Skip to content

Instantly share code, notes, and snippets.

@AustinRochford
Last active October 16, 2019 08:41
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 1 You must be signed in to fork a gist
  • Save AustinRochford/62a12dfe87ba1c8410dbb3bef31918a9 to your computer and use it in GitHub Desktop.
Save AustinRochford/62a12dfe87ba1c8410dbb3bef31918a9 to your computer and use it in GitHub Desktop.
Tom Tom Founders Festival Applied Machine Learning Conference - Two Years of Bayesian Bandits for E-Commerce
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"**Title:** Two Years of Bayesian Bandits for E-Commerce\n",
"\n",
"**Abstract:** At Monetate, we've deployed Bayesian bandits (both noncontextual and contextual) to help our clients optimize their e-commerce sites since early 2016. This talk is an overview of the lessons we've learned from both the processes of deploying real-time Bayesian machine learning systems at scale and building a data product on top of these systems that is accessible to non-technical users (marketers). This talk will cover\n",
"\n",
"* the place of multi-armed bandits in the A/B testing industry,\n",
"* Thompson sampling and the basic theory of Bayesian bandits,\n",
"* Bayesian approaches for accommodating nonstationarity in bandit feedback,\n",
"* user experience challenges in driving adoption of these technologies by nontechnical marketers.\n",
"\n",
"We will focus primarily on noncontextual bandits and give a brief overview of these problems in the contextual setting as time permits.\n",
"\n",
"**Bio:** Austin Rochford is Principal Data Scientist and Director of [Monetate](https://www.monetate.com/) Labs, where he does research and development for machine learning-driven marketing products. He is a recovering mathematician, a passionate Bayesian, and a PyMC3 developer."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"A `Dockerfile` that will produce a container with the dependenceis of this notebook is available [here](https://github.com/AustinRochford/blog)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"from io import StringIO\n",
"from math import floor\n",
"from tqdm import tqdm, trange"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"from matplotlib import pyplot as plt\n",
"from matplotlib.dates import DateFormatter, MonthLocator\n",
"from matplotlib.ticker import StrMethodFormatter\n",
"import numpy as np\n",
"import pandas as pd\n",
"import scipy as sp\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"SEED = 76224 # from random.org, for reproducibiliy\n",
"np.random.seed(SEED)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"sns.set()\n",
"C = sns.color_palette()\n",
"\n",
"pct_formatter = StrMethodFormatter('{x:.1%}')\n",
"\n",
"#configure matplotlib\n",
"FIGURE_WIDTH = 8\n",
"FIGURE_HEIGHT = 6\n",
"plt.rc('figure', figsize=(FIGURE_WIDTH, FIGURE_HEIGHT))\n",
"\n",
"LABELSIZE = 14\n",
"plt.rc('axes', labelsize=LABELSIZE)\n",
"plt.rc('axes', titlesize=LABELSIZE)\n",
"plt.rc('figure', titlesize=LABELSIZE)\n",
"plt.rc('legend', fontsize=LABELSIZE)\n",
"plt.rc('xtick', labelsize=LABELSIZE)\n",
"plt.rc('ytick', labelsize=LABELSIZE)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Two Years of Bayesian Bandits for E-Commerce\n",
"\n",
"<center><img src=\"https://www.monetate.com/assets/blog/imgs/Dynamic-Testing-HP-image-gray-blue.png\"></center>\n",
"\n",
"\n",
"### Tom Tom Founders Festival Applied Machine Learning Conference\n",
"\n",
"### April 12, 2018 &#8226; [@AustinRochford](https://twitter.com/AustinRochford)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### About Me\n",
"\n",
"<center>\n",
"<table>\n",
" <tr>\n",
" <td><img src='http://austinrochford.com/resources/img/face_big.png' width=300></td>\n",
" <td><img src='https://pbs.twimg.com/profile_images/707677581357649921/SjsmznyE_400x400.jpg' width=250></td>\n",
" </tr>\n",
"</table>\n",
"</center>\n",
"\n",
"#### Principal Data Scientist and Director of [Monetate Labs](http://www.monetate.com/)\n",
"\n",
"#### [@AustinRochford](https://twitter.com/AustinRochford) &#8226; [austinrochford.com](http://austinrochford.com) &#8226; [github.com/AustinRochford](http://github.com/AustinRochford)\n",
"\n",
"#### [arochford@monetate.com](mailto:arochford@monetate.com) &#8226; [austin.rochford@gmail.com](mailto:arochford@monetate.com)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### About Monetate\n",
"\n",
"<center><img src='http://austinrochford.com/resources/talks/img/monetate_logos.png' width=700></center>\n",
"\n",
"* Founded 2008, web optimization and personalization SaaS\n",
"* Observed 5B impressions and $4.1B in revenue during Cyber Week 2017"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"#### Nontechnical marketer-focused\n",
"\n",
"<center>\n",
" <img src='data:image/png;base64,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'>\n",
"</center>"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"<center>\n",
" <img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABdwAAALeCAYAAACwWtPhAAAMJWlDQ1BJQ0MgUHJvZmlsZQAASImVlwdUk8kWgOcvqSS0QASkhN4E6VV6jVSpgo2QBBJKDAlBxY4uKrgWVFSwoqsiCq4FkMWGXVkEe39YUFHWxYINlTdJAF09773z7jnz/1/u3Llz7838c2YAUIvliMU5qDoAuaJ8SVxYIGt8SiqL9BAgAANkoA0sOVypOCA2NhJAGXr/U95dh9ZQrtjJff3c/19Fg8eXcgFAYiGn86TcXMgHAcDduGJJPgCEHqg3nZYvhkyEUQItCQwQspmcM5XsIed0JUcqbBLigiCnAUCmcTiSTABU5XGxCriZ0I/qUsgOIp5QBLkZsi9XwOFB/gx5VG7uVMhqVpCt0r/zk/kPn+nDPjmczGFW5qIQcrBQKs7hzPg/y/G/JTdHNjSHKWw0gSQ8Tp6zvG7ZUyPkTIN8TpQeHQNZE/JVIU9hL+cnAll44qD9B640CNYMMAFAaTxOcARkfcgmopzoyEG9b4YwlA0Z1h5NEOazE5RjUZ5katygf3Q6XxoSP8QciWIuuU2JLDsxYNDnJgGfPeSzqVCQkKyME20vECZFQ1aFfFeaHR8xaPO8UBAUPWQjkcXJY4b/OQYyJKFxShvMLFc6lBfmJRCyowc5Ml+QEK4ci03mchSx6UDO4kvHRw7FyeMHhyjzwor4osTB+LEycX5g3KD9dnFO7KA91szPCZPrTSC3SQvih8b25sPFpswXB+L82ARlbLhWFmdsrDIG3AZEgiAQDFhABls6mAqygLCtp6EH/lL2hAIOkIBMwAd2g5qhEcmKHhF8xoNC8BckPpAOjwtU9PJBAdR/GdYqn3YgQ9FboBiRDZ5AzgURIAf+lilGiYZnSwKPoUb40+xcGGsObPK+n3QstSEdMYQYTAwnhhKtcT3cF/fGI+HTHzYn3AP3HIrrmz3hCaGD8JBwjdBJuDVFWCT5IXIWiAKdMMbQwezSv88Ot4BeXfFA3Af6h75xJq4H7HAXOFMA7gfndoXa72OVDWf8rZaDvigOFJQyguJPsfoxAlUbVddhL/JKfV8LZVzpw9UKGu75MY+g7+rHg++IHy2xxdgB7Cx2AjuPNWMNgIUdwxqxVuyInIfXxmPF2hiaLU4RTzb0I/xpPs7gnPKqSR1qHLodPg/2gXz+9Hz5xxI0VTxDIswU5LMC4G7NZ7FFXPtRLCcHR7iLyvd+5dbyhqnY0xHmhW+6vOMAeJZAZeY3HQfuQYefAMB4901n+hou+xUAHGnnyiQFSh0ufxAAFajBL0UXGMK9ywpm5ATcgDfwByFgLIgBCSAFTIZ1FsB1KgHTwCwwHxSDUrACrAEVYDPYBnaBvWA/aADN4AQ4Ay6CdnAN3IFrpQu8AL3gHehHEISE0BEGoosYIeaILeKEeCC+SAgSicQhKUgakomIEBkyC1mAlCJlSAWyFalGfkcOIyeQ80gHcgt5gHQjr5FPKIbSUC3UALVAR6MeaAAagSagk9BMNA8tRBeiy9B1aBW6B61HT6AX0WtoJ/oC7cMApoIxMWPMDvPAgrAYLBXLwCTYHKwEK8eqsFqsCf7TV7BOrAf7iBNxBs7C7eB6DccTcS6eh8/Bl+IV+C68Hj+FX8Ef4L34VwKdoE+wJXgR2ITxhEzCNEIxoZywg3CIcBp+O12Ed0QikUm0JLrDby+FmEWcSVxK3EisIx4ndhAfEftIJJIuyZbkQ4ohcUj5pGLSetIe0jHSZVIX6QNZhWxEdiKHklPJInIRuZy8m3yUfJn8lNxPUaeYU7woMRQeZQZlOWU7pYlyidJF6adqUC2pPtQEahZ1PnUdtZZ6mnqX+kZFRcVExVNlnIpQZZ7KOpV9KudUHqh8pGnSbGhBtIk0GW0ZbSftOO0W7Q2dTreg+9NT6fn0ZfRq+kn6ffoHVYaqvSpblac6V7VStV71supLNYqauVqA2mS1QrVytQNql9R61CnqFupB6hz1OeqV6ofVb6j3aTA0HDViNHI1lmrs1jiv8UyTpGmhGaLJ01youU3zpOYjBsYwZQQxuIwFjO2M04wuLaKWpRZbK0urVGuvVptWr7amtot2kvZ07UrtI9qdTIxpwWQzc5jLmfuZ15mfRhiMCBjBH7FkRO2IyyPe64zU8dfh65To1Olc0/mky9IN0c3WXanboHtPD9ez0RunN01vk95pvZ6RWiO9R3JHlozcP/K2Pqpvox+nP1N/m36rfp+BoUGYgdhgvcFJgx5DpqG/YZbhasOjht1GDCNfI6HRaqNjRs9Z2qwAVg5rHesUq9dY3zjcWGa81bjNuN/E0iTRpMikzuSeKdXUwzTDdLVpi2mvmZFZlNkssxqz2+YUcw9zgfla87Pm7y0sLZItFlk0WDyz1LFkWxZa1ljetaJb+VnlWVVZXbUmWntYZ1tvtG63QW1cbQQ2lTaXbFFbN1uh7UbbjlGEUZ6jRKOqRt2wo9kF2BXY1dg9sGfaR9oX2TfYvxxtNjp19MrRZ0d/dXB1yHHY7nDHUdNxrGORY5PjaycbJ65TpdNVZ7pzqPNc50bnVy62LnyXTS43XRmuUa6LXFtcv7i5u0ncat263c3c09w3uN/w0PKI9Vjqcc6T4BnoOdez2fOjl5tXvtd+r7+97byzvXd7PxtjOYY/ZvuYRz4mPhyfrT6dvizfNN8tvp1+xn4cvyq/h/6m/jz/Hf5PA6wDsgL2BLwMdAiUBB4KfB/kFTQ76HgwFhwWXBLcFqIZkhhSEXI/1CQ0M7QmtDfMNWxm2PFwQnhE+MrwG2wDNpddze4d6z529thTEbSI+IiKiIeRNpGSyKYoNGps1Kqou9Hm0aLohhgQw45ZFXMv1jI2L/aPccRxseMqxz2Jc4ybFXc2nhE/JX53/LuEwITlCXcSrRJliS1JakkTk6qT3icHJ5cld44fPX72+IspeinClMZUUmpS6o7UvgkhE9ZM6JroOrF44vVJlpOmTzo/WW9yzuQjU9SmcKYcSCOkJaftTvvMieFUcfrS2ekb0nu5Qdy13Bc8f95qXjffh1/Gf5rhk1GW8SzTJ3NVZrfAT1Au6BEGCSuEr7LCszZnvc+Oyd6ZPZCTnFOXS85Nyz0s0hRli05NNZw6fWqH2FZcLO7M88pbk9criZDskCLSSdLGfC14yG6VWcl+kT0o8C2oLPgwLWnageka00XTW2fYzFgy42lhaOFvM/GZ3Jkts4xnzZ/1YHbA7K1zkDnpc1rmms5dOLdrXti8XfOp87Pn/1nkUFRW9HZB8oKmhQYL5y189EvYLzXFqsWS4huLvBdtXowvFi5uW+K8ZP2SryW8kgulDqXlpZ+Xcpde+NXx13W/DizLWNa23G35phXEFaIV11f6rdxVplFWWPZoVdSq+tWs1SWr366ZsuZ8uUv55rXUtbK1nesi1zWuN1u/Yv3nCkHFtcrAyroN+huWbHi/kbfx8ib/TbWbDTaXbv60Rbjl5tawrfVVFlXl24jbCrY92Z60/exvHr9V79DbUbrjy07Rzs5dcbtOVbtXV+/W3728Bq2R1XTvmbinfW/w3sZau9qtdcy60n1gn2zf89/Tfr++P2J/ywGPA7UHzQ9uOMQ4VFKP1M+o720QNHQ2pjR2HB57uKXJu+nQH/Z/7Gw2bq48on1k+VHq0YVHB44VHus7Lj7ecyLzxKOWKS13To4/efXUuFNtpyNOnzsTeubk2YCzx875nGs+73X+8AWPCw0X3S7Wt7q2HvrT9c9DbW5t9ZfcLzW2e7Y3dYzpOHrZ7/KJK8FXzlxlX714Lfpax/XE6zdvTLzReZN389mtnFuvbhfc7r8z7y7hbsk99Xvl9/XvV/3L+l91nW6dRx4EP2h9GP/wziPuoxePpY8/dy18Qn9S/tToafUzp2fN3aHd7c8nPO96IX7R31P8l8ZfG15avTz4t//frb3je7teSV4NvF76RvfNzrcub1v6Yvvuv8t91/++5IPuh10fPT6e/ZT86Wn/tM+kz+u+WH9p+hrx9e5A7sCAmCPhKI4CGGxoRgYAr3cCQE+BZ4d2AKgTlHczhSDK+6SCwH9i5f1NIW4A7PQHIHEeAJHwjLIJNnPINPiWH8ET/AHq7DzcBkWa4eyk9EWDNxbCh4GBNwYAkJoA+CIZGOjfODDwZTsM9hYAx/OUd0K5yO+gW+zl1N71Evwo/wZZfnEoD5YmYgAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAAgZpVFh0WE1MOmNvbS5hZG9iZS54bXAAAAAAADx4OnhtcG1ldGEgeG1sbnM6eD0iYWRvYmU6bnM6bWV0YS8iIHg6eG1wdGs9IlhNUCBDb3JlIDUuNC4wIj4KICAgPHJkZjpSREYgeG1sbnM6cmRmPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5LzAyLzIyLXJkZi1zeW50YXgtbnMjIj4KICAgICAgPHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9IiIKICAgICAgICAgICAgeG1sbnM6ZXhpZj0iaHR0cDovL25zLmFkb2JlLmNvbS9leGlmLzEuMC8iCiAgICAgICAgICAgIHhtbG5zOnRpZmY9Imh0dHA6Ly9ucy5hZG9iZS5jb20vdGlmZi8xLjAvIj4KICAgICAgICAgPGV4aWY6UGl4ZWxZRGltZW5zaW9uPjEwNzA8L2V4aWY6UGl4ZWxZRGltZW5zaW9uPgogICAgICAgICA8ZXhpZjpQaXhlbFhEaW1lbnNpb24+MjE4NjwvZXhpZjpQaXhlbFhEaW1lbnNpb24+CiAgICAgICAgIDx0aWZmOk9yaWVudGF0aW9uPjE8L3RpZmY6T3JpZW50YXRpb24+CiAgICAgIDwvcmRmOkRlc2NyaXB0aW9uPgogICA8L3JkZjpSREY+CjwveDp4bXBtZXRhPgpQtfO/AABAAElEQVR4AeydB4BdRfX/J703QqghbEIJvUgRUUQQQez6s2ABKYKKigULgr13/SuKSLEg9oIoNhQRwYLSayAhlNACpPdkN//zOfedt3Nn731l922y5Uyyb9o5Z2a+9047U+6QjWKCG0fAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8AR6BECQ3vE7cyOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI6AIuMLdXwRHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUegBQi4wr0FILoIR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBXu/g44Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCLUDAFe4tANFFOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Aq5w93fAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARaAECrnBvAYguwhFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAERheC4J169eH5StXhw3t7cVkGyvBQ8TGbTbB5sbuq8byXJa/evFlfBbeLH+j9NDFxjCuxR/HxW7kpP5Ydlkc4RhLW5wbJWyIPfckDm/NdJSgxk9ZPmqw5KK6w19QxqrMWF6Zu0rcoCOW0yBLF7JYRuyOCQnHyLOqPrMspPu/kcyckLI85IgST3d4EGF8qZ2Ir9IZD3b0HlfJTU41oBcc9dKweLPJQuy2LFkYNqaoHhpNRpH/TfmK8MhzdPHZuzREGoGN4jF/YX67cCcBZXltJp8mI+aJk7H4srCi+Jg2dRu92Wk8foszu4imLKw7PKmsRmQYDTbG3iV7Jyw+i23ut4y3LBzpcT7i1Iwnia++dymv0ccyeuI2eZY+slKsYvlGH4eVuU1mKi+VkfrL5MXhxlOxu9RXozU687fKLpCbe2a10kl5I3/DMkx+xGtBOdvisTHps8hC6/8WyanFFdM3k2ZRPi3M0mtEnqUPT+w2Gd2xIzlNP6ey9KxsUqaGZFoeIr6caIu3wNRv4a20LY2yPMVpVWhL62tMi9tkp+6UrpY/lQFt+g4Zjdm15BGX0uHHIDcxhc815o/dCW9dbwmvpglzWk7CYh7cmIJ8ZxEN/Jo8s2uxVNJT0nppVmh7lLeyvMSyU3cj+TKamLcsrTgcenjNJi52469nmk0zkpd7F9N0y/zdTS+VF+WjZc5G0jAasyVxw0HboQ6JsOdZK2Pwm2mEXmhz9dB4sU1Wg3Ji1m67o/J3S4bxp3lP/Y0KN3kJffZshqgepkOejepjjKaEx6K72DF97E4JuxsXy0GGmVrPtVZaxt+MbenWSrOWPMtPLCd2l/HGfJa2hRXxxHGx/Di8iK8VYWVpxPmokU7Nemxlr8HfdBtvsuL8FZUhjjeeIrsG3dChQ8K40aPD2DGjizi7hA0RxYiJy0WuXL0mLFm+IgwbNqyh9jTH3ANPES49ENctVgOkkXehVgKtLEucJ5Nrdq08NBtXJLMoDLmEYwynIrqYpig+k9D7v0VpF4XFOSmKLwqLeWJ3TBu7Y5qeunsqN+aP3bXy1ShdKqO7fKmcVvrr5alefK28wIux+pH5av/2JL1akntLrqVp8jukO1m7bn0YNWJEoDOycKPrS3ZP81bEXxTWG2VuJp1maOO81uOrFx/LKnO3QkYquzdkpmn0JX9c3thdK49Gx/BvjdTXkSOGh2FDh3a7vpq8WmlanNGaTXjsTunMX2QbH7aZZtpb4+mJbXnoiQx4TU69slj8pi5nT8tn/FZO85tdFm7x2CmN+bFj01NsTG4ss567GZ5maEnX6JmtrVm3rqH6ajwxv7mxe4oRMho1cV5Snu7GpXLq+UkHU6/ccX5id8bd+duovE6O1rhq5amZFFI5qb8ZWY3QxvJxY8qeRUybUeZ/Ld7sfGz3fbXkWZzZcSpFYXF8X3C3Io+ZjCFh/YYNob2jI4weOUKL1grZKUZlMsvCU/7u+puRX0ZbFl6Up5g2dhfRWlgRXRaWPZsOeTajKs8GHuIwZfUti238tyh9464VZzSpbTxmEx+7U/r+6N9U5bF0zG4EqyJawjA9eWfqybB0zSa92I1/U5tG0o9p2JA+VpTuUyaOr5vVwh3uNKZLV6wMY0aPEkGjOmtrXXE9J4gL0nNpzUnYnGk3k9O+ms+ifBWFNVPWVtH2lXy0qjwmZ6CWy8rX23Zfw6+v5adR/Mn3UNlOsV46n/Xrl4XxY8eoUgAFfE867EbTr0XXXzGtVSaPK0egrzzvTZWPOJ3YXY5QZVAr9bVd6uu6Sn1lkWxz1ddG852WKeaL3Sldf/IPlHKUYT7Qy1dW7p6EK2ZSX1GkrFu8PoyTHVWjR47cbPW12bL0p2feTF6boW0WszL6zZFmWV66G04ZMJt6bNgT7Grx1orLSjowfiknG2lWyM0Hq9euC5MmiJKJVcBeMIMJ02brQRE22bMZGpaJ7m79+g1hsjybkv20vfC0eiayqDw9k+jcPUWgFc8EGZhm3u9WpJulugl+pWDrpK4tX7lKNhkO153u1DlO/xSZnMLdCrpGGtKNchxlzKhRMsCTqwGEE/YUPPOb4JTG+Cw+tS3e5MT8KS1+K4LRG01ZuMWbndJZemZDp27LmDFW7DL+mCyWZcANEXkbK8y5eEsvFlASZiTKXyN/OWxK6ExWbFeyV33GcVyROy2H0kTpFcbHgiq0RXQWZnbMhtvCzbZ482ObsSzpmCCOMAKxYz7oMRaW+bLforBqvDBSx6rpVSPyDmRgLJ3Ml08vTSf2x27jLbJjujK38lmGEyHGY3YSrd44DjfGypX6q5ESYXxmE2dubIxlK5Zn7oyi/NdkxRQWZnYchztON42zzCivZCJtS9O8duGvBJSlTXQ1riKs6k+ExeGNuJXdMhink7iTZKr5qaYRyYhpO+OlnxBgNopCAFIUdygHVIFXAcxEWF2EF0N4malFY2nHNBZm8lK/hcd2zG/hxmdxhFfzb0Q1bONLy2ZyjTX1Ex6HmTu1jb8ntslsVEaj9DFdmTtNs4yuXnhhvD2oNBHxF9JXwiFPnxdhsYn54/Babngwqew03GSbnXHVznMqM8dTAwcmyQwKqZ8YxntWZ22waLLT/EBvYWZbGLbx4TYT0xGW+quVqyjOhER2lT8uY8VNHMbamcxX/muyzDZK81flSYSFGU2RHdPEbmjNb3ZhmJSDJtNwNFqzUx78BkPKk9I2Slckk7AiQ74wlnbm6/pbzb8QxuVLKat0lYhG5adyivyprDQteOIwc5tdFl+UVqNhJtvsQj7FLOtTiWdSZ/W1y4CkIgB5mHrPJaPq/K2Zj06yQpyITtNN5ZnfbOMhn3EY4WS+1ruiNNEP/Bgrcxd5WbT+WpzZ1SjLiATUlVehTemqsiJHl3SiuDJnIU+Sv8hbFWNh2Jhm56AZV/d/43zHbs2L/Gi+KpkkHmN5rXokwnhTW2nkx8JTfxpOfByGG2NpxnFZTCd9Na6SX4vHTuOq/pioQkeQpZdEV+XE/ObGNmNZMDlGY/HYRq80xhATJO4cfRRXJDvrVOUkXGXcwBgfgzetp0X8FmY2vOY2uxpWJ+/QY7ScmbPLbyMyYxoVUJBuF5ooJYtLbUgIw6R5LAo3/oyjzm9BHrNnw7PIdHacQEjTrSU1Tr/qLkonElKlk7DYDQl+TJwHozE7o6gQVQKL3qNUjvF1kWMRYsdxsTsiqTqJx6R5TcOUSH5ieTXdFfzKaJAXx6n8OpgrTQM/JhfbjIm2chqNxWMXhVm8xZmt4VEZ8Zts4yGAZ4qxuBx/FpX7jeMrrFVeIzQas2uFxzSxGx7zp7bJi22jqfLJvInTwcPlJpiVa9aowt3mTzGfuXMKdwtUJTstaKVRJRGM2Zmvqz+lSemNz2yLNzvlN7rUjunjuLLwmAZ3TGduszU+9qTMJfwxWZXdHGKbU+XHxIk8i4rpLcxse3nNH9s5vpwnpip3N8PShTYJSLz5RKPIyFmlsTCzqxEVh4WbbfFl/lqYwWt8ZsdhJrssTOMrjMZvdswbu4vi47DYnaabxsVyY3dMV+auFjxmrLiNx+wCki7sKW3OH3nMaTayi9xFYUX5SMNiPouzMLMtPLYL46LAovfIos2O5aXuWjQaFxFEzpyYOLwRdw5YkVTGk0skolP6mCkhzOK5NxBXRmhhMWkWIxTmqEQm3pil6i6jicPNbbYxp34LT+2UrsyfhqdyYn8RbRqW+uGPw8yd2nE63XWbzEb5G6WP6crcaZpldPXCu8THAWki4o+jYzekqb+AvSGaZvjiNM1ttsmJ/WVuozU7rWcWrrZEIieWZeFGF8fF7jQ+jUv9KX2hP2FKvMaSs5UmJozdQlmz/DlJnTgkInL4WJzZiYicN6aJ3RCZ3+wuYZWI0vhKSj2JL+KN8xG7Y9pK0oVWI3RKUyGsRV8UVxRWmJEGAmNZsdtY4zBzmw1Nmdv4m7VNntld+KsRVUeFJKvHXeijgJQjiip1NsoT08VuBMf+2B3HxeHmNlszV/HkwjSi9k9MH7tTLoszO04zpo3jY3eukMKQi4sFVNz14gtYuspMhCReFWFhZiOk6haK2A1D6lchPfyJZcbuanpJYM4becyZ2pY9C0/9aXg1XSMUO6aJ3UZiYWqbxyIrdhpXQqbUjcTFNLEbAeY3Ow7TBKIfpYkJo7giZxFpGlZ2XtX62pQ+9ZOuhZldGhYTFGW4ElaPLI63fKbiYppqBhOiHE1JnNGYbWSpvyy8jM7oq3YBIRue4mCdj1V0eFW+Oo4cP7RxQAlvTBK7jTwNM7/ZSmeeim1ek4FdFFYrPI0r44fOTBFNURj0cXipO4qInDneVFaXSMtcN+w4zTidODx2WxJFYWlclabqyCgSbw6oOC52m+zYTuNTP7QWZrbxm9/smDZ1x36jN9vkxXYcl9WxLBa9OabWDvehGWnlN6qcthKRi3ePI+AIOAKOgCOQIkCHEfUf1WjvSKpQuMMR6EsIaJWVDOWqaM7Tl3LreXEEHAFHwBFwBBwBR8AR6IKAjN06h294On1daD3AEXAEeoyAVbFGa1pe4d7j5F2AI+AIOAKOwKBDIF72HXSF9wI7Av0PAauyZlOCsh1g/a90nmNHwBFwBBwBR8ARcAQGGwLxqG6wld3L6whsGgSarWWucN80z8VTcQQcAUfAEXAEHAFHoE8gYLsyzCZTtmOjT2TQM+EIOAKOgCPgCDgCjoAj4Ag4Ao5AH0Ignjs1ki1XuDeCktM4Ao6AI+AIOAKOgCMwwBBodpfGACu+F8cRcAQcAUfAEXAEHAFHwBFwBByBXkHAFe69AqsLdQQcAUfAEXAEHAFHoG8j0Owujb5dGs+dI+AIOAKOgCPgCDgCjoAj4Ag4ApsAgQYmUq5w3wTPwZNwBBwBR2AgI9BAXzOQi+9lcwT6FQJeX/vV4/LMOgKOgCPgCDgCjoAj4Ag4Ao5AX0OggaPCrnDvaw/N8+MIOAKOQD9DoIG+pp+VyLPrCAxcBLy+Dtxn6yVzBBwBR8ARcAQcAUfAEXAEHIFNgEADu5hc4b4JnoMn4Qg4Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCMw8BFwhfvAf8ZeQkfAEXAEHAFHwBFwBKoI+C73KhTucAQcAUfAEXAEHAFHwBFwBBwBR6DlCLjCveWQukBHwBFwBAYhAq7BG4QP3Yvc3xHwatvfn6Dnf9Ai4JV30D56L7gj4Ag4Ao6AI+AI9AEEGhiLucK9Dzwnz4Ij4Ag4Av0ZgY3cX9bAHWb9uYyed0dgICFg1dXsgVQ2L4sjMCgQ8Mo7KB6zF9IR6BsIeIPTN56D58IRcAT6GwKJwr0BFX1/K6Hn1xFwBBwBR6BXERhS1nWUhfdqbly4I+AINIqAV9FGkXI6R8ARcAQcAUdgsCLgo4XB+uS93I6AI1AfgSGlypAQEoW7r17Wh9MpHAFHwBFwBLogUNTReJfSBSYPGBwI9PVX36fOg+M97C+l7FF90SNW/aWkns8BgYC8sP7aDYgn6YVoGIGNwccNDYO1aQnlweSeTc6zabPiqTkCgwGBQpVHjUFBXuEecfdmXd1IhqLRNX4NK3hCFlcWX8DiQY6AI+AIOAKbGoGijqY3O5JNXT5Pr2UItLJfryXL4uKMZ2FxSHNu+M1ETgtSJQw08asf81QJyxyqyOlMA7Isz/mwMvZGw4ukRUPARsU4nSNQiED6zqb+lCmuL8Sl9DX98uKm8al886d0qd/osLO4OKTYndLVklksoe+EFuU9DUv95L4ozEpFXC1TK75WXC2ZFmf5SuVYeEpn/iI7xyMvLO1lLixhStNMout6TXaZnDi8DsR103ICR6A+AtLOKlHaWtfn7BUKeenjOkAaVmeq6UmG69JUibvSRlF920k54xzmPHGEux0BR6AlCDRZx4bnEqXHrsy4mpSTE1PPM2LEiFyjOHTo0NDR0RHa29sD7nhLPm7CNmzYoDTmJw14UkM8f9bowltmoEMGf7jdOAKOgCPgCLQQAToSb1pbCGj/FCW9chgy1F4E+mg5XjdkaGjvaNd+n/7X+uq0XyeOP+vTzZ8hkckaIrI6IlnEQT98+HDlNZlCrflgrEF8o2nGqMNDHiwN5JjBTdzw4SOq4xPLL2mSj2FDhxXUCcrXoXmivowQfmSZbNK0PFtaPbXtacRyKEqlaHGwux2BphDgvR02bJjWr2rdkzqKSoCxPHXC6l4qGPpi/uyNtXrQVX4Wn8rv6KB+ZnUUudRN/Fa3rC4bH/mxOott6Rmd5Rv+jZJXKkzRnEbru9AU1TPS6IuGMlE+sNXyiR9DGP4YC9rWlIZnB41hFeMY42sysbVNlPSgtWdPOIbkSdvkEW8yM4rsN+bNx3f2D+3tnXNIuIqemeU/TRP6GJv4nYLW+CyfmgcJpwAxHsiBHgNPaoryDj3YWdljHp6TmfRZWHhqkwayrDxpPP6NUmf458YRKEZg878b9v4OlzrQQUPBnxjqC3FxW1U0niqss1I3qB/wxiats+aPaXAX1emUxv2OgCOQR8D6vbgPiymsvln9Mn9Mgxt+ZNU00kx0yFyrFSbXCuY8xdLzCvcoo3WyXCytgVAm2QsXLgzXX399uP/++8PYsWPD7rvvHvbdd98wbty4MHfu3PDPf/5TG88h0nBOmTIl7LzzzmHHHXcMo0eNDitXrQxXXXVVWL16dTj66GPCxIkTsgGNDGuHDhsa7rrrrnDttdeGZz3rWWGvvfZS2nnz5oUxY8bow4izuH79+nD4sw8Ps3aaFXDXfVAxs7sdAUfAEXAEOhGI+o/OQHcNZgQYAKHYeOyxx8KVV15ZhWLixInar7e1tUm/Pz6sXLki/PnPfxLFQnt40YteFEaOHKmTFxQKd999d/jHP/5R7dPvu+++cM3f/y79faZsmCSyZs6apfKMj4RGjBgZnnrqyXDbrbeGe2VcsXzZsrDd9tuFgw46WMcTq1atDn/+0x/DCEnrqKOOCqNHj9Y0yS9pMs448sgjw2677abjA2SiZHr88cclr38OG2TM8PJXvCJMnjxZFSLE20AQ/htvvCEsWrQ4bLnllmH//fcPM2fOVCxuv/32cMP//heGVzYewLNq1apwyCGHhD333FPHKQ888ED417/+Jfl/KkyYMCE87WlP0/KRfitNdZxXdbRSussajAhQ56m3jNF512+5+WZZWOsIM2bMkLp3UNhqq63C0qVLw9VXXx2WLFmitOCEUpF3/XnPe57a8N94443hjjvu0HpJ/TnggAN0TmDyibsZ+aIg2WGHHVT+1ltvLe3JyvC3v/1N7aOPPjpMmjRJaawtgufee+5RZfkuu+wS9ttvv7DNNtuEdevWadszf/58reN777231kub6DFH+Mc114SHH3kkHHvssSqX8i5YsEDrK3Ob8TKP2V/qK3JJr78Ye26U9c4771TcH5Zy0abuvc8+YR/5Y45WbeNkrnWrtK0PPfRQmCzzNOZb/EEDjixs3HbbreHf0o49szIfW7duvTzvbPHwd7/9rS5+HnvsC8LDDz8crvrrX8NBBx8cwBx+DM958eLF4U9/+pPO4egbeDb0B+RLGkuRQfu5UtrIA/T582z/+9//hlGjRqmMLbbYIuy66676/iGP8mE/Ln3Sv/79b02b+SHlo60n/+Tn97//veblYMmT8fCe0baTBn3a1KlTw17SZu8leSY/xIPPrbfcEq6XPBx++OEqM8NjuL6PyKXP4D2398r6SeTyzo/kvZF3Dfk2/6XtRz7vIPT46Qsvv/w3Ur7Z4bnPfa6GwUf/RBno01jIzUzWyFPPqBPI/sMf/qB9jPUryIeHvJFHS68iwK1BjwBapc0/WIjbqrvuulvbmUceeVjHfLRBjLfQLVXbKqmzt0idXLBA2qrJXdsq6i5t2XWiOzrs2c/Wdsx0Qu1SX/4g9QmlPvWG+kff8thjj0qdz9qYtWvXBvodxpG0LZvFyGPJPRnJJ+2jG0egryJg/Rh9+l+l/2eew1iMcKvjzI1+85vfhIkyNjzm+c/X+sXc6J45c8LIUSP1FacfZaxFH8iYEHmjKnFSCaT4Wc2gP6NPRp+cbgDoDkZUMUyu3mVBhb/52RuVsyKh1dXUgGVg+sGzzgo//9lPw0GHPCMsW7Y8zLnz9nDTLbeG/fbZOzwoE803nXxS2HGnnXXAdM+dd2jGv/2dC8Ib3vAGnfj+8pe/DDfceFN45jOfGaYwKJBJ+sYh2coGg+gz3v628LOf/0IHUDyYj3/0I1HhaQw7Vy9/+7srwq6zd9EBnivcI5jc6Qg4Ao5AMwj44K4ZtAYFLf3+UNnRjWKNfn1628yAgvyOW2/R8n/hi18Kp735zTqx//o3zg1jRfHxfBlUmbIEIpQK9Ok/+dnPZWF+n/CIKLtOO/VNYeYuu4ZRMuG5+47bVNaXv/q1cNJJJ6nCgInW3Ln3hs9+9rPhhz/4fth6+owwY/r24b///lc4+vnHhh/84Aea5ic//Zmw9157qjLfFuUZBzz88ILw7neeES77zeWqBDcFEIoJJmannnKypjlDBm5MsszAe91114ajRFGPOezwI8I//v63cOhhz5Yxz89Eqbe1bgp482mnhvFbTAsrFj0RJk3bOix94nEdszDYvOmmG8PrXv+GcO/dd4XDjzgy/P1vV4U999k3/P6KK3RS14qBouW3Os6rOizGbUegeQSy+j40oIC45JIfhHe+4x1hx1lsmJkRrpH3+NxvfSu87a1vVcXjRRddFP70h9+HIWMmZHtpVy8Px4jy9dmi8EDpd/7554ez3v++sMtuu6uS/rpr/h5+eOmPwitf9eqwds2acOmlPwzveNvbwg4zZ4VZbW1aT/7f178RznjH28NTEv/zn/883C6TLxayUB4yIUOh+aEPfThc+ac/hMOPfK4qPP9x9d803U9+8pMyZ9hXT6A8+uij2ubQxvzsJz/RDUG0AZTvP//+T/jwh88J98ydF7aatmW4WeYup556arjhv9eHw54j9V3kjZ08Ndx20w1h++23b8nErvkn0RxH/Nwuu+yycOIJx6uAAw8+JMyTOdnixx8Nv/z1ZeHFL35xWCPYXn755eENr3ut0rzgRS8Od909J8yfe08458MfCW+TZ4KSmyblTsGf5/HSl708fPkrX9FFEdovJsg/+tGPwgpZGEHhjtL+LW8+LXz8k58KO+20k7b/0PHMbhIF9ElvPCGcf8GF+l7cL5PptwrtlGnbhMVPPBambTc9PPHIgvD9Sy4Jhzz9YFWIn/6WN4e999s/LJX55YP3zdV8/vinP9P8I5PNXu985zvDH39/RTj0WYeF2+fcE5ZJG3zr7XeIAn2P8OSTT8q7dXr4vPRPLBKhRGMBiLmntf2U+9p/Xx+WPfl4+NwXvqh9Dws75PsOWbCgzzrhxJPCZz7zGV10JRNgd+Jb3hbOOO0UUWofrfli2AT+pIEyn7Lt+7QDFJt5c+5Wmkt//JPwkpe8RGnAjv6NdC677NfhbJlP04f8Q+oXm9dI40pREJ77ja8rb/bDrnpTvIfwT3mHyesPL700XPbLX4Th4yXfq9fK1HiNzst1bi2LKG4cgTwCjaqW8lyt9FldoT6yaHfC8W9Q8fsfeHBY+MQT4eEH5oc/XfmXcMQRR2hdYNx03GterTTHvvBFsvliXpg7567w0Y9/Ipx88sk6pqI+UffeJWO+F7/0ZeEr0laxQEwdW7+eevYbaUuWhuc85zk6nr3id78LF3znfNlhIYt+Hdni4CmnnqbxjBGpo5tcn0Q7Ej8eGhY3jkAfRsDq8gLp/99++lvDRRd/V8daZNnGJCx8nXziG8Orj3ttOPqYYzQcve45HzxLdkCNlp0aa7SEk7faJlwrYy8Wwz7/2c90lnq4LIptkL6tYn7+y1+FNhkvtsJoFZM6R02TqV9dk1e41yXvPoEc1FFmdp+jbP/jn6/UVUgGzndJQ8eAGMNuM8zZZ31Adrq9WHc3fP3rXw9vkQnqYYcdJhPWbXWlo61tR23Q9NhbVFB2jWGQQ2P5ZpnMMwmn8WOw9J53vTNcLkr2Aw88UAft48aPl8nBOolnQOLGEXAEHAFHwBFwBFqHgOzGq+z6OePtbw8niRLiiSefEIXcJeH973tveMahh+oga0vZcTdOdiWlExXbfZfaZ77rXeEV//d/4SlRjnxblHNnvvtdKueII54THn30sfCJT3wi/PTHPwq/ufy34QDp71FoPCETsjmyMwLl+vLly8OsmW0y9pikRTXFRzYIzIZGw0d0DpFQ1LBw8HfZXb+fKERYFPibKDkYlyCbSRvKDsp12OHPCRdeeKGOaxYvWhQelAFltoN+Y3Ux4QcXXxjYPcmuCyZo7PpnZ+4f//DHcO/8B8N1//q37swkTU7poSDZLBO51r0ILmmAI0Dd4fg+yguU7SgiX//61+vOW05tEI/aj/pCfTj5TaeG973vfWG8jMOpB9Qhdt6ywxpl+2c//wXdaEPdu/fee3Xn+6gRwyR+nirbP/PZz4XjTzhB5bNZh5307TL7oQ2ZLPVlhux6x4yQenz//Q+ED3zgA3LqZFG49rp/hp1lBzr5uVt2ar/ptNNEEf+hcN5554nyPptbjJwwWa69GhK+LWEfl7aEnflr16zVtuMgUeLTHq2RucOVV/5Zle1XX/MPXZxbJidp7pGNP5zORX5/MTyTv8mpHpTt7z/rg+HEE0/U9os2B6X3dtttJ89tqJ5ARtl+1tnn6NyKuRsLLH/84x/DaW86RZXtLEDwfIcJRm2y4PKHK/8a9v7ud8N7zjxTd54yiUYpz/wLN7vaTz7l1PDRD38ovO51r1NlF8+Q9vCmm25SCJ/xjGeEYTLXs5NNF3z7W9r2rpY2F8OO1rWyg550MR/58Id1NxunpllM+ejHPqY7V2fPnq2nFFC2XyFtLW0w6XA6mmfcIY+M9xBDG2/9EXNXlO0fETknHH+CvotrpNzsvkO5Dg4nyLuI4d2YtOW08IPvfVfeiT3Caae9Wd9x4g592n66iz6bpttEPdu1bgvNX/riF3V+TN6/9CWpQ689Lsy7b37YQZSAYE3+WHj+y1/+qoqIq67+uy4EsxueuLM++MHw/ve/P2yQOkV/dPF3vxcuvOB8ycteunBAHUMOuwZf9Zrjwkc+8hHdvAY97wF9ke9u52m56YsIoK+5Vk65oGx/hyycvfWtp2t7yzvL6Zbp06eHEdJWXSW3JaBsP/N97w9vljZ+UqWt4pQJOiXGVKeccorWRx1fjhwri1H/1sXid7/7PdqmoGOCbtjw7GoraZY0/FlyO8JXv/pVbRfXSV1C58ROedp8azP6InaeJ0egryBg9YRxAsb0v3H+oDlYNmebjpg47eNFkX7VX/6kcyTGEMOk35so9ZSF9Le85S06TvvpT38q49C3h7/9/RpdjGaRjk1dm6tv65xNagkjzXVc4la4RTQNEYNdM3T6DKC22XZb3WG+QUY6DHAxkyZO0pXH7WRH2BGyqvidb58nk+hHdUBEPMe5C01lgEta/DGoYwDBcSCun8GQ7rZbbxXWt2f3t6OYtwdfKNMDHQFHwBFwBGojUGm7c0S92KXk0nFP30ag8m4wwd9y6hT9O0Z2K3z2058KK5av0LzTDzMQatSgFNhG+nH68pe//OXhm7Kjj2P0vHL/kytbULZfcNHF4dgXvEBFMh6g70cpweSKay1QJrE9gYnSqFEjVKE0cvgwjYdJWKq8KDKQ/6UvfF7lsuP1bW99S3jta1+np+kY9CGPa2Swod9qy6myu3FqaJs5UzcAaHqZSB3LbL/tNupDCdku4xHy9JSMkWbugHJrWNhyiylhqvzN2GFGWL9hvY5pKuwtsarVs+IoqsItSciFDBoE+FYDCkwM7/v48RPC5Injw7Rp01TJx7VRjLdZnGLhC+XI+LFjlJ4xOYZ6oEYqINfMTJowXncJw8M8gYkTBgU7yvrJMrbvlJ+N54mjTpIW9fiGG24IV1/11/Ar2a34jEOfoTsXieMKgc9++tPh1a96pe6AR+GOWbd8Sdj12c8KF114QZgtV42cfvrpem0lbVS2SWeI1umnnlokp1W21Amf1VfKtEF2RlJ+0ug10wLRtIu0h1yH81M5hXPQ0w9R5RSLkWulDLRjzzv6aG17lixZGq644nfSYI4NJ8tGpp133kmV3Fwf88pXvlKvEGLh84UvfKFcqbOzlv/++feHl738peFTn/yEXr3yilf8n2JCe48BT+ZphzzjkHDxRRfocwI/lM8sNH7onLPDhz7y0TBdFk94O8gPZpooxzlhUGmiw7oK3hopPyx4TJu6hdgHh1e/+tW6S54ruijvU4ueUjKezRbSvvLctpV5KO9LPBnn+dEOr1ixQhdQnyu70k866WRZENhB5qzrw5YjR6hsrkH9/ve/r7tq29rapNztkp/28HJZEP6ALCjNnr1beMmLX6Rprl23Nrv73zJqdvSe0GdMnTI5TDnowPAcOTXxC3kuS6ROsHxkz4v3+aq/XBmuFKU77/7FsjuQq2BQDnKNGc+UPor68YAsNk2duqX2leuk/oEhdYjygvP2gveUyvyY+mUnuixrbjsCIFB9RauOTYsL7z6Lr2ycOP8739GTSWec8c6w06yZMj7K+hWu+sIsfPIpXQxr23kXVarvIm3VGqmz1ItXvepVen0xGzBfIOPD2dJW6dhz3Zpw4NOeEz4hi2rUWdo02gi+/8D4LDPZHe8s/LEIiY6KNmiDxFOfNpfhkeS6AwLo+Nw4An0cAeo1xmzc8bhpndSrjmhuqHSya51rAJlDwc1COf0WY0oM8zjmiJhp0h9uLWMF+j54ta5rTM9+rBmM612c71R6onAn2zFrSt59P4UkIxwXnbjlVuH5Rz8vfFp2p3DnDsfgaEShyWAPYZUMBhh0swo/T46UY7YVcGnkGEiXGeMnnvRoABnYIdsGeIQxkMSGphZAZel4uCPgCDgCjkCEgLSxXUzvdSldkvKAvosA/S+GSf4KuTsdhRy7YDHjxo9TWzpitY02C5TfovdKgrnbb7EogNhR+s9/XqfkM1Fsy8iL3YqYpz/96dr3MxCL+3kda4hcdkUyvvjhD38YxsjOSMYWI2RCxp3vGBQuJI+CgkEadwdjjhEFFPc4Y7ivlzEMMlFeoNw5/vWvk12Np4Xjjz9er77jfmlL38rH/bns2kWZw72j7OC0O6y/9pUv606N4+UavcNltzzfmWHsw6DT5GjiPfyp1tiKg7JWHkMPJTv7YESAd5NxNfeXv+fM9+pJVa4LQQnC1Ry2S4k6gCKQKyC53ol6Q11DUcsuY+7S5oj+B+WkKzt5ny/XQB0oykcmUIzjWTR73wfOCh8WZSzXP3EtCfJRssbGFKa0O7fddlvYZfbuemUJSn/yST7YLbWTyJsiR5K5/xMFDG0A5jWveY3uon7/e8+UOrqnfNPhuRrOTm/yMW7cWJ3DfOFznw1vkx39p4gS+nDZILSzKHnsrvJW1ldNPP6h3vZwygYGKJVRRv/kR5eGL8uuza3lJPHK1WsUH/IPDdd3oZT/3/9uCGe+U66NYZe0KLDAgbaRiS4nhzH3y5UtKNy17Bs3yGLFW/W5HvfqV4X//Pd/uqM9ncfx3S0MJ4iOFsX2WMGW54HRtlHelw5p2+1O8j/JjnrSof3kGhr4KQd5xRC+bMVKvV//ajlmPr1tliqmh8tE/NmHHa40J7/pTXJ12DtVUU4bDn9qKAPY/Ed2zr5Jni/K7DVy0oF3i3LzTvJ+v1F223KvO3nh/dp9l510MZbsvPaEN4Yb//NvXfBFUZ/lMEtJ3fzoXxbDVavgz6kQvneGsRMTKAzZuMY3T0486eSwn9xXTV/EgjMnQ7gOhoUp8sY7zvMZMmqUupn3MqemvmF49+mDLpX+j76QfpI6yH3UNj9WQv9xBAQB3mUdH1Tq2KYGhbrN7nbGflf89vLwmc99Xk/DrJQxJabaVsn7jf7ovG+eHz7y0XN0UXdVpc5SH6iz+8gVxhiU9yjcs82eHXo92Oxdd9VTJbvscoOO7bi2uNNIHmQ8uFROHnLqhU0cNMF8t4M2kHqn7V4nwyZx8UhyV8rkWplNkgVPxBFoCoFazYj14yqwhPA///lPeFT6PsYSjBlZeKYPg3fo0DHa98GPwp55oZ0Oa1X91GxJ5afXbmQYlm0V0BLB0cmirk6vUXTbpoA0RHvssUf4yx//oEd8uIPnkIMPCt+QK2NoHBmgMoiZuvW24bdyNxdH4o455vnhQ2d/MHzhS1/W43R8wGLo0K5KcgnRvKVZJt3qn9FIGBNoC+92oZzREXAEHAFHIEMg6j8MkoIgi3J7ECFgg6e/ypUF73vve/U+Wo70ni33KfOhUAZJeu2MdOD0yzlT8ZsM7MmyaP+rX/86vEOOC6LU5mj9T+WOd+5A5/Qb18VgUFJYP2+2ySGehf4HHnwwvOuMd8uuzlMDd/+eKtci/PJXv5JYhkcMpRi8DVUlB/cbc88wp/JQkqNk+84FF+jVdyhCSAOFxWVyjQ2TOu4efOnLXha485N0icceNnZCuFzGOJ/6zGf1ruD/yDFmwhn/cEXNn//yFz0q+Xa5R3jvvfbQ+6hXyySTfLRyHlVFuuJIoZfCu3EEGkaA95txPor1M0SR+U25juWiSy4NL3nRC3UBCQUqCk/ederefaIw/dJXvhrOlh3MXEfC9UnEUW/POeec8NX/93WZH5wbXviC5+t8gKtaiGcX79vleqrzvn1++NHPfhleKruHzzjjDN1hTT2EBoNNnlCyoPifNYuPNI+rhlOfqHMoG/feY3dVzkJr15aw