb563Po62NhGNKCgQ/w3y6yE8XETqTKY+Oztzc3JwOBwD9uW66dFHuXbxYo6bnEdshK/uTdZoKf7bI7QlTqah5Wpm/2sLP/4YTnpaOlW1VXTYXH4edSDq546aNg2NRhOwvYQuKopxmZn8tGuX3/0D8htTKimpqvLvfgw2CI0MWlpEZC4sTCxQDgH9dcKWNXd0W4y43W4amxpJiveP0OmsFpR2O1rXd2Qd9QYd9x7Brdfv53dn1nufM1IjdL2lXH8J9XMQFHRBDhVWqxBzTidERGB3uiiqNVBvsILLyY+rvuJ4eQk7uZvfomZrl0KO0qoqPvrqKxb+5jfijrY2Ed3LywuO8fq1EhUlGiXa2nr1YJMkiRNnzx5QHd3XGzbww/bt3HLZZQBMSIwkQqvyPu6M1rH3mjuwkkwUGtz3LGTJ1UuoqqmisrqS1g47ZU2+xo2udiUDsZfoqY5uoH5j3bofJwz9fMwgA0CWhW9gSYlIsQbQJDNU5GZne+vZDuyEbTEJz7kDaTO0ERYWhraLGbZktJH1tydJRWZLUj5zypdR3xjazWGltr6W1OTU4XkzB0FvXa77yvYxLico6IIE6Z/2dtixQ5zQIiJoM9vZVmXAaHGCy4XqoTvpwMDxlPM09/IDvpl/kiShUaspKStjzsyZYnUbFwfjxzOiDI6CHHpiYyE7WzTW9JJWnXvkkQHX0TkcDv58//08ffvthHVGThQKidzkSDQq36nSMWMMEVfVM4lruIFS/ti575vuuQkQtUi1raJxo+v81oHYSxw/cyZrDxB0A/Ub8+t+zMpi5UMPDWryRpAhwOUShsEVFaJu+BAuRK02G0dNm4ay87uXkZLi7YR1utyUNvU8ak7fqPeLzsluN9rrdlFcfjNxyhjOa76XkEglMdHdZ7TWN9R7x4WNJHrzodtXGozQHXYkSVJIknSDJEnFkiRZJUmqkiTpSUmSggVVI4XmZpFeCA2FsDCqWs3sqjPicLmpqaqiZtEZrN+4ntOAa3maD9gNCBGnVCrJHzuWVx9+mL9eeilqkwlSUiAnR9TOBQmSkiJurd3rYsDXGBFIHd3zb71FRkoKC+bN87tfqxZ2JoouYQjLGQUslcSF8AUgHiW19b7ZqmXNJt749HPKqquZXijGhg3EXuK4GTP4/qefcLl8jRYD9Rvz635cvZqccePEb1GvD44LO5TY7SIq19goFqOH8Ny1ZedOpi9ciMFopO6773jurruYkpfn7YQtbzJjd/Yc4a5vrPczFR7z1htoGpuRUVDFLJxh7Tx6VzEhIf6vl2WZWv3IrKGLioyivb3dzwi8pbUFh9PRzW9vNKLq/ykjmqeB64CPgCeB/M5/T5Mk6SRZloPzcA4XnvRCRQXodNhRsK/WQJtZrOZkp4vwa38my3kdT/IAJmCPSo3S7WZCdjafvrjM137vdovIXHo6pKYelkHVQUYwGRniotnpZ9iV7PR0QrVadu/fT8G4vlfg//nsMx5YurRHq4UIrZrxSRGU1PsiXP9Nz+SJynLO4zyOx8S+sO2AGCH0zEvP0NjUyFtPP4u6MxrjEViBkBgXR0pCAjv27GFqfj4gBOH8K6+kpKyM3OzsgfuNdTZLUFoqInVZWcLmJMjwYTYLMed2D8pjbrC4XC4efOEF/rl8OX+//XbOP+MMJEnikoULufe55yjev5/klHQa2ns3sO5qKhz33Roy334JNwpu1H2AvmMi55y4jdiYvG6vMxgNqBQqv/mvIwWVSkVYaBimDpN3Zuvesr2Myx434ixWBsOo/TVLklQI/Bn4UJblc7rcXwY8CywC3jpMh/frxuWC8nKxIo2NpcXsZH+jiMoBIMukP/Uqbue5FGPgJxQ4cKNwu3Ht3tV9W62tMHYsJCV121WQICgUImpbXCwaJQ7oGvRE6foSdO0mEzv27OHoadN6fU5chJb0OBdVzaIb8LG7HuO2e/7KlOpJpNGA3bqLK//8PFVNq7h40cUsPH0hoVoNNofLbwJFoOTl5LC/stIr6AYiCHtFqRRRotZW0Wk+frwozg8y9DQ3C+N0rfaQd+F/+d13/Oezz/j5449J63LeDAsN5ZoLLuDxV17l6itu6nMbHlPh0M37GfvkAwCULL6WtdvnckbGBlzuyh5fV9dQR0ryyIvOedBFi7SrR9D9UurnYHSnXM8HJODvB9z/MmAGlhzyIwoiDDKLiqC5GWe0jn2NZorr/cVc9rKnyVj7GvnczFPchgM3oGBs+gEpJKdTXHjGjQuKuSB9o1KJJgnoZjw876ij+HrDhj5f/t2WLcyYOJHQfjqm02PCiI8UReJpKWn8+8XlRLwxm9kxP7HKVU5m6TcsOuMzzltwHiqVCofL7S0xGCgpCQnUN3Ufgj4kdFoGsXOnEB5Bhg7PgnbPHrG4OESdrF3ZX1XFCTNn+ok5D9csXswHX35JjV5PTV0Ni69azHHzj2PxVYupqavxPq+hsYEUwrHcG8pu+x3UHr+A1vPP4x8PFzFtUgSNXbwYu1JXXzci6+c8REdFYzD4GiP2lY7+kV8eRrOgmwm4gR+63inLshXY2vl4kENJczNs3w5uNwZNGNuqDX4hfdntJu3vr5Ly6Qe4VWq2Xb2Q/0nNgIKsMWP5/JUuKSSnU4zCyc2FxNFf2xDkEOCZJmG1Cr/DTk6cPZtvf/jBrx7tQLp2ox7IgXYhCmsrESG+5IYcG8a4p/5CSZSOldQx/a3XWf+9b+SRxd7dziQQkuPjqW/s+aI5JISGCsGxZ49Iw/ZhARMkQGw20c2v14umncOU0q6oqSErLa3Hx9Qh4Zx0wsm8t+I9/nrfX6moqsDtdlNRVcFf7/N5L+ob6pj02f9wu7W0q8ZwXvMLWG1KJKnTi66558VGXUPdiOxw9RAdFe3XGPFLsSyB0S3oUoEmWZZ7soyvAeIlSerWFy5J0uWSJG2WJGlz43CeLH9NuFzigrBnD86wcEo73BTVGb0DnkGIuYgbtlD51UJalZPZfcdD3L35j8iygn8/VkTZ15/6auYcDp+Yi4s7TG8qyKgkLExE6oxGr51JckICqYmJ/FRU1OvL+hJ0Xe1Cdu/fT+Hpp3HEb45myVVLvBENZ2Iylnsex6TOZDKziXj4J3bv9aXZDGYH+xsCm0PrITkhgbrhPkepVEJ4NDWJTnRTzx2PQQLAYBALWrtd1MsdxpqsitpaMnsQdG63zL6GDhadvYiVX6ykoqrCu9CQZZnK6s40qizTXFHGEfXfMT78Lv7gPInIJCVarfhN+c1zPYBtO7cxIWfkWuToon1edHaHneq6arIysg7vQQ0Ro7aGDggDepv/Y+3yHD+DHVmWXwJeApgxY0afS2aj0UhDQwMOR/e27CCduN1iZS/LuELDcDqcEKogLNS/Lkdpakf+xywi0FIZ9jLucA13H9OEQlpBaqKd3dYDthkVJVa5ev2hfT9BDgtqtZrExESioqIOfmMxMZCZCZWVQqzQmXbduJGZkyd3e7qhvZ3i0lL/KSRd6GoXIssy9s7zQUW1iGgsf2E5AKbcAvad9lfMn2QxS97PN29th7vHerfT0G4lRKNgTExgNWvJ8fHDl3LtiiSJZhKbTYi6zExITg52kgeKywVVVVBXd8j95XqjoraWzNTuUbLKlg6sDhepyanMnDqTLdu30GZoQ5ZlJEkiY0wGALq336PFbiNepeV468uET4rklut2eTVqfGw8zS3N3td5MLYb2bpzK3fffPeQvyeVUoFWJaFRKQlRK9AqlSgUwtpKkkBCQiGB0y3jcLlxutw4XDJOt4zF4cLqcIHs70VXXllOWkoaWo22n72PDkazoDMDveXiQro8Z1AYjUb0ej1paWmEhob+IjpghhRZFpE0ux2XJGF3gaunlJIMmuYGNG4n7jCJlugE2hVOTB0mEuI1ZI/JJtozx1CWxckxJCTYffcrQpZlLBYLNTUi2jUkoi4lRXQYtrSATse82bP55/Ll3Hr55d2euu7HHzlyyhS0vVyIc7OzKS4t9bM6AOEFV1XtP63BfPlUEhu/ZsL/HmHaDthZ/iLmLN884cpmMyFqJfER/V9AUhIShjfleiBarfBHq6oStas5OYel/mtUYTKJxgebTSweRsh1oidBZ7TYqTX4Vs4XnHMBP+34iYwxGVTVVJExJoPH7nqM0Hd3sWP5RJLRcqXqVfTxBbx4x040at/5XavVEhoaisFoQBft6yxf+7+1zJw2k/Cwg2sCUSokIkNUnTc1EVoVKuXBLTDcbhmzw0lOaiINzS1EhKi8Ha6/FEbzEqwWkVbt6cyYhkjHDnIYIjQ0NJCWlkZYWFhQzB2I0wlmM267HRsSFqfci5iTUdYZULS2UAlsV0jUdBgwtqtITkxhSl5uUMwFQZIkwsLCSEtLo6GhYag2KkyHw8LAZOKEWbPYuHUrVlv3oH5f6Vbw94/TqNVePzqFQkFuTjapOv9Girbb5tJ23GxUFjPj7rqFZY9F4nD4ziF79e20W/qP+icPZ1NEbygUIsJpt4v0YV1dr5M4ftW43cKWaedOX4RzhFwnLFYrbUYjyQkJ3vucLjd7GzroMoCH3HG55GTmsOTcJaxfuZ7lLyxnrNtN6PK91GEiNiSNDWln8vg9u4mK7F5fGR8b360x4qu1X3HSCScN6rgjtCoy4sKYkqHjyJw4ClKjSY8NRxemOWgxB8IkPEKrJjs5AYfVxOQxOkzN1Rw1uZCkqJBBdaKPNPr9lCRJGv7JwYPjR8Txz+p6pyRJIcBUYPPBbNzhcBAaXJ3643aD1YpstWJ3g9kFDlcvWWsZFNUdtHTAThQ4wsJJTh6Ly12IUplKTGSETygHxVwQIDQ0dGjLG5RKYcvhdqMLCaFg3Dg2/Pxzt6d1nebQE10NenevXk3e2LF+5sCZceHowro4/ysU7LvhTozj82lqPok/rt3MM8+ker18ZRl217djtffcpOFpwsg68URq9Hr2VVT0+TZfff99Xnnvvf4/j4EQHi7KHiorg7V1B9LRAbt2iUimTjfiZklX1tYyJjnZN/caKGvq8Ktp9nDBORfw5ntv0mHuQNlhIu++W8h1PoYraSWJs3J49ZntjEnpubIpPs6/jq65pZnifcUcPePogI81MkRFVlw40zNjmJyuY0xMGOGa4b0GxMfE0NRpRL6jpISjJ09kbGIE0zNjmJKhIy0mBI1qdIq7QGTvfkmSrpEkaaRdad9BrDeWHnD/ZYjaueUHu4OhiMy5Xe7R78rudoPdjmw247A7MLvA7u7jPclAYz3V1lpaaGZMZAKxiRnUN0SiVMiMz3Tg/b0ExVyQToYlEq7ViuYak4l5PYwBa2lrY19FBTMnTQpoc37TF1atIic9HUmSGJ8USYjGdxFwa7UUL32EWsWZQCa/W/My//6PLwXmdLnZVd+znYmnCcOT4j39iiv6PKZN27eztbg4oOMfEEqlr7h/xw5hEv5r7oR1OsVnsGOHOGfFxIzIOsMD063NJhuN7T2LslnTZjF10lSuvPEKNPffTlh1BeVhebwZPYXExOQ+g44Hdrqu+X4Nx8w6xm/2a08oFBLJ0SFMzdAxaYyO1JjQQxodi4+JoalN1A1uKylhSp7PHDlcoyIzLoLpmToKUqNIjAxBoRgZkddACOTb+BnwDLBbkqRzh/l4AkaW5R3Ac8BCSZI+lCTpT5IkPQk8BaxlhJgKWzvMWA3tuGy20Ze66BRybrMZu9WG2QU2WfJF7WXo6OjAYDTQZmijta2VltYWWqor2GdoIxI3Y5Pi0STEUF0XgtstMTbDjtZTqhQUc0EOBZGRkJPDvEmT+PoAQbdu82aOmjYNzUEWsquVCvKTI1F2Ofk7s+LR3mChQHUP5/MgEW9+wBdr4r2PW+0uSuqNuA9YHHVtwgD6jdBV19fT0tZ9PuWQERIi6sP0eti6VXTEjrZz2cEgy6IWc9s28RnExIzo2sKugs7udLG/sffuakmSuPmamznHOpXf7NjDamUc88yrcEh6khP69v48sNO1v3RrqEZJdnw4MzJjyEmIIGyYI3G94YnQ1ej1qJRKv9S0B0mS0IVpGJcUwYzMGLLiwkdF1K5fQSfL8h+AacA+4F1JkjZKknT8sB9ZYCwFbgIKEeJuEfAP4IwRM/ZLBqcMlg4rFkM7Tot15J8Muwg5m8UqInJdhRyiILxOX4e+SU+HuQOL1YLNbsPZagargzxAl5KGOyoKp0tCdktkptmI8DT4ecScVhsUc0GGn4QEjp43jx0lJRi7pA/XbNzYZ/3cQAjVqBifFCnszjuxnZhD602/AeBxbqblna1+P3+jxcm+Rv90ZteZrQBjkvs2aa2qq6N5OAUd+OrEQkNFE8COHcKmY7RnH/rDZBITSEpKhLAdQbVyvVFRU+O1LNnf2IGzH1Pr2NXfsqDhIm7mNha6XMRM/pSoyDISE/r2/+yacq1vqKeyppKZU7vbv4ZqlOQmRzItI4YUXeiQ1MMdDB5Bt6242C861xsqpYLUmFCmZ+qYkBxJhHbkXq8C+mRlWd4hy/KpwEmAGlgjSdIKSZIKhvXo+j8ulyzLT8qynCvLslaW5TRZlv8iy/LIKviQJFAqcUlKrBYb5rZ2bO0duOyOYRV399xzT2dLd/fbm2++6f9kWQanE9liwWHqwGK2YnbKOHr4ijidTiprKnHLbrLSs0hNTiUlMYU0RwgJrjRiyEJOSsMVHim6XDUy47ItfPD+K3y8YoXYiMsl2vvV6m7b91BZWcmll15KWloaWq2WrKwsrr/+epoGWSj+0ksv8fHHHw/qtSNpH0EGgSQRmpvLrIkTWbd+vffu/hoiBkpsuIaMWH9bkubjTqRy8aVYGMNF1UZCNvmPTGpqt1HZ4ouidG3CiI6I4LoLL+xzn9V6/aAFXWlVFaf+6U+Bv0Ct9qUad+/2jVv7pWE2C8PlnTuFUXVcXJ/nqpGEJ0JXb7DQ2tF3X2D43mImvHwfR3AlEmnkFq5G3/AYm7duJqmfCF1CXII35fr1+q854agTvHOLAULUSsYnRTI1XUdcAF3dhwpdVBTtHR1s2bmTKbm5Ab9OkiTiI7RMTtdRmBpFZMjIE3YDOiJZlr8BpkuStBi4H9gmSdLrwF2yLNcOxwH+opAApRI34Ha6cNrNKBSgVKtRadUolMohr8mIjo7m888/73b/uHHjhIhzu5GdTlx2O06XjEsGWZj79Lg9i8VCTX0NMdExxMXEifcky2ga9ajNbVgBOUaLKyqS5hY1doeClCQbIWoFL736KhMLCjjrtNOEmOsjzVVUVMScOXNITEzkwQcfJDs7m+LiYh588EE+/fRT1q9fT2oPPkt98dJLLzFx4kTOOuusAb1upO0jyCBRKjnxtNP4euNGzpg3j0aTiYraWqYXFg7pbsbEhGG2u2jqUrdUff4faP26kI76ccQ8/iNPz57E+ZeZiY0RTSDVLRa0KiVJUSF+M1tvevTRPidcdJjNtBoMtAzS6uXV99/n2x9+6OYn1i9arbiZzUL06HSQmirS2yM8gtUnVivU1Ig51BqN18dwNFFRW0tSYhLlTX27dqmam8l74DaUdjt7ph7Lm7YFPHnvbhyOl3ntP6+RkZbR5+u7drl+tfYrrr30WgA0KgXpsWEkRmpHpEOEQqEgJiqKNZs2cem5g6siiw7TMClMQ4vJTmVrB2Zb77/RQ8mgJKYsy8slSdqMmJv6B+B8SZL+Djwiy3L7UB7gLxaFAlkBLhlcDicOmwNJAUqVEqVajVKlRFIqD/rkqFKpmD17tviHLIMsI7tcuB1O7EYTblnG5ZY7RZzCL110IAajgYamBlISU4jwDECXZTQNejTGNmRJghQV7vBQDEYVjc1aoiIdhKqVXqsH3G6x0u1jtSvLMkuWLCEmJoYNGzZ4fclOOOEEzjjjDCZPnszVV18djIQFGTDzTjmFy999F9rbWfvDDxw7fTqqYUj5j02IwGx3+k70koT56akkX72a8a3PctW6FVxd8wlPP7qH0BARpd/faEKjVBAT7lvopCQkUNOHuXZ1fT1xOt2gInQul4vXP/4Yu8OB0WTyWQgNhLAwcTObRedneDikp4tZsSPwYt4jsiw6V+vqxPhCTxRytBz/AVTU1OJSR+PuKx1utqO8sgaDuYCQ/CTM91zL86oi8ZZDo7n+8uv73Y8n5VpRXUFzSzNTJ00lRRdCekzYYU+r9kd8TAz/+/lnnr3zzoPaTmyEhtgIDY3tNhSGw98wFNCnLklStiRJ50qS9LAkSV9KktQE7AKORUxi2IWoZ9srSdLvh+9wf4FICHGnUuJWKHG4ZKxmK2ZjB5Y2IzZjO/YOM06rDbfDIVKVbre4dQo0L55/ex7vTOe6LFYcpg5sxnasRhPmdjMWmwO7LPHEP54lLjWJ4pIS72Y2b9mMLk7Ha/9+DRCND9ffcD3HHHcMxxxzDLOPns1fbvoLxjYDigozLmMYbklBR2IKj764jClHTCN7bDRnnDGG++/7A0qFxJzf/IYtP/3E62+9hRQSgqRQ8Nprr/X4kaxbt46tW7dy5513djOZTUtL47rrrmPFihWUl5cD8NprryFJEqYDUj9ZWVncdNNNAMyZM4ctW7bw+uuve9POnv17nnf//feTnJxMREQEixcv9hvgfLD7CDIymDFjBpU1NTSEh7Nm3bohTbd2RamQyE+O8ruwyVFa2p85GmdcBMfK33HDvhu5+5HxOD2LexlK9O2YbD7rlv6mRVTr9UycMIEOiwXnADtQv96wgcS4OMZmZBy8gXFYmC+aVVwsmifq64Xh7kjF5RICbscOEWVsbxdCbhRHGZ1OJ3VNjURG9TEyUZaJu+dz2s157OEalh21DFmtGfBbjtXF0mZo48s1X3LKnHlMy4wlOz5ixIs5EIIOIC8np59nBkZCpJa48MOfVg7Eh66FzoYI4GaEae9K4M8ID7goWZZnAtnAKuAtSZL6l/dBeqaz3k5WKnEplDjcYLc7sZqtWIxmOgwmzG3tmA3tWNrasRrasbYZxa3zPovBhNlgwm6zI8sy7e1mOqx2LA43VpcbhyyL1K4E1117HdOmTeOKq67A6XRitVq54qormHfiPC656BIAzBYzZrOZW265hQ/f+5A777iTtevWcvHiRbgcWpyEY01I55o7buOhhx9i7tzz+Mc/PuHRhx/CahFh/+efeoq83FxOO+00NmzYwIYNGzj99NN7/AjWrVsHwIIFC3p8/KyzzkKWZb777ruAP9bnn3+evLy8Xvf/9ttv89VXX/Hyyy/z1FNPsWrVKv40kNqiAPYR5PCjUqk4/vjj+aaoiDXbtjE3QLuSwaBVK8lNivCLejviEij+26M4NSGcgIoLfvyMvy/L8a7L3G6Z4rp2r2dYcj/TIqrr68lISUEXGUlLlwVIIPzfhx/yh4ULh3bEmFYrhJ1GIzzstm4VtXatrUJAHW7cbiHcKivh559h3z5xzo2NhYiIUSvkPOwoqyImOsavlu1Akle+z4SiR8lkGU8q0gkdN7h0vUqlIjoqmpVffMKfF51DhHZ01BiCEHQF48b1+TmNRgLJNXwLbAJ+ADb3llKVZbkBuFSSJAui8/SZoTrIkcScOd3vO+88uPpqkXU47TT/x9zOUC64wM6SxS6amuHCi7q3u//pUgfnLHRSXS1x2RXdTSr/fK2d0051ebtMewyky4gLR9fzkaSgpaWFmKTuq7Wd23aSmZmJQqFg2fPLOOa4Y3jyqSdpbWulsaGRTz/51Pvc6Kho/nrLXxmbNRaFQoHTbmd8eBhzliymUb+Z5IlT2a2v5N9v/JsH7nuC+WfeQMYYK9FhEheffx64XBQUFhIeEUFCQoIvBdwLNTU16HQ6oqOje3w8MzPT+7xAKSgoIDw8vNf9WywWVq1a5U0lh4eHc+GFF7J7927y8/OHZB9BRgbz5s3jrbffpq65mam5uSKK1I931mCJDtOQHRdOWZOv6aFjfB67fv8oLW9MphAHW9dupPWCNG89nd3pZne9kYmp0STHx1PXh6CrqqtjTHIycTodLW1tJMb1EZnpQqvBwGdr1/LcXXex7scf0Tc1UVpVxfwrr6SkrIzc7GxWLltGTnr64N64Wi3q6gAsFtFgAEI4xcaK1OyhMuR1ucTJubUVGhqEn5xaLY5BOfKtKALFanexadd+khN774qO/vlHsl/+BxJwK2cz5cYYpk8ZnJiPDlOTkZxEq9HY6xzkEYPDIW5OJ7hcxIeFEZWTA21tIqt1oJD3rLAUCvEd8YzFG+H0K+hkWV44wG1+D1w9uMMJMmh6WVhGR0Wz4pMV3e5PSUnx/v/YnLHcd8993Hr7rbhcLl5a9pLf482tzaz5Zg2XvH4J+0v309HhuzjtMreRqAth3fuic/APl5xPZKSZMK1SFMR6uniH8II5HIW2J598sq8uEFi4cCFLlizhxx9/DFjQBRkdzJs3j6VLl3LmmWeizMuDoiJhnTNMF/cUXSgdNhcN7b45mqZFM4jdtZExW5bzvKuYnW0vYI7xzZQ021yU6NtJiusn5Vpfz+TcXGIHWEf39qef8tvjjiNWp/OOGOtqaFxcWsr8K6/0NmccFKGh4ibLvvm6IM4JcXEiMuZpshiKv4HDIUSkySREnKdMQqX6xYk4D263zB59OzX1dSQl9tydqtlah/vuDpzucB7jWmIvnoMVKmcAACAASURBVM1v5gS+KPagkCQy48JI0YUyJjmZU449duQ1P7hc4jvgmTwTEiL+9uHhEBrKsaedRnhUFEydKh7vevwul0/82WxiO0ajqLP0ZLdCQkQUeoS97+Hou/0c+N0wbHdE8O23vT8WFtb9cbPB0lmcKhEfB6tXWXp9/Zgxcp+PDwalSskR047o93kLzlzArbffSkxMDGefdbb3fqfTyScrPuHmm2/mT3+4lHsuu43oyARam3dx7k3XYXHLyDKUVxgJCwsnKioKrUqBUpJ8NX0hIQPq3k1LS6OtrQ2j0djjoHZP7Vxap9fSUJCY6O+5FBoaSkREBHV1dUO2jyAjg8LCQpKSkpg7d66ol8rMFBMAhrGjMSchHLPDicnqq3Mz3Xskrie+QPWtmbx7/8rSmZ9TeKyK6VOMABjMDlQKDWaLBavNRkgPi6JqvZ7T58wZcGPE/334IfdfLypjPCnXrobGbrebkrKyg3nL3ZEkn7gDcdFsaBDNCOA7V0RE+C6YHqHtaRDznFM8N5dLdKZaLL6byyWeq1AIkXgQ3nHF+/dTrddz0tGBj7M6HFS0dGCyOalvqO8xQqfsMKG4r55m19H8GH4XP5+wiBt+17dhdU9EaFWMS/KZAt99zTWkd1n8H1ZcLiHe3W7xvYmJEb/psLBujgoXXX5579tRq3uOHnsWCh0dIrLn+b2FhIwYo+khF3SyLLcCHwz1doMML9ffcD3pY9JpbGrkoUce4p677gGgpa2FdWvXMXP6DJbdsBS7TYeLcL6rELVxsgx1ei2hYQmYzR2YTe1ExMX4TrahoQNeER9/vPCtXrFiBUuWLOn2+IoVK5AkieOOOw6AkM4fn93u77nU2jmvLxAOHApvsVgwmUzeSOVQ7CPIyECSJB577DHmzZsn7khOFnVVRqOYXzoMKBQSuUmR7KgxYHe6PQfCvutvJaS+BqnYwpLP13Hu15fw6BOljM8Rv69mk5342Dj0TU1es9iu+KVcA6yh21FSQl1jIycfcwwASXFx7KuoIDc72xuhUygU5GZnD82b742eut0dDvF3aGsT54+uTV89iTJPxESlEtuKiBhS66cHly3DarONaEHXbLJR1yaiv/UN9eRPOCCj4HIx4bF7CLXtZW/4X+h4fgY3xFUMWOOmxYSQHhPuNwprxjDWoAaM3S5EliRBSoqI+oaGDn30zPN9jYoS+/F8VxsaxPd1BDQAjfx2lCDDzltvv8XnX3zOyy+9zIMPPMjfn/k7m7dsxuVyYTAYcDudhCCjtFnRqFuQ0uGdlR8CYGxXYWxX85uTjwXgnXf+4z8FoouY02g0WK3WHo+hK8cffzxTp07l/vvvp73dv2Szrq6OZ555hgULFnhr6caMGQPA7t27vc/btGkTRqPR77V97f+///2vXwfrhx9+iCRJzJgxY8j2EWTkcNFFF/kivJIE2dniuzqMJ2XRJBHpd52RNVp23/4IRcq7cbon86rzRW68K586vS8aFx0dw47S6h63Wa3XMyY5mdjo6IAjdP/34YdcfPbZKDt/m56Ua1dD47ycHFYuWzb4NztYPLVtkZEishYT47vpdN1vMTHCIiU8XERhhlDMGdrb+eDLLwfcMFJaVUXh6aejKiig8PTTKa2qGrJjOpAOu5O9Db7zVn1DPckJ/hG6zNdeIGbzBjokmeK/TMYdHz4graNQSOQmR5IZFzGy5pp2dIj0vdsN48bB9OnCMics7NCkQtVqIR7z80XqtrBQ7PswEhR0v3BcThc//PhDt1ttrfCBrqmp4ZZbb+H6665n1sxZ/OHiP3Di3BO54qorqG+oJ0IbyklTjmX9li3c//rrrN5fyi33/Y21a9cC0G5So4t2MGtGNpf98Y/cdNut3HXvvXy1fj3vf/IJixYt8h5LXl4e69ev54svvmDz5s00Nzf3eMySJPHGG2/Q0tLCUUcdxb///W/WrVvHSy+9xOzZs4mOjua5557zPn/WrFleO5PPPvuMN998k8suu6xburav/YeGhnL66afz6aef8vLLL3PNNddw9tlnU1BQMGT7CDKCUath/HiRshlEN2agF/HIUDU5CRF+9znjYlHdoiFJ+TmnuO7gRtOD/OWufAxGkUCJi4ljZ3kNzSZ/sWm2WOgwm4mPiQk45epwOFi+ciWXnO0rq/CkXD2Gxs5duyhatWrQDRGHUtAMJ++uXk1OevqABZ2nFtHlcnlrEYcDh8tNSV273yxgfYPeL+Ua/uxPKD9sxoGKq+KXE57ffW5pX4RqlEwZEz2iJj1gswm7mdBQmDgRJk0Swupw1kZqNOIYDlWjTy8EBd0vHIPRwLyT53W7vblcjP669rprSU1L5Y7b7vC+5p/P/hO9Xs8DDzxArCWaS86+musvvJxn//MfLrjkIqqqqnjlX68AEBriIinBhlal4IVnn+Xu227jzXfe4bQFC1i6dCmhXWoL7rzzTvLz8znvvPOYOXMmK1eu7PW4J06cyJYtWzjyyCO59dZbOemkk3jwwQc566yz2LRpk9+UCI1Gw0cffYRCoeDcc8/lySef5IUXXiCm02sokP0vWrSIuXPncumll7J06VJOPfVUXnnllSHdR5ARTkQE5OSIGaUDZCAX8aSoEJKj/U/8tmMykO9KQKFwcZvjfk5qfJ89+8MBIeiaW5vZo2/HaPGl/Gs6o3OSJHm7XPtj1dq15GZnMz4ry3tff9YoA+VQCZrh5v8+/JBbL7sM/QAF3bDXInayr8GE1eFbfLjdbvRNem9TRNj6Ytq+mEAxt/GI9iUWPRaPLjpwr8L4SC2Tx+gI1YyQEVcOhy8iV1AAeXm/CKuZoUSSf+nDlftgxowZ8ubNm3t8bCB2FX1hNohpDCP1S2ez2TBbzYSFhKHRaLzdSoYGPWZDKzmEYFMl4E4PBZXQ/13fjiyDWikRolb6OlqHo35hGMnKyuLcc8/liSeeONyH8qtnqH53g0aWhcWGySTSfgGiKijwG9GlVCpx7trVx25kimqNGC0Ov/uTV7xH9ovPsl+6EuNVs7CePp5/vfkvJEni0sWXolRITBwTTbhGxTcbNnDf88/z7Rtv8O5nn/He55/z3rPP9nmcC666irNOOok/nHOO9z6Hw0HY1KlYt2/3pmEPhoF+FiOR4v37mXvxxVSuWUPU9Ok0bdxIeIDptMLTT/erRczLyRmabuEuVLZ0UN3i30DX3NLMRddcxKq3V6FpqGfS0j/RZDiWTdIZmP4xi3HZfY8C8yJBVmw4qTEjo9AfWRaLLKVSNDDFxg75iMzRhCRJW2RZntHTY7/eT+VXjizLNDY3UllTKeaz1tWwr2wfNXU1GOrqaDG0kgK4I7W4s8K8Ys5iVbC/PAyLRfxboQCtSuHf0TqKxFyQIH546ulAFFsHSG52NgqF5zfRf0OBJElMSIpEq/YXUPVn/o7iSXdSLf8O6wvhbHrHwo8/59LUmbp3uWV21xqxOVyifi5JRGPiYmL6Tbnqm5pYt3kzv/vtb/3uV6vV6CIjBzU+rCcG+lmMRF776COWzJ+PWq0mKT4e/QBKJ4a7FrHFZO8m5kDUzyUlJqGwmMm/7xa0hlb0OgP1DwQm5mrqalhy1WKOP+N4Tl5y7shIldvtIiqXmAhTpkB8/K9azPVH8JP5FWK2mCmrLMNms5Gdkc3/s3feYU4U6B//TPqWlE22JFvZCizVhqioiIKgwCmngIdiP8TDn+3EBsqJBbFx6p3YTj3FQ1T0RNTzUDkbIk2Q3rb3zSabrckmM78/Zjdsti/ssgvm8zw8mmRmMpNNZr7zlu8ba40lZUAKAxIGYPCoqa2WCEeJxmTGHWPzCzS3RyC/UIcggFotR3Z1KqVsgefzddueJEiQfolGI9fTVVUdiTp3wtFcxDUqBQOt4UfmHDdS8cg4TOZtZEqPMPPjORzeG8fm7XX+hk+PV2RXoYucwkK/ZURXaug279zJmcOHEx4W1uo1a1RUt1OL7dEvmiuOAa/Xyz8//tgfxbRGRnYrJd1TtYhtUevxcqC07XHpxWXF2KKs6G/7AXWWnbrYBLzL72fkyK5F5u595F5y8nPxif0kVe5yyfVymZkwYIDcyRykQ4Kf0G8IURQpLS+luqaamKgY9OHNUkqSRFiFnRCPhnAiUYbX4Yk6cuL3NgjkF8gh+ITYOlQqCY1SgVIhyAaMPWUK2gc0+doFCeLHYIDERMjPlzspO6HpIt5dwrVq0mPC2Vd85CItaNS4lw9BfU8NppzDvGJ4imuKtbz9fhyzp8tGsPUNPn49lMuYkUMAMBuNndqWFJWVEdvCb7GJpsaIYQMHdvsYWnK0n0V/4csffiDBZiMzTTZ67tHRaMeAxyuyp6gKn9h2mVRxaTEJ+0TKKs6nmgTE+8KQ9F2z4QnVKsktyD0utX+d0mQHEhUlp1hPgAkN/YVgOOU3RHFpMT6fj+TE5EAx5xPRFeajcTnRCmUozXWItiNizucTyC3U4RMFEmLr0WgklAoBjUpxZIxO8EcX5GTDZpOFXTM7m97AEq4l3hxYr+QLC2fPoqfwRFgY7qoiSjjIy28l8MkXRwRZYWkpaA2IotSlCF1RaSm2jgRdDzZGnMi88eGHXD/tyIAka2Rkj0Uv28PpctFRPbsoSuwtdvln/LZF5eafGFmxGQM7+PV0I1Jq1yKDplA1Q2ON/SNV3mTcO3CgbEUSvK50i6Cg+41QV19HbV0ttmhbYOFzvRdldjXK2lpEpZK6uERES2BKRqGQCNGJxNvq0elEBBrr5nw+OSrXwoU7SJCTAoVC7nr1eo+MEOolEs1hRIQF/o480VZ2P/A0ZSzBIVXzrvFFyiuOLFNaXoreEMm+kipCdDpEUaSuAw/EorIybFFt21bE9JMoVF9jdzj4748/MvPSS/3PNfn09SbnX301323e3K7ly4HS6oApIy0x7NiKY8c2Uqlj6yluMv/StekNkXotg20GVEpF36fKmzxHhw3r1aktJzNBQfdbQIKy8jIizZEolEf+5Ir6eoR8D15RT70ihrr4JMRmNiOiCF6vIBtwx7gJDZXvDrVqJYqmu0mtNtgEEeTkRauVIwUuV+DUgl4gI0ZPqDawbKE2MwPzVU5CUDC+8i7ujXkVkOtZS8tLiY6MxlHj4WBZTadp144EXX9JK/Y17376KZecfz6mZv6Svf3ZlNrt7Ni3j/3Z2W1avuTYa1p5EDZHvbWQ8IXryUXikO0KBi8+p0vvazXqyIjR+50Nmtf+rVm+nCm33HJ8vAQlSZ65Gx4u18v1kzFaJyJBQfcboKqmCp/Ph9Fg9D+nqnIRkp+DTipBoajDl6BHahZpkyQoKNKRW6ALuI6plQIqAVntBZsggvwWMJvl8WBH4U/XHZQKgcFWOVrSnNqrhxJlCqMUH6nPL6Hqi11Mv3EwNbV1/t90eZUbvd6AvYNRdJ0KumDKlTdWr+aGZpYu0Bi97MXPZv3GjQBk5ee39rA7nEWBo/353srySnx/aSDL+ycOo2HQ0uu7dH+dYA5pZXDdnOPmJej1yl2sNpvciBRMsR4TwavxSY4kSZSVlxEdFS3fiUkSqhIHuuJCBElCNOiQUkJAo2y2DhQWa6mpVWE2NfhPEAoBNEplm2O9ggQ5qUlMlL/zvTzWTR4PFt7qomxISGLnOWPBK5H00j7Okdbh88Wze9+RSFJYmIFdOUXtbru4vLx9QXcc0opd4VBuLk++8kqfvPcve/ZgdzoZN3p0wPPWbtqWdJdvNm7klMxMsvLzW9WxJcS3XwcneNwkPvwgA7xvIap3gU6FMcLY7vJNJEeGkWBu3encnONijuzxyJHv9HT59xUMDhwzwU/wJMfhdKBWqwkLDQOfiJBdR4PLiJdQ3JHRuKNtASlTSYLiEi1V1WqiI90BzuI6tRJB9Ml3UcEW8iC/JZRKOfVaW9vpaLBjHX1lDNW0ip5YIizsOnMM+5Luo9g7mfHObYSrLNz9cCb7DsoXZ324ns179pMxcVKr95YkieKyMqz9POX6yddfs6KPpqt8vG4dMyZN8guqJnrjs2n+HfnHhx8yddw4svLzA+rYkuITWfrQ0rY3IIoYHngaW/Y2tKHbKV7QgDXG6k+fguwrN2vuLM6dci6z5s6ioLiA9Bg9NlPnKc1eb5DweOTmh8GDZW+5ID1CUNCdpOhNevQmPUnJSWQOyZQfW4yEnxKD4Qwj6jOG8PXOXdAiEmCv0FBZpSbS4sYccaQQXKtSyHVzgiA3QTSeOKxWKwsWLOjWvtXX1yMIAq+99toxH2dPct999xEfH9/XuxGkvxIWJvthdZJ67Yl0VcvxYBazhYpKJ46lF2LUb0ctvcFE1R5ideXcuTCTvAIdRoORt957i4PZWa3e21FZiU6rJaSdWZP9RdB9v2ULRccx9dtcWD3/z3+ib8Ojrynl2pNTlZp/RzwNDby7Zg1Z+fmkJCTw80f/5se13/POSyuIs8UFrCeKIpIkUT/3G1L3/IwLuCpcyfbSIqzR1kARd8sscvJyEEWRnLwcFj52H1H6rs1k7dUGifp6+cYoMxOMnUcUg3SdYJjlJOWr/35FhaMCCQm9pGDSjCtYcMMNTBx7AZ6IKCSdmkEDB7Vaz2RsQKmUiDAdEXMqhYBaIch1cy3Gen322WdEt2OF0B5arZYNGzaQmpp69AcYJEhfEBMjC7qqqnZHg/VUuio5Moy6Bh+VtQ3+ea6Ea/G8OpCCm2tIqarmT3U2fh+ahtf3BEa9Uf7NNwqP5u/dUf0cgNlkoqqmBo/Hg6aPutYlSeKHrVuxO53HbT+ahJUoijhcLl5ZtYqFf/pTwDKhISFoNRoqq6oCmiWOhebfEYBDeXmoVSqcVTUctLvx+to2tH7rvbco+nwPf7Y/yjbSWcy1fFlWyKZ3X2fs2WOZ/8h8cvJykCQpYPuSJHEwJ6fL+9drXoJ1dXJ0bsgQ+QYpSI8SjNCdpIwcMZLU1FQuHnQOp1hPBWBAahojLp3CGeeew6gzRmFoOjlJ4KxUIUmgUkmE6JqZnCI72vvr5lqkI0499dRuR7UEQWD06NFEdXCBCRKkXyIIcpROFNsdDdY8XSUIAkqF4qjSr03jwXQaJeYIMxWOCgB8egMv+3yEAyMYytu1v+Phx+5BozERFmrwp90EQSA1MQnoXNApFAqizWZKKyq6vH89zeG8PFRKJbHR0b1as9aclsKqsLS0zeV6ujGi5XdkUEoKCTYbX/2yD4+3/ekkBzZu4HP7D+zjfdbzNp/jQZIkKhwVWKOt5ObnthlJ7Bcj2Gpq5OvI0KFBMddLBAXdSUhtXS35hXlYlUoUbi0icpi9wRTRqpHh9ddfRx+hZ/23u7lowsVEWaNY/spyJEni/gfv58yzzkQfGUnC4MFce+ONlLU4qbVMuc6cOZMxY8bw2WefMWTIEMLDwzn//PPZt2+ff5m2Uq6jR4/m6quv5q233iIlJQWDwcCUKVMoLi4OeL/Dhw8zfvx4QkJCSE1N5d1332Xy5MlMbDGfsi2ee+450tLS0Gq1ZGRk8Le//a3N5davX8/IkSPR6XScdtpp/PTTTwGvf/jhh5xyyimEhoZiNps566yz+PHHHzt9/ya2bNmCIAhsbOxua8LpdBISEsIrfVQUHqSLNFmZVFW1aWXSPF2lVqnwer1HnX5VKxUMtuqJskRirzgickpqa/gHKnbyF0KYzKL8TNb/kI7bfSGxVlksJCUk8eiDSyhw1Mqmwp3cQPV1p+v3W7ZwzqmnYouKaldY9TTNhRXAgLi4Npfr6caIpu8IQHJ8PKv/9neiIq1k5ee3u07YgT0UH9zNo8BCYTkP8BkgC8LQkFBiomNIjE8MqKPTqNX9YwRbTY18MzRkSNCWpBcJCrqTCFEUKSkrobCwgHifD1uDB52iBGVkO0PGJXBVywJvwYLpTLt8Kh+u+pALL7gQURSpdDpZMP8ePvvoI555+ml2797NhAkTOq0lOXjwIAsWLGDRokW888475OXlcdVVV3W6/99++y2vv/46y5Yt4+9//zsbNmzg1ltvDTi+yZMnk5WVxZtvvsnSpUtZsmQJv/zyS6fbfuGFF7j77rv5/e9/zyeffMLvfvc75s2bx7JlywKWc7lcXH/99dx22228//776HQ6Jk6ciL3xZL57925mzpzJpEmTWLt2LW+//TYTJ07E0YFdREtOO+00Ro4cyRtvvBHw/L/+9S8EQWDGjBld3laQPiIiol0rk+Z+Xj5RRGwjBdodQjQqTk9PwO48Iig0ag1ZeHmNR7Cymj/wBbdFfQ54qKvbw9t/28yKxhqsHHste3ML25wS0byGbF9WFr/s3dvt/espfti61S/ojlcdXXPxrVIqeeepp9pcrqnG8FgbXppISUjgi9dew2Iy8ekrr3LJH+ewYctGnvjrExQUFbRa/uB7LjR3rydbkph17oWknjoKo8HoF+62GBu2aBtLH1pKUkKSHJFLSWXP55/3ykzZblFbK9/4DBok3wwF6TWCNXTHgazsLKZfNYMDBw6Qnp7OqpWrSB7Qs+Hv2rpaikuK0flUZIgGQnHgDQnFbY1FbMNqQZKgpFRLbZ38Fbjr9v/jhhtu8L+uEATeeuVlBEmCkBB8ksRpp59OWloamzZtYtSoUe3uS0VFBRs3biQpSU731NfXc9VVV5Gdnc2AAQPaXa+mpoa1a9eib6xNys/PZ8GCBXi9XlQqFR999BF79uxh+/btDB8+HJBTvmlpaQwdOrTd7TY0NLB48WLmzJnDk08+CcDFF1+M3W5n8eLFzJs3D1Vj125VVRVvvvkm0xpH/5x77rkkJCTwwgsvsGjRIrZu3Up0dDSPP/64f/uXNnOV7yo33ngjCxYsYNmyZegaC9XfeOMNpk2bhjFYKHxikJAg2y7U18uejG0wMDnZX6N1NGmvw3l5/jovkDsX42xx6HQ6YqJjeLvoV0LNhfzNLnHa5i/IjIwj3we33T+EF57YxYBE2cPsYH4RGYmto0/Na8iqa2t56K9/5aYrr+zmB9Ez/LB1K7fMnMmugwcpOk4RuibxLUkS2mHDOHXIkDaXs0ZFUVxWFvB5NUVcj7bWbP3GjZw3ahSTb5lLVm42ABWOCuY/Mp8VL63wL/fLFw0M/2clW7iYKOUnFNy9kAeqXMyeN5s3nn+DtOQ0Lr3qUqzRVixmC+8uX8Egq6HV5JE+ob5eTrNmZrb7GwnScwQjdMeB6TNnsH//fnw+H/v372f6zOk9t3EJyu3lFBYVECuqsIkJ+IjEHRFNfVwCUjv2Ig0NAq5qFWGhsi3JxRdfHPC6TqVgzZo1jB43DmNEBCqVirTGYdX79+/vcJcyMjL8Yg4gMzMTkAVaR5x11ll+Mde0ns/n86ddN23axIABA/xiDiA5OZlhw4Z1uN2srCzKysq4ssWFasaMGVRUVLBnzx7/c0qlkqlTp/ofm0wmxo0bx88//wzA8OHDKSoq4qabbmLdunXU1tZ2+N7tMWvWLNxuNx999BEgR/42bdrE9ddff1TbC9IHqFSQmipHIMS265662i3YXuSnuYAQRZEHFt+L2+Omrq6Od5e/y3drvuPqtz7m0G3zMaGiqtzNR8PeRBDgyRdS/RnhCkcFSp2BvIqagPdtWUPWV52uFU4neUVFDB84kNjo6OPa6Qrgqq5Gp9GgbacRoylC15P+bF/9tJFBA4eT3djE0ERufq7//zd8pebsF24ng5coVW8kLjMDSa3GYrYwZ/YcnnzhSWpqa6itryXCFIEgwMD+Iubcbvnf4MHBNOtxIijojgMHDh4IOAkcOHCgx7Ztd9ipdjkZIopE+mrRKOwoohtoiDS3OZKr6byh0UgkJ9aiD5c9tZp3qmpVCjb88D2X/+EPpKal8c4777Bhwwa+/fZbQI64dYTJZAp43NStdqzrFRcXt9lI0VlzRVGRbLYaExMT8HzT44pmheARjeK1OdHR0f5tDB8+nNWrV7Nnzx4uvvhiIiMjmT17dsA2ukJERASXX365P+36xhtvkJSUxLhx47q1nSB9THi4bIrajpVJ8/RrR2mv9qxOWgquw3k5NNRVEmmJDKj9Kr14KhVnzceBD+HbGD68YjkP33PAfwqwO+xYIizkVdSRVV7tX69lcX53ujh7Kv0I8OO2bYwaPhyVSnVca+iaKHc4iIyIaPf1GIuF4vLyHvNna/CJ/HfDBoZkjmxV95YYnwjA+m/COe3Z+YxkO2G2w2RfWUtis/ebPGEyapWa5W8uJyYyBqVSQUaMHnN/EHMej9zRmpkJoaF9vTe/GYKC7jiQnpYecBJIT0/vke1Wlttx2h2keRWoJYkGvYGGAWYkY/uh7YIiHRUOebyKWn3krrDphKJSCKiR+HDNGhITE1mxYgVTpkxh9OjR3bYn6WmsVmurpgygzeeaY7PJg6pLW1wkSkpKADA3GwTtcDjwegOHYJeWlvq3AXDZZZfxww8/YLfbefnll1m7di133XVX9w4GuOmmm/jqq6/IysrinXfe4brrrgs4sQc5QbBaZQuT6urOl22H9iI/LYv2k2JjUTdUYYuOab2ReydQRSXDuYsxb91DRslPiCIsfTGFgiIHlggLAEXOevaXVCFJUkAEMS4mhjObRb87oyfHQ/2wdStjTjsNoFdq6DoTn50JOmtUFCXl5T3iz9bgE/nv1j3U17sZkDDAX/cmCAIKQcHSh5Yiebxc8Op/OJN9uCMi2fvYc+TYy0mMS/RvR6FQcO9t97LmP2uIiY4hI0aPJbwf1Kh5PHLUevDgYDfrcSYo6I4Dq1a+R0ZGBkqlkoyMDFatXHVsG5QkakuKKHPYiScBkWjqrbG4rbGgbP9Paneoqa5RtTvrTxBAo5RfrGvDB2rFihVtrXbcOOOMM8jOzmbHjh3+57Kysvj11187XC85OZmoqCjef//9gOdXrVqFxWJh8ODB/ud8Ph+ffPKJ/3FlZSVff/11mzWDJpOJa665hsmTJ7N79+5uH88FF1xAUlISs2fPpqSkhGuvK40fXgAAIABJREFUvbbb2wjSD1AoICVFnkvZ4magq7QX+WkuIMJDQ7l/zhwKSopJT4hDpw7sWFer1ahDtJRcNAilx8Ogv8xHsWkvO/foKS23s/+Q7PtYUFTAxVdfgTozkylz5rBm+XK8u3fz7jPPUFUTmJLtiJ5MPzZ1uELvCLrOxGengq4x5drViGt7uBt87Cyo5IfNmzll+CkIgkCcLY4VL63guzXfodVpqau1YLpnPe7KM9ghPMnuRc/gjrGRW5Drj941kZSQxM2zb+bskSP6h5jz+eTu74ED2/VpDNJ7BJsijgPJA5LZ9NOmHtmW4PHQUFRAocdNOgKCugHJpsOrbf9P6fXKIs3jUWCLqcdoaPuio1MpUIgi6HSMnzCB5S+/zD333MPEiRP59ttvWblyZY8cw9Fy+eWXM2jQIKZNm8bjjz+OSqVi0aJFWK3WVuN6mqNWq1m4cCG33347RqORCy64gHXr1vHGG2/w7LPPBqRY9Xo9d911Fw6Hg+joaJYsWYJCoWDevHkAPP/88+zYsYPx48djs9nYu3cvH3/8MXPnzvVvY8yYMRiNRtZ2UiwtCAI33HADCxcu5IILLiC5r32ighw9Op1cT7d/P1gs3V59zfLlTLnlFvZlZTEwOdkf+Wlu8HrTgw8CkF9SQqLNymCbnh35lfjEI5F2o97I9umzMXk8qL61w2IjL928iotfbWDxM2cgcZB/rprlN5/de/gwk+fMYfdnn3V7WsSxNnw04fZ42LZnD6NHjADolRq6zsSn3enE0qLkozlNTRHHQq3Hy+7CKjxeH1t3bOXU4ae2WEJAo05izx2v8AfxE3wKLd4/xlCXlgHItXUtBR3Aw7fOIVrfDxoORBGcTvl3EGzs6hOCEboTBZ+IIr8Gd04N2R43yQoFClss4oBwpA7EnChCfqFckGo2NbQr5tRKBUpRlMd6qVRMmzaNxYsXs2LFCqZOncrGjRv5+OOPe+XQuopCoWDt2rUMGDCA2bNnc9ddd3HnnXeSmpp6xCS5HW677Taefvpp3nvvPSZPnszq1at5/vnnueOOOwKWMxgM/OMf/2DZsmVcccUV1NbW8vnnnxPZOG9w5MiRFBQUcMcddzBhwgSWLFnCvHnzWLx4sX8bTb5jXeGyyy4DCOgwDnKCYrFAVJTc+dpNuhL5sUZGUlRaSn5xMQk2GyEaFYNt+oCIu1FvpLK2moN3LyQn6lo8kgXpH99hi9AzclgVjzydQU5e3pFpEpLEvqws3A0+2WutG4Kup8ZDbd21i4wBA9CHy/Nroy0W7E5nq9KHY6Gz2rfOInTRZjNlDkeXf9dNNE/1Dr10Mll5svFvS0Hn9cFjz6Vhc/k4Q3wPhcqL8hEt9VNkMVddU01dfR1RlsB64ZSosP4h5iQJHA65nrSPS3N+ywQjdP0dCZQ1VWjKyqn0xpCLnViNAVV8DL4WJsFtoVBAfJyG0qIaQkJad+LdeMON3HzjTYQoGxdWq/2vLViwoNWc1pYedC2Nf9uK4g0aNChgPZ1O12o7Lc17ASZOnNhquZSUFNatW+d/bLfbueOOO5g0aVKr9Vty1113dVjrtmTJEpYsWQLQbhr3vPPO47zzzuvwfdo6lvb48ssvMRqNfpuUICc4SUlyg4THI98c9SC26Gh2HThAQUkJF551FgCGEA1p0XoOlMjTXfR6Pa4qF5JKRe3fRxB3zycUZb9BUqWSZQ+t4aF/T2D7rgGUlB1GkiQEQSAxPpFfCyoZaA3HJ4pU19QQ3oXap54aD9U83QqgUqkwG42U2u3ExrRRK3gUtBcBbaIzQadWqzGGh2N3OonuRgS2eZdydl428x+Zz5MLn0SURBJiZdFeV69g0dIMZm9cw49oOIzAvvsXU3nKkTKP3PxcEuISAmpsB1jCsBr7SfdoZaU8Fi82tq/35DdNMELXjxFqPOgK8wgpKkD0usknn6hwI6FJsUidiLmaWiU1NfIyJqO3TTHXhE4lIIBs+tjPi/JffPFFXnvtNdavX897773nt1s50erPDh8+zBdffMHSpUu56aabCA12gp0cqNWQnt7uFIljoSklml9SQnwzoROl15Jkkb8/RoMRV1OEMFRD+bKpHExJJ9bnY/jDd/HYuG94/vEnGovwlSTGyUX5Hq/IroIqoi2W4zZ2q4kmQ+Hm9EQdXfPo2JRbbvHXCrYVAe1M0MGRxojusO/wkVSvJEnk5ufK0blhp/rF2fuf2Dhv43ukE08Y57Nl4Nk4Rp8bsJ3cgtyAhogESyixEf1IzBmN8ki8fn79ONkJCrp+iOD1osyrQixUIdaq8CoU7FepMJjNGG2dzz91VqrIK9BRXqGBTq4p2qa6uTbmtPZHNBoNTz31FJMmTeLGG2/EaDTy1VdfEXuC3Rk+8MAD/O53v+OUU07hoYce6uvdCdKTGAxypMLp7NHN+gVdY8q1OXERodhMOjnlWnXEQkVSa/j1gouJiLRyoPJ26h/SkJwr8eTCD1EIDYSHbyc0VPaMFCUJvSGCnYc79ovsSSRJCuhwbaInBF13unDLG9OpHXXCdqfGUJIkssqrSYg/ElVrioY2pVub3Gju1r7AY9zKUB4mfYSXHH3rm+/m9XNxESEkRPSTG8DqavnakZp6Qlw/TnaCf4H+hM+HpryU0OxDqOrlk3KDJpwDWi3asHAizZEdri5JUFKmobhUR1ioj/jYOujghkmlEFBLohxVaMeAuL/xxz/+kX379lFXV0d1dTVfffUVp59+el/vVrdZuXIlbrebzz//vNP6vyAnIPHxcqNEXV2PbdIaFUV2fj5Ol6vNtF9yZDgxlghcVYE1fOUuJ4pxl+AOj0aSFKQ9+zgZ9b+y+P59HDgcypy7h5Gd21Rna2ZnTgGHyqoRxZ6NMLbF/qwsQkNCiLda/c8dzstjwy+/MHXu3GPyt+tOF265w8HS11/vUAB2ddZtg09kd5GLImd9wCiupIQklj60lB27dyBK53H9/41A/9bHpL/yDACuuWdi/uMYikqKWm0zN1+O0NlMOpIs/cQKxOORi7QHDjxhrh8nO0FB1x/wiigKalBn2dE4KuRxW2ECClsD+RoXCqWKmKiYDsWZ3Pygw+HUEGHyEB9bT0dZWQHQKJDvqnq41idIkN88SiWkpcmCrp0pEt3FGhlJUVkZtujodru602Ojqa8L9MOzV9ix2GJoeCWV1Mx/YKreztD7buNS83e88PguauuU3HzXML77KQJLhIUKRwUllfXsLKzE3dC9JoDu0la6dcott+B0ufxduEfrb9cdE2B746SKjgSgNSqq0whdrcfLr/mVVNY2AARYkqx4aQUxUTGU2St46sWLWFi8iqpVZ1BLHIf+9GeKJ/8eW4yNotKiVrXDuQW5jByYRnJkeLc/h17B65WjcwMHBuez9iOCgq4PEbxeNOWl6LIL8NWG4pHMeEPCqY1Pot4WS1GtnAawxdg6NZxVCKBWSVij64mJ8nRayqBVKeQ/vk4XrHsIEqQ3CAuTmyR6KPUaFhqKPiyMhGbRrJZERpgQPbWEN+t8tzvsWMwWJKOO7MfvxH7Weahqqoi9/03OOLCV15ftICGunvIKDeYIM3aHXENXXe9le34lzlpPj+x/W/ywdStjWgi65kLqWPztutOFW+5wkJaY2KEAjOmkvrCi2sOO/Erq2xHBbo/AX54ORRRjeCn2EYbXOfFg4cCEeyi55HIAQkNCCdGGUOE4MnlGFEUKivK5YOSgLh97ryJJ8nc6LS3oNdfPCAq6PkCo9qDKdxKafQiNowKlVINKWYUy0kt9fDwetZr8wnzcHjdxtrgOPdaqa5S43QoQwBrjxmTsvNVfrVSgkhotSoJ1D0GC9B5Wq1wwfgxTJAI2FxUVkJ5sidlkwlHpZJDN4DcetlfY/VMiJLWG/fctJu/0P7Db8xBVL1tJ2bKJl5/+lcsmlWCJsHDwcBW1dfJ5wduYPsxzHN3M4s74fssWzmlRPzcwOdl/A3ss/nZdNQEWRZGKyko+6UQAtpdyFUWJ7PJq9ha7OkxTv/RGEl9/V8/AEB9zCh5lKA9inrqdmtvPCFjOZpWjdE24ax2YjUYM/UU8OZ2QkACRHZcABTn+BK/mxwtRRFXlQptfgFikoqFOjyQp8IbrqYtPwpdiQIzQUVtbS3ZeNjqtjsS4RJTt5E0lCUrLNeQXhlBeoW5zmbZQCAIaJLnmQd319YIECXIUCAIkJx/TFInmWCMjAzpcW2IxmaiorESjUjAk1oBGpcReYQ+ov5VUKnIfnIM+bj8xrGPo32/HuvFrBAFCQiL5abObOXcPIye/0d9Mgjx7LWt/2oG7oee84coqKiix2xnaYhTimuXLSYqLAzgmf7uuUllVRVhICAOTkzsUgG2lXOs8Xn4tcFLobH9OdZN13bVX5LDI+hwj64qQFAoO330P1XPObLW8LcZGUbEs6CLCNDRUlR61qO1xXC4wmeQa0SD9jqCg622q3SgLqgjNOoSuuBB1XRVKalBq6qmLT6LeFocYEoIkSdgr7BQWF2KNthIVGdVumtXrFcgt0FHh0GAyNmCLcXd5d3RKEBRCsO4hSJDjRdMUicrKzpftBFsnETqLyYS9McWrVStJj9JSXVuNyRg4BUHQqKj9+0jCp+Sh9DWQsWQh1tXvE2+LIM6Wg92h4cbbR/DZuigkCVxVLqbdNIu/r/4Ce3XXzzcd8d3mzYweMaLVTWtKQgL/e/tt4q3Woxqv1V26YlkCrbtcS1z1bM+vpMbddopVFOHNlfHc/uAQfPU+4u77icLiSPQMZf+fH6Z83MVtrhcbE0thSSHGUDUDY/QcyM7uH4KutlYOAqSmBst0+inB1pTeQhSR9h3AV2MFNGgpw6dV4TWYEPWhNO9YqK+vp9ReiiRJDEgYgErd/p/F7VaQW6BDFIUOx3i1hVapQCGJwbq5IEGON2azPEXC6ZRtTY6SB2+5pUNjW7PR6Bd0AC5XJVFmMxq1Cq8vsDlDUCnJmfN/eM1mEt56jarX44hNyqPeXcpbL2znL0+n89hz6Wz+xcig9CfQ6XR88p81nHnaaCL1HpIjw1B3MDu6IyRJYtlbb3HzlVe2+bo1MpISu90/Vqw36bKgaxz/5fGKZNtrKK9qX9iWlGl49Nl0tu4wMmVMFpmL70EqVFCGmbRRQ7Gff1G769qsNg4f3s8gqwGFQvCbIfcpDQ1yV+uwYcGO1n5MMELXWygUCCoFasGFUlNLXWw8dYnJNJgiZDEnQU1NDbkFueQX5RMeGk5iXGKHYg5AoxEJC/UxIKGuW2JOqRBQ01g314UJE0GCBOlBBEFukBAE+cJ4lAwfNAhrVPtelCaDgaqaGv+IquKyMmKjosiM1aNUtHETJwgUTL+GXTOexMlIdDmDcdrLiTJU8dfHdnHT1bmEh/n4bN1a7r3tXjb/shlHpYPyKjfb846+YWL9xo0Ul5dz1eTJbb6u0WgwhIVR7nAc1fa7g93p7JKgs5hMVFZVszmrvJWYK68oZ/Gz8vi/dd9auPZPI9mzP5xHbvyJFSWXYvllI0bDHuyDCogYP7zD90lLiMdRUer/e/W5oBNFOdWang4h/cTMOEibBAVdb5KUhJhqREwMRQqTU5ySJFHpqiQrN4vS8lKMeiOpA1IxR5jbTbHW1SvIzdfh88nXg1irG622cyuEx594HL1Jz8hTR6JV0KpuLi0tDUEQWLRoUU8cbY9x3XXXIQgC48ePb/VaXV0der0eQRB48803j/m9qqurj2pb11133QnpfxekD1Gr5c7AXpgi0YRSqcSo1+NoTO8WlZVhjYoiXKtmsE2Pop1zTNXs0Riuz+UU7ROESiKxD9yOptbF9Vflc8lFX1BdU0105CSsMRP4fN2XAHi8PnYXuthfUtVte5NFL77IgrlzUXUQ7bFFRx+zuXBXKHc4sJhMHS5T5/Gyu6gKo9FIWRudrj/+/CPr/reO2jqRV99OJCG+jg/mfcakt3egOFBDfYyNX59+iSJPjWxB1Q56nYoxw9LJLjhi7rwvK4uBKSlHf4DHitMpz2jtgugN0rcEBV1votGAEPgRO5wOKhwVREVGkZyYjNFgbFfISRKUlWvIyQvB06CgoaH7fy6dTkd2TjZbt25t3B/5vTZt2kROTg46XT8Y7NwG4eHhfPPNN5SUlAQ8/+mnn/bRHgUJ0gMYjb0yRaI5zdOuRWVl2BojeoYQTYeiru6KQeQ8fRcxSiW1e34l7paX0WzIZe1/P+WSiy5h/Q/RHDz8f7z69n/Zvf/IpILyKjfb8pzkO2q7ZEa8fuNGCktL+UM70bkmbFFRFJWWdvWwj5qOUq6iKJHnqOWXPCeuugYsERa/rUtzPv96C16vF1dVKX99bDfvXvMmyX/9kWpPBgdC7+TXp5dTH5dIaXlpu4IuXKdisM1AakIC+cXF+Hw+amprKauoIKmvJuG4XLKQO8Em8fxWCQq644jb7cbusBNniyM8LLxDo+C6OgXZeSHYHRqMBi/JibXodN03KA0LDWXc+eez8qOPAixKVq5cybhx4wjrwhDuvmDgwIGkpqby/vvvBzy/cuVKpk6d2kd7FSRID9ALUySa07wxoknQNc01tZw+kuvnXUNRSWGb69ampBOePog9kSM55JyL81EtX637gksuuoRbb8jhiQej8Prc/PEuN3/7RxL19fI5RRQlcu2y8Kmo6TgNu+jFF1l4660dRucAYqOjKewjQSdJEiWuerbmOsiz1/oDquYIc4BHXHmFmoVLktmxazNGQwoFRQWM/PlfDH/oTjIalhEZ/T31f8+kwRxJfX09dXV1rRpUAMK1KjJtBlRKBVqNhiizmfziYg7k5JCa2L7bQa9SXy9ndVJSgjXXJwhBQXeckCSJotIiIi2RaLowmcHu0ODzCcTb6rDFuI+q7K3pNzhzxgxWffCB331ckiRWrVrFzJkz21zv+++/5/zzzyc0NBSLxcLNN99MVVWV//WioiJuuOEGUlJSCAkJISMjgwULFuBpVhuUnZ2NIAisWrWKOXPmYDQaiY+P5+GHH/a7sXfGjBkzWLlypf9xVVUVn332Wbv7/eKLL5Keno5WqyUtLY3nnnuu1TIffvghGRkZhISEcN5557F37942t/Xaa68xZMgQtFotSUlJLF26tEv7HCRIpzSfIuHr+UkMTdYlcETQNZ9ruj87iwWP3oeirZo6ICLaxs4Zl2CIPsB2XuFMdy1n/GcNiCLnne1k9vQJJMa9yLsfxrHmy+iAdesbfOwtcvFrvhNHG8Ju/caNFJSUdBqdg56Z59oVWgq68mo323KdHCqtxuMNPFc1Reh8PvjwUyt/mHMK3/54EHNELGeNzMD5wpckv/Qcguij+Pe/x/Xa+YhR8nSHkvISoqOiW2Vk9DoVmbGymGsiOT6erPz8vquf83plQZeREbS3OoEICrrjRIWjAqVCSYSh7dC+JEGFQ43HI//YrdFuUpJqCQ8/+hO+SgAEgWlXXklJSQnff/89AN999x1lZWVcfvnlrdb54YcfuPDCC7FarXzwwQcsW7aMzz77jOuvv96/THl5OWazmWeffZYvvviCe+65hzfeeIPbbrut1fbmz59PeHg4H3zwAVdffTWPPPIIH3zwQZf2/6qrruLHH38kNzcXgI8++oiIiAjOP//8Vsu++uqr3HbbbUydOpU1a9Zw5ZVXcvfdd7NkyRL/Mlu3bmXGjBmMGDGC1atXM3XqVKZPn95qW0899RRz587lsssu49NPP2Xu3LksXLiQF198sUv7HSRIpzRNkegBK5OWBEToSkuxRUe3mmt6ICebITZDm6LOHGHG7q6i9vURfGjbyQ2CQMLKN0l7aDGKsmoumzSRCue/+etjP3P5JXJJxKZtRg7nyAXzkiThqmtgT5GLHflOKqqPCLu/dKF2ronjKegsJhP2ajfb8xzsL65qd9qDOcJMhbOCZa8k8+xLKQzOqGbqxH8yeUwmKRsV7C0ycFhxI/vvfoicG24NaEArLSslOjJQABtC1GTGGgPEHDQTdIcPH39B1zQJIjUVQkM7Xz5IvyHYf9wdjiLs3PRz6MoEvs58wKudVZ0scQStUvBndE0REUycOJGVK1dy7rnnsnLlSiZOnIipjULg++67j7PPPpv33nvP/1xcXBwXXnghO3fuZOjQoQwbNoynn37a//o555xDWFgYN9xwAy+88EJABPK8887jmWfk4dPjx4/niy++YPXq1W0KqZYMHjyYYcOG8d5773HPPfewcuVKpk+f3srGQBRFFi1axHXXXed/rwkTJlBZWckTTzzBHXfcgU6nY8mSJWRkZLBq1SoEQWDSpEm43W4WLFjg35bL5eIvf/kLCxYs4OGHH/bvd21tLY8++ihz587tm/RHkJMPq1W+cFZXQ3jPzehsq4ZuYHIyew8f9tuADExORh+iZkisgd2FLnzNat+aolBFpcXsqakm4+GluJ96nPxtU5BucJJ4Zw1DBw2lzL4GlWoSkgTPvzqA7LxQxo/dyb4D01Cp4JbrbiEhNoHfLb6XvPxcbNExKASBWVOmdOk4bFFR/G/Tph77XNrC4/VRWG7H7laxr7jj8+vh7FBUymgqHDlcMbmY4YOruOj8cm6Z8yXPuJzkus38CyuVt91K/bjUVuuXlMkRuiaMoWoGWQ1tdh83CbpDublMGDNGfv+8PKbccos/ardm+fLe8ehzOuWauQ7scYL0T4IRupMQlUJA3TQNopGZM2fywQcf4Ha7+eCDD9pMW9bW1rJhwwamT5+O1+v1/xszZgxqtZotW7YAjR5Sy5aRmZlJSEgIarWaWbNm4Xa7/dG0JiZMmBDwODMzk/z8fLrKzJkzWblyJRUVFaxbt67N/c7Pz6ewsJArW3hazZgxA5fLxa+//grAzz//zNSpUwNSHtOmTQtYZ8OGDdTU1HDllVcGfAbjxo2jpKSkW/seJEiHCIJcn+T1yj5fPYTFZKKiUdAVl5dji4pqd66pXqdmSJwhwE+uqU5s7X/XMn7seOrOOJsdf3kVr0aPJAoMefZurg0JZe2Xn/oP48Ulu7jkol/4z9fTKSiaRWLcfP768ovMnjeb7NxsfKJIfnERtW43WfY6Krtgd3I0Ebrl//oXX37/vd+2pS0kScJZ62F/SRVbchyU2h2EhbXvDVhYrGXxM2nMnjeC7TvTqXBUkJRQx/jRRaiffJucglzGVrlITVZRkFRK/YTWYg6QGyIi5YaIiDANg9sRc9B2yrV52nzv4cNMueWWrn4sXafp5qKXzZyD9A7BCF13OAqrgezDWdTX1xMfmyA3QTRtQpDNJ6trVESaPRj03h6pOxUAjSDJdQ/NIllTp07lpptu4sEHH6SmpoYpbdwlOxwOfD4ft956K7feemur1/Py8gBYtmwZf/7zn7nvvvs4//zziYiIYNOmTfzpT3+ivj5wBE7LKKBGo2m1TEfMnDmTBx54gMcff5y4uDhGjx5NdYu5mEVF8picmBYjkZoeV1TIRczFxcVERwemPFo+Lm90gh8yZEib+5OXl0dSUlKX9z9IkA7RauXU1v79PRYRsZhM/Lp/P6IoUmK3ExMZiVajYdfatW0uH65VMzTOwO4i2X7EbDJTbi9n646tLH1Yrh1tGGyDFR5sr76P+r9Orv/uKxYqVRR/vw3rmFPweIrYvus2Zlw2laKS2/j6ewtLFo7m/kdHBLyX3VFBWZWbsio3OrUSS7gag06DMUTdKv0bGxPTraYIV3U1f166lMEpKVx///1cPXUqsy+7jCHp6fhEWcTZazw4ajwBEclKVyVGg7HV9g7nhLDq37F8/lUUCoXEVdMKGZEp8e5qO5rsAqS7q/m03sg5hFA86w/UTZpK4Zyr292/krISMjMyMYdryIjWt1vDCEcE3f5mUyJaps33ZWV1+bPpEh6PXNOZlhb0Kj1BCQq6XqSmpgZnpZMBCQPwiQKVLhVOl4qYKA9hoT6iLB6iIz092kCkUwryiaJF40VYWBiTJ0/mueee48orr2yzu9VkMvl96S655JJWr8c2tq6///77XHnllTz22GP+13bv3t1zB9GM5ORkRo0axXPPPcc999zT5jI2mw2A0hYn/ybLE7PZDIDVam21TMvHTct++umnrQQiyN23QYL0KBaLPEXC4ZBtTY4Rc2MNnd3pRB8WhrYLTVghGhXD4gzsLnJhjjCzbec20pLTSE9pNmc1VEPR7bOoGTuI9Gce4XK7kY+f+JZrxpUzb89rTLl4Cldf+QdgHzl5ISTG15GUkER2bg7ynaxAUsKRm6H6Bh8FDh8F1CMIcrTQFKrGoFOhU6uwNU5mkCSpXWun5ny/ZQujhg3j63/+k2179vHmRx9z0fU3YI4w88TCJUSaWxsy+3w+qqqr0DcOvhdFOeIoCLDmPzH855tIpkwo5doZ+URFesjJM1JZkMfIe67nQP08NrOREedNI/8PN2CUJERJxFXlwqBvHfErKSvh8vETGBij7/R4kuPj2bp7N+GhoUQ0fifaSpv3GKIo+yNmZgbHQp7AnLCCThCEOcB5wGlAOqCQJKlf9VZrNFqiLAmU2cNxVauQJIEQ3ZFUQE9PtFErBZRIoG17tNfcuXNxu93c0k6oPiwsjNGjR7Nv3z4eeuihdt+nrq4ObYsf/YoVK45t5zvg7rvv5t1332X27Nltvh4fH09sbCzvv/8+kyZN8j+/atUqDAYDw4YNA+CMM87gk08+4YknnvCfUFevXh2wrbPOOouQkBAKCwu59NJLe+mIggRpwYABsueX233MF9SmLtei0lK/B11X0KiUDIk14nTG4PP5mDKh7Vo314jT2P7iPxk/91tucb7Kd19/whyrmUtHn0uTEUtSgvx/Sx9ays13PUil6zAwEFjJqn+HM35sGRHGI5NuJAlcdQ246o6knpUKAY1aw6aDBVgtESgEAaUg37AKAggIeH0iXlHE45NY/fV3DB48nI2H7fjUFmZMv5Erfn8d9z96P1t3bGPC2MDXfI2vAAAgAElEQVTyD4DqmmpCQ0Mpt4fx1XcW/v15DPPnHeb0kZXMnpHPdTPz/RN51FsLOf2fr1DhrEAFmEdt4ed9O7j2mrkACIJAnC2OgqKCNgWdo6KMUYOSuyRO42Ji8Pp8ZAwY4H9uzfLlrWroeozKStk8uAduKIL0HSesoAPuByzANiAMiO/b3WmNSqWirMKM6BMwGryYjA3oujDh4WhQCAIaJPli0E64fOzYsYwdO7bD7SxdupQLL7wQhULBFVdcgV6vJzc3l7Vr1/LYY4+RkZHB+PHjef755znzzDNJTU1lxYoVHDx4sBeOSmb69OkdNlEoFAoWLVrEnDlzsFgsjB8/nv/973+89NJLPP74437z5HvvvZczzzyT6dOnc+ONN7Jz505ef/31gG2ZTCYWLVrE7bffTk5ODueddx6iKLJ//36++eYbPvroo147ziC/YVQqebTSrl2tyiW6S1OXa3NT4a6iVio4Z1ASGSlpXNTBvFGvwYjt7UvJvPnfTHFkcU9xIeK82RwaewflN16CZJBFaZwtjs/+9SaVLhVfro/k83XR/PWVcPYfCmPBXQcRRaiuUWHQtx5j6BMlzBEW9ucW4hU6N0D/cetm5t04LyCdqlQqSUtJIzc/t9Xybo/Au6s1uN3R/P760wAYOsiFSiWfo5sEp9DgwbRsPaXrz0bFZNysZ8e8+fwyMBPNY7uJjz1y6YmzyoJucMbgI28kQLIllKKyUhK7aNCrVCpJtNkConApCQntps2PiepqMJmC5sEnASeyoBsL5EqSJAqC8Cn9UNAJAiTE1qNW+VAoezd4qFNICCrVMQ9OHjNmDN9++y0PP/ww11xzDT6fj6SkJCZOnOhPQT700EOUlZX5u0OnTZvG888/32Zd3vHi5ptvxu12s2zZMv76178SHx/PM888w5133ulf5vTTT2flypXcf//9XHbZZZx++um89957jBo1KmBb8+fPJzY2lueee45nnnkGnU5HRkYGM2bMON6HFeS3hF4vF6Pn5x/TmKWmLtejEXQAarWKfZ+vJcdeTYGj/XpXQaFgyeuvoapyUfzGS0T85weK141F9U0pxjsLqRw7yp8pMBq8nH3GFj7+fD4KRS47dg+goGgJNbUZ3HjHcAalVzPqFCejTnUyZGA1KpUsyiItkZRXlJOS1PHoq5raGrJzszEajMyaO4vc/FwS4xNZ+tBSkuKS+GHTD1S6VOzYrcftVnDR+XZUSolPvlChUFiYc20O484tJ94WOKPVsH0LKS89izqvggpGgE1DhCea/aecwX8//zdV1VWcO+Vc/3s1Rej8n5EAGTF6FL56lAoFhm50MyfHx/e+ZYnHI4dHk5OD5sEnAYLUSzMFjyeNgu7S7qZcTz/9dGnz5s1tvrZnzx4GDx7c5mvdobayGlGSevXHolUKqAXkwck9nccNEuQ40lO/uxMWUYQ9e+QL7VFOcamqrsY6ZgwL5s7F6XLxZDu1p12htKqeQ6XVXeoHC/l6L57nNYQ25DCUBVQNGkru7D/iGiFHv2bNnUVOXo6/Ji4pIYln/vI+a/8bw89bjezer0cUBTQaH39fupPB6TXMf+RREmLP5YopE/wZjrZOpT9u+pF/rf4XFc6KgPeINKcyMPUFft52L56G7QAkxtfyr5d/AeDLb35k3bcf+5s/mtB9eQjNijyGlC9AQKIuLoED191H9dkjufmum7n95tu5/cHbqXfLgrfpeGb8bga79u7i/jvuR61UMNAajiFEw/a9e5n15z+zsxujCz/8z3/ITEtjcGrbXbPHjCjKdZtDh8o3E0FOCARB2CJJUpuDxE/kCF0QmlmU6IJiLkiQEx6FQu563bFDtjM5ioh7eFgYDV4v2QUFDD7Goe7Reh0hKiV7i6to8HVcLlI3bhCc3UDIR9vwfmLCsHcnqQ88zu7wRQjX6sjNzw2YVpObn4s12sPEcT/x9ffzgVyiI5M545S3ibPK5zKXK4GVGxWs/EgWhWqViEHv5Z2XtmHQ+3j3w1jWroum3P4hPvFS6uoep8lKQJIkyu1ZeBpOx+s7yB9nZzFiSDWDM450yXsaKgI6XEOzDpLw1uvs2zQPF2dTohmPZ0YSBdOuQtLIaWRLhIWC4gK/mGt+PHG2OL5c/yWhWiWDrQa0arn8Ja+oiASrtVuf/e8vvrhby3cbp1Ou3QyKuZOG35ygEwThj8AfARITE/t4b44NhQBaQZI7WoNt5kGCnBzodMdkZSIIAmajkV0HDjBu9Ohj3h19iJrh8Ub2FLuodXcyuUanpvSq31P+u4nY1nxA3bsmqqoHEvO3L/mfTsMz9fWsAURBIDFePv/Of2S+P6pWZj/Mrn1/wKCXm6xGn64j0ryTUacdpKpKhavxX2iILC6NhgYGJNRR4VjPsMwF7NyTSnX1QSREOWoWn8CK5fuZMkvHpAu3t5rUUOmqxKg3oPt4H3G/riR6438RJIkklZGytAvJ+fOd+GyBDQ7mCDNfffsVOq0Ot8ftjwYmxicSa42lqLiAYXGmAI+5vKKiLtfPHRdcLjCbZXPrICcNfSroBEEwAXd0Y5XnJUmq6Hyx9pEk6RXgFZBTrseyrb5Gq0CumwvO2gsS5OTiGK1MLCYTuw4exBoZ2SO7o1UrGRZnIqushtKqzn0kxdAwCmZci2JsFRFPbyfh0HsMrq9nDHCAIWzSnIPhWrl2ta3IXRMhOti4bTX/2/BuQJ1aE5eOL2PsOdn87po9PPaAiXL7o8x/ZH5ADR1AYnwiufm5AYJOWeXCu2UjMXsicTUkY0WNpFJRdMllFF55DQ3mtsW02WTm0/98yozLZvDj5h8D3uvUjCQclU4aGjwom3Ur5x5FhK7XcLvlSHCwbu6ko68jdCbg4W4s/w5wTILuZEGrFFAKyNG54I8ySJCTj6Sko7YysZhM7D548KiaItpDqRBIiwnHGKrmUFk1otj5/bAYo6fmqTPYXfU3otZ9hvWzj/EUXkGseyxJi/+J8cw3udsUwdsVdorBH+lqYtW/V1FbWwtATl4O8x+Zz4qXAi2SduzewaD0QWg1WuJsca1eB0iMkwXdqLhB6P59mMji9di2fswrbjcJDEYtVOA442wK/3QTnhZRvJZYIiz4RB/jx47nTzf+6chnEx2OJVxLYmwsWfn5AbVveUVFjD/nnE4/r17H54OaGrluLhgIOOnoU0EnSVI2EFQj3UQZrJsLEuTkR62WrUx27uy2lYm5MarXk4KuiSi9lnCtkn0lVZ2nYBvx6g0UXT6Tot9NJ+TjfRg+3oWtYi26jaUsBW5nCoe4hEO6T0icdQ6K+npEnY6SshL/NlpG75rYtmMbpw4/tc33lTwNhOblMdRhx75qA6blAsXSpUTwPUrcFBlNnHLhaQizLFTqxnbpWMwRZswmM2nJaQCE61RkROvRaeSyl9SEBA7l5gYKuuJiEhsN0PsUp1MeN9eDs4OD9B/6OkIXpJsIBOvmggT5zaDXy5G63Fy55qmLWEwmwkJD0R/lhbuzQfAhGhXD40xk2Wsoqez6KD8UCuqmDYZp8GvFq5h/+o6ITRuwbzoLURrExLp/Y3tiAZJCQallLB8LD3Cl9ASTEHEAYVGxqPaUIkaFIUboULjr+WXbz9x27lXo/nMQraGMsMIsQnMOUbZpNOWus0jg75zFBl4ELMIGqkMHUn3aELZes5L85x5DddY5oOt6tGr4kOHcNfcuFEoFcSYdieawALPg1MREDjeOSWwit7CQhL4WdJWVcho/uuMIZJATl6CgO8HQKQUUSkUwXB4kyG8Fm02+GDcNTu8CFpPpmKJzTYPgRVH0D4JvaWqrUAikRoVjCdNwqKwGd0PXonVNNJgjKbnkckouuRyhsh7TmgP4ykzU7h9ASH4e7rJIDFyEiqX8ExEDUFfiZeOfTWgp5myuwgVkAwMPp+EigTO5lxCKAXCRgoSG6rAMooYo2LlvF1kvL8CrN+Bp3Aeny9nmHNeOiDBGcPHYC0mLDscU2nqsWmpiIodyj0QSRVGksLSU+L6soauvl68ZAwYES3ROYk5YQScIwhSgafJzWuNzCxofOyVJerFPdqwX0Sga6+a02uCPMkiQ3wqCIKfJduyQ/em6MJvVfIyCrjuD4E2hGkYmqMmtqKGosr7JNaRbSEYdtVcPIZch5HIbgseN9pcCIn7aRdT/QtmdnkKm6MPjCEdTXI6GChDhW5Wa05Awqcrw4MOVMgJn8tnUDkihJjIDXbKHwqg/4vV6KbtiPDUaLc2rEeUu1+4Juki9lgGWMDSqtlPgKfHxfLVhg/9xSXk5JoMBXV/NSPX5oK5Orps7RuP5IP2bE/mv+3vg2hbPLW78bw5wUgk6pSCgERrntAbr5oIE+W2h1UJammw6bLF0ekMXFRFBXONkl6Ohu4PglQqB5MhwIsO0HCyrps7TvWhdSySNlvpRKTAKIgqS2XTV9YiNBsUAbmL5Ufqe995cTppGQ+0s2Z7lEG3PoFapVFhjrBQUFZAyQPbm8/l81NTUoA/vmg+bTq0kJSqszahcc1pG6Pq8w9XplL87R2lUHeTE4YRVBpIkXSdJktDOvwF9vX89iQBoFY11c924w1q0aBGCIJCent7m62lpaQiCwKJFi3pmR3uI6667DkEQEAQBhUJBUlIS119/PSUlJZ2v3A1WrVrFm2++2aPbXL9+PYIg/H97dx4XdbU/fvx1hh0F2cQFBVxCkTAVTFIrrl7FDc3M1LqZS2aWlUuZpiSW2a2krPSr6bXQey1D08yytPylt4XCJbvm1mKu4S4Kgsjy+f3xGSYGBgRmYBh8Px+PeYzzWc6cz3GGz3vOys8//2zTdIurqfIpKTo6mlGjRlXre4hy+PpCUJB+g76O4f37k/TMM1V+q41LltC2ZUucnJxo27JlhReC9/Jw4ZZmPoT618PZyTa3F38/f85fPF96h1Ls3rubjpEdK5ROcFAwR08eNb3OzMqkfv36OF2nL7JS0MzPgw7Nfa4bzIG+5uqRkydNNZzH09Pt13/u0iVo1EjvOyfqPEeuobthuDuBwcmpSv3m3N3d+eOPP9i5cyfR0X+tFrJjxw6OHj1qWri+tmnbti3vvvsuhYWF7Nu3j5kzZ7J//35SU1Mx2KiGMiUlhXPnztk0SOnUqROpqam0qq7leoxqonxELdSsGWRm6lNPlFPjUs/Tk3qenlV+G2sWgjcYFE19PQj0duNkRg7pGVf15Q+LOZl+stR8ccXnlyvO39ef8xdKB3RXsq/wx9E/iGgbUaF8Fc1FV+TS5UvX7T/nW8+VEH9PPF0rfqv09PDA19ubk6dP07xJE46fOmWfgC47W68EcPAJ9EXFSUBXy1nbb65evXp06tSJ1atXmwV0q1evpkePHuzatcuGubWdevXqEWOc5b5r1654eHjwwAMPsGvXLjp37mzn3JWmaRq5ubl4e3ub8m2NvLw8DAZDmbUHlS2f66UnHISTk9589r//QV5erR4c5exkIMS/Ho293Tl+IYczWX/1ryu+OkRZ88sVCfAL4NyFc6W2792/1zT/XEUEBwWzZ98e0+uMyxn4ePtYPNa3nivN/Tyo71a18i0a6dq8SROO/flnzU9Zkp+vz1/Yvr30m7uByE/5WsxJKVyUpgdzVtS6DB8+nJSUFLPZ2FNSUhg+fLjF47/55hvuvPNOPD098ff3Z9y4cWRmZpr2p6enM2bMGFq2bImHhwdhYWHMmjWLa9eumY45cuQISilSUlIYP348DRo0oFmzZsyePdvUFFEZUVFRpnSLLFy4kJtuugk3Nzdat27N66+/bnbOiRMnuPfeewkMDMTDw4NWrVqRkJAA6M2WH374Idu3bzc1XxZvet6wYQPR0dG4u7vTuHFjpk2bRl5enml/YmIiAQEBfPPNN3Tu3Bl3d3fWrFljsck1OzubJ554gsaNG+Pu7k7nzp3ZsmWLWV5jY2O55557WLp0Ka1atcLd3Z0///yzyuVTXno///wz/fv3x8vLCy8vL4YOHcqpU6fM0vv555/p1q0b7u7uhIeH8/HHH1c4L6KaubvrQd3ly6DV/sVu3FycaN2oPlHBvjT1ccfJoMpdHaIkfz/LNXQ/7v2xws2tULEaugaeLkQGNSC8iXeVgzkw70dX4zV0mqY3tbZuDR4eNfe+wu4kdK+livrNqUr2m7Pk7rvvZsKECXzzzTfcfvvtfP3115w9e5bBgwfz9NNPmx377bff0rNnT+666y7Wrl3L+fPnmT59OhcvXmTt2rUAnDt3Dj8/P1577TV8fX355ZdfSExM5OzZs7z99ttm6U2bNo0hQ4awdu1atm7dyvPPP09ERAT33ntvpa6hKFBpbOxcvGzZMh5//HGmTJlCXFwcX331FVOnTiU3N5fp06cDMHLkSHJycli6dCk+Pj4cPnyYgwcPApCQkMCxY8fIyMjg//7v/wBo1qwZoDfFjhgxgvHjxzNv3jx+//13ZsyYQWFhIfPnzzflKTs7mwcffJBp06YRFhZG06ZNSU9PL5X3cePG8fHHHzNv3jxat27NsmXL6N+/P1999RXdu3c3K/vff/+dl19+GU9PTxpUYsmnkuVTVnq//fYb3bp1Izo6mn//+98UFBSQkJBAfHw8aWlpKKXIyckhLi6OgIAA3nvvPXJycpg0aRJZWVncfPPNFc6TqEZ+fvp0JqdP633rHICbixOhAfVp5utJ65BQfj3yh9k6qGUpq4Zu997dTBg1ocLvHxwUzPETx03vmXE5gwZeDXAyKBp6uRHo7VblIK7kvH29u3fnd+NcdMdrelDEpUvQtGmV1gEWjk0CulrKmn5zJfn4+NCnTx9Wr17N7bffzurVq+nTpw8+PqWbG6ZPn07Xrl354IMPTNuCgoLo2bMnP//8MzfffDORkZFmgU23bt2oV68eY8aM4a233sK12LQKd9xxB0lJSQD06tWLzz//nHXr1lUooMvPz6ewsJD9+/czbdo0mjdvTlRUFIWFhSQmJjJq1ChT2r179+bSpUu89NJLTJo0CXd3d9LS0nj//feJj48H9FqrIq1atcLPz4/CwkKzJlJN03j66acZOXKkKdADcHNz47HHHmPGjBn4G/9Q5uTk8NprrzFo0CDTcSUDugMHDvD+++/z7rvv8uCD+qDsuLg42rdvzwsvvMDmzZtNx2ZkZPDjjz+aBWVVKZ/y0nvsscdo3Lgxn332men/qX379rRt25ZNmzbRv39/3n33Xc6cOcMPP/xgCnJDQ0PNgk9RCzRvrs9Nd53+dLWNs5OBz5Yt1QOgw3/QIjiEVxNfKfP4hv4NOfjrQcZOGsuVK1fIvJLJlStX8PXxJaJNxfrPAfg00P/eZVzKwNfHl6vZmYQ2CSA61A8ng3XTQJWct+9SZibdjd/FY+npBDdtalX6FZaVpX8Wik0CLW4c0uRaSdvUNrapbWbb9sbvZZvaxrmNf/2K/HPpn2xT2/jjySOmbdfSr7HTZyc/tf3J7Pz9d+5np89Oruy5Auj95o7N+5Ntnj/wx5wj2MLw4cNZu3Ytubm5rF271mJza3Z2Nqmpqdx7773k5+ebHt27d8fFxcXU307TNBYsWEC7du3w8PDAxcWF+++/n9zcXI4dM2866d27t9nrdu3aceLEievmd9euXbi4uODm5kbHjnqzytq1a/H09OTEiRP8+eefDB061OycYcOGcfnyZfbu3QtAhw4dmDFjBsnJyaXyVZZffvmFY8eOlSqDHj16cPXqVbOmVKUUffv2LTe9HTt2oGmaWV4NBgNDhw7lm2++MTs2KiqqwsFceeVTXnpffvklgwcPxmAwmK6tRYsWhIaGsnPnTgDS0tKIiooyBXOgB+2BMsN87WLsT3f4yBEi+vXDuV07Ivr3L7VKQW1UNOgi/8B+ft38GYNibubmIG+a+Ljj7mLezzO4WTDz58xn6oSpvDz7ZVYuXMnmNZtZv2I9bm5unEw/yf0T7uf2+Nu5f8L9nEw/afE9XZydaBkSQkH2WaJCfHEpvEpwo4ZWB3NQet6+9LNn+f3YMa5du8b5jIxqWYKtlGvX9DnnWreWqa1uUPK/XsuY5puzcUfWgQMHkpWVxcyZM7ly5Yqp1qq4ixcvUlBQwKOPPoqLi4vp4ebmRl5eHseNN4oFCxYwdepUBg8ezIYNG0hLS2PRokUAXL1qvgxQyVpAV1fXUsdYEh4ezo4dO9i9ezenT59m79693HrrrcBftWCNSsyzVfT6woULAHzwwQdER0czefJkQkJC6NChA1u3bi33fc+d04Pyfv36mZVBC+M8XMeL3Sx9fX3NaiMtSU9Pp379+maBVlFes7Ozyc3NLZX/iiivfMpL79y5c7z88stm1+bi4sLhw4dN13bq1CmLwZsEdLWQuzvxM2Zw8PBhCgoKTKs6VJfDx48T0b+/zYNHpRTeHq60CKhPpxBfOrfwI7yJN839PPCr78atHaKIaNuOkGYh+Pv5mw2EKBpgUVhYaBpg4eJkwNvDmUAvd0L96xHZrAGdQ325Jaw1Z0+fxM3FiXMZGQTYqLm6TYsWptHlBoOB1iEh/H78OCdPn6ZxQED1D0YqLNRHP7dpo/e5FjckaXKtpFgtttS2yI2RpbY1fbgpTR9uSvalLNOQfdcmrkRnRJc6tt32doA+iLVondYWz7ekxfMtbZbvevXqMWDAAF5//XWGDh1KPQtNND4+PqbBAf369St9TcZmgzVr1jB06FBefPFF0779+/fbLK8Anp6eZqNyi2ti7GB85swZs+1F87D5Gde8DAoKIjk5mcLCQtLS0khMTGTgwIEcO3bM1GxaUtG5S5cuNdV8Fdei2ASrqgKjjps0aUJWVhbZ2dlmQd3p06fx9PTErdgf34qkV6S88ikvPT8/PwYPHsxDDz1Ual9AQACg98Mr6mtYXMnyFrXDod9+M/2Nud6qDtaqyJJgtuDiZMC3niu+9cx/MF3LLySvsJC8/ELyCzUUmPrFgd56cPzkcTq3sLzubZsWLUzlc+7iRZsFdBuXLDHrQ/fx4sV0vOsu/nfoUM30n8vI0Nf89fau/vcStZYEdLWIuwEMzs7VNhXBhAkTyM3N5ZEyfsEXTYVx6NAhnnvO8ozroPcdcyvxK3DVKstTDlSHZs2a0bRpU9asWWPW5JmSkoK3tzeRkeYBtsFgICYmhtmzZ9O1a1eOHj2Kv7+/xdrCNm3aEBQUxJEjRxg3bpzVee3cuTNKKdauXcvIkSMB/aazdu1au/RJK+oLGRUVVWYA2blzZ1atWsWJEydMza7ffvutBHS1VJs2bTh48KC+qoNS113VwRqVWRKsOrg6G3DFAMXivDYtK76qRZsWLVj50UeAbQM6S/P2tQoOZvuOHdXff+7yZX1gjL0mLxa1hgR0tYSbAZwMBn0iyGpapzU2NtZsYIAlr7zyCj179sRgMHDPPffg5eXFsWPH+PTTT3nxxRcJCwujV69evPnmm3Tp0oVWrVqxatUqfvvtt2rJsyUGg4HExETGjx+Pv78/vXr1Yvv27SxevJh58+bh7u7OpUuXiIuLY+TIkYSFhZGbm0tSUhKNGzcmPDwc0Cfn3bBhAx999JEpSGzatClJSUk88MADXL58mb59++Lq6srhw4f56KOPSvVTu57w8HBGjBjBxIkTuXz5smmU68GDB1m8eHF1FVGZEhMTufXWW+nfvz9jxowhICCAkydP8sUXXzBq1ChiY2MZPXo0c+fOpX///iQmJpKTk0NCQoKpBk/ULhs3biQ+Pp5Dhw7RJjiYjW++WW3vVdklwWpCydqx8la1qGgNXclRqxuXLKFlJQcatAoOZltaGn+/7bZKnVcpOTl695yWLWV9byEBXW3grMClaPJgO3dm7d69O//973+ZPXs2DzzwAAUFBYSEhNCnTx9Tn6znnnuOs2fPMmvWLECfFuXNN9+02C+vuowbN47c3FwWLFjAG2+8QbNmzUhKSmLy5MmAvkJGZGQkb7zxBsePH8fT05OYmBi2bNmCh3FupkcffZQff/yRMWPGcPHiRWbPnk1iYiLDhg3D29ubefPm8c477+Dk5ETLli0ZMGDAdfvMWbJs2TKeeeYZXnjhBTIyMoiMjOSTTz6xSw1dWFgY33//PbNmzeLhhx8mJyfHNIq5devWgN6cu3nzZh555BGGDx9OaGgoSUlJzJ07t8bzK66vZcuW7Nu3T3+RmQk//6x3jq+GfluVCZ5qSmVWtWgVHMyRkyfJy8vj3MWL+FsY6Q+2aVpu1bw567ZsYfTdd1fqvArLy4OrVyEyslZPMC1qjtIcYGLK6hIdHa0Vjewr6cCBA6aaHGuY+tCV8evJoMDDAMrNTb6U4oZnq+/dDe30aTh82GbzkNmitqo2adGjB58uXcotgwaRu3evxaXynNu1o6CgwPTaycmJ/Er2E3579WoemT2bjxYtYtDf/251vs1oGpw/D23b6nMSihuGUmqXpmkWO1DLKFc7c1egXFwkmBNC2EZgoL4Ye0aGTZIrqq2qiVG0NaFNixZ8v2cPvt7eZa57XHLUalWallsZ11C1ZpWIMkcVX7yozzUnwZwoRgI6O9IHQTjp/eaEEMIWlILQUL0LR3a21cnZeyCErbVp0YJvd+8ud0DExiVLaNuyJU5OTrRt2bJKTcutjLWY1gR0FoPpzEx9EERQUJXTFXWT9KGzE1eDwtmA/kdXOrMKIWzJ2Vmfk+x//9P/bcWPxto4EMIabVq04M1//5vAcpqkK9MvryzNmzThgUGDrBpJazGYNhj0QRAyebAoQT4RduCk0CcPdneXL6UQonq4u+t9rDIz9UESVWSL2qrapE3Llhz64w+bTVlSFmdnZ1a+8kql5pcsqVTTb3CwHqhLFx1hgdTQ1TCl9H5zuLlVyyg0IYQw8fbWa3MOH9b7W1UhuLBFbVVtEhYaClDmCNfaxGxUcfPmbPzwQ6jEtEnixiIBXQ3zUKBcXWy+tJcQQljUqJHel+7sWXCAIKa6BTVqhO6ukqUAACAASURBVKeHR7XX0NmCKZg+f15fCaK6JykWDk3a+2qQ2SAI6TcnhKgpISHg5aU3v97gDAYDYaGhNR7QVXkd3IwMPSiXlSDEdUhAV0NcDeBsUDIIQghR8wwGaNVK/9tTYrm7G1GH8PCaWWO1mCpN/5KVBfXq6QG53DfEdUi7Xw1wVuCqkEEQQgj7cXXVB0n8/LP+d+gGni7pX3PnljkHXXWp9PQvRYH3TTdJf2tRIRJdVDODQeFmQA/m5EsphLAnT089qMvKgvx8e+fGbpycnKwafVoVlZqs+No1PaBr2/aGDrxF5UhAV83cnJ30Zb3sNAgiOTmZqKgovLy88PX1pWPHjkyZMsUueSnPqFGjiI62uJpJpWzbtg2llOnh6+tL9+7d2bp1qw1y+ZdffvmFxMREMmw0G3+R0NBQnnrqKZumWVxNlU9JCxcurPEbqCiDtze0bg2XLoGxxkhUvwpP/1JQoPd1bNtWRrSKSpGArpopN1e7zRn00ksv8dBDDxEXF8e6detYuXIlgwYN4uOPP7ZLfmrSqlWrSE1N5T//+Q/u7u706dOHPXv22Cz9X375hTlz5tg8oFu/fj1PPPGETdO0pLrLR9RyAQEQHKwvISVqRNGI1fz9+9n36aeW18MtLNQHQdx0kx54C1EJEtBVN4PBbp1ZFy5cyPjx45k3bx69evUiPj6exMREfv31V7vkpya1b9+emJgY+vfvz0cffUT9+vVZtmyZvbNVppycHAA6duxIsHENSGtcvU7H98qWz/XSEw6oaVN99KSNf5TUNVUenVpZmqYH2MHBesAtRCVJQFeHZWRk0NjCSK6STV/Tp08nMjKS+vXr06xZM+6//35OnTpldkxRU+A///lPmjRpQoMGDZg6dSqaprFp0yYiIiLw8vLirrvu4mKxX/1FTXxbtmxhwIAB1KtXj+DgYJZUYLb5Y8eOMXz4cPz8/PD09CQuLo5Dhw5Vuhzq169PWFgYR44cMW3bs2cPPXv2xNPTE19fX+6//35Onz5tdt5LL71E69atcXd3p1GjRvTp04dTp06xbds24uPjAWjRogVKKUKNk5VWJN9HjhxBKcWqVasYOXIkPj4+pvQsNbmmpKQQGRmJm5sbzZs3Z+bMmeQX6/+UnJyMUoq0tDRiY2Px8PDg1VdfrXL5lJfe1atXmTZtGs2bN8fNzY1bbrmFTZs2maWXm5vLxIkT8fHxwc/Pj8mTJ5OXl1fh/IgaUrTma4MGevNrLVdjgVUJVRqdWhVF05PIXHOiiiSgq8M6derEW2+9xYoVKzh//nyZx505c4Znn32WTz/9lAULFnD48