0xqle9tOu8gVVZ/Uq2ImyE5grpLJytoRDpUrsf76t6vDQaJsfucZ79BvUf1YTteg8EW+5aVhEJsgbFV9pSwoWDFbTt1SFLGjNN/knzgMJxf4OOm/5BsV22y9je4UNXyhAXJb8LCTzMbLAgTXzGDOO+9b+uFp3hGwxnACmd1q58g1MOd989wwd95cfY9+Le3wkUc9T68Ky/KXpQPPFbJgebbQc8qI62wMZ7MvvvhiuRf+zeEN0j8sk/7guxddKM9/lirL991vX72y6zWy0/UDcq3ZwQceEC6Qdpz3L31mlIE73R+XhZ0pshM/X+aNejoKJTyGCT0G5d2N//uv9hHvfve7w+oli3SHPB/c3pYdefLOmVF05QeYeRcxX/va1xQvvlvGYhHvF8oEMOD9RhF/keT3pS97qe7Op8/AXCMf9IXGnht512cjygZswi0OehYYFsipra9JPfuovN/cH48CEho3jkCKAO9o9r7qbxrd637eYQZA1lbRblt9jN9r6LK2Zb22SSjCoTMabfPHjNX88r7TW1ibz5VTJ7zxjRrHFWMs+PJRaGuriKDe3HbXnPAaORV11JFHhOfKH21evOCnAjbhT/XZVNPcPM+omrw7HIE6CGh1LqHJ6npJpAQPk2//8G0X6t7RR2UfSx0pJ84wVs9NBnb8p0Qt+CnKfzbyLBae3+HOiKkiQZlqcRbLqxtKo8ekmF0Ar33tawMDKo4MMjl9i3xMCaBWykokg3EGYKfInXl8uZZJOavx7IwbOjQbsCOLPxpP+DBxlilOmYHPjSPgCDgCjkCLEChoUwkq6pRalKKL6WcIsHMUxQFHevmgKUpr+v7Fixfr7iAmNfxZ346NAg+DosHMkicXhl1kVyp3AP9IdufxcTsU2xhT+OFmMsVuvbi/l6GXxGQDMMYTT5edsb+QDyySD9Jm9x9XBLzuuNeI4iRTmDEeuVHuMf6L7Cpsa2sL5557roxRhutd8Sig7pSPux8md3qSDuMUPvzKjtu3ypjmAjn6/KpX/l+45trrZPfhoZp6+6rlMu45R+8PZvLIlTakzTiGcrKrfZ999g1vkh2Y3//e9/Re5d9e8XvdScnuxawMlLD7hhFQdRRUcXh97T6ezpkhwMSGd5nx+xvfeKJ+HPK6666TydHJYbkooS++6CJ931FuHip3ob+3coc7PChsqQ/UIz44yvvPjvOrr746vFk+lMy7zzedULizEx7FyFFyjcY/Rf7JbzldT7t8VxSto6QO0g6QF2RRp2bNnKl3drMYRz3TNkHee5QkKMevkQ9usVhGXTTFJ8pOrpg571vfDMcec3TgQ6/wbi1tGPz8kQa7q2nLTjrxRP0QJXd9U5aXvvSlVSVsb7wfknxL+lfKQbkxj8jVnZSbcoID5cNAM27c+PDs5xyh36TgOdFWEo4Rcm1vcdPmxoY7jveXndgXyrUnfDx71qyddDc4J3owbKTixMMRRxwZPi33rXP6iefyw0t+EL75rfMUyywvpJPl5yy5jx/c2e1K+2zP2vLL5q4l0q/cJIpvaI88ko8oynUulfyyGx/lGnfG/+IXv9Dve02YMD6ccvLJcdaVfmt517absaPu8CcSGfyRFtcLPSaYYUyxZw+FhWROWX393G/qPe+jRo3U99vyCA/okSXNVwVr7rR/6qknw003/C+gsD/88MP13eeZkB71CUO94JqzxYuXhL333U++J3Bl+D+5xmZX2aFrSkkl7Gzpc16+obbfvvvqHe4sgMCDTb7jPGZM/jvYEdD3lOqHYzMYq3PWVi1fvqyaC60/VV+2mWKSfFh54RMLVW9EG2HtOu82bT5me7kWhiJZHG3V0/bfL1z8ve/rhglOJz6+8DEd11ka9C37772nfF/hS3oV1Tq5JorxI+GbS+lefTZaKvnZTM/IknfbEaiHQNdXNOtX4aM+Wn0rktO+enlgTsRpSsaF2e727NaSIvreCNP8Z8ORTvEEVvrxzsDM1TmDTWN6wW+NJaJpnA6QRo1B9TVyTJs7Vxlw01itWbpIPpj6QrmX9RXa6dNQ0pBxrEcHAVIgBh40uqNk0ktYrQdjRdk8XYSl7rYj4Ag4Ao6AIzD4ELBvsxxx5JH6IXM71s6giruOUYi1tbWJ4uOXuvuRu8/t/mC+YI/hvszYHCQfu+Me+GVyOo5dihylR8nN2ABlCwaFBEoVlOA2GcoUetlOQtzseGVSNUXuzOUqAO7+m1dRGDFm4OQddxf/+9//CrvtsZcqdxivMO7grt1hYyeKouMv4ZBDnqFpMxZhHIPSifs9Gaf88hc/1ztD2Q3LcWQM5WmbsUNVFcIdxIyBkMsfR5Wf/axn6jUzF8vuzIULH1c+ZUgHeVlMU78tENFUek48eBCw8TgK2Z12mqU7iznF+i7ZAY6inV3UKHUnyDxgpijCucOdutYuO3Gz+plNvKi33L3bJm3DggULwic//rHwRfmgpBnq1iy5v5e/5SuWh7fLPeuLRT7zCtoW2gLq/ViRz6adJx59WK/dQKHJvMIMV3FguFaE+o8C2AwtBW3Ll7/6Nf0w8x577R24cqBqKvWVe8ifKXfD82G+b4uCnutF+oOhrQEjdmmfcOJJ4Vvf/rYuPOy95x7VNphy8FxY5GADFFdenSY71vcUGp41z4EdniiCx06eGnbccces6Ew+xbCDHT35S17yEr0K6CMfOifM3mNPudol25mtNPK8mDy/4pWvCr///RUyJ/yv8h4q2COf9yUzWcu1nZwymr7dtnqvOyF2h3sWG/SqH3a0337HneE7sui5jzxzrg6i76HMGL4Vxu52Jutf/PznwkMPPlRtj5VAfigfO1yfKVd+XS39CYtAO8s7vWbNOlnYGSk7YB/V01bPk9PYvHdgmcnPFixYmEUJfotcPfaVr39TsXiGLDQVGesnXyYLNdxR/5/r/xv48Bv9GmXhneZ6Gz7USnqr5CqNa/9xrV6/s+8+++gCBadIuHLJyqjpZI8hlySLtnwklYWOtra2MGXSRC27VMHqsfwcg3scgc2MAO80dYCd7a989WvC7353hSxqvizsJe0Q9Z/2nmunGEexcHTS8a/Pvs8htPvJFTKrZbGKtoQNHtfLFVEYTq3EhrYKw+IrH1v9xMc+EWZJH/R8WXDNTJYHxo1sHN1h++30ugrqPQtVpM14ljGgG0fAEWgcAb4FQ/20eo6tY0mxiwxjR66D4roY6p/Nn2z8WcSzOcPyCveoUMXF61lWaQz/IF+HXi8Nku1su+Xmm8M//n613In6mVwDBfA0WgBnA/AREobhgQDszcL70EPZ19a33XY7Gbi3VQcZpBUVBzb9qBF2biBCgBtHwBFwBByBniGQNrhI642OpGe5dO7NgUDl3WCHO1dKbNgwTPt1ssIrwgSK77t8/rOfCZdcckl4/etfr4vyd911Z/iKHK9/sUyqZsyYIeOBzv47UwBNC6e/7W3hst/+Lnz+858PX5X7h2fObAsHHHBAOOmUN+muRSZGzxBlOHcCo7y/XRQSL5Pd8CjcGGMwVmCixM5BxhUhjKrY4hSDehzlGTsvv/jlL4eTTz5F44cNGy47p1aEcWPHhcsvv1yvtmlrawuXyJ3UO4viCAUJ4xc+boch/3EVue++edVdUQwWUfqAA3e7szuWhQLGOjfffJPyT5o0WW2mg62qVlU55jBbU/IfR6A5BHjfUbKjXGRRil3N7HR/Sq7k+K8oOHbZbfcwXupje0e7vuN8f+HWW2/VRS/qAEoK6hBXxzC+5zQsC1ecVKEeHCT1WO9+l3un+Z4Cyl8+dokS8npRTs6YtbPGo5Sh7vBdBjMs0L3muNfp3bzk8WDxk18W0rh/+xRRINNuYGyOYAoc2orjjjsu3CWK+Qu/9wO9g1w3B8mO6d/85jKtx9whygIB+cawgGdyNKA3flpQX8kj7R7tD9+f+MH3vhu+IfeBH3fca1Vxzg5ynicKrBe84Njwile8QhXuX/nqV0T5fKq2cyjbfyWnlS+64Dvh+z+4RJ8Ji5d2TQM48lFDNlqdLDvIaRP5dgbPCEMeaM95V4466qjw3rPODtMEv/e+/wN6/7JNpJVWOUK4b/59YUvJM7vbeN60mSi8bUETeZxO+NhHPxKOeu6R4UI5nXD22Wfr+3nFFVdoW7yHKP3ZZc88FDNVFh2A1J4bfRXvJX0ICwzPk6PrX5ZdrafK9zlIa+HcheGyy36t90n/RK40I4x0eTemy6KDllsUgWB7hlw/xn3pnKSwbwRooppe5rK8U14WEz4lfQ7fO+PdOuuss/T6mBtvvCH87a9/CX/885XVE1L0Y1x9sUgUib/65S+1L2XBln5tmGDftoPs4hWMq0acsqQVxspVGyxQ8X0DTo1oHRT67aQc1DOUjxFXld0dgxeB7H3YPG+FtRMsDp500knhhcc+X8d8XCvI+IpFOU4i0o4cKZs7Xv7yl2tb9U05kXjyKafo4i7K9l/LdYTfOvcb4eLvfk83PrTLoMoU5NRZFHi0dyyu3XTTTeEuOXEzotJW8eRZRKPtYvHOvotA2087eemll8rJrhPkexYH5Rb3ev2NkUeSeyrUd6m/bhyBvoqAdUnaN40YLVel3a/fLGFcRj3cffc9tF5St4ZHGySImyAfqqf+rVnH9zjXKX2uj5NC22m4XL1oIRiW/0ZF5hXuVM6KhN6opoDBQJoPIWF22nV2mHfPHF2p5GvQ7CyxXQwr5NgngygzCqSgRtgjjz4Srr7qr/pn8Z/41Kflzsez9XghYSbH4rG5xw/jx+UUBv9xBBwBR6CFCPRGr9HC7LmozYIAfTcTecySpdzRnPXjDJowDK74i4/es9twj733CXfedms44rlHVY+8I4c72jEr5UgwVwRwfP68b34jvFx2Be4pO9vfL9cHoGw488wzVVHCVRSYXXfbI9xz950id1+96oE0+fAWOwVtgEdeyRdHhDEoT5iMcQc75tBDnykTsUmqnMc/ZcqkcIxcH/NV2fGJghGFy09//rPwd7mrfsbMncKD8+dBFj73hS/qPcSUnWtsMG+USWJsvvjlr6hSj3t4UVxNknvqyc+SJx6Xu40/oh8OJD8S1BJDbeVPjTmwWyS/ItmtQYQA9Yh3luP6fKMBs6fU4zukHmM4ArytnOxgt/r9cg/1zXJlxiXf/57G2c8tt92hV8NwpzuGHeV33n5bGCM7p38jdWuS7MS9/fbb9XsLGl9pJ3D/RhbeODnCndvc2f6HK34XvigK0vWi9Nxq2lbhLPluFB9pfuUrXq7tC/Xp3rvvCqfLffBvfevpgV3q1Hc2BWFQ5jJpgw7+t8s3Iy6UuvnTn/w8fPrTn5b5SPYh5QvO/3YYPn5S2ELud1/4yAJVFB922LOVTwX1gx+UvFzRcumPfxJOPO0t4YLzzw+zZcI7RxY9Md8TRXp7e4cugvCNijPf+z65F/2i8Cy5Suvaa/6uNOd+61vh+fIBUdpQ3gWU9RjabcKYl7Er9APSRh/zvKPkrvZ5SqdElZ9DZPf3qiVPhQfkj0URFOk2n6PtW1XZ6X5S5Z5l4/3Upz4T3n3me6q08KA4O1iudPl/3zg3vFOeHaccWDC4Q96fj3/so8q646ydwgOy+HmKLB7w8VNhqT63pUuzKysoC3JQqh/3uuPD+d8+Lxx2+HN0sxhCLrjoYl0osDkrfdOCB+brQgblRjEwW5Tm73nPe1ThvlAWkDpN1v9Rbwwv5qg0xc+U/uZcuVLn7ae/VRdgUSD++Mc/VlZOY1AXWCgmDU4HgB2nB94m77PdK4+C8f55c6tlsnTJ6wJR0v9JThP8Sk5gxYbrz5BFPlrW4cQJuLufIsAyzeYfINCecOroxz/5aXjt8Sfq9xlYzKUtx1xy6Y/0fWcB9TLZDHHGu96t7fYzpU2+7h/XKA316oUvepEq9Kjf1sbQ1nPSZJXUWdoqFum4p/1++d4IdIyaHnpogV4viJ+6Z+PGB6VP43TTc0XZ//TKgi5xm8qQu6rRvFZ97nAE+hwCWX3Kxllh/Zpwtiwqx+Zf/7leF5v/fd21chptYjWKU5LLFz1ZHVdYHTQC5FLtVizPro2y8ZzFt8rO17f6UodIxqo8WSaHhKXLV4ZlK1eFLSdnR8zqi2mMgoZn8aLFqjDnGPhKGYwxmOL4IUcVSZ+PysyfP193SHDM2wxxNnCZO3euNo4KshAAJquR7ALgSOAC+bjNDtOn6yo9x4sAnlKyesJOmZkzZ2p6NNqbsjG0srjtCDgCjsBAQ4Bh5QaZkC9atjxMkbtQ2QVi7e9AK6uXpzEE6LfZOcR1ElzbQD/Pcfd4xyKSMrrhquieO3ee3Eu7QAZLy7UPZ3yAIpvJP30+yrT7ZHcksmbIvbpc+YKigl16o2TXEbvL2ZFIugzMmCgxrkDRjRw+hMiuWHjmzJmjH2vdRZT27HpFCQEfO9rvE2XQTNmlzg5bduF2yHhhT7mnmd2u5Jc/3OSHjQTQIfuJhQt1nKGLCzL+YHcjVxmwe12VHKJsfOyxs2tjeAAAQABJREFUR7UsyEDDzVgEZR9jE3brkv5SWZxAUbilLB6QD3Ygprg19hSKqbS+SnkXL10eJokSkg8OZfkppvdQR6AeArzOKKhXr16jdZj6x3s8ZvQYVbS3tbVp/aIustsX5YYZ3j3G4yg5uAv7QfmY8VLhXyJtxzg5nbLddtvrLkbaAJQj3F3NHd3EswNKr2gS+cSjKEf+hg3rRRG5q7YH1D12JVK/5kv7wccioaVN4DQKcxEUo9TphVKH5wr/jiKP+LjeIZcFBU6g0M5AS/tCXtfJTqsttpiq8piTxHxWzp7Y9KeLRAk8cfxYbeta2b+CP20fLdL9MgejTPrBQCkH2LKDlBMDxHO6h/kUz+Bhac/YaU6bSttOXHt7dr0Dz/BRUeruIYpuu+MYzGnv7pSTRshCcQzmPB/ieCeuv/76wF3K+8j94iiOocfYTm4WUzSvG+WOefkHzltIO8m7Q55Z0KHfYKcrMnnm3As/WdpQ2mLeP/K+bNnSsFquZeFaCd5N0iIfKKnvlTadHe92Ugk5/NH3kAbl2oprwwQbaIgjn7zDlJt+gL6I94pw8ksfZic6mK9ae6vYyy71h0Rh96CUjTgWjTHUIa6JmSZ5Aed50i+xK5+yZhiAIvVuqC4ykTfmzuSLdHnXkQE9GBEGLe867zL3uOskGSHyDiANLOi3rDxEuXEErH1fKXVmzbr1YYtJ2TcYNjUy1laR7vxKW0V95Oon6jzv7+hRcrppSFYvqI+0CfxtJe81NLQDtDu0N9gPPiA0Mu6kXafu0aZQT7DvuitT5FMvqd+MG2mfdhVaToJY/abu0S62tc3U+tfq9r8WzvZslovujtNEW0wcr3W5Fo/HOQKbEwGrx4w1HpI6aie8yBN1h/kQ8yJODTI/46pQ6h99IH00i8zWvxJuBrmMFeirH5XvqzDGQE7L66N0lox3l6xYSVMTtp46xbJQaOcV7kICU28p3MkBAwSAwDCwYbLMpBIgMMShqGEnRTwY10j5AVQGzRG2mmfufrTBcnZkPbvPx/iwaVTj9OIHFNO52xFwBBwBR6A5BGhPOUaeU7hLx9fZDTYnz6kHBgI2qBolCl0WZFA6FPW90DHBoX+n/2f3KH02kxnGAvAwqaB/j8cIxgctNNDCg2G8gSKZ95Lxxghxt29gbJEp70kLQ56Qg8FG1ghJh4kLYxMGe4w52E1odEZreUb5hVwbZzAmwbBbCvmkT/4sXiOjH/ihYwxEGfGTFmOWdTK5bbXyg3rZLnla5Ar36Cm4sxUI2HvOZIS6TB3hXbZ6ZnWGOpWa9XJEuEMUqdSTmJ/rLdZX6in8aXyRfDqf9Vp3qHtZ3bY5BvMODG1JXL+QA81ICaf+W9tj+aTNIF/wUKc3VX0lfdqEWOFOXltpTF7W3mXtFuUDb3t2pAddhkMWzrPgmTMHIw43WaPtTdsvwnkWpIFZy2mipBh6fFwIwTdu95BNWrSPseE1or2N20/afNpueOgH4MNAk70/XFlaex5qbTJ8yMHE2MQyrdzQEN613Fn/xodTY7nQY+AH0+G099Gc2OoK8ZQHTIv5s75xOPPn6L2199Xm2Twb8B4i7zBxeFOTo00j3T9oEaAK0PatlAXVNTIW2lwKdx5AWh9pp6nncVuVVdlG2qqudS9rw7K2zNoqawOzNoC2pHNcRn6o9zZuTPuN3n5paJ2GSWVms6wq3GUxxDDq7bRdviPQXQSs3qR9OvLoh+j/R4/m4+zMv7KTx9an0U9m3/bsmjpyrT9dK2NKNgFo39eVtEchzO+WisId05zCnU5YOt/eVLgDAn/sSuC/uiVRA6IaH4WlaDAISw381kCmMo22EdlG67Yj4Ag4Ao5A4wjQ/qYKd9pcN45Ao30vr8tGUbZZf25KavxmimQZHzTGizulTeXZWIJJWmyK+IgfOkToOrOiLClt7IcAf1GelDn6MZp6/BFLj5wUwxXuPYLQmUsQsHeYaN5r6wZQ1pixumd+s6GnktEOYDJ++hGue8r4u8rP+pm4Hpv8IVJno+aj2iYorbCh3Le6pwnKj8lPw4nvlNt1zkE8vEV8xPXUpAr33rpj28oIRmVYWHhME+NPWY2mCI84jRQX+MzAGxuTGYfhtjQs3vzEWRjuOL8mm/gi+jgMXgz5Zv6Kwnoji6Lyr9FyUyx7r1MeZFs+43QtjPcfKPBjGuav5DGWqQLkx56B+c0uorU4twcvArx5KJhWrhKFuyxcbU6Fuz0Fe4fTes07bMbqUEyT1h+jKXr34zSQaf6UtpYMy0tv2TwbV7j3FroutzcRsHqTpmH1y+qb1Vmjt/iUz/yN0hl9d+xmFO75O9x1m0FnI9WdxOvxpADhj00aH8eZ20A3f2zX4q8VF8twtyPgCDgCjkCzCGQTwZiLuWHSxMfR7h4kCDTa9/KuoCDD8O4U9fVFsmK+GNKYtkhekXz4Yz78ZXRFtCkv/tik8XFcmbyUplX+LjWWgHx2W5WUyxlECKTveFIFFIladQoCawcyd/6l7Co/Hw9Pmfwcr7DpIhoMkcnRROE4U7kpLf7+bqyMWf+dLSykZbJyM6k1dxlNGo7f0iiKq4VhWVompyg+DSvyGz92Gh/HWb613KJ0519qyvjL+injL+JLw/CXmZQWOhYGivJInJUFtxtHoC4CfXB8YO9wI+1QIzRFGFgaFpf6Lbyo/llcr9vybDbGTQONtxtHoB8gUK/epPWtHr0VuVE6o2/arrSHcbNobUyRrPy2roKBQxGThzkCjoAj4Ag4Ao6AI9BbCNTQK3QryVbL61Ym+jiTT9H6+APy7DkCmxCBRtpMJrWD0QzWcg/GZ+1lThHoeyOFRupjIzRpSd3vCDgCjkARAs22gonCvUikhzkCjoAj4Ag4AvUQ6DrxHqRz8XpAebwj0CcQqNbYisPra594LJ4JR6AhBKr1tyFqJ3IEHAFHoAcIVBucqqMHwpy1pQjII8k9FR/MtRReF+YIpAhYFYvrXa1FvbzCPeJSZ+RPE3K/I+AIOAKOgCNQRaDgCGNBUJXcHY6AI7B5Eaju0DCH2Zs3W566I+AINICA968NgOQkjoAj0BoEquODqqM1cl1KzxGQR5J7Kt459BxTl+AI1EKgUuHieseVMmUmr3BPqcr5Ukr3OwKOgCPgCAxmBAoWaG0FeDDD4mV3BPoiAgzvqLK5YV5BHe6Lefc8OQKOgCDg9dVfA0fAEdhECHSO573h2USQN56MP5LGsXJKR6AFCOS+mWDyatTDvMI90sznJmEmyG1HwBFwBBwBR6AQga49TdSlFHJ4oCPgCGweBKy2mr15cuGpOgKOgCPgCDgCjkBfR6BzPO8aor72rBjH5cZynasjfS2rnh9HYEAgYPXNbApV9oFy4vIKd0LcOAKOgCPgCDgCzSLQORpvltPpHQFHYBMjwJTZ/ixpr8KGhNuOQD9AwPVe/eAheRYdAUfAEehdBBi75boDH8z1LuAufdAjYFVM612l8nX/SplBD6cD4Ag4Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Ao7AYEYg3tM5mHHwsjsCjoAj0BgCyQ73fCOaWy1rTJ5TOQKOgCPgCAxGBAqOMBYEDUZkvMyOQJ9DwEZ7ZpNBr6997jF5hhyBUgS8vpZC4xGOgCPgCAweBGQgF4/lfDA3eB69l3TzIJAbf1Uq35BcYD5ficI9r2LPVd48n/scAUfAEXAEHIFOBOx8VWdIKAiKYt3pCDgCmxuBeNTn9XVzPw1P3xFoHAGvr41j5ZSOgCPQKgTiUUOrZLqcHiEgjyT3VLxz6BGczuwI1EOg2SqWKNzrifd4R8ARcAQcAUegAIGiFdqisAJWD3IEHIFNi0BucmZJe301JNx2BPo+Al5f+/4z8hw6Ao6AI9DbCHhf0NsIu3xHII9AXOcqE6pu3+FeOCHLJ9dy3+ZI0wqxOdO2PDRi99V8FuWrKKyRMraapq/ko6+Va1PisinTahTnvpanvpafhnGUpd5stTcrgf4S0OwScKMJNkHXXzFtoohOGiHQV573pspHnE7sjiDp4owHhYwZq3ybqb5W0++S09oBMd9mynrtDHYjNi5TN9j7PEtZ+crC4wI1QhPTDxR3Z31NEOgnL32S64YfS3f5Gk6ggLCZNJuhLUiqW0GbI81uZbQGE2XYHOXoSZq1eGvF1YChH0YVl7Q4tGfF6w2ZPctR73B3p5yFPElfAE0hXe8Uo0dS+0s+e1TIfsbcimfSnXewFeluMqilznXNb6yFz+dkeM4b3T3DPTRd76JBdG56lmMvjkvpzZ/amShCaxvji6mMy4qe+o025o3dWXzGJb80XJmnwhjTxm6TG9vGKDIMrpqYxbzmrp3GkKrcOvRd6Ize7CivGlQ7XeMqfs4SqunlZVgKnby4LBSG2OR5s5iiMGKKZJTTDqk+05TPeFI7zRd+y28Bba7sFh/LMDdxmFRWFtr112SlNpRSR2vKMZ5YqoVldv13yehjGeYmLjUKRCUwX8bOtIr4TE4RP3FF+TA5lo7JKKIv5s/jB1+BrGqWREb1PYrTKkovjU9p0rxn+euKkeUnzr/xxmlUMymB5q7wmjcmV3cs0yItLE7DBFTkldS9odJndFT6ECztQ0RsFhTJLcXQ8lBkG7/F1cqf0WR2TJkPictjbuO19MwmPHYbXZlttGbXo4vjjSe1YxpzQ4Ox/Mc8cbgS1flJZaXkJrtWuNGkdsxjcRaGH0MZytxKEP2YDLM7ozrrUGdY3mU8ZhOLG2M44k7DUj805caoO+VAm5bR+KG2uDgPFh/bRpuFZelkYbE7S7dMVja+owfBZOO9TjuTHP9m8vNlIT6Vb3TExW78RSaj6Xxm+DGp3Cy08zflq+RM2bO4KpydTCWuWmlWZOU4i8Jigjje3GZDF7u7+juxiGV2pcvLMZnYRQY8jSaOj8PMncoo40WO0TbyvKDfWBkn4s4bk5SFxnnpTD9PY/wSWu1TjM/isIvCmglP+c1vdpxWPTc8mM4ydebP4iweOwvTX+lIO+dkuCVWw6DDQFXvOShh8hPzxW7IzG+2saZ+CzebeEyWH/NlYeZL89o1vLMudI0zbDqxtPRiWtxpOtDF4bFbYiBXEXG4ufN2J20qM/WrQAm0vKR+6DFl4VmsUlTz1xlWqzxK1YXHymEyzG+2hcd2mjejTcONx+Lx59067u6SJ+MTuxoX80Xxhc4yWgunt0MwpjMs81uCFp/SWLtlfBmXyan9HsSyUndejsnLQi0ts1NewmNTUAYNMrq4bDFfkTvmyaevbVA2qK+2R53za5MV81uY2SYvtS0eW55VtU23cKOP/bjjchmN2cTjrhiVGccRnvgNRuNpyra0TEhR3vICM44ivjhfsVtybOJzec/6B95yDPOxTB2Y5y1KPY8hFJmMzn41z5X5KjRV/Iv8cflNrmW+M65aHo2qld+yfHTKyj9Pk2V2zN9Mfi3v2JZWkcxYfoXUkkmiMq9FasGzoC7vfSFjEhjLiaPicNyW95gmdnfSm6szNua3WJGnWbe4KFzeoc523sKRVpaHjKazjbaUjTfmi8Nwl8WZDLOND38tHpNpNvTmju2snhFiVabSNBLSxeQV7tXGSLIi7vb29lyWunB7gCPgCDgCjoAjIAh0yF97e4f2Ox0dHWGDuHVnnvZGDpEj4Aj0JQSolu1STzHV+tohg1Cvr4qJ/zgCfQkBqmUH9VPtSv/q9VXx8B9HwBHYBAhI88OYfmOlHXId0SbAvNEkKs+mAz2eaO42uP6uUeSczhHoHgJRnWOBq56RRUStnUqHk9XLZStWhkVLV4QhQ0VAZ3Q9WRJPglT2RozRmt0ITxlNozIapStLp9HwTZVOo/npL3RFuBWFUZ6y8KKytoK2ERlGY3YjealFW8Qfh8W8sTum6cvuOM+xu9E8w4NptM3JqMt/u5OHcmldY5qR3wytpdQsTxG9hWGbAV8LJyx2G43Z7LKwbiN+LsZjttF31zY5qd2IPONplrYZPpNdj6dePHJq0RCHibHOQpr/rZVOLWm1+GrF1ZJpcT3lNzmxbTLNtrjUb+GttkkHU/TMGslDIzRZCo38MubLhnlF+SmS0Gj6jdAV0RSFpfmoRVMrLpVj/jKeovCiMJOT2kZrNvGxO6Wv5W+Uz+jM7q7MRviR3Wq6Wvktims0/SLeorBWyytKg7BG0oEG01k3m6+vmYS+9VtU9qKwnua6EZmN0KT56A5PLAN+TOdzzfyt+O1p3rqTh2bSbIa2O3lJeWqlRxym6DnU4su4iutwPb6i+KIwSyO2Y7rYbTRFYRbXXbtApowZNLQp/VCafoHclCTnT+nxY+JnZzRmEx+78aemXnxK36i/t+TWSb/pZ7OZ8lmnGI1H18p/rbhGUoj5cWPi9y0L6dlvmkar5Tebuzg/MW8cHruhMb/ZMZ+5a8UZTTN2mTzCMc3gmMoyv9nIi934zWQnScaOHhW22mKyzqXQgRSZ/A73ChVt6PDhw4R5UnP69qIUPMwRcAQcAUdgUCDA7oo1a9eF0SNHhKFD/Zvcg+KheyH7LQJsslgt9XWU1NdhXl/77XP0jA8OBKr1dYTU12Hevw6Op+6ldAT6DgKoidat36AnWMeMGtl3MuY50c1Oa9dt0BOLo/3Z+BvhCPQqAlzZxLxp8bIV1dOHZcp2MpJXuFeyhhC2x4+UQZ0bR8ARcAQcAUegUQS4VobBnt712CiT0zkCjsBmQYCrn0aPHCkLZCXbMjZLrjxRR8ARKEKA+jpqlC+QFWHjYY6AI9D7CAwZMjQMFaU7C/Vu+hoCQ3QxxJ9NX3sunp+BigCbHzo6Nmjx2LBepnTPK9wjyngzfuyuAhbRVsNwEI5JUyyjh9YS0B374jHeWjzwpaZW2tCa3JjP0jDb4or8sYw0rXr+qlwcURktXINrYEe85T/NWywjllPEk+azSi/gp/NtS4dspXHwmTGZ+OM8arw+1IzS4jJf9lsm29KOaXFXIMrlJ6VN/cpXgm0qP/ZbuYryHdOVuY2f+Hoy0jyn/rI00vCUL/ab22x4Y3cqK/XHtLHb6AjDxGWN6YriM47mfsvkxGmZxLIw4slnmSzijddswszU4qvSVBy16o7Rml2UlsVhF6ZbWomEoSDxNI3UH6dXy615MfnZdWTcBc0uPO6aHTaMqyokb/H7UEuexdXiqRUHfxxvbrNNvtn6uib5gxZTK8+xvJQ+jsskZb8WntrEpjJivtRt/EXhhBXl23jMbpTX6LExRbKzmObKYDzN2pafMj6LNxu6RvIey2uUHkjs1Y/TwW04xflQGn7ExHxZSPFvnJdUlnHENBZWZscyxM2CGPVU6+vGjjA0DFN3Nf9lcorCG81HnIdYTnf49bWUH8VTflIZqd/SKwsnnjien9nGU8s2WrNr0ZbFVcsSpR3Li92lMip5L4svC0c2xt7bzJf9lsUV5ScOK3MjNY6L/TEGWer5X/gwjeQzTQO+orA4PJafcytRcbpEYWL6LKS1vyJf66vY1Fe9Q1k2uBf2r+RF32HJAnWjDFfozKSYmgyL76lt8sxGnqVfK+2Yvqd5sDTT9NLwRtM0XOEvkkl4aopkl4Xx8PT58TwRpD8ZbpZeES+khGOK6Iwnpck4sl8rm/HHca1yW/rIS9OxOAu3PEMbu/Fj4rDYncW25jeWm7pJwfKKm3gzFm5h+GO30bXaTtPAX80LiUV+SzumsTCzK/KycUNHyO4KVym9U56yvBS9m4W0EFbqjJWhll0pXxUjaE1ubGeVMsMyDjdsa6URxzXKa3TakBe0ASZT6OIxHcEKlTqiZ408TL38Gl1GXZ/e6Bq1U/k5PsqZ5DnNL/xpWE5GgSfl0TxIWk28JgVSuwZZOipfoi2fZeFdJXTWKYszGfhNjsU1Y/P44/LWkqX5r4GPxiMvFhhlpiy+mqZkZmMd+Sa7TBbJVeVFaZuzFp/RdNcW2dS5zopWW1Be4Z57Cp2MhVAaCJ1kmavZcLjiBGL+2J2mU+Qvoy8L17Qriac0rfZbfjW5uMAWIXaapkWl4anf6Mwuircws40WuygsDi/JblVEEX8urIaAsqgcfzWl/LtiwSlt6o/LYjyN2EVyGuEzmmb4U9rUbzLr2Slf7De32ciK3c3ILuKrF1YUXy/NovgyOUXh9cKK4i1NizPbwrGLwuJ4pUkDGvDXk1sYX1qJihNMZaT+Yq6uoTk+y0PFNitH01VEYUgtnlpxCIvjzW12mpjm0fJdiSyjjXljmtgNTeo3PgtP7Vo8xhvbxh+H1ZNhPGY3ymv0Zqd8sb8Rmpi+O+56aVi82aQRuxtJs1H65LUpTCeVlfLUy0/MH7tjvrLwmMbcMa25K3nKbmQFrmYzWRHeKF8ZXVm45d3smE6zGuU3joM+9RfJsDCzjcdsC69lG63ZtWjL4uKymByz4YndpTIiLMpoisJryS6LKwqPw8rcpB/Hxf4Yg57mM00jTieVbbRmp7T18pXSp/Jb4a/kLXvC8ps5iuurlaNCk9GaJ8qM0UVBVWetuCpREw6TZzassTsWFYfH7pimu+4yeXF47K6VjkJagGtNngL6ovTisNiN7Ngfu+N00/DYb26zYz5zd6dsxtuoXTP9BKeYNnZbWnFY7Lb4Vtix3DK3pRPHF4UVxRtdq+w0jdhf9nxjmjQfURzjBHtCmSjzpUw98Efp5aQU5b2Qtsk8FcmwsNS20ncJz+W0tqdRXqOzNJFaDYuSqITFUVUEcoHV0Ii5wBnzFET3OKiu/CifRbRFYfUylfKk/nr8jcabXLONz/xmW3iRXYumVlyRrDgsglWDa8mqFQdzd+OrfJKZND+5vEaRVZ6YoOLublyBqGaCRN3ehbxWVvwSwC5weYAj4Ag4Ao6AI+AIOAKOgCPgCDgCfQkBtqi5cQQcAUfAEXAEHAFHwBHoDwjkFe5dlfX9oQyeR0fAEXAEHAFHwBFwBBwBR8ARcAQGMAI+URvAD9eL5gj0eQS4pcGX/fr8Y/IMOgKOwCZGQK/5K0kzr3C3u25KiD3YEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcASKEcgr3GtdPlPM76GOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCAxQBVxUN0AfrxXIEHIEeIlB+AjGvcO9hMs7uCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAjMHAQ8MsQBs6z9JI4Ao5AKxEov2zLFe6txNllOQKOgCPgCDgCjoAj4Ag4Ao6AI9ByBMondC1PygU6Ao6AI5AiUL6JM6V0vyPgCDgCjoAg4Ap3fw0cAUfAEXAEHAFHwBFwBBwBR8AR6NMIuLarTz8ez5wjMMARoAXyVmiAP2QvniPgCNRGoKARHFLjvq3htaW1Prb6BVcyxbkks7skRUmynRy1CtCFzQMcAUfAEXAEHAFHwBFwBBwBR8ARGFAI+A73AfU4vTCOQD9DgBbIW6F+9tA8u46AI9BaBGgEE6U7Ou4ynXVe4W4K8NZmKSctlxFbCTA7R4knKUmX+IEdYIsTOcwGdpG9dI6AIzAQEPDR+EB4il4GR8ARcAQcAUfAEXAEHAFHIEPAx/f+JjgCjoAj0BQCeYV7qeK7KZmlxO3tHaG9o13im1Okjxg+rHTFoDSxKMIU11m6nT1FX1dk9/X8AXH28ZTyFZ3oMbjTEXAEBgsCzTXxgwUVL+cARsDGGfX67Y12cq/OOMhGKlQleIbUoR/A0HrRHAFFgDpR1LXYrqJG62AKZ3f5Ujnm7936WoSApey2I+AIdAcB7ZelgSnrv62N6Y7sgcaDqshboYH2VL08joAj0BQCRY1gDT16XuFeNpptKgddia2juueBR8INcx4I40aPDB2ZprYrcRKCkv7YQ/cNE8aNEeVu9xS7+Q60CKEk0T7iXbV6dRg2bFgYNXJkH8lR12xk71b/wbRrCTzEEXAEHAFHwBHoRKA7Y438OCM7cl3UMzaqOI95G+XpLIG7HIF+hoDMP1RRXTBhsfoY1wkrncXhz9XBJuYzMV/KFsu3NOvZvVtfyaEbR2BwItBMfYQWE9fvGLVYltbZogamwlAmI5bnbkdgcyPgvcPmfgKe/qBBIB0sSsFrdCEhr3DXnVe1yHsGY3tHR1i9bn0YPmxo6OiIm4XOXKc7QzbIjnhdee5m0itWrAzr1q2VDjf9PuzGMGbMmDB69OhuSu4dNhsALFu2LNx+x52ax7332jMMH548qt5Jvimp5HX1mjVhtSwMTJo4SfI4rCl+J3YEHAFHwBFwBPoaAja5Xr9+fRgqY4dhdfq2DhnbrFm7NrRv2KBjihEjRnQZeDGOWS/jH+hGSH8+etToMGRo53gLGaYgSPEgfOjQofqXxrnfERgQCEhVQOnFu75+/QbZbCL1TjacYKw+bpD6RTzjYQsze53UrbUy1qfujR41qvbMJwKsvb1dx7CkxXzA5BmJ+dO0vb4aQm47ApsOAeojfekGaSMwcVuQ5sLqLm0G9Rd/PJe2+HXr1knbsS4Mkz52lLQd1u6k8tZK300/TBuTMyJfhFfTKOPP8fRjDxqbWIPTj4sy4LLeOaIccEXzAjkC/RqBvBa3YGdJK0unnZ1OGrP9H6Zm57B0p8ncFiLTzM6oJlx0sKT38COPhMcee0w7UAbWGMJx77zTTmGHHabnJrnWAUOHDIyFxX5zK0FEY37slIZixjtfLD6VDy8nAMij5TmVB4/xE6eSRX4+rDPvGU32W4/G4jUNutWoZ7W8IokJzp133qVK9wOftr8MZLp/CiHOn7sdAUegnyMQtRn9vCSe/UGGAH3u8uXLw6Mybnhq0eIwffvtQtuOOxaiwCR+wcMPh0ceeVSuy+sQ5XzWL2+99VbKw8ScYcSSJYvD/Q88ENgAwGQc2rGy4D9rZluYMmWKykbOfffNzykE6ItNQbDjjBlhu+221T4+7ocLM9ZkoFfXJgFz8pYjQF1asmRJeOTRx6SerAgzZ7aFbbfZRjbnyGKWbOxYuPAJrZNjx44Ne+6xu9YL6gc8Dzz4kNZZMkV922KLKWGnWTN1wwo0RfWF8IcWPCz1d4GOcUkHZRt8W2yxBaK0rrGh5Iknn9S0R48cHXbbbbYo5keFRyWf986dW62fCCHt4SwSSDswffr2YYfp2fyiKH1NwH8cAUegYQTivnnp0mVhqNQ1NqSNkYWyonqetSlLw2OPPxagnzB+fNhzzz2qCnXq9v0PPBieeuopnWtTT9mIR73dZputq/lCIU9dX7ZsuYZtt+22YcaMHbRdsXRR2N922+3KN3377QvzUxXYzx1DfMDQZ5+gP5o++2g8YwMOAWqbaauzwll/UFTUvMKd0aJ0OL1mRD7/Kv81mbLGwcLJUo+MCNggE+iJEyaEcePHVUWxw37cuLHqLxsMp+Gd/q4D+BTk1G8Jx+Gd8rLY2D950qRw4AFPk4HB8OqAPo6HI/XHsi291C6lAefKo4/l6gJB8kqYDFUcCLYbZaIyrLIDP+ZN03a/I+AIDBIEkjZjkJTaizkAEFjw8COqHGfM0CH924YN2UJ9XDTrA5mwo2xHKT9u3HhRAAyVSfmyMH/+/apU323XXWXi3SFKxEe1H589e1fd3c6Y5AGZ6N8hC9ZP23+/gBJxqij5dGd8ZQzG2Iddvk89+ZQq+0aOTHbVxRnqoduraw8BdPYeIYCye95988PjCxeG8TJOR1FGHcGsXLky3HTLLbJANVbHvOtkl6lOIuSXHadz7p0rCrdRYZeddw4jpI6grH9QFPBz7tkgyri9tA4hJzUPPPhgmH//A2FWW1uYPHlSWC9pPix1/1ZRmu2z916qdEfWbXLSlNObjIXXrV8nYrJJyZQpkwP12ca8Vl8XyyIdbcjIPnwVZIoFfto0N45AMwjYu98MT3dpeT/vkzbifqm3I4aPkJ3mQ7ITXyXvLW3KHXfeGRY+8aRey4qyPqu/WQ44vTbnnnvC4sVLwrbbbhO2kIVvTmzTV9919xxVyk+btqXWC/rzxbKwt+cee4RV0h7dI20Op2FYWDcDDWlutVVnmMUNNNtbir77RH0s13efjedsoCHQXG3LK9wHGhZSHgYEKISnbjk1zNhhh9yg0gYLTJrZrT1mzOjqIJmOk4E+x8fGjRunfKtWrVJ5TI6hX7VqpYYTnw6ukc2kAR6Ox44cNTKMEz7k2WSdyQIr56yos4uN9Bg7MOFgcABdeztHaLPjs8gjr3T0TMzZ9cM97+yoIQ+mACdN5I4WuaQZG/JFusihjNCw086U7dAiE0XDeNkNkOGAvLVhlKRLOsggf8uWL1PR+NkRiBx2CFFGN46AIzCIEfAR+SB++P276JMmTggHyIktvp1yw403xV1jtWD0eRj6Q6XlCouKmTJ5svbNi0TxxhUXo0aO0tN09Nlx38i1F/+74cawVBT0jCmQxV9qFooScpIoBG3XraWd0vXE79W1J+g5bysQmCZj9B1l1yiKsFtvv6Na7xgb77H77rogNXfevEC9sgErGz1223WXMHHixGrdYuFquGxUuefee2Wcu0rHsTbmNpvx8YMPLZBTKDPCjvJnhrp74003axwnT0ZIGzB7l53D1KlTw9x59+lOWKt/1Fn+UsNu2YnShmwpPJj4VGtKu7n9hseatevCVf+7Q+cfzU0hN3cJPP3NgoC8JOvWt4fnPG23MHnieJ2rWr3orfwgnwVt5vHULxass0W58jd2uPS5nGSnL6c9iPvfFTLfRtm+tSjId5s9u5rtMaPHyHWud8jptqcCCnfaoyelTm+z9daB9oHNcA/JgtqixYtEuT5N58NPyqI4J3BYqBupp9q6bsqrJjAAHOWID4DC9fMi+Fiunz9Az34/QoDalm8Na/WDeYV7nq8fFbp2VlFiGwhmxxwcHZ87d55eL7Pb7N2ENugx8bvn3KNHvumw6XRvYxIgcTtIh89gnd0vHCEfP2G8DMp3DZMmTawOPNjlxgCd466aptDRsXOE3O6N50gqaTBhRy47a6bIUdj9991Xle//u/FG3dVz0IEHqDKdFfabb75FJgg76pFWBhwo/lnpnz59ex3gczxu8WImJEGV/LvuskvYatq0ar4ee/xx3X2Hwp1EuUsW3hlyXJ376zD33HOv5nv33XcLT8juACb8GBQGO+00K3Cc7qlFi8LNt9yqSnbKd+utt+m+n6cfdKAqDWwgr4z+4wg4Ao6AI+AI9AMEJsukGsOiMkZP5amr6w8TeBaZU8PiOP0i979jCmlEPlfLDBua3VNNn1k14h4isulnH398YdhLjs2TlverVYTcMYAQ4N22BSXqjrzoOj6liGxI4U8NVYS6UZmrMH61+krd4A9Zw0cMV7fV4Yy585fxL99bQHmGYWMJhk0r7Ha9X3a+s6GFdPU+eI3NslVxqnxzM/jlewyM9xnXc+0MsvpLfeUKy0XLVspVlhXYwdmNI1CCAH0b32PbUKk3JWQtD57Z1qb1e/Wa1aJwF/G8p5W2IE2MPO4uinTaAzaEaR2P3msW8qij7GpfJ/N7FOUYdsHTbjDfxVCHUezHm+qgXVe5Qx7dAAuB06dvpydl4CHt/lL3yW/TRjAvgb1pUc7QWgT8ubQWT5fmCDSDgHQX1fFpypdXuNfovFLG/uJnskyHy91rKNbpBOl4t5iyhexOyQbx3Le2SJTUjz32eJi25TQN575VdqhwbyoGEOmA2YWOcn6SDNRRoDPARsE99755YR85vgoNA3WOpLGTfFc5Ur6FHD19VGTfd998VWrvKjty6JB5KhwT5+5WdqUzAOBDahji2aXDHXVmCEM+CnAm8hxdoyzsqCHvDPS5NgeF/LKlS/UI3KNyPG7alluqPMo4RxT8TCL22Xtv2d0+WvJ0ny4MsAjAfZkYFO+kxbE5dq23tYk8wU8xkjQoN7vf2wQbdgFs2NChd96R16EV5YHl2W1HwBFwBBwBR6C/IGATZezM1J/CcIptvUzUmZg/Kfc9M05gty79tcmjr+aeV06PrVy5SnbJLZA+V3bNyfjAjI4L8Ej/i+G6mgmym4/j7r1irIi9ItyFOgKNI2D1pFrtKqxWDzvrhkRU3luLs1QY6xPGbtNMUd91Bzq0jLWRt2r1Gql/QecIJoPdsCjRVEEngdjIrSZqhGLn8iT+h6W+suvddrdHpK11trje0tqMFExQvGdlShOAIg2rVaR69EXxRWGWRq04aOrFm5wiuye8RfIsrLfkmvzYjtOK3TFNLXdzPJza6JCr0jb16Y2sHkqdbM8WyLREJa8l77Hlz+pyjACnv/kmCtdI3X777bqRrl2uj+OqqWmySY2NZRjmtdwRzx3wYYcgV0+tD+yOJ5407ps/X/v5mW1t0lZs1NPlI2TBD2X+QDVAXgL7QC1yvymXP5d+86g8owMSAWog/WlXk1e4d43v/yFSdr0HVZTSj8vubjrItXJ8cg/Zvc1HTxics3I9c8c23WFOZ4vCeaN0nHSgTJgxwqYGenaDzxQlNGbV6q30Qykr5WNoy2QVneOsHD9jRX3nnXfSu12h4+gqynk+vrS93PeKwhotPgrqpcuWhq1E0c/OeVsEkKhCw8CB/JJ/vfJFCG+77TaZ5D+l+WIHPR09R+UW3XyzrNR36NU2HK3j47Hw77TTLM0nCVBGBhLEsRNed+VIOCv8DEZmzZypYRx7Z9c+CgWUBiji4V0iiv31G9aGHQRLJipmskG7+dx2BBwBR8ARcAT6IwIlnbEUhfEAfR19+21yDJ0+HUPfv21lwq4B8kOfyp2yS5csVT529O7MvdORUh5ak7lU+tZFssN9lnzEMaUxmW47AoMagSFMbfK7SR986CE5mflE4ISmfffAxqNmo4znw6rzRVnGmHcC98ZL/Vwh43Y2x1DfOGGCMZ6ySZTVV8b8jP3ZpMMY3cJ75flIuVtpaLVQtpPnYlMWXkwtrVhZRCW8KL4ozMTUioOmXrzJKbJ7wlskz8J6S67Jj+04rdgd09RyN8kjX80sfVVqJdPDuGqdit//2J3IZ8OdKd2TKF1EY367Uja7PSELdMyDkU/dZY5PG4HfToHfKxvQOP3N7npOlW8v82M22z0uvPvvt69cX7UmQLNSrpqFFx0Bp2+qeU4z0J/9Tb4u/bmonndHwBFwBFqBQF7hblrlVkhuoYwa/Wn9VKRMKJ25i41d7RiOcTPAxthgeurULaSTnR4WLHhYO0gGzew8iztL3AzOocXgZ+V7gnxcjR3q7GjHrFi+QnbQjFAlOEpqk8HRNVbGoVOFuxSMO9q3kZ3ls2fvmim7RSam6FEwcGDSzg4a+JHLlTbcY4kifapMIMgfhiO1tttniOyG3yA7dmwX/YNy7QzlxCCDI7zsYEe28RPH4oH5uSfejuna82CHg41zbQeBlRV+N46AIzBIEbBGYpAW34s9kBAof5lt/DBZxgr77btPWC/H7Ln6jV1zGO6bNRp21fIRVf32yqrV4fEnFoa75STcbDnxxgkz6zuNnhN5TP45UYaxcPW06qdStPIStiohl+MI9ACB9AWtvreZw+oGJ0L4+OpMUaTZic00VTv1ymIX9zrPnTu3uqBFfWMcjMKMMW9q0mwQb2lzyhSebaIPKab8fdVfVK6+mlfPlyMgta4UBOtH8wQV+oiNOSsb7FgoY/Mdp9Y5Pb5EFsTvlTZhF1k0t5Nl28k1U/TfnJwZJafQaTuGyQn0OaKAR7HObvkb5ApY5st77rG7yH0o3HnX3fpB9Lhvz+fJfY5A6xGIXvHWC3eJjoAjECHQXG3LK9wjMQPFCRx0rBMnTNS7GeNyWcdstn6wTBTY8PBxljLDkfDY2DE3C2OnDJpo7nnjg2kM8DFbyw5yPgzFoB5DSuSNzpqOmnzUNZI/PgKbMxU+FhKqJpKF8p6jbhvkuByTA9JHSS8Jqn+s7Li3a2Sq/OJg4mFGc9ZA9ozebUfAEXAEHAFHYKAhYOMFKxd+dsHZ5HxrUbjdc889+lE3drGPlw+hGg8L5brYLsx8CJWPsvJdlTa5Bo6+2ei4koa72/mgI/21hVuabjsCgxqBylg0rhdc5zJH6h0KMDuBGsebOxvhBz2lyTWQfIvJ7munrt18621SR8dVx+mlOMu42mSukjvh2Rk/ffttq99oMkV8Kb9HOAKOQMsRqFnvojks/S7fWZuxw/TAt84wnPKmHaH/5jsOk+RjzNmmsyEaR7yZu+bMkTZihF6nymk0Nq2x6I7ifscdh4QbKh9ER+E+4Iy0fW4cAUfAEXAEGkcgr3BHSYt2to+ZqI/sfs4KyhVPcBlw8xHSUdKBogp/UFaoJ0+arB9CzSUq8Niub/hRSq9cKR9PleOnfN0cw93o7R3t+hGo6dO3z7HjYZCuRqHO7sLDb/nBXVRmDeOn5BGVBGt65JkPt62T62CmT5/etVwkWjFVOQWYGY3a1bxk9+QTVnOwk2N2jyPgCAxYBIoasAFbWC/YYELA+jgbLnX6OWaf9YUo2h8Vhfk6Tr2Jwr2Ihsn8BFHAr5Ld7qa4Mxz5Hgt3x9rudgtvuV2pp15dW46sC2wlAtWxZl6o1StOlMyR3eqz2toC3xzCpHXKaGMJjNsnSj3kD8OuVE6dcqUEpjpWV18yLo8qDbvbid166//P3lsHSbJcd9u1NLO7s8x0ly5JF3R1LdmWzPg6LJkZw8wMf9gO2xGf4bUd5td2mJkpwjKzZQZZtqSLurq4zMwzO/Od51Sd6uya6p6eme6Z7p5f7k5XVebJkyefqiw4mZW10yWrZRfZ+3rB27IM2WGZVK2vbZZxi0OAR8O69rRg1sQzNAUmB6t/cNmiaNfNA+FyIX6xm/bJ1G50lG+1b7URGPxGHr6rcuLECX8TnbfSo8PcheyH/KdtJPy5s+eyx8zBTmCaWvLGYDoG2/HMzbcgCIvKyi3o7o/NKKTQpwS0a/p0x8isISTgV5RKvUoPaiXeZh6ZFtPDCC463Mwx/5nf2XVQFrIxIqUD8ekiVhRzuN+yedeYY92utC7DBZd5GpmehXDk6LHsqo10ee1rHnUn+pNPPe2vmz1kr4fxmmicxJjbHTmc18x5yNzn9GzzYbOxsVzXJuvhPmrTuJywD5Yy3cy69Tb9i13Mb9267a+sMb0N8Shd1qJ+7DJ4pRdq23R2VR4uZxf75pCzJo268joc88nxgdWjx47ajcG9Vof89VmmuWGuWKbRQc4KzctOFNbZE28B8AEb9DLCjxuO5hudRMlirta1i8W0p1/KFpd+2RMDbUfLw6hlwkBXV8b3M4EuHnN+bU3qygO0v1a+etQ/jMi8rXfu3PZRbS7LRdrC+fMX/K2x1cU8sHzrhAd3nxu6kGFUHNdenOpxnWZJ5z8P9LvMecfUFoQii6/38qfdnLe9LNdvsHJ0sysm3dfp+uy09Jf0sNSjFdWZ6mfHQbXdlapIq4w4OWGdUy++/LJP18R3hyKgIwIDY5gugjc7Y5RqOMWnbGrESzZ/M1Mt8ozA3O9MFdlIx+C8DSYqizj7JpQNYjl12r6BZO3Y35J12UbZLtjtn9wkazat56ieTZE8Ft0wp2H50dRC/2x0SHbpEKAd3LTp02gjcw5knWszMQP8HIEvwS8e9jFTuzY/8eRTbtO9hw83fYycC6jL2xKbeUbl2jpu06ny/TOe2f3Z17Sdt2dhpl/lTbTV9pxPIG+cD5gS9sUXX/Jvrm3gOd4Cg+xoO3wMnWd77gtw/sfo9sjrwgP8E/WYx17vvPbzOT46L2UwJYeNTdQnloO5V2R1HYElt09bV3hBHe7jdtN77Zb1BNvF626HF+oJc+ZyIZtr4KLH3zEbAXP02LHcyW3lc6Hdt3evf3wUx/hLdsN+j4383rZtm/d0M1Ll2PHj7kTn4k3gosu85S/Ya2iMhmeallu3b9pFebV/XDR6t5n7nA+g8vGmd7zznX4BnrQR7zeKizCj3wg8BNw2J3w6dYsn2A8XNm7kYzQ98fTA37KLPbangfqhB3sieH6TZdQ96wQ+8sKc8qds5B0fiKGzYXz8jt8kcMPAfLMEblzosae8COhgdDz2hD6cBxuso4E58HiVlznt+HgMo/aQgVffhD4ypW+YYIi49NXuGFRjph1GERHLQa2Y7B48Al085rjmpddnpnp50j6O+vBDDzkXPpbKPNCbbHqYNWvW+oP81WtXsyt2fWWkLR8X51rKnLB0ujOSlvuEO+asOHf+nL+yzhQ0aeC+445dgxlpR1jIa2nVmZna1dP1ue6zNF+63lNje6x8WOrRCtMM9WNQi7e75P4zVN21aRFpG3EPykdKnzQnG4NHzl+8kF2wjxjiQOc45rmB6SIYaEInFoNo7r33Xne4R5viOwnM+46DjfvWx1/7Wp9OhvKq96+U7SNWG7fZbhajYRlMs9vmeSaEbt/o8c9822vUkTd7P/qN+WjdHpss9UNCgPa1YV0+yMway+xrNYcsUQhtjHME06TaqgfiLtvzLVO+8kycBq69XIe9/RYJO+36yvniuLVfOr9xsPM8fOnSFe+YYzo3nPDenjmj8Pxvep61Z10G3HFuiUBn+s4d263j7yX7qOqt7Ix9n2WzfVONt9iGKcT5YkHqNI/jo5V9C3lubmVDV+J7wKYrds1VSdQnlnPVo3z9R0D7tNwnC+pw37JhXfbY4b02t7ldxOiV5kLJzqjcwLp1xU7CiTyycvrHi8oazLBCzzUhdxTnwqhmvvPNxRfE6bHG+X7QLrAEer+52OZX8nzaGH/N0i7opO3Yzoi0zB+ad63Z4dvrbRQ7gYs/F6V7Dx8yR/u67IKNdMNxHiPMGV3jo9tNliUfa2F0fDXgzMZBvmrViOsjnd52nOLVizgjy5cvX2G96XlvPLKrjPG+fXvd4U4agQf9h2z0DnPX4XDnQ6pr147ZyJyd9irsDh99h9w2e8WOB5jonScO+3mgWG4j92MkAPGHDh70fDdtDktufsq7HxIVREAEliaBunP60iShWg8oAa7ju+yhfP26xvX52rXr2YaNG/x6SbW2bdvq9zKMaL9mjnZuaLjO8uE00gjM8/rg/Q/4dRfH3k2bQobpYujg37N7t8vHgyDOxhG75jMHdcz1vqAPuW6xfkRg8Qhw77vb2gXfNooQbYD5kVfY88Cy4o1Ovj3EffJKu98dH8fJxkCP/G3PZXYzftcG7BBotwwwiU4sj7QfnOiMdD186KC/pcL9fbTFkIklnWWUG292YhOyK1eu8m8wxH152Br5BmHJW8A7t24aBFNlY58RyJ95F9YonkG5NvN2NecDAm1335493tGWPguTxjX5nnv2egd4tE/eYnnk4YfsLfXT9obL5eyWPcNyXd5r32Hg7bJ4To92TucWz/KjpmvPgd1eHu2fQNnMA3/02HEb1HbZ3/bGp8C5rNX5xDMO6I+5PwYj2O7xt4Bw2FiIfT8YxstKERCBYSJg96TFFcNqFReGS1evZddv3s727sgfGLtR4dDdDV2LoYPe9Hc98aT1kt/OXmPTzjAaptNQV/e6uE71dUuu2zZ0W1+36ik9IiACC0OADtLr9ibP2jWjPqXGwpSqUkRgYQhwD8AHFQ8fOpQ/yNlDeIR4I4yH73aBjumV8xhE0E73bNP8Nfgbt6xjftSmzmtv92x1S14EeklgNvebzzz7bnO2ZNmrHnywrUmtdC6GU7HOUOy75u11xKe6rJOZaxy6FURgNgT6xYHZqt3Opi68yUZnWqu3RqrTN6Xb3Sh/NrYutuztOxP+pv26tf37QdjqPom3FekESQcNLjbLbpd/y96epKN5zJ7BFERABHpHIM4x5+2tKGYe2bVtS+lHryu1eYR70QtYJzjfuLyXGC2zv6mbz0UdIO1CblcuU1dOAHXLTRcX5XhdLdXdKi/5Ii3k2eYvtlMZ1iNEeuQnvtO4lrLwt/9hQ51cXRl1csQRkE/15bH6FQEREAEREIHBJZBeC3Go80DOG2AeuG0wJ17IhKM9tpuu28l1N5ztcd2s0snzc49QTend9gIW1btKSPPQEGjfNurvX+sqn7ZBposkVHXn7a1ZZ1UXbTGVS9Nbxacy3V3vTWtNWXXXXmkTge4TSNtdHLtpXLXEVmnEkz+mb20lF474uvS0fNbrZKr2DPJ2b85A3SWS7wfebrrqbxdevHAxm7APYt933335dzyK+7fulrr42gZh3yw+JVkgAt0gMLvW1uxw70b5bXTkD5CzM7CNuo6S4kLYTrgTGfLTK8o0MfSQRmiXt5o203bojGVVnvhO41rK4iGo7IKqzup2O3vScuLGJeS1FAEREAEREIFBJZBeC1m/3x7WRorrf6TFMupY3SbeH9ZnuO62yx9pWorAUiBQ14aod118XVzKiJGoh22Kx1V2/16nY6b8oauVXKv4yNf9JZ4iBRFY2gTq2l1dXFBqlVaNr25H/li2S4+0WEaeoVtW7mX6sX7M53/Mvtt39tw5H/HN+Z+phONNxPQNhX60XzaJgAgMF4FmhzujwXOv+HDVch61iQsnTnbmZWUOx5U2zxsh0uahfqiyisdQ7U5VRgTmTkA+gbmzU86+JMD1jflbhzGouQ7jXlWdIEBn17C2W+1hERABERCB6QTOmaOd+fm3b99mc+pv8Q/ZXr5ytSO/DXmv2tTKu+y7dcz1P0iDCXUvN/1YUIwI9IYAra3z3sdmh3tvLBoKrTxs8+EVBREQAREQgRkIdH4NmkGRkkVABHpGQE9nPUMrxf1DYJAcJh1RU7vtCJOEREAEekBgAM4/O+3DtzjaN23a6E72CxcvZlM2wr2TcO78+ezo0ePZ5s2b3OHeSR7JiIAIiEA7As0Od41ub8dqoHo521ZEiSIgAiIgAiIgAkubQNExpv6xpX0YDHvth+vtS2utarDDfsiqfiIgAvMgsG5sLMvsfwSmkGkX0k5ZvsfjH1YdQJ+YLg3t9vLCp6XH1VxKJz8hvYfRZCRzIdmLPHWtrS4uL3t5L0wYVp3pAT+sdVS9REAERGDeBNrf285bvRSIgAh0gUDRTtVcu8BSKkRgQQhYa1WDXRDSKkQERKCGgPmUWruVauQXIQpHZTgr8+LbWzzdv2Mf0y3snp62CBXqsEhdGjoE1WOxOPbmeuyk+as6oh+obl/XxXlVWyb0GMQSUx/7pq7azSPc1W1Sx0hxIiACIiACsyEQd6qzySNZERCBhSVQtFM114XFrtJEYF4E1GDnhU+ZRUAE5kHAnHf97r+rOilnqm3dR1SLwcWa3WAmeEqfRiCOvzvj4/bR3rt+DI3YtyD9zYlp0tMjyM8HfscnJrJx08Ef3Vx8TxI9IyOryg6hNDe3Bjjr79wZzyh75coV2erR0aYR8qk868jfun07W2FvdqA/bK/KaXtmAu3c6M0O95l1SUIEREAEREAEREAEREAEREAEREAEREAEREAE+phAfRfB6TNnsosXL2UrViw3xyNTd2TZlStXbHtFduz48eysfUA1H208lTHVzN49e7I1a9b0bT3VF9sfu+bGjZvZ5atX/eO7OM5xuu+xj/Butm8KcDy1c2ojf+3a9ezS5SvZjZs3XT4/BvOpZTg2N25Yn23dssUd6mmNJ8xBf/rM2YwPBEc5Y2Nrs507trvjPZWNdMp45egx/17B/n17/dhP5bQ+GwKcZ+pboRzus+EoWREQAREQAREQAREQAREQAREQAREQAREQgT4nUO8Ew7l+4sQJH9mbOjVxrvOhVfNauheeD67i6Ny+bZs73MNZ2eeVlnkLTODmzVvZWfvoLkuc38uWLbeOmmV+GM1kShxTjDY/duKkj3DnOOSPY490HPf8nT133kew7zUnPukEXL2nzNlOB9IGc8hvWL8uu379Znbx8uXsrh2/ByrOdJz+6Dpz1jqVJqfcgU85rqi+uXg5+pkbgYrDXYTnhlG5REAEREAEREAEREAEREAERKBXBPSc1iuy0isCItABATsFDctZ6J59+7KdO3c26mNOyNfgJWQAAEAASURBVCNHjmRnzQn5wAP3m+Nygzs+oYKDcm0xur3dCOUOCEpkyAiEs/zmrVvZxUuXs5XmuI7pWXBq8+bEzCEXcgf7ypXZ2MhItn79mOkZsWlkVtpxOJVdvX7dHeocf4yCv3L1WrZp4wZXfd3Srtr2mtWrs927dvrUMxvWr88m7k5k167f8BH3WzZtKke+k+m8OeevXbthHUlb3UHvijqy1SXb/sCkXWjVhlrlq8qnctW0KDf2S2z3etnKDsqtONxbD4XvtZHSLwIiIAIiMCQE2l9nh6SSqoYIDDgBtdMB34Eyf+kRUKNdevtcNRaB/iEwTGeg1eac5C8NI+bonDRn4bqxMf9L0/p9fZj2Tb+zrrNvlTnGme5lw7p12dq1a7MLly5ll8wB30kIp/wqc7Yzch3HOVMdpWHNmtU+Kv3ixcs2ED2fez3Sb9vIeJz7lI8OAiPWOY6v2BQzt2/dCVFfXr9xIztnI+XHxtaYw31LU1o3Nto5n9vp7zRfJ3KdyLSzpX0ara25d6Kdg7/icG/O2L4gpYqACIiACIhADQFdSmqgKEoE+oyA2mmf7RCZIwIzEVCjnYmQ0kVABHpHYBjOQMsSR1l1pGw4zRhRTKim947s/DUPw76ZP4WF1xCO3TFzbo+Zoz2meVluU8rMNuRO8rWeLT32iKAcnOnunLfDM93fE3cnfRQ8+ZGL4zhsmZy86zpJu2uyZ86e9+0d27eVU9agONXpAnP8YW54H91foxEbVlvnAR9qTcPExN3slr0lUAaMoZ4mT2dD1IW6MU/++MS4dUysyUZHR8osscKHZvlwLN9cWG75ux+m68TOVqHicJ/urW+VUfEiIAIiIAIiUEsgv0+tTVKkCIhAnxAo2qmaa5/sD5khAjMSsNaqBjsjJQmIgAj0hgAzRQzeKajZYkYHh2ux6iTDmXfXHH9pLasyvSE7f63NtZy/PmloJhAOcPyqtAPcqzCP48Mdu4XTNZed2x7J89oRWnHg3rlzx6eRIZ00RtFHwHnNfPE4uSOdND7CSljO/OxFOH/hgk0lc80/psoIeEJaVpq/yDKrBbU+feacT3sTHySGFGXkupdnhw7e46P42SaQxqj7I0ePFR0AxME5/2Dx/nv2WWfGGq8PH4ZlmpyRkVXecbBr5w6fEie1+9TpM75v9u9rMPKCuvbje75JW1p+U4JtVBzu1WRti4AIiIAIiECnBOZ2c9GpdsmJgAj0goDabS+oSqcIiIAIiIAIiMDgEGDu7bU2zUaMph0Ey935i/dXoacEUqc0zmBCFXs4XVPZXLLz38h73ZzKt83JjnefJU5mRm6TvnXL5mzdutxZjubVo6PuqMZpjQxTI+F8v2ZzuzPqfdS2CddtZPi58xc9LzoIyPFHWGkj6Od77MPknn173Dme8oENH4TF/rDHCy1+Js2G1atHs3v27jE7Vlm1rbOgAB2j4akf8+QfOrjfHfY41vnwK8546km4fPlKduv2nezA/n2+HfvENxbpRw73RQKvYkVABERg+AgUl9b0Cjt8lVSNRGAoCDQeGNRgh2KHqhJLg4Ca69LYz6qlCPQhgbhv6EPTWpqEgy+cmC2FioR9e/faRyd3ucOSqE7zzaS3l+mDuE96yaPbuhmSwjzofBR12vFgTuSN9nFdHMU+5rkLOyMcxFeuXvUR3MwNT6BsOoSYBoa52tMwNrY2W28OeJzRJ06etg+ursuY1uWqfVyVaW422sdVGe1+5uxZ0zOV7dy+3R3UfHj1woWL2c3bVjf7t9Yc19u2bik/EJyWUbeOzrv2x4diUzZsWwFNWehAuHXrtn/UFad+1DOEJmzamxXLV3jby53+zfmRu3nzlrMOhz0fhr1gH38dn5jw+tDZcMbmpudDsCPGqlpGlLXQy2aHe3GQAByAN27e9oOn3ig/rOqT8kOukjaTPOLcRbaTq6is3azLTxyh7i415GOZS063o05HmiddR0edfMTX2RFpLOvSU/3pOvJ1oVp+5KnGk7cuLuI72SeRnzxhexpHPCHS8q38F7nZxKd5Y72qo7qNXF1c5G+1JA+hzr48pf1vlBnL9tLdSa2WlW7HeiwpMV2fyYJUNl2PfMQRUl6pXF16nmN2v7PRk5YfpaT50/VIj2XkjWXEs2yXL5Xr9no3yq3Wp7rdqc1hC/KNfc4Fl57lPG4uutvlaZfWyu5WeYgnNGzvrD2k+qo60rRce/5bjU+3qzrSfNX1NF+a1k5H5Illmo/1VnlDvlV6qidk07iFXg8bYhnlV7cjvm6JLCE9JvKY5t+qztiOJdLpemyznEk3MoQ0f7qep+a/xBM60VmnI3/F09ur3//VyeQltP+djR11mjrNn9pXzTPTdl25reLSclrJRPxsZCNPdZnqiPVYIpuuV/PGdicyIZsuZ8pXlz5TXJqerlNudTtsaRUf6TPlJT3aQZ2uuriqzpBhSWinL5do/EbeRkx313L9XF9v3x7Pbi+bMPV1ZUZcLNtZgQwh6plv1euNtLksw5ZYoiNdT3Wm8el6KjPX9Vb60vh0vV05yEWo8ov46rJOd6s48qK3mp5up+tpWcQTwq46ubq4PFdeZpo/4ru5nE35qWy6Hvakcel6pHdjmeqtrqM/WLNOOqFVXF16nqN7v9UyZrJ5ppIb+vrFgTWTxWk6TjgcfTG9RppWXWdk8KCG9Igb1Dr0pd12+F8zx/X5ixfdIdxo47ZmDnfmF8fhbhvW7Lu3F/igL7q57nPsMsc5y0uXL5sdy2yU+roSFzI7d+yw7WU+qp3R8EznssEc7+5cNwf3mXM2zYvF79qx3R3rV21ameMnT3p1cNhTl6vmgKdj4YBN4cKo+VYhzgM49Rlhvs9GpVcd3MgQsI318+bYp8MgOguIT8OkzS2/YmXuZPe8lh4SUV4qn66HHLbAbZN1MBCqZaR55rceJaZa6uLy9GaHe3GggAcDV1qlA1aqTusiIAIiIAIiUCXAJWTcbghW2kW+dxe5aqnaFgERmAuBaK8rVtrcj5Ub37noUx4REIHeEeDZjAfu5XZ9VXvtHWdpFgERaEWgmCO6VXKfxu/bs9em4Nhio37zUcEzPZ/M5Nzr02qWXT39at/g2pUPTuG6yzzptlU6gie5ke5yiONzg41iZ8Q5TnamfGGEOCPYr1697iO99+3dnTEHe3yTgJHwe/fs8s4lOplwXq8x5zOjxZmK5dy5Cya/1tsCxzgjw/leAXOgM6qdcOLUaXeMM+p9z+5dLWsWNnLQ3bmTT3ODcBlfrIcfGSc+Dv7du3a4PVCruqcn7k7YgII72Umzgfoy7/xa++gpDvqYLoYOiLPnL/gUO9SNEfo4+ukoQ/8NGwF/6MB+Z8bofh5txtaOeecD9nUv1NWgLi4vsdnhXlqRH1gjxSsMZbRWREAEREAERKAFAS6svNbFxY+bEgUREIH+JdBorytttMzy/jVUlomACDiBq+N2fbU5Vhm5piACIiACC03AfGvZHTsPDVLYaQ7F2YTUaTibfIstq6eu3uwBjofNmzfaiPK17lBu9rHbCPfVa7zgbh034bblvnxF8sYFznUcz+fM4XzXRoPjfCeu4f7PHd44pfmLMGHOaz5iin07bToans9v3b7tTvvR0RGbiqYxUh7n9iXTy8h1HP1187njyJ6YGPc0pnhBL/Omr7J7k0mbd91H5psznBBMcO4zuj06vereBhgZGc3fRDHAq6zefCSWOdqZh36vOf+pO/XdvHGjTZtzyp3svLmya+d2K3fK67hzxzYrM8teOXrcSreuCIuH055dO718N6orP9NbW9S1Tn0Lh3udqOJmS4AGyU7vduiV3vna2a92Ua9+tm2+3OeTX1zmQ095g0AcR9GTnS95haw358AoV0sRqBLQMVcl0nobVoR02Yt7lryU1r9z3WdpvnS9dUn9nzIs9WhFuhf164XOVvYvSnzx9N18fR3++9rF2K+zKXM2st06bhajzG7ZnuoZtHq0s7ddWlrnQV+PesZ5aJDqU9psPpnUOTlIdZCti0uA0dT8LUQI12F53BaF4tDFOY7DnXv1CRvgxh8fOk2D39rTYC2Q57zJXzen9S5zOq+1+dwJ6MYRzwC5tAMfXeSZnLR0G/0+MjK9c5+R5Dft46uMQGckOrou2xz3OPLpCNhinROwIh5dtxjdbiPR+UgrTnkC8dWw3UbZ85eGS1euZMePn8wur72SbbH85GOUPDYwsn6bvblC5wIOeKbAYU73U2fOul2H7cOqhBdeesWd7sx938sA8ppqeZHNe6iVVC+tG2LdvcLZK73z3RX9ahf16mfb5st9PvnFZT70lDcINI6j5gtoIz4ktRSB3hLQMTcLvs3NddGuk3PdZ2m+dH0WBPpOdFjq0QpsL+rXC52t7F+U+Eo7DRuGvd6LUb/ZlDkb2dhn810uRpnztbku/6DVo5297dLq6j6ocY16tjgh9XHF6px7fWzunE3LXaxzzq6MMxAIBzjHU6yTZS7HFyOzGWXOvCp8YJSR2wRGlTNau/oRUk+0nzvjd8qyGX1eNwKdFjplNrJk7vlzNj0M871v3bwp1HjHk0+PY2WldZmy8iO0elOdUfLYyAdO8w+7nrXpZ3aa837EdDVGxQeXSzb6nfWYVz2mwIly6pbhrKeDYdQc6TdhZSHicaxHwNl/wzoADh64hxlufOodRuoHG3S0G7Efema3pKTqubAuLtfa7HCfXUmSFgEREAEREIHpBKrXoOkSihEBEegTAmqufbIjZIYIdEJADbYTSpIRARHoAQEc7zoF9QBsF1Rqv3QBYhsV4UBGJF1vk6VlEiO0meYFpzajzsfsD53MQc40Kj5K3OYvx6nNd1twNN82p/PZc+ddDsf8qE27glO5zs3LscDo99Nnz/o3X5hqxWVND+Uwv/uoOcjv2FzvzJvOdC8Eykc3o8Zj3nRPSH6Izz9tmvnoeEbDr1wRU93lI+LDMc4odBzuG+0jpvFB4k7eMgm+dABgDxw8cAKyEPqZxvasfQx227YtPtIfWUttOkktY4pbIHUzFHakKsPmNC7Wmx3uthNsL0SalvMlUNcC5quT/L3SO1/b+tWufmY2X+bzzd/P+2y+dVP+BSMw7TAiwoIuKTkH/S4ggWkH4wKWPWhFRTst7O5k1ElPqjjXfZbmS9d7YuQCKR2WerTC1Yv69UJnK/v7KH7R2utCMViM/TqbMmcj2y1mi1Fmt2xP9QxaPdrZ2y4trfOAr4eDiyVV7mlYIkznxLANm57vlzkZPEOmqE8sZxAfrGRzLbfxq5IWf1Ev5i3n46gscWyvNMc4zmZGlBOHc5tR5DjEtxQj1lt5bvm4KCO/d9kULHx8NNowZTG1Cx9lPXX6rDvxSWP+9fM2Gp71zZs25bbX7Bc/B5gMjmympGGqFqpZxhf1opzLNiUMNm/etJHN0gZG95+xDgdsYOQ7jv8rNlJ9w/p1pfOfOp85e86nhyGeEHUNrqdt+hhGwG+yed0JdCownQ0flmW6GQxjlD/1jxHvLjjfH7PNK53oof5hVxLtq80O92qqtudHII6K+WmZnrtXeqeXNLuYfrWLWvSzbbOj3F1pcekuzyWqrdVhxAVYQQQWlICOuTnj7mTUyZyVt8s4132W5kvX25XV72nDUo9WnHtRv17obGV/P8TzAGxh0dprXnzvfxdjv86mzNnIdovWYpTZLdtTPYNWj3b2tktL6zzg6w1H0gJUeAGKGNjdMWxsoj6xHNgdM93wycm72bh9YDgc0akEI7EZgZ7Pe363dNSOjKxyB/RNm/d83JzQ/DXCMnfAj61dl203Jzcjxqv+8HD6MtXLORsNv27dmDnmN7uK6j0D8YwQv2gfND1y7LjbiZMfB3o4uOv8Z8dsTvXrN264AzvvMMh8XnkKuWv12mZzrW/fttV148BHF/Orp4G6n7940ZzrK72+jGRnJDwOdhissBHzdDAQdu3Ybm8B5B+mTXVcvHQpn0pm/z0eHXVnrndsPGIfTo3uQd4YWMxQcbgP4dG+mHRVtgiIgAgsRQK6lCzFva46DxqBop2quQ7ajpO9S5qAGuyS3v2qvAgsJgEG0ugUtJh7oHXZ2i+t2SxGCqPEx8bsI6XmFWdEOiE6rphixZ3Q1qCYrz0Cc7kzvQxzjjMdC47pibs45lf4qPTR0ZFsbI3ptJ1dM8i61D86Mprt27vHR3uvsFHfHioHCB9L5QOkG20+9Nt3mCN9mcuHrWFTdclo9fXmyKcuRf9/qR6n9+jq3LlOOnO7MwI9QtSfut978EA5zQwy+/ftzW7esnpbJ8OkfXx1k41+Z7od6lwXqOPePbvcQU96qnv/PXt9ZDvnK5jGlDl1euYWV4GZlF+nr+JwrxNRnAiIgAiIgAjMgkB6BZ5FNomKgAgsIIGinaq5LiBzFSUCIiACIiACg0rAbhh0z9CfO0/7pb/2C47rVs5rHM7VUd9hPY5jnO746gl108fFaO5cYvovTupWjupUmlHvdAp4x0Ca0GadUfOdBDoS0o+bpnlWFlPapHGMbOevGlrVNUa9V9PZZqqbmHIHfXWdE9VyZrdNa5vudG+lo9nh3nm+VvoULwIiIAIiIAIiIAIiIAIiIAIi0G0C8qp0m6j0iYAIdEigH04/ONQIMaI1Nb1dWiqndRHoNYE4Fimneqymae3SyRdTwUQej2Po9gwB+Wq5dVlSuXS9Tpa4sKNVelpmO32hJ+Rn2q6WV5WPdPRFWhoX671aUmbUpVpGs8O9mqptERABERABEZgtgZnvA2arUfIiIALdJlC0UzXXboOVPhHoFQFrrWqwvYIrvSIgAjMQwM+32KegcGpVHVzV7RmqMnTJi71fhg7oPCsUx2mdmnZpyNel18XV6Y64TuVTuXQ99FSXnchEnnay1bSZtkNnLKvyEc+yXVoqN+f1ug6PuriigGJSn2Kr6DGcc+HKKAIiIAIiIAIiIAIi0P8E+mGoWv9TkoUi0EcErNGq3fbR/pApIrC0CCyaq6g47zGn9YmTJ7PL9oFFnGoxkjWc7VftY5FHjx3Lbt9mTuqZR+MO097TpWGY9qbq0tcEak6E7Tq8mh3uC9RnGTbG0m8euYf0P5upyFdiu69xL7pxnFzjYrPoxsgAERABEYCA7vp0HIjAwBBQcx2YXSVDRUAEREAERGBRCSzGPUOUucw+AHnq9Ons2Xe/Oxs353s43VnevXvX4p/LTp8+k61IPkSJnyT+quAiPl2mMsRHCJnqdsSnsiGjpQiIgAhUHO4LAyRG3MfS/fy8ouR/NlORr8R2922KE2P3Nddr5GMHvQr0pjivXhUgvSIgAiLQMYHiXNeum7djXRIUARHoKYGinaq59pSylItAdwmowXaXp7SJgAh0TKBw0XQs3y1BysV/s8Ic7g/cd392+86d7JiNZE/DiRMnsxs3b2YPPvhAxkcZCfhI0r9Uvi696lNJt0NP6IjtdBlpi7HUpWExqKvMpUlgdq2tMoc7zpLZKegEMidITkaXrlzNLl+54r2OSYehqYhypzumkdu9Y1u2yr42yzon3LmEsIG82BIhjY+4bi/jYwfd1os+enOvX79uTFfO6gvDvbBFOkVABJY6gca5damTUP0HlwD3BYT0XqFVbepk6+4rQm66Hh4G89iQScut0zVdxxxjiluuYjFHJcomAnMj0Djeyd987WikNccjWU2rbiNTDSFTjWc7bW9sI1vGWeNg0Ey5jUBdmM8DSp2+dnFqsO3oKG2ICUQ79ufq6aeG2po3tWeTqG5HplJ3cUGuboccLos4J7SUaVNOqWdAV4rbo0WxnvMwzNetG8sO7L8ne/nlV7JtW7dm69evd1/Iy6+8kh24555s/bp1bh9O+ZM2/cy1a9fNj7Qy27VzZ7Zx48byGLhpzvmz585lV69dy+5O3M1GRla5zKZNm8r6MT0NedaNjXl5o6tHs7179mSTk5M+kv7c+fMmO5WNjoxm23dszzYneUslC7SiS8MCgVYxIsCFoHLf2g5Ks8M9nvra5ZhH2h078V2+ei1bZb2OzSfsMDo9VeRX0qmpyWzntq1FqSE3eyPiZvnO+Hg2bnbwhDtiTnwc+b0O1Jvye1HWsWPHs3e/5z3ZA/ffbw73/eVFpNd1kn4REAERaEkgPZW3FFKCCPQngbhf6MS6VJa5RRlVlcaFjrq4SItlyPBASWd6K10h361lh36LbhUnPSLgBOJ4r8PRSRptZLmNdmwnG7o7kYknjJAt23MnD1U9fn6KeuTgmra0IQJLhkC0zdlUOPJMcE21aUZiu6ojjZ+c5NyyohSJc4NH2AUzBtJFHnfAV84TkVYqGZIV7hf64RYfp/eZM2fdCf7IIw9nrxw5mo2OmjN83x4nfcvmcH/66WcyzuM7zBF+69bt7Mmnn84efOABd9IjdPLkqez8hQvZhg3rzdk+kl28eDE7f/5C9uijj2QbzInPvRjT0zCwcXJyytLOZwcPHHD9OOL527F9ux1Ty82pfy1bZs77xXS4u2H6EQERWBQC+LZb3Qo2O9ybrijdt3W5WcHFjnm1ole4VSlxQp+a8itbK7GO46/YyPrj9qrR9RvX7aR7yy+Wq1evzjZt2mi9pPuLV4+6D+DkqVN+MdhvPbFcHKh3Ny/Ck9YhkevsGIUERUAERKC3BDiBK4jAgBIYt475M2fPZhcuXMy2WYf/7l27WtaED3TFa8yMeOL+JvLEHKI4BhmJdePGjYYeayMTNqKK+wIeBrmOX7p0OeOe4dbtW9mUPdzRSb99+zYfcdXN+4bSCLXTEoVWFp4AjhDa2flz57Ot1s727N5dGsGIw1PmDBmfGHcHx9q1az2NtoQD5PyF89mdO+N+P71x44Zs39697mwpFSQrfGDvrDlmlq+wWTS5zbfAgueRu9Zm77lnX7bJRjDSHJgT+Pjx4+Z4uWRtcDJbaW2QUZG00boQ9/SXLl/Ojhw54iMh99sIy5601zoDuhRHPRREYK4EFup4ZwAbI5IvW3vDyXn48CEbWTzS8tn6+vUbdo7JHaYT49YhbqOcGa3MNZ0O7dRRzkc2T9g5B3/BpJ1n1qxZ4+1+y5Ytfm6Its79wZGjRzOu/aOjq/38wehnb0HFMz4jp1+y0dac0zi3RN658u2rfHaiXMxbB441eLL/7rX9/4zN5f7kU0/7fmMqmVUr84GUDEjE3/O693q8vDY8/cwzdp4+6k5x7s/27N2THTiw3+/bYMzx8t9vf7vrwuFOYNT78eMn/F7tvV//+my1jXCftPJxzHMsMeAxAsfnYobF3C+LWW+VLQILT2B6a2vlbMe2Zoe7Xy6mK+hWJbgY+V8HN3Zx6xfL+djAxzVeeOHF7KadeNfaBXT9urzXkoslU9xwQfQLrxc2O4f4TBfRmzdu2kP0pWyvndRbhVY6wFTdeVVZetkX6kanlf2KFwEREIEmAt04cTcp1IYI9JgAx6zd/nC/8OKLL3lh3DOsthFTWcXfHtdhHtCfsAc93pbjlWYezBgJ9Z7nXzDn+k17ELvP9eDEO33mjN9nrF+/zl9F9hFyNoAOJz2B0VHPPPusP8xxj4Jj4IpNw/fMs/ZhMHvAx4nX9VC0UzXXrpOVwhYEou2cNUf7c+953keoX7eOqJHREZs/crcf67QfRhJyb3vXRpruNWd6BD6Ixyv8jCLcuGGD39fjWLlqb88+/NCr8zdJi7YceXirdpk52/nYXu4Vy3weYNoqnWo7d+5wUdoZ7Q2H284dO7JV1p7pBHvKRkXevHXIB+eETpZRF6YteN5tvuDJU/v29fa+vAcNVs8R6Z7Vet8RsAfi49ZxhrOU67I1vmyFtWucpdUQ7ZJr6v++450Z12lGPuNgvXnxlo+KxrHK9Zk3ZAh0htP2eV4fM+c5o525Fzhtzvr7Dt/rz/Dh6H3P889ndLDRWX727LkMJ+5jjz6aO3WLh3Y62K9du5qtPXy4at7Ab+Ob6MEpaFZc4nxFZ8jOHTuzl15+2Tpm95cj1+mYxcezYuUKv/diuhj2NUviGe0+NrbW7+/GrSPmwsVzfg9GRwnHD38RyMMUM/fb8cIxRBoDSDdt3pQdeeVI9txz78m2bN3iI+I5bhYzNKxeTCtUtggsBQK0ts595hWH+8IAwrxOTwqdV6XZ9rjgMkrmhRdf9Jv4QwcPZnv27M5GV1lvuP3jwxpXLtuc8nbRjhAncW68eRDm5BlxIRMn4/RVVi7o3Mzz4E2I8pctt1H9if6qDnSHfspENra5bqOHUTzLTQ+j3UgL3bkuI9kpzCi8V8vZHXu9sqJebz/bVm/xwsSKy8JwXjKl9MvJaMkAV0WrBOZ6TituNri+8uC2fv0Gf5COB/K0mLhG8/DF68mbbIQt6xFwvp08fcr8h7t8LlFG8i639Hvt4XurPZjVBRwCr37Vg/5gF/qRe/qZZ+3DYMd9RF4vpqWrs2XB4+a6z9J86fqCV6CLBQ5LPWZAwghBRpZvNYcJoxPjmOe+m5Glj9oUAdy/Hzl6rEyjbeJk32cDWBhZGOHUqdM+yjGc5+moVWS22yv//FUDDjbus2MKABxsTCnw2Gse9Xbo8gey7HkbsPOSOdA2b9rsUw/EPXjY/KI9YxB27NxujpjcgecRA/KDc+qsjdbst0NvMeyZTZmzkZ3PoZCWk67PR2e38lqTdEfm9q2bS+d1R7pnWxFrqDjDuR7vt/PGORvlftfeAvOO6xYFUgRvxjz4gE25anN687HNC9a+cYafsjfJ9tj1eYOdT2jPL5vjlLaPA5+33vELsP3cc8+5D2G9TTnCiGec+HSec92P0ev/Y059piWJN3R4A+esdQq+9rHXuA8hzhctzBy4aM6ZPQ8dHB/BlbcAj9obB0ztEoF7LqYForM1/DnZXTsezMk+ZvO/rzRHPIHj6MWXXvZz32ab8WCdHSfn7FxoB4Wnc47nLSimnAlnuyfYz37rWOXtipN2/eHagb+I2QziOAi5ri87YNP1MnupMOoTy16WJd0LS2CJ7dM4J9VBbnia61J7FAf/hQq86n3r5q1sl70+dujQQe+VjLL5qAZ/ACJwYqXn88iRYzby/bLHM+0MvdgxAgaZC3ZhZZTNwYMHPD8na3pFSaMcHtZ5aGCusKs2Qo2HB15HOmavqd6zd58/ZFyzkTVPPPmkn5gZufaczcPORz14yODBm7nCzlrP+jHL51PgmO4N9lCPbLzmFPXom+VCXITnWtl+tm2udepGPnHpBkXpKAnogCpRaGVxCMzzENy1a6c/xHNf4H9terTpIN+6ZbPXM72P4JrPlDCTd/PR63ft4Y8HODrO05Dm4WEtRkcRz/0EYe2a1Tba966/wsw2tytFEpvzC83mzE/XfHLP1Y40X7o+H1sWO++w1KMFxziuGUHeFIoHA+5/D9m9NYFRiEzrkoZ9+xqj3bnPxgG3zt4awRnCVEx1IdpZpGEDU1KcNicJnWDRkcUbJXyMj9GM5OEP/QzUQZZ7fxwvhGijOO6YR/jx1z7mThfeau35LuxSAVEHOF6wkfzsAlQXu4JqeqiLq6alMmFeVQ95qmmxTVoqH/pmSq/qTOVJI6R62Q4Z4qMc4gmxnS6JT2UjjfgI1Ti2CWm+PKZ1+WmekGVZFx/lRRpydWURH6Eqm8a3ylvNUy2XjjOcmtvM4U7o+PqUKg5DZlhGW+WNknM2DdWUOVTrQpxjxszZTudZOuhtjz2jMyqdt2pwxBJ40522jbN1/z37y+swH+O8vHOXOehftjZ+xp+9GVxHpxq+AQLXbM4fxBN4Xn/xpZe8UyB9Vo+25kID/uP7uNd1mMXxUSfKVGBMOUSHC8dNXcBvQ2cqo+SZmiYGTeCv4bhOAz6ZCHF8cVzhH2J6Io5J3r6gY5Y3FHmTsWf7vK7CYdwgLqM+sRzEOsjmegLapyWXRXG4l6V3sNI4xXUgHCKWiRMiPZy8JsZJj4doXgFKT4DpOllxtj/x5FN+wdy2bZtfRLkI87oYJ1O+iE1g3tWb5sRn5A2vGvHla15bumGvqL1ic7YxXxtzSo7YPGKcwLGDJX/MuU7gQfzG9Zv+OisX/pPWMcAr5MjywHHs+DF/RZX1LfZAzytPzEF52W6KccrTK98Ic6LUyK41ERABERABERABc27kd4iM+sxD+ztG7iMI3HPguOLh/fjJE9lme90Y5x0BXTjbWXKfwcMc09uFo8+F7KeqixG7J8yht8Ock4ykIlgx3Qu6degeS2maEwFGIVZD3JvH/XKr9HB8MOp0wpxnONjqQsilaYxKxFkWg2kiLRwr5Il8a8y5hoPtxq2bIeZpTEnz3PMv+KhY7smPnTjR8I6Wkj1Y6Xa7tbriPMq5507T1GpOOa2KjLRYki9OUXV5qmmxTb5UPvTNlF4tL5UnjZDqZTtkiI9yiE9DxNfJRlqdfMTV5ZspLc0Tsizr4sOGSEOuXX1SPSHLkpDqasUKuVS/l8s1z55pebYNO7p6faLQJISTu9EJF6UmQskqnWX8cVxjOz6Am+YYxzlOJ8Eqe9udgJ8A5ztvnzGNFCHOQXznjfpxjiGMjDAgbjK7czufq5vp4uhQj7fbX3jxpWy1dZIz8C5CnEdie9CXcbz0Uz1Sxuw73mag45TvcTClL4MrCfhYOPfvNp/QHdvnzLnOW1bsY/Ll39C5bfkbbyym14KoM/dydNDiWOfcyTVip33ng2+S8N0RBREQARFICSyKw302J+v2l9O0Ko31eJ2UiyonUx85Vkz10pCym4ziziCWR+21baaZuf++e7N77FUhLtQX7RW2p59+xj64etwd337SNqP85tQuuocPH/S5Hjn5Ms/jZZuihg+zcpF+8MEHrGf8FX8djdeMeE2Nkz2Bokdtzkou4ty00wNLLytzx3Hxp4cVux969avswX2zX+CPmoP/PS+84F/Ffvihh5KqzIVSkl2rIiACItBNAjoldZOmdC0ggXjQbhRZdUEkKfaAxv0D88E++fRTPqqdznkc5A/YfQQPcQTuD5BhzmrieGAnMHI27jWiXF5Nf96ceMhwv7DHRlAdPnQQcQURGBoCcbw33InTqxadX9UU2lzk51sJL774ss+hu9nuoQlxT1/NF3m45z595nR20O7Juc+OeO7bGcnKR1YZgU/L5+OJdHxxX45zhYB+2iftmVGstGEPxamCxUBdAs1gGNj/2tAiOq2ys4rMncjPJBs6YhnysUzjW62HbHXZiXzIxBIdsR7LVG81Lt1O11M97dbb6U7ztdOd6kjztIqv6qrLEzK+5IDhP8dOVWkPtqOdNqnusKHhbKfN8mHjK9bpvdeuvdEhjp+AazQfQEUuDXR0096Z2pWpRTgH4MhlNDMd5idP2WA5c7gySI+PuV64eCF7r8cfN6f+newVKwufAiPl+fAycgrdJ8BxwZsFLNPA1GMMcHiHTfkTby0xwJH9xkew6aDF5/K0fTtni/lZvCPGR8bbgM27ua8GfRwf4bsJ/X4sHTtmAyev+zHBteri5Uvlt0WQa3UdCh1aioAILB0CzWf/5uvMUFCY6TYgLuC3zDl//fo1/4AG84DhbCcwtyO93syhyk06DncwTVgPJifsmKuLh2heXbp4MZ+Khrxp73roiwdwbsc5YXPiv88ezNO5x3gw548bApztoWuHfdiJaWmYeoaLC739zZcXF9WPCIiACIiACIhAVwi0vjGKByo6z3ds2+6j5OhEv2YfcMRxHtd1PqhKB/xKu08YsbfWmG7m/IXz/jozr6czl3W46JiOhvmmx+0hjzmsL9tD3MWLl7zDvyvVSZUUVWtdw1RY6yLQPQLRduaiMe7bcZAw0IXb9Qfvv99HNUZaO70nTp7yEYx0jKWBj+8xaIYpI0+a0x0HGffaMep9zeo1pThzPlP+448/Vnas8c0m/sX9finc7ZVuNdhwLnZLX7frKX0DQ2BBD6E4bjugE+cDli/Z9K8MXOOZ/tChQ2U7JS3kqirjPOUy9sy+zM4JzAnP1CHP2cdT+aj6Iw8/ZM7V5fax9OezQwcP+ttob/+f//VR9HxYk3LpsHvAzlFDEWxnL+j+bgEt9g2+kEceftin70WUePYXnal8SJuOEDpmecsQvw0j2uPtQr6bw6h0Zh3guNhuHSd8KyDS0XfYppuJ7SjTfTf3HvZZB5jKjGvEvVsOW8fL1vJ6QN6FDv2wXxa6zipPBBaHwPTWFueHOnuaHe5TfXIWrbN0FnFRYU62o/b6Fw+/9E6XgR75iqt6wqZsYdoWpnDhwknAIc6NM3ET1vvt87CWSgBtc7QWMpzcPVT457H5yZ/08qJucuTlNaQtm/NROaHrrvWs8jdiD/GEiMeW1atH7QHARu7bq1Dxep0L6UcEREAEREAERKCnBPwazuNmca1nG8fcoUMHvVxGyjFCnY+dcn3H2c61OjrnXch+mHKGUXCMpmWkO53x6GKqmRjRzsiqZ+2jbc+8+9nsdTZqzq/53FRU7jNCp5YiMOwE4h4aZzdTQN61KWkefeQRd7ZEGgxYJ8TzQKQxby+j2HG2+7cWTC5k+JAezjRGt8d3nPhuEqNUadMxIpYR78dsdON99x22TrSV7njnHMBoeKbYwDbaM3EKIiAC3SZQPG/XqI12TlKs8wzNVC+Mbt9iTtVXPfigO8qZ2o0R7fgKaK90ckeeUM2zNnEhQzyD63j7nDQ60cn7lL0Jz4jpfXv3+jWdcwbXbL75QH6+J8d834yorpYRZWk5NwL4aNJve6DFz+l2mHAOZo71VoF9efDAgabkrfZGggcOM7vXmva9kULaR8hb/n4KrVtGP1kpW0Rg6RGo3A0WZ5cec5jNCWE2slWz6YHkgZcT76nTp7LNNhd6vC7GKJQ0cKPNnG7cKE8V86zHKBWc9X5RLW6ec5vst2PjGjf0cWMfZaMiL8/mwCt67fk6OhfwmCMu7GBU3C17QOcCgq0KIiACItCXBDo+N/al9TJKBFoSiOt0CLDNA3QErt177aGbuUD5ODoOdwIyuRz3HvnHGNfZw/fFSxfL/KkuZHnI5wH+Xe96wke743BnsED1/sULmMtPYXbD+rkoUR4RWDgCtBHu09/5xJM+COY1jz7iTixGGBa30G5MXTslgdGMPlXT7t3TjKYd0H4Z6cgfgbmd+bDetu3byjdOT9hc7czdzJuvR44ccznK5vtOeGje9t9v95GSDz74gKd1/adbDZbzVgEt55U/q6TnM2zPz1j1tYi0WIY8yzozkSNEWmyncayHvpnSQzbyp/LEEaKsfCvXHfFRTqTFMuJDHzrSuDqdaVxdvlQ366lOttM8bEeoi09tCbmqvoiPZehhu2prq7zVPE3l2rHj+dKGF4Ut0jLaPccw6+5st/b7ik0Bs3PXDn8ThusqIfwB+Al4rmaqGaaN4Xk/gn9zhcFx1hFe1R3fVTllc4IzlcxrH3vMs/EW+hqbx32kmA9+3Vj+AU062HG4D3ywnZ4eP/1Qn9jfTbYUB2+eZjaXRtsdVJKW5mEfx/kv3d/IxHbIh1yk5dsN3SGnpQiIwDAS8KtfU8Xyc0161WwkL7jXFjPSE1rDlPq1erPrZdPYqDTzn547f96/Sj4y8qLPtchHTgncSJ86fdrnVuNBdu3Y2uyyXXC5Ib/HRrVwMb58+XJ23vLTCxofZOJh10+8NcZ5/crbJupqBdlP/lpqPm9rnLRZerpb0/hZuyafV4xX0nmVnJFw1OfsubPZLes15yNPPtIN1ZRVY0dDm9ZEQAREQAREQATmQiC9vNI5znRvhHU2vRwP8zjv4gE+9DOKlhAjXHHO0Uke134u2jzYX7h4MeNhHCcfI+MZHbvKPrZOCFl0sT5SfODNE7v1k1auWzqlRwRmScDvg1sdi8lNMu2A6R/5rhIfKXz4sdeUr/ozXUAamMKBNsW9O+2LwOCZ4zbSlHvoGK0e7Yz0VAP33HwU7932hgnt8vChQ4j4vfh++yDirt3JqEl77lq+YrlNV3HUne5MEcVUEwMTrK6cx9whlUIYmArI0MUgwKHCKHEOHD92FsyI4iBlURTM8fvSyy/7dG28MUZHN3EvvPSSfxNt587t2X333uvnC+Jp9wxmY7lx40Ybib7BvtVwIcN5ztzfxDPf9+nTZ3x9h3W4EcK3EEv/hoSVcfDAwfLDnDjax+9M2P1B7uHF18DZZYUN7BuGwGQI/RbS83jVtkizXTotRFqaUI2rbodsNb66HXJaioAIiMCCOty59HAB4iE1vwy13gF+HbVkRnXPJcSJj9e5eD3bXyezm+EzZ89kY+bQ5iaBG3L/EJI9OOPA3mcfPrp06bJ9gOklv9FmhDwXYB5477W5umKkmlmVPxxXbOMCzA0+ywjo5WvZXLQvmfOe18p5rSxkmTcsDcSPmeOfjoLnX3jePubxjM03ttVuHMZ9HjJeneIDTVE/HADVMlN9WhcBERCBBSdQc2O74DaoQBGYJwHuVfiLwAi1dz7xRLZp4yafG5SRbE8+9ZRf18fWjfkD/G2b8o0Hf+4X+AYM13TmduWmh/lBccJPTt21OaJPe4f+I4887Ndz5hnllfddO3e5kxAHIiPkmSuWV5zTDzaGPfNeFrcqaq7zJikF8yBw1+6D03YWquI+mSWBke3PPPOMDUS5mB08eMCXTPfIwBPuhcfsXn6jOc5wqDEPO/kef20+6pT8vOl66+atbPerc2c56XEvTTqBvLTF8+cvZOdsyccQ7z182N+WDXk+lFoXGMAzNXW7/HaDP+j0onF1SWfUHcfjNnsDGMw4pYrTQl0VO47DxFZ66tLq4qKwdmkhU7dslS+NT9frdHQa1y09nZbXSm4udswlD+V7Pjto3HFd6fBqZV9X4q1MvzbzvF0oZPv48RMev8Xm6Ob6yzfPjtobKDjAuXY/99x7/HkZe2nn+AaQpUPugH1AmdHsz9u1moF2jF4/Z99ZuW7XeDrQ+OgmgTaTt5N89DzydOrt29t4Y4Y5wvnGA2/CbLc5w3nbbf36Me+kDx2ubEB/lnGeGFDbZbYIiIAI9I5A6zPjgjrccTwzupzpW7hKcqFML/TVdYDgGG9tfmfIcF6vXTtmI1tO2AdHr3mvNTeVOMOZnzEc6dyo8/DL18evXL3izn7mTD906KDP4RU328vt4szrZYywSQMj04hPe7H5OvkBGw1z7tx5+5r1DZ9Pnjx8KM11JKNg4uaXdJzq3CRwA8FNPx9j2rZ1m9u7ceMGRDzw8M6IeOaRVBABERCBviAQT0F9YYyMEIE5ELCbBK7/8bEsNODwY6q3PcXoVjrA+QgX87DT8c2DPPcJOOl4gOf67Nv2AM4r7bwtRxzzTjNXO9Nh8MBPYITdxg0bsyM2MIDg9wN2n0IH/YH99sYduon31O7+qLl2l6e0zY5AtZ1FbhxhTPcQUz/cNGc531qi84l52E/ax08JtBVGke7bt9cd7rdtLubr1lnFx+6iTSJ31b7ntMumlaCtEdJ77ri/Rw8fOUSGjyHS2YVcpJOP9WpAhrZtDy3u9KPcnjTWasFd2Ibzjm3FvMVd0CcVItBLArQ13iCZsPYWbZgl5wUG9bmPwQxgnQFsTBGDg522bWIWlvk286znV9/8myp8C+IV6/Tmo5k48PmO2v333+fX4DiP5OXlV2IG0d20D2Y+/Or8o6lxjsCn8NCrXmVO91f8jXneprnXRtfjAwmZXvLptW5GuE8/A/a6VOkXAREQgX4nkF8b6qxcZif/8rwZF4JLdlN6/ebtbO+O7t6AoT8vLh4ZrWiufm5BaUZhJzJ5HBe4uKjWVWI2cVx0uRnnBhOHud8Ue0k49nO7sJELs19wrZe7KkM6adgUadhAHCHsRS7sRh9lc0POA3wrHa4g+UEnH06jnFVmS5ALEd4A4HVX0qOsSNNSBERABBaSAA84180pstYclSvsFXsFERhkAnFNj+v80aPH/AH6tY+9ppymgvrhbGcE3aQ50kfNQRjfWEnvAVhnSos7d277PQDO+sY1m3ud/OrOiF0c+3aT4IMCuFfpVWBAw/Ubt8ypOWpOCbXXXnGW3vYEqu0spGkz0YZoK7Ed6b5sPCr4Jm2V6Rifffbd2etf/zofqeo6rH3R0UVo16awhfacdrSFDZ65zU+rerTJMqsk7LhGezVHYDgVZ6WgjTC6FURgrgQa17K5aug8H8dqHK+UWz031MW10h7X9khHL8/cvHUzau0szhXEV+tIeyc+ZEJHLDmPxLkkbKzqCNlBWt626XKYJm/d2tWDZPaSsPWW3WNy7I6tGaApzZbEnlElh41AXBPOX7ri58Nd27aU96t1dV3QYdFxEWwYUriPfVGsNxJtrS6uSaDjjQCDw5u/NNil20rKywq56pys+P7jQsmy7gJbvXCHPGVx857ewLfSkdrFOjpjvna2wz7WCYx8t2+k5xv6FQEREAEREAER6AqB6jWdj6rt2rXTr//ptZj7gbVr1zSVmaaTwDWfB3j+IjRkGvc6jMZbaa+op6Ehl8Z2YV0+ti5AlIr5Eqi2s9BHm0nvo6vbIVd9VGBKiJ3WTuOjhqGj7r691FGsYEvY4+2OpwOzo5MQ+TqR7TeZTuvYb3bLnqVHoO480GlcO1pxnaUzPA0Rn8axPlN753wT55xWOqo6tS0CIiACIjB8BJo9z8NXv7JG5c2kPWDiYOcGPZzssUQ45Lg4ptvVG/rZXjyn6TPlnepI84Z9bpx+REAEREAEREAEFoTAvr17bSq4YlRX4oPLbxca3uu6h38MjGt53H/UXc9LmaJGrXQtSIVViAj0IQFaWtL8ynYV7YkpnWKAS6f32Wk1I0/oS9O0LgIi0L8EuBZ30j8WbTytSbR3vwb7CSb3DkR8KhvrbcszW3xAX6XjMPJqKQIiIAIisDQILBmHe7k7E0d7GVez0u4Ci/hM6VWVdfJ1cdV8cymrTofiREAEREAEREAE5k4g/X5Kc0c9OlMXYH0ZnVzzO5Gp1z6H2MLkmS2fg25lEYEeEager9U2k37UtJrWiUlzydOJXsmIgAj0lkAnznYsaNfG26VVrW9bnp2o0vuEat5B3a6efwe1HrJbBERABBaKQPOknW2vHAtlksoRAREQAREYaAK6Ix/o3SfjRUAERGBQCfgI1UE1fka73Ys3o5QEREAERKAXBKpvGPWiDOmcGwE9es2Nm3KJwKwJ1PrMW7fAZod7MY3KrAtVBhEQAREQAREIAtyRK4iACAwEATXXgdhNMrJDArMZodqhyj4SU2vto50hU0RgyRHApaSzUH/udu2X/twvsmoICdT4zGt98EXVmx3uQ8hDVRIBERABEVhgAq07eRfYEBUnAiIwEwE115kIKV0EREAEREAERKCD2fMEaZEI6F5ukcCr2CVIYHprq/HBl1yaHe7tXPNlFq2IgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAgsBQKMop7ualoKNVcdRUAERGBuBJod7noXZW4UlUsEREAERKBBQNeSBgutiUC/EijaqZprv+4g2SUCIiACIiAC/UNAzvb+2RdVS3QvVyWibRFYOALtxq03O9wXziaVJAIiIAIiMKwEdEc+rHtW9RomAkU7VXMdpp2quoiACIiACIiACCw1ArqXW2p7XPUdFALNDvdl6hsblB0nO0VABESg/whoyGz/7RNZJALtCejOrz0fpYqACIiACIiACNgHU+2GQfcM/XkkaL/0536RVcNIYHprm2oziXuzw3163mEkpDqJgAiIgAj0hIDGV/QEq5SKQC8I6J6vF1SlUwREQAREQAREQAREQAREQASyZoe7gIiACIiACIjAfAnI7z5fgsovAr0nULRTNdfeo1YJIiACIiACIjDoBJinWPcM/bkXtV/6c7/IqmEkUNfa6uLyulcc7q0FhxGV6iQCIiACIiACIiACIiACIiAC/U9Az2n9v49koQgMLwG9GDe8+1Y1EwER6JBAza3YLD6aqtNoh5glJgIiIAIiUBBoTFtWXENioUuKjhER6DsCZbOMdlrMyNpox31nsgwSARFwAtZoo92WDVloREAERKC3BOL+AD+TTj29ZT1X7dovcyWnfCIwSwJxQuww28o6uWW46E3R5ORktnx5ZRB8XQbFiYAIiIAILFkCZa9usRLbsVyyYFRxEehDAjEwI9rnsuIF8djuQ5NlkgiIQBAoGrDaawDRUgREoNcE4nxz13xDsZ77nMLNW7jimxKLODfO1n3T5JEhcywjHVd+U1xRqzKu0Mc2IXV6hUwsKczFE51lWp69tixPKsopxBqLNvFRVlpubkB9nUqlljHyun2WENsu4xuldLkSskX3R+67K1MNTVLvsKORnNvEtjNMyqgySvP4uskiTgj+5Cm3i3Qrvikg0mRTU2qy4YLJdpvVqq3pdqzHsklNlFEsp8lYvCcVlSCdEKzKNF/J0/y3uk1kkbeum6os12TKrFVwifqGUCOytI2oJG8ZT1woj2Uje7lWyhMTegp5t7OQLFUUMp5m62X+Yj2ODbKVaWyEbk9obIceostAYYTIY9tlVMTlEv5bllOTRsYyb5qnWPcs9hN2xJLkWI9lkp125m3P4tL1RMRXmxzukWF01arsytSN7Or1m9na1aNlNauZtS0CIiACIiACQSAuNuMTd+0CNBnRWoqACPQhgfzZZ1k2cfduxkO0ggiIQP8SoL0utwe+iYlJGxBV90DZv7bLMhEQgcEnwD3+5N3JbHR0lVcG/1PDi1VZzxMr6WwWXq/qkuzhEYs0jyt+yrjwmiGerCMW27Gsi0vT0nTWm0JFd5nWKt4EUt3leiFfbpeKmlciPdTHtktFZHOWHFcjbfnyZdnkVL4dPr2GTQ25Ji1lOUl6GdckOX2jKpduJ+rKjJEeyzKhulKXuSpTbFd1pduxHssmFVFGsayTqcal2+V66Anl1e0Z4ks9JudZW+WfSQ/pNXlL/ZEWy9BXWXpyKlOsT4tKIsoyMCHkk/QowqOq8cl25A35cpnIRFxLWRNol0b+GnVN7CN/LD1PkSmJ49np1p3xbP3a1Ui0DU0O95BcPTqSja0ZzS5fu5GNm7KVNsrd/PeWzA1eLEO6sWSUVOMWMF/L4xr5Yrt52dCRr4WW1mXlcnnl899G/0e6VpWbKi0M3TMt0RAlRO2jPqSltjYk89g0LV1P87EeoVFOQy9pER86Qj5fBstGbMgTE3mIYz3S2KP5ekgg3ZBnPc2TSkU8MoSGznw7jWvEhO7cXuLDntCd6o31WIaevKz8Fw0NHQ0OdXlCLvTkZUae6jKXilKa87TiEjqa05vz5jLEVevczuawPV2io5FnetmRzrJRViNHxJHeCA09jbjGWiN3o2ziCGFbvpVLRlyUFbJVGbTladPbZ8hybgl9EZcv6/PkFoSdzfVqtiO0NMsQ26mOsCvqmWvM87OexzfrDxsiT3NZ1bzNtsRWlJuXMV1/6A57YllXVrONua6Qz88VKefQEBL5sjinWOKEOdwb8tib779YNuerbtVpj7i6ZeQPHlHvqmzIYUXslZQl6aRESOsd8XVlIF9fZqO+UWLdslEea9U8je08tVFWyEb+tC5RTponjWvkaa5zxEc9YzuWUc/Ynm5DIyV0VPNU7WhsV+uap0T+6XJV+ZRNbgd5CKGD9VxPmjdfJy1Cen2MvEihie2GLXmOKIethny+HvlyycZvyBGT52/ob8SFjtCb2l2Xr5FeZ2NaJrlNxv432ms1T1gb8VGXKgPSc2ui3TfsCB0NiYhplsl1kxY6Qq6xzO3I8+WSjTTWch2NfVQvk+cJFrntzZzTckIuzxW1jK3G9vQ8jfpVy6jaFelpfK4vLyetVyOmmVPI1y1TvXn+0BJbea68rg2+Dam6snKrYn9FueSZvt5gESXGMmRZElLeeVqzPWk68mn+SIs40iM0xzXsiXiWDW0NO/L42J6eL3KxjPJZnx4aeUmLchtypBMarPOYXCu/tm0idGg3jvEos6ov1+UK/SfkIiZNj7TQEcv2QzNBAABAAElEQVRUNmQiLl3WyZMeeSI9X+YcIn8uk8exHrKRznaE0Md2KtfJepqnId+wpaob+YhryBObl80ytRcZQp6nWW8n+X3vJhpCVzWvixQ/kRbLXEdYHbY0WCFXDdX7nKgTcqEp8sV2lJNvN/YdeXJb6uLy1LiXD1mWDb1s5TpCE2lp+bl+Fyt/0rhUFoE8LbWnsZ7Kpjoa+coifCVkUp0khP2hL801c1p7e6JMdFbX83Ly2OA0c3nNelJbc025PcRPPzZw4q5aucJnQLjjnX5RbqqnG+u90tsN2xZbRx0b21e2b+6MT+T7ZpzZKerkFtv2uvLDzljWyShuMAkM4z7N6zQxMWF+8uvZihXLs/Vja/Pdkzjjq/trmfVWknNamLToK6bo+o1bPvKpVmhaLkWIgAiIgAgsaQLDeH1d0jtUlR9qAmqvQ717VbkhI6D2OmQ7VNURgQEj4A4h/xkww5eKuWnHzFKps+rZbQK61WhPlLdJ1oyOZps2rMtWrljRXthSWzrcIyfD5Vv45ENEy1YEenW09kpvq3p0Gt+vdmF/P9vWKd9eyIlLL6hKpwiIwGIR0DltscjPvdy57rM0X7o+d0sWP+ew1KMVyV7Urxc6W9mv+IUjsBj7dTZlzka2W9QWo8xu2Z7qGbR6tLO3XVpaZ613TkBMW7MaNjZRn1i2rrlSBo3AEO9T3gRaaW/7dBpmdLh3qkhyIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIrCUCdTO4V4HhE6KplDTa+EvsYQgGxbKF1sK+diOpQtZmm/7DxusWCjy5Butfwvp/OPBiEVEZEGPBdQWq3kEv1FGLCMl2UZdTLxT6ghFUVax3ZxukRbh+VO9rEe+iGdZ1RFp08rK9UbytGXIkxDlEJcaUsR7VMiHbChM8yRpnidkWEZ+VgDQFJdvlr+JnlKuGhf5W8VbelMxYWcUUtlGTf6Whq3l/3OTC3NDPF26KiIsNJWVR+Xx9luING17ecRUE12qxU8UHsmV7dAZS8Rq1yv53AYECZZGXfxYLuOKyFyiSWcR1VikulFSgCntIN1CE6+mPHm6F4Kc/RVZIqppO9LIlcqGkNeFxAhJWaV8EVduI1soLlkQZwJNMiEXkSyrcWxHvCdWfqIChUyoimyR3LSd2Et8077yCH6sWFOW5vc4+2mOK5SRmIakDJdPxMLGwmTPFckuW9WTblumyF9GF5kj3pehsBSqrLRLL4yI+jfpRU2aN9ZjmRRT2kEcGxEK4FX9JEdZzWUUykNHshnFsizzpJGWx3W6QFFAUk5ZXl1+4tJQ6Ai706RpZTcl2kaSl6QwpymfxdfqJgMh0cFqk+0uMLefJj2hONFfm56cm8KudB9HnlhiGesE3/2sWESaThShjEts8YSi/qUQK4VMVTccIzlfa/yW+lOBiCzyxabninKLNOKa0l2o+KnanKaxXqOrKpLqTtcjb3qMNKWHolY2xInOMtXmq+R3GbfXftjgp9J2w6Y8PRTYslJPzx7RYV+x9HKSrKxOi2uTJ2RjWVHV2HSb7McBxrIoDKkkKjJN04kOi4z4WIZ83dJlyGehuu+IS9sD22VIyiLOVRRxLtNq3YUtMQqrM5K4IkRyaue0/Ylscvx41rT8QpcbWaO7jCcPIQqtW68kI+IhzRtxNctWqlPRVIZ4367TXxdHBuJDSSyJZz0NkZ+4urRqXJq3g/W06KpNnhblF+WU8mE/ZbBf7VgpRFxNqSuxocxrca3WXbzQPU2mpsxEfZNO4j0/ecIYi0h1klIbkvJJT1WEfEO3xYTSZYmBBROXT6Jb5ichlbP1OM14nsT2KC43zFKJ6CCU+RLZNK52PdosearlYC/RFu+rFftr5UNHKosO+yvUodJDxMUy4tPltDSzlzmyU3tcJiIw1kJTHFt5dGlElX2Zx3NP/3F9RXSr9em5LCYqXZiQ4k7TmvKSJ+wtEsoyQ0EZkcgmZZEtFSnUlIt2aSHkMpRXMI14XyZllboqdufxlchCSZmnup3oLcsLFekyEkNRuoy0mmWIlUmpTkuclh6CIec7DSkLBZuWeXIp/3WZUgd5i0RLKLSVUZGtzBMRLEM4jUvWPU+yXbcaMtP1h4GxLHJHmZVoTy3iQmddeRFXylT1sE0wgVImj4nokg3phMiSb7X4jXJCOM2cFmTr6WaTtmhvERk62A79kWbLOj2RJcxw8WreZHuajshoCdPSUObp9pO005DzZZIe8c02mAAf+CXRQpMMEeQv0tKy2sk1iYcOlkXCtPRGUl5EsR1FexXIX4S07NAVaTMtNcJ9JkJKFwEREAEREAEREAEREAEREAEREAEREAEREAEREAEREIEOCPAZYwUREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREIF5EpDDfZ4AlV0EREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEICCHu44DERABERABERABERABERABERABERABERABERABERABEegCATncuwBRKkRABERABERABERABERABERABERABERABERABERABERADncdAyIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiLQBQJyuHcBolSIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgBzuOgZEQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREoAsE5HDvAkSpEAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAE53HUMiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiEAXCMjh3gWIUiECIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACcrjrGBABERABERABERABERABERABERABERABERABERABERCBLhCQw70LEKVCBERABERABERABERABERABERABERABERABERABERABORw1zEgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAl0gIId7FyBKhQiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAjI4a5jQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAS6QEAO9y5AlAoREAEREAEREAEREAEREAEREAEREAEREAEREAEREAERkMNdx4AIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIdIGAHO5dgCgVIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiCHu44BERABERABERABERABERABERABERABERABERABERABEegCATncuwBRKkRABERABERABERABERABERABERABERABERABERABERADncdAyIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiLQBQJyuHcBolSIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgBzuOgZEQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREoAsE5HDvAkSpEAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAE53HUMiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiEAXCMjh3gWIUiECIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACcrjrGBABERABERABERABERABERABERABERABERABERABERCBLhCQw70LEKVCBERABERABERABERABERABERABERABERABERABERABORw1zEgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAl0gIId7FyBKhQiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAjI4a5jQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAS6QEAO9y5AlAoREAEREAEREAEREAEREAEREAEREAEREAEREAEREAERkMNdx4AIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIdIGAHO5dgCgVIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiCHu44BERABERABERABERABERABERABERABERABERABERABEegCATncuwBRKkRABERABERABERABERABERABERABERABERABERABERADncdAyIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiLQBQJyuHcBolSIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgBzuOgZEQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREoAsE5HDvAkSpEAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAE53Ht5DEz1SHmv9M7X3H61i3r1s23z5T6f/OIyH3rKKwIi0G8EdE7rtz0ysz1z3WdpvnR95hL7V2JY6tGKcC/q1wudrexX/MIRWIz9OpsyZyPbLWqLUWa3bE/1DFo92tnbLi2ts9Y7JyCmrVkNG5uoTyxb11wpg0Zgqe3TNvVdNmVh0Paf7BUBERABERABERABERABERABERABERABERABERABERCBfiOgEe79tkdkjwiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIwEASkMN9IHebjBYBERABERABERABERABERABERABERABERABERABEeg3AnK499sekT0iIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIDSUAO94HcbTJaBERABERABERABERABERABERABERABERABERABESg3wjI4d5ve0T2iIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIDCQBOdwHcrfJaBEQAREQAREQAREQAREQAREQAREQAREQAREQAREQgX4jIId7v+0R2SMCIiACIiACIiACIiACIiACIiACIiACIiACIiACIjCQBORwH8jdJqNFQAREQAREQAREQAREQAREQAREQAREQAREQAREQAT6jYAc7v22R2SPCIiACIiACIiACIiACIiACIiACIiACIiACIiACIjAQBKQw30gd5uMFgEREAEREAEREAEREAEREAEREAEREAEREAEREAER6DcCcrj32x6RPSIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAgNJQA73gdxtMloEREAEREAEREAEREAEREAEREAEREAEREAEREAERKDfCKzsN4NkjwiIgAiIgAiIgAiIgAj0C4GpqanclGW2KFbrbFu2bFkWsuV6mod1QhsduUDlN9VBUnU7xIv4suyIr1smOprkLX6Z/Yt6tCurSa6ujIhLyoqomZalTe3ytktrU0Cpuyozg74y3wxyVbW+neQp9aSCpBPi2Khu56n1v4nueoEOYlvpaBXfSqXJtzsu6upeFxfqPQ0owYWE1KYW6610pvHpepTnyxY6p6UVmabpmSk/+dL6sE0eQjU+j239m5Q1zY66XIk8yWWeSnxT1mpasl3mTzKkcel6035L5GtXkzJq0zuILMtOdDXFoQPeSTpRpQwbRajGVbddrKIn8sayLk8Zl+aN9ViiIFlvykNaTR2IJk+7tugy1Z+knLRMV2fXN4XhJFBe74ezeqqVCPSEAOfiTsIya2CzvbR3oreUaaW+UwNLRQO+knJYjLqn5QfKxbAjyu7VslrP+dYx9KV6WsWlMr2qn/QOH4G642mharmYZS9UHfutnGFgTh26db4bBh79dozJHhEQAREQAREQAREQAREQAREQgd4Q6PR5uGcOdz1Et9mx0RPdRmShkianJr33u1vOk4Wyu9NydBx2Skpyi0Gg0xN1t21brHK7XQ/pW1gCOm4WlrdK6w8Cd+/eze7cuZNNTtr9UoejWeZq+bC3sV7Urxc657r/lK97BBZjv86mzNnIdovKYpTZLdtTPYNWj3b2tktL6zzo61z7Vq1ala1cqckRBn1f1tl/9erV7NatW3VJihtAAnGvyvmJP4XuElixYkW2fv36bGRkxPkG71al9MThnl58JiYmsvHxcX9QwThO1EvtZM1D2o0bN5zB6Ohoxt9CBx4Y0/1C+eyPCNW0iG+3TBvwTAdaOz3dSsMe6hm2LF++vFyfa/3+9V//NeMY/uAP/mDXdfv27ezv/u7vsj179mSvfe1rS9MpNy2vTNCKCBQEor3E8RnH5BNPPJG9/PLL2Yd92IdlY2Nj09pptwFGuadPn87+5V/+JXuf93mf7J577um43Go9um3fMOoL5lwL/+Ef/iHbuHFj9r7v+74DVdWow8mTJ/24+aAP+qBs586dHR83aWVDF+fWf/u3f3MdnGMVRKDfCHDNv3bt2oI42/ut7rJHBERABERABCAQ9208p6xZs0ZQhoQAPqrjx49nFy9ezCZxzMo5O/B7lraKX4oQvteBr1SfVYC2stL8qPv27fNn+pnM63o3ZZyQr1+/nv3nf/5nhjOJv7Nnz2b79u7LDhw8kB04cCB785vfnK1bt648gc9k6CCmBwse1j7zMz8z+/M///Psr//6r7OP/MiP9Ic3HLS9DFE+Tp4/+qM/ynCU0DvN9urVq7Ndu3Zlhw4dyl71qld5fMinNtXFRXo4DmN7sZZh47vf/e7sr/7qr/zkwmg0ep6o38MPP5zt3r2742Mt9HGyghudJR/wAR/gHUU3b97MvvM7vzP7si/7stLhzrH9S7/0S9nHfdzHZa9+9as7LmexeKncxSFQbS9xnL3zne/MPvdzPzc7ceKEO9x7bV2Ue+rUqexTPuVT3AE8G4d7Uz366G2dXnPrhn7OS9/93d/tHXjv/d7v7Z10sT+6ob+XOsJOOmo+7dM+LXv729/uDvf5lMm16Fd/9VezVSOrnAm6opz56FVeEegGATqEGPXFfRP3q+kghW7olw4REAEREAERGAQCMXiQayLXQkZ2Kgw+Ae7pz507n23ZujUbNd+QT/w/nw9JOJL0QwBVRu3SqrLz2Y5yYtlOV51MGudfQkiopGnt9M6U1g09zTrwLY6P38nOm29qYnzCfX3hA5vJGqV3ToDn+ZMnT2WvvPJKdv/993snZLvn16463KOg5557LvuZn/mZ7Ed/9Efd8i/+4i/OHnnkEX9w+cd//Ed3PNObFg53hCJvup46dkjnjxDxaZ6Ir8qFrGe07D6Fir0WFfEhn26zHtvkq5NJneVpOvmqrx0Th0OLEXzVC1SaN8pqVT7pqV0hn9pCXDXgOP7Lv/xLdwq//vWvzzZv3pz9zd/8TSn2B3/wB9knf/Inl7pTmyivuk1G4q5cuZIdPXrUR+wfPny4aYR3NU8wqdpfGtGFFWz5+q//+uybvumb3BH0v//7v9mXfumXZm9605uyn/iJn8iwEbvChrAxiiY+0iJurfXkpw/ZpO/du7dpP9K59HM/93PZB37QB0a2JmZEUhahroxIi2XYwPZM+xaZyOcFVMpoxT3yhf7QEcs6O0MX5SCXyoS+OhsiLnTHsl09O9EXetNlXT7S07KQiXpH3sg3mzqledDDdpo/1U08oweuXrua7dq5yx04kc45gbclwsbg3EqX7XErLM9dJxN6q8uwlyUhyovjm+2QSfNWy6ADik6mbdu2TRuRX81fzZvqTdejzsSFfbGPZtIZ6VGfyI+uuvJDPtJZEleVTeVCNspgu1Woy5fK7tixo2l0UMhXyyePp1X2N/FhB+npNuut9AVj8kY+z1zkYb3OhpCJZRwvsX9SvWFXyLIMe1iv0899QHpd9Nvaol6pnWne0DlTXJQfZbNUEIFOCdDBznG+YcOGss11mldyIiACIiACIjAsBLgWcr9GRzTPAel927DUcanUg3to7p9xGvI8t92eSzZv2ZJNMio6/LcsCTxmRBzbsV5NJ62VbLt8+WNMQ+9sZHtlw2z0LpTsTJyc/TJrn+PZHXsz05+TbIfwjMb6hO3bMBXECnMnQNththJ8u889l/tE9u/f31Zh1xzu0Xjp+cTRjsP9cz7nc7Jv/MZvdGdSPJRzkn7qqad89DGWxQMzywjpehpXja9uhw1pfMTFcvmyfFQ52wRkU/lYD/mZZOrSwxFBGicfRlrDIw0h06r8kA07wq6Ij2Wr+EhniQxOdsL/913flX3Yh35o9tJLL2W/8zu/k33v936v2/bGN77Rp0lhP2Fbqpf12E7tYfT353/+53t+encIrbhGfV2oRz+MQiN8wRd8gY9qZ/2zPuuzsg/8wA/MPuMzPsMd7sRFSOsVcdXllPGASRrowIh6sn8PHjyYvfDCC6VIsIolCel6KWgrwbNOplWeND8ydXKhN7jHNnljPfLFdp0NaVmhq06ulR2Rv10ZYUdVthof6a2WUUZdvjStmp6moTvdrsqmZZOWpsd65A/ZiP/t3/5tH03+G7/+G54v4pFn2oII4dCM7ViGXivVDqiI7XxJeVEmudL9yTb6iUtliCeQFun/8R//kX34h394duzYMXe4I08aoVqGR3bwk9pSLb+dTsqtplfzh0yYUZUnPvKEbCwjPvJGfGzXLev0ky8C55M4zxKX1j3VH+t1+7tMM/bVUFd+tZxqvdLt0F3VG9ve4WMbyBFaHa+eaD+t7Il09KTnWPSHPbEMWZZhXzWtrpyQTfNrXQQ6JYBjgeObY0vHUqfUJCcCIiACIjBsBOIayLM2ndEKg08Afwb3OevMTxX3OtV768Gv5dKpAc+LdJo0njjzZ6Z47pz+xLh02HS7ppwPmSJ97dq1HX37oCsO9zgJUxnmt8a5jKcfZ/vjjz/udYyHcnpHY+7acDrQu8Zcwox65xVz5oVlXuH77ruvfMhhNPVb3/rW7MyZMz5iGSfF3//93/uo0X337Ms+4sM/wp0/TJvC6G0g4Gil9yHKQQdOYkY6M0UI4dKlSxnzdL/nPe9xxwfT3XzIh3xIOR8PvX/YRjpz1m6xHsC//du/9Z5dRoVjh8+F/M9m/4nj3uu71V7LYWoR6hkXJqY6YSQ00wg88MADpU0xjzJ2UxZzgyNz7733ljLw+Yu/+AvX9REf8RFe53//93/3eUV5c4C6wDfdD1655CccGiN2oWQ6GexjOonvMgc8nSTYRqA+OOPf9ra3ZUw5QRojMg8dOuTlkBddsP+zP/szL/d//ud/sp/6qZ/y9Mcee8z1cALHMUfnCjp279mdvf/7vX928ODBtnZ65vn+JGcajiHmV2JanwjBiddA2LccF9SL/fXQQw+FWO2SvPyVwc5eHEMc97w9wPFDYBol3vT42I/9WJ8q5J/+6Z/82Oa4fvTRR10m7MDZCqtnn33W+XOccTPDiH1G50fb8UzFT+TF6Unec+fOeQrHO8c9I/IuX77sxyqdIa95zWtKu7mYvvjii9k73vGO7KM/+qN9tC379L/+6788jvTXve51Xp8oExv/9E//1DsyOB7Y93TifMzHfIzPE8a0KO9617vc7hixjQ5C2Ioj7W3/9bYMWdo5dtJOn3zyyeyj/s9HZRs2bihlOQb/+Z//2Y8d2itvh3BSC11hVywjnv3MeYJzCXEPPvhg9n7v937eE8k2Ojk2aeMc65EPfuyj93qv9/JjFL3sP84NdBLSZrGX4yTyvOOd78iOHT3mzmf2N23yUz71U7K9e/a6DDpgSbumXKaTYpT7r/7ar7qej/qoj/Jz3d3Ju24f+5mOG2R5E+cN7/uG8niMMuGGnUyfBGeOFWxrFyJv1If2+IY3vMHZk490Ajywj+PpyJEjHs8+hj3TT1GXZ555xjvqOE/9/u//vncmkk47I3Cc8BYT9cC+SAsbXKj4iTj4cM7mvM/+4vzK8f/xH//xfmwydQnHCB/zQSfHVXw/AZtof+R//LWPZ3v27vFODdoObbHuuOFcTh3JR7vg3MaxT/s9aOenuF4wxQ/tmvMDb7XQyUDnadid1iVdp+6cVzhu2I8f8P4fkMV5ETlucKkH9eY8yzmSOd0/zObw3759e7k/om4cDxzPbHN+4jxFfuzgusI1iWsG6QSODdo2xzhMCdSJNsv0WrQn6kXbgw820CZpX3HNbFvH4vSHDXDmWnDnzrjZ9ursjW94Y7Z8RaNdUTb777//+7/dBu4HOPbCVtIpKw2kEUcdeEuJY4o6YhvHHemcv7juMD0b7Ai0fY4dZNiXHM/Ictyzz9/8pjdbg0xL0roIiIAIiIAIiIAIiIAILE0CTffgdu/dfEe+NJkMcq3Zf9MedYrnQ3soalStVrCR7AdCIp6nJJmS1SSXPdTZVuTj+S4tk8QpSyzTQzbJVOZJZdP1pLQyWyU9jY/CyjjLn66X6pLIZLVW1mzkuTpCUxuKyMoyH+5diZzrJg4RHoIJn/7pn146gjAKY9K/cGrwMPw1X/M12Sd90if5x9P4eOBnf/Zn+3zYf/8Pf+8PzOjjYfqHf/iHsy/5ki9xxxXThiD31V/91dknfPwnZG/547cg5s7J7/2e7/E0nCppwKH5eZ/3eaVzGWf3t3/7t7vTEIcDToFP+IRP8BH60XuLU+Qtb3lL9uVf/uU+Fc73fd/3+cj9X//1X/cH+gsXLmTf8R3f4Y42HA84s/7v//2/7pzEsUfAYfCVX/mVno8HfwLOAJxXX/VVX+WO7/80hw91Z653HE04bJAh4ATDbkZuM0r2821UOX/U/UPMqRLMXXiGn9R5+/zzz7s0Thimh4jwG7/xG77/6ASgfkzLgmMDDgScGLDEUYOj58grR7LvMeY4hQi379z26WtwkOCUw3n3OZ/9Oa4HJzf50wPVMxU/HCOk1f11ckCjBodPBDpocErjyCKgg/JxsGEfxwiccZLBgXn2SZ9NgBGdFziBIqCfODpKvvZrv9bL+9mf/dnskz7xk3y/I0c5HF9MR8N+PH/+vDsVf/qnf9r503GFg5VQrXvY+Gu/9mvu8EIGtjjAeXOBgHOYqYR+/ud/vvyYLPlw+DHnPPsTpxmBPOznmzduuvOe/YrjNAJ2Up/f+93f8zmo0Ym9BBh/8zd/sy/RjRMQhxdOaAJlYj95cRZiJwHbafvMB335ymWPQxbHPR0BnBvIxzRBP/mTP+ksQpcLFz+xT8OOH/uxH3OunI++4iu+Ivv+7/9+P3+Ql2MexynHNiGOQ9o+HWjBg/2HHMcu7Zg3JX7xF3+x5Ehe8nzrt35r9nu/93s+jRGO03FzPBLS/UUZsOI8QPuLYzL2LSdzHIp/8Zd/4W0avf/vx/+fHxPBCtvZBz/+4z+efdu3fZszxbGKIxde1TI9orCDvNQHZzaOaxytf/iHf+hvt+CcTG3FEcu+xWaOa94M+cEf/MHynMn5jfMRjlzqBJ/4qj0O5h/5kR9xvZTJOZVzGWWyHazDtljChfPqL/zCL3j90MH+oV3S6fd1X/d1Xhb7gU4fnLacOyNgD8fQW/7kLX6NoN3grKWzig7WOD6Q55xFfjot4MAHTLmWfOqnfqqff5GhXI499jnOYuQ4v/3AD/yAc6AuKTPyxHacw9FP3Msvveznn0hnSbukM4w2+C3f8i1eFzgz7RXXHfTzx/mUcwf7g7rD/gu/8Aszju+QY3/RaRodphwjv/u7v+v7Lb0ucN3hGxNcR9kPv/Irv+Llc+xybXr66af9moku9ntdHaknIepCHWEHo3/8x7d6h+vv/8Hvu37yE/74j//Yrx3Xrl7zjgvepOIcGwFdIRtx2Md1jo4Kji/aDOcx7iniWMdG9hltLgLH2Sd+4if6uSKOSdoY5xmup3HPFfJaisBsCFirnI24ZEVABERABERABERgAAjgYbTA80e+lm/OsD6MslHlTurWC9lOyk1lwgZftkpg9/qf/cSSFXsGm/6HrAs1ZEu5RI/nL2Q9vSafRTX0s+4RDb2lDUWalxvrIYuN6Xqx3WRjpJMXYWRCLo1L16syebZG/lS2WHfV/Mwh2APvvIM9ILsOcwhMmWPYzTHnicdFWlpIxCH/Dd/wDS5vDpcpc0LYDB6TU3/yJ3/icfZwPmVOTM9qzgfXbSMbp8xhMWVO4SlzikzZByxd1hx+U+a4cVlzOHjcF33RF03Zg7nH2YP3lDmqpmyE+BTlEsyJ53LmUPJtcxhNmXPP48zZ6HHIUoY5Y6dsBOCUOdOnzJnjZSNgDlWXN2fGlDmJPI+Nlp2ykX9T5iTxbeplzjyXM2ekx5mTaMocHR73kz/1k1PmCJkyZ+WUORo8zkY7TtkoX5c1Z4nX+UM/9EPdDhvFN2UO7zJ/2I9wsE3XzflQ1sucUVPmdJr6zd/8zSkb3Tllzqcpc/B5OZEXruak9jh+bI53t8k6A6bQRbBRn1M/9EM/5PHmIJs6c/rMlDmBPM1GZHq8dQpMmcPM4yjPDs8pc/SUNkZ5LmA/Nho0Vme1DD3mPPMy2HfY/9a3vnXKnGZT9kHKKXNyljqto2XKRppPmROtPGZIDBvNmeey5ryasg6ZKY4tjh8C++1Nb37T1C//8i/7Nj/sJ+pGvSP81m/9lseZA2jKHF8ebQ4hjyMtAjaS1xxKETXFsW4fZfXjPZhGHUuhYsUcsuU+Ier/Z+89wO04rjvPQn7AQ845R4IAmEkwgjlJlCxblr71fDIl7Xg+27vfOKzDjmxLmrFHsndty94Zr/dzGs3MesdjjRwUKIo5gREkAYIgSOScc3wIxJ7f6f73rduv733vgQABElXAu1V96tSpU6er+97+1+lTtih1xjzaz5h3rnOYV7XLZ74oYRv6tMUGJ73xxut+rHkA0cDAMzfddNMZ8wJ2Hs63gfln7M2LM9/97nfPGMDndD4oGzBWHBsQe8ZAyjN/+qd/6nOaCgP0vA/OvxIybQNJp2u+ca0YUHrGFifE5tca+pq3q9NiW6jMtaOxx7qoXwMWvS11yNJ1CBH9f9buWxYKy3m4Z3Bd/O3/WztPBvR5O+SR6BeZyDLQ9AznAZr0caacT2Xkc5/gPkMSr64v5ir3FhLXILJtwcqP+eC6hyZbQcN+tmhR2FkyqVN57769ZxbZvYN7rO5J3Cs1R3Wvow3zRuecY93fpBc0bIcemzZu4rBI5kF9xt5g8vkr4m/8xm+c4U/Xj3SiXmXmgQHJfo/je4M5oMR9kXupEtcufTM/1J7rzxZyzgwePNi/F7hnM76vfOUrZ2zh5wz3YxLz0hZR/DsHuSRk2GKTy9T1y3ywfUfcts5kH5o3Btw6SX2rXrkB/C5L3zvQ0UX86Mb3EmPg/lO+PxqA7KKwl4X7OmNvw9SN3xZOvK0tljmf7nmaE4yVew7ybeHOefhgrjLHkcs9Rd+bv/7rv+5zFx597zLXSVxTcdKxrgXm3fK3lvucwp66ljkfpJXvrnQ9Fi9e7Md80Affozon2Bo59jZcwcN1jv5cF0rwcU+0BXG/frDjfffd598n4uE3Ae1uu+224hqxt8POGKBfXFc6D2qT8mSBZhbgOtb98Gx/nzSTn+qSBZIFkgWSBZIFPgoW0O8nfu/x2yqlj64FdC55HuXZf9+Bg2eOtZ04c+TY8TNHDec5Sm5/R6Ky6DGPl3PeuJ521FXVx3Jjnpg3Lsdy68rSUf2T5/p6e+muvIE+MW9Vv26LSIb6kI18PJEuslkjuaqP5TbiVR/t6ivGmfG0ndlv53LT5i3+3MO5zfDI04YVtfnzaJudZ55Lsz+VyeNyVX2ZxrHaNCt31K6j+riP88Hb0djjsdV0OW42JJmjnWOylHVdUS6nmiuwPal+0GQduRcecvDiI1mHnscfotmDeTCQ06se+tRDxcZUeMHiqUuIBnmEw4R8PBfxdsW7nVAZeOKS8Gizh3AvEy6FV+/xSKUPkgES7nlOXHnC2uCd6V5vVkdIBgN53AOPUC4kPBVJ6MofnnR4I+JxiFepYpYji4Q3Il54vGJPSBnCmMSeezaxnY8xkPCu/7M/+zP3vL7t1ts8HA6elXiS41mLt/zSZUuLNozPwBX3AKUeb1WFcTAQxfmafahfPJGxGfbDBoS3IEQDY0RfcsZGCAUDRdzbUa/sI199MW6NvW/fvmHY8GF+zhmnASyuCuE5CKljgFrx2j9e0zpPsb7ev62rMk5siYdr/Ed4B/TROOK2KiODhDcqnrWLzGt8koWV+JNv/YnbWW3xvMbjl3AveDRrTHi8k5a+mdld8pzY5KPgi6a6aAZCFWGV8AomnALeqiQDsHyOoweenyR0xOuYc4LnbjyHnCH6oA9CN7FxAx6v2I5zRQgi9UHIDP7wNlYiRMWtt9xazJ+XX868n1v7t7qNac/5J5yK/bBSM/dMN9DL3wIh/ES2gHjGQ1EQyoaEDnjZEvqI8yz99SYB1zUJ/QjPofA6TrQPPJfxgOUaZvx4gyOD61LerZJJG9kZPrxtCWOFLtiWxLUNHY9ubMt1yTEbBeuaNDA1fPvb3w733HOPt2F+EMpi+ozpPv+xB17OJLxoSejAvOHNELzoOQ/QYt3EJx3hp4yNSJqPqsdzXaFH2FGc0B+EPSFhL7y7bfHI+8DzmzrGx/WGjuUkuQaKhqft3mEApXsLowfzHk/vOGEz+mUOcQ75Y26RZKu4fLwtGwc05h9vNvAWDrK5XtGPMUDftbu9frQjYTPuRbxFZKCwfw+gO3+ttmkx54yE3dCdEEEGwNr0yy442r/88svu6c19jfsSOtA351ZzAS9uPMLpA7nIoq3moM7HWntTBW975iDfC9yHuI8xd3mzB71oJ/uim8raNIU3WxgTCV1UTzvuhwa6+5sbCvmi6webk/i+sgUDfwOL8WsMzA++g7ApSSGwdH2TI+vrX/+6v6FigKHPHa557jHMY8aJ/fAGt8UQn7vIku7SFVqzxFyce/nc0KN7D7cnb4iQbLHI8xcXv+i5LYT4fQV7EJqINyEYnxL9qU90Q1fuk4RcIjH3ud/QH28s8DYS59gWpf07F3nca/C05y047K17Bd/b2ExzSP2o75QnC3TaAtH3e6fbJMZkgWSBZIFkgWSBZIFkgYvYAjhGVzlHd0Qr19vPeccGukW/l6JiYQG1I4/LYhBNx+QxrVFZ/HF9/qjoVWW6dHO9S31IVrNc7e3RLusGQk6M+2pUluyzrfd2Ff1Jbi2XplD09ByXM8Uzrkb1Gpq4svZ8kmiVSbEyz3XQ7MP/Cg4v5Nwq05ZU/+ntoeayxJHR2/NSj4ysRkcZLf6s1Yu3SmLWoppXmmZ9dPYzQ5E6y90BH69+C0AApOBBmQd8jAXQUE6AOABlABut/VqLasANwBKSHsyRrYflGChy4M/4qAOwJgFCASYAsABMAPzyME4SsAkghGwexnlI/0V7rb63gUvEviYBtJDQW3LhBagRMAOdmNyEMAAsAmwaOGBg+MpvfcXDb2gMrnc+fNmBcZOIRQxgrcTYBXwQ3oOkNrNnzy5ihCNTIKDs4rx1tyRv7h8aA2OdPHlyMO9jj+m7b+++ggk59AVIBbjHa/0sSqCPQEz1BQAkO5ADXgHOkQO4MHbzqgyERwFg0nkCsCRmdTmp7/W20MF8ACQ+dNgWUGy2Yx/OJQsehADiHIi/LIdjzgX9EwICwLhPSwYaSnf0IWlRiLmlY0BXgYPYTG2cwT78XNSuwIycn1tduhCxCXIFpEFDFjJlN0AigCHAdead6rEtdtQ5o205wYsuzCOAceQArgFGCYSjDdcjQBWLOwCGzBkPS/TFh31hCF3Qg/AkX/7Slx245TwCWpFY5AB8Z1oB0lGmX9nF7WF8AFsAv4Rswb6A1uZp6jLoAxDT3tAo5rrGJoBRd0juGyRAceRgQ64JxgUA3yhJDotdJMmnDFhvq7wuD/CPewP7Hvzar/2aLy4R2xoQlsUZEgs+JMI9YRtkyR4CwKnnPHHuCAdD0jnxg4oP2Uq5WE6dPuX3IWLjK3HvjOXRF+eXhSIW5ajr3au3h+IhXBK20b1XMpRLZ8132UbAv14gxNZcLyyOYC97ayVs276tuN4kT/orhw7oid1YIOW8U6d5fvTI0dB2PFtwjMckeeSMFzBW3xfQkAE/9wzmFnOAOcG9wPvmOsyvPfh138RWjKXcF4sUJBZ6SLKDFhN0/bJ4QCJ8D3OE+w1zkEUYvj/ihQhnjD649gjJBfA/b/688NXf+aqfL32vwEp75qS+S9BDtpIozXXNLdmCeUjoK8JQAWAznx+28GIsOBBCBzsxJ1mUYOH0D/7gD1w24WriMDzSAfn0jQ7YqzNJfLomuJ9jb+mqxR/NO64tvk/hl81ZcI6TZDIPuBexmCz5auP3IWtEmCX2LuG70zz0/buMucwiBwvV9MXCPGGpiO2PfaSbz5u441ROFuikBdLc6aShEluyQLJAskCywMfOAnpW+NgNLA3o7C0g/MMeHwDZe/Vk7yTDQPLHie5WPnXawgRT35leYKKt8mZtxKO8q7zWrpc9+6DvaVPQXniuKZnr30gk1YyNa0LPLz2N0N3+EHPaxlyX0JHUgdyMKfqkXVfbRM3riwjKFJE61Dcqq22jetEzqd1Czx4ZBqt2ynm2xh613rMateeoqgytuz1bkp+251Ts3N1Olj+vGo3NYZWq2lNXRa+idZVX/XYlP6eAOw/I8vzGG5sYuOUYwT4oZrclPcAAoqgMHaPy4E0SUAtNPICRSmWgAjqAoYB1gD/+eBDH+1WgDGAHYAWAMoA5oDxyu9nFcvrUaQcjkUWfAmKkkwAA6hmzhR/w9ni444GH1yCelMToFUhQvmAEfgEU6GJVf4oDDYhRTtLB9eokQCK55ID2bLQIWAPQaKEFgoVHCVOmTPGuAFiJ48vbARYCw+MKA4IDUsqmsTzK2EPnhhy7ArDyNgEgr9s1P+eMqV9f844uJdkUoBzARsdiw0aAcVqcUH+qJxcNMIZFF843CyIAVMT+l0zlsnsMOAG2Aa6ROO+S6YQGH1U/QmgH8Kfzpabqk2P0wFOTOQCv9MJG/FXNbdohA/nY6Wtf+5qD4sRfB4CycC8+7lgnPEUBDnn7gvERVxkgjkSf9MV5ApTDuxmdkU8//VuzNziQBy96klRPGYCW9rw98YUvfMHHxJslMS82FShOG9lBttZdUR7VbMLLXEVf+oVfABztywl9SLKZbETO/ON6k325R3FfAqQE5GauW3gkB0CRoTmGlzPXRayD9IOPhGz1mVGaf0qHmAvbIieeK7F94eUYe3Iu8YTHbhxr3AKRdRzLl61FQ1/Oea/e2Ty3UAlexTjZZ4B4/tzDHjagErBbewKofVWOPIBr3ixhsYRzLV24jgYNzDa2rBo/8jS++LxBZzHpLnuj53d/7/d8QZPzyP28yuayX9xHzIeOcZIdNK90zag98flZmInPP3bXnNX4kEkZ3ZkffO8BevMWBfsesPBHHHrqND50pX/1pfkv/UTXuVM76rGtNldFd4Bl3hRjsYt79aJFixywZtESkB1ZLCTGi3/oy0IPSeNQ7sROfMS2hV3Xu+Yinu/chy10ket7os3mhH2/MhZdY1V9MiZkq0420PnVNTh/wXzXksU+FsbuMI933tBgYZz9KVigYf6yBwSy6uzdifEllmSBZIFkgWSBZIFkgWSBZIFkgY+9BewxOkfn8kIOkRbu6jBAI6lsuf2m72G/sfl9v+tQW9h+oC2s33ciDOjTI0wa0ieMG9o39LbHr5OnhalUyC1AskiuFUFian1xrPq4XEWL6+MyQjM9ThkyvnLboXD81Pthouk4vH8ve06w/mws2TiVx+29uY2nezhhvCetbZ+eyOwWNu/Pxj6ktVeYMqyv9RLrDg9sMc0JOS0u57x17eP6uBzzooUl159C+5T37pKphb+KRl1Mj3tRG3go8+yM49W27TtssSGzrfObHr179XT8pX9/c6q2Oi1qSIbzlfrK5GaYx87de/yZd7g5U/br19ee9Q6H/eZU1atnL8NphziWgVx0zdrV9OY4HkNcH5cb65C1r+KF1tV0TgB3HmZ5KAaIAMwlERYCYO9nH/7Z0Lel5sFNHQ/mgB94/QEK4J2Ld6TAcICbt5dnm6EBjHkbO5l6AFcOPS47Y/5B2BRt0AiYxsZpeG0L6EauPFqZLApNE8tQWUBMo74YC+35Y/yEEbHY2T6uAnDPhQk8kCcur8/juaoEcLB23Vo/jEO5QCj3Xz6Gx0FivwQ4ap8Aj0iEl8AjH7Adb0k2fmVxA4ACAJJNCAGpWZgQUMU1XCvbapYB4CTAe+kCkALgLTre6go948T8AzuojejoDtgSb+Cquq7k8txl405AUxZEmGdaMBg2NPOCxtYkjYNjzoftK+B0CynvefzRSG94NE9i/vIYqROYxvwHJMeTmj+FPQAYZ8GG86/5EsuUDoSP4A0CFjemTJniLMwrPNF79KyBi1xXAKFspkifbLYLECY5XAtcG3jBDxkyJO6qVrZzXx6LjtlAGI9eQFpoyGXeME7xMCe++tWv+tsTAOnMIzxg8ciNk94KwcMX4E7gXcwTlyWf6xognTdXSLIxumAnbEDIHBIg+2/+xm9634CXHHMelBSq6eChgx3qoP7VtmluNowXF+O2lONj5MTHzFFsyCIZtu3sNYUcgZvMC5IA4107szAv2IjEPZhFk6effrp4O0Fv4ui6h0/8sjE09LGY/76IwTVcvnepXTwmaI0SfACkXL+/bAtn6EUCdOU+Rd9x/9RJNvqprJz6yZMnk7kHNfMMO9AHCy8k8eoa6Owc9MZRe+Qwx3kbhz55w4TFR32XqS/158elezaAOvdO7gUk2Z9zSKg1Foil5xS79rkHs3CMTELkYAM24AZ4xrOfe70Wr9Vv1f2Kvtrf9aC2T5pH0g2wn6RreOKkif62E/1VzQdntg/qpRNzh3nOwiHXCvczydcm39iUxNtk3Mvg5R7IAiuJ+yhe7rqf6Y0f9eFM6SNZoIsWiO8rXWya2JMFkgWSBZIFkgU+0hboCF/4SA8uKV9YwB5VHUviYcB+nmfPBCrzgGC0jAfGzOsY8PmZd/aEP3hpR3hul4Ub9YbG3NozfGv+0PC5a0aHYQZE4+1OyuaSF43VjowV0Xwim+aAtyTqqYzrMwWQQsraUFK3MT0bQyaAFohlAeBI2+nwlSc2h0d2HAs/fGhyuGfO0NBm4zAUw3nUo+SS0yFe7NttYeG7b+wKN04eEK6cbI6Ktpjw/RV7wr/+x03hl24ZEb7xyak2ANg1HkpZ+4xqutqh9M2qMh0B5aHTINM9KiPE6rzay5l8NxVETxlNR+SwKlWVq2jwi648pnnZKnr06BaOHT8ZHnv62dBmmAq/lTMHrEyhoUMGh3mXzQ4zp00NPQ2Ap17y0FtHaK0hsHhz/ERbeOq5F8LqtRvCl/7F5+yZr3/Ybm9HP/7084YTDg2fuPcu86rv6d7v8Me6uT28FzubEmoM6reO11tmH1X1jXjrhEUyGhWr/f8bcXeCjmcfAC4Jz7JvfuObFj/4afc2w9uOEC8AEbw2DkCGZy4Jz0pCkQBy4Bn4zLPPBOJFC7zt3i3zxIW36sFZD+XUk3iFHE9DQiMA6D/44IMFqA7IAkCH9yHpj/74j9wbnfi8gAboCLClByz1p5w21JHwkEdfwtMQVoGkV+onTpjox3wI1BVIBChAyAISiwEABniX46kICGkbyXkcW+rVL559Ksd0yYTWKIlHdgKswb6AMN/85jd9vLQViALQgx6AlYSfIe22lSbFMEaeAB+8ULHD3r17HAQjdAiLHXgps9hhm4Z6GADOBbGyBTrKhi7cPrjUoHF+yKv+xNss1xix1U9+5ifD5z73Ofe6FRh75VVXOgAFIAPoiHcxAA2evIBceMWTaM84ZTvROJd150G3iOiipr68cAANQCluqwUq24zX5x0LILZZovfPudBYnFD6kP0IAQQQiUcnABsJG5OwJWAXgB+AN+fys5/9rOug9pwvPHnxeiekC4syhBbBXpLDjYVrJtbdO8jvTlw38ANgs9gECAagfsy890ksdrDowWIGi3GA/3gQAwZCV5o2dZqHeMKTm/nC4gkgI4CiQoKIlxx9GAcAJQtdgG6Ek0APFu7YM4A3TVgQwOMWe5BuWHhDsM2DPZY2b28AhsoeLEZ8zd4cuOXmW/zeIR24PrfvyMKSIIO+db1w3FHCy5s3fxgHX0byCEaOvHZjGQDlmnvk3K+4zpi3LNJxnlgk4pxxvmQLyeCYxBse3Ee5zxDKA17OEW80TJkypRi3bMO1j+0A2zWfFB4EeQrPwT0LO3P9cE2wFwFv+LDHBvdx6ce84ByW9UOWEu01VtF0PgghwhjRiXuzbR7r8tvsyzhOGq9oHLNgIzrXNotChF7hWmeRiTmITRmT+ACMWXRkznAPZBzoj8117tSH5/k1gP34jmO8zBn+aEvS/V9l+tL4nCH/kA2YjywyEOsdj35sjLynbTEEj3G82nVvYIGIa4hwYQD9XO/IJ7QPc4VQK5x/jY+u6Ed9xf1Tjm5j5So/VjvbANXnE7rxncf3PoubAty5t9kmwX4tcQ7Rn7nHHOR6VkKexgJtkXnow889gu9U5hj3OL5LeHtCC5NcH3juM4+RyVwmsb8JC922mbePW6Ga4vE7Y/pIFkgWSBZIFkgWSBZIFkgWSBZIFnAL5I80/jDQrlx6QOAxE7Dzxyt2h0/+YGNYe+Rk+DcGsP/5bWPDr102OCwwMPaXXtoV/uqFLe5Jzu/wHsbfx0LP9LQ6HjgcaDV6b6NBhwcQtpfV+7ExQWvpFdWbYoQX6ZPTKJPQl2LvvC3guMZAGXm93SM9Yxxs7UNv08WeQ4pkDWjf0quH/2U6gPvZs5zRj558P/yHZ7eEf/3jrQHXxh7m7U7dnBH9wm/eMjIsnDAgII3wOrXxMNRsvHXjzztFZ3hbTBfswGikt7NAIOW51xVlK6g+ZvJy7aNOXnxQVa6iIapE5zyJxHNuL/ubNGFcWHD5ZWHu7Jlhwrgx/vz87AsvhWVvWzhYFM0b8AzM3KENHus9zVFU5x6pPc0xc6o5bl1zxbzQYvgniedFcJfsmTrD6HAwjeUiH7k9DIzX86o3lqLKIXZUblofV3oPTT+iGdaUr8NKNxIzzhLgHsALHt+EJ7n9jtv9FXc8zfCsBuAF/CIBigPQAMTyoAzwAdgM2MCfwB1OjGIr84CvpDLgkAAMgCxOBptg8rAOAMdGo4ByJHQlATICuuBFB7ABIDNlyhTXEZBYYxLYBGCgpL4AggAweV0fz1PAAgB+QPhZs2c5O7zEHSZJX4BXxv6tb33LgWli+qIfMWmJVc7YFfdXQBjjEEiHLEAgUgGKWtknnVNrH/QvgEP9U4sHOOEpSHi0E6OYBRM268OLEjDjwQcedDt98YtfdK9rPKUVV5/zyxgAdO6w1/n/+I+/5aAKbw7gbfmlL3/JN+9D5uTJk30+0F88Bu88+sDmXCDkVX8Ra7uixqbQA/Qz2FbWANkYD4AygA/niUUf6mfOmukgMOeNsEN4a+utBPrn3MdvIGBLADABaSih8ah/aNQD0GqeQOM8AgCrLccAYegGTWAxtmbTUcCmGKhDBgm9SACpn//8533O4V3MdcXGhYBvjJmwLrrZwEti7Nok0gn2ASAFWAZoBdBH+AvOK3bQua4at4/NVAEI5m0W5hNzgsU0QG7s/dcGXDI2Qj0AFHKNMccB6wg/w0IY14v0ZPWTa/Eb3/iGy4IHL1YWL+ijWQJIZZGHPR6I449nMfHO6VdvN8h22B1wksTcVWJMXJv0SbglwlN86Utf8o1RuT4ff+xxsfq4nnj8ibpzXFRWFJhj2Ih+Wezi3kHiOuZ+E88VytwzNFfgA1glfA97I1x9zdU+X7hGmQPyVodPibEih3PK4h6LLcRJB4QGtKYdc0ShReD7mi00YDfunQ8//LDPT950wY7Ejycxf5irzFHuoSzCkZhjgNfYmwW3X/rlX3Jwm3BDAPCkeIxOyD94sya+j8EHCAvozZ4DbKKJTBZ2mKt8K9qNwQAAQABJREFUr/zNX/9NLMLvPTGB64dFKPXJghF6My8BY7EJsc45v1zjMejL/RCwmuuK7zM2KuV7AhBY92PJ1c8N7A1Az3XDdxge5iwos2hBWyWuj3is0HXv0L0EGt8rgMxcz79ge4xgC2zJBsDoTUIHFj4n2/2VJDplzidJ309+kH9wb9J3gujqW/dP0cs536lKujaYB9wrua+yiCu9+H7DrujHNcX1zBzU9yG2BKyP77EA9iziMl9ZxPmVX/4VfxuN3w8A7pxH6aoQdsxF7jEkFhw0duYNSefKD9JHssBZWEDfHWfRNDVJFkgWSBZIFkgWSBZIFrg4LWDP8vbfE3n2B6KU+R1TisvOaJAfcbs37DkW/ugV25ewV7fwjZvsOfKTM8K/umV8+PefmRV+9bpR9oDzfvitVbZX3M6jDmTvNlD+vV3Hwq7DtlddN+RaqEzzfF+/93hYvfuYhZ6xsKdG33rwRHjX+E7Zc85J8zxfsf1oeGfHUS/3NRf140ZbmdOOmYc5YDg6WvOw+cAJ7+PoCQvX6310C4fMo32Vyd+838Jbeq/1eCvgK7yMaZO1X7blUFi66aDLMfG+AIDsdXvbwmqTEQb1DFsOnQzbTU+88a+cNCj83KKJYdGc4Q7Kr8vHw9gYD88hyN9z1Paq2nXUx58By1Zn9LV7joe3thw2+RZq2vQjbA1t0FX6qlQ7P1lNPd3Pzgf7oIMuJGc3XdH38jmzw6Kbbwx33nZz+OR9d4drr7rCnwPfeW9V2GHPezwTGpvZuac/t2/bsTNsNUfEnbt2W4gec+Dz+ixqyrzL5oSbF14fBthb9MRxd1wjn5OEwz1oTod7bC9KPOtZUEGuGcsd9Hbv22t7QR6ujaIrYxKv8pqUqNS0MuLLit3MOKh3zpJPDps4JAA8HsLxhMSDGGAAMILN/QDSBazygA/4xB8P8+PGjwsjR4x0cFDyoAOqA0wAvinUBHJ5WAckQy4ApdoAkNOGh3P6i19rFw968sAP+ED/gGrEIAeYRF/aIgPgC3q8AMCJB8AFPCFnQYB2jJEHfj2gaXzkyEQOQAPjZzx4TeIVSb3sg/eeeOgbWyIP/RQaAL3ol2NAjEYJOfSBh+iQodb/oMGFjbCfwDCADOTgNQsohM2nTJniQAYADd6bLAIAmmJvErYHBEMOgCDehxo3dqHdlq1bQp/efVwO7Th/MbjVSO+u0jUXAJA5D/E5BjjG1oAyjJOE7fDmxfbMHWzP+VGiPXYjpx3j0rnk/MiDnXnG3AFU0yIJ40Y+MuUFTf/wcb5oG+sHL/bi/MIPKA0NAJl+Y1700zH257zgIc2iDfoTeoH5AqisOY/ejAW7Y5/Y/pJF/9iCeYw9kIWeyOY6wIbYVeNWO/QB2KSedgLB8CAn1AgAsxYOsBXzjeuXOsBTvPq18KU5j63QBU9X5gzXE7bl2qlK0kV6qh2hZHTuxKP22AN9WCyrsgfXi3TgnCEHe8bnGFAX3TQ+yW6Uc/55k4dzTBgb5HLv4VwjX9cV54vzQD1zIk6cc+q4/plf2IS5p3kW88Zjpg12we7MFfg5Z5xPjQnwn/nE2AE+0Ym5BKjOgqjuM1xrjIOcRYT4vDAe6YdtsVkj/dCVc4ad0UfypTc585l66phbzBHmFjoDwnKfop5+uD+rLfd1xqNrUHRybMc5Qy8WMViQWbpsaZg/b77rw3yQXnhXcw0iR3NQ97jY1pS5hvjOQx/mFnamnRaUJJOxcq1IDu2wm+5dug6YB9yj0IF7DvbknJA0Hsq0RQZ9aQ5hF+Yb7ZArfnRg7tO3gGlkYCvsIh3ETx1Jx8w/FmqwPdcy54frmfnCORCfcuY29mAczDX+uLcwtxvpQn/cQxk39mTcjI02kguP7r30j1zV0ZbvMdlDdNqklCzQWQswv7l243nd2baJL1kgWSBZIFkgWeDjYgH9juK3IrgEv7lS+mhaQOeS84gDzHR7s7svziyAmiCWnnL0EiTaE3TRsmeC3uYF/revbg9feHJL+BfjW8P/9VMzw8A+3UObgex4nx84/n5424Dr8YNbwuDWHk77uyU7whdf2BH+8w0jws8sHOd9Ajb/9mN4yJ8K//RT08LYYf3C7/9wbfjfVx0MP7x9bHhh7cHwe+8eDCNNxlfmDA73XDYs/PVL28L/sfpQmNi3R/iXUweEL99k+OKAXmGHAfl/+NSm8IfrDoc3Pj05LDAg/ITFWn9u9f5w9483hd+e0j989cGpYf+xU+EXv7sm/N3OY+HRByeFu2cPDYcNlP/Rsp3hz5fuCU/uyZyLpvXvGf5X6/MLCw3Xs+fHh7+zOry1ry2MNU/559veD784sTX87iemhR9bSJ3PPbc9/On8IeFz144Ov//4xvBHGw6Hp++bEBZOM2zJ2h46cTr8yTObw79772B45M5x4b55Izzm/d+/tj385bsHwrKDp8LsAT3Cz1t/P311LQyPPa5Zqrd/fC6oBbznuY79sg4dMvzNnoF5hhxpz5o8N1L2c9tITPk0N+sy56VPnpePHj0Wvvu9H/rzOED7lMmTwqmTp3yvOJ7THn386bB+0+Zwq4HnVy6Y545+6zdsDG8uX2HPr/sMaD9l88/i/Y8ZHa4xgJ4wNIcPHwkvvPRq2GYYxP133RHGjR0dVq5aHZ56dnEYMXxouOfOReHtd94Nb771drjaZC6YN9fGb86ttjqyZOmysGLle2H+3Dnh6isXtB97J8ZWmLsBLyZo6dPbcRXGCEai64om5XTOAXc6oEOSwAQ/aPDRTLlmdQ3EFeTOtO2KnoXgLhQa6SC68iqRqlMe81TR4vrOlqvkVNGq5MFHanSOOyunSvaHQWukXyP6udZJ/QBsAmAJRKMfPL7xrAaExgO8UZKMuL6KFtc3Kjdrd7Z1cV8A6ACgMcDHQg0erMSvxyNdqVl/4qnKm7VrVoescn35uKq/c0Hraj9d5a8aWyO9q2R3lVbF36i/juhnI6tZG+pYPGBxQItuxOn/+te+7uAu+yEI0EW3Rve2jvSuqu9Ir7gv8Sr/oPKq2ndEa9R3I7rklevLx+IjP5u6uE1cbiavzBfrkMrJAs0sEAPuzfhSXbJAskCyQLJAssDH2gI89huglQD3j/5Z1u9iAe4zDHBvacHR83R2kn2I+QlvMFxk9DHA/c+f2hh+8YWd4avXDA+/ftdEC7NioYGZKFZPuJXe5mBkB+G0garHT50J//mlreEXfrQl/MXdY8KXb5/o8c/xeP9X/7AmvHDoRNj05Tlh/PDW8DvfeTf8u5UHw6yBvcIXpg8KEy3/v9/cExYfNx0NzP/Vcf3CZSP7hv+yYl94evvx8F/vGRd+5sZxYYtt2vo7P1gX/vqdA+G1h2eEq6YOMQ/6M+FxA8Q/8Z114VfmDAh/8NlZ4YAB7r8QAe6A+E9aaJw7/3JVmDWhJfzbG0bZYsCZ8Ddv7Q2Pmfzvf2piuPvyEeEPDUj/Z1sA2Gvg+e0j+oabLI77py1G/XdsIeFLPzJA/9rh4eufnBb+0/Obw5ce2xp+86qh4Sv3Tg6ttonsiq2Hw+X/9b1wx6Be4S9+ckYYb5vK/oenN4VfNft9flK/8IkZg8Mrmw6HPzXd//DmkeHnzWMekB/7+cVXdy5iWlYGcG5zwP2QAe472wHuyIDHRVpu/71c0OhF9XG5AS96CXD/BwPc206cDHfcelOYPGmC9Z3tvUkfryx5I7z02uvhhmuvCjddf517un/nn37gHu1Xz59nz+UDLVb7+rBuw6Zw9RXzw43XX+MhiR994umwwYD6z3/mU2Hi+HEOuD/93GIH5B964N6w0eoeMTAfAP7+u+/0OO8HDx4O3/vRj92R8f677wgTrB2LDXVjj8ZWOd6o3oqFTeAluf0s7wrgfk42TfXeow+BB77pJCdJGrqS2SsH8vijjotWFz9iVI7bQcfrjwRddXFb0cSjOh3H9aKRu1yfTJkly/1LTtwv7Uiqoyz5vsrkkzo/M1ZXpTv8al+0NVvE/cQ86iPmLesKT1XqqH/aqF9kKlEmfj5jKlJ0TmNe6qVbrLdozmttkXc+EvL50zjiPjT+8ryLeShLV9FpV5ZXplX1K5r6K8vTMZ6fxJHGWxRvAbxUiUkMjRjMJI1JbZSjF3VxKtPi8bgNGti/3A6Z6lcyyuOGR3XSQ22oI3GMDRRugoWF8ePG2430mMfRJgQNYYrEizzpEstSWf15g9JHo3bMt6p2yJR+5fpGsqCLN25fUqXhIW3iFPfTaK6oP9qJP5bBtdnsmlJ7nb+6tqYP9fprpJ/aNOODh/pYhsrlsUmeculGe6UqWXE9fOKhH8pxPbSYzhcucex5G4MwLdTh3b5kyRIPgyOwXTLi9vQVy+K4KpXbiEcyOS6Plbq4nXjLdNrChy3FA42k9nV1NtV45Q7eMj86kOLzIhlV/M5sH9TBp0Q5lh2X4RF/zKeyeNGRr5dYF7Ur96M2kk1etic0+ij3Az2lZIFkgWSBZIFkgWSBZIFkga5ZgGcN+zXZtUaJ+yNsgebnmt/jpwyQPnTUwjzbb+6BLUSYsN/9FtqDfU7tAcB+n5+xN1HbPCxMT+hG83jpvdlHSvJ5hg2hn3mM9/P45RmdGOg8G3xu2qDwa/fbW9nGtObQqbDYNiv9ubH9wu88NMO86Xva28o9wtNb7U1gA9qPnrSQ0sZH/Hdis9Mf0vgjdnoRrx2CJdQkwYdn9LQRreGln58T+rf2DnPHDggsP+wyL/bHNm8N+w622eJBj/DwzRPCugNrwl+8sz/8fz8xLVw12QB9cypk3MFA9V42Dp4/bps9PFxuCwRPbD4SHt5/PMwY1RpeXHfAEPHT4cFpw8PUka1h5dYD4VfNm37hiD7hf7t7crh6/MBwg4XoefvQe+H3TT6LAHPH9A/HbVymYinFBJUtVzHi5ryUU74XbUa2euSX+dQsO59lCY2PsWeRrMzCC894eMKz/1r/VltcuPcODysDIE4ilMyWbds9DAwe7/AD5hPfvTwo5APoj7MIA+PGjLKQNDv8jevBgwY6mE8ombHm2T961MgCf/VOGnxUjb0B61mTzwvgLm188ukgz33yxyfC6GVa3YmK2scP5CKX24pO3qwu5ivLLfffTE5VXdUXUrkP9V9uX+672TjKbSWzKu9s/+pPMqRP1ZjKvGqjvKyfZKn+XOfl/mL5VePvjD5V7cq0qn6raOijttyMSYRvYCNRwi4BShMSg5jVxKsmlItAI2eu+KgaQxWNpuq7QoyTyu3Kx83ai1d5uQ9eySeuNeEnCPdAWBPicBMjm3AQ5XEiJ5YVl8uy4+OutCvzxnIol+vLOpTry+2rjssyqvpRu0b2LstodG1KjvIqee1kle7N0k8ylJfbiV7mb8YXt6nSrbOy6KOqnzKdEDKf+cxn/PVJPN156+LTn/60x3TnzYtzMQfLfcZjVLlqrI3alekcV6Uyn/MYa6OFmK7oUO4v1iEul/l0XNat3MZ1rBhWzBeXJVf5BxmLZKQ8WSBZIFkgWSBZIFkgWSBZoNoCnX3WqG6dqB8/C5h3s4GiLRZP3R7CwmHz+M4g7NoPehZpehhw3mpg9GkDtNsMgHf0I0J24YZmzu/haAaNuKmcxYgLxvUP3c+cDkctPM2QvgZbnjDa6H5hgMWMP2Me+eMtjEww2bgR5b5E5mzEgX1k/12eaO9nGjjNPwp1z4RJtvHpkAEtYdW2Q+E/PrU+vGhg+SYD8kO/HuEEHaCU9ele59aum4XotM79+dH15cP+M9bRA3v7YsFvv7rLYsFbiMshLeGJ1Qa4Gyh/ywwLMWMab7B48Og+xED6tzcdCKu2HDQb2X57tmCwc0dbOHjY4s2b7UxkFY5u1IoEc1XKhbieVh+zeTknqN5FiMaBynkukvgzMp84PFGbJZyqTlsce848uBaptV+rhzvdtWt3eO2NpQ60792339+G4Fnc27soyplMb1jIZTHnfcOSLIy3haHZtGVb2Lh5S5g0cULYbs/3x44dD1MnT/TQsfQt68V6qawc+R2Va/WFIq5WZz7OK+DeGQUST7LApWgBAUjERAdc568qia+q7qNAk/7ElWYzU/7KqQx0luvTcbLAubAAc5F9JvirSpqrVXWJliyQLJAskCyQLJAskCyQLJAscClaAMAsge4f1zNfoM5g5w6uAilSBmT02pzuFnB6N/dM79/f9vQzwHiDbfZ5ysDjPubNzManLRb2Ze/R0+G/v7oljLMY7tdOHRSGG+9poZZ5Tj+EbgG69r7pgL7crZq9WA1MN96szrgBoK2eePNscEqeJZyvrGQsyORDUPUZQN+8P1iyDvLPnBnnnWUbD4TffGxTeGTL0XCvhaz5pIWymX2wd3j21d22uJA1QxdvYp3h4Y9nvEvKBLsOjKevecPfPWtI+O2Xd4VV24+ER80b/zED2L84sX+YMdL2ozKeQ6D4Np7DFmP+n947EA7YAsNAW7+YbaFmBl/e0z3DeUvAfPXrxqZxZifGujcVXCf7RI1cFSvVUq5lToiP4nKNv1aK68vlGpf6xMwZaG6bxfboad7/p3xzU+4d/fq1+F4BewxcX/zyq2HNug22N9qAMN1ivg80R8yVq9e4QGTRU8OUd0Y/UyZNtJjty82Zc6+B7bvCrt17zIO+1fZ9y/ZJa48xlcdQaG7dqayeG/GqvvN5Atw7b6vEmSxwXizAzaAqfdwAwEtlnFXnMtEuDgvUzcHoe/Tjdq1dHNZOWiQLJAskC9RboO4eXF9lD5Tlh50SQycP4z46knm+eDupamJLFkgWSBZIFkgWuOAWaPTtG9MBuuuO7TlqwfgBYWjrrrDY4rA/t2Z/eMDinLeaV/spwzZetOP/5bmdIQzsGd40kHn0oD6hhVAxltoAqu07v5cB00fNO/49C7Uy1oQLEVE//CxQWUYqH4tO4x7mHU54GjzcwbPxEGcD171HCH1TcNbJ7G6dAJL/j2W7wyMbj4T/546x4V/eOtGA/W7hvyzeHIJtAtsDRSzxaSJdfh8bS3cLe9LtfWKE1xKseGBPsTE/PGNA+N6mo+HNfSfDnmPvh5+YMzS0tvTw/sYNssUKA9mHmNf7/2kbr04Z1jccOn4qbLUQND1tHEP79bRFDAaRyUb9vOhDKcpWyNcnagw1dSpKallR1RVSZE8VeZu8dy9bLLAFDGjbt292D/aBA/qHEcOG+QLOZvNGX/HuqjD/stlh0c03mre7vVWwdl14652VZttsfkheM3VYjCBKwqQJ48JO85Zf9rZtwrp3n4HwEyye+4Aijny9jK6MvSu89b2UjxLgXrZIOk4W+JAt0NED4Yesznnr7lIZ53kzYBL8gS1QNwfP3ffoB9YrCUgWSBZIFrgULFB3Dy4NWOB3M55Sk+JQbSF0tj1tYt7ycSE8L8S85bp0nCyQLJAskCyQLPDRtIDBm/EzkZWrANyYhXECBi+YMCD83pXDw88/uTX822e3hj0W63zi0Jaw0Tze/2rpXkPAQ/j9uUPCTIthDrA9CZDZ0svbjoYF6/aHgRaS5r+9tiN0M+B5DHHXvTaPuW7Aefy963HYjVaL/w74bS0M+AbHx4t9iIHUYwg9Y6j446v2h/4D+oQ9Fhbm75abLn0tLrjRvQ/76G2gdjf7A0DHc33bYQPl+1iscVsMONB2MqzcfDB8+63dIQzo6RFqQJDp29ubrq9tPhzOWAz56Qas+zqCyQKYR+cT5rU+sn+vcLd5yf+nZ7eFXhZz/PaRLeGy8f19Y1nWG6YN7xfuNto/7TwWPrVyd+g3f2RYal72Dz++Kcwb3Cf8x/snhUHDWkxWBj8zVKWoWIwn16z+XFqD3Cff84LH6UjLJEle1hN0lbIWuQbOrRq4SBwDsBNzfcOmTR6HnQWHI0ePhjVrN9jxkXDtVQvChHFjQ9vJE74hKjHb+c1FvPaDBpYvX7HSZNjiRTTIbrlMdKQPqngTIQPlWSQ5bWFqejvAvn7jprBl6zY/j+PGjgl9LLLCcYsXD6/0jcdYP2rGULOM95WPy7KShWqWoa6zKQHunbVU4ksWSBZIFkgWSBZIFkgWSBZIFkgWOCsLHG9rCydPnPSHLDZTwxuNuJ48HPXt29dldgR8lzsu8/Ogd/TYMfduwsspfjiP2/Jgx2vdJ0+d9Fef2diLVJan47a2E2H7zp2+udeokSM8PmgsL5WTBZIFkgWSBZIFPmoWENSo3PUXOtlgMICf9vUZehpo+vnrbB8sc8T+hSW7wsM/MI9wA6PDSas0z/Z/s2BYePjG8UZiY9L3w/TR/cNdkweEb685HL69zUKIGFL9W7MGhyEWk/21bccdMAXi3HnEvMa3tYVj5l0O0grkuu+4BZ6x2OYHzAuc/kFC2VA0bD1u3uOnXR8A7+unDQ5h5YHwW6/tDr+1fF+YbSD/5yf0D4+sPhw2DrcNTq2pqR1eOXgynNlzwjzs37fNObuHT88dHv5i7eHwy4u3h68v3R0m2Uawcw00D+ah/qTFc/+EecmPsLA4sw0EDysOhC8/sTWMH7kvvPQzswxINoHb28KuY5m3u3vN23ivm2q6vLgjPL/pWPjmnUPCJPNiJ8wKIxra2iv87h0Two5HNoQvPbYltLyyIxy3MDyG2oc/vH5wGG+heE4aMu9jLZ8HBtHplDHXnV9rWyVCtCw4TY1HdLqUtALIN2MeNFC9zX7fvfrGMv99R194ug8ZPChcc8W8cNX8ee7VD2DORqlDzMP93dVrwyYDyQHFhw8dYuO00ESbNwd+J/bu3SscOXI0ENv9feLmW79slLr/4KHQ0mL2zyFyYrSPsv0QRwwbarwHAhunjh0zJtMhN1yse01/SrUU86isvMalEjV2vruQEuDeBWMl1mSBZIFkgWSBZIFkgWSBZIFLzAL8tm786/sSM0bXhwto/Z7F53x75Xth15694ejRYy6Eh68WA9yHDrFYqTOmh1kzptmDVu92oHezHnlIO3b8eNhnD2b7Dxxw+Rs2bg4DLCboJ++/xwB3c7HLEw/ZPIORr9+4MazbsNHaHPSYn7yWPH3qFPfSEsge5y8veSO8YHFHb7dXoPGgSilZIFkgWeBSsUDseXqpjDmNs7kF+C4lbvtAA9h/btHEcKMB3dv3HgtbD50Igy1MylgDly+fMMhCzOTAuIGUE8z7/S8/PS0sXb8/HDYAfap5h88xnoc22vf30ZNhYL9evsnmF64bHe6fPTRMH9vfANcMdH7IwrFcN7JvGGMyoBGbfe74geGRn58VRtmmpL0M1D9hAPwtM4eFN1t7h5W2CSkA/LxJg8KIgX3CjWNbwyBThvAxvQ1g/6s7xhm4ezpMGd3qiwF3Wn8vW/3KrYctbnoIV04eFIYNbAn/84b9/vuPBXr8pX/aFhimGOhOmBq81FvN6/7mqQPDj744I4ywsDn8buD3Iv1MtHjsL31icjh45ESYNnaAhZ/Jf0x6vQHyUwaHf/jpPmHN1oNh07620Gq2nDVuYJhnoXrYFNYw5mrAveGp4QdOVOnljCCAPKrtsBiLasdsXbEpai8D1u+69SYv6z4BiN7T6MRTHzliuL8NgTd7N1s/GWkOCw/ec6dtdrolnLTFhxHDh/lvqq0GvuMVz+9C4r8vvPaqcOW8yzzO+0kzxAiT8+DddzgYjze9J9NhsIH6xILfun1nGGux2/u39jPbW0eWzmbM3rCjj6aGad/YNtplVqSULJAskCyQLJAskCyQLJAskCyQLIAF9u3b5z/8Bw0a9JE0SO3nvfka2UPJhUjowAMYXuc/ePTxsNo2yRo3ZpSD7D3sVewjR46FfQaSg4AfM4/3qxfMCzdef609bGXe5o105sGFIZ0+fdo8qpaGdes3mpyD4Zh5thMP9LQ9nAGgP3DvXe6RXpbD68tPPrfYPbBG2UMcm3gdNm+qG665Mtxw7dUFu/RfYQsFjz75TJgzc3q4c9Et5g3X0x+q9XBZNEiFZIFkgWSBj7EFjhw54vfZ4cOHf4xH+fEemr7X+L5csWJFmDlzVmix70080DvrWMD3r76HHV82sBuPZgQQv71n/qPjlIGshJ6xak/w9rENRC04SEawz9PG08O+U0mn7I0zQPwWCxXi6czp0GYx3hGH13Om4BmjZTHZ+/S2dh7322K2Gy3TyXRx3kwEmr5vvxW6G4hL4m01Yrv37oU8S9bH8ROmgwG9vYymcXkV3tX5on2m2/sWE76n04B0GcWpkycNXAYA5ijXzUokho0TgScDp+mnsIURsUdLbo/T1taCqkC1sZzKf2Nw1DjlZnUefo+csLEdPHQw7LK38bD9yJGjwqjRo82mmQ0bS+pETWwYsRuNtwh5S7Eq0eTEiRO+QJIPzY2Co4V0px1gPL+rSLwBwG9GzQHqAOaxIxvlko7bucbuzOXtO3eFl159zZwnDoVP3neXgfdjcw93Zz33H/kJ6dvSJ2zYsCEcN4ePWbNmNf1NmI3s3KuSJCYLJAskCyQLJAskCyQLJAskC3zkLaAH1A9rIPRHagbowgMbD6Ixn3SNaR+W3uV+Yh3mzJoR5s6ZHUabdxPhY9CbV4eXLl8R3ly23Da56h/eXP52mDl9qr0iPKLpw4sGzuvEa9dbjNBDh8Ps6VMslMzxsMPigbaFE3WqZObMwP+Dxrtk6Vv+kAi4fsW8ue7p/shjT4a3DIifNGF8GGNeUjzw4Wm1wx7mnn/plTDMXnleeN015xVs13mX8rH9RGuUd7at5keVHMnoSr9VchItWSBZ4ONlgWb3jY/XSC/N0Tj4yW+JfPj8AlFZFolpcZnvcr6TjxvYSyvipLf575PsO1cAM3Ky731CqmRlYqcTfuTk6TZHlgHC4UcWc47QLC7f+I9bXHXNQ5dpfG0GTLsMY4KGXLyaae88pijAuNNPWh85X6Ev/Rsj/SAna5dJcWd0a2tLAv6JHvC1mRe9RRD33xAnjAn6qTYB5Jke3sA+sJPbxWQXfeeV9IJix60tCbsRh55+kcmfEkVkidSonHGpVSmnUaMUCy7zqHPRYzlWx9sG/PZqlPz3RCzD2vNWInT+8VuLwQKqk/T7A5l05XPAbHPCAPYTJzi79oZCr95h046d4ZXXXg8HDh3yRZSZ06a4N73LQ1CsJ8dVYyzTpKdytUNWTIPehZQA9y4YK7EmCyQLJAskCyQLJAskCyQLJAucTwvogaNZH/6wooeFnFEPoxzycEI1r94CHF/IRP+Ea4kTuuLldPmcWeHdVWvcCwoPs3379zvgXns6iltlZdkHL/l777jNQPBe/krxMgPvN27Z2r5B9OS1Z+9e90hqNdB/fB4aZqS90kys0R279lj/BxxwR2diwQO243F1zx3Xh0H22nJs44qOzppUJbeK1qgD2UT13pYZkM8RyYKPMqncRsfilayUJwskCyQLJAt8TC2Qf0d0NLqYLS6rHcAo3ywA1ySOq5Jhp84Hl3gAXvVdRRt4AGHjVEWDhbAxcVJT18IO9OtH32/iLcurtZP+4qzPpT/jdBlW7SqU9KCVZJbHIolFvRFqdlNtlsNDUt6s7IzRByPJRsOnSUBIRqhxxbRG5Rp3rRTxsmhRyBVdea1FVjJ6tzP8DqFJtiiTDY4GlvJ2nC83Kfran9dmhvbfMC3m8Y4XfK9eQ8KoESPCAgs/09N+Cxbe/LTLZSHWEzRSmd6I5sz1HxJbT21+lAD35vZJtckCyQLJAskCyQLJAskCyQKXsAXKD2rn0xT++qy9LssDDBuK6oE07hNAdKd5cvMq66CBAz2GpUDSw7Z51dsr3w2bt263OJanw9DBgy1UylWhf//W8wYWx7o1KqMfD1h6JpW+ANsaI3E3i9e8/enNH7EaifRXwIcNHVrUF55NBaV9gdfOebDtZv3qFWYeoHiVnBA1p05nXlbEJn3t9TfNg35TuOPWhWHyxAku7HzMBdnipC2S7DXAn1fsOV9s+tqZxLiJfcofslr79Sva6uEQvaljY7Ns07H2krebx9gAe9OA9iklCyQLJAskC1xqFsiQyPbfvB0hlHG7mFdl5Zk9Oep6qpeRtY9p9eUM/o97iesb0+GqR2Tjdlk545GMuF60zuRxO5Yc+LZulOp5M3Q7puXt7Hseapzqjq0L/SaAx8t5t3HZ2xshpjUq1/HmQmNe1Xse1+eEKl6nNeI1OqD6yFEjwk988gH/XcPvSH4/ZhvSGoMJqJKbd9muviu8hYwuFBLg3gVjJdZkgWSBZIFkgWSBZIFkgWSBS8sC7oXT7jHm3NpAoOumzVsCG3Sy6eftt9zo4Kfqity6fvLZF8Ib5tH9kMUpv3nhda4MDxwvvrokvPnW22HCuDHuqX3g4EF77botGIxqYHf26CU553YEzaXRd969M0qXTZu3OlDMa8ksDrChVlcSY+GPB666DuqE1B5MBxiQjSc98U0BqAcNGuibtBHDnTikfXr38ZbvrFxloWeWmwf+zLDg8rlOOxu70Yak8fpB9CGZhK558ZUl4fDRI7ZZGjPuTJh32ewwf+5ldRu5Rk2L4is2XzbavCERpoe+Zk2fFq6cf7kvJEDfvWePh8whvj2gOnXERAWsx3ZsIPu6jfe+OxfB7jZtpLMzpI9kgWSBZIFkgY+xBWrfm/WDFD37bquvKx9V8ah9mbfquCPeKvmxnLh9zBvRo2LcsvPlBnI/iBu1d96RYvRb46HkKLO31Qe/JLKknKOqck1S3iDPqnjLMjgut1c718vqdQwvKT6Oy1ltdb1kwcNvF4vk7/2yqao7UthxLCsuq21MK5fLY6AfpTKv6J3JE+DeGSslnmSBZIFkgWSBZIFkgWSBZIFL0gLtfYbOnxkATLdu3xGGDWGjKaKP1pIAUB4K5s+d46D6hPFjnYG6/bb557YdO8yDuU+4ZeH1tnnUGPf68VAttjkpYD6xL2dMm+Igbk1y50oCjzvDLV1j3lP2UHTi5AkHu/Hm3rJ1W3h92dse/gZv7ltvvD70b+2aJ37cjx6o4j4pA/TnuHcYPmxoGDFsWFi3aXN4571V/hbBqjVrbcOtAxanfWjAnoDTL7z8ahhucduvt7cDetpmXpwL+hJAXu6j6rgjXtUTz/SJZ57z/llk6Wmbsq18b7WFs3nVY8dPHD++SnxBI778xPHjbGzDfEPDN2zB5dnFL3vbaVMmm71Ph2eef8nPO7H0H3mcePXvhKuvWOBg+0GLgfrKkjfDzTdcG1pb+3VpjIUSqZAskCzwsbVAfJ/92A7yEh2Yf2/ah/Jg4T48dTOIsVmZelp51gneZrIQQrfwdNQvyolHeUxrVzZCM7nZALL+Kbfjzdu73HLZjl1vKi1V6UM9qVN2ylilUs3+tM8FqY9CbqSAaMaeFSNCLrpRhnofJDVq34h+Nn3FsvhNhwMBNN2f4vqy/GZ14u0Mj3jJO2vdBLjHVkvlZIFkgWSBZIFkgWSBZIFkgWSBC2SB7t26u6d1LwNdGwH9PFzMtdjnSjFw22abhfVt6Wsbk7Z4tR4IVq9ZZ0Dr0wbUz/bwKMR2px0PLVl7i3WKl3iTpIeaJiyVVdJv4+bN4dXXlzp4DchMjPS+LS0G/M53b268+sVbKegsiYwR3ZGNVzdvBJw8ddIA99UWfmeV1wFaL7p5YehpdnnquRd9o7N7LD780CGDvdfYNp3RUTybbVGBMD+zZ063B0MLZVPxiLbLYscfPHQk3G394XFPWmCbuS5/592wd98BA9PHV7ZzRvuYMW2qija+XuG6q68I79kiwq7dewKAO4sJxPQfZ289EDpnioXHWbV2vQPuhNF59oWXwmUGxLNAI70LgamQLJAs0GkLcP10lLpyHy3k2f1L9/KO5J+P+nRfOB9WvfAyi7nI7wBTh18AhU+0T2XNZ2ZffdnjcOc0ZmfRzmdqzusgcfa95/WFGNVjg1LZD0s0ZysaW5OsHPcblzMo1GTYdVPFm3WZ9yF9/bCBXAe5UdXqizJKcRiN3WXkclXOD51ZNNpV2awdr7dy7pqdMh19DIxP+og1z2NRGW+J4eNweKHui7lxyYprqIk9E+DexDipKlkgWSBZIFkgWSBZIFkgWSBZ4MOzgD2WGmjjfw06pe65xS+FTVu2WbiTy8LlFnoEj+iXXn3df/zzDPboE894eJH777rdQ6fg9TxuzKhw4OCh8Hf/8M9hpnm5X3/t1bZhqYVOefMt936+1oBaAP+qBDALgEsoFgevS0w8ApJ4rRfQeKCB5+V06uSpcOjwYSf7pq6mKJ7je/buC9u27wx9JvXxGO7nC9zRg9EI2yT1ExaKZ5vFLCeUDG8EjBs92uOmAz5vsDcBFt10gy9M4P29z0BvPPMJxTJsyBAHrTurI3HRt2zb7oB7o4fegSaXmPEbNmxy73sMtNNCzBwx3caMGun2AqzgAb0qlXXh7YFjx477RrDw+6vW0YMp8euVlryx1EF65lBKyQLJAh/MArrHNJNSvl6b8XZGXrP2qS5ZoJEFWHTn7a3DR46EfvmbZfA2nHP8sFDKy/F3Ul27mDf/3irqIzES1/k8bpyVC7kmJC7bQSbWs/a8dX2K14nteX2cuTjrxf/H7WM7xPSOypX6NmpUoWPGmumDLFexji/jOKO6RrITvUsW6N7DwhLab+KjFpaw1a6djlIC3DuyUKpPFkgWSBZIFkgWSBZIFkgWuHQt4G4sF374MVCz78DBsMVCz0yfOsUVA7QdNXK4g7sQRtuGUnhr49ENwDrEQHCA7X59+1rdSA9fwsPZwUOHw8rVa8PQoebJrXEqt3r1CUD+g8eeCNt37DbAuafT6SdOPPAdP95mYPad4aoF84q2eqicOHF8+IyB3YD2gMIA3itWvhc2WHiXdQY2swhASBU2i1W/sfyOyqhN8ofOrJgdlwlG7Wcbg+L9Had33n0vvGoANN7exDhfvXZdeMZCsxy0RQp/mLXxzZw22Tzkb7AY+81D32jMbMza0qe3dyOa+tTx4MGDwo3XXW0LJm/4KQBkR49bzBN/VB7TXrxqG+fUAapjU2L2v24LKFfYQszUKZOdbYjJx0N/67YdYaBtsrtm3YYwbfIkDzG03mz/qQfu9fGdjc1jPVI5WeBStgD3yB07dvnGy+0WLu0exKLlcAtbNXDggE7f31iwY1FwpN03aXeh0tkCihdK39RvYwvou4TfBsOHDw/bt23z3wp8N6iucetUc7FbgJ87nEf/y5V1mpXj30gqazzwiNaZckftOqqP+xBvnMf1cTnmOZtyLCsuV8mK6+PyyRMnwvbdu/w314gR2b5Dze6RCXCvsm6iJQskCyQLJAskCyQLJAskCyQLYAF+aV8EKX4Y7tWzh4eewUuNNHbMaH9Y2rhlq3uJXzHvcvdwxoMcsHXmtKnh8c3Pe6zvmyxWd28LLUKaMG5seOi+uzy2eSG/Yrw9uvfwjTjHWz8eXkVPZi4l/7B2xAtXGJa4inKLAen8KRHCBHD58WeedxD+XQP+ia9+9ZXz6x78AYJJhX4SUMqldlk1mtvzZ12STHLGA7D1wsuvedx2Ysnj2c7GtCfNK59jFileff3NsNxC0LBoccuNN3g7gdTKCeWy2c4BQDtyd+zaHQif8/yLrxjI9r57ReEpf/WCBa6T2s2aPj2sWr3O47b3tHM7e8a0cFkeNkg8dQOwA9FP2gLGK6+97p75+/YfCJMnjA+8rYAO8JDfah77y99+JxDiZoyB+IznWXtL4jYLo9OjR0/3pid+e0rJAskCXbOArkO8HZ978WV/i4j7Lm+tKHW3++d+WyT99AP3hLkDZ/m9unRLEmtxXbOXx2NPPeuLonfeelO4DKDe/jUDdgoh57hwofo9x8NI4koWGG1vdrEQtGXLlrB169ZS7aV7yDXGnP+oJe5F3Hs4p6TdBgrv27cvv2/URsPIdP+Jy+KooqmOPK7vTDlu26zcFVnngrdKl0ZyY17szNshkyZNsvCNfbMqGTRmzMsJcK8wSiIlCyQLJAskCyQLJAskCyQLJAtgAQEqF9oa9hu/AI4po1f26JNr5sfVWtY9PNLMEu0B6vlrlARyExv85huua8RWSVdbVWb6ZkeUAaQB3WdMnRzesM1T+1pol3UbN4Qr5s/1TV3hQUZZjuSV83xYZXJhs7gCmdIBQPwF26CU/E4LNcPGrW8sfcvC3xwJUydPDGw0Csh+yEBwQLDV6zZ6/PP+5uVeTmxQy2IGD2MsUnBMX9AA4BhzTwO4s/OWjY23Ap589vkw2N5CuOHaq8LS5SsCiw/w3nT9dR7yRraI+5Nd6GOW6TbeFk/abNPdt+2tgR/86PFw56JbfPGDtqMNZGcT2BO2gMCix48ef9LD3ND3Y08/6x6O8LA3AP3WPVHHnaZysoBZgDlVS8zj2lGzkrfKr+tmfB/VOq5x9s+YNmli6GH3AL9ubTBcq23mFanFyEbm0nV+zPa3WGz3JMJ99LDwBYW9MWCjxh9VoyW9L4wFbC5xr58wYUIYPHiwvZ12vDbPLoxGqddzYAHuNfptwH2juHecA9lJRGYBHF0GDBjgb5Dqnt3MNglwb2adVJcskCyQLJAskCyQLJAskCyQLHBBLFADtWoPTY3Rlho3ytYfufrWFGoMvtfkZqCQ8zX4iHkbsDhZD3sxT7ktPPK+H2gPLsTDJFQNHvKU5blPqBR7YsxEWZvu9hcn5PLnfeZ8BUferKiPGopG/ppt5Lpu46Zwm3mBTzGgDL0Om7cqMlv79XUPcZriyQRwfso2XAWcjwF3jZkwNXGomqUWO3/bzp3humuujHrPitJh2dsrwk6Lj//ZT3/Cwf7Ro0cF2j1t8eRb+7U6CI98+JXUH8eAJsPtzQCLOuEJ7/W//8fvh5fN6/0+i+GvtiwC8PfSq0t8XGNGjQqPPvl0uOOWmzwO6Xe/90N/KwLgnjlij+2ZwPR50VkgngtVysXzo6r+g9LK8qVPmV7ux2dU6Rou83xUj7leuHcQ3uvaq6+sLZQZnSs3HnaVnXQ/ICek1Dbbx2HUiGEeCqyu8UfVQEnvi8sC0e0d8JC/lJIFkgU6bwHdsztqkQD3jiyU6pMFkgWSBZIFkgWSBZIFkgWSBT5kCwiUUf6BuzfUh2fsWF5c7kh+V3jLsqraQgOI2rl7twHZPT0Oed+Wvg4K056YyG9ZGBS8PAGyRo4YHi6fU7+5JzIkW57ZZ7JBumcoclRPuZzYbPa1N5d53PYr5s31avgB1nmYYgFAide00YN6wrRUJdqQyNGHMbS1nXCa2vqBfSDnxImTHr9+4vixDrbTB7KJIY83/dr168M1Vy4wm/RoOA76Ur/IHGAb1k6yePlbbFNd5AGyU0/d2vUbwvqNmx3cX7d+o/c1xgB+0nh724A+AdzhTenitIDOZTPtmIbn+hQyszUrdu3Z43sb8LbEMItLzsbDzZJ05g0MQqsMMY9a3pr5OCW/8rPLvzCUriPZrTPjfW/1GgtftSxce9V8v5a373i5sHtn2ieeZIGuWkDfH11tl/iTBS5lC+j+3pENqn8tdtQq1ScLJAskCyQLJAskCyQLJAskCyQLnHML8COev/dPZzGAPR4n6JmhaPL85rD8Yx9QR23LSkHHg/zQ4cPhlIUVAVCGRozxHeZJycaaAK5lmWU5XTkWyMYmqStsQ9KRtkFbtoEn4HG2ieDKVat9E082Sj1iXuUTJ4zzMCz0c9rAbgDiHTt3u9f7ZbOmO+AuueQnLEzDaQPBGQ/gtYPuJhtw+8jRYx4qhdjpyPc6k6v2O23sz7/0igGGQ8LC664x+1jYF2sHHzSA6t1794a9+/b75qXY6ah5to8zgLqI2xkZJAM5OQu1czPJ4qkji6T+KaMDqVv3bn5OCe1C0vkl79vSEo7aGLobD4l5AHgP+M6Gd0rlc84iARu99jPvfJ1P+j5gQOcrFoeezViRT+z3bt0sfEyUym8QRFWpeBFYQHOXnPnLYtU+m5/M1cGDBoVBFue7MwD42QyFWUi/b614JyyxjXmZn8yv6+3tjf4W//+YzeGO7iG79uwN37dwRz/xifv8mtJ4zkafi7pNfn3Hi2y6Fqv0lh243zy7+JUwbsyocN1VV4Y1tuDGGz8pJQucTws0m5vns98kO1ngUrDARQe484VDanTh6wvpUjg5aYzJAskCyQLJAskCyQLJAskCF9YCjX6Tng+t3n//jG/UCdAKGAyQTFgVwC6A5cstxjYeyGzmSUxgAB0l+ACdSfnPaVW5RymAMoDX4ldeDVMtdMpEA4M3bNocvv/oE2GhgWbjLJb7+RgrOgLQAfYPHzY0DB440AHCvbaZ1x4DCwGDjx47HubMBFCfVejMoKkDHObpIAasYQLI/7FtKrjDQrYwNsbuzxHGDDj+9//4PR8PXrU/+ckHwnCLuSJAnRjJz9sGh4SGuctinbMQED9jTBw/PsycPiWssE1SH3/6OQ8fs2Xbdgfwr1owzwD83nX86MMiAmMi9jtx1dEZe/YxcHyTbaTKOeQccU4J+0J/eLPPmDY5PPXci+HNZcs9HA0AGxuvvmsbsN628Ppi3CyO/O13/jHccM0VFk//err0ObHOFiVa+/WzkAD93SN/5XurzGt+c7jvztsKAB+wnk1SsTFx80m8MdC2dJlvpNpi42FDVTZrJcW2cEL6uOAW0Dk5cuSovZWxNLz9zrs+j4ba3AXs3rV7bVi1bkNYZKGReCtC/OTlVL7OxQNdZdqIT7Lo+3mLLX6VvYFBH8ft2mKvgsdtH4ADttHw//RTP1G0ob1kqf0ZuxdwzcX3LfhI4qWsfimTVCe6jqkTjbJSXC9azFeuj+vgV32ZLllVOdc/C2jelgNL8T0LepU80bmfs5cE+QMLb/e3BlgcjWWYgKquzzsthZc67yZOHSQLJAt8TC1w0QDuVV9s+gLC9irri0rHH9PzkoaVLJAskCyQLJAskCyQLJAscBFY4MP8zQkYy+aWeDDv3b8/nDEAPvvta0C8eS5PnTzJLcLGniMMvCakgxJersOGDHIwWyCNfjcD0i+85ir3NF9joNxhA84AXlstLvmEsaMNrG2/AajkftAcXcaaV/iu3T0dFAd8ZiyEkelvQHGrecfOmTnDgOepDpzL3ujOOE9aWJbT5u2PR205AbRjA8YOsK3xgjFmcgDkrFUOVAGIIesli2++ZsMmi1++0OO2I7fW1kBxC3dx200LLYbycFuU2GIbyrX55q6zTc8JZsuYn7J0XmPg99vvvOcbwGbx553VhGfyWRTgvCm2OrVzLUwOOrFZ6qq1692THSDzVtuklk1MlfA+7+8x5aNQHDZQgNd95r2OdzNgHV7/dy+62Td7VdslFjYHO8+//DInoS+e92zKunzFStf/uqsWhHEVY5OMlF84C2h+8fbCMy+8GNZu2GgLKot80Yx7Bolzv/DAAbsWavND7cqal+nx3Fe53IZjNlZkDrNPAddcf/sj3XHrzT5v9TYGtLiPWCYLaDGAK76YJ27PtVyui4/Vnjak8nFGrX1W1Zdpsfxay+YlFku5jlkY+/GTz4SB/fv7Qh1vuYywxT5klvtBovp6wxbcuP7vvf3WYlHMKm3hLlowyYzRXJHzUJv2dDgPRk0ikwWSBS4JC3SzG390F7/wY+ZLnFVvxYJz5UxFfRnxI1KvUZa/tOS1cj5HUbNWA7P5D3qri6v5oR8fd6QgMmodRdwNBDlZdcqjZo2KsPIEoL4627TgKwqNeqimV9koV6WdnRp1AZ0U29V51UC58URFL9eN2SqR0c0+PEcmDUi58OIwF5Rn/AjKWCK+QkYmod1nIYsaO1C/BaOE5wQ/jPji6mKeRPWFnLgQNYqKMUdRLo8pM5hV52MsGCnk/VKMq4vzq86Uw5gnSCS182P78LloudsFYs4Qj7WguYSCJT/KsoKfQ+RZpnmecRjNiDEt6i5vIM4sr6uvr8rkl2jlw7h92UZeFzEU9WUh+bHrbmXsRCKLx1OIKgrOVvdRVSUZ6p8GLjvPG51zCVZ7HXtuHamvuvkOkZSPoWDKqLVGdqz2dVXItbbF2Kksyyo3zGW1Yy3x6TAeT1ymfbMkXuWVvOhvFfEchE9tCh3goaIiwUNSfbltVtu5T9oiyGWp86ipZEckL8aszmNUp5mguE7MOmeSU/BYwetyAhkCyvaBJj5n1eAlsFHuAvO2iI5ke1V0jIicPfs+yMfi+lDZ2T5jObSzVMjVgexkFWXbeIP4Ax47LtukbizGgHqdkdVwHN5JrWMdkpNcPnlMsOM6PVRfZatcoOaL9HBx9uFNqtqZTFLcT0apfZZl1mpKJemQk0vd8Ztzn3kqAxQPsjANH2bit628P/XbN+4fGn/w6HewwPW4LbSq9gBmgLl4RCuESllO3N+5Krvnvm02iuf+UfMuRw+AQTYlZZPBqt/2gDy005xnPBqr9MrsYEd+StudyIzNbOrtsJ1R8LDdYHHMCc0ycfw471s2kNz4OD4fVTZVG3Kdl5jWrmx64AFfTsfMy3+/Aab0gcc9YXBI0oUc+WU74L1+4ODBcOTIMV8oGDxoYNGW9rQhNjsLOS22aCF51JFoDw0ANaWL0wI6Z6vWrAvfe/SxcOetN4UFl2d7DlRp7CCtXQ7MFRasdtubLeS97U2GYUOG2rVfi+uPbMImcf5ZtDlsb2gwD7k/ABTrmuOtkPdWr3UP90U322LUyBEeloiFIC14sahDn9KXe80e65u3NsbYWx179u4L/93ePPnpTz8UxozO3vKAn+t8l4XHgb+fLQLSL0lyuGewl8OwIUNcPuNhgYHrhEW5jNk+ucAtcZ/Zb9fEKRtzDxvXgP6tdp8ZUMgDb9htceh5S2agvXHDNUNSf9wjDtsbOdz/taDhDBUfasMbPGxUTN9HTF9i1RMmizd65s6eGa66Yr4vCoo/7m+9bdr83e//yPaSmG5v3Nzqb9JQzyLcU88tDvcYCH+ZyYjbVqhy3kjq94idA+bBcAsPRoKeparv1JzmDFb2QyYlDe1Pueoh1tG8oj3N5ounom87UjvlEPQ7SDTludiijY6LvMxYVDQoRH3F/XoH1sTFyU5lEbQ1GmPxnGMrF+xOLDeq8RaMOV/BHsspiDU5kOjQbRjVR8V6ZilkDOhHiki147y++H3oNbm+Vnb5apjXnW3GPKiaA8jzfshLPN6XKnNGP4x1MkJMo0xyFuqsoHJhBBi8EYUo1TWO6FYsdEOmHbtM/6jnK44KpoLi7Thye0dt/RqxYydVtKtJyEqwkMpyoLmeFCz52CN5Knp7+/B5nOdZi2xslKtkxzyR+hnZhdIw57Lj8txTe/Iye1xHpbe1XOLatbEKnRNkiU9l1blcETMhbm6nV39cFL+suFlvsdcYV65a469icsxrjvMum+OvnjJ4vmjfXLo87LLYZnhkXDnvcvfU0BfAOxYbEm8dXm/ji/tcJ2yO1JroZn1YXbm6fNyRgrWOSpwNBDlZdcpLTRsdxn11tmnBVxQaSW9At3ZVTTtLk9Qyvx+LqNyYo6I3bTdmYxCP8oKQd+b0vFI8MQ22OnrerioTHw2KshhLBD+M+OLqYhxRvcTU5VGjqFjHogOvLzOVj+uYq8dQJ6dB+zK53XgihrhO3ZNHLDE5ulgzctE+4irT6mTVHeQyorblYgV7maVeV2vgbfKGcdkbqr6dlIwQ8+ci6sYsWn2n9cIKnohc2CSvFI9yySuOo7YUi/ZluldWnK9YUFzO+SWmssqIonuug7htTJMwy2Nyu7ZRfTyeuByJqiyKV3klE/3EiuRMoqlKeUMZUUW5bVTVcdE6KvoqCrVmkl2jZKWYVWXx6rhoY4QyrThWXUGotg8CxKJ+CvkdFZq0rZLl/agzk10+7qg71UcinFQc5wXJLehqWJFX6hk17LSsqE27bkp18aHKyouTYUJi3by+YCr1kNOreKpopdZ1/bSrg9Co35g54omK4ohJH5p3n//ez2J6S49GuUCwuJ7fv3iPNksArvwpVclR3bnM8cRvrc8AAEAASURBVHzFA50/QLJyEnAT/4YHHu+Rxy8v8+v4bPTHU362hVZR0rOEjsnRQ/S4D9Fi3rgc88b0ZmU9Y/Tt22Kx4WvnhjZxf43OL+d8qAGR/MVJbdGJ2Nok0WK+eM5U1ce8H1pZRvnQOrSOutJnV3g/4Bh0TlgYWb12XRhiIDBvg5BUp7IT8w/mCyD24leWhP37D/h1D6A91N6C4c2GoUMGOyex/J967gWP/c4CFKAxQDG8N1ioqWuuvMKvh3X2RsjiV5e4U9wSC0XEvKF/5hfg8kR7O+KBe+50XvoG0H7mhZfDQQs1Q8ii/ubxzQJbn962kGTtSPDRz4umI2++cH84bH0vmDvHn+mdyT42btpsfb9u4XIWGt8W9wTnrRPGcv9dt9s9ZbCdPkJvdbM9IdaHV5a86WGq+vVlb4hjYZaFSrrFwjPRH7o+a28JHDLcwA7dY//m668N06dNUXce0unHTz1noajuL8I/0bZdsmGIDvB/q+nH2HgTgQ2TGdPrS98KL7z8mnu/32T98JYNSeeOxY1nXngpjLeQXrfduLAA2+Hx0FS5jTlWX5QvhlSvT2SfolgUMnVlQ5GVe21+UEfLR1lJKxF1qJzfASqXcxlPdB0XecOKgqO+YPxFk7icc2nc9Y1qR6p3GeX2heAaPyXxFtScr2C3Qlwu+KKC+q0xRm0ivrhe5UJ2zlccx/1GMlRf9BnVnW2xLEt9IE/lMo/3pcq84yqeMq1oYoW4nIvIsqKijho1qKfHfXjTRu3VrEF9ZVsjFuxFQYKq80o5xlo0t0KZp6iDLz9QHvdSbhfXUY7l1NXFFZJfx1B/ELPX1TRp61WqVx41zknF+LxKxIivQfGCAu76ojl46HB44tkX/EtlvL3Wyhfj0uXvhH324+D+u+/wV0iXvvV22Lxtm32R3WAxF18JS04v8zI3elblX31jWbjdVts5ltwGYz4rMiblBwlfoI0nBKJl/OyHRNYZtPg4ozb+7IAfUerGhXTA37AjCZFunZXTgK+dXo06Lvcrviq5VTT4q2Q04eWHnTcpt1Obci6dqvpqxNuI3hlZMU9cLsvUsfT6gOeu3TmL5cd6NCrDT5IelKto0ONU5qk6LsuMj5FVblOWH/PDGx+rfUyr4mkms7N14ovll3WP66Qbeayf5KieulhOLCMux+3ichWPaORK6ke6qE7H4iNX+5gW0xvVl/nLx+V2Oi7n5XZVx7QhSX/JyKjZp2jKocblmLeqLF7lVTzQqupFK+dVMuAhlceitllt5z7LssqtGsmM6SqX81iW6kSLj8tleDQ28ZOLT3lUBzvkhkltlMOoBnFfZVr5uGEHpYpyu/Kx+pfisQ4lUX5I+zJPTFNZeZWMrtIki5zUSFfxwROXOa5KZZ5YfhW/aHk7qQG5KJdlqk2jvKJPk9XNACTipffqALxuJPWs6bk6/I6tSzy85DQBHOLRsfg7+g2sdjw4aPS0LUwoQec6tw7c67aB3PI4YraazsysWGvMUrJV3DAql+UX7UxcuU7NRBcvx6KJp5y7NlU6VZxDtdWI1I/T0Yt/tIsSPGUa1XVt7bisq+obtRVdedTlhSnWD/vD0aErfXaF9xxpz5sKxEkfZB7TRSipaH7o3GmO4KX95LOLDRjvHn7qUw+ao1qrb5z7qIU7efr5xeFBA8d5i4KwVYDn6yxMDc/UbILKHgMvGbj++rK3LYzVZHd2mzNrhi8I/fMjj/mmpyzi8GyMh/tjtpeCNv5luHjTAyJzY/ncZx7yZ3k2eX1lyRtM7Lp7wRsGSAOif+qBe31sayysyuPPPOfhnCbYAgCJ6+q09fXCy6+GKRPHh8/aeMAP/vmRH4d33lsdbrRNjxn/9h07w4+eeDqMHTXKwX/ensEO6EPCo52QPOyd8FMPPeDjJ9zSU2aPUaNGmCd8f+djrwli4etYtvXK+COaB/DIG97WDUK/0Nc95/Guf+KZ58PSt1fYGzVjPQwQ55KFCuz36utv+liuuXK+2+WAbXjMaaUeh0POnzz8ofEGwIVMzK/jtnlz9f1cBqm6L1MHvZzHo7E67p8S41Xiz/j0HVDfv3iUw6tyOc/k1Op1/EFy9YGMuFx1XO5H/OW8zBcfizemUY7pcbmKD1r5PDVrIxnwkNS26lh1GWdNr5J82ESSGDXpMFdDMcbHKisXT1VexRPTKJM0prguqzm7z1hOXO6KtLJuatuIrvpy3ow/1i0uI0PHcXvR1EdcJ1o5L7cp1+u4maxmdbSvqi/TOI4npdqVadAtGZl7ch8LQdgsXVDAXV9erHrffvON/vqYPDueW/xyWLLsLQfd+4zsHdbZq1ZXWNzB0SNHmlfKjLD8nZX+BYqXygu2qRSbAPGlrB+UzQbd1Tq/75v9jx5rC3sPHPIvPl1yXZWV+JMFLioL6P5xUSmVlEkWSBZIFkgWSBboggXOw3dZb3v9VGFO9IDfBY0+EKt+H9cJAYGJUiWP1Teiq2mj+nrp4j6HuXVwtnZspDPaNatrpn1X2nWJN1OquuvSOSwzdaafRjyN6OqjWX2zOrVP+YW3ACAt4V4mjIvfEGl882Pj3e07d1n4lk842M4IBlnolJsXXhv+2//457Bl2w4D0yc6uMvzMyD07bfcWHi+T5k4Maxas96ft2nLPNFmwXiiZ0CDIcuWPBxRtzbHSjnGs3urgd+fvv8eB4iRTwiaq66YF9b+0ybjyO44eL8ve/sdB8xZSCBNtg2dCR2zcfMWf7aH1r1bdwd5r5g3N1x71RWQPJQMYWoOGkCt9M57q1zP28wJj/A4JAeoc5B6+45dYb2Fk/q8LQIoZNPM6VPDG28tD1vNHrNm9HcsAY95/rqaYhwC/IA3eyaMG+fe/29YeBg2iWazaqWdu3aFt2zPhxazJ175L5oXP0n3Y2yO/m+a4+HLtljBpsaLbr7Jz5lkfBi57hHkxKnfudf2F/kwOq7qA8OSOrifZkzpM1kgWSBZ4NxbgHs0jjn9WvqEUcPq3y4s93ZBAXcpwxfexAnZCjYx3PhyYjWXVeK+Ngi+vNgBnfhvpPct50c79YSSga4vX30h0EZl9XO2ue7nA/r3882K/Fuw0beMviHjemjxcUeKnG9+9V/WtbP9dpZP/ZTzcr+qr5JbRYO/SkYzXtm/3E5tyrl0quqrEW8jemdkxTxxuSxTx9IrHpfKcftyOW5frivLrKov05BHivuuomVctc8yT9VxWWZ8jKRym5r0rC7mhzc+VvuYVsXTTGZn68QXyy/rHtdJN/JYP8lRPXWxnFhGXI7bxeUqHtHIldSPdFGdjsVHrvYxLaY3qi/zl4/L7XRczsvtqo5pQ5L+kpFRs0/RlEONyzFvVVm8yqt4oFXVi1bOq2TAQyqPRW2z2s59lmWVWzWSGdNVLuexLNWJFh+Xy/BobOInF5/yuK6jstoolzzyuC/qSaKVj7Pajj/L7crHSIBGP8qhNUpVPDFNZeWN5HSFLlnkpEa6ig+euMxxVSrzxPKr+EUrtxOdvFldzKdygz555X+/xXAH4CKdy9+U6jrlyQLJAskCXbFANwOdcTQjBIu+mor7cSRIz7+Au4RwAWQnyaua0CeAuHssTCuAOzdO3uAeO2aUg+2633mIFj0EuwSewbN7YvneSJuaUsH3FOhjz+n9zbubJJlqn4vzeOf0DVC+Zv1GON1jfoMB9sSDV6I/NjKePHGCSA52+FhzAJaQO7v37LO9Cob6vhAwul55C3j37Nvrcp43Zz3tWYD3+35zqCO0i5LayZaid5TH/JgOOWAaA8zTnq8b9lpAT4VxaunTEi4zp0HnZb+KOLm++3yRhcWDUX2H+RsAMcuHVdb5I2fvixFmY08llX2QVJTp0PT9XM6pU1KdjskLWvYmxk5bRDp67GiYaAtCvJ3hSTzK43aiKc9aRHJF+AB5LDsux3o0Ei/+ct6Iv5lMyWjGozry8nmK21NfleAhqW3VseoyzpqtOyNfbTrKy7LiY5WVN5NVxRPTKJM0prguqzm7z1hOXO6KtLJuatuIrvpy3ow/1i0uI0PHcXvR1EdcJ1o5L7cp1+u4maxmdbSvqi/TOOY8K1e7Mi2ic+/uKF0UgDtK6osNsH2zxXN/w15hmzVjqr2KNciB82lTJtkK+Er7odE3vL3yPYtdN9k3T3nd4rrfZ7Hbtu/cGd61V8qID0dcRjaD0pdDR0bobD2vzIUenbBqZwUmvmSBZIFkgWSBZIFkgWSBZIGLzgIxcHLRKZcUShZIFrjkLIBHORt/7t2/30Ok9Mg31Y0NoWdf8AE2DKVNbYPe7BkWp7XuBgID/Co54GuN9DwOvfKNlKboAs5umcQ2CzkCqIzDXJzK91WAdP7GWfxywrhQhmfm9Gm+0SnHjIEEHY9CJT2RM1YlxgQwHyfaaVzvn84c8qYYcM9iAPzIn3fZ7MKjXTqqTSyrWVn8cXvZkHju6OlvBuShyuBnXzpwjEbphZdeDS+//ka4zWLDx/tONOL/sOi1OfVh9Vjrx86mAe02L5hsCZepGSaVkgWSBS5KC1wcgHv+TckX1LYdO8KjFnuN3ckXXpvFY8NyC+wVMupXmEf7LHv1a+6c2Rb3/TmjX+ZflrSZNX26bXKyzXdiv/O2m33lmi8zffFdlGcgKZUskCyQLJAskCyQLJAskCxwUVig6ndj+h15UZyapESywCVpAd1/8CyeMG5MWGWbgq5dvyFcNmum2yMDeoGfa8+8HBGihbjqR48dz8On8MDdzeKGnwzHjAZ4n6UaZK2+8oouZgDbWRN54p84eaJORgzyU9HPPPB5o4iNlGfNmF7Hy0E2NsB2DtC+ffI6IwOcDxk80EPlAHDLg50WGtdgq8cmvFk/fNiw9sIiitpEpIbF8tsA0huFCZuzddt29wxnnD6UJviE2tI/ZUB7Fh5IfqwBN9Tm3Fdo4eDcS+68RI29Nls73zZxJgskCyQLXCgLZEvGF6p39WvfPHyp8GXERixsLnL/3bf7q2TcXPnyJq7c1VfM9w1VrrL8vdVrfFfxyw14X71mXRhsPypuuPaqcPON1/nO5Ycsxl1KyQLJAskCyQLJAskCyQLJAskCnbVAFcjCb9GUkgWSBZIFLpQFdA+aZTG8R48YFp5/8ZWwyWKcc7/K/rJn6b179wU2JyWNGT0SYlhlz8wkeYq/8+4qj8U+ZvQop6uOt8xJgMee7JA2GbUgeYgUE5wR8k+8jdUe0tChg32D0rUeJiaTg15vLFvuYW7UnE1JcaRb/MqSupAuyACcr916M6986HEitjuhdgTGzpg21eQcDEstXjpJ9/OTJ0/5MZvBjjT7PWt7xcWbvFKp0LWUCTNz+MiRurcAoFcl79sGBP/uPXudRecFXdgodrNhHJMsdrs2ga2SI5rackyZkDQah3g+7LyYEx92x6m/ZIFkgWSBj7gFLriHu74gCSPz+NPPBXY8v+PWmzxGHbaNv2D0Wtmu3Xv8i/Teuxa5+dtOnPBXtDjo3SvbvEUrwc6QPpIFkgWSBZIFkgWSBZIFkgWSBZIFkgWSBZIFPmIW4HmYZ+a+Fnv9zttuMcD4pfCPP3w0TDYQd+SI4V4HuLtx89Zw3dULnIYH9y03XOsbce63jUUJ2bLdNjLdYuDvoptucK9ymeHwkaOhxeLDewJvNzyd2OoHrB2bZCpR3rf/oHlc18LRUHfs+PFw5Ogxe27POMeNGRMW/P/svQl8XEeV9n1srZYsW7blTd73eI/t2Inj7IuzkZBAgBCWTCAwYXYY+Gbeb5gfvMPwwjvMDAwwwMewEyAEwp59dTY73u3E+77Ii2zJi2RJliX7O0/dPq3qq9utlrW1pKdsdd1bdepU3X9V3+4+VffUrBnOkI46oRLGcbRhu27Ear/T4XZm0YJ5goVyv/3jUzJ50gTJz8t1G5jCOI48hIaGBm1LdbycS9SXmtpafY01WI/g432xLsBbvW6DHNV6h+lGrSe1vYWF/ZxbFqy8v27JlfLcy8vkd0885eTBFZvLTlVj/czp05zqfQcOyouvvCF33b5URqgOs1e4zNCL1X5UdTz53EsypnSEYwmj/RGdZMBGtxN1I9irFi9qtcvbs/Vn1YXQKX0qIZgwCFXNUxIgARIggQwnkPV5DV3VRvvwOl5RIb994mn3eNto/ZDCB9P+A2Xqy/2Q+2KBjV0gi1n2ejWuv7DsNfXtNlEmTRjvml6rH7bbdZV7qc7U7963T2eYa2TuzBmSkxPMJ/hG+666VtZLAiRAAiRAAiRAAiTQPQjUqQEJ3x/NCMXvkt2j39hKEuipBMzoDt/jE8ePU5cxRc6X9Qk1yGLxGYzK8EWO38fmTmW4GouHDytxm5OeqalxbmQWzb9UJqgB2A956vcchuXBg4oTFrsNHjTQrZTPN3/xalAfrG5RStXnel4sDe2C4Xy4Gv7hEhbn+INfdjyBDhc2A9V9zfy5s105PMkOg3yeGtbx+x732Anjxmicp0b7GvU93yhD1DCP8gP0Gi2UaNtG6Kp9+EG3kKsbs+Ia4QsdAfVi8R7aASM1jN5w4zJK04p181jUN0A3MIUPd6zKr9JV6YjRdqz4xx5wCJhY6KftGalGf/86XWbEC+rFJEKDXivc2ZyuqnZ2i1Jt7zx1i3v5ZfMdA7N9RKiITELbRmm7cE3YRBb1dFVA3eCJyY+CGKfObgvacEb7zPXroKDPO7sNrI8ESIAEWkOgj974MTHbJcE+dA7qTuTPqxF9gH4A16pfNTzShc04MFt+w9VLZNLE8e5DDAb3Xeq3bufuvTq7H/hoR8Nx41+zfqNgNjpXP4QXzpvrPlhNf5dcHCslARIgARIgARIgARLolgROnDjhDCYDBw5MubqxW14cG00CJNBtCYR/38KwDMMsjN7phrCOcLlwfvgc8lFppidVXpMMDOSp9UTVA8sFykUFW20elWdpLbUtnB8+Nz1RMWThvgbucNAf/gaurdETpbsr06ztMHZjoWNJSUmnN8faUF5e7ozuEyZM6PQ2sEISIAESaC2BLjW4W2PxwXnhQvC4WtTMrZ9mj6CZHzrTgfjs2bNuRr81Xzj88jwmARIgARIgARIgARIgARrcOQZIgAQylQCMjwj+b2ScR6X7af4x5C1EpSPNDNhWT1QadCQrjzyUtXyTRZrptDSTTXYebkuUHNIQUJ/b6DNm0Edae9QHPa0Ndu1+/enqQFl0NSYYLqZ8uvW0JOd4aiNocG+JFPNJgARIIJFAl/twR3OCD5H09m+NMrTbJdkjX/FvB5bBmARIgARIgARIgARIgAQugkBXGjouorksQgIk0MMJ+Pck36DrpxsCSwsMt9FLw03GyiBGWlg6Ks1k/bLhNF+/f2xlwmlR5+G2hOswXeH0sK5wfrLzqPr8OqKOrS8sD3VH1W/5LcVB+ZakmE8CJEACJJCpBDLC4A44+BKgr3hxAR/xmFeP/JCyKW4TjsX2IRdZJiTLUxIgARIgARIgARIgARJoiYCt7mtJjvkkQAIk0NkE0v3diwVuDB1LIN2+6NhWUDsJkAAJkECmEMgYg3vwJSDxm0DzefUYtkSxOEt+yMVR8IAESIAESIAESIAESIAESIAESIAESIAESIAESIAESKCTCaTnx6WTG8XqSIAESIAESIAESIAESCATCHBBRyb0AttAAiRAAiTQFQT4GdgV1FknCZBATyBAg3tP6EVeAwmQAAmQAAmQAAmQQIcQMJeFHaKcSkmABEiABEgggwnwMzCDO4dNIwESyGgCNLhndPewcSRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAt2FAA3u3aWn2E4SIAESIAESIAESIIFOJ8DH6TsdOSskARIgARLIEAJJ99XLkPaxGSRAAiSQqQRocM/UnmG7SIAESIAESIAESIAESIAESIAESIAESKCLCFyQC11UM6slARIgge5NgAb37t1/bD0JkAAJkAAJkAAJkEAHEqD/2g6ES9UkQAIkQAIkQAIkQAIk0AMJ0ODeAzuVl0QCJEACJEACJEACJEACJEACJEACJEACJEACJEACJND5BGhw73zmrJEESIAESIAESIAESKCbEKAP927SUWwmCZAACZAACZAACZAACWQIARrcM6Qj2AwSIAESIAESIAESIIHMI0CXMpnXJ2wRCZAACZAACZAACZAACWQyARrcM7l32DYSIAESIAESIAESIAESIAESIAESIAESIAESIAESIIFuQ4AG927TVWwoCZAACZAACZAACZBAZxOgS5nOJs76SIAESIAEMoUAPwMzpSfYDhIgge5GgAb37tZjbC8JkAAJkAAJkAAJkECnEaBLmU5DzYpIgARIgAQyjAA/AzOsQ9gcEiCBbkOABvdu01VsKAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQQCYToME9k3uHbSMBEiABEiABEiABEiABEiABEiABEiABEiABEiABEug2BGhw78iuutBByjtKb1ubm6ntwnVlctvayr0t5cmlLfRYlgRIINMI8J6WaT3Scnsuts/8cv5xyzWmlIh6dJ7+a1MiYyYJkAAJkAAJtA+Bdvw8b58GZZCWnsbGrsfiDELNprSRQG/r0xTXm91GlCyeikCfVJltyOsovW1okiuaqe1C4zK5bW3l3pby5NIWeixLAiSQaQR4T8u0Hmm5PRfbZ345/7jlGlNKRBnXGxoaUpZpr0wY+6Pqby/9Xa3ngq5+6KP/ECPguK2hLcysPS21IV25SD241LZfZqTqLkvshGtqS79eLJfW1Nka2YttT7hcV9QZbkN7nLd0HW16v7VHA0M6UrU3VV5ITbc9dfdrfc/n5OR0zjX0tPtle1LraWzseixuT1bU1bUEelufprheGty7diiydhIgARIgARIgARIggQwkAGNKY2OjnD9/vlMM4aivJwdnuPEuMHzuZaV92FZm6bYhXblmDe+JXdoJ19TWfm3WD2kktKbO1simUXVaIl1RZ1oNa6VQOtdx0e+3VrYlHfFU7U2Vl47u7iKD67TPwu7SZraTBEiABDKBAF3KZEIvsA0kQAIkQAIkQAIkQAIZRQBGBvx11qrzzqqnqyC3x4r2cNsznlmKVU/ha+k2551wTV3Rr62pszWy7dWvXVFne7Xd19PdriNVe1Pl+dfc3Y9xnfZ52OOe2OnuncP2kwAJZDQBGtwzunvYOBIgARIgARIgARIgARIgARIgARIgARLoAgKd8FRLF1wVqyQBEiCBDidAg3uHI2YFJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACvYEADe69oZd5jSRAAiRAAiRAAiRAAiRAAiRAAiRAAiTQGgKd4EaqNc2hLAmQAAl0FwLcNLW79BTbSQIkQAIkQAIkQAIk0CsJwH9uVAj7EE5XztcVqG6uP6wbZUx/ZF4g4FT7+VbGZdiLGnA6wqe7qWfcMwnYWPLHl3+llo+0sEyqPNNhMuGy4fwo/UiLKm9ppsOPk9Xjy/T04yg+YS5RMsbFl42S8/OtTEtyfn5keSgK3ZOj5AKx2L1V/aBH2a2trqjylmftjpKxvA6NcQlRje/QSqmcBEiABLo/ARrcu38f8gpIgARIgARIgARIgAR6IAEYXGBk6du3r/szgwvSz58/Hzfw2aVnZ2fpYZNlBHL+n5WHPNIRnO4+faVP36Dc+fNBGej35bUZkpUV/HRobGx0Zf2XvmhnVpbTi7IIKJ+laU0BuiXedl9/kwyPSKA5AYwVjFWMw8bGYHz5UhhX9j7BIGuMjUGTyc7Odu+M85pn49PyLM7GWNUKot5bkMFYRjuS5aMOBLw/zEYZfk86gdhL1PvIz+/px7gHWZ/h7gNmFy6cV744CkLze4jlBPcw68toXdF9nZWFcaR/qgo1hfvT2gSdph+1ulb5bW7hnoky/piBrvA9z8acPxbsWlw7tZUBl8S2QDcDCZAACZBAZhOgwT2z+4etIwESIAESIAESIAES6IUEzOgCA01NTY2cOl0l1WfOOINNQb9+MmhQseTn5TmDEGQaGhqk/NhJZ+zDOf5yc3OlsKCf5OfnB4ZwNWbZOkvkwxhUV3dWdZ+W01VVzgg1cECRDNC/PC3rDIcxA9PZs2el8sRJp3fI4EGSk5PjdKJrVJVr28mTpyQvP09KBg92cjW1tXJCy8CAhYD6+vXLF7QfxknfmOUE+EICSQhgfJ/W98A5jUuGDJYsHVNmlsV7BWMLYxjvk1wdmxijNu5goD9SfkzO6lgvLh4oGOPhgLF47HiF1Nefc/rzdRxDrwXkV1RWSq3qGKzvvcKCgvh7D++lc+fOyeEjR2Pvj8H63stxaUf1PXleDfCQ8QPOB2sb0Va/Hl+mpx+jz2pr66Ty5EnlXu/uKegbsLX73xm99+G+Yn0ZMFEjtN7LcF9Df/bRboKueu2DysqT2ke17ryof38ZUNQ/gT30VFWfkZOnTrl7Ju5z0IF7qdVZVV3t6iwsLJDigapf+wp5iLP0vlVXVycn9Z5ZVVXt0gYOHCADi4rc/TZsOD+q4w7tGjJokBQU5LvJIhsLGJflOuZQpgRjQduCcYZrOas8TiiX2po6rTNLr6NIivoXJlxLp42PxKHbadWyIhIgARLo7gRocO/uPcj2kwAJkAAJkAAJkAAJ9CgCug7cGZhgZNy2c5ds2rJNjUQ1akiqcwYXGIcGDiySyy6dI+PHjnFpNTW18tqKlWp0rFajDVb4NjpjHoxG0yZPlOlTpziDFgw6MPjg3/6DB2Xt+rfkuBqpYBxHeoEa6EcMLZH5c2fL8GFD40YoGDKfX/aa5KjB6dabrlejY54zWAF8375ZcujwEc1/XSZPGCc3X3+NGtSzpKKiUp5+YZnk5eXK2bP1bhV9vhqVSkoGy9yZM2TkiOFOf4/qPF5MuxKAoROTO7v37pPXlq+SnNxsuWPpTTJIjaR4f7ixHDOI4n2yat1GWTR/rjOau7I6XmHUfEHHLoy748eOlhuuWeIM9m6dvBpr++pKZRjyl69aI4eOlMvddyyVUQUjvfHd1+Wv0ffKzj37tP4bZODEIjUSB0+ZwPhfo7qfe/lV9/647eYb9H00xE0QvPrGmwKjsVtZHzO84/2ZnZMt77xtqQzVyQPUbUbYdoWXocrQLzAq791/QNas36gTeaecURr3ln460bFwwaUyddJE1y8wWL+g9xXcQzAZgoD+Au+Z06bINUuuUJY5ArnV6zbI4aPlUqf3GujP00mPmdOnyrzZs4IJPq1389btsmHTZnefbGjAPTLbGbOvvHyBjC4tdeXKDh2Rp19cpuVmypIrFkoW7pf6h4A2r9+4SY5h8kXbgHRMao7Qe+X8S2fLsJISZzSHYR/32pVr10nZoaNyyZRJctXiRU6/GdVxz12+co2bKHrHLTdJiU4gQB+u5c0169wEEK4Fq+Dz8nJk9oxLZN6c2a4dnfqCeSca3TsVOSsjARLoGQRocO8Z/cirIAESIAESIAESIAES6AEEYIyCsQarHlesWqvGoS3O2DR+zGgZWjJE0xvkeMUJ2bV3v1uZboYg2ERgQMLfNDXuwAiEFekHyg7Jstff1NW2DXLZvLmOEAw4W7fvlJdfX+Fcb8AIObp0hFxQA9Ge/Qdl974DcvTYcblRDZPjtF4EtAu6g/pQW2II8htcu4OcwBUCVmoWFRWqAW2CKwuD5u69B3Q1foXceuN1zqiPa7XrSNTKMxIIXH5g7Ofn58oxHftlhw6rwX2AQ4Nxh6clTugq6D1qDM1RA+qokSOckR6rzmHcLDt0yK18z1ej7SFdhX5cJ4Iw2XNeDd1BUGui6sFKdBjxcRwVMIkF4zjqbGaB1LT4OI6Vd+9J1Yk2oE2YzEJZ/MEgjFXwMMT3pmDXfqyiQl5dvlKfjKmRKRPH671tsHtKZtuO3VKvRma4qMIjDJA/W3/W3UNwn7KAfhqmE4O4V2JC4w2dLDlw8JBMGDdGRum9DH2/Y9ceOaP6cW+B3L59++VVnZSEYX/61MnuSQcY+3frvbTp3qbjTVfPN+j98rz2tzbAVYny23boPfO1FS5/4rix2qfDtc/PqxH+oLsfu3vmtVfJuNGjpEH7HcHp1QmCbbt2uycj5sya4dKdXlWNMQMZXCcmEk6dqtaJ01VunGLyEuMUTxft2L1Xr6U2KMtXEiABEiCBbkGABvdu0U1sJAmQAAmQAAmQAAmQQG8hAOPOrj175W1djQkXC1frysgxo0qd0QiGGRhpsNoRqz5hJO+j8liAiHIwLs26ZKoMVWMU3DRgZTBWnsMYCUP8wAED1O3CCVn71ttqFGqQJYsukxnTpzkjFPhOnTJZ1m14W1av3yDrdCXnEHUPM2BAf4ceBiFnCItc7hgYtYJ8J65tCQxmA9S1w6VzZunq1XxdFVorb7y5WjarwR+GKqyihxwDCUQRwHiGwRrjdqxO/hzTsbvvwEE3ljHe8X6A8fK4GnCPHa90T1jAEAuDLIzaMLjCWDlYV8SXDBkk29UIi/IwZIYD3kdYrd7MmB4ThN9v5OPpkKiA9uDPBjTGNf7Qjjkzp7s6bVU+ykMW19bbJpvgm7y8/Li6dTktMy+ZIlddscjdy2B4nnnJtPhq9Czcb/SvQY3ag4uLZcnlCx32wAQe9BImW06Wl8sRXdkOA/g1V17h7pm4R+KpnvNa1vWJlizTp3DwpM0CfXpnvj4dhL5p1DrnqhEcrq7QF5A1A731C/qvQsfdmg1vufF2la56h27z2Y/76mp9smLdW5v0nvm2c2dUqG6zbAKmr44bXMcazYM7pFGlI11dGEbunqp5QeijE0oVzsUOJg2wer+osNBN8oALJny6OiQb+13dLtZPAiRAAplIIHComIktY5tIgARIgARIgARIgARIoJcRgJEHqzO37dSVnufqZbYawyeOHxc3GsEgBL/DY3QV5dAhQ+J+rANMcEaj9kf8qREyT13PjBg2zMlDJ/y1Q//+sjJ1vXBMJqg7munqlgF+pGEcwh8MRbPUmA8XCQfVQAUjFUxbzrAZ061RPJhRCrVCxoxhJmBtuRDbjLW/+iEePlxd1agAXCoEwQxOVooxCTQRwLjCOMPq5bwcrHKv1CckjjtDNtLP6bjFxBIMuaNHjVTjab+4IfvIsWPqouO4cyXjjLm68S+e+oC/dxhSE0LE+E3Ij43xxLSmM/ceUR1+sFO4kIGBFn664SKnWd1+oR5/rJMouoocAT7x63QFNyYzwAc+082He2BSD+5lmMjL1b7HvSpP/xCj73HncPcdBY17HPa7QBr4wu859qNw/aJpMKgjEzLndDIyS+tEX8AnP+6pNs5UFD2NyL3inrtHV8cfV6P7+LGj1D3MZFfO7pkF6nN+zqzp7p6JSUSMTTPyQ4M2010X9hBYsXqdc2eD9gXtdtXEX1wb49cSuPmCey74b8f1dEkAUAYSIAESIIFWE6DBvdXIWIAESIAESIAESIAESIAE2p8ADDAw1MBFAnyyw/UBDIhqmXHGcKzORDrcMGADSWyiGqyiDNqiYi44Q5RaeeDz/aC630DcLy/fGW1glIKfd6yMHzl8mDNOIs3KwGUG3NHABQbKndE6EJCfaEp0yXFjVnAW9RoYS2E0gpEJK47hoxjXNEBdzSCYQSyqNNNIAAQwXrHKGe8HrIwuO3LEjRu8X7CpJnx3Y5PMsaNHx43teG/AEI+AJ0Sw8r1UV0GXHT7q/GNjTF9ciHon+Jpi+RqhBozvfWqI3aZPdcCHOFydYCPN3hrQL7j3DB40UA3ZB+TZF1/RleFvuY1Mw/cC3NPgAqtK7xtbtu/Qv52ySRnCrRD6D65bBg3UcaH3q6PqpurFV153vvixAa7/NAFYjx09yt0H8XTNMy+8rE/Z7JBq3UBVe8h1hd0//Rsd+g+uZap1I1W45Rqt4whGeuhGQBtw/8QTGMPULU6jjtNTOj4RIw/++hHPmzNTn3AY5sbtWl0pDwZY+W51O2VaMZ74wSp4TBJh34EVq9fqXhgn3Cp/yIT5BOU6+DU2nF39PpwOrpbqSYAESKC7E6BLme7eg2w/CZAACZAACZAACZBAjyEA4ww2BMTqb6z0tJWwSH9r8xZncMKmqXrqVoQuXrRAjeMjnSEGafjbtGWr+osuUL/WJ3Vj1ENu9SZc0BSqewIY6WGsx+p3/GlBZxAygDDoYPVoga4ShrGpSg1SgVFfz+KGl/iBFYuOVSxLN1Q9o5ME2NCyj7pOOFh2WPYdLJMhuqp03Jgx0eWYSgIeAYx9GDDh9gN7GcCIvv9AmVtpjBXR+3U8nTpdrW5bLtFJnP7O4I7V0pjYKSs7osb2keojvER9wGt59QOO8bdT3czAABu4kPEqS+sQ74xUIcjHuwRtx6pluCOByxS4BSnQdtylG6aOUKNz2CicSmtPyHN9qcbmEn06B+5fsNEpJkAwYfL25m0yQ13MzJg21T0J4IzLej+CX/6Tp065TWlRHk/qTJ08QbDRKNjCN/6Vl1/m7me7dGy8uXa9bN62Q6ZMmuDcxcAtC+5hmHS5Vt20oC/26X3xgBrt8ZTQXF2dPnniBOfexdUZ614Y4DGhg1X41XoPQ93unqxp8Xui1ylwmYWnLE7p0xNoF+TxV6+G+sGDBrk9NPB0BiYMRupTPnCRhHtqME5g2L/g9MPFDlx67dmnq+V1Hw/IY+Pr2eqWqH/sWqCXgQRIgARIILMJ0OCe2f3D1pEACZAACZAACZAACfQyAljRCYMhVpgjmOEOK3hh1IEBCptEwjgEH8Qm4+T0ZOeefbrR4DnNP+/cHFypftqHx/xaw4AEtxYwGDn3BWq4sXJOkb5gI0fkIx0bO6KMM0S5FJNqOUZ5GKCCTQ3XOj0FajSdpJsBXjp7llvJaYaplrVRorcTgEESvtdhJIVLpBO64WW+Prnh3B6p/REbWeKpkHpdfdxXxzDST5w+LZMmjgueGqmtcRNJMMDCyItNhbHq3b0P0oALA2wQ4gfuNPFMk2KCMInifYP3D/yEF+sqaKzIhnsUTHbh/dkbA4zFZgDHam6sVt+um4qiT15bsVpXk9cIJhKxkhyzfpiUGKab5l6+YJ7D5SZf8sEvmCyELuw1cf3VV7rNUHfshp/+MudTHX1807VXa7/nu0mbqWq4xkrzAzrpArdd2Lz5BV0VDyN+04amTb2COnA/xrjCMdoStdEtrgl9C9dZcE+DcxtXeuhWwY8dXSrzZ8+U5bpqHUb/vjoZmaP3V+i1gE1YsUHwjddc5fzSY88BuEBapT7i8WTH9bqRtXN/o/W4GVEryJgESIAESCDjCNDgnnFdwgaRAAmQAAmQAAmQAAn0VgIw0sClSz81KGGjvip1ZQBjEtKxYnPalIluxSVcJxxVX8G20hHGPfzBGHXTdVe7FfLLXl+hhvf6wGiuRiMYi7B6HRuxwqUF/FjDXQLKmdEHxkFstlqpBn0cw+c66uirhnMY3wNDftA7rgysSRrOqeEfcpAJghrD9ABGqIHqexgbvxb0K9BVxnnOrzKMWGaQihVgRAJJCWBswbA6SDc/hcEUK6JhiISrIrhNGqMbUcJ4i/GPsQU/3bv37tc9CfJlq7oQwYpnHeQ6RnUDSx3LeC/s1Y2E4cIjHDCu7Q95OMaTGvAdjvGMOizdHejLOd2AGIZYPJGCCS3UhTcATKlo+wSdDBilkwVw2YRzjH0YV3HcGwM2CwUDPK2D1eXjdD+JHWp0X6ErurFKHfe5kSNGgJ67t2CycYZuBh0PChZ+4MHPeII99rbApqQHDx2SN1au0TFyWA6p+6EpkyZKH+0TbKKKVeIzdBNS7I3xtj55s2rtBreZLs6LdXyZ/3Z0DfoUk5y4J6MeGPDRbhy7+x9aqMfmqgtjtHjgAPfkBMYKgm00iiExc/olUq7ubnbp2Fz/lm5crfdNPGWBPATjgglXrICHCxuM0+WrgmspO6TXMnG8nDuv4wgDrJNDV9TZyZfI6kiABEig3QjQh3u7oaQiEiABEiABEiABEiABErh4AmbEgTsXrOLF+aYt26VW3ctgVSMMSjDE2IaBZtTza4QRCAbuWWrYuWTyJPVVXSlvvLnaGeBhQMffUDVMYhM+rITHCk8YCJ3umP4j5eWy98BBKRlcrH+DnfEQrhRgMIcPdkwEQA9WfaItMEA5v+zakIFFA1y7A0sj3CSc19W8uc59x5jRI53fZqzwhWGKgQRaSwDvCaxkh3sZuJJ5e/NWZ7iGuxDf3QY2riw/flwN9MXORcnMaVNlphpsZ+kmxON0pTEC3BthQgtjP2bvdEZUPEGCNLwvMHYx1vPzc9UlU4Eb24ePlLtJKeSb7BGdADinT5VAJlfLmD67PhhStbDTCwMrVm9DbzNBK9DDY0w2uIkMnfxAgOF9mt6vBqhhHU8y1CtLP8C0jD7BEzPgl5UdbLKKdNxj8Id8nGPCZcK4ce6pHtSByUXE7p6jAtCBc7jYmjZlkutjlMdkSGRQWTwJ0V+N7jv37HVGd/Rf0B5dpa7H+3XyB5tMYwPWIYMHub7WStDl8WD3wkW6Un+wGvbxlBKe/oEeBIiijTZxgzSMr0kTxusK/xKd6GlUw359oBuZXRBsMqILqmaVJEACJNDtCHCFe7frMjaYBEiABEiABEiABEigswjAwNCZq/pgCOqjBiGs5tyzb7/bVPC15St1ZeQ054MaxqZT6iYDm6eqqHNh4FiotQard2FsslW08+bOkuOVlWo8L1P/71tl4by5aphqdKsmJ40fK2+pMf+Nlatl/pxZbtM/GAmPV1SoX+WNbmPWOTPmOz/TMFjB4D5KN5w8oCtH12182xmtYFyCEQkrMPEHtw2jSkc4wxF0gRtWBiMBKznxB3kYTfHHQAKtJYD3B1ayw0USJn5q1O0S/LaPGzPKGSoxroIxedAZL2dMm+xWFcPAC+s2jJvY1PLkqSr3hAg218SGlwjYYwAGTqxAxnvrfMz4CUP+IB3rpboxZ5Ea1Lft2iVFuuHvuNGj3TjGqmf4H8f7boKu1MZ7EJu8YuDDqI42nVAZvBfM6AvXIwN1JbRzD4LKeklA/+EpGEyUlOtkIHyxw9gOTpi0gP9zPAUDNq4TlItzE6T3oKPqRsg3+KIMxsIx9dWP+9slUye7SRfnR137F5ONYI+nItDvb65ep11yQftorJsoBPV9et/CHhPDhg7Rp3kKXC+gDO6ziHGXwkr18dqv8P+/edtOeX3FSpk/d7aOuyLXHoyhVeqLHpORV6orHDyR1Bh7ksE9UWG6VB9WwpeoQX7h/Lny0mvLXT2YgHT3fZXDUxv7dLITq/5tD48TJ064ySNMbmLPgs52RdTZn4GuE/hCAiRAAj2AAA3uPaATeQkkQAIkQAIkQAIkQAIdQ6Azje24Ahh5YByEMRs+iVeokWiTusPYrG4x4KqgrxrVT6rBHWFYyeDAfYUew2YHn+9VavRBgNFxkBpn4Pf4qedfdq4aUH6qGnKwSn7h/HmuDHwEw98x6oMxEH6Csap3kRrn4XcahiALWB0M4yJcPvzx6efjrmmwyStWf6IubAQJlxtZWgfi07qC+OxZrMp0/00VYxJoNYHgvdGoq9v7uX0AMJEEw+jUSeN1/A5yYx7G7iNqgN2m7kmwAn10aal7T6EylMf7Am5DRuvEEMbxth273GaaMHrW1NRJnY7VF195wxnP8V6DQf+KBZfKdVctdk9pzNPJqTUb3paX1V1T/9imxqerqp0Bd9b0qTJNjb6oB+8avHfq8J7UjYfhJxwrt/E+gF5sXvzB99yjLlBK3WpulOktARzAbMWadbL+7c3uaRtc/SlNg/uW+XNmO8M5VnrjngS3WFhBvmf/QYcIEyN4mmCEugO6587bNP+sbNi0xd0j4foFhulTujE0jOzz58yUYUNKnAuhSjVcb9SJkZX9NrhJGhi/q3WFOe6Tc2fO0HL6ZEKsTrTFVtkjDffMyy9b4O6ZWOWOTVdhyLd7JiYNFuk4webUCHbXdP2vfY1xh4B+hgEfq9YrKk86VzEwrNt9Five17+9Ra9nq5vcycrKdq6/MK4XqZEe/t072xVRZ38GOlB8IQESIIEeQIAG9x7QibwEEiABEiABEiABEiCBnkUABhj48MVKz13q+uXUqVNqvD7jDDalI4c5twVYTVugxhrzzT5ZNyPFKnRbNQtjEHwAL140X46p6xjohLEHK0Phx/3aJVeosXGkW+kLf+5YgTtJ/RiXqg6s6DQDpcUwdF6nkwBw33H02DG3MhSGIPhXnjB+jJSqz2UzHMHABNc4C9TgBbc0qNOMUD2rp3g1XUFg1MiRMlsN3Njscrq6i4FxFeNdB60azc/KeH3vwCBboAZYPNURmECb/G5jfKMsJqEwZjE+J+pTH8OHlTjjKgYrbOB4v8CYb+MaBncYPbEKuVrfj0hHXaN09fsELQ/DLMY+2oOV2VN0ggt7IsBIbG8A6MVTI1jJ7YzwXQGwC+sEn+nTprj9ITCBV6sTdngiYOqkwJc7WIIr/uD66tKZ053bFusD8IPRGftLIG3k8OHyztuW6tM5leo6q8Y9SYPV6NCDfobPfsjBlUup+tHHE0KYnMTq8wF6H8Q9LzBkB/tQ4ImHRfPmuL0CbCIEbcY987qrrtSJl1LniguTiZjwQXlM4IzRpywwmQJZjCcMoAnjxrj7HyYxrf2I4WIIxvlG9f2PsYBNdFEOfuTv0IkirM6vUVdiGNMT9d46Wsc7Pg/cfVTLd2pQ3hZofDcSjEmABEigZQK6d0hn37FbbhQlSIAESIAESIAESIAESKCrCOARfoQiuAzowq/KqBuGOzOyYLUkDEAwzpgRHEYaBJxDFrYRGAn9dlse0pxRUmVwDL1wv4AA4yPOYay3laWQQVkLTWXUZYbmoQzKYyUxzk035E0WBkgY09AmBhJobwJwdwEjJ8YbAmK8D2AIxXGycYdxjfGO4Q1XRwgYqxjtvjkT5/Z+gAyCe59pQTy5Afce7v2o6Xiiw9oBOXvf4Rih6Z0UnKBeuJZJzHCiPf4FBmf0GxjZ/crdK0L3EXePQl+G+ek50jDZaH3p9obQPoAxHq6B0Bfwey6Bdx/X39CHYOXQl7iH2n0Uea7OWHrUPc3dM7VyTOxA1r//oU60xwI29YWR2q7R0iFn9SAN9aANSHN/xkXHR7ZdSxfeQ3FN2Ii4/ly9uvEpscvotNi4luv+Imf0iYEJEyZ0Wt2siARIgAQulgAN7hdLjuVIgARIgARIgARIgAR6JIFMMbgDLgwNFmCIQfCNQ75xx2T9NMhbOo79PD8dunFuab4cylmwfJynU8bkk+kzvYxJoD0JpDPuwjJ2HtUOf/yaHNLwl+z9CD0m25LOqPyenOZzMbaWZue4fkyoOMt6EhgmGy+L2Qv9Hz/X/rFgaThvVq4FuSgd7XH/szZZe1BPOC18bm3ptFi7AE9o0ODeacRZEQmQQA8hQJcyPaQjeRkkQAIkQAIkQAIkQAI9j4BviDHDnp/mX3Fb0qEb5ZPpsHr8fNeeFsr48qaDMQl0NIF0xl1YJnyerI0mB0MopsPsPEo+VV6UfG9Ji+ISmRYzoLfEJVw2fI7ybUmz+n0dwf049T3TlzcdfhyVH04Ln/vleUwCJEACJJC5BGhwz9y+YctIgARIgARIgARIgARIIE6gIw0vF6P7YsrEL4YHJNDNCXD8d/MObGPz2f9tBMjiJEACJNDDCQTPpfbwi+TlkQAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJtIJAk1cefd7AO2mFCoqSAAmQQG8kQIN7b+x1XjMJkAAJkAAJkAAJkAAJkAAJkAAJkAAJpCLQtI1IKinmkQAJkAAJhAjQ4B4CwlMSIAESIAESIAESIAESIAESIAESIAESIIEmAsGuBU3nPCIBEiABEkhOgAb35GyYQwIkQAIkQAIkQAIkQAIkQAIkQAIkQAK9kwC9yPTOfudVkwAJtJkAN01tM0IqIAESIAESIAESIAES6KkELlyIPU8Po0OqR+uj8qPSWguqtTrSkU8mkyw9qs3pyqYr59eRTpl0ZHyddtzZ5VCvX6d/7LcJx/74ipIz+UyNW2pzS/nh62qtfLh8Z5y3VxvbS09HX7PfTv+4pXo7SrY19abThouVaalcVL6lWZzsWlrKT1autekp6rENYunDvbVQKU8CJNCbCdDg3pt7n9dOAiRAAiRAAiRAAiQQSaBv376SnZ0t58+fj8xnIgmQAAmQAAn0BgL4PMRffAK6N1w0r5EESIAE2kiABvc2AmRxEiABEiABEiABEiCBnksARgYGEiABEiABEujNBGyVe29mwGsnARIggdYQ4C+I1tCiLAmQAAmQAAmQAAmQQK8iwBV9vaq7ebEkQAIkQAIeAX4GejB4SAIkQAKtIECDeytgUZQESIAESIAESIAESKB3EeCqvt7V37xaEiABEiABEiABEiABEmgrARrc20qQ5UmABEiABEiABEiABEiABEiABEiABEighxHgRqk9rEN5OSRAAp1GgAb3TkPNikiABEiABEiABEiABEiABEiABEiABEigexC4IBe6R0PZShIgARLIMAI0uGdYh7A5JEACJEACJEACJEACmUOAxobM6Qu2hARIgARIgARIgARIgAS6AwEa3LtDL7GNJEACJEACJEACJEACXUKAj9N3CXZWSgIkQAIkQAIkQAIkQALdlgAN7t2269hwEiABEiABEiABEiCBjiZw4QIfp+9oxtRPAiRAAiRAAiRAAiRAAj2JAA3uPak3eS0kQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAJdRoAG9y5Dz4pJgARIgARIgARIgAQynUCfPn0yvYlsHwmQAAmQAAmQAAmQAAmQQAYRoME9gzqDTSEBEiABEiABEiABEiABEiABEiABEiABEiABEiABEui+BGhw7759x5aTAAmQAAmQAAmQAAl0MAH6cO9gwFRPAiRAAiRAAiRAAiRAAj2MAA3uPaxDeTkkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAJdQ4AG967hzlpJgARIgARIgARIgARIgARIgARIgARIgARIgARIgAR6GAEa3HtYh/JySIAESIAESIAESIAE2o8AN01tP5bURAIkQAIk0L0I9BFuHN69eoytJQESyBQCNLhnSk+wHSRAAiRAAiRAAiRAAhlHgD7cM65L2CASIAESIIFOInBBLnRSTayGBEiABHoWARrce1Z/8mpIgARIgARIgARIgATakQBXuLcjTKoiARIgARIgARIgARIggV5AgAb3XtDJvEQSIAESIAESIAESIAESIAESIAESIAESaA0BupRpDS3KkgAJkEATARrcm1jwiARIgARIgARIgARIgAQSCNClTAIOnpAACZAACfQiAnQp04s6m5dKAiTQrgRocG9XnFRGAiRAAiRAAiRAAiTQkwjQpUxP6k1eCwmQAAmQAAmQAAmQAAl0PIHsjq+CNZAACZAACZAACZAACZBA9ySAFe5dYXRvaWV9V7Qp3R5E2639aGcmtzXda6Jc9yHgj72LaXVL5S0/rDs8zgM5jP+wpCS8P5rnMqU9CFg/YYU23KKE+ydch8m3JOeXszJ+mh37elLJQT4dWV/G6mBMAiRAAiSQuQRocM/cvmHLSIAESIAESIAESIAEeimB7mpcuaD9hbb77YexyT/PtC7V5mn7Mq1VbE9rCZhR82LGGsraOLXydh5uh+WH0+083I6wnvC5lWPcfgR8xjC2I/hpfk1IR2ipX/0ydpxumXTlLrYd1h7GJEACJEACmUOABvfM6Qu2hARIgARIgARIgARIIMMItMZQ0p5Nr6qpk7P1DdKnbx/p61mDz6txKDc7S4oK8tuzunbTBdNWXf05OVB2RM6ePSujS4dL8YAitXZpRoYZtdtiaGs3YFTUbgTsvVpbWyvVZ87IkMGDpW/flj2omiHWylfwCSEaAABAAElEQVSeOCFZWVkycMCAZuO2oaFRamtr1Djr670g2dnZkp+fn2DUrampkYKCAmfItTosrqiolPpz9TJyxIh2u34qCggY48bGRjl6tFwQDx48SAoLCyMRWb/X1dVJVXW1DB40yPV/pHAoEWXOnTun92kdD85uH9zo8vPz3JgwcdwLnZx3L0fe+fMXpG9WXyno1y8+TjBucJ937YrpxHE/lUlnPFud7RXbhEV76aMeEiABEugtBGhw7y09zeskARIgARIgARIgARJoNQEz3rS64EUWsPp+9dQy+c0r62Vo/zzZX1ntDHn5OVnyVNlJ+cbdi+WvPnyPS7NqzGhk59CjFpu4jduda6bJhc+tnMWBnce9uiQrZ/mIfR2o7sKF884gVF55WqZ+9CsiL31DXly+Vq6/Yp7aoiAQKx1rl5VHqq/f0v20WEkXWb478a7RZCzfyts5LP4qHtdh+UhwTTMjVyDC125AAH2LfoRBc/2GDbJv337ZvXev9O/fXx76yIOSn5fnxqnf1/5lWfny8mOyZu1aOV5RIRveelvuvP02ufaaq9XwqWNajesmd+xYuXz3+z90xtTGhgY1lmbJmTM1Mu/SOXLvu9/lJsdgMH3hxZfk2PHjzuB+/bXXyvDhw9S4Grw/Tp46Jd/41nfkPe++2xncTbffLh5fHAFjebS8XH7/hz/qWNjn+q6wsEDuvvNOmTN7ljuHdoyJ+vp62bBxo+xRub06dnJzcuTjD33E9ZvpCrfE0tGfy155Vd5Y8abkaDmcI8DA/773vFtmTJ8eHzfPPv+CvPLq6zouC+NykM3NzZWhQ0t0LLxLBhUXS4OOqcd+/bhrCyZxEKAPBvyPffQjbhLJ6neZnfBiLnk6oSpWQQIkQAI9igAN7j2qO3kxJEACJEACJEACJEAC7UkgmaGuPeuI0nXk6HF54utvytUfukTuXDzDGfL66mr3yyfUyLgRg12RVG0L56U6Dxtw4udmndbakIbg67Fjk7dVv1h9/4u/u0vK779Sxo4c5sqFy1qZeKYeWJrp9fNwHNUGS/fL+Mem03T5Ok5X18jGrbtkz6Fjcud1i3Qlfv94G0yecfcgUFVVJavXrnMGydOnq+SCrhz2x0Gyq7DxcbDsoGzdvl2GlpTI3v0H1CjaGFmkXlczL1+1Wj7x0QelUI3659UYCiPpsGHD4k+ivLzsFdmxc5f8xcMfl6eeeVYee/xx+cuH/9xNRmFFMwyqly2YJzNnzHB1pNPOyMYwMYGA9eUZfbrhf3RSZIA+WfOZT/6tM4Y/89zz8pWv/pf80z98Ri6ZNtUZvcEdshg3xQMHSrWubs/S1eZutXqC5ugT1Hfk6FF9mqJablu61OlEGu6UxQOLEwqNGDFcFl423xn0TSZHDeqvvP6GYIImWyduXNA2YRyOGjlSJwdmu4kkpOOJizw1zjOQAAmQAAl0HwI0uHefvmJLSYAESIAESIAESIAEegmB/Dw1rgzMkSWXTpXPfOKDza9arTqNuvo2WLCtbmfUGI9gRifEjbriMktdHcCwBEOf5sZdEpxT1xjn1FBYoCsnke+XMwOgyaAt5tbGlwts8E06z9TWSZ6u9Bw0oFDuu+sm1x57sTqsvDvXzLqz9WqEyo63E/Jn1SUN2o62WbByOMdxbV29ZOuK/1w1WpnuIDbDfNAupDWoUfTs2XNSqBMBOAcLjWTr3kNy9cP/JXK4Wg6snuUM7lYf4+5BAP2JUKyrgz+mRvDcnFz3nti6Y4fr65auwlx0TNfVyPPnzZOTJ0/Kq68v1zEWXRL1FaurmZtvutGtgg5Lwfj++ooV8p533eNczFw6d44z6B4+fERGjSqVZ59/Xsdivdy69GZX1B/XYV08vzgCb23aJFu2bZdvfu0/3KpxaMEK8n06kQL+kydNjLt7KSoqko/+2QNupfnvfv8HWblmTeye2nLdwdjr41ay33TjDc0KYAjZ+Fy4YIHgzw+nT5+WZa+9Lu/QpynQDgTcZzGGlly5WBbMn++Lx49NZzyhgw+anpPq4IqongRIgAR6GAEa3DuhQ+3xQVeV++TthEpZBQmQAAmQAAmQAAmQQLclAEOcnGp07gTCRjk73767TP7tB7+RPir7wN03yLWL5jgDz/J1m+UL3/+d/M37lsqtV18mew+Vy9d/8nvn+uLvP3qvbN21Xx598hX4KpDZ0yfJQ/feIkOHFLsVmjBAHq04Kb959jV5+lV1sXHqjMyZMkbuf8d1cvVls5x+fJ195rU18rWfPSnvv3mRXH35PPnZ75+XFZv3yM+/9LdyoW+2/Pv3fiUbduyXf/2r98tcrQMG9Ef+8JL86vkV8vF33SjTJ42V7/ziCfWxfFxKhpXIX33gDhk3aoQ88vsX5OXl6+VM7Vl519Ir5b13XKerP4NJg4bG8/LKqo3ymLZ9484yGT6ov9xy9QK5745rpbgo8M+8/8gx+cZPfy+VJ6rks3/xfjlwuFx+8Jvnpbb6jFw29xL5iF5ryaABcuDQUfm7rz4iCyYNknMTiuWTX/qe9FN3D//x6Qdk6ODi+AREtx1Avazh5n4Dl12vEzYuJLOaB7kJr/3U/zpCrU4aNSZZ3W4FYPD0jZ7mSsSM91hdn5UV/MzGymRMdOXqpNXeffvk5WWvyqc/9bfO4GvvY9PL+OIJ+Cx3794jkyaMdxMe0AiXLOiHuepO5kc/+7m8794KdfEz3N3vEsdNvRrbgwmctFui4jYZiTJoh7XFHyNIs3yME4yZX/zyVzJ+7Bi5fNFCl2cvaIM9LWRlUN7Gl8l1VkyXMp1FmvWQAAn0NAI0uHdCj+LxNHxIYua6qz4oO+EyWQUJkAAJkAAJkAAJkEA7EXDmmZy+ugq9UU6fqXNGZxhpYDjKz8txZqHJ40plypjh8k+f+LmsO3hcnvrPMdJPV4X/1X8+IufUnfD8mVNca2C8/uprm0ROVDsj1NdXbpdFJQNk5d6j8osfr5djJ6vkC3/zISnslyfH9fj//dpP5Af/+rz872+8V6aOL5W///6f5DuPrpYNv/+czJk2Qb/X6qLwYyfkmf/vDRnYL1eefnOTPPr4OpE5I91mf1ih+fJbu+X1H7wm//iRd7o2oMyO/Yflif9e59pQU/uCPHWwEtZRkR+vk37ZfXRTwwL558ffkKIB+VJ1+IQ8vv6AzL5kosyeOt7p+MMLb8i7b/maXP3gDPnUh26XNzdsk0+8/7+k9gd18jcP3KOr5Pu4le//8dpmkWOnZETJU/KlFzbIWNW3v+K0/Oq/18vIkoHyoXuWuhWtcyaMlGXrtkudMp46oVQnHQbFV766CvnSbQiYkRMNji16b1XbbYEUNilOFS7oe/DAocPy5spVbsV6qbr+8DfjhAF33qVz1a/3cucyZsOGt4KNUXX8//DHP5UHPni/lAwZ4n4bpqqHea0j4Bu3UfKMummxYMZubGp73G1WG5uQ0YESOIDRMePuqKn73vRZjHsa/Phv1dX08AM/WDfpHT1qlPu9b3WarLXP0jfqPgEr16yVf/3cPzt5G3+q0k0QYD+BgoJ+TuewoUODiU6t0PSY3s6IWz0J0RmNYh0kQAIk0A0I0ODeCZ2ED1AY3bEzOTbwwYc9AwmQAAmQAAmQAAmQAAkkI4BVsjKrUN54a5fc98kvOZcrp9TwvmDmJPnSpx6QfrpiNic7Sz76nlvdyvI/PrNJvvvLp2Rg/36y9qm98sbz/yzDBg906rFC/LrhA+TlmlrnrmDft//BGZeffGm53PuVX8hXf71CPnLPDTJr6kR54bVVamx/WT79f98p/+sT90uOls3JzZN7P/pNeWLZKmdwh03S+Ry+fpw8tumAfOnea+SrK7BBZa5zy3L4+EkZM0hXnE8Y5iYI0AiYsgry1U3ODSXy8o6D8pO/e5/8/ppF8sRzr8o9//KIfPmJ1fLp2xZIxW++JCdPV8sn/ve35NktR2XXgSPO4F6mK+E/8e3fSu4do+Wrugp9wYxJsmThXFm185B84Q9vyDtvWiwTx4x013v9sCJ5ra5OXt68Vzb91ydl5PAh8m/fe1y+vOUp2V92VOrVwD68ZJA89K6b5cn1O+WAbnr58H23yxj1N38eVjQNXWHYchXz5aIItLW/4uWD7k/ahjzdhPWu25bKSvXjfuSJcp3gype777pT/XM3uQtZqu5m/vjEk/KDH/3I6bnj1lvlyaeflisXXy7TLpkm2DR1oLqlQZ3+REHSSpmRFgFjOW3qVHlEV4/v2bNX3b1c4ibR4Hv/7c2b3dMP2GAXITCvh83JLQyAUEvGjhkj5ceOyR/+9KRgo9bZM2fIPXe/U2Akt/ZYEZxj8V2V2gV+/uhjcs9d75CRI0ckyqnMZQvmO/c3P/vFL91YueG6a+SWm29OuZGr1cGYBEiABEggcwjQ4N5JfYEPV+yCXllZ6T4sYXj3H2HrpGawGhIgARIgARIgARIgge5AANagukYZVqxuUy6fpYZr/S55rkGGDh3sVnLjErCoY7i6gvnMh94hf9xxSP79ieVStf+UfPOr75Mr5k5vukq1IdU16JL3mgb5+Ptuk7GlwUam82dPkzmjhsjG7Tul/PgJOTvxvGzYtldkVK4znq9cv8UZ3OFiRrL6yOZte+JuZ9wq4rdPykMfv1Ievv9OKe5fEK8PhqVGTBicboCPhXi6M20tq5B/+PZ75Pbrr3Dpo9WNjJy7IDPGD5K/+fDdMnhgkQzoXyijhunGsK/ti5ffvqdMyncekxsvnyBl6jbm/Ll65+5mYH6OnPjdZqn+YrXTh7rPqeuZcxW18qUv3iszpoxz6TMnjxYpq5Mz9Q1yVjnm6mSFXlIQtEy2fldHsKQgg6/dmkA7dqYZ5OGK5DOf+qQz3B4/flyef/El+cKX/82tVJ6jLksw/gbqBpz3v/8+qaiocJuwYhPVmtpamX7JJfLoLx+TEyf16Yvhw+T2W2+Rfv36JRpcuzXwzGj87Fkz5Z3qF/0b3/qOuo95l/vtvXXbNuefv3TEMLeJKlqKO1Pwrm9du20s9NV7Mny333D9dW5F/e7du+V/fvAj7d+T8pefeFiK9Pc+xoPJW/zSy8t0n4qzcvVVS+IVWx7sA/ff9z7nggs+3jdsfEu+/d3vOb//77333fHV8yYfV9CBB3Qp04FwqZoESKBHE6DBvRO71z4YsRs6ZtbhYgZfsiy9E5vCqkiABEiABEiABEiABDKYgPMLvKVGLnmwVB7+0N1qENbNPtVChNXlMOIg2HfIheqb/ONXTJcX12yVqtKBcuOS+ZoH1wRwQROYlFyZ7L6Sl9v09R/GnYmDi2Rj/QU5o5uQVusK+IMVVSLTiuXZ1VvkJ2+qPq10dlGuLLpmgj6p2c9taAq3NS4cOyuj1DVNYT99elPb1Kh/2KQ1ZWjUvWBj/tYhh2vSi5PhAwrUEBa0DS5pstUgjmDXeBhG/+J89YpTI5/90Z9k59lGGZ+bJZPUXYy8Y6qbjDB5t0o9t6+6lCl2OtAurPKHiQ38TKczhgWFtB06IcHQ4wnYewcXauOgNRdtZfL0aQ5sgvqed98jW7dvk5eWLRMYepFv42poSYls275dXlAD61+rAfZXv/mNjNMV0VgB/b0f/FCeee55tzredLamHZRtTsDY5+bmygMf/qBMfmO5rFmn7qr09/ZNN1wvBw+WyYa3Nzt3UigdPR8TnRo1bkwSC+tgXJ87Z478+UMfkc989nNy84036qan8+KNdGNCx8aBAwflEV3d/rd/8efuKQdLjwuiXSqHJ4gGDxok1197jZw4cUIee/y3csN118qwYcFkqS/f0cfhZwA6uj7qJwESIIGeQqDpG3dPuaJucB34UMbmLSd19rtON+YpGlAUn2l3U+326d0NroVNJAESIAESIAESIAES6DgCMBPD2I4Qi+KGQtjdYVh/W1eef/eNLXAorH/n5allK2XK+NFxY7srjBcY7D2DOAzbB0+pr2PdnHX44AHqjqZQRg8pEtlUKbfec426q7nF1d2gLlhgBMpRA31ebo5TFxgJ+6iLmka36l10k8g+wTxAvLpkB9hA1YJ97cWqdN+dC64NwQxdpTCeV52VPDX2f/3vPihT1X99Td1Zt2Hht7Rtg2JG/GADQ9Wq5dE2hMAQ5w4xLwCl7gSv1hLjEmUAC0ryNZMJ2DhBG62PnVumUKODcRtKdGWClcimJxxbCaRbHsYMjLvjx46Tg2UH3fsAeywgH3lwHfOjnz4if/ahD7rzsrJD8g5deQ03NEsWXyG/+8Of5K533NElq5btenpaHLzXL+gTOnlyo648x58FuAGaoJuUwjhuwfoyGBdYy93UvyaDONm4wVNGuAnDtz/6foj6cR+g+vF0gwXoRHlM6j3z3HMqM0hmzZxl2QmxjS8nH9M5qnSkutk6rZOdut+FBty37L7pEjr4xbW/U2vs4AuiehIgARLoJAItLEHppFb0wmrwIYq/OvUviQ9kPDIWfGD3Qhi8ZBIgARIgARIgARIggQQC+J4oQ7LdCvA6dYPSoAZp+B7HnzNO69LwvmqBxyann/76L+SuKSPkfz5xj4wd2E8+9b1n5NVVG+P6nIEG+rRMxYnT8fS9+w/J6m2HRK4rlcHFA7HQXGbDBYsajtZu2SN91UBUqi5sxo4cKmNGlEjJoMDvNBS49kmWMxZGmX+wgakUYpV6k2kITZDivs5IDh0uIE0rxgr0JkltAsrnBavcIYcNYkdPHCrLd5bLsfLjMlTbMi7WrtHqoz0/NhEAJTkoqxvOBm10tXjt1Tz9j4AJhGF5uv5Id5jdU3bMpcFQakY4l8CXbkEAfW1/2fqkBIyf8LeOgHTrU+ypVaMbaiK2gDybcMHK9b59sG9BMLEEPX6ALsiafIMuoio7fNitVrY0xPhd99ivfi1XLV4s8Cled1Y3PtbxZu1whnlnOvW187itBMAXfRQOR44e1acQXlEXMNe7PdVcP+BWoLImn52dE4yb2BM8SLf+wnjBU+rwBY9g6W4sqJyNk1P6m76qqloGqI9+Czbxs3fPPnlSn2q48/Zb1e1QkG91BzqD9kAn0k1n+bHjbpImR9uH0PzqXDJfSIAESIAEMowAV7h3cYf00R8E+EJWVVUVdzPDTVW7uFNYPQmQAAmQAAmQAAl0MYG6ejXsVDTKq5v2yBe+/aga+AIzC743ZuXkyMPvWeqM4d9/7ElZ9r2N8ub6L8oidS1TfqxC/ukTv1Y/6Y/L4+NHyejhJXHjkPTPkYe+8lP51wducyvVP//DP4ksPy5f/u796uqi1F3xTVcvlPs/uEF+/m+vysmz5+Tj77hKsLp8h25eunnvYfnnh9/njN3n1A+6iD6tiXaGAoxRp2p1NeZ+XVDiuWqpP6crzk+elnOxlecodh4+ZcrOyJHxZ7WdTYrO1KnejdXOTQ1SR40YKv/+0J1y3we/rZus/kQ+v2O/LJ49WWrP1ssfX98o9y29Qm66cr7Td7C6TuTgmabr1vIwjAbtbVCDVcByzIghMlpd6qx9Za9855dPy/GKE3Lt5XPU5U2i72XUz5CZBDBm1DbpfkcdUsM33h9Hj5br6vLTAr/duTm5uu/BUHXlGaxqXv7mm/K1//6O/P1f/6UsuXKxGyMwblaq2w48fXz8eIUzjsP9yP4DB9xFjyotjRs/j6nxs6q6SoqLi92q5uUr3pQ3Vq6S//O5zzojKcY+9D33wgtSq09gLF16s9MxXF2BFBQUyJYtW117XlN3J/MunRs33PuG18wknfmtMva16i9/3/79zn1rYUGh+lQ/IdiAdLpuWLto4cL4heA+gD3WDh3ScaP3qSNHj+giuCrZtm27m6wpGTIkbjhfvWatfOM735WHH3pQrrnqKtfHMMIfLCvTe2meGvEL9f5RIb9QH/3z5sySadOmNtWDAaphx86dcrzypEyaONGd495n93Xc+iAGoz4mB4r6F0muTv7s3btPfv3b38kdty6VISVDXDm+kAAJkAAJdA8CNLhnQD/hCxb+8KEdtamqfXnIgKayCSRAAiRAAiRAAiRAAp1AAC5SLn//RBlblCfL12zSGtU4oytvG9UNTG1Onjz4zutl47bd8o+Pvyb/88uHZIFugIrwwLuWyt6yclm1RVdTvvymbpJ6h/OrXqPG7rH52fKZe6+XR599Ux57fZtcPqlE/v37H5SP3HuL2xwVBiCsHP/3Tz8ol8+YKL9btlo+/I3HnSVo/rABcsvCSyQv5me9f0G+FN0yTeWLnKHIVR7YlVx9k0cMkkl3TVKDZ7AqE/mD1U970e2T1eVCPyeOl1zVt3DJGJk+eogaNWMKNH300IEy895xUmirTTXtnqVXyXN/KpIf/vZF+dnzq+Tzj7wkl44tVqNYf9UZbNqKlfKLxw2VUvXhbn7gUU9/9TNfdPMlMlQ3oTXj5iAt948fvdu1f8Oug/LT36+T3c98OTC4a5mm1kADQ2YScKZKZyj98SM/U4NljRpAselvnvzoJ4+4iZaHHnxALpkWvD/Q9wU6pmwM2O+snTt3yfd++CP1kT1UJ59Gy2Y1jL+5apUr9+EPfEAKC4PxtXnrFvn+j38q0yZPdkZ+PK38L5/9X7LwssscHujdvmOHvP7GCvmbv/oL9xQFJgFy9H3wgfvvk2eeeU5++KOfyJAhg+XWmwNjvLUhM/l2v1ZVVVfLN9U4jnEAozkmU2bPnCF3v/Ou+EamdlXVKvvILx6VU+r+B09EwN0MxlG9TiR+5IEPqeuXmSbq9MBAbwF7sj362K91kvOYjNAJlSPl5TJx/Hh597vulkGYkInNIGJMQHb/wYNyx803yMiRI50KTW4KsZmjispK+W+0PdaWI0eOyu233Cx33HabG0scK03IeEQCJEACmU6gj960vbUkmd7c7tk+rJbAo4v2xa6lq8CXMjxy2F8/8LESIt1yLellPgmQAAmQAAmQAAmQQMsEsEkdHusfOHBgfAVsy6XaVwIryPGd0H0P9A0zsWqy1Wc6fLDjq7xzoaHtNWPMOU1HWWyaWqCG5m17D8mffe5bsmJPuWz/6efUPcso2X+oXDc7zVM3MQOdRisbjzW1VvcaOlJxSgp0peUQZ1gPNvNDAfhHx55EeFoTrg584xF8sTdo+13b9Dutbdxq19RXjeJw54KANuI6oACbpsIHO36dnGs4pyuIdRNWdekBw7m1C2Wgp/J0tW7yWicjdfV9rrr/MNcOuG63gl6VOH3KBcHaCzno879fn8F1Hj/peAwfUpyQ5wrzJeMJYLKoQcdMVMAYMvccGLP489NQxtLD5TFO8LvMxgsMp+Xlx+TU6VPutxpWrmNTTj/s2bvX+XbHynh/3EIGYx2LrPBEM3SG8309PL54AjC6H9YnHtCv6Adz8RLmjXP0R1TwxwjkvvaNb8qiBQtkyZIrXb+hDAz1cPkCHUOHljgf7jbWfJ1WD/ocky/JAtpbWXlCjh0/7sbo8OHDpFg/hxDCbU+mo73TrV6svsfTAyW6GXBnB2tDuU5qoB0TJkzo7CawPhIgARJoNQGucG81so4vgB8C+LB1m6rqqomiIn2kTGfoEbhpScfzZw0kQAIkQAIkQAIkYATM0GbnnRXDWNxSgKHZQuCSILDMmzE7ngcLthqidbmvM4RDalzpMMtOMOT4RkAY6yeOzo/L+QcwWvsryP08GM39tlle1DXBGJ+VFXzPNTktnrAyHulN7VLf68oGhnF13d4s4Ht0nq5uD4dU7S3U65w0ZkS4CM+7EQG45rDfS6ma7RtRfblk6b4MjrHyeIyugB8joxOyzCCIxAnjx7s8Pw0JOIfxHn923lX3F9eAHvyClepFU6YkXGG4P5AJ/qnGjZU5qoZeuJsZN26c04n7Le5zcC2EPz9YGT+tpXpMFuMQhnv8+SFKp5/PYxIgARIggcwj0PI3+cxrc69oET6U8YdVFPXn6qV/YX99lLEw7uevV0DgRZIACZAACZAACZBAFxPoKkMH6k0V8D0xEAnkcG7ByiIfhkj8neijmz826krd2Irv+Op5dZzil4WOQHd0/SabrO5wG0we6dYuHEelR6X5spbv60E+guXh2PKj0sKyvnxUHtIYugcB6/dwa6PGgZ8G+WRlkefLRskhP0rGTzM9fvlwPmQY2oeAz9k0JuMdJYsyvjyeVr//vvfK6NGjnDoY2xGiyvrlnFDsxWST5Zusydk5fFu1VCYuywMSIAESIIGMIUCDe8Z0RXRD8OGKx2lP647n8BGI1e62qSo+jPnhG82NqSRAAiRAAiRAAiTQnQmk8x0vsPk0GdrtesNlR+tS8N99/uPOn/WYkUOdWB/1Bx+zGVmxhDisIyFTT5LVbXJR5aPSIB+VHpWWSrfldYQ+XzePM5dAqjFjrU4mkyzdylmcjlwqmVR5VgfjthNoDedUspY3MYkLE8tPp8XpyqYrl06dlCEBEiABEug6AjS4dx37tGvGhy7+4BvObarar0D6F/WPP46YtiIKkgAJkAAJkAAJkAAJtIpAdzZ+mEEdm0ReMnFM/Lqxdt3y4ok8IAESIAESSEqAi92SomEGCZAACZBABAEa3COgZGqS/eA7U3NGztafdRv1FBYU6i+mTG0x20UCJEACJEACJEAC3ZtATzCy4BrMBYwt5OjevcLWkwAJkEDnErDf4p1bK2sjARIgARLorgRocO+GPWebqmJXdHMzk2qzl254iWwyCZAACZAACZAACWQEgZ5gZAmM7MDJVRoZMajYCBIgARIgARIgARIggR5NgAb3btq99uMPBne4mikoUDczuhs7jPEMJEACJEACJEACJEAC7UNA14armZqG6vahSS0kQAIkQAIkQAIkQAIk0PMJ0DrbzfsYBnY8JlxVVSUVFRVuxbtdEtIZSIAESIAESIAESIAELp4Aje0Xz44lSYAESIAESIAESIAESKA3EqDBvYf0OgzvtqnqyZMnpaGhwW202kMuj5dBAiRAAiRAAiRAAl1CgAsYugQ7KyUBEiABEiABEiABEiCBbkuALmW6bdc1b7i5mTlzRjdVPRtsqgpXM5bevARTSIAESIAESIAESIAESIAESIAESIAESIAESIAESIAE2osAV7i3F8kM0uNvqlpZWSn19fXx1nGVVhwFD0iABEiABEiABEigRQJcuNAiIgqQAAmQAAmQAAmQAAmQAAl4BDplhbsZeVvzgwVlwvKmB+0P5yEtqgzSe2MwPmfrzjqDe2FhITdV7Y0DgddMAiRAAiRAAiTQJgL8ftkmfCxMAiRAAiRAAiRAAiRAAr2OQIeucDcDOYy/ZgBORRhbfPplfFn7sWO6ovYDTacOX2dvOO7Tt4+7zKhNVXvD9fMaSYAESIAESIAESKAtBPj9si30WJYESIAESIAESIAESIAEeh+BDjW42w8U+BM/dfq0burZkJSwM6hrrpWpVj/kjY2NTt6M7dgU9NjxCqnXWG34ceM8hBoaG+RMTY2T50tzAv6mqidOnHCbqsalMNPBQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIk0CYCHepSpqqqWrbv2i07d++ROjW633jt1TK6dGQz1y9mUMeV7N1/UN7eslWOlh+T995zpxT17++M8JUnTsprK1bKeTXCw3i8eNFlMrRkSFzXytXr9fi8LLliUZuApFs4mY0a68mR52LPLY5/jenWkUwOq/sx4dDaYJMZNToxAb/u/ZWtbaoaPDEQuPEJX5tdU7i+Zul24Z5gMxkvD4ct5YfEnTzSwm00OdNnsaXHO0UT/DwcI/j6otICqcTXdOUSSzWd+e2w1HTTIG+yFpuOcJwyP9RnkEUwHuHzIDd4TabX0sOxXzbqOCxv55D1j6PKhtN8eRwj2DUFZ6l1+uVNvrVxsnqhx/Rb7KeFj3EeDlG6fV0mH5VmeVGxyVsclgmn23k49ssly0M6gvWLyQWpTYzsPBz78sl0+TItlbd2+HJ+ef/Yl4k6NlmLk8kgPVxvqjJRevy09iobpScqza8bxyZjcbL8cHqyslF6/DT/OK4TQJERCpZkvMNlw+dW3E+3Y4tNJp0YZRCsfhz7evxj5EWFKB1huXRkUCaqPkuzOKw7fB6uK1wufG7l/XR37PUZzhF8TkFK02tcxivnCmhGPK9JPPIIcknr8L67RRbuwkR8l0wIeII0IYEnJEACIGDvFfvt01oq6ZQ3GdMdVRdkotLbo41WL+PUBPx+StYXpsFkW5IzeT+2si7NfR41vzsnyKhgqnp82VRyfhs66jjZJ437SHLX2vwzFVdvn1hGws7D7fRl7fPcl7HyfhqO4x+JIYEEfeFCLZwnK5tOui9jxxZHVYs8BOMSlg2f+2z8PP8Y+vxz/xh5FizdYktPFbcka/mIwwHXaPnxPD9RM5vlxwWbH6QjGyVjaeHYakA6gvVJcBa8Whmc+cdR55aGOJUu02Mx5KNCqvxwnn9uxxZH6bY0X8aOEVvwu8vSLPbl3fWacEzA8sPydh6OrV5jFy4flk91bmVNZ5SsNdfqC8uYDqSHj8Oy4fMONbgvX7VGje17pbh4gK5wr46vWPcbgQ8TfIhg1frKNev0b72MGVUqly+4VHJzcpzoeZVZu2GjZGdny003XicvvvK6rFq3QW676XpXdt+Bg7J7336589abnLzp9Otp7+NUHWZ59uHYV68PkwR23ta2XIyx3a8zKytLzp8/L6f1qYN6nQjpX1QkOY510HJrv18mKg35CekJJ02lkyTHBVrKjwt6B6nKWJ7FrljCSajdKhDKjiri1Z54GFU2USL5WVTZdNOg1WQtTlZT0vwkGeHk8LnV01K65Vts5ZLFJheOIW9pycqG08Py4fOWdEbJh+tI5zyZHku3ONwePz1ZPWGZ8HlYZzI9frrpsNjPi9JncuHYL5dOXirdvi7/2PRamn9uxxabjB/7ef5xa2V8eTs2fRZbejiOyo9KC5dLdt5eZaP0RKWF22EyFifLD6fj3MpY7Kf58inz/Uy/UOzYz/aPk9UVTrcyFkdUkTIpXM4/949TKUlH7mJlrJzFqdpheb6sf4z88HlkmQihiCQrGo8TvguFCoRO42X8g6QyCYqDEvhRH5Hsq+vQY/te217fIzu0sVROAl1IAO8V/OF3V2uDlcX7rKX3mr0n/Tr8NBwjQI9/bPK+rKUxbl8CxtjvS0sL14R0/F3suIE+vx6ch+sKn5sMYr+syflpJhtOQ3pXBv9zMeozNZwWPvfbHs+LH/i5TYwcg5iMX3+itMqHE1pxnqxsOum+jB1bnKwJfr5/DPmE84STxLxQVkK5cJ61w9IttvRUcUuyyfIt3WJXh51YrIneYapmJBRPJRilz9LCsa/H8vw0HPvp/nE4zy8XlrM8Sw/Hlh+OTS6cjvNwnn9uxxZHlbc0X8Y/9usIp4fLuvwIoXBS+Nz0+LEv4x/7Mukct1TW8i2O0unn+cdRsn5ahxjc9SNLO72PzJ01U65efLls3bFTlr2+IvJDzD441qlBfe2Gt+Su226WyRMn+G10q7GPVVTK/DmzJDc3V8aNGS0bNm12q+az1XgMw/4iNdAPHDAg/qUmQUE7nTQ2npdGNVS7m7tNfxjtJOe4vnp1pRO4wcGXPxNM1SgoTUfOdLRWHuWCuerT56qlWle8Y1NV/MEYf+G8V7ddn1UVFXvi8Xe7n2Zl0tFlsqli6PZ1hc+jyqYjEy5n1+DXFZZJdW7lIdNaHRfTXtSTqpzlWdySPPL90FI5P9/K+Wn+seVfTAw9CGGmUfpbSkumC/qtrMVI6+iQTl3pyKRqZ1vL+7qhy0K4P5B+MXWlKpMqL1yfyVps7bQY6Qh+u6PSAqno17B8qrpQj+VbDK3+cXQtTanJZJGO4F9LkNKkv7VlfXn/2PT6car6fbm2HLfUBtPty7W2Xa2V9+vEcRT/1siYLGL/Ovx0/7g17U1XX6pr8Ou+mONkbUiWHq4jLOef4xjB2h8+D3IDrr6cpfuxlsX+N2b0cOKm15frpGO/HecaGtQlYOBuEd9/s7OzEgw1HdUktAHBvrO3Zz0N+uTq7r0H5FRVlYwdNVKGDy1JYN+edVFXzyeAMYo/LCyqq6uTfv36pTVu7X1mYxzuUBHy8vKaQTNZ1HFGXaDiPF/rsYVilo+CUceWhvbhieMB+vuVoX0JGGNoRR+hr/BUt/udq/1l/Wy1xseN5tXV1rr+xIK5loJfD57mx0I2GO3xFDl0+vk4hx0BT5pf0Bg2jfz8fFeFyVmMRLjKbdR7PtqM3+hhfS21rT3zzbYDnWjjOfc5pJ8LyT5r21I5dEagR71ZWdmOIeptULsMOEbJtqr6qPoszWIoxDFCRNuCjFa++rrTLdraMr58uu03OWtTe12v6TP90GvHyLNzvz7k++eQi0pDeqoQLmP1hnWn0pFOntUT1p8sPUqnlbU8v42mx/I6KrY2+HX7dbXUjmTl/XL+sa8bx35eMl3hMlHnvp6o/Dam6S1J8DmB7+KpQocY3ANTrsjwYSWubjQEH3SJ7yo901biwwN+2ddu2CSL5qvRfOAA2aOr1XN0Nfvw4cNcnKUfXHn6oQQ/8AhV1dWCHxp5uXny5urVMrykRKZOmujquJiZaac0xYu1s0o/+CpPVUlWXzVKx+4Q/jj0+zQ+NvT6Tp86JbVatk+fTDK4xy5Y24fru3C0QnJyc6RQvyDgwx/XhScLEPxrdAkRL/HrjeUZC0tHsq/H8iNUuaRk+abP1xXWEVU23TRfV1RdUXr8Mv6xL+sf+zLJjlsrn44e02kxyvjHyXS0Jd3Xj2OEVH0XSKR+bY0ev37T6pePyjc5i5PJJEv3y+G4rddr+ixuqV6T6+jY2mFxe9WXSl+qvHD9JmtxVD7Swv2TTD5c3s59ef/Y8hGH08Pnvmyq42TlkI4QvhakWRmLkRYOUXmWhhghSneQk1mv1m5rVfjc0tsSR+mMSvPrQD5Cuhx9ff5xoKXpNVVek1TTOPDTwsfp6ooqh7SWrg36EcJyydID6aZXv33hMuHzplIXd4RlI7l9L0hR7ElL+x54cdpaUcq/yFgxfE8u1+/Je/YdkIqTp9wTo4DYX41H/fLzZEzpCJk2eWL8vd6K2tIWRRvaJXjXZ0wb1XCzZccu2b5nn9xyzZXO4N6qujydrSpH4cwm0Ip+tbHUoMbJ/QcOyNGjR2WnujRF+vvec68zmptM1EVb3mmd9Nm7d59UVFTIho1vyeWLFsriKy5P+H1psuXq+vTpZ5+Vt3QBWH39OZk0YbzcesvNMnXKFPfbFm1Zu26dawd+z16+cKEzwuL3MH6rwqD/3e//UJYsvkIWzJ8X/00c1b54WiuYxMtk4kEHX4f1EQztLy17RVasXKX7yNXLlMmT5Zabb5Ixo0cn8Mak3wEdN0d03Ozes0f7pl7e/973uMka0xWF0fIQr9eFg08/+5yUHzvmnsi/+srFct211+pkSlG8rk2bt8jry5e7MVajRv3hw4bJtVdfJYsWXubK4Hc3bCaHDx+RV19/XTZv3eqeRs/P7ydX6Fi89uqrnZ3E6o1qU0en4bMAhu5D5RX6mYNPyvS+X7SmXcmGh0tH/TpRBRfDZUePx9vQGv1h2aj6WkqzfIvDOlOdX0wZ09fasr68f2z6omLI+aGdPv19lc2OrW0WNxPwEtKR8cQ79dDahhghip3JBBLJX1PpSF4q/ZxU7Wip7lRlrQUtyaTKT5Vn+hGnK+eXab/jYAK1QL+HjygZFL/PR+nvEIO7VWRfKvDBoN8+AiqW6cUn9QcEVoDvVdcw+EGBGV18eZkyabzzyV6gqwZmTZ+mK9nX6qr2eufnffHC+e6Dcf/Bw3L70hud3/dt+oUdsgsunSPD2nGFjP3QKNIfN4Aa/fbxLih+GEwoFOT01dn1PP2ClZxBvAgO8O7ECEo3tFbe14uyseD6SSvvl9Un7mYmSOva4WztY9wRBNi3HUGVOkmABEiABNIlkGmfQ/ju1lcNHafcF+h0r6Jd5GLfyexrMwwwb23eKuve3qorwKt1gclg95edk62rJGtl38FDclZXyMLgjoBy9gUS312D73BIw9fwpi98vpz/pRMLZpwRxZPFqs3KE6d0VWGjjBoxPOFpVV9/UEu4HtegeP1usYpLamoLvvNikU2+riTum4WFKa0MnqpWlqR4JhO4iH49qQucfvnrx92irD1qOB+tLkrTCRjHeH9s375DHv31r3XSZ6i8/NobMmf2rITiJletC7+++Z3v6IRXP/nYg3/m3jNPPv2MfPXr35TP/uP/I6NGjZLlK950xt6PfeRBefb556Xs0CH58Ac+EH///OnJp6RYF5nB2J52uAgmaevuTMEOvA7rI9wXH/n5o3Lg4EF54EMf0KcPcuUPf3pCvvKfX5PPfPLvZIw+LW92iipd0Per3/zW3UAPHCyTIYMHtYrG+g0b5N+++nX54H3vldn6dP8+XTj4/R//xC0QvP++98XvvavXrHV70z304ANuBT3GyOe++GX5p898So3z1wQ3cB2HO3ftkkNqdL/3nrulRBcV7tmzV8fbd+XQocPy4AMf1gmk3JTGnVY1vpXC4Jut9+khQ4xRZ35+Y4V7lhwrL5fa2vNSOgx7+WFBJ0IHDqqgAr6SAAmQQIhA8HsBif537JCQdKjBvVnF3r3QPhDRoBP6BQlftrFKfdyYUdrgvvK2zgKvUH/upSNGyEw1tk/RPDzWd/jIUbn+qivdhql/eOoZWXL5ZVJZecL5fr/+miX6wVqmX5KWy123L3Vf3v16whff2vMs/YDBX2tDnq4cbziXk7IjWquzI+UbGxvkTNVptxKjn04yMJAACZAACZAACZBAbyKAlYb4DonQ7Ptsh4MIjBj7D5TJG6s3uO+el8+bra4VZ8bdVqAJZ9TojpWSCO4rdtNLkKbXEBWCZD+v6dieUrXvz/vVqP/Ei6/KeHX3Mub2kU6dmVha4hLO989jaGP61BSPhAB3VJOZRgJJCdi4ghuPhz/2kAwqLpZfPPqY7Ni1U91Dtfy7zcpPnjxJvvj5zzlD6c5de5LWh1X0G9/eLN/71jecQRSCxVrn5/7li7Jv/wFncH/2hRflHbfdIiNHjpArFy+WH6gBFiuoRwwfLqtWr5HNW7bKJ//2r10d9l5LWiEzWk1g27Zt8tyLL8nX//MrUjoyuG997KGPyBe/9H/lhZdekj/78Ifikx9wNfOQTpwMHjRIfvPb38ma9etbvOdbn53TBYOvvva6XLNksdxx262unWPHjHGLB5/TMXDH7bfpxMpAZ9x///ve49zI2MXcfdddOhFzWJ565lkdI1fE8/BkxdVXLTExN2ZqdVX3//nKf7o6MFnQlQHvl1yd9O2qAKM7PsNysuHGIbUrh65qI+slARIgASPQyXfL4Au9fbGxRuDGCUP29KlT9PGtwJfZpeqvfdvO3YLVCggoA9/t+EN4RX3CDy0Z4lYvLFMD+4hhQ2XC2DEyRD8sf7Lp1+6DDqtl2ju43wIpfhDgA6BJJlgxcV59otssuv8Dw9rmymihcIx8S0s8Rg3ejyPUGWuTL48yCJZmcZAapOMYZZHnB/gJrTxxQvL0aQP4FoSfOQT3g8ir2y8TXHlIUaJAcGYisTbHRZCeThoKROmIKm+yDpAKBP+b87KyFqOcBaQhWNtiMmGerk2QidLhFMTycBzSZdnNYtMVjlUwoX7Lb6YglNBMzhocyCXoDBVNPI2Vgz4Eux49dDpCaThNCOFyeu6aZnrcSVOJyHaFdTSJJ7LR9KjyzdJCdXrqgsNU+anyTJEn04yRlwfxZvmmIxbH245yCMotnoZzpy/WRziPCqE6IWI64vUj0dT4fWPpiL1g5b2k4NDqsriZQAsJ4XJ2HouT1hulFmUQ/OuxY7vYCL3RdRicQKW9mqzFlh6Oo/LjaaFrDJd156FraVY2slB0oiuLrDiLRLm47sTk2FgLEk3G4sh7oV2X6fHPQ8fuNKo9Mbl4PabLxdF9EheJKqtpzepCAoLVHyUTSKR+jdDjCphenLjKvdgJRL9EXrOVhwo9to+7eNujVaWfavoRIxhi/xo0OV43ZKwMjpOFuExMoZ67pJDecPGmekzQFMF3c+z6w4WSnaMogqmKnYS/p5pxxWV38IvVhZXlGzZvU/d+52V8aaks1Kc38V3Z8tGMwoJ+7s9Pg4F8ny4+OXm6yrljHKbfladMHKdyBfGyR49VyJbtO3W1ZaHMmXGJ7C/TMmrch3/hyRPG6ffp0cqyjxw8dEQ2btkmAwoLpEYNPs+/8oZ+zy6WebNnuO+1GzbpynutZ+qkCc69zQZdjT+wqMjpRFvPnKlRVzF71XVkpVuJX6zfJ8eNLpWx+hcdEjoiWoSpJJCEAH732W+/Bl085EaT/UBKUgbJGOt4D8EwinDixEn3RIc7iXjBaulzuj8XDOhYgYxwSp/WhlEUBnYE+Gcv0vcCQr4+HQ1XqAhwV/Orx38rf/mJj0t/9cttvw9dJl/aRkA73O7dW7dtl2lTJjsjOpQ2qgsSjA24CMJqdhjHh+qTDOCPBX3mq9/tkdGK2xBsGP2L+rtV7ehz88l+5MgRtVGMcivaUT/aZb+l432unz+wW+w/sN+1A3IYhyaHY/zBBVGR1gEXYnjSKJMC2hd8csdaFfmZGuTFP58hY8XCrF2eZXo6nVxgVwm4BHlB/XrslCPWP2tTuB47D4rGZO2kjbGv2z9WtfHrTlJFPN/KWRyX93nEjpvJxIT9dP84rqtJzmU7rl5mqjImBhkEKxt1bnmBZJxB/Fpj6YkDwRTFM1MeNNPltz123EwmQmOUTEKaNcuuya8nQl+6Sc3qMP3xN0camsJtixVxunEc19mCriR6UCplO60iLe+waH1N8qg8lgFFCW2J5SEdwRUODqNfU+mKlYAOhIR6giT3GmuKuz3EktFWBEuLt91vT+w4nhcUib1qZZoRU5OQ4590isEdHzLww25Xc0K/lOzT1QHD9IOuVB9PLRky2K3S2aqP8s2bO9u1D192amrrdJV1oTsPbq7Bh86evfulTB+1wip2C/jwQsAPE9TTt8VLt5Ktix3QFqg2yTQJ2hcAdFZUsPRwDFlLazpurqS5TGItlm+xnxudhh+uuuGrPpJXWVnpNprBypHUPvKbt8uvp9lxlHi6aaYsLB8+j8slZvjXHD82EYutrMV+euw4XjYs48tanh/7+f6xL2PHlh+ONT+hfsu3csniBLmEE1ciQWcyHeH3V0iNOw2lRaoKySTUnSrPVxaSs6wEXZoYPodcs7Qkukxn+LLj6U5Zwln0iaffHXrnYd3N8kMaE9oe05OY5isPFbbTCBHTEc+yA4tTlEWWlTexeGzlLY5npHkQLmfnsThpvcnUW3nkx4/jB/E0X69/HKj15EP1mKzFoez4aVR+PM3UWxwvFTrw8puVDYmmOnVqPF1h2bjuZhlNCSZjcRPbJplmaX6d/rEWievxirvDmFzz/JCCcDmcJynbXFeTrKmJlLHMVHG4WcnOw+kROiPb4JWL53tpEWpal+TrsmOLPU3xupEWke+JBodOJlEwQUezArFizco16UinfDO1TcU1K+HEidp3uGblOjDhtLqQqVIfxPgqP2ncmGbGdlRtxgZr39qNm2Tl+recP+CJ+sToSdWxbeVa2anfm2+8erEMUhcWCPBVveatLVI6vMS5dNywebtLh9/pA2pkL9TFL3DNCLcMdXX17rvfefXbizb18zb527Fnvxw5dlzqtdzJU6dl1/4ymTdzmsr3cYb459RAf7j8uLqiGSbFA/rLtt17ZZMa+hddOlvm6Wp9FxJ+HDVnHwjxlQRaJuC/H1o7kvAeihtCW6hq9OhRsvTG6+R/fvBjeVhXTQ/RSa3f/fFP8s533C4Txo93pafpIrK33t4kM6ZPF/iFL9RJKxh8f/jjn8qdd9wm48aOde9fe++2UCWzW0kAPvLNNuAXHaCTINgTA/c2F3Sg+OPGl011jH5DOfwu/v/Zew8oy7Kzvvfrrpy6q6uqcw7TPT1Ro5EmaRRAQoBAwZIxNjyCH8kEg9/CeLF4D54WwRiMn214NmIZa2HDskEW+GGQiEKjMJImSZqenp6e6Zy7q1PlXN3v/9/7fKd23b73Vui6Ff+n+9TeZ+f9O+fss893vvvtd7ztafvFz/+a/eH/+KR94NveBzvwGOfwC4Z/8kM/gHEb674h3aTzjDq5cYHVr7/yiu3euctqYSYmblkkDtI8x4+fCPIS/4iTJZ43J21LWmmp8CKP0ZAtfz57N92dXGh6FP1I50KxNHJS/V5WXglS5mFZLj/2QgqPPXw2blpW6kdZaZOKFZ3Hez53Q+L0IPEn3kllpuGpf1KieJDXm8ZNkSdPWpguPU79WQavy92sBR6bFzsTz+SykDOtN/PfkaZIBcXS3BFWpOwiRc0oaFIdefm5Z/plFckSgoqEly20RPqy7UzyeLroJhGsdNLhpIPYpCJBE20tiCw4nEhXWM+kmHDgbUxj0rDcn9aR+fO4PHOaKA+8wzMvAndqS1PThouScLuChWY+/t8+aX///d8SBO5boQ3w4MF77QtfecGuXb9hVfiJ0BvHTyFuQ1iExlvNhxon9M8+9wJMybw1aOswbhc0cT4LLfdXYIaGJmeoBe+Ces8rd3YE+CDjRKEXL2ecvFDo3gA7+dpEQAREQAREQAREQAQqQ2AQSidct4jC67VYeK/Y5nM0xlEb/YWXXw1a7e966rGgpU4t3Ge+9ByE3Cfsqy8ftne97fEgAKLpRgrAqdhy8fJV+3vf8m4bhUbws89/za5AgH4dSi8UuO/dtQNau8Mo43nbtnmjve897wz5WR+FH/UQElE4f+HSFbt//177BpRP+8LUJn0J9VF4/+CBffbOpx63Gpgg2H32vH322eftRXwYWA9lm+0wUxPsurNAbSJwlwQmCd9mUdZU+f1+oxbz9373d9kv/stftZ/5v34Bv9rYak9jkcwPf+iDea3f/q3fan/4iU/Yf/+jT9h5/ILkA9/+bfZ5mB7hAqo0F8J7hMJYbncIZPNS5JkRAcg+OJ7wI+Xu3bvsj//0z8IipjTx4qxPnTkTTAYNY1zjxrRTnfeQsMgfvx5oiuiHYJf9Z37+o/bcCy8GM7kUtu/dg8WsC4TtPF6N8ZcbF3Q9hsV9uQ4Aw4qlZR2vQ1v/k//f/7If/L7vgX35tpB3tm0OmWfxp7BtsyhCWURABERgRRKII36Fu04N9qewyCl/usptXetae/97v8G2bYk21aphv/0db3vC3vHkY3i5GIZwt88exs9Vv/nd7wo/t+Mg7xu1cg5i8r4bLwG+7YQpmaefeCsWGLkShMHvwIS/pqbmjgeXp5c7cwL82EE7dTdhZqarq8uoBaVNBERABERABERABERg7glQIDcOrXIKVsr9utAFL+fwy88RzNPWt7XaLmi3c6OQm/4mKEqchfCbAva43bbRsfEgnH/744/axg0dtnnDBpiDacYvRW9jjjdhtoC/UOUsnPVwvaXwi9WsFDr8KLAfJmsee/PDQYi+BooZFNKfuXApKMbs3LE1tINpaU5mPRbbGx4ZDcJ4hlHgpU0EKkZgNpdXiTwudKR2NO1u7961y34cglVuX37ueezP5VrVm/AL7h/+wR+wNz/yiP3Ej/4IfjE8Crvtr9m73vEO+5vPfAY23X/fvvDss0HwznsrfdetGIuVUHAmMnjTQw/hVzQP2u9+/PfsjWPHYLblnP3Zpz4VFsbdAjv6LoC/GyR+PXCB3mc+/3n7Fz/1E/b4Wx4NC55+BvbjL126FMZNP7eennXy48vHf/8P7Of+xU/bfvwagpuP5fR72jNnz9qv/sa/se/48Aftm97zbkYtyLWicTqg1x8REAERmDGBimq4hwkEmrQLAnHu3PgA2Qh769+04Z3h2MOoEUO77dz9IeNx6QNoB7QIuBdu+/bsNu7pluZLw+WfHQHn2Y+fa9HFqwAAQABJREFUOLu2Oxea8fD0vM2uBuUSAREQAREQAREQARGg3WdqkHNRVNpCp0Z4sc3nXkxDv8/LPJy/SqTgnb8y7cP8LSi/QMBHgT5tArdmZmZuwySj24hPZeAsJ25xPaJcUAWhZNBOR1lrYZudGz8QsAy2mYoZtVB+aaiLazPFMgyKNA1BKDkwOOBBckVgSRDw953PPvOM/e1nn7F/9cu/GMyjPgTB7h/BnMjP/9K/tF//pY8GITvNmfBepGmZK52d9olP/rH9CBZ0/eznPhfuUy6o+vH/+gc2hl+hfMO73pm/Sy0JEIu4kTxHHLP4i+yf/PEftU//5V/Z7/znjwdb6u+FwPrtb3vKjp88lZtwCR8TZ9AfH1fd5Zj6Hz/2Ozjnbwq/cOA6GAfvvdd+8z9+zK7CXv8//2c/FdZCS80VURj/u7/3X+2jP/ez9sD9mWmtpA1e9nFov//Kr/1r+8gHP2Dvxy8kuHlcknxevP7LgXmpTJWIgAiIwDIiUHENd8zHw8OBDwjO2f1BGI/jJD4NI9v0mP50YxnMW7h5WFpuYRodzw0BalrxRa0bC9rSvjvtvHPz8zY3tagUERABERABERABEVh4Aj7HnM+WRJvPtWHuTNMs3Hyelc51fZ5cDXOM3Dg/4+Yz5VtYZI9a65xN89efYYsT8jCfThfhK9/PaHohT+MVoEC3lTzRFujzYP7OeimA4sZ8jHet/eqqYjo/SaEhl/6IwPQJ5PcFLiNe4rwJbt+a/jXl13Yx18P4zvN3z3zOvuWb3hOE7QzfikWNv/d/+2575IH77Ytf+nL4pYn/KoUKSh//vf8STMrQfvgrrx6xp558AourbrZ3Q9D+BaT3+8frmH6PlbIYAR8n12FB0n/0nf/Afvn//gX72X/+0/bUE08EczLrYXO/MTOPmsopYlkULVNmUfy68THO6z1+/IQdPXbc3vmOt4eg1RjjHn/srfYjP/iP7Qtffs7OnD0Xwj3f57/4RftPELZTs53Cdp57P/9MyHqZlprtFLZzXQAXtoexerJYJJStPyIgAiIgAouXQMUF7uw6HxxxjyAmjieeGh7mqAqPJ8JjeX7sLtNzK5XP08mdGwLOmRPJ6/iC39PTEyYMfh7mphaVIgIiIAIiIAIiIAILS2A+5zZe11oI53Zu3xIEMCfOnLPjp84ECD7/8nRcJ4lbW2sr7ACvCmsm9Q8MBj/DufbREEy8NDU2WDM0brmFMqIHgnifi3OuHgL5J99oQ5776NhoECR6vZ7Ac4fj7KARdt3XwIwkTcvc7OqOUSicpji4phOFka0wLxm3VLA1qbQsXo4ITI+A3xu8pPlLDF63NbVxMcrC67awRApZXUhO00ncaPKUG8vy/PygxfvJP155eEd7u+3auSP8uuN29pGJef/sU5+2LRCuP/H4Y9bX1xfMOHm5XG9seHiI3wW0zTEBPy88p/yVD+3u0yzt577wRXv3N7wT409rLtxmWk8frhvYU6+pjR8nPbxU84aGhsJ1U53Z4/d0u3bstJamJnxgjOMzy3n9jWP2G//ut+z/+Kc/Zg8+8EBIyvb5defC9m6M2f8BWvPveNuT9qEPvN+LhDkvXIf5eJ0Hz4tnoeqdl86pEhEQARGoIIF5EbhXsP0qeoEJcALBCQInkdeuXcMk1O2DomGaQS7w2VH1IiACIiACIiACd0uglLbj3ZZbKr/X99DBA7Z10wbrh4mWz3/lRSxq+lU7hYVHL3detVPnztsXnnvRnnmWdqNv277dO2zj+nbEXbMXv/6KdUO4dBaLNR4+etxGIJR/6L4DEDrVlaqyZHgLTDNwQb/evgE7dOR1u3bjJtJigldENs4gtr0Bwq2HDu4PtuBfOXrMTqPNPZgnciHVS1eu2caONtuXrMVUsnJFiMAMCNBsEn9924WPPIO4Z/gxiu8mDPNf47K4l772NfulX/1X9vWXXw6l85qlQJF5KJS9iUWD4zXfGwToFIC6FjKFt296+CH70z/7lJ06fTqYTuK7z+FXX7UvQqP5LW9+BAsHx/vshRdfstew4OVH/t6HQj3tHe3hvjmbaT0feuWw3bNvX74uwlTC3VCI/kyLANcduwaFsF6MOzz3XbgGPgGzPw34GPi2J5+cVIb/apvXSf/AQPiV0PVr18N1Q8Uy314+9Eq4bl586au5gH7Xrp2hzL/8678JJru4jgbrfPZLXzKuYbdl85aQndfIpz79F7YFtv3b17XZ1atXg433S5cvB5NDbIOf/y99+ct26NXXbP89+4JS28WLl+zy5SuwDX8pfOwJBc7zOzY/SGkTAREQARGYOYFiv+eceSnKUZQAH04r4YuwTxBor5MmZjgZbYFmlmtwhIksBPPaREAEREAEREAEREAEyhNwZQaaPfimdz5lrxx5w147ftK+dvi1sEdhN2aYmFs9eGAfCoPtdqT9xqefsOe/+rK9euykHcFOIQ4XQn3P04/bgb2780o5L6MQnvETYhSYf4ENdmqyU4Dv28b1HfbgvfegvBP2pRe/bkePn7Lv+vC3h7rHsbgqhZosr3Dbj/poTualQ0fszz/zeQgVoaCBhu/bvd0ee+Qh2HKP2vaUQIZ6Ycv6FuzIaxOBmRLw9wy+g/w///63ghIQf00xjmuTgnVeXz/xT37E7jt4byiaQvhf+Llfsycffzwce34KVH/ztz9mNDkyMjpin/qLv7I//fNP24P33Wc/8I+/z5qgscztQ+//dgj1u+yjv/yr9lYI2K/fvGGHDh+xf/QdH7Gnn3oqpDmHRTr/xx//if3Yj/xwsCdOgT3v0e/4yIftr//mMxDQH8GCw0P2Pd/9XSG9tyEc6M+sCdCMFX/pw2vhZ3/+o7Z96xbjAra0h04B+E/9xI9bR0fHpDGLwvh/+5v/Lz603LRRjEMcA3/l134d18CY/dgP/5A99GDURucvun/7D/4IC6O+JW/fJizA+jP/7CftY7/7cXv1taP4VdJ2mA06bLW1dfbTP/VPbQPWreNGYf4ZXBPd+EX4//nRX8S5x68k8AsK/uKHY+Wv/+qvYExsCh8HTp85E9a/YJk9vX3hlxo0wfUGfuX0yd//ePhIs1JkDDloeURABERgiRJYhQf8nbPkJdqZxdpsTsoG8MXcBdOLtZ1z1S5OKils58SU+0rp91zxUzkiIAIiIAIiIAILS4DCF/7Uf+1aN30y/+1xIRzdPiyKOgBTMd0QwFCHgVrkXACVpmI45/K0FIAzbV9ffzBfQcF2I9Jw8zQjI6NBc5cLnDbBzAz7yTiWz/xxwdY6hNH8TFwM9SYERoxvbm4M5mu8TRTae3on5PXwmOZtuLAghVctaAvbk7aXaalVOgbhfWE5Xp5cEZgOAV673Xjn4ost3z2o6sPri9dxCz480awIN76TcW/EOwqF4H69Moz3DU3RMD/LoXkYXq9r1qwNCwKHAvCHms/nL1ywC/gVCTXat2/fZhS+unmQIxC+suL77jvIUrCzNXGjxjy16WlWydvkcXLnhgDHJWqPn4WQmx8Gd+7AL4A2bgjnys+310SFMQrdPXziuomLr1KRjBtNCf2Hj33MHoPA/e1Pvy1Pzzg+L2h3nb+uWI+PlNu3bQuLpTKOG+vgryduoV3xvRi1xIpsFcbfVjxnfBzuRTpq5U96f+b1iGtxDRaors3MJMWS5/dvP8ZyXrv8aDHfm5+fTixCzHbs3r17vpug+kRABERgxgQkcJ8xsplnWGkCdxLiQ5EbJ6HUds8nB5PnnCGN/oiACIiACIiACIjAYiKQCtz9RX8h2jeTusulLRdXiX6Vq698HIWllWiRylzpBMpfd3Gxyukwmkk5fB1Kr+fCvIXH06lfaaYgUOZdcza8PU8PtNH/9b/9d/Z9+FXCvn1783fdSYLxtGll2pEmWwp+ZyCB+1I4W2qjCIjAYiIgkzKL6Wwso7b45IMaIPxK79ruXIxGmwiIgAiIgAiIgAgsFQI+p1mI9nrdFHiU2jwN3WLpGO5pWEaaZqbhzO95SpVTKg3DuXn+eFS6PR4vVwSmSyC9Jgvz+HWXpvEwuml4qbwML5fWy2M6lpceF8tbGM802u6SQPbBrtj5LMW7WNrCVly8dNHe/23fanv37glRaVnF8qfxzFAsjdeRpi2XjunTtJ6/0m78vUila1H5IiACIrD8CEjgvvzO6aLqEScFnDjw53FcMIba7v7TvEXVUDVGBERABERABERABIoQ4DxmIYQcaVOmW/900pVKM1fhM213qXrTcuQXgekQmM61VCpNqfBi9U4nbak0pcKL1aOw2ROYCefppD2wf3/J58B08k8nDXs73XSzJzPznLIZP3NmyiECIiACJLBaGESg0gQ4caBdOtqv40+0udPv21Rf8j2dXBEQAREQAREQAREQAREQAREQARGYTwJ8n+U7q95b55O66hIBERCBpU1AGu5L+/wtqdb7F3sutkIzM83NzVjIq3FRfslfUmDVWBEQAREQAREQgYoR8PlLxSpQwSIgAiIgAouewEp9FsikzKK/NNVAERCBRUpAGu6L9MQs52ZxssLV47uxIvz169eD8H0591d9EwEREAEREAEREAEREAEREAEREIGlRoAmZbSJgAiIgAjMnIAE7jNnNu0cejiVRkWhO3dqulPo3tPTE4TwnkPsnIRcERABERABERCBhSQgEwILSV91i4AIiIAIiIAIiIAIiMDSIyCBewXPmX5+NTVc/2keF1Wl4J3mZriJ3dTslEIEREAEREAEREAEREAEREAEREAEREAEREAERGBxEZDAfXGdjxXbmsJFVUdHR3MW0izLUcgjAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiKwiAlo0dQKnhyaRZGm9vQBu7b7wMCADQ8Ph0VVm5qatKjq9BEqpQiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIwAISkIb7AsJX1cUJUNv91q1bwa77jRs3gvDdU0rb3UnIFQEREAEREAEREAEREAEREAEREAEREAEREAERWGwEpOG+2M6I2hMIuLY7Nd25sCo13blXVVWJkAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAgsSgLScK/gaZE5mbuHS8E7tdoLF1W9+5JVggiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAjMLQEJ3OeW56TSaMNd290ToNC9cFHVsbGxvGCZmclRyCMCIiACIiACIiACIiACIiACIiACIiACIiACIrCABGRSpoLwpeE+t3DdzAwXVU3NzHj43Nam0kRABERABERABERABERABERABERABERABERABERgZgSk4T4zXkq9CAhQ2318fLzooqr6UcEiOEFqggiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAisUALScF+hJ36pd9u12kstqkozM55mqfdV7RcBERABERABERABERABERABERABERABERABEVgaBKThvjTOk1pZggCF6sUWVZWwvQQwBYuACIiACIiACIiACIiACIiACIiACIiACIiACFSMgDTcK4ZWBc8XAQrXuXMh1Zs3b9rQ4JA1NjZabV2ttNzn6ySoHhEQAREQARFYpgT0EX+Znlh1SwREQAREYEoCWpduSkRKIAIiIAJFCUjgXhSLApciAX8hHhgcsKHhIauurra6ujqrr68Pftp+1yYCIiACIiACIiACMyJwG6lXzSiHEouACIiACIjAsiBwG4ukSei+LE6lOiECIjDPBCRwn2fgqq7yBFywPjo6aiMjI9bX12c1NTVB+E4BfG2tNN8rfxZUgwiIgAiIgAgsDwISNiyP86heiIAIiIAIiIAIiIAIiMB8EZDAfb5Iq555J+CmZlixC9/7+/uDtju13il8pxa8C+jnvYGqUAREQAREQAREQAQyAst9wfdK9K8SZeqCXHgCC3FeZ1LnTNLOFc2FqHOu2p6Ws9T6Ua695eLSPi8XP/urTQREQAREYPoEJHCfPqsZp5RG1IyRVSyDC985UaDwnXtvb2/QdqfgnTu14N0sDRvik4o0rGINVMEiIAIiIAIiIAKLhsD4+Lj5XlVVNS/tWu7zjUr0rxJlzsvJViVlCSzEeZ1JnTNJW7ajM4hciDpn0LxpJ11q/SjX3nJx0wayBBKyn/4OzeeiNhEQAREQgekRkMB9epxmlUq2zmaFraKZCidGNDkzPDxsfJkutPlemLaiDVPhIiACIiACIiACi4bArVu3wsd5mqVraGiwqtVVdnsVtPsKFPw418sVLGDnPf1YT78LKtgxn1d4mul2Ni3Dy/EyvP40vDB9sXrSNO4P89bMVn1efiZoKSyDebh5usL49NjLT8Om8nsed4ulLxdXLL2HMR/PI89buk1Vnse7m+Yt5i92bpiuWH6GcSPPouchu85CooI/xcorSDLlYakySoWXKjDtR7E0xcorDCvkxnLS68zTOyeP83CmT/089i0NT/0eTzcNT/2FcZ4nTVOuTZ6frrc5LaNYuMcXc6eqq2ie7H52xt52d8vl8bg0beqfKr5YWs9T6E6V1tvv+QqPGe5luFsYxuNwv2VMeMwtTR9D7gybThrP6265PGmc+91l/mJ+hoWNwxi9BWOaxxdea8xTjFcIT1lkZTLtrdu3bHBw0IaGhphMmwiIgAiIwDQJSOA+TVBKtjwJcDLCnS/WFL67zXfaeXd77/RrEwEREAEREAERWDkEmlua7dLFS0Egw7mBCy9WDgH1VAREQAREQATihwn+OnxgYMA2btwoJCIgAiIgAtMkIIH7NEEp2fImUPgiTa13fsWn5nu64Cq14AvTLm8y6p0IiIAIiIAIrDwCjQ2N1t7ebteuXQuafSuPgHosAiIgAiIgAhME1q1bZy0tLRMB8omACIiACJQlIIF7WTyKXKkEKFTnTs13Ct4pgOcxtd254CpdCuK1iYAIiIAIiIAILE8Cra2t4ZnPNV9kt3Z5nmP1SgREQAREoDyB1atXW3NzszU2NpZPqFgREAEREIFJBCRwn4RDByIwmYAL3hlKG3jFNN8pgKcmPNP65jYB/ViuCIiACIiACIjA0iPAZzx3bSIgAiIgAiIgAiIgAiIgAiIwXQISuE+X1CzS5YtozSKvsiw+Ai5Qp5tqvnNBNdd8p9Y7d0+7+HqhFomACIiACIiACEyXQLEF56abV+lEQAREQAREYLkQ0PvtcjmT6ocIiMB8EZDAvYKkuaq3tuVJgBMOn3S48J2rt1PT3RdbpUub79pEQAREQAREQASWJgF/1i/N1qvVIiACIiACIiACIiACIiACC0FA0sAKUpeGewXhLqKi/WWcLoXvXMHdhe/Udm9oaAha7xK+L6KTpqaIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIQAUISOBeAahepDTcncTKcSl0dwE8F1jjTuE7he00O0Otd+7UhE832XxPacgvAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAkuTgATuS/O8qdVLgIAL3ulS8J5qvrvNd7qFC64uga6piSIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAkUISOBeBIqCRGCuCRRqvlPr3c3OuNa7C9/TumWWKKUhvwiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAgsbgISuC/u86PWLUMCrvnOrlHzvb+/P2i/u9mZ+vr6YPM9aL5r4d1leAWoSyIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAsuVgATuy/XMql9LgkCq+T42NmbcaXqGwnYK3t3u++rVqyf1RzbfJ+HQgQiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAgsCgISuC+K06BGiIDli62SBTXf+/r6QlhNdY3V1NbkAngK31MtebETAREQAREQAREQAREQAREQAREQAREQAREQARFYHAQkcF8c50GtEIFJBFLN99GxUeNOzXeanXHNd2q/S/N9EjYdiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiMCCEpDAfUHxq3IRmJpAqs1OkzO9vb1B0F5o812a71OzVAoREAEREAEREAEREAEREAEREAEREAEREAERqCQBCdwrSVdli8AcE5ik+T4KzXfshZrvNTU1d2i+z3EzVJwIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiEARAhK4F4GiIBFYCgRSzXcK3kdGRoKgnQJ3X2yVbppuKfRLbRQBERABERABERABERABERABERABERABERCBpUpAAveleubUbhFICKSa7xS8c+/v789tvtfV1QW/bL4n0OQVAREQAREQAREQAREQAREQAREQAREQAREQgTkmIIH7HANVcSKw0ARco/327dvB5Eyq+U7BO3dqwadCeqb1fAvdftUvAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAkuVgATuS/XMqd0iMAUBF6C7W07z3dNMUaSiRUAEREAEREAEREAEREAEREAEREAEREAEREAEyhCQwL0MHEWJwHIi4EL1W7duBZMzw8PDweY77bynNt/TPkvzPaUhvwiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiUJyCBe3k+ihWBZUfABe/uDg0NGfeqqqpgasbNzlRXV8vMzLI7++qQCIiACIiACIiACIiACIiACIiACIiACIhAJQlI4F5BurcNdrHxT5sILGYCvpAqNd+p9c6dwvggeK+ts9q62iCIT/sgzfeUhvwiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiEAlI4F7BK0HC9grCVdFzTsA13r1gar0PDg5adVW1VddUW319fRDCUxO+MK3nkSsCIiACIiACIiACIiACIiACIiACIiACIiACK5mABO4VPPvScK8gXBVdcQIUqnMfvzVuY0NjQfOd2vC0907he21tjVVX15RsB7XguUk4XxKRIkRABERABERABERABERABERABERABERABJYZAQncl9kJVXdEYK4JuOCd5dLsDLXeg+Y7bLzX1NRA+F5ndbX1tmp1FNC7gN3dSe2hDF5WliYh0YEIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiMDyISCBewXPpUzKVBCuil4QAqnwfXwcmu9jY2HB1dWre43a71xolSZn6K5eXQX/6hDOuGArfhrCdtmHX5BTq0pFQAREQAREQAREQAREQAREQAREQAREQATmgIAE7nMAUUUsHgLRikk0ZRJbBQlvJuSdhqx38XRkCbQkFb5T8507BfBuSoZdoJCdAngXuNPvuwvngyZ8OE3xDBXVjF8CPNREERABERABERABERABERABERABERABERABEZDAXdfAkiYQROuQstNdDXvjq2HWJJewe8+yeEOqzKx4dIOQ1xNFV8LeyTyme5RyS/3MTyE8NxfEMz7dKYx34bu7DGMaCucLywuFFfkjzfgiUBQkAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIwrwQkcJ9X3KpsLgi44JbCcwrYo/mSVTY2Tg3rcQh2b8VqKNjlP9oWDy60rSnEhTB3QvhOIXwUxN8K7m1oalN8zz1K5KPedSySfykAzmInAuUrScAF5u56QnKnVjxN04yOjuYCeca7VnzqpprxrjHvZdEtLJ9hQQifnUceaxMBERABERABERABERABERABERABERABERCBShKQwL2SdFX2nBBwATsLo1CVQvYq2Aevrq6yweFR67zRbX19/Xbk9EV78cgpu3b1RhDYNjQ2WHNTg61tabRW7G1rmqwdO9262hqUA/MmKIMC+9qauNcjvK4uuy0yATycTCgPAXEWViiET9tYvNMQ+RdmKp5wRYWmQvLUT57UjE9N1DDedxe4u0a8u6tXQTMe14dryKdlriiw6qwIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiMCCEJDAvYLYaeiEmtXaZk6AAlfXIufCmxSwM4wC71EIYk+c67RzlzrtzIUr9szhM/aXr10wRJjVVlEqHytE2lAIXWqt0x3P/A211tTaaPeuabStaxtsw9omWw//eritzQ1WXVtrtdgb6uusoaHemhvrrQX7Ggjwa2pQB4oJwlxUFbTnc2EwqkYc/4Tq8Sf0Ba4L65kj+x/bmf2VcHgSjsgXQSmXnCU047mNjIwEvvQzHQXtrgmf+j2Mbloe8xXbWA+36aQtll9hIiACIiACIiACIiACIiACIiACIiACIiACK5OABO6VPO+U2UnePiXhKNuMAs6YmLa7V1sNNM8pJ+/pG7D+gUG7BM31F187bSfPXLRD567ZC6dvBCH7hvYGu29d/YyEoxSojo2P2bXrXXbyyg27OToO6S32QQjthyHMbcCt0VgLt8Z2wt3SVGvtENK3NdVZY0Od1UN7vgXC9zXNUXt+XQu05yGsXwthPT8OrA6Lg0bb5NTEr0Vf6iDAr4L2tQtzc+Ex2nIbHaVA3jdP48dlXQr7yyZYPpHFBOBpmC/empqoYXyq8U6hu2vEu1uYJi2zGD0/P1OlK5ZXYSIgAhUkoOduBeFWqOjZnrM0X+qvUDPnpdjl0o9SsCrRv0qUWar9Cp8/AgtxXmdS50zSzhW1hahzrtqelrPU+lGuveXi0j7LP30CYlqa1XJj4/1xt3TPFbPUCKy0c1qmvxK4V/DilTCuPFwXOFMYWg0hKCTmQSucua539doZaLBfpZD99XP26VdO2/HLNxETtcM3NtXYQ5uacLjaRqDtPJrbXS9fZx7LYlBvPXbI0W0zhbIIo413Cq/ZtnGUOYqyqUV9fHDIvjwGQTwF85mJ+LwsekImuPhQ0NxSb/ugLb95baNthPma9XCpOb9+bbM1QVhfVVNjtXW1Vo+9ob4+hFGDvhlxYdHX/IbNBOksO68AXgrokQZ/QzvZ1qjwnWVE+pCF2cKGciYHeMSyc9N7LvVTEO8bzdQMDw/7YXBTDXj6i2nHpxnSstNwCeJTGvKLwAIQWCFj3QKQrVyVsz1nab7UX7mWVr7k5dKPUqQq0b9KlFmq/QqfPwILcV5nUudM0s4VtYWoc67anpaz1PpRrr3l4tI+yz99AmJamtVyY+P9cbd0zxWz1AistHNapr8SuC+1i3eJttcFkd58CixpN53CTdph7+odsF7YYT988oIdPX7OTpzvtE+c6DS72GPWWmt7WursvvamoMXO63kMQuYhyFCrVt2yapRFeT2F0DPZohB64u5gfpYbBdkUaEehfB3WWK2HGZn1PEamiRxR6M2ETBt2/BmHcLerq8cuXuuyTgrpqTk/jH0A2vPM3QwJP/Z10Jbfi3099+Y6a22qtzqasMlsz6+BtnxrM0zcZPbnKaxn/cH2PM3soNPUnq/B3lBbHYTq5Jzu1JrnIrCF/NGQaWzLR1BfSkDuELhwK/eUk2vF06Vt+NVgXl2Faxa8I3syJ6OoQc+ypqrH65MrAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiKwPAlI4L48z+ui6FUU/FIIScVvLmaJHS2jFvfQyJgdP3fFbnZ127Ezl+wzL5+wz524ZN39I9Aih5C6rsoOtEADfF8bNNhh/iVom8MmPgqoRv46CD+HoW3+GtNToE1pOZWY6U61sRFsCV0WyC1zgouyW6pX21rs9fDXoj6aguHOhGgKTMHTBEwUstPl5sJaLtpZt7oaQnqzdqRnNu7UnudGbWv2Z2R81C7cHLavX8Ux+zDCDmDzDAXu5roa2wTN+Q3YOzJ787Q9z4Vg17c2w7Z8jVXjI0YNTNcE7Xlo0NP8TTNs0HMx2AkyE74kEN7YofyDA/ro5zC0KzY/R8Ww5SJg9n64G/qLP26iJhyPemh0mTb8OgPmgiiA9z3Xjg+mhfC1ZhobORfWPY1sSiICIiACIiACIiACIiACIiACIiACIiACIrDICEjgvshOyFJtTpRzJ4JcdKQ60wimcHpgcNiGYZrl7OVrdvjYWTt7/rJ9+cRl+8rRK5BU37J22GHvgJb21nW0gR6F2jQTMwgN8SoIemsQxn+j0EI+AiG1dUPQvr7J3rdrve3Zut4ePLDTHtqzFXbSIViOjSmKkjLvEQjqr/f02w3sN6FZ39XbH+3E9w/a4MCQ9aKtNwZG7NrgiJ0YGLWBPtQ1CGkrNdRRf7DvXg8BKxZo3QBt50YI5mtCXymRjlLpCRJBjA2td2SNIm2KtSmpDtrprci/rp49i3J2RkW5N4Xd8RsCtdTjWq+37Vp3n1240WNd4DIyRiE99iHsA1m78EsAg0mbB+Bubq639fCvb4G9eZisqa3LtOe5ACy059fC/vw67hDY016+C5Cpyc0PJBQg1/BXCPCzUS58j260OX8bHw8m+hpajz/U+nb/0nanEoKX0oxPteNdEO/24umyXN9JaKp6ljZFtV4EREAEREAEREAEREAEREAEREAEREAEVg4BCdxXzrme854GQSuEwRQMU2s9ChlheoOa2diudfXZ1Ws3rfP6DfvSq6ft+dfO2Nc6u62fAmxIoDevrbOHtq8JAlsK1ylYDi7yulb5TWjCnxuCoJvCZQq8N621H3zyXnt0/zbbuHG93bNzMxYrbQ51c6HVKLoO1Zf8QxH4HtQVTK0glQuQo+QYHweGRqwbC7X2Qvjej31gaMiGEDaGDwZDQ8N2HUL6q9391tk9YJd7Buws3KM9g/gIgJ3thAA+fCUgB98pgYa/CW1sxRcE2o7nRwR+XIhJYL8ebQma86FNkxX2PU0N8jXBvE070lBIS1H4aroonv0IdufBtgcfE87e6LUe2pynORv+agB1h3axfWGvsi1wW/HhoAWa8OuC6ZrGoDHfASF8B+3OQ3N+LRaHrYKQOGjPQ4uei7/W10N7Hhr0wSY9y0XjWX/QCM9c9ofng11frpsLyt31flIQz41MuHk8Xe7lNOMZx12bCIiACIiACIiACIiACIiACIiACIiACIjA0iOwCgKhKBFaem1fMi3u6uqygYGBXOi2ZBpe0ND0UuFVQ8E67YfTVMwwBOOjo7DFDkHvqyfPQ4P9kh05fdl+/9ULBqm02dpa29BYa2sg4G1AHshho3Cd5aAeCmXjgqW37Tq0yS/eHAoC4ns3tdj9m9fZvXu32ZMP7LHN69usuanJ2ihkR54xCLhpM50b25dfzRTy+pVd4Oehby4I5XEIp0CUfhROQXaMj0Jj+vlRYGhkFP3lzj6PoQ1jNo6dwuY+COiphU7t+RsQzN+ES+F9H/bBgUHrGR4L/buEjwhXh6A1j+MgEKdLEA34BgZzOh0QqjeDFU3aVAcBbBTIs3/sFj8aZP9xlIUl/Q19QE/IKOxJmmDXHQWNIT1t1rvJHrq9ENaPUR2fAnoK6wexU72emvNr623XmgbbAa35TXDXQ0u+A24jTNZUQwi/e/tmux/niWZsKJRnveTDjwA8v9xS3jFk5f2dfB/5SeP9FAXtdKkVTze1Gc8w8vO9GDmWLcbFyChMBERABERABERABERABERgKRLwd5zOzk7r7++33bt3L8VuqM0iIAIrjIAE7vNwwpeywD0IscGI8tIggKYgmoJA2KceGB6xK9e7oE3da0ew2OmXDp+yY7DL/vy1frMeCMyba+wgBLUUylO4S8FrEBSjNGp3V6PQYQh3r8MsylWaRqE9dkid335ws73r4DbbuW2j7dm+xXbDZAxNm3CRVbaB2sMUClNUmclxZyVk9PwUYoeC6KFkOAQgLNsYHbYsmgJNZwHxZyYARQqE30Yfx2EiJ2jPw0/hdhCwwuWHgR6YrenuG7ReuH0QwA8MUnt+2EbBsh/+a9CYp+b8FbjnoTV/hBxxbPxVAL5TwHYN7etETXVqloMjfw3QFHbYm4f2fA3aQTv3bCOc2C7Wj/bz00Q4p/B7vyYYRgwxS8wb+xdtmY+hAJ6vfnzkuEKBfDBngw