GF69OhBQYnlglavXk1aWhrvvvsu06ZN47XXXmPKlCkkJCTwwgsvsGTJErZv386MGTNKvcfYsWNp374969ato2/fvkyYMIFPPvmkzDxduHCB7t27c+jQIZYsWUJKSgpXrlzh73//u6k2q6IKCgo4fvy4Kbg9e/YssbGxZGdn89577/HWW2+xfft2evXqxbVr1wBYuXIl8+bNY8qUKWzevJnFixfTunVrrly5QqdOnZg/fz4A69atIzU1lfXr11c630899RReXl6sWbOGZ5991mLet2zZwrBhw+jUqRMbNmzg8ccfZ/78+UycOLHUsSNGjGDAgAFs2rSJAQMGVLl8ykvvnnvuITk5mWeffZaNGzfSuXNnBg4caNZcO336dP71r3+RkJDAqlWrOHr0KElJSRXOj6hBRdOZeHrqAyVqsRoLrEqo9OjUqsjI0Cd9Dg2V6UlElcm0JXXYokWLuOuuuxg1ahRKKcLDwxkyZAhPPfUU3sX6Z7zzzjumfxcUFHDbbbfRrFkzvv32W+644w7TPnd3d9asWYOTkxN9+vRhw4YNvPXWW/z666+0MI7Y+umnn1ixYkWpGri+ffsyb948AOLi4jh8+DBz584tM/B4/fXXuXLlCnv27MHPzw+Abt26ERoayjvvvMNjjz1W7rUXFBSQn5/PhQsXePHFF0lPT2fw4MEApuBi8+bNpnIICwujS5cufPjhh4wYMYK0tDR69+7No48+akrz7rvvNv27TZs2gN5EWrx2rjL5jomJYdGiReVex3PPPUdsbCwrVqwAoE+fPgDMmDGDWbNm0axZM9OxTzzxBE8++WS56VWkfMpKb+vWrXz66ads27aNO++8E4DevXvzyy+/8OKLL7JmzRrOnz/PkiVLmDNnDlOnTgX0/+927dpVKF/CDpydISwMDhzQg7r69e2dI4tqJLCyoE2LFhw8fJjCwsLrj06tisuX9TJv1UqmtRJWkU9PJRUfIVjTj8pq3749Bw4c4OOPP+bRRx9F0zReeOEFoqOjySr2a/yzzz6ja9euNGjQAGdnZ1OQ8Msvv5ilFxsbi1OxqVdat25NaGioKZgr2nb27FlTTVeRksHC3Xffza5du0rVAhb58ssv6dWrF97e3uTn55Ofn4+XlxdRUVHs3LnzutfeoUMHXFxcaNSoEcuXL+fll182BY9FwVrxoPbWW28lNDSUb775xnT+pk2bmD17NmlpaWXm05p89+/fv9y0CgoK2L17N0OHDjXbPmzYMAoLC0lNTa1UesWVVz5lpffll1/SuHFjunXrZrq2/Px8evbsabq2vXv3cvXqVQYNGmQ6z2AwmL0WtZCLi77ou8GgLxNWC1Vq2g8bqvDo1KrIzNQnm7/pJlkOUlhNPkGVpGmavbNQKW5ubsTHx5v6aC1fvpyHHnqI5cuX8+STT7Jjxw4GDhzI4MGDmT59OoGBgSiliImJKdUR3qfEOpCurq4Wt2maxrVr13AtNn9SYGCg2XGBgYHk5+dz7tw5GjVqVCrf586d4/vvv+eDDz4ota9nz57Xve7Vq1fTqlUrfH19CQkJwbnYH8v09HQiIiJKndOoUSMuXLgAwJgxY8jMzGTp0qU8//zz+Pv7M2HCBBITE82CWmvybem6S6aVl5dX6rii10V5rWh6xZVXPmWld+7cOU6dOoWLhVHbRWVS1PfS0v+3qOXc3PSpMvbtg5wc8PCwd47MmC1U36KFbQOrcpjWU7W1rCw9iGvTxm4zIYi6RQK6G8zYsWOZNm0aBw8eBPRpMho2bMgHH3xgqgU8evSozd/3zJkzpV47OzsTUMZoLj8/PwYOHEhCQkKpfV5eXtd9v4iICG6++WaL+5o0aVIqPwCnT58mKioK0GsAJk+ezOTJkzl+/DirVq1i5syZBAUF8Ug5fXcqk+/r1boGBATg4uJSKq9FgzeKmnQrml5x5ZVPWen5+fkRFBTERx99VOY5Rf3wzpw5Y5Y/S+UtaiF3dwgP14M6g0EP8mqJagus7CE7W+8rJxMHCxuSgK4OO3PmTKmakbNnz3Lp0iVT7UtOTg4uLi5mN+9Vq1bZPC/r16+nb9++Zq+joqLKrO3q2bMnKSkpRERE4GHjmoIuXbqwePFiMjMzTUHWjh07OHLkCN27dy91fPPmzZk+fTrvvvsu+/fvBzDVPpasxbRlvp2cnIiKimLNmjVMmDDBtD0lJQWDwcBtt91mVfqV1bNnT5KSkqhfvz5t27a1eExkZCTu7u5s2LDBdExhYSEbNmyoyawKa3h6Qrt2elCnaXqQJ2wnJ0efPDgiolYFzMLxSUBXh0VGRjJo0CB69+5NYGAgR48eZf78+Xh6evLggw8C0KtXLxYsWMCkSZOIj4/nu+++4z//+Y/N8/LZZ58xc+ZM7rzzTtatW8cXX3xR7k1+ypQp/Oc//6FHjx48/vjjBAUFcfr0abZv30737t0ZMWJElfMyZcoUFi9eTFxcHM888wxZWVmmqVuGDBkCwPjx4/Hz8yMmJoYGDRrw1Vdf8euvv/Lyyy8Dfw2KePvttxk+fDienp5ERkbaPN9z5swhLi6O0aNHM3z4cPbu3UtCQgLjxo0zGxBRE3r16kVcXBy9evXimWeeISIigsuXL7Nnzx6uXr3KSy+9hL+/Pw8//DCzZ8/G2dmZiIgIli1bZtZnUziAevX0gMP4A0aCOhvJydGXXAsPlzIVNieDIuqw5557jiNHjvDEE0/Qu3dvEhISiIiIIC0tzTSQoV+/frz88st8+OGHDBw4kO3bt5c7nUhV/etf/2L37t3cddddfPLJJyxatIiBAweWeXxAQADff/89bdu2ZfLkyfTu3Ztp06Zx6dIl2rdvb1VeGjZsyFdffYW7uzsjRozgscce4/bbb+eLL74w1bzddttt/Pe//2X06NH069eP9evXs2zZMu666y4AQkJCmD9/PuvWraNbt26mPoq2znfv3r1ZvXo1O3fuJD4+ngULFjB16lQWLlxoVRlUhVKKdevWMWbMGBYsWEBcXBzjx48nNTXVrGbzlVdeYcyYMTz//POMGDGCpk2b1srl5sR1FAV1167pgYiwTna2XjPXrp0s6SWqhXK0Tv62FB0drZU1YvLAgQOEh4fXcI7qnm3btvG3v/2NvXv3XrfPlhDyvauFcnL0mjonpzIDkcPHj5casGBxaasb1ZUr+rPUzAkrKaV2aZpmceFzqaETQghRNg8PvaausPCvwKQEe0366xCysvQBJu3aSTAnqpUEdEIIIcrn7q4HJAaDxRUl7DXpb62XmanXbLZtKwMgRLWTgE5Uq9jYWDRNk+ZWIRxdUVDn7q4vVVWMvSb9rdUyMv6aBkaCOVEDJKATQghRMUUrSvj5wYUL+rQmVPNqCo5G0/Sy8fWVeeZEjZJpS4QQQlSck5O+7qirK5w4Ab6+dWvSX2sUFOg1c0FB0Ly5PnmwEDVEAjohhBCVoxQEB+tNiYcPg5eX1ETl5cHly9CyJVRiGT4hbEUCOiGEEFXTqJE+CvaXX/T56urXt3eO7CM7W7/+tm31plYh7ED60AkhhKg6b2+IjPxrsMSNNLeppsHFi/ro38hICeaEXUlAJ4QQwjpubnrtVOPG+oCAvDx756j65efr1xoYqM/TZ+M1p4WoLAnobgDr1q2jR48e+Pj44ObmRlhYGLNmzeLcuXOmY5RS111OKj09nX79+tGgQQOUUmzbtq1a8rthwwbCw8NxdXUlNDTUtH3Xrl34+vpy+fLlSqX32GOPMXbsWBvnUghhxmDQ+9W1aaNPQFyX1+/NztbnmAsLgxYt9IEiQtiZ9KGrpC/3n7bL+/69XdU62U6dOpUFCxYwevRoJk+ejLe3N/v372fJkiXs27eP9evXVzitF198kZ9++on3338fPz8/2rVrV6U8laegoICRI0fSt29fli1bRr169Uz7Zs2axSOPPIK3t3el0nz66adp27YtM2bMoHXr1rbOshCiOD8/uOUWOHJEr8Hy9gbnOnKrKSjQBz7Uq6cHrlIrJ2qROvItE5Zs3LiR1157jeXLlzNmzBjT9jvvvJOHH36YLVu2VCq9gwcP0qVLF/r162d13q5evYq7hWVw0tPTuXz5Mvfdd5/Zgu+//vorn3/+OW+++Wal3ys0NJTu3buzePFikpKSrMq3EKIC3Nz02qsLF/RRsErpgV0tUOV1Z7Oy9GbW0FBo2FCvkRSiFpFPZB32+uuv06lTJ7NgroiTkxN9+/atcFpKKbZu3cr69etRSpk1haakpBAZGYmbmxvNmzdn5syZ5Ofnm/YnJyejlCItLY3Y2Fg8PDx49dVXS71HcnIyzY1/WAcNGoRSisTERABWrFhB+/btuemmm8zO+fnnn+nWrRvu7u6Eh4fz8ccfEx0dzahRo8yOGzJkCKtWrTItTySEqGZKgb+/Xlvn7Q3nz+sjQe2s0uvO5uXpgWm9etC+vT6yV4I5UQvJp7KOysvL47vvvqNPnz42SS81NZWOHTvyt7/9jdTUVFNT7ZYtWxg2bBidOnViw4YNPP7448yfP5+JEyeWSmPEiBEMGDCATZs2MWDAgFL7+/fvz7p16wCYP38+qampPPTQQwBs3bqVrl27mh2fk5NDXFwcWVlZvPfee8yaNYtJkyZx7NixUml37dqV06dPs3fvXqvLQghRCa6uem1deLjeZGnnQRMVXne2oEAfwZqTAzfdpF+DhVYFIWoLaXKto86fP09ubi7BwcE2SS8mJgZvb2/8/PyIiYkxbX/uueeIjY1lxYoVAKYAcsaMGcyaNYtmzZqZjn3iiSd48skny3yPhg0b0rFjRwDatGljeh9N0/jxxx/5xz/+YXb8u+++y5kzZ/jhhx9M71PUvFpSREQETk5OpKWlccstt1SlCIQQ1vDx0WvqLl6Eo0f1gRP169d4/7o2LVpw8PBhCgsLLa87W9RPrmiQR8OGdacPoKjTpIaujlPVuPRMQUEBu3fvZujQoWbbhw0bRmFhIampqWbb+/fvX6X3uXjxIrm5uQQEBJhtT0tLIyoqyixo7NatG4GBgaXScHZ2xsfHh1OnTlUpD0IIGzAY/mqGDQnRg7qLF2u0KbbMdWeLlu3KzNSX7erQAZo0kWBOOAz5pNZR/v7+uLm5WWx+tJVz586Rl5dHoxLL3BS9vnDhgsXtlXX16lUA3NzczLafOnXKYvBmaVvR+UVpCSHsyMlJ74vm768HUSdP6k2xrq56X7Vq/CFqtu6spulNqhcv6nkKCtLnlXNxqbb3F6K6OGQNnVIqSCk1Qym1XSmVrpS6opTap5R6VSnlb+/81QYuLi5069aNzZs3V9t7BAQE4OLiwpkzZ8y2nz6tT+3i5+dntr2qtYX+/vp/aUZGhtn2xo0bl3pvwOK2ovNL5kkIYUfOzhAQoA82uPlmvVn20iU9wMrK0mvNbE3T4OpVPZDMyABPT31S5E6d9IBOgjnhoBwyoAPigUTgPPAqMAn4zvj8o1Kqsf2yVntMmjSJnTt3mvq3FVdYWMjnn39uVfpOTk5ERUWxZs0as+0pKSkYDAZuu+02q9Iv4ubmRnBwMH+U6LzcuXNndu3axYkTJ0zbvv32W4sB3dmzZ8nOziYsLMwmeRJC2JBSen+6li2hY0d9jjcfn7+aZDMy9Ml8qzKYorDwrwDu4kU9YHRz0ycE7thRH+zQoIGMXBUOz1GbXL8GQjRNK94haplS6gdgGfCU8XFDi4+PZ8qUKYwdO5Zvv/2WQYMGUb9+fQ4ePMiSJUsIDQ21ehTsnDlziIuLY/To0QwfPpy9e/eSkJDAuHHjzPq2Watbt27s2rXLbNvo0aOZO3cu/fv3JzExkZycHBISEkr1tQPYuXMnSqlSI2WFELWMi4sezPn46EFXTo7ery0z03wFipI1/kVryCql/7vo2dlZr4Vr1EgPGj08JHgTdZJDBnSapu0rY9cH6AHdzTWYnVotKSmJrl27snDhQu677z5ycnIIDQ1l4MCBPPWU9TFv7969Wb16NXPnzmXVqlUEBgYydepU5syZY4Pc/+Xuu+9m9OjR5OTk4GGcnd3T05PNmzfzyCOPMHz4cEJDQ0lKSmLu3Lmlzv/888+58847Tc23QggHoJQejBUFZKAHadeu6Y/Cwr8COU3THwaDHsS5uOjPsiyXuEEorejLUAcopcKB/cBKTdMevN7x0dHR2s6dOy3uO3DgAOHh4TbOoaiqa9eu0axZMxYtWlRqVG1J0dHR3HzzzSQnJwP6aNyQkBD++c9/lpr6RNQu8r0TQoiyKaV2aZoWbWlfXat3LqoWKt1pTDg0V1dXnn76ad54441Kn7tmzRo8PDwYPnx4NeRMCCGEsD+7NrkqpXzQBzJU1Juapl2wtEMpNRUYCizVNO3/lfOeDwMPAzabdFfUjIkTJ5Kdnc2lS5do0KBBhc/TNI3ly5fjLPNJCSGEqKPs2uSqlAoFylh3xaKbNE37zUI6DwFLgU3AYE3TKjQUSppchahd5HsnhBBlK6/J1a5VFpqmHQGsmkFSKTUGPZjbAgypaDAnhBBCCFFXOHQfOqXUaPRRrV8Cd2malmvnLAkhhBBC1DiHDeiUUqOAfwFfAYM0TZM1nYQQQghxQ3LIXuJKqYHAcuAy+txzQ0osK5WladpH9sibEEIIIURNc8iADuiEXrvog95/rqSjgAR0QgghhLghOGSTq6ZpiZqmqXIeofbOoxBCCCFETXHIgE4IIYQQQvxFArobwLp16+jRowc+Pj64ubkRFhbGrFmzOHfunOkYpRQLFy4sN5309HT69etHgwYNUEqxbdu2as65ZUeOHEEpxSeffGKX9xdCCCFqG0ftQ2c/+/dDZmbNv6+XF7RrV+nTpk6dyoIFCxg9ejSTJ0/G29ub/fv3s2TJEvbt28f69esrnNaLL77ITz/9xPvvv4+fnx/tqpAfIYQQQtieBHSVlZkJvr41/74XL1b6lI0bN/Laa6+xfPlyxowZY9p+55138vDDD7Nly5ZKpXfw4EG6dOlCv379Kp2Xkq5evYq7u7vV6QghhBBCmlzrtNdff51OnTqZBXNFnJyc6Nu3b4XTUkqxdetW1q9fj1KK0NBQ076UlBQiIyNxc3OjefPmzJw5k/z8fNP+5ORklFKkpaURGxuLh4cHr776apnvtWfPHnr27Imnpye+vr7cf//9nD59utRxly9f5oEHHsDLy4vAwEDmzJljtv/EiRPce++9BAYG4uHhQatWrUhISKjwNQN07tyZ0aNHl9r+4IMP0qlTp0qlJYQQQlQXCejqqLy8PL777jv69Oljk/RSU1Pp2LEjf/vb30hNTTU11W7ZsoVhw4bRqVMnNmzYwOOPP878+fOZOHFiqTRGjBjBgAED2LRpEwMGDLD4PmfPniU2Npbs7Gzee+893nrrLbZv306vXr24du2a2bFPP/00np6erF27lnHjxjFnzhwWLVpk2j9y5EiOHz/O0qVL+eyzz5g5cya5uZVbTOShhx5izZo1ZGVlmbZlZWXx4YcfWgz0hBBCCHuQJtc66vz58+Tm5hIcHGyT9GJiYvD29sbPz4+YmBjT9ueee47Y2FhWrFgBYAogZ8yYwaxZs2jWrJnp2CeeeIInn3yy3PdJSkoCYPPmzXh7ewMQFhZGly5d+PDDDxkxYoTp2IiICN5++20A4uLiOHPmDPPmzWPChAkYDAbS0tJ4//33iY+PByA2NrbS1z1ixAimTJnCmjVrTAFcSkoKeXl53HfffZVOTwghhKgOUkNXx5VYQcOmCgoK2L17N0OHDjXbPmzYMAoLC0lNTTXb3r9//+ummZaWRu/evU3BHMCtt95KaGgo33zzjdmxgwcPNnt999138+eff3LixAkAOnTowIwZM0hOTubYsWOVurYi3t7e3HPPPSQnJ5u2JScnM3DgQPz9/auUphBCCGFrEtDVUf7+/ri5uVU5kKmIc+fOkZeXR6NGjcy2F72+cOGCxe3lSU9Pt3hco0aNSqUXGBho8XV6ejoAH3zwAdHR0UyePJmQkBA6dOjA1q1br5uHksaOHcvXX3/N77//zu+//87XX39tsV+iEEIIYS8S0NVRLi4udOvWjc2bN1fbewQEBODi4sKZM2fMthcNYPDz8zPbXpHawiZNmpRKryjNkumVPK7odZMmTQAICgoiOTmZ8+fPk5qaSuPGjRk4cCDnz5+/bj6Ku+OOO7jppptYsWIFycnJNG3alN69e1cqDSGEEKI6SUBXh02aNImdO3ea+rcVV1hYyOeff25V+k5OTkRFRbFmzRqz7SkpKRgMBm677bZKp9mlSxc2b95MZrG5/nbs2MGRI0fo3r272bEl59Bbt24dTZo0Meu3B2AwGIiJiWH27NlkZ2dz9OjRSudrzJgxrFixgpUrVzJy5EicnJwqnYYQQghRXWRQRB0WHx/PlClTGDt2LN9++y2DBg2ifv36HDx4kCVLlhAaGmr1KNg5c+YQFxfH6NGjGT58OHv37iUhIYFx48aVCqwqYsqUKSxevJi4uDieeeYZsrKymD59OpGRkQwZMsTs2H379jF+/HiGDBnCf//7X5YvX84bb7yBwWDg0qVLxMXFMXLkSMLCwsjNzSUpKYnGjRsTHh4OwMqVKxkzZgy///47ISEh5ebrwQcfZNasWeTn5zNq1KhKX5cQQghRnSSgqywvrypN8muT962CpKQkunbtysKFC7nvvvvIyckhNDSUgQMH8tRTT1mdrd69e7N69Wrmzp3LqlWrCAwMZOrUqaXmhKuohg0b8tVXXzF16lRGjBiBq6sr/fr14/XXX8fV1dXs2FdeeYVPPvmEIUOG4O7uTkJCgmm6FHd3dyIjI3njjTc4fvw4np6exMTEsGXLFjw8PAC9lrKgoABN066br8aNG9OlSxcA2rRpU6VrE0LYxuHDh4mPj+fQoUO0adOGjRs30rJlS3tnSwi7UhW5mdVV0dHR2s6dOy3uO3DggKkmR4gLFy4QFBTEwoULGTt2rL2zU2fJ905UREREBAcPHqSwsBCDwUDbtm3Zt2+fvbMlRLVTSu3SNC3a0j6poROiHJmZmezfv5833ngDLy8vs3nwhBD2cejQIQoLCwG9pv3QoUN2zpEQ9ieDIoQox65du4iJieG7775j5cqVeHp62jtLQtzw2rRpg8Gg374MBoN0gxACqaETolyxsbEV6mMnhKg5GzduLNWHTogbnQR0QgghHErLli2lz5wQJUiTazmkZkaImiPfNyGEqDoJ6Mrg4uJCTk6OvbMhxA0jJycHFxcXe2dDCCEckgR0ZQgMDOTkyZNkZ2dLzYEQ1UjTNLKzszl58mSp9XmFEEJUjPShK4O3tzcAf/75J3l5eXbOjRB1m4uLC40aNTJ974QQQlSOBHTl8Pb2lhuMEEIIIWo9aXIVQgghhHBwEtAJIYQQQjg4CeiEEEIIIRycBHRCCCGEEA5OAjohhBBCCAcnAZ0QQgghhINTN/KkuUqps8DRan6bAOBcNb+Ho5MyKp+Uz/VJGZVPyuf6pIzKJ+VTvpoqnxBN0xpa2nFDB3Q1QSm1U9O0aHvnozaTMiqflM/1SRmVT8rn+qSMyiflU77aUD7S5CqEEEII4eAkoBNCCCGEcHAS0FW/pfbOgAOQMiqflM/1SRmVT8rn+qSMyiflUz67l4/0uA2kXwAACgxJREFUoRNCCCGEcHBSQyeEEEII4eAkoBNCCCGEcHAS0NmYUmqkUupHpVSOUuq0UupfSimLc8ZYODdIKTVDKbVdKZWulLqilNqnlHpVKeVf3Xm3FaWUQSk1WSl1UCl1VSl1XCmVpJSqVxPn13bWXJ9SKkwp9bxS6nul1FmlVKZSao9SaqaUj8W0PJVSfyilNKXUwurIrz3YooyUUn5KqflKqd+MaZxVSn2llLq9OvNeE2zwN6i+UupZpdRe43fsnFLqO6XUKKWUqu781wTjvWaNUuqw8ftxpIrpVPmeV5tZWz52uZ9rmiYPGz2AyYAGbAMeBp4HsoB9QL0KnP8IkAusA6YA44BlQB5wDGhs72usYDm8YSyHdcZreM14Df8PMFT3+bX9Yc31Af8EMoFVwOPGz8wHxvR+AjzsfX32/vyUSGu+sbw0YKG9r622lBEQAvwBnDV+psYY/369Cwy39/XZs3zQKzq+BgqAd4x/yycBPxjTfNne12ejMtKA88AXwAXgSBXSsOqeV5sf1paPPe7ndi+0uvJAnyX6CpAGOBXbHm/8YDxbgTQiLP0nAw8Z05hv7+us4DUUAh+W2P648Rruq87za/vDBuUTDTSwsH2u8fyJ9r5Ge5ZPiXM6AfnGP6Z1JqCzRRkZA5bjQBN7X09tKx/gNuNxr5fY7gocBjLsfY02KqeWxf79cxUCFqvvebX5YYPyqfH7uTS52s5dgCfwlqZpBUUbNU3biP5H4B/XS0DTtH2app2ysOsD4/PNtshoNRsBKGBBie3LgGyuXw7Wnl/bWXV9mqbt1DTtkoVdjvQZKY9N/v+VUk7Gcz5H/4Vcl1hVRkqpO4DuwCuapqUrpVyUUp7VklP7sPYz5G18/rP4Rk3TrqEv7XTFBnm0O03TDluZhNX3vNrM2vKxx/1cAjrb6Wx8TrWw73ugrVKqfhXTbmZ8Pl3F82tSZ/Rfx2nFN2qadhXYw1/lVF3n13bVdX2O9Bkpj63KZzLQFpho09zVDtaWUT/j8zGl1EYgB7iilPpFKeXQN2Eja8snDcgApimlhiqlgpVSbZRSLwFRQKLts+yQqvOeV5dV299qCehsp6nx+aSFfSfRfzE2tbCvIuYYn1dU8fya1BQ4p2laroV9J4EApZRrNZ5f29n8+oy1Uc+hNy++Z30W7crq8lFKtUD/zjyvadoR22fR7qwtozbG52WAH/AgMBa4BvxbKTXalpm1A6vKR9O0i8BA9H5TKcBR4CDwGDBE07Rlts+yQ6rOe15dVm33c2dbJ+jolFI+6B1gK+pNTdMuoFc9g94JsqSrxudKN2sopaYCQ4Glmqb9v8qebweeWC4DMC+Ha9V0fm1XHde3AIhB77NyyIq81Qa2KJ/F6B3+X7NhvmoTa8vIy/icCfzN2JSIUmo9elPZPKXUCk3TCm2U35pmi89QFnq/qY+B79AD38eA95RSgzRN+8JGeXVk1XLPq8uq+34uAV1pPsDsShz/H/RfctnG127oTRjFuRufs6kEpdRDwKvApzhO01E2EFjGvoqUg7Xn13Y2vT6l1Avon42lmqa9ZGXeagOrysfYZNgbuEPTtDwb5622sPYzVPT36f2iYA70miml1MfASPRavAPWZtROrP0MRaIHcZM1TVtSbPv76EHeMqVUq+L9xm5QNr/n1WU1cT+XJtcSNE07ommaqsTjN+OpRR1ogywkG4Q+quVPC/ssUkqNQV8bbgt6Nb+j3Jz+RG/ScLOwLwi9KaS8X8bWnl/b2ez6lFKJwCz0qSYesVkO7avK5WM85zVgE3BKKdVaKdUafYoOgAbGbT7VkfEaZO1n6ITx2VKH7XTjs68V+bM3a8tnMnpAsqb4Rk3TstFvxiFAqG2y6tBses+ry2rqfi4Bne3sMD7fZmFfF+CQpmlZFUnI2IdlGfAlcFcZfUFqqx3on6tbi29USrkDHYCd1Xx+bWeT61NKzUavSV4JPKQZx8PXAdaUjwfQEOgP/Frssc24/x/G1w/ZNMc1z9rPUNFggWYW9hVtO2NNBu3M2vIpClCcLOxzLvF8I7PZPa8uq8n7uQR0trMBvdp5orGTOgBKqXigFfpEsBTbHqyUaquUcimxfRTwL+ArYJBxZJYjKZrktmQ/xHHo/SlM5aCUaqWUalvV8x2UteWDUuo59JF2/wZGO3BfJ0usKZ8r6P1TSj4eNe7/3Pj642rJec2x9jP0EXr/uX8UH4WolGqCPhXFr8VaHhyRteWz3/g8qvhGY83uIOAi8LsN81vrlXG/qtQ9ry6rLfdzVXd+2NufscPjfPQagffRf+lNRZ/As3PxXytKqW3AnUCLopF4SqmBwHrgMjCN0v0SsjRN+6haL8IGlFJvofcRWI/e/BUOPAF8C/QoCkCMS6mEaJqmqnK+o7KmfJRSjwEL0WcaT0CfnqG4047eYdvaz4+F9ELRB0ks0jTNUfqilssG37GHgbfRZ/R/B33S3AlAE2CApmlbauZKqoeV37EQYDd6s/Mq4zl+6AFhKPCYpmn/V1PXUl2UUg/wV3eEx9E/A0nG10c1Tft3sWO3UeJ+Zdxe4Xueo7G2fOxyP7f1TMU3+gP9V91P6KN8zqD/sQy0cNw29F+RocW2JRq3lfU4Yu/rq2AZOKF/qQ+hj4A6id63qX6J447oH8Gqne+oD2vKB0i+zmdkm72vz96fHwvphVKHVoqwVRkBd6PPF3YFvcZuC9DN3tdWG8oHvYZpBXp/wzz0m/J/gbvtfW02LKOie9B1/45Yul8V2zeKCtzzHO1hbflgh/u51NAJIYQQQjg46UMnhBBCCOHgJKATQgghhHBwEtAJIYQQQjg4CeiEEEIIIRycBHRCCCGEEA5OAjohhBBCCAcnAZ0QQgghhIOTgE4IIYQQwsFJQCeEEEII4eAkoBNCCCsppW5XSqUqpXKUUseVUglKqb8rpTTjY5u98yiEqNuc7Z0BIYRwZEqpLsAXgJtxUzPgefT1LYUQokZIDZ0QQljnNf4K5r4HBgFPAjfZLUdCiBuO1NAJIUQVKaUCga7Gl4XAME3TjhXbN9NeeRNC3Fikhk4IIaquZbF/nyoK5ozSajozQogblwR0QghhG5q9MyCEuHFJQCeEEFV3uNi/myilmhd7fWtNZ0YIceOSgE4IIapI07QzwHfGlwbgA6VUvFJqIjDJfjkTQtxolKZJK4EQQlSVcdqS7fw10rXI/4D2xn9v1zQttibzJYS4sUgNnRBCWEHTtB+AXsAPQC5wEn0euqn2zJcQ4sYi05YIIYSVNE37Gogpvk0pFWuf3AghbkRSQyeEEEII4eAkoBNCCCGEcHAS0AkhhBBCODgZ5SqEEEII4eCkhk4IIYQQwsFJQCeEEEII4eAkoBNCCCGEcHAS0AkhhBBCODgJ6IQQQgghHJwEdEIIIYQQDk4COiGEEEIIBycBnRBCCCGEg/v/0ZUVvBY1vxwAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fExTest=fEx(xTest) #exact model response\n", "pltOpts={'title':'Single-task GPR, 1D parameter, %s-scedastic noise'%noiseType}\n", "gprPlot(pltOpts).torch1d(post_f,post_obs,xTrain,yTrain,xTest,fExTest)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 2: GPR over a 2D parameter space" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider $\\mathbf{q}\\in\\mathbb{Q}\\subset \\mathbb{R}^2$. The aim is to construct a GPR given a set of noisy training samples. In particular, we would like to observe the difference between the homoscedastic and heteroscedastic noises. \n", "\n", "First, we need a set of functions for generating synthetic training data. The simulator can be any of the existing models in `analyticTestFuncs.fEx2D`. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def plot_trainData(n,fSamples,noiseSdev,yTrain):\n", " \"\"\"Plot the noisy training data which are used in GPR\"\"\"\n", " plt.figure(figsize=(10,5))\n", " x_=np.zeros(n)\n", " for i in range(n):\n", " x_[i]=i+1\n", " for i in range(500): #only for plottig possible realizations\n", " noise_=noiseSdev*np.random.randn(n)\n", " plt.plot(x_,fSamples+noise_,'.',color='steelblue',alpha=0.4,markersize=1)\n", " plt.errorbar(x_,fSamples,yerr=1.96*abs(noiseSdev),ls='none',capsize=5,ecolor='k',\n", " elinewidth=4,label=r'$95\\%$ CI in Obs.')\n", " plt.plot(x_,fSamples,'o' ,markersize=6,markerfacecolor='lime',\n", " markeredgecolor='salmon',label='Mean Observation')\n", " plt.plot(x_,yTrain ,'xr' ,markersize=6,label='Sample Observation')\n", " plt.legend(loc='best',fontsize=15)\n", " plt.ylabel('QoI',fontsize=17)\n", " plt.xlabel('Simulation Index',fontsize=17)\n", " plt.xticks(fontsize=15)\n", " plt.yticks(fontsize=15) \n", " plt.title('Training data with associated confidence')\n", " plt.show()\n", "\n", "def trainDataGen(p,sampleType,n,qBound,fExName,noiseType):\n", " \"\"\"Generate Training Data\"\"\"\n", " # (a) xTrain \n", " if sampleType=='grid': \n", " nSamp=n[0]*n[1]\n", " gridList=[]\n", " for i in range(p): \n", " grid_=np.linspace(qBound[i][0],qBound[i][1],n[i])\n", " gridList.append(grid_)\n", " xTrain=reshaper.vecs2grid(gridList)\n", " elif sampleType=='random': \n", " nSamp=n #number of random samples \n", " xTrain=sampling.LHS_sampling(n,qBound)\n", " # (b) Observation noise \n", " noiseSdev=noiseGen(nSamp,noiseType,xTrain,fExName)\n", " # (c) Training response\n", " yTrain=analyticTestFuncs.fEx2D(xTrain[:,0],xTrain[:,1],fExName,'comp').val\n", " yTrain_noiseFree=yTrain\n", " yTrain=yTrain_noiseFree+noiseSdev*np.random.randn(nSamp)\n", " return xTrain,yTrain,noiseSdev,yTrain_noiseFree\n", "\n", "def noiseGen(n,noiseType,xTrain,fExName):\n", " \"\"\"\n", " Generate a 1D numpy array of standard deviations of the observation noise\n", " \"\"\"\n", " if noiseType=='homo':\n", " sd=0.2 #(Note: non-zero, to avoid instabilities)\n", " sdV=sd*np.ones(n)\n", " elif noiseType=='hetero': \n", " sdV=0.1*(analyticTestFuncs.fEx2D(xTrain[:,0],xTrain[:,1],fExName,'comp').val+0.001)\n", " return sdV" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following settings, we can choose different model functions as the simulator, different types of sampling methods, different types of observation noise (homoscedastic or heteroscedastic), and etc." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "qBound=[[-2,2],[-2,2]] #Admissible range of parameters\n", "fExName='type1' #Type of simulator in analyticTestFuncs.fEx2D\n", " #'type1', 'type2', 'type3', 'Rosenbrock'\n", "sampleType='random' #'random' or 'grid': type of training samples\n", "if sampleType=='grid':\n", " n=[9,9] #number of training samples in each input dimension\n", "elif sampleType=='random':\n", " n=100 #total number of training samples drawn randomly\n", "noiseType='hetero' #noise type: 'homo'=homoscedastic, 'hetero'=heterscedastic\n", "#options for GPR\n", "nIter_=1500 #number of iterations in optimization of GPR hyperparameters\n", "lr_ =0.1 #learning rate in the optimization of the hyperparameters\n", "convPlot_=True #plot convergence of optimization of GPR hyperparameters\n", "nTest=[31,30] #number of test points in each parameter dimension" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generate training data and plot the uncertainty in the observations" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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PPMLx48eL9GnlypU8++yzeHl50atXL5577jlatWpVRJ558+bh7OxMWloaAO+99x73338/np6e1K5dm169evH333+b80dERHDw4EGWL1+OEAIhBMuWLQOKn96NjY2lWbNmODo6EhwczIQJEzAYDOb0ZcuWIYTg8OHDdOnSBVdXV0JDQ/nyyy9LHH+FQqGozqg1fUWpNkpfGQgFjMBfheKPamnWaATYA8eKKacD7iwvAW8Fw+GD/LNtOX26L8Ntwmz6dF/GP9uWV6ri99hjj3Hx4kXzergff/yRxMRE+vTpUyTvnj176Ny5M3Xq1GHt2rXMnj2bb775hueff96cJykpCR8fH95//32+++47xo4dy9KlSxkxYkSR+saNG4ebmxtr167lmWeeYdq0aaxdu9aqrHFxcZw5c4bevXsXm96oUSOaNWvGrl27LOJXrVrF1q1b+fjjj3n//ffZvHkzQ4YMMae/8847rFy5kunTp/PDDz8we/ZsPD09MRqNAFy5coV27dpx/PhxFi1aRGxsLOnp6Tz88MNkZmZatDVmzBjc3d1Zs2YN48ePJzo6mv3793Pq1CmLfLGxsfTo0QM3NzcAzp8/zyuvvMKGDRv4+OOPMRqNtG3b1qycLliwgNDQUB599FH27t3L3r176dGjR7HjsGXLFvr370/Lli3ZsGEDI0aMYNasWbzyyitF8j711FNERkby1VdfcccddxAdHc358+et3gOFQqGo7iiFrxBSymr3AdYCOwrFTQCuFpN3CCABByt1tdXS7y0U31iL71qaPGFhYdIaR44csZp2I1yZP0l2OBUsKfCvw6lgeWX+pHKpvySmTJkifX19pZRSRkZGypdeeklKKeXw4cNlVFSUlFJKX19fOWXKFHOZdu3ayYiICIt6/vvf/0pAHj58uNh2cnNz5cqVK6Wjo6PMzs6WUkp5+vRpCcgBAwZY5G3RooXs37+/VZn37t0rAbl+/XqreaKiomRoaKj5un79+tLb21umpqaa41asWCGFEOb72KNHDzlq1CirdU6cOFH6+PjIy5cvm+OuXLkiPTw85Lx58yz61Lt37yL99/X1le+884457vz581IIIdesWVNsewaDQWZkZEg3Nze5fPlyc3xYWJh87rnniuSvX7++HD16tPm6devWRe7TjBkzpE6nk3FxcVJKKZcuXSoBuWTJEnOepKQkqdfr5cKFC62Oxa1SXt8dhUKhUFgCHJDF6DO2ZOkDk5JWGFFCWkllSywnhBgqhDgghDiQmJh4AyLeHC5J6eypF28Rt6dePC5J6RXedkGio6NZu3Yt2dnZrF27ttip3YyMDPbu3Uu/fv0wGAzmT7t27bC3tzev/5NSMnv2bJo2bYqzszP29vY8/fTTZGdnc+7cOYs6u3a13FPTtGnTCrEydenSxWxRA5N1U0rJ/v37Abj33ntZtmwZM2fO5PfffzdPdeezdetWunTpgoeHh7nf7u7uhIWFFdkEU9j6Zmdnx2OPPUZMTIw5bs2aNbi6ulrk/fnnn+nSpQu+vr7Y2dnh4uJCWloaJ05Y299UPEajkV9//ZUnnnjCIr5///7k5eWxd+9ei/iC98DX1xd/f39l6VMoFIrbCFtS+pIBdyGEvlC8F5AhpbTm3j+5QL7C5QCuFldISrlYShkupQyvVavWTQl8I2T4udL2nOWGg7bngsjwc63wtgsSGRlJWloaEyZMID09nV69ehXJk5ycjNFo5KWXXsLe3t78cXR0JDc3l7i4OABmz57N6NGj6dOnDxs2bGDfvn3Mnz8fgKysLIs6vbwsb4+Dg0ORPAXJ35xx9uxZq3nOnj1bZBOHv7+/xbWzszNubm4kJCQAMHHiRF5++WUWLFhAixYtCA4OZs6cOeb8SUlJxMTEWPTb3t6e7du3m/udT+3atYvIFB0dzW+//WZW4GJiYoiMjDRv8jh37hxdu3ZFSslHH33Enj172L9/P/7+/iWOR3EkJSWRm5tbRI786ytXrljE3+g9UCgUiupO/OW0qhahWlGddu+WxjFAj2la9niB+FCKrtcryEkgV8u3s1C5PKy7h6lU3B+KYsXGqzwTuZ499eJpey6IFRt7494pqlLlcHV1pWfPnnzwwQc88cQTuLoWVTq9vLzMfvseffTRIumBgYGAyYr1xBNP8NZbb5nTjhw5Ui5yBgcHExISwsaNG4t1UXL69Gn++OMPJk2aZBFf+LzXzMxM0tLSCAgIAEyua6ZNm8a0adP466+/WLRoESNHjqRJkyZ069YNHx8fIiMji9QL4O7ubnFd3KkTERER1KlTh5iYGJ599ll++eUX/vOf/5jTv/vuOzIyMtiwYYN57A0GQxEFrSz4+flhb29fpM8XL14EwMfH54brVCgUClsh/nIay3ec4LmIOwnydSu9QA3AlpS+n4AU4AngTQAhhAsmf32LrRWSUmYLIbZr5T4qkNQf2CulvFZ8ycrFrlkYdYCvvvXCJSmdDD9X3DtFYdcsrNJlGT58ONnZ2QwbNqzYdFdXVx544AGOHz/O5MmTrdaTmZmJo6OjRdzKlSvLTc7XXnuN119/nS1bthSZHp44cSKOjo4MHjzYIv6HH34gLS3NPMX75ZdfIoSwcFOTzx133MGsWbOYP38+R44coVu3bnTu3JnY2Fjuvvvum3LBotPp6Nu3LzExMTg5OeHh4WGx+zgzMxOdToed3fWvZmxsrMVuWyibFU6v1xMWFsaaNWsYPny4RX06nY4HH3zwhuVXKBQKW8Hd2YEG/u64O6vNHPlUG6VPU+DyzUZBgIcQoq92/Y2UMkMI8S4wSQiRjMm6NwrTFPXcAvU8C3wKNJJS5s/9TQd2CCFmA+u1dh4Fivr6qELsmoXhrSl5jqXkrUgiIiKIiIgoMc/MmTPp3LmzWYlxd3fn3LlzbN68mbfeeos777yTLl268OGHH9K6dWsaNWrEypUrLVyP3CojRoxg69at9OnThzFjxhAREUFqaipLlizh66+/5vPPPy8yvevs7EyPHj0YO3YsCQkJjB07lj59+tC0aVMA+vTpQ1hYGPfddx/Ozs6sXbsWg8FA+/btARg1ahQrVqygU6dOjBgxgqCgIC5evMjOnTtp164dTz75ZKly9+/fn3nz5vHBBx/Qp08fHByu/4fUqVMnjEYjzz//PIMHD+bPP/9k1qxZRaZeQ0ND+f777/n+++/x9fWlQYMG+Pr6FmnrjTfe4JFHHuH5558nOjqaw4cPM2nSJF544QXq1q17w2OuUCgUtoKHiwMtG/qpHbwFqDZKH+APrCkUl3/dAJMT5ncxKXn/AXyBA0AXKeXFAmV0mKaBzXNrUsrdmgL5JjAcOA08JaVUjplvknbt2rFr1y6mTJnCgAEDMBqN1K9fn27dupnXjE2ePJnExEQmTjT5zX7sscf48MMPi10neDPo9XrWr1/P3LlzWbp0KTNnzsTJyYkHHnjArIQVJjo6Gnd3dwYPHkxaWhqRkZEsXLjQnN6mTRtiYmL4v//7P/Ly8mjatCnr1q0zWwL9/Pz4+eefmTBhAq+//jpXr14lICCAdu3a0bx58zLJ3bZtW4KDg4mLiyuyUaZZs2YsXbqUN954g6+++ooWLVqwZs0a+ve3PDVw4sSJnDt3jn79+pGSksLSpUsZOHBgkba6du3K6tWrefPNN1m5ciX+/v6MHj2aN954o0yyKkwOXtVLQ6GwPeIvp7HpwDncnOzV9K6GKLw7UVGU8PBwWXhnZj5Hjx7lrrvuqmSJFArbxxa+O8qjv0Jh2xyPT6ZJkHdVi1HpCCEOSimLrFuypd27CoVCUakoj/6Vz/H45NIzKRRlICUjh7V7T6nzdwuglD6FQqEogdRM9cKoLI7HJ7NoyxGl+CluiqlTp5qPphRC4OnqyMQnwvF0dbSInzp1alWLWmUopU+hUCiskO/yQfn6qhyaBHkzoP0dNXI6TnHrTJ06teCpW/iFtqbDf2LxC21tcSqFUvoUCoVCUQR3ZwcCfVwq3OWDmn4ykZKRw6WUbDUeinJB7+CMTqdH73Dj7rVuV5TSp1AoFCXg6VKxDpTyN4soRce0hrKBv5taQ6koF5y9aqOz0+PsVfR0pJqKUvoUCoXCCh4uDtT3c61QJcTDxYFm9byVooNpOn3dz6fVdLqiXLgWdxRDTjbX4o5WtSjVBqX0KRQKhRWOxyfz0Q9HK3RjQUpGDruOJChLH6bpdFdHO3WCgqJccHD3QafT4eCujpzMRyl9CoVCUQJpWbkVWn9qZg5HzierXcJAQnI6f/+TQkJyelWLorgNME3vOqjp3QIopU+hUCiscOlaJimZ2Vy6llmh7WRmG0rPVANoEuTNPcFeaveuolww5mZDXp4pVABK6VNoLFu2jLCwMNzd3fH29ua+++5j1KhRVS1WEQYOHGg+Eq082LNnDz169MDHxwdnZ2eaN2/O+++/T26upXVn6tSp+Pn5lVu7Vcm+ffuKdVlwO/XxZins56v93UF8Pb4n7e8OqjA/X2lZuaRm51a4RbE6Uni8hRAM69asSFxNdrGhuHkykxPIyzOSmZxQ1aJUG5TSp+Cdd95hyJAhPPLII3z55Zd89tlnREVFsXHjxqoWrUL54osv6NChAwCffvop33zzDX369GHixIn06dMHo9FYxRJWDPv27Sv27N0hQ4bw/fffV4FE1YfCfr7cAxvz4CuLcA9sXGF+vgK8Xann60aAt2u51WkrFDfebUYtqdDxVtQcvOrfg87OHq/691S1KNUGu6oWQFH1zJs3jxdffJG3337bHNerVy+mTJlShVJVLPHx8QwdOpS+ffuyevVqc3zHjh154IEHePTRR5k7dy4jR46sQilN5ObmotPp0Ov1FdpO3bp1qVu3boW2YZPoRLlWN3Xq1GKV7omFrqdMmVLjlB07Rxf0ehfsHF2qWhTFbUB2ymWQ0hQqAGXpUwBXr16lTp06ReKFsHzZ/fvf/6ZZs2a4ublRt25dnn76af755x+LPCEhIYwZM4Z3332XgIAAPD09GT16NFJKvvnmG+6++27c3d3p3bs3ycnXd0Tu2LEDIQRbtmyhZ8+euLq6Uq9ePRYtWlSq/OfOnSM6OhofHx9cXFx45JFHOH78eIllPvnkE7KysiwU3Xy6d+9OREQEH374YZG0PXv20LJlS5ycnLj33nvZvXu3RfrGjRsJCwvD1dUVb29vWrduzc6dO83peXl5vPvuuzRu3BhHR0fuvPNOli9fblFHREQEffv2ZfHixTRq1AgnJye++OILhBD8+eefFnmTk5NxcHBgyZIlAOzdu5fIyEgCAwNxdXXl3nvvZeXKleb8y5YtY8SIEQDmqbOIiAig+Ond06dP07t3bzw8PHB3d6dXr178/fffFnmEEMyZM4fx48dTq1Yt/P39efnll8nOtv11NHaOLti5eJSrElL8qQEx6tQAwDP4LhxcnPEMvquqRVHYMjNnEgG4BzQCIUzh9u0wc2ZVS1blKKWvujBzpumhLEglPaQtW7Zk7ty5LF++nMuXrf8iunTpEuPHj2fz5s3Mnj2bU6dO0alTpyLToKtXr2bfvn0sXbqUcePG8f777zNq1CgmTZrE9OnTWbRoETt37uQ///lPkTYGDx5M8+bN+fLLL+nevTvDhw/n66+/tirTlStXaNeuHcePH2fRokXExsaSnp7Oww8/TGam9cX3u3btonnz5jRs2LDY9N69e3P69GnOnz9vjsvIyOCZZ55h2LBhrFmzBi8vL7p3725WfE+ePEnfvn3p1KkTmzZtYuXKlfTs2ZMrV66Y6xgxYgRvvvkmQ4cOZfPmzfTp04dBgwYV6eOePXtYuHAhM2bMYNOmTURFRREQEEBsbKxFvq+++gqAPn36AHD27Fnatm3LJ598wqZNm3j88cd5/vnnWbVqFQA9evRg9OjRgElB3Lt3LwsWLCh2DLKzs+ncuTNHjx7l448/ZtmyZZw+fZoOHTpY9Angvffe48KFC6xYsYKxY8fy0UcfMWfOHKvjbyvUatoWB0cXajVtW8Etla810Va5+McuMpITufjHrqoWRWHL3H8/sUC77AzID/v1g/vvr1q5qgMFf1mqT/GfsLAwaY0jR45YTbshtm2T0s/PFBZ3XYEcOnRINmjQQAJSCCGbNh/AZhIAACAASURBVG0qJ02aJK9du2a1jMFgkOfPn5eA3Llzpzm+fv36slGjRtJgMJjj7r//fqnX6+WpU6fMcWPHjpX+/v7m6+3bt0tAvvDCCxbtPPzww7J169bm6+eee04WvB8TJ06UPj4+8vLly+a4K1euSA8PDzlv3jyr8jdp0kT27t3bavpXX30lAfnzzz9LKaWcMmWKBOTKlSvNeVJTU6W3t7f817/+JaWUcs2aNdLHx8dqnX/99ZcUQshly5ZZxA8YMECGh4ebrzt06CCdnJxkQkKCRb5XX31VNmnSxCKua9euskePHsW2l5eXJ3Nzc+XQoUNlx44dzfFz586Vpq++JVOmTJG+vr7m64ULF0q9Xi9PnjxpjouLi5P29vby7bffNscB8qGHHrKoKyoqyuK+FUe5fXcqCECGtO8vO0/ZIEPa96+wNrwbNJcPjVkhvRs0r5A2bAVA1m4eITtOWCtrN4+oanEUNk4EyMuOLvKz9v3kZUeXSnmXVieAA7IYfUZZ+qoLHTtCbKzp18jkyaYwNtYUX8E0b96co0ePsnHjRl566SWklEyfPp3w8HDS0q57xv/2229p06YNnp6e2NnZmdd/nThxwqK+iIgIi/VnjRs3JiQkhAYNGljEJSYmkpNj6Zss32KVz2OPPcbBgwetbqrYunUrXbp0wcPDA4PBgMFgwN3dnbCwMA4cOHBzA1ICBeVzc3OjS5cu7Nu3D4BmzZpx7do1nnvuObZs2UJ6uqWvsf/+97/odDr69OljltVgMNC5c2d+++03iz6GhYUVmXLv378/x48f59ChQwAkJSWxbds2+vfvb86TnJzMq6++Sv369bG3t8fe3p7FixcXuUdlYd++fbRs2dLCGlq3bl3atm1bZFq7a9euFtdNmza1sJLaKmmXzpBnyCHt0pkKa8OQnUGeMRuDZpWoybjWCkZnZ49rreCqFkVh4+wA1t3VhgG7Yll3V5tKeZfaAkrpq0507AjDh8P06aawEh9SR0dHevXqxbx58zhy5AiffPIJf/31l3mt2P79+4mMjKRu3bp8/vnn7N27l59//hmArKwsi7q8vLwsrh0cHIqNk1IWUfr8/f2LXBsMBpKSkoqVOykpiZiYGLOCk//Zvn07cXFxVvsbFBTE2bNnrabnpwUFBZnj3NzccHa2PLjb39+fhASTO4AmTZqwYcMGTp06xaOPPoqfnx9PPfUUiYmJZlmNRiOenp4Wsg4cOBCDwWCuB6B27aLORB988EHq1atHTEwMAOvWrcPOzo7evXub8wwcOJCYmBjGjh3Lli1b2L9/P4MGDSpyj8pCQkJCsXLUrl27yPRucff3ZtqsNmhrgtz8Q9Dp7XDzD6mw5RYufnVxcPbAxU9toklPjCPPkEN6ovXvrkJRFiKAvsf28nn7fvQ9trfo8qkaitq9W53Yvh0WLoRJk0xhx45V9utk8ODBjBs3jmPHjgGmtWO1atUiJibGvMGjJKXpZrl06VKRazs7O6v+43x8fIiMjGTSpElF0tzd3a220759e958801Onz5tYYHMZ+PGjTRo0MBiN2taWhqZmZkWit+lS5cICAgwX/fo0YMePXpw7do1Nm/ezMiRIxkxYgSrV6/Gx8cHOzs79uzZg05X9PdWQYW38Caa/Lh+/foRExPD22+/TUxMDN27dzf3Mysri82bNzNv3jyGDRtmLpeXl2d1HEoiICCgyMYRgIsXL+Ljc5sfa6StCXol6TyXhaBV0vnr1vdyxsHVC52dPQ6uXqVnvs1xD2iEzs7BtPBeobhZtm8nFvhXxFOcat2TH108WVyJs2fVGWXpqy5s3379pTJt2vWp3kr4dVJY0QJITEzk2rVrZktPZmYm9vb2FspIwV2h5UX+xoSC12FhYVbdlXTu3Jk///yTu+++m/DwcItPkyZNrLYzZMgQHB0dmTixsKMM2LJlC9u2beO1114rUb60tDR++OEHWrVqVSSfp6cnTz31FH369OHIkSMA5k0v165dKyJreHg4Dg6lnzcaHR3NqVOn+Prrr9m5cyfR0dHmtOzsbIxGI46Ojua41NTUIv4W89spzRLXunVrDh48yOnTp81x8fHx/PTTT7Rr165UWW2ajh3pByw4sZ/ntn3BghP7K/iFISuoXtvCkJkGSC1UKG6S/ftZ2CCY19o487XYwWttnDG++ybs31/VklU5ytJXXdhf6KWSv8Zv//4K/2XSrFkzoqKi6Nq1K/7+/pw9e5ZZs2bh4uLCc889B0CXLl2YPXs2I0eOpFevXvz000+sWLGi3GX59ttvmTBhAh06dODLL7/khx9+YMOGDVbzjxo1ihUrVtCpUydGjBhBUFAQFy9eZOfOnbRr144nn3yy2HJBQUEsXryYAQMGkJKSwpAhQ/D09GTnzp3MnDmTHj168Morr1iUcXZ2ZsKECaSlpREYGMisWbPIyckxK4cfffQRe/fupVu3bgQGBvLXX3+xZs0ann32WcA0/Tts2DCio6MZN24c4eHhZGVl8eeff3LixAk++eSTUscnLCyMxo0bM3ToUJydnenZs6c5zdPTk/vvv59p06bh4eGBTqfj3XffxdPTk5SUFHO+0NBQAObMmUOnTp3w8PAoVkEeOHAgM2bMoHv37kybNg29Xm926/Liiy+WKqutswOIbdyS4T/GsjD0AYZX0PfQ3sUdhM4UKlA7mRW3iqF7Z/obj/Ni9FfsqRdP23NBrNgoqdP9OaX0FLe7o7p+MP0/LK18HrRSJsRK/tVlbbdSdu9WIfPmzZNdunSRAQEB0tHRUdavX18++eST8ujRoxb5ZsyYIevWrStdXFxk586d5YkTJyQg586da85Tv359OXr0aItyhXfcSinl0qVLJSBTU1OllNd373733XeyW7du0tnZWQYFBcn58+eXWld8fLwcOHCg9Pf3lw4ODrJ+/fry6aefln/88Uepfd+9e7d89NFHpZeXl3R0dJT33HOPfO+992ROTo5Fvvydrbt27ZItWrSQDg4Osnnz5hY7l3/66Sf56KOPmscxJCREjhs3TmZlZZnz5OXlyQ8++EA2bdpUOjg4SD8/P9m+fXu5fPlyc54OHTrIxx9/3KrMEyZMkICMjo4ukvbXX3/Jjh07ShcXFxkcHCxnzJhRZFduXl6eHDt2rAwICJBCCNmhQweLPhbk5MmTMioqSrq5uUlXV1fZo0cPeeLECYs8hZ8Ba3UVprp/dyIqYfcfIIMf7C07T14vgx+0vpu8JgDI0KhXZecpG2Ro1KtVLY7Chrkyf5LscCpYUuBfh1PB8sr8SVUtWqWBld27wpRmGwghmgIehaKnAfcBAVLKIqeWCyFCgNPAGGBPgaQkKeXfhfMXR3h4uLS2E/To0aPcdZdyJHqr7Nixg44dO3L48GHuuefmj8wxGvPQ69WqBVugWn93tm8nsVMn/tP5Wc60e5yQ3ev45NA35T7FK4Sg8SODqf9AJGd/3shf35Vu7b1dEUIQGvUqQfd2Jv63/3J0ve37eVRUDdnTRuM2YTYG/fX1zHZGHWlvjcRx8ntVKFnlIYQ4KKUsclC9Tb0dpZRHpJQ/53+AX4FwYG1xCl8hjhcsW1aFT2E7GI15pGUbMBpvbuOCQmFm/376Afs01yH7agVfX25RXmg7hJ29Ta55nL3r1PhTA3R6e4tQobgZMvxcaXsuyCKu7bkgMvxq3vnWhbEppa8YugHewKqqFkRR9ej1Oux0Qln6FLfOuHHsAOy1HbX2rl4mC9+4ceXXhrZDuNXleMgPa/ipAc6+QRahQnEzuD8UxUeru9DhdDB2Rh0dTgezYmNv3B+KqmrRqhxbX9MYDcQDP5Yh71IhhA9wCZOSOEFKaf2cLkWlEhERwa0uNcjKMXA5NQu9TuDkYOuPtqI6IPOMFmG5ou0Q/vLHNXydnUHPfZvhm0012qVE+qUzeAU2Ir0CnWErbn/smoUx5ek9zMuOpLFw4G+ZQ53Hn8OuWVhVi1bl2KxJRAjhAvQCYmTJ2kI2MB8YDHQGPgKGA6srXEhFpWKv1+For8deWfoU5UD/Zk34vMEFvhY7+LzBBQyHD5Z7GzuA2DvCGbArltg7wmu0wte/WRPWhQu+FjtYFy4qZLwVNYeYw8d58ogbPWUETx5xUwqfhi2bQ3oBbpQytSulTAAK+t7YIYS4CCwQQtwrpfytuHJCiKHAUIB69eqVj8SKCsUoJcY8iVFKivfqp1CUDcPhg7zxZNuiLh+gXF8ebzQIZvDJXzC0b83gA79gXPIR+sG3vzucwhhff5WZrRry7NNfmsd7zXvn8LGvi/6DD6taPIWNkmc0WIQKG7b0YZra/VtKeTMHrK7VwpbWMkgpF0spw6WU4bVq1bopARWVi14I7PU69MWcZlEW1AYQRT6pP27gxegf2NkgDoM+j50N4ngmcj2pP1r3GXmjGJd8xPiLiYz52B3nbfsZ87E7vDYS45KPyq0NWyFDXsXjq+8RZ0zjLc7EYb9qAxnyalWLprBhHD1rWYQVSfxl23AobpNKnxDCE+jOzW/gkIVCxW2AUUpyDHkYb2JtoNr5qyiIS1I6e+rFW8TtqRePS1J6ubWR/fUaxnzszpynEjHo85jzVCKjF7uT/fWacmvDVnDwqUXfGElsP3hjMsT2g74xEgcf9YNbUf2Jv5zG8h0nbELxs9Xp3T6AIzev9PXVQrVoxIa5cOECFy5cKBKfUOg6MDCQwMDAEuvS63U4O+jVzl8FcN3lw84Gcea4fJcPjiWUuxH097Vgfn/LYxbn97/MjL9blFMLtkOGnyuGRnVZODyOydNh2iQwNKpLxonyG29FzSM3LdkirCjcnR0I8HbB3bn0ozSrGltV+qKBQ1LKo4UThBB/AzullIO166mAOybHzClAe2As8KWU8vdKk1hR7hRU5g4cOIDe0Rln7zpkJv/Dfc3uvqG6jMY8UjJy8HZ1VIqfQnP5EM+L0T8UWNPXG/dO5efyoTIUS1vB/aEoPnvrAB5fxfPmhDxena9j+JVw3F9ULjYUN09WSpJFWJGkZeZWeBvlgc0pfUIIP0y7cCdZyWIHFuv4j2E6jWMI4AycA/4PeKsCxVRUATq9PULobsqxa64xj/QsA25O9krpU5hdPiwwPk5Do+CUXlIn6ply3cRRGYqlrWCXlILXsi1cHhDFGPsQEiLPEPLFdsTjI6paNIUNk2fIsQgrir8TrrL3xD+0Da1Ny0b+FdrWrWJzbzcpZZKU0l5K+a6V9BAp5cAC16u1DRmeUkoHKWVjKeVkKWV2pQldAlOnTkUIUepn6tSpVS1qtUdn5wBCmMIbLasT2Ol16HTqsHeFiZjDx3nqhA89ZQRPnfApd5cPds3CmLJqDwtWPk7qm6+xYOXj1OlUQ32J7d9PlNFI79zm9JQR9M5tjlj3ZfmegKJQlBOF39thjWuzalRXwhrXrvbvbZtT+m43pk6daj4IuTAFD0mujIdn/fr1NG/eHEdHRxo0aMD7779vkb5s2bJiFdJFixZZ5Dt27BitW7fG09OT6Oho0tIsF7fu2rWLoKCgIvEl8eWXX9KpUye8vLxwdHTkzjvvZOLEiSQlmcz2ixcvpn1r02ZsaWV7/sCBAwkPL3IUIQAOdnqcHfQ42N2Ys5dly5bRunVrXF1d8fDwoEOHDmzcuPGG2lZUX4RObxHeKKUt7I45fJzBF0PpKSMYfDG0Zip8cP0EFBdPyA8LnIBiCwvkFdWP9MQ48owG0hPjSs98AxR+bzfsPIDOU9bTsPOASn9v3yhK6VMAsGfPHh577DFatWrFpk2bGDRoEP/617+YPXt2kbzbtm1j79695s9jjz1mkT5w4EAaN25MbGwsR44c4e233zan5eXlMXLkSN555x3c3NzKJNvo0aN54oknaNiwIZ9//jlbtmzh9ddfZ9OmTbzwwgvXM2pGOr2DU7H1TJo0iWXLlhWbdi0jm8tp2VzLKLsBePjw4QwZMoTWrVuzfv16YmJiCAkJISoqihkzZpS5HkX15VZO5Ii/nMYnW4+VqrBkJCdYhDUZvb2DRQimcVy1+6RS/BQ3jDEnkzxjHsacij18KyX+BHkGAynxJyq0nfLA5tb0KYpiNObd8jq0adOm0a5dOz755BMAunbtSnJyMtOmTeOll17CweH6f8L333+/VYUtLS2NX375hU2bNlGrVi2uXr3KrFmzzIrfkiVLsLe3Z8CAAWWSa9OmTbz//vssWbKEQYMGmeM7dOjA0KFD2bJly/XMmrE0z1D8gtpGjRqZ/87f+VsHSAdStfhr8aZdP67AP1jf+bt+/XoWLVrEwoULGTZsmDm+e/fu1KlTh/Hjx9OlSxdatrTqClJhA+SmX7MIb5TMnNKdwuYvR7iZZQm3G0LoLEKAIF83nmzXiCDfsv1IVCjy8WnUEjsHB3waVez/w87eAej0epy9Ayq0nfJAWfpsHKMxj5TM3Fv2L/fbb7/x8MMPW8TlK3579+4tcz05OaYFs87OzgC4uLiY41JSUpg0aRJz5sxBlNGB8gcffEDLli0tFL589Ho93bt3vx6hVamzL37vY8Ep1sDAQObNm0fvF17g1C+/8MxTT9G+fQdefGEohrNnqXvnnYSHh1t19TJnzhwaN25saWnUGD9+PO7u7sybN69I2vr16wkNDcXJyYl27dpx5MgRc9qff/5Jt27d8PHxwdXVlbvuuov58+dbHRtF9Sc7t3QL4a1OId9OVOZuS8XtT8L/fiArI52E//1Qoe3kpF8lz5hHTnr1dyaulD4FAFlZWRbWPABHR5PydPSopWecRo0aYWdnR5MmTfjoI8vTA3x8fGjQoAFz587lypUrLF682KxoTZ8+nYcffpgHHnigTDLl5uby008/0a1bt5vtVqmci49n1Jw5TH7+eRbPep/UK5fpN3Ei0t3dahmDwcDevXvp1asXen3RF7WnpycdO3Zk165dFvFnz55l1KhRTJo0iS+++IJr167xyCOPkJWVBUBkZCR6vZ4VK1awceNGRowYQWpqapH6FZWHITvDIrwRLl7N4MzFa1y8WnLZ5JP/swhrMsVNp6vpXcXN4lX/HhydnPGqf0+FtlOnRSd0dnbUadGpQtspD9T0ro1TXk6FGzduzP5CO+X27dsHwJUrVwAICAhg+vTptGrVCqPRyKpVqxg2bBgZGRm8/vrr5nLz58/niSeeYPz48dxxxx3Mnz+fv//+myVLlvD772V3jXj58mWys7Nv+OzjsloRwdS3RYsW0aZhY+oYcsgd+TqDRr3O8ePHCQ0NLbZMUlIS2dnZ1K9f32q99evX57vvvitSbsOGDbRp0waAsLAwGjVqxLJly+jbty+nTp1i/fr1NGvWDIDOnTuXuR+KiiHzSgJIaQpLYerUqbzxxhtF4tePt7yeMmWKxQJv98DGFmFNJiXuGLUatyQl7pg5LsjXjV7h9dT0ruKGuXr2D7IzrnL17B8V2o4xK90irM4oS5+Nk2MwciUtmxzDjS80L8iwYcPYsGEDH3/8McnJyXz//fe89957AGZr1iOPPMLEiRPp2rUr3bt357PPPqNfv368+eab5OVdn17u3r07ly5d4vjx4xw9epR69eoxatQoXn/9derWrcv8+fOpV68e9erVY8GCBaXKVmYlzrymr+w+mUJCQri7Xj38jLlcdvOmdX2Tgnn+/Pky11FW/P39zQofmBTDsLAw9u3bh4+PD8HBwQwbNoyYmBguXbpU7u0rbhxHD18QwhSWQuEdfYHh3eg0aR2B4d1K3NGXnnjOIqzJ2Dm7WYQAKRk5bP/jAikZFetrTXH7YefoAjqdKaxAdNrmQZ2VTYTVCWXpszGsHT1WOKYsR48VZNCgQRw6dIjhw4czdOhQXFxcmDFjBiNGjKB27dpWy/Xt25fY2FjOnDlDw4YNzfEuLi7ceeedAGzdupVDhw4RExPDoUOHmDRpEj/99BMADz74IO3ataN58+ZF6vb19cXR0ZFz527sZVic+xtreLm70xCIc/Uix8OXy56ml3uWZt0sDj8/PxwdHTl79qzVPGfPniUoKMgizt+/qNNOf39/EhIS0Ol0bNmyhQkTJjBo0CAyMzNp27YtH374Iffdd1+Z+6MoX27duWvpv6sd3LwtwppMceP9d8JVdh1JoFXjWtXe8a2i+qGTFe971ZbW5SpLn40RGBhIeHi4eZ2co7sv7oGNcXT3NceXtAHBGnq9nnnz5pGYmMjvv//OxYsXzWvvyrIGz5o1zmAwMHLkSGbOnImzszM7duygU6dOhIaGEhoaSufOndm5c2exZe3t7Wnbti3ff/992TqhyaB3cC5bfoC8PE4BGdovtMz8TSDZ1l232NnZ8eCDD7J582YLC2c+KSkp7Nixg/bt21vEF2e9u3TpEgEBph1foaGhrFu3jqtXr7J161aysrLo0aNHsW0oKgcnT3+L8EZwcPFE6AQOmu85a6RfOgdILazZpMSfIC83x8L1RW0vF5wd7KjtVbHWGsXthyE7A0N25k2tyb0RsrWNR9k2sAFJKX02jpR5FuGt4u3tTbNmzXBzc2PBggW0adPG6to2gHXr1uHn52d1fduiRYvw9vamf//+5riMjOtfwPT09BItcyNHjuTAgQMsX768SFpeXp5p3dw//+Cu16NHcgepNHDIRiYmwj//lN5he3tSKWYBuXfJVpfXXnuNEydOmF3cFOTdd98lJSWFV155xSL+0qVLZgsnwLlz5/j1119p1apVIZHs6dSpE6NGjSIhIYGrV6v/jrDblavn/kTm5XH13J83XNbFry4gtNA6OelXkXlGm9j5V9E4uHlz+sc1JB37xez8va6fO5++0pG6fu7V/rQDRdVS8KQMgNQLf7N37oukXvi7Qp8dV/8Qi7A6o6Z3bZzi/FrdDD///DO7d+/m3nvvJSUlhVWrVvH999+ze/duc57HH3+cVq1a0bx5c4xGIzExMcTExPDhhx+i0xVtPzk5mTfeeMPCUte+fXvGjRvHp59+CpgcPb/7brEn6gHQq1cvRo0axeDBg9mzZw9RUVG4ublx7NgxFi1aREhICI8sXoxbnpE8IflfwEVqXbEj+KwRGVyPshr2hc7OIiyN3r17M2zYMF5++WWOHDlCz549MRgMxMTEsGzZMt55550iPvr8/PwYMGAA06dPx9nZmcmTJ+Pv78/AgQP5/fffGTNmDP3796dhw4YkJyczY8YMWrRogY+PDwCfffYZgwYN4uTJkyVuIlGUH5mXL5Cbk0Hm5aJLKkpDp7ezCK3hWisYobPDtVbwTcl4O6G3d6JRxJMYDTmc++krhBCEtO9Po45PcnL7Kk7vXF3VIiqqMVOnTrVQ6I7HJ/P2l78y/rGWNAlSyydAKX02j9A2WYhiXIfcCPb29sTExDB16lR0Oh0PPfQQe/bsMe8kBWjSpAmffvopcXFxSClp2rQpn332mVVHy1OmTCEyMtJC+bnvvvuYOXMmEyZMAGDWrFm0aNGiRNnee+892rRpw7x583jqqafIzMwkJCSEyMhIxowZg1HmkOKpQ5cnCbgAtRINxNW3I9CYU/YHPN9SegMW0wULFtC6dWsWLlzIxx9/jE6no2XLlmzYsIHIyMgi+evXr8/48eP597//zdmzZwkPD2fVqlU4OTlRp04dateuzVtvvcWFCxfw8vKiY8eOFid75OXlYTQab2jNoqIcyLu58c64csEitIZyznydq2f/ICcz1WK3ZdqlMxhzc0m7dKbqBFPYLE72Favm9G/WhCn14mhgjON0PTAcPlitj1MU6gVSOuHh4fLAgQPFph09epS77rqrXNopvC6utHtz4MABnLz8sXfxIDcjhXsa35hrk9uFvAtx/C/gIgEXIDABLgRAQiDcl1AbXWDp1pMDBw7g4heE3sEZY04mTUOqv1f124Hy/O5UBEII/EJbc3fvkfy5fjaJR3++obItBkzDr2ELkk4d4rfPJlnN17DzABq068vp3Ws5ufWz8hLf5hBCULt5BE17vcyRTfP559B2ZelT3DK/nrxUYRuADIcPcvLrBbwY/QN76sXT9lwQKzb2pk6n56pc8RNCHJRSFjnwXa3pU9g8eXY6al2xo1aiSeGrlQi1rtiRZ3cjj7coFCoUYMzOBJlnCkuhsPPgsp7bm3UtEZlnIOta4s0Lepugd3BC6HQW52c7uPsAQgsVirKTkpHD2aT0CnP3k/rjBl6M/oGdDeIw6PPY2SCOZyLXk/rjhgpprzxQSl8VU3jhaUHKsvBUp7e3CGsieuFA8FkjCcF2JARCQrBpTZ9elG26zNvZiQaOuaZNII65yIzq72BTUTEU/j4mn/6dnTOeJvn07yV+H+Mvp/HJ1mMWil9Zp20zL1/AkJN1U+sGbZ3C433hwHdsm/44Fw58xzghiABObF7IyW0ruRZ3FLZvh5kzq1RmhSIfl6R09tSLt4jbUy8el6Tq+w5RSl8VU9Cha0kftVPNOsJoJMHenlrZPtyXUJta2T4QXA9hLN1htcxIJ8jHjXM+yfwv4CLnfJLJTb2sFL8aSuHv464/44l691t2/Rlf6vcxKcXSGmjU3EQYC7mLKE6x3FUGxfJ2pPB4X0vPZs6mQ1xLz2bmtm3EAoO7DKRRp6fpWTsE+vWD+++varEVNoKHiwOdmwXh4VIx62WN/zvEyzGWjttfjvHF+L9DFdJeeaA2ctgq//yDO2DM37UrdJCSAhkZUKdOlYpW6dSpw4Xz57lmcEJn50CeIYe7AmuVqagx7SpnfVJIdTSZ/1MdczjtdZVG1/TYubhWpNQKG+ChpoFkZBt4qGnJfi9PXUzhbGIqpy6mEOTrRv9mTZh8dzoNjTs4dbe0WNxdeIfhrycvMWP9If7Vu0WNdz6ckJzOsQvXSEhOx6NjR/oB63bFsjk7gx6/fA3ffg0dO1a1mAoboqIUPgDHnk8w64U9QC3m97/MyzG+vDc0FeY8UWFt3irK0meruLjQEHDJMVkXXHIy4dQpcKm5DkzLvHh3UwAAIABJREFUuoaqIDpDHmkOlus90hxy0BmUQ2SFaU1QRo6xyJqggtY6IQTt7w5i04QetL87iOjmobzxZFteenod7hPn8NLT6/hn23IMhw8W20ZtLxcCvJ2V82EgwNuV+xvXIsDb9INrB7A29AEG7IplbegDSuFTVCv0g1/k7dq1mPVCGpmd7mfWC2kwZzb6wS9WtWhWUUpfOVAlO6A9PEh0dKB+2mXuTEmgftplZFAQeHhUvizVBVkoLAN5djrccix/CbrlONzgJhDFjWJLXgOuphc9naXwObvBD/am8+SvCH6wNwuH9bvhxd3ertX/zM7KwMPFga4t6pqtMxHAE8d+5vP2/Xji2M+mNX0KRTViyuk4Pr3jQex2/cKndzxYrRU+UErfLWNvb09mZuk7+8obmZGOj58Hl/10iLR0LvvpyM3LrNFr0aSm7ckb0Pr0bl7Uv+KBe7YDQoJ7tgMNrnqhd/OqKDEVQGZmJvb21X/zUWpmDqcuppCaWfLuP729IwiB3t7xhhd3B/m60Su8HkG+buUmt62SkpHDvr8TTZbV7duJBSZFjmB5x6eZFDnCtKZPKX6KakQE8MSJfaYfJif2Vfvn06aUPiHEQCGELOYzrJRynkKIpUKIZCHENSHESiGEb0llyoq/vz/x8fFkZGRUqvXCmHaVSw5X8bxi5EIAeF4x8o/dFYxpNfcop/yF8dbOAS62jIsr8VfSqHfZm/sSalPvsjf27r4ItZ6vQpBSkpGRQXx8PP7+trF+za6Y02ZKIsPPlbbngizi2p4LIsOv+Gcq/nIa2/5IKOLypaaSlWMw/bF/PwsbBPNyixy+Fjt4uUUOxnffhP37q1ZAhSIf7YfJqPDuLO/4NKPCu1f7Hya2upGjE1DQvHaqlPwxQBNgCJAHzADWAw/dqiAe2nTqhQsXyM3NvdXqyoxMSiQvM4NTtSArBZwk+B2ENOcUxOWUSpOjupCUlIR9ejZ6ByeMOVmIzLIrv2fjznPuagZCp0fmGanjo16+FYm9vT21a9c2f3eqM0G+bgx5OLSMVjjTjw33h6L4aHV8EYet7p2irLahLH3XcXIwvZYM3TvT33icF6PXWjq+7f6czb64FLcZ+/fTD/jHJ4Ag4GefAIiNNf0wqabrT231u7NfSlmmN7MQ4kHgEaCDlHKXFhcP/CKEeFhKufVWhfHw8Kj0F1hGnxGMf+J35nS97tD1tS9q8faa/2fvzOOiKvc//nnYlFVWlxAT9YaZaKVU1k1BfmreLJcUNNNMSy/XW2h18d7UBki7aZtWXqz0tmpJJlGUmgmot1um2FXToNwFlX0ZFoGB7++PM4Mz48BsZ2bOmXnevc7r5OEsz5z183y3Zxh8sqz+SbJjyJAhGDRhAW6860Gc//FL/L5rk1nb3vbYSwjudzOqLvyKI/9eZsOWcuSGKWKse1CvjrlH9AgoZn+Pf7U9hAFtDGfcCb0nP9Jphf66xhacLatHnyBfm2YaygHtEhvVWoVvAXTERmbtDESQhIe54rgQKSnIX7YMQ728AQAeXt6C2JOo4ANk5t61kIkASjWCDwCI6CcAZ9V/kyVe6WuQdP4BjDkbAY82N4w5G4Fny2fCK32N8Y2dFOXl02hvbYHy8mmzt2Vu7jpzDsccfEIjdObbjhfh8bIhmESxeLxsSJdDMgX4eOHuqF4uL/j0kWPhW45r4t7dV2cuZeQq+k4zxlSMsSLGmLFUmcEACg0s/1X9N1niET0Cik++R8bW6VCuSkbG1umSGO/PkbQoq9BO7WhRVpm/bV2FzpzDMQedTsPatYgF0NxYC2jmRkaS4IJPoK6xBf8tKhVK5ZgZG8nhOIqSQ1+jvU2FkkNfO7opRpGb6LsMYCWAOQAeAHAQwEbG2NIutgkCYCjAq1r9N9my7XgRZp/uhUkUi9mne7m04AOAHhE3w8PTCz0ibjZ728aqSzpzDscc2lUt1+YxMcgEMPLSKUAzNzKShK3GBpUb2lZPITZynI434+Mvp8D/XsOxkRyOo/Dr2R9ubu7w69nf0U0xiqxi+ohoN4DdWot2Msa6AVjBGFtPRJ1V1DWUVss6WS78kbGFABYCQL9+/Sxsse3x6O6jM3dlKk8VICLmPlSeMlwEtyt8w/rpzDkcc+juH3JtrhlJIvcjfN1QbXQkCY11i7t4BTTnoCM2UjUNA9rdcMatHb2nzHH5zi1HetSXnYNK1Yr6snOObopR5GbpM8R2AMEA+nfy92oAhoquBcKwBRAAQETvENFIIhoZFmbakF4c+6I/hqny0ikcePUxKC+dMnsM05rzJwAiYc7hmEFidBQ29zyJHJaPzT1PQnW8APkAPgjugzn7M/FBcJ8uA7t5TF/nbDtehMeu/AGTKBaPXfkDF3wcSRJ441B4eHoh8Mahjm6KUZxB9GnozGpXCMOxe53F+smKtpZmnbkroT9Ye2FxFeau34vC4iqd5aaIvvorZ9BytQn1V4xV/+FwrqE6XoC0Wfcg6eHt8F+xHkkPb8eV3A+QFhmBRysv4aPRCXi08pLRul1c8HVOa1O9zpzDkRo1539BW2sLas7/4uimGMUZRN9DACoAnO/k7zsB9GaM/VGzgDE2EsAA9d9kjepqvc6cY1mBbPdu3nBzE+Ycjqm0PL8MGTd+pTPk2hdlH2J58WUs6j8U74+ZiUX9h0q+YKuUaVOPL66ZcziORt/LVFF4EPkvzkBF4UGzvUz2RlaijzH2OWNsGWNsImNsEmPsIwCJANI18XyMsVOMsc2abYjoBwhxgB8yxqYxxqYA2ALgP2LU6HM0KnXvV8V7wQAATw/LSq40lF2AsuwCGsouiNwijjPjERiE5cnliFXrudg8YN66WrTHjcLBkHAw5oaDIeHXCrZyzMbNw0tnzuE4GkNeplmv7bbIy2RvZJXIAaAIwHwAERASMU4CmEtEH2mt4wFA/8s/E8DrAP4NQejmAHjK5q21A+1trTpzV6ZPkC9GDgxDnyDLSjqYM3wbhwMADTE3Y/W4MGQmlCMjCUjKAFa8G4Z5RyPhWUAAY/D08Zd8wVYp01hRjJD+Q9FYUezopnA4Bmm42gqAqefSRlaWPiJ6joiiiMiHiLyJaISe4AMR9SeieXrLaojoMSIKJKIAInqYiJyiIFv12WNoV7Wi+uwxRzdFEvQKNC2LWd8831R1GQWbU9BUdVny5nmOdPC/dzKSzj+Ab2YF4PkXgG9mBeDZ8pl4aedBNJRfRLuqFQ3lFx3dTFnTVHUZAKnnHI70uH1gTyRNuAW3D5T+eOKyEn2c62lraQK1t/N4FwjB8HcMCjMpKF7fPF/b0IwXtx9GbUOz5M3zHOngET0C297dg9mbW6EafSdmb25FH79bsO14ERorinFVWcMtVFYSeOMtAJh6zuFIj7rGFjQ0t8mi3iYXfU5AO9oc3QRJUNfYgp9OlVv04CmbhIdW2ST9h5YjIfLykHT2Ipbctxg3sUiMa2xC1eN/RiyEEkI/vPG4RSWEONeoPFUAam+3qP4mh2MP5FR2iYs+mWEoa2j/P2fJImtI6ni688eBYyaHDiEBwJ7mBgyInYVL9ychLDcXeWvWgIjwyf4iHcsxtx6bT/WZo1BeOYPqM0cd3RQOp1PkIPgALvpkh75bsuBUKWa99i0KTpW6/IclwMcL8dHh1z18JZXGM5vDQ/zw+P8NRniIn62ax3FGUlKQD6B7oBDL0z2wp5CwkZKCAycv4fMfz+LAST60nzkYirc99O4zPN6WI2nk4NoFuOiTPYP6BCK6XzAG9TE06IjrYUjwvfnNLyYLPw7HEtpbrurMAWB4/1DcGhmK4f1DHdUsWaLfsS2uUCJ58wEUVyhdvmPLkSZ1jS3Ye7xEFsKPiz6Zc7m6ARcrG3C5usHRTZEkpTWNOFtWh9KaRqPryuGB5UgTT78gnTkgxIkyxnicqJWcKa3DuTIlzpTWObopHI7s4aJP5vQJ8sWwG0Msrk3XGXIVQNquIcYYRgzqhcxnJ2DEoF5duoY0g97L9XdzHIuqSakzBwTL8aOxN3ELspX07OGNHj7d0LMHHy2HI006Cy2SIlz0OQGm1qYzFTkLIG3XEADcMPI+jF2ZhRtG3tela0hO2Vcc6dFQfkFnroELPuvpE+SLEQNDRe/YcjhiIpdvBxd9MifAxwtD+gaKesM5kwDy8ukB5uYGL58eRtd1ht/LcQwN5RfR3trCCzHbAGVTC+qvqribnMMRAS76ZE5JZT2+OnzBpEQFc3CWF6xPaF+dOYcjBvoZpqXH8pH34gyUHsvnGaYiEx7ih/tu7cutphyOCHDRJ3PCQ/ww648DRX0hllTW462dpmW8Sh3vkHCdOYcjBoYGXH/srVxZDLguN0oq65H7y2WneB9xOI6Giz4nQOwecGlNI367XGtSxqstEDOW0CsgWGfO4dgCv+6eCPbtBr/uno5uitNhi44th+OqcNHHMZjxuiPlPqMZr7ZAzCSSxOgobAr8H3JYPjYF/g+q43wYJ47t8O7m4egmOC1c8HE44sDfUhykpqZ2CDrGGCJGTcFN4+bhtz3v48J/s+zalgAfL/QM6GZ1UoXqeAHSZt2DRTM/x/f9SnDPhXB8/GUbegPwiB4hTmM5HDX+3l4Y0CsA/t48GYjD4UgXbunjXEfwoNsBxoS5nSkqqca/dp9EUUm1VftRHsjGopl7sC/yIlTu7dgXeRGPPPgFlAeyRWoph6NLoG83RzeBw+FwuoSLPs51ePkF6sztScPVVlQqm9BwtdWq/fh/kQ+P08U6yzxOF8P/i3yr9svhGCLAxwt3DArjZX84HBsgx5qxUoWLPs51uLl56MxtiaF4wi/+/ier4wmbhvTH9kSG2Dzh37F5wPZEhqYh/UX/DRxOXWMLjl+o5h8nDkdk6hpb8PmPZ/izJRJc9HF0SIyOwnt9TiGH5eO9PqdsnvygP4LGkGnPIF6RjSHTnrGq9IX3gmTUTZ2ArOlueGEFkDXdDa2zJsN7QbINfgXH1Qnw8UJ0vyBu6eM4LY4qmXO5ugEHTl7m48uLBBd9nA40yQ9JD38G/xXrkfTwZ7iS+4Fds17dvbrrzC3FI3oEUn46g9ZhMVixGmgdFoOgRct5EgfHJnBLn/PCr6kg+F7/6phDhF/D1VbUN7daHfLDEeCij9OBFJIf/HoP0JlbQ+nxIngcPImPRifA4+BJeFTUWb1PDscQzjR0Ieca3LUocKa0Dr9dqcGZUvu/Q3sF+sDTjYk+xryrIivRxxibwRj7kjFWwhirZ4wVMMZmmbAdGZh+tEeb5YSjkx8So6OwOfQEclg+NoeesM7CmJeHTADLxszEB3GzsWzMTCAhAcjLE629HI42pgo+ewmII6fL7HIcZ+ZydQN+/K3U5VyL+veobzcPUBvB1w61KPXjvPuG+mPr0+PRN9SfD3EoArISfQCeBlAPYCmABwHkAdjKGHvShG1fBTBKa1pgq0bKFUcmP4juWj50CAkADvXqL/yzV38gMxM4dEisJnM4ZiNm8fGuOHK6DK98eYwLPyvx6+4JL3fmUiOt1DW24LHFz1yXYJezYpJdCvbrx3kPmrAA8YpsDJqwgA9xKAJyK878ABFVaP07lzF2AwQx+KaRbc8REbfudYH3gmRcqq9A1vTdeCupHX/NEJIf/OyQ/NDy/DJkzDiGfZHlAIB9kRfxStinePH5k/DI+s78HaakIH/ZMvQ/ewwh/Yei5uwxIO45IC5O5Jbbl7rGFu5ClDH2cgP7dvdEQ1MzfF1IrNiC0ppGnC9XorSm0WVGBVE2teAP8bNR/Mo/ER7iB8YYhs9JR+iA4ag4cxT/+3ClXdvjHdRbZ86xDllZ+vQEn4afAfS0d1ucEUcmP3gEBmF5crmOlXF5cjk8AoOs2m9TTSnaVSo01ZSK0ErHUtfYgq8Lzrt8fJEsWbu2I7SgQ/Dl5QnLRUDfJTa4bzC+XD4Jg/sGc5eYGRgqIfXV8ustXP9Ybl/hY0/qr7bi9JVa1GslTvioY6x9RIi1Npm1axELwO+GQYBmLuIz46rISvR1wt0ATpqwXipjTMUYq2CM/ZsxFmzrhskRIfnhhDr54YTdkh8aYm7G6vVhyEwA0p4HMhOA1evD0BBzc6fbGBI/2i9tACg9lo+81Q+h9Fi+7D9+yqYWnLhYDWUTF32OxuwsxpiYjpjSAycvCR+vhARhuQjou8SGzliGeEU2hs5Yxl1iZqB/HgdPfgrximwMnvxUx/LahmYEx0xz2s7XD0VXUNekwg9FVwCoY617HBFirXscsV81h5gYZLu745Oar5HD8vFJzdegh6aJ9sy4KrIWfYyxeACTAWwwsuoHABYBGAvgRQBTAexhjLnbtoUyQ5388Ny4efggbjaeGzfPbskP/vdORtL5B/DNrAA8/wLwzawAPFs+E/73Tja4fmdWL+2XNhGhuEKJv76zH8UVSqf4+NVzwedwSirrsem7QvOEX1wckJmJ1oemo+Svz6D1oelCjKmNwg38b/iDzpxjGW7unjpzQBBFuccvdYgiuaNv3Xwsfgi+fX4SHosfgpnDBjusjJcqNAA188ajxxc78Err6+jxxQ5UPBwHVWiAzY/tzMhW9DHG+gPYCiCbiN7val0imkdEnxPRfiJ6DcDDAG4H8EAX+1/IGDvMGDtcXl4uXsOljDr54XAfwZx+uM8guyU/eESPwLZ392D25laoRt+J2Ztb0cfvlk5dy8qmFuw9XmzU6lV/tRX1LSodV4VcKa1pxO+XalFa0+joprgmWi7a1rZ2YZkRd5POB3XsWPyzugoz8z7FP6urwMaOtYnlOTE6CpvDTgqWmbCTdq2z6UwkRkdh++3tyGH52DKoHDOHDQZjDPfdfiN2PT8J991+o+y9B8D11s07/vIW4hXZuOMvb+HfA/si48avdMp4vRL2KVqeX2bzdikPZGPu8l/wxuJ2rFgNvLG4HTOeOczHT7cWbeuHXCYAwQB+BXAIgK8F2zMASgDppqw/YsQIchUA0JBpz1C8IpuGTHvGfgfOzaUygBZP/xvFK7Jp8fS/EYWGEuXmEhGRQqEgAEYnhUKhs9vC4ip6fEMeFRZX2e+3iISlv5ljI3JziUJDqf6b3TT/zb1U/81unXvUGLEAVXbzoQ9HJ1BlNx+TtzMH1ZIn6fyCiTTmTAR5qNxozJkIKls8lVRLnjRrP/Z6XoorlHY5jrl0dh4/7h1KI554jeIV2TTiidcc3UzRSYyOopOrnqam1KV0ctXT1DxvOpWFgmJzQSBhXhYKap433eZtuZr2NMXvYVQWCkpbKRw3fg+jq2lP2/zYzgCAw2RAz8jO0scY8wGQA8ALwP1EZHYBJfUJAYSPpsujHwd3cser2Js2GSd3vGq/nqzayvhjUB9AM9eyMloas9QnyBcjB4WhT5Cv7dpuI/R/c8SoKYhXZCNi1BSncFXLDrWLFomJGLv9XSAx0XQXrTp04vlJi/FB3Gw8P2mxTUInGqkGAVm7wc4Jlhl27iI8P8lGI9WYvI+ikmps/PYkikqqRW2bPiWV9ViXY/koD7aMqevsPN455nZ4+QjuRc3cWTBUNqt2cC+zY63FoqWqHNsTGRIyAUU6kJAplBBrqXIRz5uNkJXoY4x5APgMwB8ATCQii4pQMcbuA+AHgPs9cH0c3P4TJZi6Zif2nyixn7hISUE+gMqig4BmHhcHpKRct2pidBQyh7cih+Ujc3irUfdVzx7yr+SeGB2F3fcPQA7Lx+77B3CXnR3Rd9G+qqzB7H2f4lVljeku2kOHkBEZgcW3tSGH5WPxbW1oe2mV6KETXsFhmL6NdD7S07cRvILDTN5HVHgQ5oz+A6LCjWfOWzMs15nSOpwsrrZolAdbj5TR2XkMv3mIrF3nhq6X5hy2PL/sOlfu1x55UGyJNDnWWkx8WCDqpk4A9Y+AR5sbqH8EWmdNhg8LtPmxnRpD5j+pTgDegWCdewrAXXpTN/U6ewHs1dpmoXq7BAiJHM8CqAFwEIC7Kcd1JfcukeByefb97+3iejHXhdl67DAVvjhfx+1ycd2T1HrscKfHqG1otvnvsCViuew41hMLUJW3H304OoGqvP1MdtFact9aQtWGlTTmTASlrQQRBLfYmDMRVLVhpcn7qG1opif+lWv0uSmuUNKyD38w+T2hedb/BlCs3vMdq14OE8MVCour6LE3c69zQ4v1rBs6j4q9o+j8ywttfg1tRXGFkpI3HdC5XrUNzbTzyAWqbWju3JU7/l5q9fGm1tF3UquPN6k2bbRbm/XdzXI511IAnbh3HS7kzJkAnOtCGPRXr5MPIF9rm3gA3wOoBNAK4CKANwD0MPW4rib6iOwX06NPcYWSZry8s9MPScOUeEreEkbQ+i95Sxg1TIm3c0vtR13yHKoOdtN5GVcHu1Fd8hxHN821yM2lWnd3Ojd/OjWlLqVz86dTe1CgScJPIyK071tzxZiGroRN67HDdH7BRKoOdqMXlgv3SdniqWZ9LJd//AONT8+h5R//0OV6BadKaepL31DBqVKT901E1+J3E58T4ncTnzMrNlJz7AdW5egcu7ahmf6991dRhJ+h81j9xGTRrqEj2HXkPN2XnkO7jpzXWa5511dtWEnJW8J0YujefK4HtXp3o6TJyRSvyKakyclmXytrAEB3Lv4XxSuy6c7F/7LLMZ0Fi0WfWii1mDE1G9un3CZXE33avT97U1hcRQu6SLxwZGCxo+ABzdLAGovr1bSnyUPlpiMYPFRuZl/D2oZmeuWLnzt/Ni0QpqZa28eMGSNaYlFaZIRZ1qOu2qhtObxl/CPCuyM3l2jNGqPt6BRD59HTg55+GTrXMH4Po9Zx91p+HBti6nWNeWAeFVcoO6zR7z8ZQATQ+08GUPUDd1NaZARFz1xO8Ypsip653PpzawYAaPicdIpXZNPwOel2OaazYI3oex/Ae+ZMxvYpt8nVRB+R41yixlxGhnqjyVvCZNPbtgQxXHZyQqrueGusdVZb+tasIcrNpV1HztN4jbXG0Md3zRqKBXQzTM34SAvutKVqd9rSTi2EAOi2x16ieEU23fbYS6b9BjWGxIU5blIA14uQ0FDau+4DGp+eQ3vXfWC9NUp9Hkct/TfFK7Jp1NJ/U8O0cdTozWRpce/sumb9eJrGp+dQ1o+niUhPjHt3o7TICNEqB5gbBiBG58KVcQr3rqMmVxR9jqK2oZm27v+t0w+/tR8MOSKGy04uGLv+jsQaa52lMX2aD2AsQGVaFi39f2t/AKEv+kzEHEumNbFW1nbctI/9c8pcSoyO6jgfaXrnxRpxAIBuuj+J4hXZdNP9SbJ9Dg1d1/MLJtLHvUOvi6vUnLvIMTN13O4vZxXQ+PQcejmrwLyDqzsrxRVKevmL/wnCz0xL4f4TJTQ+PYf2nygx85e7Nlz0cdEnG4x98M11DckeK2LJbI3Y4qy4QkkLN+ZLsn6btdY6U61ondHVfS+GdcTU2FFrk1KsCdHo7Niv/ymWymLvJAKoLPZOi4WYsfOYGB1Fl0cNs/o49qSz61r88J90hLtqyZMUC9DIResoXpFNIxet6xBoBadKadLqry2K39QIx2UffK/zb1PpLGmH0zWiiT4AHgD+DKFW3gkAv6j/fyEAD3P3J4eJiz4JoQkCn/asEAQ+7Vm7BhY7BAOuJnvG1XRGbUMz7fjxjKjC75P9RTQ+PYc+2V8k2j7FwlqxA4CGzVZQvCKbhs1WWHRsUy3ctQ3N9PS//2PWtTE1dtRa8WtNMpahbd97ZQjV3TnYJhY4fStTLGxfYFtsDF3XF96NoAsvL9K5lwtfnE+J0VGdCt5Rk+db5KIVwwprqtjkwvAaoog+AD0gjILRDqAKwE/qf1eql/0EM7Ji5TLJVfRJ0UVmNWoBpDNqiAQEkK0BQLc+upriFdl066OrHdIG/fvJEmGhj/bHITE6in5OmUtNiiUdbjupxe+Ya60TKz7JXJdobUMzbdz9i1nXxtTY0dZx91L8HqYjvMxJaLBGPBuyEqq6e5LS3zaxdsUVSho1eb7ZLnYpYei6XnlwZKfCu7hCSY+8vue60i7v5VqWGZ0YHWWVFdZoYqHahVxYXEUzX/tWnEQeJ0As0fcWABWAvwDw1FruASAJQqbvm+bsUw6THEVfbUMz/fWdfKcRfq4Y3GuL32y2e0ZNbUMzbdylKyI27jpO49NzaOOu4xbtUxt71bGzFgA0aMICildk06AJC8zevrC4iqb88xuzLRLmukQLi6vor+8eMOs4psasiVFCyFJXtyHx2zpiqFUi1Bgd4kctLt7be5LGp+fQe3tPykJcGLquLeNHd3o/GYqrtTTWVqw4yC6Pq3YZ73zlPRqfnkM7X3nP+b0/JiCW6CvpStSpRWGJOfuUwyQH0Sdm4VM5UNvQTIpPfnIaUWsKBadKaWJ6jvnCTf2xKjhVSuM12xv5WHUcQ2vbm+JmddxPH/cOFdUqJ+X6i2KK78LiKlqYkW+26LPk/Jjt6jIxdtTSD7kY59GQm7vspcV2rZ9XcKqUpvzTgvqEjsLAdW3z9aY3n+vRqeVY341raSiHLWuMat9PaZER1OrdzWDWsbN888xFLNF3FUBSF39PAnDVnH3KYZKD6OtAwkH/YmKLeDKpU3CqlBJf/dbkj4125metuzv9njiemhRL6PfE8VTr7t6pW6rgVCndMv6RTrdtdnejKxPvEHWEEDnVXywsrqJpa3ZZHD9kyXZ2sYSqQycGT36K4hXZNHjyU512Dqx12RFdXy7EVPQTWlpeVNj03BgKa9C3etsTs4+riQl+8h0hJvjJd0i1aSOV3TfSYIxoZ+5US36vtaEAJh3DBSs6mIJYoq8QwBdd/D0bQKE5+5TDJCfRJ9eyApbgSoJPgyXWBXPvCW2LoKFtlfffLXrvXU71F4srlLR8y0G7ZxjbakgqS4oza+LZrAnOLyyuojnrvzNJBBsrXZMWGSFYnlOX0okXlogq+MQSQFahtrjXNjTTM++p42jl/EnoAAAgAElEQVSNWOuNXVcd65heNripv8/YtRNzJJqujiGXdweR/e4dsURfCoSEjY8BDAfQXT3dCuBDAG0AnjVnn3KY5CT6XK2QL8c4xu6JrpIpilYsuG7bprQloo8QIrfeur2yBB0Ry1pcoaRH39jbuajVKruR/O4+i8pwaDD7PGoVqR4Qey3c4G82PDeO7Fxaaq03RGFxFQ27b65oSSmFxVU0/eWdXV5De1io5eQlqG1opr9/+F+73FNiiT4GYKNa+LXpTe0AMszZn1wmOYk+PmQXRx9T7wlDRVybH51Obz8OnW1/Tx5vk46FXOovOjK0YP1X/6Px6Tm0/qv/2fQ4XVoxtaxOHefBzgkN+0+U0IMvfaNTsFfK5X6sRQwPTm1DM6376qhwvUwd4aWL9px7ZZkQQvTKsi7bkRgdRSdeWCK6FVaDHOKB/6ZtjVZ3qNMiI2waay+K6OvYCLgFwN8BZKinZQBusWRfcpjkJPpsGTjLkSem3hOG1jNUDqO+hwdVTrpLlBACS0acMBexxZkjRV9xhZIe68oKJxKm/DZHx9XuOnJe59/FFUpKeluahb2tRQwPTnGFklZvL7iuFMuqzw6bdA01z+rHvUO7HOFDoVDY1UIth8x/1aaN1OrTnZK3hJGHyo2St4SRyre7TTu2ooo+V5vkJPqsGRSe41xorEGm3hOGLILfPdSDShdN0tn2ysQ7qMXdzSpX03WoLQ86wf0iWI9sJUwc6fKzh+Drsi6a3rqOoLM2Gjo3ssmy7QKxPDhiZOVaYlgoLK6iSatzRA2LkFONT0fEHXYm+jxgBowxLwB3qy19/gDKAJwBsJ+I2s3ZF0dcUlNTkZaWBgBIjI7Cuo1xGOwdjMKmKjy5/yC2Hc8C1r0JhUKB1NRUxzaWYzvWrkVbSA8U15zFwvoW/O9AJb7MzsPApiasC/lTl/dEY6gvVAP7IiPpIp5/AUhfCeQ+FoDNm3pj3cbgjm2/+/kbbGprR/62bzEgNgT/eu1dDFp0GnmHDgEpKZa1W73dzSXV6OnfHTf3DQLCBwBxcVadh9arxZhY0YCGw75o694X7pW1lrdRiwAfL6v3YSnhIX423X+Ajxfujupl0m901HnorI0d50Z9/SsaLmBIdRNKg7wR6ttPtOtvb1qqyrE9kWHqdkJ+HJAXB2RNZ2iZU45uZuxH/94J8PFCfHS4WdfRKzgM928jZCYAGUlAUgYwfRvh6/+GdbpNnyBfTLtrIPoE+ZrR2q5JTU3V+Zbt/vkCluUcx9Mzo/Hpmn74VLQjWY9PRQM2LKpEcCE63q0bEiuxZnWD/RtjSAkamgA8BaAU1+L3NFMbgEsAntJbP8DUfUt9kpOlTwMfpNo2tB47TFUbVlJT6lKq2rBSMi4ETa9XiIvTdSO0+nTvqFs1IHbWdTFPmm0To6Ouixs6v2BiR695QOwsWv3ZoY7tahuaaW3WEdGtPdZYA0w9D1Lo/XPEx1mvv5Q8OJa6mm1tFS6uUFLy5gOSdO9LydJnquB7Vy3wTgFIAzAVQLx6nqZe3gZgk3r9GwAcNWXfcpjkKPpqG5ppfc5RlyxrYitUS56kssVTjb941a5KHewU6G7s5dJlkHtuLrUHBVJp0ixqSl1KpUmzOmo81jY00+K3rx/hRar3l9zKONgLqV4vsXGW6y9FF6aUy4JJTfA5shNisegD8JBa8L0JraHX9NbxALBeLfxSAJwFUGNs33KZ5Cj6iFznBW9rNA/u74njDcay/J44XvfBVYunuuQ51JS2lOqS59itQPbVtKfJQ+Wm0wv3ULmZFvujlZXZUVZAS6zK6X6y6jw4G2vWkGrTRqp4awU1pS6lirdWCAHkEh8+zBocev1t2OmztjC4NYhZPsblUD+DV9Y/R02pS+nK+uds/gxaI/r2APjB2HrqdX9QC78yACNM2UYOk1xFX5eob8KqDSvpatrTVLVhpdN/CKzF1GDq1mOHqWzxVIf0hE22cHRx/R2dlSkGzmLpsQZndXWagkOvv1an76oNOn2OEHw6aHUOE17e6ZCSPXLGXolF1oi+SgBLja2nXnepWvT9wZT15TI5o+hTbdpIKl/7ppDLHVOLHP+cMtfgej+nzLXZR9bcD7yx6y9XwedSQsfEjpshAZQ905eUSbN04lOdodMnhevvyE6fPXGGzqEzY43oawIw39h66nXnA2gyZV05Tc4k+rSFiaGesC2FiVwxNdFBc84cWiBbLQTK3lxOTalLqezN5Tofc5e5/urzUPqGcB5K31juFKJGG1M7boZcnS+8G3Hdtk4lirUEsb1ErSidPpl5YLjgky7WiL7fAKw3tp563TcA/GbKupZOAIYA2AugUZ01nA7A3YTtegB4D0A1gFoAWwCEmHJMZxJ9GnjMkxEMvXyfXUrt3t2p+snZ1JS6lKqfnK3jtjE79s/GdBXUbLfr78CkFg0Od4fZCGMuzK4E/rm/3ucS7m9zag6KhTWdPu6B4YiFNaJvHQAlgMFG1osCUA/gdWP7tHQCEKQWet8BGAfgzwAaAKwyYdtd6gSTh9RZx78BOGDKcZ1J9LmMpcdKDL182zw9SPXsUiLSElQLF5Lqoam64vC+/yPlqFskUV5BH7tff534pqftmtTirGiuYZNiiUHh3qRYYtSV3+7jTfF7mEt0+uwl+Kzp9PH3MkdsrBF9vQFUqJMzHgXgpfd3L/XyKwDKAfQytk9LJwD/UFvqArSWpaitfp3WBQQwCkJm0WitZXeol/2fseM6k+jTwHuUXWNqIHhn57HlRYVOtqTU4nnsdf1dJb7JnpgtEPRcnT+nzKULj0yk7Jm+XFzYAJNLOxmAe2A4YmGx6BO2RQyAi+okjUYAPwPYp543qpdfBDDSlP1ZOgHYD+BTvWX91OLtgS62SwdwxcDyMwBeNXZcZxR9cosdsRfmWlGMiUPJxrzY+Po7MqnFVbBGuPNOn23RFHHXPFvGOjnc0mcnXOi715noM2kYNiI6xBi7BcAiAA9CiKsLAFAHoADAlwDeJqI6U/ZnBYMB5Oq17QJjrFH9t6+62K7QwPJf1X9zPVJS4A7BXw7ArKF8XIHCpios3haCpIxypK8UhhqqGhyCwqYqAEB+fj4YY2hSLDE4vM5LLyjBGJPusHd2uv6DvYPhcboYSRnoOI/7RxdjsHewjY7oOrhX1qJt/TooakqwZnU9GkP9gPXhwlBjZm3bgMZQX5O35RjHI3oEgqJHADDt2dIMKda2+W28ujATz7wThg2JlagaHIJXFyqB9XeD6APbNtoFaAvpASQvQdo7/tiwqBKLtwnnt239Orgb21g9tF9dcwl8KoRnJqBbuOyG9jN57F21oHtZPTmKIAA1BpZX49r3y9ztBojQLo6TYOrLNzU1Ffv27TMqDjtwkheGqWjOo3LJXINjhrbOqdRY2zmWYo1w550+cRD5ubZajLvYe8Zc6ppLkPaOP5YnlyO4EEjKKMcz74RBUVPSpYAArBSMEsJk0SchDH0pWCfLLd6OMbYQwEIA6Nevnznt42iQ8QvI2MvX3J65s7wwzMWHBaJq1mRQ/8PwaCsB9Q9H66yR8GeBjm4ah2M1oj/XVopxV33PGCM2Nhb79u0z6pkZM2YM8vPzDe7DGsEoKQz5fKU6QUgmURhYXg/gb11slwkgz8DyrwF8bey4ThnTZwdcIm7ISIwIj9UxP76Jw5E6Un2u+Ug0XWPJ+TE3zlsqwJqYPglRCL0YPMZYBABfGI7Z097uXgPLBwP4QrTWcXRwmp5RV5jYMx/sHYwNiQZ6mL85f2ybufFNHI5ckMpznZqairS0NPnGGNuJgG7heHWh0oBnJtzotiaH8kgcN0c3wEx2ApjAGPPXWpYIYdSQfUa2680Y+6NmAWNsJIR4vp22aKikWLsWyMvTXZaXJyy3AampqWCMwbtMiQ2JlchIEl5AGUnCC8i7THgBucLLJzU1FUSEpp7+6hfGtYSGxdtC0NTTH0TkEueCw3EWpPpcXxMmuu2RmzCxFe6VtcD6dVDU/Bn1q5dAUfNnYP26LmMmNdc6+qa78epCJVavD8MLCjesXh+GVxcqEX3T3bJ6h8vN0rcRwFMAdjDG1kAQbakAXiOtzGHG2CkA+4hoAQAQ0Q+Msd0APmSMPQugHcAaAP8hou/s/BvsT0wM6KFpqJ/7ADyDQ9FaVQG/D78C+3yHTQ/rLD0jMbCmh8nhyAKtGF7v8no0hfnJJobXUqTyXPPsXxOxImbSWTLeGcksg44xNgTAWxAKLtcA2AQglYjatNY5ByCfiOZpLQsE8DqE0TjcAOQAeIqIKowdc+TIkXT48GERf4V90Jj8E6OjsPaOAQjI2o23ktrx1ww31E2dgJSfzmDb8SKbmfzbNr8NJC/BM+/4Y0PitaBirF8H9wWLzNpXSWU9wkP8RG+j3bBFUsvatUBMDBAXd21ZXh5w6JDTfmQ50kXM5102SC1ZTWrt4TgMxlgBEY28brncRJ8jkKvo01D9r+cxdeL7GPvexY44j9zHIpC1cx6C/pJuuwOL8AJSHS9A9b4s+Fc2Qhnig6AxU+Ghjg9zefLygIQEIDMTdXfeg4CD33f8W0cIcjg2RNO5/DllLt4fvhPLk8uRkSRY9levD8O8oxNx29oPXT6ejMOxJ52JPodn5Mphknv2rjUDgDsCTbbUx71D6fyCiTrDGZ1fMJE+7h0qyWwpR6DatJHa/HyodfSd1Obn41yZ0RxZwYcQ43CkAzrJ3pVbIgfHDDQJFRdP/oLtiQwJmYAiHUjIBLYnCsttkVBRUllv1faawNkHEyciIGs32LmLULm3g527iICs3XgwcaKsAmfFRnNdZw4bjFNlP+Gjxzzgsf8gPnrMA6fKfsLMYYNdJlGG43g09+OvDRUGkwh+bajg9yOHIxUMKUE+SczSt2YNUW4uEREVFlcJy3JzTR4v0JoBwM2luEJJk1/KoeIKpdX7kpuF0t7wmlwcKeESdTk5HJkAJ6nT55rExAAJCbiwYTP+ftYd6yPb0G/xAiF2ywTcX38DQccLkLUzuyO2zn/RZLiLEBunief5GwC/yAg8OCMOn3oHo3BtJjZ/lof6sxfxMmBRPE9jqC9UA/siI+laLKJqYF80/ubL670B8D30K5bnlCMhEx1DnGUmlMN30q+ObhpHBOoaWxDg4+XoZpiMs2Q3cjhOjSElyCdpWPo0sW0AKC0yglq9u1Hr6Dup1bsbpUVGdPxNCrFtqk0bqdVHnF6+5ncnRkfR+QUTqTrYjV5YDqoOdqPzCyZSYnSUZH63I2mYEk/JW8IIWv8lbwmjhinxjm4ax0pqG5opY9cvVNvQ7OimcDgcGQIe0yc/NLFtrccOI/GJcdjyeDd47D+ILY93w/zkKWg9dhhE0ohtq2suwbPvCqNvrExrx/Lkcjzzjj/qmkvM3pfmd3+6PgMRO35A26yZeNZzKdpmzUTEjh/w6foMyfxuW1JUUm1wuSaGav7pYiSdfwBjzkbAo80NY85GIOn8A5h/ulg2MVR1jS2i7m/6y85Ra/3U5Rp8XXAepy7XOLopHBlw5HSZo5vAkQlc9MkA5YFsZNz4Ff70SR3SVwJ/+qQOr4R9CuWBbEc3rQOfigaDo2/4VDRYvtNDh8A+34GQt7bg0IxnEfLWFqGg9KFD4jVcohSVVGPVZ0cMCr8OUXysEAMn/QVbsx+BclUytmY/goGT/oJPjxXKQhTXNbbgv0WlFgs/jfhNYQzpA/rhf8sexccN3+J/yx5F+oB+SGFMNuJX81s0CTpu7/wNn7Xsgds7f+tIzJHLb+HYCfVIS0dOlyH9s8OC8LPhSEscJ8GQ+Y9P9nfvvpxV0OnfmudNp7JQUGyu4MKLzRWC9pvnTbd5u0yFJxWIhDppJ+vH0zQ+PYeyfjxtUtLOriPn7dRAccn68bTV+xAztMDRqJY8eV2ZIlslXXGkg0Vu/NxcotBQ+nLNZhqfnkNfrtlMFBrakfTHcW3QiXvX4YJKDpPYok87Vq+rSROzJuXYLc1vSYuMuO7D2+rTvSP20NXj74yhOY+xANW6u9PvieOpSbGEfk8cT7Xu7hQrofhNsdh15DxNSM+xWrA6U4ejLnkOVQe76XTwqoPdqC55jqObxrER5sZvyinWm+M4uOiTkOjTJjE6ik68sISaUpfSiReWUOuxw9et03rsMBW+OF+n939x3ZMG13UYa9aQatNGurTuOWpKXUqX1j0nWFpMLCvDEWg9dvi65JWyxVOlda0txNzOjqk4U1FgXqbI9Sg4VUp/eiGHCk6VmrWd5rvw/pMBRAC9/2SA9L4LToAY5cccARd9EhR9xsSc9kcyMTqKfk6ZS02KJfRzytyODFZH9+gMPRD7T5Q4oCXOQdWGlTTmTISOgBlzJkKWVquuSIyOopOrllJT6lI6uWqpVR8qZ7L0ucr1d2XE6vw4030vVYorlLT4nX2yFH5c9ElQ9Gle8Npu265e8IXFVTT1pW+uFWh2MMUVSlq9vUCWD4RUcQVLj9iWa2eK6XNmSy/neqzp/Mgh1lvuZP14miZoYqtlRmeij2fvOhD/L/LhcbpYZ5nH6WL4f5FvcP2o8CD885G7EBUeZIfWGcff2wuXKpXw95ZPAVmp01JVbnDIvJaqckc3TTRanl+GjBu/wr5IYXi9fZEX8UrYp2h5fplZ+/nH8pVgjOEfj/8ZL/YKw7yjE6F84SnMOzoRq3uG4R+P/1l2Ga8eFXUIfP9b1E6Zhmc9l6J2yjSEbs2DR0Wdo5tmNdYOz+hsqI4XIG3WPUh6eDv8V6xH0sPbcSX3A6iOF5i2fU01Vq8PQ36c8O/8OGD1+jCoagyXeuIYRzuLnjGGqXcNxO7nJ2HqXQN1lsvpnXIdhpQgn+xj6ZNb0LatYrI413CF7E0xLBS1Dc2048czOsHvOhnPMkPzbP1Nncyj/TzFqpfL+dkqrlDSsg9/4F4BLaxN0JNFrLcFSKUgOQC6668bKV6RTXf9VX5eA/Bh2KSH94JkXKqvQNb03XgrqR1/zXBD66zJ8FuQ7OimGSQ1NbWjh8MYwx1/eQv+YRFQll/EwQ2LHds4J8H99TeQMmwwMrZOR6QKOOsBBC2aLcqQeVKhIeZmrB4XhsyEcmQkAUkZgoVCUXMzzLEZn7xYhfjo8I5/xwzqie+OFSNmUE+j20ptiDPtZwsQrGIpH/2AtXNGITzEDwAg5+prpTWNOHmxEqU1jR2/x9XxCAzC8uRyHO0jWOli84DlyeXwmGSaJ8cjegQUs7/Hv9oewoA2hjPuhN6TH4GHjN8VdY0t2Hu8BPHR4Y59PteuRVpkBGb0/g2RqiKc7c3QtvltYUjBlBTHtUsMDClBPtnH0kckxHSUxd5JBFBZ7J06vTSp9HiuY80aSouMoJOrnlbHojzNM3WtxJWsqGJkHe46cp7GGyj3YoolqbahmXYeuSDd50uNVGJ3LcGV7mdLsTQRwynPrbo+aW1DM23d/5vwbBqpT2rL51esOGFHvmPAEzmkI/q0H9pYgMoASlPPY7Ue2tkLl0jyw+RMgfNSZf+JEhqfnuNUmdDW1BcT+0MndTejXISpKQCg2x57ieIV2XTbYy85ujmSQaySK8UVSpr/Vq7k72lDdNzf6kLT9d/sphe3H6b6b3Z3WWja1s+HGJnRtQ3N9O+9vzrsGeaiT0KirwP1jf7T25/Q+PQc+untT3RudKm+8HmpANtT29BM63OOSvYesAr1ff9p+kYan55Dn6ZvNGskAQA0dMYyildk09AZy8w+vFwEldTbZypChuo1r4DcY87ERChq7y10fny8Le44S03wmXLvXvcc5uZSc2AwfTxmJjUHBht9H9jy+RCj9mdhcRXNWbfHYRb7zkQfz951JIcOAZmZiFk4E09PikbMwplAZqZkx5bVjJFqk3F2OToE+HhhXtxgScWdiYb6vr91fgJ8u7nh1vkJpt/36libzOGtyGH5yBzeirbNb5s13miAjxd6BnST/LmVevtM4VqG6mfqDNXPzMpQdUY0GaJxjCHp7EWMa2yC5/6DGNfYhKrH/4w4CzJEpRQnWdfYgs9/PGN0TO0AHy9kvfcGevh2E7Jix47FSzVVmL3vU7xUUwU2dqzDsmUbQ32xeFsIkjKA9JVC3PHibSFoDPU1eR/nypQorWvGuTKlDVtqAYaUIJ/sZOnrAp3YBgmgnS3JLX0cMSiuUNLyLQdNslJo1hEjtKCwuIoWbMiTdcycXDC3Fqm9kMR7VR3H9nJWAY1PzxHGXzdhnG2pU1hcRQsz8o0+X4XFVfTwa992rBcLUFU3X/pwdAJVdfPt0tJn6++jJe8ZqcVaQu6WPsZYAGMsjTH2E2OsljF2hTGWxRi7yYRt5zHGyMD0Z3u03RKUTS04eq4Syqaue0v25GqLCgAQ0C0crzyhxOr1YXhB4YbV68Pw6kIlArqFG9kDh3ON8BA/JE0YYtRKUVJZj03fFaKksh51zSV49l1/LE8ux8q0dixPLscz7/ijrrmk0+31a28N7huMzYvjMLhvsPPU3pIoPhUN+L6f7rX5vl+JQ70CdY0t+LrgvFFLlM1JSQHi4vBATCR8u7njgZhIIC5O9tmhft090dLaBr/unl2u9/OZclTUt+DnM+VAXh4yAayc8iQ+iJuNlVOeBBISgLw8g9sqm1pQcLrcZt9H98pavNgrDIvOPgLlqmQsOvsIsH6dkL3bCampqR3CCgCGzliGeEU2hs5YpiO6HP2ekVPJln4AngCwGcByAD4A/gHgIGNsGBFdNGEfYwE0af37jOitFIn6q604X6FE/dVWRzelA81L0r2yFum9wrDo7Ay8tIpw1oMB62/q8oHgcAxhqlvqUpVQ2NenogEbFlUiuFAILUhfKYQWrFnduYjoKIeydi3ili3DpfuTEDHyPlw8vAtFz8wQ3Moy/9BKlcZQX9xzIRz7Iq+9nu+5EI7GUF90c1CblE0t+O1SLUYPkUbZnj5BvnhgZH/0CTLddShlDpy8hEs1TThw8hJm3nvNJpOamoq0tLTr1v8WwBEAfpERePzGSxjM8nE2mqFt3Cq4HzokCGENa9cCMTEo7XcLzpTVCSWAjh0S7RnWb6NixevXr7RsGRQKhVHx5h0arjOXDIbMf1KcAPgC8NZbFgygHoDCyLbzIJhW/Sw5tj3cu1IzDetTWFxFwyfOlXQbOdJA7KBy7aLLVoUW5OZSGUBP3PcExSuy6Yn7njArgYRjPlIsNu7orEpDSKkt5mLJtwsA3froaopXZNOtj642vdC0OgnswIaPaXx6Dh3Y8LGoz7D+dSg4VUoPrMqhglOlZu1HCslLcNbsXQAnAGwwso7kRZ82AOim+5MoXpFNN92fZNdjd0bBqVL6k97NX1hcRX96IYfHRnE6KK5Q0pJ//8cq4dfVR0TIdrQ8pi8WoCpvfyFuyNufCz5bk5tLte7udG7+dGpKXUrn5k+n9qBAh5732oZmWveVk2bGOxiYWJ4HAI1aspniFdk0aslmo7GfppY5s8bgYCirv7C4iuau/86sb5xUOjqdiT7ZxPQZgjEWBmAQgJMmbnKaMaZijBUxxhbZsGlWE9A3Smdub/TjoEYM6oVvVkzCiEG9dGKjqg/vMBq7wXFe9O+TvqH+WDf/j+gb6m9xvFxHbMyaNYgFED1zOeIV2YieuRzPj5uI/G5eZsXaaNMrOgqqO4dgzv5MqO4cAlVogEW/2xWxKAYuLg6T29oQsHUXPsstQcDWXWCf79B12dmZU5drsP/kJZy6XOOwNjgzbh5eOnNDJEZHYVPIceSwfGwKOQ6fivouYz+14+XyAXx+yx/xvHqepyVorImXC/Dxwt1RvXRc/n7dPRER6m/WN66RahCQtRvsnDC2ODt3EZ6fZKORpHG/yVr0AXgVgnv3UyPrXQawEsAcAA8AOAhgI2NsqW2bZwFr1yIWQLtKiOVrV7UKwaxmlKQQA/2g1AHxcxCvyMaA+Dkdy4srlJgwK8mu7eJIC/37ZMi0ZxCvyMaQac/o9C4tehnHxCATQHTRT4BmvmMHVlfXYUHtbZhEsVhQexvcFywyKZ5HdbwAa+8YAM9jh7BqOeB57BCq317t0uVDTKWusQX/LSo1WfhpdwbyAbx5tR5z9mfizav1di/FYagDu2PZRJ0OrKYtDk/ucAK8/IN05vpoyvj8Zfbn8F+xHn+Z/TnqurXgngu6sW+a2E99YgEknv4ZH41OQOLpnztN9rAE/cQQU5PNtPEKDsP0bYTMBCDteSAzAZi+jeAVHCZaO63BoaKPMdaDMTbY2NTJtkkAHgHwOBFVdnUcItpNRKuI6Fsi2klEcwFkAljBGDN4DhhjCxljhxljh8vLy639qaYTE4Nsd3fsoIPIYfnYQQdBD00DYmLs1wYDBPYfpjMHhAfi8f8bLKkaUaZSUlnv6CY4F+rOipu7kBvm5u5hfWclLg4JAN4q/BGP5m3BW4U/ApmZyAfQXFUKaM1NoWnzegRk7cbU7e1YuQqYur0dnp9ko2nzesvb6CKYW9tQuzNAubn4R1Awto6ZiX8EBYNyc0WxzJiKfsdk0IQFiFdkY9CEBTodk6dTnpNGVq+MSYyOwubgY8hh+dgcfMxgh0p5IBuLZu7BvkjBErYv8iI2xBzBh59PxJizEfBoc8OYsxH4+Msp8L93su7GmizfyUuFLN/JS7vM8jWHksp6vPnNL9d9G8z9vjWG+kI1sK9OHVvVwL5m1fizJY7O3p0B4F0T1mM6/2DsQQBvAlhGRFkWHns7gAQA/WEgi5eI3gHwDgCMHDmSLDyG2ahCA1Azbzx6ZO3AK0nt+OsXbqh4eDKCQgMcerG6+fTQmWuQq+DL2H3S7B4cpwvUVrmVTfU4BeCepnrhZZyZadVue0VHQRUSiDn5mbgyahhmJguW5SOb/9axDtP6/66y6rxPnsN92wj5as9ifpzQA9+19pxVbXQFikqqkbH7JJ6d7ImocMMWHIPk5QEJCWjZ8gkq2/ugxUZJPWYAACAASURBVO0xeGruCwe5eLsHhOrMNSibWnC2TAllkzSyeuWGxoK3aOZ2fN+vBPdcCMfHX6rQG4BH9IiO9QyV8Vk95iCWHbgTGVtnIFIlVITo/eDDOtsBAA4dQkZkBBZHNyJS1UWWrwWU1jTit0vVQkawFd8F/3sn48PVhxGQVYJVy9vx1AY3JFWNhP+iycY3tgMOtfQR0SYiYsYm7W0YY3dDcOduJKKXxWiGCPsQDeWBbMxd/gveWNyOFauBNxa3Y8Yzh6E8kO2wNiVGR2Fzz1+F3lvPX2XvDqu/2oorNY2SKocje9RWuX9+9z4ezduCf373vtUfdn13bPeiX/Dm6CFoPXYYu46cx/j0HOw6ct5kN7JySixUA/vqHmNgXyinxFrcRleh4Worqpua0WDuM6MefcV34nhMuysSvhPHO3zUIU+/IJ25hvAQP4wYEMo7ghZiyIL3yINfXPft0pTx0eaeC+EoaqzC7NM9MYliMft0z+sFHwDVxHgkPjFOZ4SXy/UnoJoYb3Z7Dbn9s/7+J4Nuf3PwqKhD4PvfonbKNDzruRS1U6YhdGsePCrqzG6jLZBVTB9j7BYAOQB2AXjKyt09BKACwHlr2yUmPhUN8DhdrDP8i8fpYocVM21b+hTW3jEASbO3Cw/Z7O2ofns12pZae/odh193T3h7ufMEFJHpFR0F1V1DhSSJu4ZanSTRlTt2aL9g3BzeA0P7BZu8P/97J+PtT8cZdyFxDH4QP3/2PvM/iOoCxHWNLTh+oVpwnTqwAHFidBS2DCxDDsvHloFlOh3YI6fL8H5eEY6cLnNI2+SOqYW4A36vwYerh+o8h5+9OhInPvzGaBKIqcLSFPTd/jfdn4R4RTZuuj/JunjkQ4cwua0Nid5jMYlikeg9VkheksrwqoZSeqU4AegJ4CKACxBiOe/SmoZorXcjABWAuVrLPgewDMBEAJMAfATBwvekKce2Z8mWuuQ5VB3sRrG5Qtp6bC6oOtiN6pLn2K0NUm6PJUi9BqIz0HrsMJ1fMJGqg93oheXCPVK2eKpV9alax91L8XuYThmH+D2MWsfdS0SW1QOUQv0suQGAhkx7huIV2TRk2jMW78fRJVKM1YIrOFVKk//5tdk12TgCJg+5p1fG5/fE8VTr7q5TeqWzd/PVtKfJQ+WmcwwPlRtdTXvaqrYDoIhRUyhekU0Ro6ZYtS/N/kYuWkfximwauWid1fuzsA2yL9kyBEBfABEA8gD8oDX9S2s9BsAdulbMIgDzIYi/z9T7mktEb9q+2ebhwwJRN3UCqL/QC6L+EWidNRk+LNAh7ZF6JpIp6Pfoeg2LRdyKz9FrWKz1GaYcALZJkjDmjrXEDbfteBEW1N6qzvy91aALiXM9Ogk6FuLoOLnOrES/fPxGhzUz+x/3W+3ec1U6s+AF/K5XqkRTxueT3fgstwQhX/6AgD17kEeE/SdK8MCL32D/iRKD7+bOXMNiJEkEDRiuM7eW1sY6nblUcHQih8kQUT70Ejo6We+c/npE9ByA52zSMJFxf/0NpAwbjIyt0xGpAs56AEGLZsPdQR+na5lIFzuGvVIN7IvG3xw3jJK1+PcZCDd3D/j3GejopjgNtkiSENyxJVg0c49WYPgU+I+1zh3bUlMBH58eaKmpsGo/HHnh/0U+PG4qBiKvLfM4XYyhP58FIIyV2mvI3Sg9+V8cz3zJQa2UL+4PTkXguHH4gKaiV78IlF64iNCs7wTXph75AD67KQYL92fineFjsVAd+3vvkBt05vrY6p0AAB7d/XTm5qI/hNvRj57v+H+m9f+mDOFmS2Qj+lyJbceLcCHuWfgE9URjWRn+60BrhNQzkSzBo7uvzpxjPYJV7hyECAwBjVXOjFxPHTyiR0Ax+3tktBvJ6DO3rZd+R+ANA6G89LtV+3El/PsM0pnLkaYh/bE98XtM3S50TmLzgO2JDE1z+gN7DkDVIgzLrplzzERtwduxdSc+u+N+TPppJ9g3XxlM5ooFMP3X/+Kj0QmY/uOXQpa3nvAzxLV3wjWjSO8HZ4tisffo5q0zN5eOMb7VfHHwDDK+/RVJ42/GlDsHWN0+sZCTe9e1ULsiO+YOQuqZSJbg27O/zpxjPbZKkth2vAgLSgcL7tjSwRa93LWTEgDgt68zsDdtMn77OoO78UykpUmpM5cj3guSUTd1ArKmu+GFFUDWdDe0zpoM7wXJAICgfkN15hzzyQewffAozNmfie2DR+kIPs1zGMcYMgE81HIVc/dn4qGWqygfOxZxJj6H244XYd6lgZhEsZh3aaAogi8xOgrv33AGOSwf799wRpQKFWOj++Kem3pibHRf4yvbEW7pkyi1JUXwCe6F2pIixzZEnYnUHPIQfMgHjSGN+O/nfxEykRw4lJI1eAWG6cw51mMrqxxg/bOg3wM/cPISXsr6GX+feluXVgWOQGJ0FBQ3FiNSdRFnb2RQHS+QZSykR/QIpPx0Bm8Oi8GK1QdRHhuDoEXLr/0WdaegY84xm1gAD538Hh+NTsBDP36lY8HreA7XrgViYrDIIxxe+b/jsdg/IExVgrxDh0zO6taMqdDJ2Apmca2+4GdaLuPW6+oLWkJ0/1DjK9kZbumTCPrWiJM7XsXetMk4ueNVx1ojUlKQDwCtjcK/WxsdWnJBFNRD3HXMOaIgJElcGx5NLGHQ0lCjM7eWnj28EervjZ49LHPjuBKaD6J2XbQruR/ItlZn6fEieBw8gY9GJ8Dj4AldjwUXfRZxvQWvSW3BazJswVOX8bnphkD4ebnjphsCzf6mVJ4q0Jlbg5hlYLQJ8PFCfHS4wxOY9OGiTyLoDFtEhMLiKkxbsxOFxVWSyDCt/P2wzlyuJEZHYbN6oO/NIcdl+/GSKg2XTunMLUG/A3Rq92bsTZuMU7s3i9IB6hPki7joG9AniMd0GsNWH0SHoB7Ca/n4+fggbjaWj5/fMYRXYnQUNoX+ghyWj02hv/D3ghlovl15a9YgLDcXH1coseyjH/BxhRJhubnIW7PG4Lfr9oE9sXz67bh9YE+TjmGrd4Kp9QUtQWqCD+DuXUnTw1c6+bHdA3vqzOWIqcMEcRyLvjt2988XsP7r40i+PxoTbutn9f4DfLww7c4BknwhSw1bfhDtzqFDSABQ5u6JPgD2uXsCmZlo+zJL/V74XOu90MbfC+aittSFA3hy4lChpFJcXJdhQKYIPuD6d0JRSTVWfXYEK2bcbt6wgAbQlIHZF3ktCU1TBkY6X2Dx4JY+ieLX3RM9A7wdNmqEfs/q2JY07E2bjGNb0mQb/O5UVguJUn/ljM5cDEZF9cY9g3tjVFRv0fbJMQ1b1kWzO+pQFZ1wgbg41P0hkL8XRMbf27Ydqj5Bvhg7LFwUa72rjdTDRZ9E8ff2wvD+ITZ/eDpD392c9eNpTEjPQdaPpyXhbrYEp7JaSAT9zsGZvR9hb9pknNn7kaidgwG9rBvSTZu6xhb8t6hUGBKM0yUmF9yVMMZcg35ZefA4XayzjcfpYvh/ke+A1sqfusYW7D1eYtPnK8DHC+OH9xXFWu8RPQKKT75HxtYZUK5KRsbWGeg99lGntfJy0SdRAny8cP+IGyXjgrq5bxB6BnTHzX2tM6U7EqeyWkgE/c5BwalSPPjSNyg4VSpq56C7l3iRKAE+Xrg7qpdkni0p4/7gVAS+/y0+WHUnlKuS8cGqOxG6NQ/uD051dNNMxlC89Nz133XES1+9JRLbExli84T1O+r3Delvk/bwzob11DW24KdT5aKdy23Hi7CgZriQhFYz3GkFH8BFn6SR0kcpKjwIy6dbHz/hSJzBaiEHvD3FDRW2RRaclJ4tSaMZMmvrLnyWW4KArbuEERZkWq4JEEJn+gT7doTOGKvfJyauYGWWatZqp6xdi1gAqoZaQDPPyxNKyzghXPRxTEbOgg+4ZrV4/4U7oFyVjPdfuEN2Vgupc/vAnkiZPNzkAG1Tkc0HxAnJB5A1PA5z9mcia3jXgflywN/bC8NvvBY6o6nf1zosBitWA63D9Or3iYirWJlt/ftEFZYxMcgEcPNRwdR789E8Ias7Jsb6fUsQLvo4roPaatHjU2Gg7x6f7paM1cKZev6D+gQ6ugkW40zXQSxiAUw5sgcfjU7AlCN7BCuIjAnw8cLoIX10BEOX9ftscHyO9Yh2HuPikADg9cO78GjeFrx+eBeQmSmJ74It4KKP41LkA9hxyx8xZ38mdtzyR0k82M7k8pHzb5Fz222GurbdU8Pj8EHcbDw1PK6jtp1cqWtswfEL1deus/o3PjduHj6Im43nxs2z6W/k95c00E7wyQfwVksT5uzPxFstTWBjx8qyQoUpcNHHcSliAUz5X65gtfhfriQ+Xs7k8pHzb5Fz222GurbdwRBhuLqDITcIVpBDhxzbLiu47jp3/EZhjNSDIX1t9ht5x0I66CT45OZieUgIvrl/LpaHhIByc2VZocIUGBE5ug2SZ+TIkXT4sLxHouAAyMtD+dixeG78Apwd9SAif/gS7x7JdmpTPodjCampqUhLSzO6nkKhcIqPImMM/UcnYmDcwzidtxVn931qs2PVNbbwjoWUyBNi+Mrf/QBragKxLLAGYU88KvvvAmOsgIhG6i/nlj6O66Du0X93tR7QzCViteA9f46UMFTm5OHX9khmWEhbUF92Du2qFtSXnbPpcS5X87qgkuLQISAzE1Uxo6C82oqqmFGS+S7YAi76OE5PR+zGsmXIB3Bu/zbsTZuMc/u3CbEby5Y5NHaDu3w4UqfhaitU7YSGq62Obopo6Bdtrig8iLzVM1BReNBmow4VlVTjrZ0nUFRSLdo+OVaSkgLExaFPkC/uuqmXMMpHXFzHsHLOBnfvmgB37zoXJZX1yNh9EkkThgjjQ0oA7vLhSJmSynq8ufOXa2OqOiFFJdVIzyzA8wkjbFaeqq6xBa9/dRRLHxjOn3cJ4kzvYe7e5UiSksp6ux/T39sLA3sHOGyIO0M4y4tG7nALjGHCQ/ycWvAB0LX02Iij5ypw9HwVjp6rsNkxOJbjCu9hLvo4DqOksh6f/Oe0Q4Rfd093ux+zK7hr1/EUlVTjtZxjXPh1gjMLPgBQNrVAebUVyibbPYsDegUg1L+bqGNJczjmICvRxxjLZ4yRgam7Cdvewxg7yBhrYoydZYw9ZY82czonPMQPY4f2ccjHRMyxXK2lrrEF7+UWcuEnAVpa2x3dBI6DCA/xw0N3Rdr0fVRa04jLVQ0orWm02TE4nK6QlehTkwdglN7U3NUGjLFBAHYDOAvgfgBvA3iNMfa4bZvK6YqSynrk/nLZ7pY+qY0NefRcBf7z62Xu8nEwft09Eejj2TEmK8e1qGtswdmyelE7X9rJIowxjBjUCzkrJmHEoF42SxbhcLpCVokcjLF8ABVENN3M7d4GEAdgCBGp1Mv+BeABAP3IyEngiRy2o6Sy3undRqZw4OQl3DvkBkc3w6UpKqnGK9lH8ezk4bIfZ5pjGbYM5GeMwf+GQRg+Ow1HtyhQV/K7TY7D4QA8kWMigB0awafmUwB9AQx1TJM4AFDvRCUgrGF4/1BHN8Hl0LfCDO4bjE2L4zC4bzC3wrgotrb++98wCF7dveF/wyCbHofD6Qw5ir7xjLFG9bSbMTasq5UZY74AIgAU6v3pV/V8sC0ayTFOUUk11n993OUD5+saW/B1wXke02dntAsQA0BQ5DCMXvYxgiKHOW0BYo5jcffsDsYY3D2NhqFzODZBbqJvH4BkABMALATQD8ABxlj/LrYJVM9r9JZrlAb34zgIv+6eAMHlY6iUTS04er7SplmDHON4h9wADy9veIdwNzvHNnj6+APMTZhzOA7AoaKPMdaDMTbY2KRZn4gURPQeER0goo8hxOkRgCUmHK6zuD2DyxljCxljhxljh8vLy83+bZzr0Xen9Q31R8afx6BvqL9Lu9Pqr7biclUDd3U7GJ+QcDA3D/iEhDu6KRwnJaDvYJ05h2NvHG3pmwHBzWpsMggRXQHwPYDbuziGxsIXqLc8SO/v+vt+h4hGEtHIsLAwIz+DYwoG3WkprudOMxRL9mHy//FYMkexdi1iAbSrBEtru6pFGIR97VqHNovjfKga63TmHI69cajoI6JNRMSMTabsqotjNAC4iOtj9zT/1o/149gR0y6vc8HFr8SIiUEmgFG1QsmcUbUVwP+3d+/xdVV13sc/36ZJrwm9IZeWUgFpRao8UhBBbDs4ys22YCk4gDAXHx+eGRlBRBkHLIgIMo74eEF5EHkhIhQBoZTLDJdwVaYtajtAC6WNhQrY0kAbGpomWfPH2oFzDicX2py9k+zv+/Xar8VZZ+19fucs0vyy1trrzJsHBx2UbVw24AzfeY+i0ixtfWeH2u0gaRfgMOCabpreDRwn6V9DCG1J3YnEZPC/KxiidWHY2N2pHuo1VFVDhoGqYmnpmzmTecAtyx5k0fBajln2INxzV/zSdbNe1PTyGmp33oOml9dkHYrlVNbTuz0m6YOSFkk6XdJMSacRb+xoB64oaDddUquk6QWnX07cnuUXybnnAl8ALupujz6rnJamRkJ7Gy1N+b57t21rM9CelJaFeuDmfQ/m1IcXcPO+Bzvhs4qoqR1TVJqlrd8kfcCrgIBvE79d49+Bp4BDQwhrC9oJqEpKAEIIq4AjgX2Io37/F/hyCOHqdEK3csbs/WEGDa5hzN5dLckc+KqGDEODajzSl6EZwLznlvKLj89j3nNL45o+s14W2tuKSrO09Zvp3RDCOuDoHrSrpyDhK6h/FDi49yOz7dWyeWNRmVc1I0dTNbiKmpHePSgTDz7IAuDsg4/mhZkn80AI/HzePFiwwCN+1mtOnDqZb0xu5L2t9ayZDK3LlzJ46oFZh2U502+SPht42rZtBUJS5lfcKqTKW4VkZfFi5gGbp3yUUcDyKR+FC8+AxYud9FmvaDvrTL5z8F587m9+zWMT13HY2vHc/N0GxlRPoOp7/y/r8CxH+tP0rg0wI94zEVBSmmXk3HOpBwbXxG9JGFwzNCZ7556baVg2cGwJr1F3272o4QVaq9pRwwtU/+p2toSyO4aZVYyTPstMe+u2otIsKydOncw1uz7Lnarnml2fpXX50qxDsgGkZszOzL0psGAeXHgBLJgHc28K1IzxHrCWLk/vWvqSzXCbJkwGoG7C5LhwfvHiXI6u1IwYVVRaulqXL+XCzx7GF0665a2pt+vvaGNX8Jor6xVbxo2gde8JXHnGC1zwTbjofGjdewJbnh3BkKyDs1zxSJ+lL9kM94PPLoaOMseb4Q7Zaeei0tK1+ZHb+cJJ/8lD741Tbw+99wVOmfUbNj9ye9ah2QBRe/hsrvvW/pz5o0Fc/HU480eDuPm706g9fHbWoVnOeKTP0texGe5jt7KobRvH/G4h3LMot4vmNaiqqLR0Dd/wBo9NXFdU99jEdQzf8EZGEdlAM3jDJkZd+x9s/NxxnFM9kZdnr2XPG+5Hn/li1qFZznikzzKxy9TJtB06lVMfXkDboVNpHVeXdUiZqaoZUlRauraMG8Fha4vvnD5s7Xi2jBuRUUQ24CxezOy2No55fRLHhhkc8/okdMutcUmLWYqc9FnqWpcv5TsH70X1siVc/HWoXraExp9+K5eL50+cOplrd1/Nnarn2t1X5/IzyFrt4bP56Y1/zfQ1ezC4bRDT1+zB9XfM8dSb9Z7kDvG63d8HHaXvELcMeHrXUtf8s+9Td9u9HPfrdupnwv1HtHPb3NtpHjyS2iuuyzq81Ly1d9fJtxTs3fUn792VssFTD+QbJz/GD1tmsQ81rKKFXY8/zTdxWK/b+sZrjBi7G1vf8FYtlg2P9Fnqhj3dwNybAvXJEr76mXH7gmFPN2QaV9q8d1ffcdPylZz83DiODTM4+blxTvisItpamotKs7Q56bPUbZ4zg9a9JxTVte49gc1zZmQTUEa8d1ffMnjoyKLSrLdVD9+pqDRLm5M+S53XUEVv790FF3wTrjwj2bvLNxBk4s3Gl4tKs972l/9+GAhJaZY+r+mz1HWsofpx22fYq02srgrsOvuU3E2pxb27llB32zou/no7Z/5oEGdsnEbtF/KV/PYVNbVjikqz3lZVPaSoNEubR/osEzctX8mpDeM5Nszg1IbxuUv44O29u16fczznVJ/F63OOZ9wNDzJ4w6asQ8ulppdXF5VmvW3o6F0AJaVZ+pz0WWa2JXewbcvrnWzJ3l1zqz/GsWEGc6s/5r27MuSvw7NKa1yzjPb2VhrXLMs6FMspJ32Wmerkl2t1Xn/JJnt3VQ+Ja/iqh4zw3l0Zakn++GjJ6x8hVnFVNUMhJKVZBpz0WWZaNm0oKvOq6S8NRaVlo721pag0620tTY20t7XS0tSYdSiWU076LDNNrzQUlXm1rXlzUWnZqBk5uqg021Hz589HEpIA2LDiCR769olsWPHEW/WSmD9/fraBWm446bPMDB83oajMq8E1w4pKy0bjmmW0t3q9lfWe+fPnE0J463hxw2bm37iYFzdsLqp30mdpcdJnmWlv21ZU5lVrsjt/q3fpz1RbSzPt7W3+tgSrmPFjR/LpaRMZP9YbgFs2nPRZZjzCFbW3bisqLR3lp97meerNKmbdq00sXLKWda82ZR2K5VS/SfokTZIUOjlWdnPu/E7OOzKt+O2dPMIVbXz+SVpb3mTj809mHUqulE69PfzUOmZdsoiHn1rnqTczG5D60zdyvAR8tKRuGPAfwN09OP91oDTJe6YX4rLt1LhmGbvtPz33a6iGjd6NwdU1DBu9W9ah5NqHJo3jkH134UOTxmUdig1Q48eO5B8+McXTu5aZfpP0hRC2Ar8rrJN0AvE9/KoHl2gNIfyu+2aWrvasAzADYHNzCy2tgc3NLdQNr8k6HBugnPBZlvrN9G4nPgusCSE8kXUg9u5tenElTa+sZdOLXc7OD3jNjS/R1tpKc+NLWYeSa7XDapi480hqhznhM7OBqd8mfZLqgKPo2SgfwChJGyRtk/R7ScdXMDwro3ThfPPGl1h89Zdp3vhSrhfOt21tpnXbFtq25nttY18wtLoq6xDMzCqm3yZ9wBxgKHBjD9quAs4F5gGfAf4M3NJV4ifpf0taImnJ+vXreyPe3Cu3cH7OpXfnbuF8afLbuGYZj15+Go1rluU6+e0Lhtb0mxUvZmbvmkII2b24tBPQ7er1EMKKMufeDewRQth/O15XwOPAsBDCAd21nzZtWliyZMm7fRnrxrpXm7j8N3/gK3MOyPU6l3WvNnHlvU9zxqf2y/Xn0Bese7XJfWBm/Z6kpSGEaaX1Wf9ZewLw/3vQTkUPpLHAJ4D52/OiIYQg6VbgMklVIYS27bmO7ZjaYTUcsNe43K+hqh1Wwwf2GJ37zyFrm7a0sHxtI7XDanwjh5kNSJlO74YQrg4hqLujzKlziQlrT6Z2uwxhB8+3HTRksNdQ1Q2v4ZgD93SikbG64TUcOnkX94OZDVj9dU3fZ4H/CiE8vz0nJ9O7xwF/9CifmXVwwmdmA1m/S/ok7Q4cTid37UqaLqlV0vSCuocknSnpk5KOAxYBh7Cd08PWe7xwPk4r3r98HZu2tGQdipmZDWD98TfuvKRc0MnzAqooXge4CvgS8aaRduBJ4JgQQk++ycMqpG54DUdMHe/RFeDNltasQzAzswGu3yV9IYQrgCu6eL6ekhs/Qgh/X+GwzHaIRzzNzKzS+t30rg0cm7a08PjKV3I/rekRTzMzS4OTPsuM75Z8mz8DMzOrNCd9liknO2ZmZulw0mdmZmaWA076zMzMzHLASZ+ZmZlZDjjpMzMzM8sBJ31mZmZmOeCkz8zMzCwHnPSZmZmZ5YCTPjMzM7MccNJnZmZmlgNO+szMzMxyQCGErGPo8yStB/7Ui5ccB2zoxetZ73C/9F3um77J/dJ3uW/6prT6Zc8Qws6llU76MiBpSQhhWtZxWDH3S9/lvumb3C99l/umb8q6Xzy9a2ZmZpYDTvrMzMzMcsBJXzauyjoAK8v90ne5b/om90vf5b7pmzLtF6/pMzMzM8sBj/SZmZmZ5YCTvpRI2k/S/ZK2SPqzpIskVWUdV55IOkHSHZLWSWqStFTSZ8u0+7yk5yS9mbQ5Iot480rS+KR/gqSRBfWS9C+SXpDULOlhSQdkGWseSBos6WvJz8RWSS9K+l5JG/dNyiSdJOnJ5GdlnaTrJO1e0sb9UmGS9pH0U0l/lNQmqb5Mmx71Qxp5gpO+FEgaDdwHBGA2cBHwZeDCLOPKobOBJuAsYBbwIHCDpC92NJB0EvAT4DrgKOAp4E5J+6cfbm5dTuynUl8DzgcuAz6dtLlP0q4pxpZHPwfOBP4N+CSxH5pL2rhvUiRpFvAr4HHi75SvAh8n/ltV+Hvd/VJ5HwCOBp5NjnK67YfU8oQQgo8KH8B5QCNQV1B3LrClsM5HxfthXJm6G4A1BY9XAtcUPB4ELAeuzzr+PBzA4cBG4JzkH7+RSf1Q4HXggoK2I4D1wMVZxz1QD+BIYBuwXxdt3Dfp98uNwNKSulnJz8z73S+p9sWggv/+NVBf8nyP+iGtPMEjfek4Crg3hLCpoO5GYBgwPZuQ8ieEUG4X9N8D7wGQtBewL7Cg4Jx24GZiH1oFJdMYPyD+hVvaV4cCdRT3zRvAQtw3lfR3wAMhhKe7aOO+SV81MZEo9FpSKindLylIfkd0paf9kEqe4KQvHVOAFYUVIYS1xAx+SiYRWYdDgY5faB19saKkzTPAGEnv+Eob61X/h/hX8Y/KPDcFaAOeK6l/Bv8MVdJHgGcl/VDSpmSt0a0la8fcN+m7Bjhc0uck1UnaF7gYeLAgQXe/9A097YdU8gQnfekYzdt/hRVqTJ6zDCQ3aMzm7SSjoy9K+6qx5HnrZZLGAt8Ezg4hbCvTZDTQFEJoK6lvBIZLqql0jDm1K3A6cABwEvC3wIHAbZI6RpTcNykLISwi9stVxBG/lUAV3yr4GQAACYRJREFUcHxBM/dL39DTfkglTxjcWxeybpXbEFGd1FuFSZpEXM93ewjh2pKnS/tEndRb7/kW8EQI4a4u2nT2M9TZc7bjlByzQwivAkh6CXgI+Cvg/qSd+yZFkmYSbzj7PnA3sAswn5iMf6IgwXC/9A097YeK5wlO+tLRCIwqU78T5TN7qyBJY4j/UK4FTil4qmNEbxTF62U6+s59VQGSPkBcO/ZxSR2f9fCk3ElSG7FvaiVVlfzFPArY0snooO24RmB1R8KXeBRoAfYjJn3um/R9F7gjhPDVjgpJfyBOD84GbsX90lf0tB9SyRM8vZuOFZTMyUvag3gHT+n6MasgScOBO4Ea4JhkQW2Hjr4oXT8xBdgYQlifQoh59D7iwvTfEv/ha+TtKfcXiTd3rCBOX+1Tcu471sFYr3qmk3oBHQvY3TfpmwL8obAihLCSuJXO3kmV+6Vv6Gk/pJInOOlLx93ApyTVFtSdSPwBfSibkPJH0mDinbjvA44KIfyl8PkQwmriPksnFJwzKHl8d4qh5s2jwMyS47LkuaOJ+/Y9DmyiuG+GE/e8ct9Uzp3AByWNK6j7ODFJ/2Py2H2Tvj8BHy6skPR+4p2eDUmV+6Vv6Gk/pJIneHo3HT8hbm56q6TLgL2I6y/+veT2bKusHxOTiH8m3o17SMFzvw8hbCX2y/WSGoDHgNOISeLfpBtqfiRb6dQX1iVrLgEeCSE0JXWXAudLaiT+5Xs28Q/XH6QVaw5dRfy3a6GkS4BaYkJ+XwjhUYAQwpvum9T9BPiepD/z9pq+C4gJ313gfklLksAdnTwcD9RJmps8viuEsKWH/ZBOnpD1xoZ5OYjrXx4gZu0vEe9UrMo6rjwdxH8QQyfHpIJ2nwdWAVuBJ4Ejso49bwfxzsS3NmdO6gR8nTjl2ww8AvyvrGMd6AdxWuou4A3i1Pu1wOiSNu6bdPtEwBnAsqRf1gE3AXu5X1Lvi0nd/V7paT+kkScoeSEzMzMzG8C8ps/MzMwsB5z0mZmZmeWAkz4zMzOzHHDSZ2ZmZpYDTvrMzMzMcsBJn5mZmVkOOOkzsz5F0nxJme0lVanXl1Qvqb63r5slSUHS/KzjMLOecdJnZqmQNEXSLyWtlvSmpJcl/VbSpZJGZh1fb5B0QJI0Tsw6lkKSrpXUmnUcZpYtJ31mVnGSPgL8HvgYcD3wT8APibvOnwUUfrfrxcTvEO2PDgC+AZRL+j6ZHGZmmfB375pZGs4H3gQOCiH8pfAJSWOALR2PQwitwIAblQohtGQdg5nlm0f6zCwN+wArShM+gBDCxhDCmx2Py62pk9Qg6T5Jh0h6XNIWSasknZA8f7CkR5L6P0k6reT805P1Z5NK6icl9ad3FbykWZLukPSipK1JeaWkUYVxAz9PHj6SXDdImpE8/441fZKGSrokeX8tSXmJpCGdvP+DJD0mqVnSC5LO7irubt5Tj68pqU7SVZI2Stok6RZJu3Vy3V0k/UTSuuQ9rZJ0nqRBBW3+Nfls5pSce1ZSf/L2vi8z65yTPjNLQwPwIUnTduAaewK3AQ8CXwW2ATdKmgfcATwMnEscNfy5pMk7FHGxvwPaiFPS/wTcDvwtcGdBm1uBq5L//iZwanI8U+6CkpSccx7xC9i/BDyaPP51mVMmAguBx4GzgeeB70r61A68r26vmcR5G/D5pDyP+LvjrjLvaRzwO2A2cDXwxeTalwA/Lmj6beC3wFWSdknO3S9pd3MI4Zc78J7MrDMhBB8+fPio6AHMIE7ZtgNLgO8Bc4ARZdrOj/80FdU1AAH4REHd+5O6duCvytRfWlB3elI3qeS6k5L607t5/eFl4jwlOfewMq/zsTLt64H6gsfHJm2/XdLu8qT+6DLv/8iCuiHAK8QkqbvP/1qgtZPPtMtrAp9O2l1Ycv4vk/r5BXU/BTYAu5W0vSTpp30L6vYGmogJezWwFPgzMDbr/199+Bioh0f6zKziQgj1wGHAb4DJxFGt24D1ks7p4WVWhxDuK7jmM8DrwJoQwgNl6vfqneghhLAF4qhXMtU5DngsefrA7bzssUn5byX13yl5vkNDCOGegpi2EkfVduR99uSaHXF8v+TcKwofJCOCJxBHALdJGtdxAPcCAmYWvNbzxNHFTxNHOj8M/H0I4dUdeD9m1gUnfWaWihDCEyGE44FRwP7EX/ivAZd3t6YusbZM3Wtd1I/ezlDfIdlu5nbiyNTrwHpgdfL0qE5P7NokYH1pkhNCWE8cLXtvSfuGMtdoBMZs5+v39Jp7EuPcWNJuZcnjnYmf+anEz6fwqE/avKfwhBDCVcD9wEeAq0MId7/rd2BmPea7d80sVSGENuAp4ClJC4Fngc8RpyC70vYu61X4sp20qermNZFUBzxEvPv4AuA54rrBKuAeKvPHs3hnzD15n+9WT65ZLpZyOj6Hm4jr+cpZXfgguRnkgOThfpIGhRDae/BaZrYdnPSZWWZCCKskbQR2r/BLNSZl6ajcpB6cO5M4QjUjhPBQR6Wkfcu0fTff5NEAfErS2MLRvmQ6dCzlR+Gy0AB8UtKYktG+0htl1gObgJrCafhu/Iy4jvBrwKXEG3Eu3bFwzawznt41s4qTdEThlh0F9R8hJjgrKhzCqqScWVL/jz04t2PkqTT+r5Rp+0ZS9mTKd2FSlm6R8pWS57O2KCn/uaT+S4UPkhHcm4FZkg4qvYik2sKtaCSdARwFnBVCuAy4AbhQ0gd7M3gze5tH+swsDd8H6iT9hji1G4jr+k4DmonfwlExIYSnJT0KfCvZDPoVYBY9W/f3GHGN3XWSfkCc2j2WkvVpiSeJ7+08SWOBrcADocz+hMQbHu4B/kXSBOAJ4BDimrg7+9D6toXE6e0LJI0nvse/5p1rDiFu5zKDuE/hz4BlQC3wAWAuMBVokPQ+4l3Ki0IIHVPB/whMB34h6aDgzazNep1H+swsDecQE5wjiHen/pC4ZctC4OAQwpIUYjiFmLx8mbgty0pi0tmlZErzKOJ6tPOBC4lJ4JFl2q4GziROV/8M+BWwXyfXDcDxxOnMGcS7YacT97A74V28r4pK4pxNfD9zifEG4OgybdcTb8q4kviZ/YA4Zbsvce/ClyVVAdcR10j+Q8G5rxH3PpwKXFS5d2SWX4o/z2ZmZmY2kHmkz8zMzCwHnPSZmZmZ5YCTPjMzM7MccNJnZmZmlgNO+szMzMxywEmfmZmZWQ446TMzMzPLASd9ZmZmZjngpM/MzMwsB5z0mZmZmeXA/wCZie7UsP9sSQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#(0) Assemble the gprOpts dict\n", "gprOpts={'nIter':nIter_,'lr':lr_,'convPlot':convPlot_}\n", "#(1) Generate training data\n", "p=len(qBound) #dimension of the input\n", "xTrain,yTrain,noiseSdev,yTrain_noiseFree=trainDataGen(p,sampleType,n,qBound,fExName,noiseType)\n", "nSamp=yTrain.shape[0]\n", "plot_trainData(nSamp,yTrain_noiseFree,noiseSdev,yTrain)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generate test samples" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "xTestList=[]\n", "for i in range(p): \n", " grid_=np.linspace(qBound[i][0],qBound[i][1],nTest[i])\n", " xTestList.append(grid_)\n", "xTest=reshaper.vecs2grid(xTestList)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Construct the GPR and make predictions at the test samples" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "...... GPR-hyperparameters Optimization, iter 1/1500 - loss: 1.780 lengthscales=0.644 0.644 \n", "...... GPR-hyperparameters Optimization, iter 100/1500 - loss: 0.903 lengthscales=0.707 0.644 \n", "...... GPR-hyperparameters Optimization, iter 200/1500 - loss: 0.893 lengthscales=0.724 0.665 \n", "...... GPR-hyperparameters Optimization, iter 300/1500 - loss: 0.891 lengthscales=0.733 0.674 \n", "...... GPR-hyperparameters Optimization, iter 400/1500 - loss: 0.890 lengthscales=0.737 0.680 \n", "...... GPR-hyperparameters Optimization, iter 500/1500 - loss: 0.890 lengthscales=0.740 0.683 \n", "...... GPR-hyperparameters Optimization, iter 600/1500 - loss: 0.890 lengthscales=0.741 0.684 \n", "...... GPR-hyperparameters Optimization, iter 700/1500 - loss: 0.890 lengthscales=0.742 0.685 \n", "...... GPR-hyperparameters Optimization, iter 800/1500 - loss: 0.890 lengthscales=0.742 0.686 \n", "...... GPR-hyperparameters Optimization, iter 900/1500 - loss: 0.890 lengthscales=0.742 0.686 \n", "...... GPR-hyperparameters Optimization, iter 1000/1500 - loss: 0.890 lengthscales=0.742 0.686 \n", "...... GPR-hyperparameters Optimization, iter 1100/1500 - loss: 0.890 lengthscales=0.742 0.686 \n", "...... GPR-hyperparameters Optimization, iter 1200/1500 - loss: 0.890 lengthscales=0.742 0.686 \n", "...... GPR-hyperparameters Optimization, iter 1300/1500 - loss: 0.890 lengthscales=0.742 0.686 \n", "...... GPR-hyperparameters Optimization, iter 1400/1500 - loss: 0.890 lengthscales=0.742 0.686 \n", "...... GPR-hyperparameters Optimization, iter 1500/1500 - loss: 0.890 lengthscales=0.742 0.686 \n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gpr_=gpr(xTrain,yTrain[:,None],noiseSdev,xTest,gprOpts)\n", "post_f=gpr_.post_f\n", "post_obs=gpr_.post_y" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "#Predicted mean and variance of the posteriors at the test grid \n", "fP_=gprPost(post_f,nTest)\n", "fP_.torchPost()\n", "post_f_mean=fP_.mean\n", "post_f_sdev=fP_.sdev\n", "obsP_=gprPost(post_obs,nTest)\n", "obsP_.torchPost()\n", "post_obs_mean=obsP_.mean\n", "post_obs_sdev=obsP_.sdev" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot the contours of the mean and standard-deviation of the posterior and posterior predictive of the resulting GPR in the admissible space of $\\mathbb{Q}_1\\bigotimes\\mathbb{Q}_2$:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pltOpts={'title':'Mean of posterior predictive','xlab':r'$q_1$','ylab':r'$q_2$'}\n", "gprPlot(pltOpts).torch2d_2dcont(xTrain,xTestList,post_obs_mean) " ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pltOpts={'title':'Standard-dev of posterior predictive','xlab':r'$q_1$','ylab':r'$q_2$'}\n", "gprPlot(pltOpts).torch2d_2dcont(xTrain,xTestList,post_obs_sdev) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also make a 3D plot, see below. The colored surface represents the mean of the posterior and the red and blue mesh surfaces respectively show the upper and lower 95\\% confidence intervals." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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