8Ft5GDbYJA/hs2r7XH7tttb3twr23e2GEb2luDORv/MMK6yQZNC9zQHG0JgXCt4NjdVLhOf2qehqZpuLuAvpygneWVi0+aIK8IiIAIiIAIiIAI3BWB6c47PJ3Pewor1dylkIiORWBlEvCxQgL3lXn+1WsRWKoEJHCfhzO3lATukMthc7E47bBzMcjVQVg+CkHrCDS7T164YqfPXbbT56/Y3712zr505BIEv8jYBC12mCdpx16LPBSy00QMy6Oxl6ARD0HrMMo52g1BMrWn19TZEx3Nds+OjUGD/b7dW2zNmhbb0LbWGmG2ZAzCdWqO8yEbhNgobqGFtc4ovXTYS0qwQ9voh4eC6xBAJ/h5GETY0WVgko5CaX7EGBqm9vwIbM1De54a4tCepxY9bc1fgymba9Sehxvtz8P0TT806GF3vhta8ldhPuYKNO+DMJwa6lyIFfbesYpr0JxvxLlpg+Z8Iz6C1EA4HxazRRvih4FEIM/2oj+hX9Gb9wElhfZTmB8Wgg3poPmPei6jDT3U3O8dtb371tvff9Nu2797q927Z7tt39QR7NbXom6eU15PLD9iCIRwpK0UgfRl1P0ubKcgntrwNPuTCuKLvaj6hLVUPQoXAREQAREQAREQgaVOwOdKnAtp7rPUz6bav9IJ+D0sgftKvxLUfxFYWgQkcK/g+aLYmuLVxSxwDwLVKEEOQlTioBC2mkJRhN+AeZReCHovdt6wr7x60o5Ck/3QpRt2/HIf1Z5tW1s9Fv2sDYJT2h9nURSjUhBLzWuWwYVPaUv8Khce7YKm9ta19v33b7ODOzfZjm2bghmSNVi8sxb2wWuxcCoX4qQw1jWh/RQVEx563GJzI1dvVTjyg6IuuQFZ0FYO2vM44HHoM/3IRQ35cWiY0yUbt5dO6DRx08UFYGl7Htrz3IP2PLTmR2CDvmdg2K5CY76zd9AuYT8EzflR2p3vwQK0NGdTDzE6hPFBgz4I5CGUx/njLxHCjjZUY3eb8+GzQSYjp9Y8f71ADXoK4dl+/nqhH+WeuAHtfPwa4pEta+z+HRvsqYfvsYf377B1rWusAzvLGw3meOIvAUiKxS6lc43mLujGCWj6Ukl2LoivwT3Ffbqa8AvaEVUuAiIgAiIgAiKwKAm4sKtc45gmzE3DPBUmCjOFEebh3CTdy4V5HSE9Z4WcGGLjcfQwKPrzsDQ+plrUf33e5o30fgTOSZ/9XZLppnMOvDy5IrDcCPj1L4H7cjuz6o8ILG8CErjPw/ldbAJ3n+RRyEuBZxWE65y4jmGCTGH31Zs9dvzsZbt85aq99MZ5+/grZ806YYe9EfbFkXZnfTVMssOPue5wEPxGEyEUtFI4uwrlXh4cgWkUCHOh6b6mudbetLHVHj+40564fxfMjKyzDR3rgh124k812Cmgz6bQmFjPw8lZZFX4ufFmUQDtG3GElw94wotG4JO9ciRhHheiM5q0O98P0zWDWPw1aM/jmDb3qT0/BK3669Cav9YVtefpvw4zNjfwoaUH5m96oHF/HR9NbtKMDD6EBI35aCMoNg3a822NNbYVNvp50kYgeed55PVAEzf8IHANNusvUbDPBXBhBuU73rzL3vHAbtuODy4Hdm21VizYSiEx87jJIJ5/fwFxBnKnJnDHNcR7CjBd8z1ow+McpIL4UqWmL3ql0ihcBERABERABERgeRFw4VapXjE+zNcwj0xd+n1nXp+TFs5NSpUb57nZDJYTQZaRuKnf46YKS+On6y9Mlx6HRi3SP9PlvEibv7SbxcvVX9z4DpO9gy3tTi2e1vuYJIH74jknaokIiMDUBCRwn5rRXadYaIF7OvlyIWY0FVMFu+EwRdIHwWpPnx06ft5eeeOMHT9/1f7q3A2za9BObq21A7TDDpMVnEOwLGoy00/hOs2LULM92GKHQLXrJrSmV1XZ0wc32eN7N9n2rRvtgX3bbcfmDmiv18JMTF2u1Uxt7XTzyWwaJv9kAmEeB94z3ciWJn0o0KY/sKaLfxSq0pwN7eKHl6RMMyl8CMEHFV4jFL53Q4O+m+ZrIISnvflh7IPYu6A9f+xKt/0dTQvdGrct7Y3WTLNCEKBzo1khzkFRfawX7T/eN2zD12FWaEOzfXBXu92Ha+RJ2H3fuWWDrWlpxkeaBhQ1Hs3OpP0NbQ7F6s8MCfDe9bEgXg8w9ASeFMS78J1+CuT58SNcIzOsQ8lFQAREQAREQAQWPwHOB6bznC+mse6a6yzDlWbS+cV0yp0uIS+3XPrppGH+wnalx6l/OmlDesxroSpCyWoom2Hp7uV42B3HzMd/yJdufuyu5/M0Hu6uh8tdfgT82ta5jjIIcpDAffld5+qRCCxnAhK4z8PZXQiBOx/Q+I9JXLTDTmEr5J5hG4RG86kLnXhgXbdjZy/Z375y2p45BmEpBeBIV1VXZfuhrUxb2xSWBjvs2cTcTYwMwrb46700R4I8WDCzvbnO3rFvi73roT22D4uddkCDfdvG9rDQKRcSDf/g0hyKt0uTh3m4+LIqyHxC7SLzZWE8D5zqB5cXTPifuMzKBAUbc/F8DkBr/np3r3VevW5HTlyw//X86/aFs53RVA3K27e2zprqarJrCdcL6q2GQJfa70O8jrhYbtCev2VbNq2z731sXzA7s33rJtsFATwX3WWzeOFEm/7xutb1U3BCZnjok3jPxmMydU34QpdC+FKb5y0Vr3AREAEREAEREIGFIeDP+6nmTYWa6mPjXEdoQmO91LN+qnIXptfTr9X5TD/H7FKm/NI6yc8ZFvpZU2FYmpYTZE6RC9PMroXzkyvlMD813l0t5drrcc6/lOuKLB5/dy0qn9uvLdYVNr7vFXmPK1/K4ot11hK4L75zoxaJgAiUJiCBe2k2cxZTaYF7oTCVDacGO+2w07Z2D+x6D8KO95mL1+xrR09jwdNL9pUz1+zVU9chYL9tW9sasHZpTdR+Rl5qrLs9btrt5nOaJkK42OlJCtkzO+z/cN8G27ttgx3AgpgP7N1qzU2N1tTYYPW1NfHnpdBQ9oc+28Qtf/jHQ/1dJAR4jsOXkBm2xyeOtPvPxXUHYX6mD1rwF6/esOdfOWHHTp+3Pzp6yfrO3jRrq7P9zfVhsdYgrM+uM9p79+tiBNfYMdp9H75tb7mnwx7DryTuu2enPXpwt7XD5nsLbf3zQ1D4CbN+ITHD0zWt5H7P+sQ2mPoJ5xcL7RbYhPcXiGkVrEQiIAIiIAIiIAILSoDPdtdadwF7MDGYmYLxeJ8L+PzM3QVt/Aqo3LmX6+qUacKkvkQJFLym8akgNg1n9sI4z+vhTO9hnt7DeOx+LzdLSyWs8JkgLYfpfSsMT+tI06TlMrzw2MPS/O5P6/CwtGzPG4rNfg1SWD6OQ18ywbbfI+XcNM7n0O4yjnt6TP/qVfFXFGxSmt+PPYzHldjy81WJwmdQJq979lUC9xlAU1IREIEFJyCB+zycgkoI3PnQCc99/KmCpnB4OHPWg/+Isis3uu3i5Wt2BVrHz7562j5z5KyduNZLaTp//2jbYVe9rb7GKLJ0m9tEQZvuNAVy+/Ytu4JFTjsHsNBpqMhs/5ZWe98Du+zRAztsfUeb7dq6wdataUIuThBYL+05ckHPW3FCwIkDC9W2rAnwegtTTrhhTQB87AkbTn4fzM2cwAeei5c67QuHTtrvvnzKDPbhecHUYS2A/U21tgrXG00SBfv9yMPrj6bfr2AdgMu90H7nxYVr9UMHt9l733yP7d6+OZie6VjXEutBvbzmwq8nEMLJGHJomyMC/mLnE10WS8ZuC35GmvAYTHR25ujEqBgREAEREIGVSQDznlTQVwpCmBtlgnSagXEBezAfWEQpxsuptADP65ErAsuVgM+di/UvxOFFZSbz4fBuw/cb7KlA3sOLhXlc6jIdtzR9sTbOVVjKge1I3yVmWofnlcB9puSUXgREwAn4mMTxaL42CdwrSNq/CM+FwN0vDm8ubXFT0EVTMQMwETMEsx43unrslRPn7eTpC/ba2Sv2P9+4Yna1D5rF9bYHgs06aAZXZRfXKAX2FJDiWmNZ3FjHVQg5r16HHXZoqT+xu80e2NZhe3dtsUfv3WWb17dZY2O9rYUmO7NQy/gWBPj8l2+ImL/LN69VnkVC4I7rFNdnDa5TXiFdsAHf09tnr+IafenISfzCAuaMjl/FQqojtmN9k7XUYSFeXD0sg9+FeI3FX1hEs0bXhkbtxlWuK9Bo33n/Vju4Z4s9fO9uLLq6xRob6q2poS5ceyMwU5O2Yz4H1EVyGualGWTsnMmYk3fuFMSnmvA8ZrzOw7ycFlUiAiIgAiKwggj4s5hKC+OYl7t9dbq3gjJDVISh8J2bP4vdXUGo1FURWNIEfM5d2IlS4X6P0y3n93h3XRjvLsOpZb8K73Sehi63QpcvYncrCWB/vNy0rx6eCtw9LE0nvwiIgAhMl4CPn3Q55lVik8C9ElQLypytwJ0nHv/x0KHm8MSDjg+9/qFhu3Dlut282W1HTl6wz75y0l4602lX+mHyZWjcrKna7oNdddq/HplkO50a7NBORZmDMN/xBjXYaT97FHkgZH/ffVvtXffvtB2wnc0FT3ds6ghlULDPf+NYFJNa7N6uYg/Egu7rcAUTCNcw+s9pGc0ccSC7hV9P3MI1eelaVzA5cxLrCPzPF4/b829cRiIkrKmyPVhDoAULr47h+h/hSyJc//UFNbNe7cGCq7zOG2vskQ1r7T0P77EnH9hjmzZ02DZcs431teFFk/VT8z1oz7Md2QQRXm1zTICsudF1znRdAO+a8K4ZX+6hlpYxx81UcSIgAiIgAiKwuAjw8cmJ0hRbmNNkGuuptroL2f05zGLS56g/k6coXtEiIALLlEA6NqRdLAyfaqzweLrcU6F84bGbwilME/KiEfyFMzePp59xU21Xr161/v5+27Vr11RJ74hP+zuduu4oQAEiIAKVJxBFCrlS72zvVd7v3KlwcDuTBwU/wyDPpFyTa03S5TjU2to6rTFopgAkcJ8psVmkn47AHecdW3Z1ZXW4HfYxXBBD1GIfHsYip1cgpLxgp89fts+8fskOv4HFKWtXWTsWplxbW231sKNdDeE4BZVjuID42MJh0GKnOwTB+rEuaLAPQFi5odm+bWsrTHRssLdAU/je3VusubnJ2tY2BzvsY9lCSWyVHlDZSZEzawKF1xBtvlP7nYv4Xu/qxS8rbtqXDh23Q6+fsc9jjYErl3rih6PWBghtV2MwxOCIi5E6Wly8l9fzCO6NfnwwOt+HD029o3bgnvX2bQ/ssHt2bbWHD/BXGeusrha/7sC9weuZi66m22wH8LQM+csT8PNOl7z5QKPQ3QXvrg3vE26dk/I8FSsCIiACIrAMCHByzUl6kY3PSzcH48L0oLGOF0YK2hnHnVv6zEz9RYpVkAiIgAjMCQGf2xcWViqc6Tg++V547GOXx7ubvhswjO8MV65cscHBQdu7d2+o3vN6mSEQf9JwD5uJ6+8tM8mjtCIgAlMToHUMKvJym+l9xvQ+ztD1uZLPiwpdT89w93t+1s9xgse1kBe1d7SHX/MwfC43CdznkmaJskoJ3HFusYU/QSDOE86vvdRmp0Zu582eoMF+sfO6fREa7C8fO2cvXe2x/m4IF5FvZ2u9tcK2NUWIFK4zD0ujGY6aUMYtrG86bueHxyCZxN4/Zmt3tNn3PLjT7tu92TZv3mD3whzHmqYGW00zEBBqUvOYQkm6KIZXYan3AURqE4HZE4iDHjUbaHamKgy9vPZoHun10xft1LmL9rU3ztp/evGk2U2YkmmptfUwO7MBO+8Rar5zgV/89iNov9fgeu3Goq2nb0D7vXq17WtrtDft3mTvfvMBO7h7K9YdaLUNbWvD9RzWGkDeMPiiC7zKw/U+++4o5zQJ+EOObhjzMvCuCc/JNLXhXSjPybY2ERABERABEVhKBPwZV67NTMN5iAvRU+E6/Yznzi0t724FSeXapDgREAERqDQBH9fSeoqFFY51fDeghvvAwIDt3LkzjJ9RfpKZvcE7hQvp3WV86g/pEVbS5ZtilAWmzZs7P4b0IHDM3n/mrmCVJAJLlwDvf+6pYJz+UjvnTZ7He+1jiLsM533uW+r3MLpMHwTu7e2T0qdp7sYvgfvd0JsibxhMMWJT4M6fPnGw9wuA82cudkotdpxZo91pXjhXrnfb0VMX7OLFK/bS8Uv2icPnzW7ADntrnbVB0NgGcxsNEE7yQUBTMRSyU+BIbV9qtqMCO98/AkE9hI4Qxt8H29j3bm6zh/fvsLce3GXr21ttXesaa21pDGmpPc8FUtkebxvbM3FpTtFJRYvAXRIIr5K8ALFxIOSaAlW4xum/0d1n17EA8HEsvPrMV9+wV05etOcvQ/N9YMS2tjdYe0NtsPdOwXswG4M8NJnEa7kHH5suYR/t4r1Qa//gzbgHsODvnp1b7b6926wFH5qoYU9TNVyPgBr0+XWPcnL/XfZP2acmkI89SOp+F7hXV1VbdQ12nCsK4xle7oFZKm7qViiFCIiACIiACMycgD+3Sj1/GM+d83zuLlj3Yxe6e81ejrseLlcEREAEVioBjqF8F6ANdwrcd+zYEYRxpXj4uFwYz3HVx1b3l3NTYX0xfxqW1uV1pGGz8Rfrx1yVPZv2KM8KJEA5IdV6IRyZiYTEr1263F14zrmPm3LxMI9PXc/nxItd98XCPP10XdZDGUM7BO68n+d6k8B9rokm5fHk8SK4efNmeDDQLAYvUrrUKO8bGLLr0GLv6u4J2usvvnbajl24Zs939pr1QIt9bW2ww16N9FGDneY0KJiMQkXK14chMO+GmZjL1GJnHlws3/zAVnty/1bbCjvsB3Zvs+0b28IDqg422pknmIrBF6NJmwSMk3DoYGEI4JbBFv6EBvBe4UcpfhgaGR21q7hfDr9xxk6euWh/9coZ+8qRSxCmr7J1WK+gHR+jGrFzwdVRCM+5ca0CfojioH64F4L3nhEsItxo79nSam+C8P0dD99jWzZ22Pq2Vgjg6/N7Iwz2vH9RxlwM5KEx+jMjAjwH3Hwc5XngzgchH4oz0YT3snQuZ3QKlmZiXja8cbUtHQKzPWdpvtS/dHp+Z0uXSz/u7FkMqUT/KlFm0n5XnvFnURJV1MsXSX+BdOH6KOYvqcY6y0qfS3o2FUWpQBEQARHICXDMpBJO59UJgbuPo3miGXruyI/nSRAsJuUUjs/psfvp+p4K4N3vLtOk/mL507CkGXPiZX+9/NBPPj+zLQ2fiVDV88/K9ee3u7MqRJmmQ+COax2Z/JxPJ3+ahmX5zvlO6udxOg/yY6+/lMvy0/ak/rTuSvjZpiBwvxuTMmWuYQncK3HWUCbOW7j4aC5jYKDfenp7g9BvAIudHocd9vOXrsC9bJ8+fNYOHbsCQTkkBPUwlwFb0x1YLJLmXUZRxigu2iD0w18KDqtxMABt+GPU2mUCmNl4S1uzPbBnsz394B7bu20TDP6vsU0wn1ELLWE3nUEtdpqJ8WthPi/iCiFWsSuAQBjA0U9qvXNfxXsAAvhh3AOXOm9YJ+y+P//qSfv8oRP2lQs3YG4J90XtarsPdt9rmA73j5taopkl3mZDY7fs9NCoDfMjVf+obdrZYd//6F7bD7Mz+/GBaufmDnygqgo7BfXUfuf9jOonPQhWAP5F10V/SLNh7qfGu5ugcS14Py41znEkXHWbJ3TRdVENEgEREAERWGAC4fkSHhGlHxJMwxdJ11any5dM3/0llF1Jn0Wpf4G7qepFQAREYMkQ4JhbqOHu7wIL0Ynp1l0qXaHgnc+GqXbPQ/nSqlVQ5MzyeLg/X9ydKy6T+pA9Fmf9HkVhFDeUw3LZVndjhP7eLYHwnjuLl1w/z5y/TLUzrc9z3PX83v5i12GxME+/UC7bTZMybe1tkDdJw32hzsOs6+2FFvvZc+ft6Imz9sJrp+z46Uv2/IWbdo4LQsIyzK62BsjMa8JCkOHCxSBE3XPXzKWwcBgqu33UYufCkD2j1rKrzf7hvVts746N0TwGFjttamzAwpA1VgfTCxSyc+LPctJXhcV4gYOhvGsAAEAASURBVM8arDKuOAI+iPM5TeE77b5zssFFV4f4Iev8FXvl9dN25MR5+71DZ83wS5H69Y22BaaVuJhwMB0DATr+h/uL9wPvsyF+wLoGG/EwzvTm7a320K4N9ub79tij9+6ydWvXWHtrC4T8+ADGe4ofrXBP+qZ7ykksnOvngy7Ph+8uiHdteB5zQsq91DbbCUqp8hZruDPz9uk6dhJz6/o1GUr1YSN9KM9tdSpNBERgJgR4T07jfkxfOl1j3YXsHsd73cdVH0/dnUmTlFYEREAERKA4AY6xi0ngXryVMw/1Z0eas1iYP1PcZXr3py79VFCj4DAVxLs/db2MO/KjDI8LHv25KwKlzifDnb1XkL6Ler7CNJ52Oi7LKLanWuipPxWee/2eP60vbVPqT9MsFT/7d9ca7mU6Kw33MnDuNuoLLxyy//Jnn7f//NJxrObYD81bSNghuNvdWGNroMlOgfgIhOnR9nQUItZCGERt9DOww97TC/MXMJGxGprvT29tt6fv32WP7t+OxR/X2ZYN7bYWdtjjDRC/EMaJP2/ciQH4bvug/CKwWAn4Q4ATh/ilP04ursPu+8Ur1/Arkk77i+dfs789eh6yd/4iZNw68IuQLU11+b3HMviQqIPkfRVevjuh+X55cDSkhe0n+8BDO+29j+y17Vs32v5d22zdmqaQngL/oMWGL8DclvqDZrGe49m2y68N5vdzzOuEE/Vi+2zrmYt8nFiFnx5lhfFa8jbPRfmLqQz2y8/NdF22P72/3F/opumKxS0mDgvRFuftdWPEw2UXvwI4L4+bthuzTyrH6wllhks7S5QU6nUXpsnbUSKfF1GYz8PpMm5SGxjIJkxDsMqk2lY2Ac6jXVPdXRey0+W1lV+nCapiYUm0vCIgAiIgAndJgOPvchS43w0Wn+9Mp4xiafns8t0F8X7srod7HQzn5m484DRrYqLlce7ekT7JXyrN3YSHNq2APzyn/uE/dacT7nhSzh6WulPFp2mXqp+8tGjqEjp7PGG8MA+9ccoe/tF/A/XZQXtw81oI+OIgxHjamOZGEzEMpcCdpmMuQtDXf33QrLHO3rN/gz28a6Pt3L45LHi6ZX2b1UCDvamhHnlu44UAP1vNhH2hMP7hoJkfyCMCK4MA76l0q4JgtQa/9KDd976BQevq6bOvHj1tR4+fteeOXbQvHoUJp9W3bVd7ozXgg1YV7huWQLvvuCWD1junDSz3MhZnvdEJ7feOJvvwPVwTYYs99sA+27t9o7U0N4WFVyfMzky0YyU8nFLmS8Hv14m78UNN1P5wLXhO5KejCb/Q/fU+eDvu5tjz0k39LLtsGC53CmzTPO5P8xaGeZs9TbnjNC71F7u/pgrz+CldPkX5P3uhYL3uL+smz99S6bwPHu/HaR1zFZaWI78IiMAEAY5J/mLqwvRiGutMw83vV3cnSpJPBERABERgvghw7JbAvTK007m611AszONSt9yzca7jpltekIhRKBam9PTEzfMXi8/jysz/WUq5dFPFe97Ymvi3WJjH8xxw53yE8xWfu6THTOvpUtfLoJvWkfrTNCvZT27ScF9CVwBvAApy/uKZr9j7fvJ37KkHN9jVQWiqQzjBC7wWmrTQc7f+kTE73odw2JOmlK+mud4+fO82e+eDu207FjvdBA32bRvawgKrofvIH24ulE+xXhhDkgFhCSFSU0WgogTiw4b3Gz5qQUudP6vjRgH8ucvX7OKlq3YYZmf++Lmj9vVz1xCDeNyXB9bUWT0E9SM0yUS7M9hohobmaEbwgetIL0w6jeJ+xaC8Z1OrfeTRffbogZ1hceLdWzdYLfKGDfGsi+Zn2AY92CKWxfiX10rhxvG7mBY8w7jleZC1UOCcxns6d8vFeZqZuIVpC8svjC91zHza5o+AjweFLlvgYanfw+LjPo5lHlY8XUxTNC6+eTAqbKEcjlFhRhHr5zXtx0zk103McedfpveN+SaOUXCR+8vT0mXZbENw2Yas6eXq9DysNm9rqCprN8vI4tK6Un+58tN0hf40X+ovTKfjxU3AX1QpZC91HtN7bHH3Rq0TAREQgZVBgOO1BO7L51yXev4unx5O3ZN0rpH7w3Q4Tog5X5kJp7yMqatWioQAGUvDPQGy2L3UVqe5iedePmpP/PRv2cOtdXYbNrTGcMMMQWh38iY02AfHrX1bq33zrg7bBU3ZB/fvtIM7N1sj7LC3NDcGO+xB2wZCu8KbTDfSYr8C1L7FRCC9f3jvUABfBQF6/9CI9fb121kI31/EoquvnThn/+0NaL5f7rG69nrbDbMz1JTnNo57mvJ3/iKFIWFdBXwoO9GNe7l/3O7f12HfeGCL7d+73R49uNs61q215ibex1Xhlyhj+CKdbrqHUxqLz+/XjLuuCU/Nd24eXugvPE7TFcYVHhemZfx0tpleSzNNP502KM3sCcz2vHuNM85P2Xicw3sRk4T8eeAceWbcvunU632g6xv6xLpyjSWPK+irJ5e7sgn4OOjuyqah3ouACIjA0iDA57wE7kvjXKmVsyNQOG/WPGV2HGeai9yp4d7R0VGR9yLZcJ/pGZkifXjpg2CPCzn+wr//ffuNX/ors8faaazdDu7osA89ssfug1mKDevbbc/2TdbSCBMxSE8h/S3YbueCp9KMnQKyokVglgR4f+I/hO5R+E5BOmUy3f2Dduz0RTt74bJ97tAJ+++HzpgNQKMdC7O2N1TbloYaqn+GBYzjPY7lFagJjcw3YPf9XDfSUpMe6y184MA2e99bD9hu3N9bNq23jW1rQh2s6zY+vNEUFOVBvO9Zt7bFT4DnPNWane0EaLb5Fj8htVAEREAEREAEREAEREAEKkOAc3EJ3CvDVqWKwEomwLFFJmWW2BUQBXKr7HpXr33xpcN25mKnPbB7k21ob4Xma5OtaWqA0I8LM8EWE05wEOZ4HyWEcxJyRaBiBNJ7Lgi+cd/RJMw4pOI3sOhqT0+vvXzsrL1w+IQdPn3ZvnTmJmzSjNke2HJvyhY85r3L9RiQ1WohbOcxF0G+PjxqN67C7ntLg33kwa32pn3b7N59O+z+vdvCGgwN9XVBNj86OhbyeCcljHUSckVABERABERABERABERABEQgEuC7mwTuuhpEQATmmgDHFpmUmWuq81AeT5wL0Lq7e2x4eChosdO8BLXYqdpK7VZPMw9NUhUiIAIlCPB+DVrniK+GVvtqmIGiJjrv1/NXbtjx0+ftjVMX7ZNfPW5Hjl81a4B5kbpquwca7Y0wHTOKzFz4mIXQ7nsttN9pd+1wzxA05cfMmmvtsQ1r7OkHdtvbH95nm/ALly0b2625oS7+qgX1M71+3VLiBClYBERABERABERABERABERgRRKQwH1FnnZ1WgQqToBji0zKVBxzZSpwoXtXV5f19fVh8cbVErJXBrVKFYE5I8D7llvUfKcAPS6i2Tc4bNdvdtulzuv27KHj9rWjZ+xvL9ywkc5+szU1dv+aBiyYvCosuErzMRC/w+wMTNfgy9owPrJ1j47b5X4slNwzYtv2rLfvfNNO27dziz10YLdtxQLJHOjroGV/69a4jeLXL2wFP8px04e5yEF/RUAEREAEREAEREAEREAEVhYBCdxX1vlWb0Vgvgi4wL29oz0oXc51vbLhPtdE0/IyiVlPT4/19/cHoZkL8zxZ4THDJVxzOnJFYGEJRNl7ZvedwvPqagjCb9sohOf9g0P22qkLdvL0BXvpjbP2By+djnbf19TZNmi/t0LznQL4YUjfaW6Gn9uo/V4DKXrfyJiduIFFVyHMP7i+2R7YucHe8fA99tA92629rdXWt621KtiqoYY9zU9R890F8BofFvaaUO0iIAIiIAIiIAIiIAIiIALzR0AC9/ljrZpEYCURcIG7Fk1domd9CIunXunstHHYf66rjQsvuimZqEGLhRNpBJpiPErU8Cc6PKav+CahW3EuChWBShHg/ehCbwrSV8HsTFUVxeirrPNmj12/cdNeh9mZv/vaG/b1k5fsyDVovkOwvqOtwdbV19gYMo9R+I5SmKcOC7fyfr+JBZXPD8PsTB+036uq7YNv2mFvv3+n7dqxJdh9X9PcGAT9FNZz3YcxaMuHIQNlxA0FM8Abl4V6bKV4qFwREAEREAEREAEREAEREAERqDQBCdwrTVjli8DKJOAC9/Z2aLhDGXKuN2m4zzXRpLzX3oDZicNHg21mysOqq6ogdK+1ujrsEL7XB7fW6hFGu9FViKcAjy7TcqcZmiiEv1Mgn1QVZG1MV2yTcL4YFYWJwOwJFH4M471ahXt4BAuhjoyM2uXrXXbo9TPB9vtfHj5rh167gkVUq21LS501I119NWzE43YdhQCegnHI0oNGO6Xmp/qGrf/msNm6BvvWHW12EIutvvOR/bZt03pb19pia5sag9mZqP0+3T5k40dB8nTEmJmAHqnj/4ISdSgCIiACIiACIiACIiACIiACc0dAAve5Y6mSREAEJgjkAneZlJmAsph9PGEUcF+9ftP+/G+egfBtBLaZYYaC2rGQbkUd2SBDRzdcCAZD/TBVUQsbzrVIWwthPAXy8Thza6szG8+Mqw1lOgfWR4E+JWDBDfWwjihOi3WnorU8Z5bPj+WKgAjMhoDf39R855fR1bgR+fFscHgUi65es86rN+y5V0/ZX3/1mL3Q2W1GW+71VbD7Xh8+sI1gwdRxCN+5VaMMLro6DG32o4OjQUveBsesbes6+9/fss8egAB+N7Tf92zbEPLe+aGtQBjO8YEFh+DgC2OUhzEq30ITsnGDgdlxNpTE8QthHMdCGP4wiY81oZK8sMwT6i0MLDyOiWLrCuN0LAIiIAIiIAIiIAIiIAIisFIJ8F2Dpj07YTlgYGDAduzYkbx/rFQq6rcIiMDdEuDYUgv5KjXcK6GoPC8a7hPCGIhjomT4Di5pmjQyTZ+mScOZ3uMKw9Oy5sPPdrANx06esc99+YVE2B6FWJMESuEghjAfd9p6Dn6anghl0cxzpvkOIRyFeNU4pkZ8EMrj4qCmPLXkg8Y8/EFTnmmz9FFzHtryZO/lR2gTgrMMDusuty0033JtU5wILDSBePtM3EO8X/gxDTefDQwN2yDsvr9++iK030/bqycv2B++csGsq99aOxptPczO1FJgj7SjKIjyd1qd4TFHCQrgj90YgAD+tj24q80e273B1q5pDuME+826qjE++OKrtfhIV5ctxMqxog7H9fxlDd06uIhrqK/F+MLyUQPr4R7aAFM5wR8/HuQfEsK4Ej8q5ONLFubsCxmkY4r7mSaI6unigMQ8zsu5w83S3RE+pwFkMKcFqjAREAEREAEREAEREIElSoDzU86JOXfl7JUTRU4VC+eteRpOqZdoXxdzs8lbAvfFfIbUNhFYmgQoc6Wi85I0KeMPqKnQTzfdVOUshnjvy7kLl+zTf/eFsEgiHw6TNwrVJ4ekR3xgpxvLjM945st2T5CUQy+zurZ8FMhHbXlqxVN73uMolHNt+iAQZF6WOfEnTiYYRtEYC8/awTYU3ySsKs5FoSuVQLhTsvuFAupgFwz3GKfqV7t67Pylq3by3GX765fesD957ZzZEDTaIWnf1FJrGxtqg913ar+zCAreayGBrwLMa0h3oT+mjfdsQrjU7clRpFgczNtgMMDAUWVbIIhfC4F8M/YmLPzahHGiEW4D4hsR14Bw+oMbjuFHPMcamr8K2v10YWKHfv/Yxw+EwUwW3BruNJkFN45J0a3FOMkPiuW2ieEp+ELSiTAexpegWEY2bvIg73cWFo4n/MGX4fHxLboT9aSck9BY5+SAWL3+ioAIiIAIiIAIiIAIzIpAnKrhL19uS757zqroMpmmfpeNr+nFJn6YTYZGTxQfjwsCJ6LL+KZuR5nMyzKK83IJ3JflqVWnRKBiBPy9vrACl7cGF2NLLZSW29raQzLm8fjCfLM5rpiGe9rQnt5eu9nVbS3NTda2bt2kdvJBxAfX+Pi4dfcwXVfwM11727pJnb15s8s6r12zDtjXac/K8Xr6+vutv3/ANqzvmJRnUmXzeMD+vPj1V+y146dsFHadxyE04xYXW4xarDyRhSczPL7jkzxrLQD5c3rSs50HHhG9fkSm5BL+ZZryPKbAKNiahiAsF4Blgq9gWx5C+aAJS4157jimwMy1W11gyLDQxLyerD7WwaYEJ/pDwB1/NIm4A4kClj2BcA8mvaRwmR+7RqC53tc/aNdudttXXzuNMeOsPXfikr3weqdZY5Xd09pgtRBO847nF1hqv3OpVpqemTQkZGXfeedNhGS3aN4KxjAsjBXwUKuepm3G4R/DThvzQ9j7sN/GHgzPcyyjAfoxuFwJdjRzKbivwY62Bjfx10OYvx77GuxNiG+E2wCX4b7XwU9BfBUF74jjpDqMU3Bplit8IMzcME7BT7c+c12DvwEfAvhxIgxS2RjrYy3d8IsBhvPDAI+p0U8/3CoshBvc7Jig0MP0TxxbwYbn8xaY+K+SmGzGG9sx40zKIAIiIAIiMBsCYTxHRo27s6E3dZ7CeU54DuNZ6S6fwfGZmoVlRfr5iO8q8blIf0jvJ61U9czMOgo31BXC3S2MD8chc0FMsbCCJIv2sNJt9/LpcsvOo/PPWPO8hViPDkfxvgtnKkvv6bLo3InZvY48ON63IXhy3KSj/CB68kMvZlJAdoD2eLsmucjj13TuspzC9AhiSaE/aHz4hwAep3vgFSpgIeEo/kXYRDDnlyE6/PF6eZAH5x4EsuKQIXiYbIZbki+0fYbZ5zE5WUjgPo/AVZUILDICYehLB8gi7eOYyyRwws5BMozDTBvGZLiIp2z2Vtgh97g1DiXpKmuHjLmhvr5IqXcXVBGBOwdEdqyru8defe2ovX78pN3s7rYn3vJme+rxt4ZnA5vt6YaGh+3Zrzxvr7z2ejCDws5XV1Xbk489ao889EAo69z5C/a5Z79iGzd02JWr1+0pxO3ZtTP0nuV8+q8/A2F+K/K85e6ITJF74hyHU35nap7drP9McfXadbt46XL4GDAyNmbDwyM2jEUVh0exw+UCizzJxTdeILw2Ji4U+rnRZb/LbSFllt7TMU/YEZD7QzmxLqbLagh1B/MUEGoF0xQQwgcBFwTxFIBRWFiduVFTtSaEe11FXdbPiMwt2we2PSZGhtiqvEweMs5dRpT1e2Im9A1heR1ZWF5GsfSerzBtEs783JidW+FxDI1/vS5307jUX6qMUuGet1i5d4QVYeD56Zaqw8vxeM/j2Lz/XoYfe740PA3zcmYa7/lmUr/n8frd9fDULRWXhk/lz+MdBm8DCM9xDcaPWPFFdBTjxOmLV+3s+cv20tEz9tvPvW4DnT2wLwNhdl2V3dtcBwH86vwS4+3LEsMeis7uMYaF4xgXuzMRlxfACLSNzZv0Nw9jaDYWZSl42xSGxfpj+XFsiR8IKJCO8vlEiI+wfgirKdCPQvzM9QazNbFBmZsdh7AS/tgopF8VFqbNNfUzjfzGoJ2faOgz3LX2XVufAvzMTwE+BfGp5j4/BNDGGz9INmBvhEmepgacD4yDU27oYqCTuuhvFNgnubN+Z04SkXrLxDIKdZTc0vjU7xm86GJlFItLy3C/uyzT/YWu15emKfSnadxfWI4f53nZcAYWbJ6uSFRI6dm83zNNn1bneRnmfneLpUvj6Ofm7YhHk8vxME9XmD/NW1hesePCvqfl01+sfA9z19PR9fo9rtBlGm4eHjLwIA2Lh/mp9DJLpQljB8rIy8zyF0ufRAVvmqeU3/N4vLve9vwYCQv9zJu2Py0rjQv5spNB/x1xWVihU1hfVoQ3La+7sMzCcnhcrKzZhBeWnZYb4jIgHLe55WM/D+5IzMA7thxp2t9JqWKEV+Hz5zwJ6mSKWLUXksfGZiSH9GatLQidwSEbwwq9UWlWbwLdcluKxxtUKo+ndTcvN6ssDS8sK43L86WeiUrjewr5IFOxvqXZ5L8LAs684OR4cGHJfk7v/sotLHnOjtN3UfpdicHnkZPiccfy9pkUFo7jL0ERk8UVpEFr0zxs/MQx56oUvHje6IZ2ZGGMT+uNx1S6YDmIQ3lRgSOafl0N5Q0q1UwoqkHRLSirRQUP3i+u6MG0ueJHHp6GTfjvGMPYkVlvBBczZ05WUgyfHBZ5zbqqSRk5RiQBrKjgco4NSxN5mtvhfamz8ypMdEYb7pQZ5QWm5Xj2wo6ETiOyMO0d6bI2lkpXLLxYWFZM7jANt7S+PF8GIz9GOve7y4wcY7Okoaz0j4fTLbV5WYVuYXqPLwzncRqX+j2OrrfB4wtdpsk7gsT+7PB8IT77k+b1cKbzcA+jyzBuxcphuOcpdIvFMSzdSuVhmlL1ef40r4cV9iFN4+WlYZ6PbmFej2N6bsXyTzdPLGHib9qGtNxy9XgDPS/TlvKHmrzgcDDpj499uctYv14mpYwHrIZj+AjkrWOQq4xCuZHyFfrHMr/LYZmG++jouNXh3X7f7h12/4F7ULzLWr3R7rKOxI90PCq3TUNKUC57+bgrGBBPnT1v27duQSdGQ8OLNYhCZwqi3/POp23bls1BOP3scy/aC1972XZu3xY03b926LDt2rHdnn7ysSCcf/nwEduxbWv40nkYQv1hLE76lkceDg3iQ9RPSPkWzjx24twW60lWXpaIKTbgS0lLYwP61I/LDoInaL6Pj3OBROxw+aDgyR9C/7mzH0EgH9yRPF3Il+QJ90t2gtlX72/evvyahSf+zzvLSUG8MthC70fMwAlFuoWLFOeuF+E+CeJEg5eWa8nTRETQRsVkgv5gvgaCq6CFGrTmIZyqrwuTD7YzTDJckxR5ONGYaGNsLFmF/6F53sa0ZfAjeFJ0iWQh121PnJRRLMyjy8V5mmXhloO2LDp4953gPTEbTMzH7Y68BQFIx3srzOaRnJPyg7u32v17t9tTjz5g3//Bd9rxs5fthcMn7OipC/Ynp66ZXerl7D4aeY+G3uMxwhq44z6jPfhquNSEd1vw8MaXAoTjP9pW0Ba2d4qN92Zo7sRNG3OwC1led0P5qINmcNAtq4Mba8zqz46LNiUpLxYbRoVkrIj1xbYwRWwXp94hDB8yh7HY7ODAIMZRKuNHgf8gXqAGKOj3nV8DOGGntr5r7lNrnwVRSx+a97nbUGMdTXW2G/t6fPhoh9uGvamh3moxxtXjq3hTY701Y1/T3GBrmxqstaUJ8bSVT7v4fHGKe1iPA1B8HGUPvA/RzTij3eH6iAmm9zc5rbk390yviKWbKukoTumd918FesZ6fEuq96BF4U6HxXTSVKQzcwENZSxE++diruDXT8AwFyxmeJK8fs+WoQyHaXNm6vfy3E3zF96YdzyL4jOCc83sP0qZeG6U9meVeXnomwvTOI5SqMYtCLiQhnNSCsWYPMRM/Anp4mHMEwLwh8+XLHXuj2EMRWT878nvdL1thTHOx93C+PS4ME3hcUHaEO1p6E73us26njl5qSyCzzOCY3f4PjOG95tbcEfGRq2vb9B68d7Th18e8yU3f0dJz2fGgXHRC5c18Dg4+Bv+ezgPs7AkbxYay8jyTirDy4pFZ2WgpKxsryMrGuGImJSHCb1NSRu8LSyRWUKaiXR+HJJl+b2cmJX5JuoKvngY6mdN3O4Mz6IRkyfPPR4HNz93uScLwjH+U0wchczwYb7Dd+cJQTLnH3Hu4YLp8A6IuVJwERfCcT+FY5TFX0GmcYUC7InyovA63otZOaFJiZ/l8x/Dwx82mcdZGPyMjFGF4TFPGkcqnjeUlJWLnDyMGxgmRHmqJiLgmzhO0uVpsqShuFgmi/Xy3eW4E6/3TIjO6wI738vTX12GMM4V8zimiXmCED8I8zPTjSiTZhxT4T79UeDv5h0njlFk7CfrzP0xLLYtdpZdi8exk3EOG9ubQ3N2oa/4E7bY/+TIvcgWMyTZWHHc3A1Hkw4m8iM4tiMGBfkBfvPLLc+Re2KaPCIPzz1Zgrt02Jm5KnJa4/JdVjaX7b0bdN6OvM932a+7aYvyFifg56h4bPlQ5k1uDJ7mfCviD0EY46LLlBhrghOF3lETPcpPb/tzCM+c0fGxoLzswnMqNI9SoZmuC9kxN+H8hIL2fK6CMibGY9bFsc2su6/PLkF+3dLUBBn01jAGxnaH1oR2xePQuAnvFL6KCNw5QHOjsHzfnl3BnMyJ02fygdbb5Omamxrtvd/4riB4YFzr2rX4urDTPv/l54OgnsLm3r5+u3f/vpCVpmbOwkY64Q0MDhqF8d/87neFxQKZwMsNiefwTziZOIEsP3tmTFxL4cJi3bHCGJ9p+sOczgAmnXxI8Orxk8rEDKPGZA32lubwSA6cWBwnI7xgKIQPHyWyC4hhvGjCHi6i+LUmTHZxAbH8sE1y4oXEOhkc2sBEWZoJT9aRUABCmT7Lw7zpFiZPqG9oeNxuD43kEy0mi3linV4GBYn8cuTa8jRZQ6F8LXafGMSJhC8SG03XTGpRDj573CPSJzIZvbSJwR97fEewAkRgURJIr2feMy0YHx++d7c9fGCXXb7ebe9947R1w/wMx8UhfI0dGsEvZ2C2aghjAv0hDMeD8A8gfgD+fri92K8gbBwunkLY4SJPeNkINy1w5C7R8EbOEAW3yHGWLKTCpL8OO4X9dGuQvAp+Cv1xmL04RHfVqmgWx6vgGOEbhr1wT/PhzNvd7/9JfiZO4jwvywtT71Ac/2QPbybAYQiO3jBGZcFJt7MxK0vDuv0ljS+SNLUzMjZiF24M2cudECxQMI/xLwjq2Ul+2eAvETK3Hr9E6MDejL21udHWQQi/rqXB2lsarQ17+xqYWVuDcPj50ZIvTeHjJYT8XLyFmvNc6JbjZBXKJ4OJDVdKduzXjMeFNvMACbz9IU1IECmEv9GbhSYHIUR/REAEFjOBiXu6SCuLjY95skkDCULjuMfoMF/CUJCOBun4HIoI8WmKEJplKj7jSob4UEuW404nK/YWPn6GFyQIcF1Bhb8GpckzCnUnfgo88ZPgiZcwCvQIIJYxhLnz4PBoeD4Ows8W1mPtEZoj4xjbhF8qcQ4aeo9xloJk9jm+jEUh14QwjMeuuRqF9aszTdYJIVcUboU+F6K+s8cIiYnC3yLpY3iRiKSs9BmQpo9+JkyuFgQmR0kpfk5jXeQU5+9Igs54LP1kTUE6TWbS7ceH7V6853AfwOLw4eU4ef4klYRyWEPgk0YU9ee1htjJRyykaKaigUkPJuJL5C8RPLnCJFHinSi7mC/lWCw+C4vcsxaj8ODL8gZueTmIYXwI9HSxkMkCcArKeUvgzGd7Wn24X5KAeAUgIHjiUR7m6fKAIlcT4vLokD45KojLmp6VOtFnryayDRBCUDz25HmsJ8/dwJAXSFJBSJ0c54nvxgOesQ72cVLripdK/klMuFdwfBtzeo5ZIQ5/8lTuD27ancmssqPQhLwV6Kv782sEYfGdm2NZFNRXYc5Kcwo+loUxLh/X/J2c41r0s8xVHCv5j3UU3dnWyXHhw0IWliAI3tBvD+QBKykI5GHVasg8yApb/wDGGvLnFpzoz0Imhedh7nEwMVXJv+yjNhEQgckE8vFpcnA4CvdMdtu4f9JdhDHAN/dR5sk5ns/v0jke5xhUzI4y0WgdxC2FUBbCLTzX3OU9no2lYR4XximEhbGHy9ZNFn/H5sQ7nXGDqOvMhYu2HmbKQ/lZe9nWwuGD9XJcbITSXbltco3lUs4irj6rnA+TvIVFyuHATlk0YRPMCATMZ2FCpgOC9bVr14TJLd3zFy/Z/n177TK+PDRDa5wmTT77hWftofsP2sb164Ngn9rVjYiby41jOVkPoV1dPX3hQeXj+1T18GHTjY8F1LKk37dwwpJC0jhPEx5UOOADsaEBJ7OhIZaBYsJEClzTC9IvVp8E+08mws8ncEHyovEXF6alJgOP2SrWlT4IQ915e+PlVTghYzs9X3weJf1L+sZ0zMt28WbpgT+d+PHiiA93f/BPuBQ4UgM0mK8JbjRbw8kCv/bzgR80AHgNsQ9wwyCAJrPOVNuC7UCL0ebo018RWOwE/J4LlywuXC5g+vQj94b7jnHxfo4ux9kgjIDL6z5M4jM/xwv+7JX3PfOFcjN3BC/MLrSn4J6mr0ZGoB0e7lfes9zjT7HiyzU/9sWfZ4UxBfGsd5gCf9h1H8YehP8QigzA34e9E/7wMgF/sP2O4yCkTl3G4X6Gaj7U/CeE1hRe8z5vwV6PnZr7NdgpzKcQOtz38PuY5bd3HLU4DsSz7Mc8yv1kgGOOR3HLPeFw8hHyoZ6w6CvGotb6+HBGE+LwhxysK4w58FM476Z0+sCv+3qPvXG1y3qCIAl9pbCeHz0osB+GvwGP46Za7HW2tbHGtsLtaMQCLk31trYeQncIhWrroEWPvQEa883Qqqc5mxZq02OvhQmcyIDPU7KBi3GyGi7HUYZx8/OfuvF5UNjbkDz5w/xMM9HhWGKSRF4REIF8fAl3TH5b5Z45IxTud5QW73sWG+c3PA5H7saDGJb4QwD+xHErPh/SOVP0FxszYqYweqJb7vKZE58h4/G5gWcCNYz4DImaRhPPjjA/9Xkp0oRnCZ4HtxDGcpieH4/Dc4Uudj5XBrjD34/xswvuVRyHcZTjaepHXBhjObiHr798roALP4byVDCcAzT3EeTlFtYdQTpff4TPIf7CiS7HfH44xXETxtW4Dslqq0M4P6zS5TokNPdGf1iPhPNU7hRqBT9dzGnhjy7nt3F8jr8Ujb8SZV5/ztDlGi58CeQ4HjZ0ITx9cnfivBebx/MyyMOTZ2YsrOAvLwZuyMTzQMFW+FUuXL4DDQ0Nhz0oAoW5AbXIxsI1xGeMz8t5DfLZMxcbmh82tsz9wZM1NYvOnRLBefx8ee5oB9livyO8SIPCHK1YeBo2qaBJB0mqcJGE45xdEpt6fdxgWJ42ePKjNHlRf54y93hpbN+kwKL5Swcm/UuLSoKZ16MKgvNiQ7hf43loeQ9bXVie9yQPz8rEp6gp21BYW5ibsaBQEf6Ewr2GwtTpcV57uP/SmEJ/vPRiel5bvLdHwmFyPSI8C8r6i6PwPw2PYRwfOKWMzx6OP9mOxgdBfIifGJfy+Dw8pg/yH+bNxg6y4AfPMH8N/vhez/yeNrznQ/GFP8u4cu1m4IVc/z97b/5jy5Lc95337r6/bebN0LPQHIokaAqmTMuQYdiwCYkCJdo/CP4z/YthAwYMwpZtkTJFU9ysxTAoWMOZ0axvu/u9783z9/ONjKysOnVOn763u2/3vVHddTIyMjIyMnKprKioLERCICDD5OGYym6w0jl6zVsdo66RMsGia22boTOv/VCeeHG0oh2N0gJfv6WBi6KB1pUZAAuRp/HlsaVUjzV1dMZe2h9ynnHI3KIznIXjgVk4DU8Ow7nOmOyUk42TsdrXMOP49ngP8ZABmrUj5oCQr5O0vCFv2AttI9Hb7sw/VPtj2XyZK3cdlIb944buzzG4o6l1CbSE3MXkJPAo140As4UEszQlE2eipWL/7E/+dPNvvvu9ze/9zm/3jet/6zf/pozrf7j57/77/9GL99/+L/6zzf/7V//G3hV/4zvf2fzjf/KHm+9rr3QWe//Jf/Sbm+/Is/6kjmycu/ro6115mx7noP63ZSRjSxlfJGjBlzzGBu36bR0Q1uhyFjYcr1h4u5rn4TGP8dvGtO45j2EtcCygGQzU3R2VBvR/DDQSaFLSLM8oVMNz5cnqppzmRUbnJmyHCGFB+8dCoOWNYkMGymzlcrOCZ3x4f8pTXp7z7Kt87Qr7y+umhhsef2wxvEShR5imGcuVekKCEW4SHRBQkeA4J96Fn1MdL7bGcw13FNcXybOPJ/w4Rj0cWsahdFHC9u/L5l9yPGl+p8N/7KvjuKI0apBjEzDHbMIOhTRdRNxyyZPQLamfPlpyEA+4bG5o4MUFCy/CZ83b3vOK5g8M9Gls+VyvfbE/Wl5kv1B6GFniifaXerL9uQwuD/S2jD31xe+J8j982rz18djX+UD4z4T7WA8Ffqi47vZlsM6zGV/sYS7JdE2xy7tDwZo/jFNgeBmiE9FALvP15qbsBVcVx05zRSGG/tiiRzQihY42oP7YbdAdl2ZCpTj9qqaea+F37yI/dErMo87f6NA9F+7PdT6XYeP7j59u/iX6SEMSmna9VLIMNvdkqMEAdFtz3Q3h2Y/+rrzo7+l8x5708qJv3vN40t+5ybZefJCWj9HKs1MG+quaL695z3o+kn0FkZvwatlsb0JF/BcVCyKnA5ISNAraASMd6Ceg4bcXMuDOEszyM6TsEU5ZljjiHF0JET3yd8lnLcMhNJlvjXbEjXDmedlw5JlwhiPvNdyYvoTX6Ndwh+RLmkPyJ+0Uzlp1d6RnyLkXBCV6cBPqiHiHjMsfTRc62hwsuM/GhiMtGDQ+ztgTM+Y557keUjKHMm+mYfRzraEm4/V0wxJrK41VpefDV8au11uaQ8MDPLzA7RHuuVxxza1PtC58qjh4DOrANqwL9lyv8HNOyeLpSmXwfQ4+8P1MIedTnY8Vf8wEKZiye4i+xzi1RFHMdzHJei7mges14ZmDeXPqnpLfVfj2NRm1r+t864qz5Tox2yjZx0wF8zjQPcXo38d0HWSU688itlAzO7r64rG2S1HCJ0pjm7JnOtmm7IknfmeIelFHjizAYSsMOCZ/p1Ofm8LxZpgfKAu2zd9h1Lc/ZNb61mtb5vAGY4y3sV8h25jd0FxO2jXwnufDm5848z4hNNxUIp/1JTj1JZSnOe4XPtO9y2cPHm0e6m1iboTz4MaW/Dw84C1d4mEsU2YU144OGYjYAFrPkA5ZppwtcwuMB3Y7jcjegkpsKm5MeuA6mW6WMdIHVIJNBU4f4c7wAIB8syOEmKGOG5nx3B05LtuD6XuRHSArETQ3Q5IwHPvSBrIZKJ7xP8M6kg21SMlxu0D36CybIzOMa9GJE5iTJPawsFV7qr2g+O/5WUU7Pctpchm3t8+YwnwmspivOvMGTP1/ShlxnVMUOhEdCa2Up7lPs6XXwmSP6mTlMq4EldXLhVACTfGYm0Fz5NwUsH4bOxzyuL+PB5gY6oGnB5rAPKjs6Ya5VkBLGTwQZa2+cOBrOBv5gTXXQTMJ2ARQMNUM6XRoMjsIF9T9N68/HQErnZNOxpSTguG+Je2BzMe8I0z2ZfxAlidKdhwZ1mjXcCcq4AnpaZecu/DbdRjHF6kZh0MflxERIg3nrD3jPn4KtSZkfah7WHug683C8Ep/ZnsAayh6m+8pc5wQti6YcxIhJw4HWgjGGIhExaN3Gcgf6PmzjI3CuDCIP5O9AcdB5AwbRDgS4ODBbgDYHR480Xrn0dPNRw+ebP7Or35j89/+3t/f3Lt7x2vtzjbL2wqDYh/dqRrcZ/IsxnM2JjQonjg3CX/wR3+8+eN//uebv/tf/uf2Zs/0r3/44eb3/v7f3Xyi7Vnef/89L+5//0//YvPf/O7vbP7td//aHvH/6L/+B4K/t/nf/vCPNl/78KubWzKOJ++ZLC8YsSKn1jyYC3XL+mZ4cOYVwvUGnTpsZsmyMAzpSrG5LI/Im/KEdLcUEzon/wwAd0B1SHfGHECKe2/5Z0/1Kgc3Ym2PecF+7YOLKqeeMseri7EYp9z+JKrVPWVJ2Rhdiy7hpKQj1H8fhJkPWTlY+DOgPxMTOMXgjb7ExZWPusbWNdNe8hjk8Q61h6ieRLFNA4XEjUJcdNFJ8AteOSlQZsoGPB0ScvXYhV8lPhC5xnMNdxS7F8lzXJ6HlnEo3a7yXzb/ku9J8zt5/uv9MMrxmGpjKy5ga6NsKZOnAY+FMcXzBggGIucRB28XmQpyoPiHwZDdFEMcphOO+QQPewxIftrN3OT5qBmOwAvHPOAL9zD/+MNVLf7E85W2EcBoz2mjfYO9GGgGpGZImh488lAA45G27RIvvPWfqsxnOh/p/IG80R/K4CJEeE/iRSk8H7PlvCQjx1dlBL+p8yoLfS/aL3muY14Ry4BpI8EY6ce5kCjty03EHV2d7yruuVQhR85NfiLv/F/6AcRHEuHzB083z39yX8YfyUxBvDFAAciIBz24e3r76861za9qW5t/7871zVd0vi/j/PuK35NBHg96e9Frfrwp73n2o7cHvYw4fIsEb0za1vOz6kbovUMVYnyhm2S/G+dkYGQmDA24OrOfff16Rngikehz2feCZeLGAg7FjXnW4DU+S7pDaDLPGu2IG+HM87LhyDPhDEfea7gxfQmv0a/htvNFf4KWfpXHCCduO6SvZl9mCgoYOvr1GLa8QhqtX49Djafs03TrGJv0ccYAMgQ8hohJHgyZnpcUMvdgvOZhZLwFqPlHay9gG9PbuowbA+K8bsvDSXuAay6LbcQwivNgMm4eHgvm4aQfUIrvZ4J/qvO+5y3NB4I9hxFiIWey13zVDdw2dAuHIjTOpxBQRmGheADpt4wgaTqDlFujtJODj4eVG2+rRTGw1L8BwoAJDZFimtCpo6it6RRtTodh/RCqVm0+JT2pMgS3dhyVTh7J1YTUFKf5Tg9hB1YptefEhm/kzuau0PD0kfZvTNTR2Og3wuZcqebfyIfT/UUtpLpN1w/P/y3NU7zSnos1eP3EqcDwiIMR6WTiukWFdM3SxUqhYG5u3d6NTg354fXLm3dFc1snnvtc13xtU5rfnhK9H4DYsBV9Ij40zjhqxiyVg+Fr9NqfPPfx4I+HB3kNoI+4Ryh0vyAUErTDFo9mDv2hQKqKgtEhsENh7LUWxBDoGHobTEcMvAPVfifEHD8RpdwTZhvqebeBbeJXgIk5a15wqNO/PYEulHrvYAeCtudoQGsh5+tpbicy0qYRpubHuJNaegT6jX9yZpZoM/eRAdcYCSM6/zY6IzqcKfnAiPb0ukt9mz+MrS07GQ8+6Hexjg3jjvUgBUS/jD5KR0Un2VfHOAmkRr8OOGVNebLvWdJIdF0nMCHQE7xeiWwdF2y51umOwKqYYYQ1PUfZFoFiFM16HcHNcrh/rmT4Qm8nffklMyX6aUfTqXFGZn0mXdrIzrykcw4TD/wyDaM9tGnUNx0GfOg1v/kcDP6BjzeamAups7UgJYQ2FG9tQhgnUgP7t1VovW5OnNW1a0A6meDOZACy3EClNAPBweCYd4RhsIwfzPQECY8jwxrtGu4ExTOrkyhj4jG1/eT0vKtvTWvYaR5iYHJ/ndto22nOzrjhVPdc32iJtWqsU/ONdzvqao2KJC4PiP/s79nXB/VZaq8TGp2ztHypG0Wpk6/j9HcPZ8IY19ggH8lYjuE8HUdwCsHw/7lkBX4gGwDnfU7FP1H4Q62HvxDsQ+P6hoboXY1jCvhf/vqTzT/63R9ufus/uNPrM4j9QuDZGdwX4k0dIpRMg/3Tf/Z/bf7iX/yrze/+vf9q8+u/+is9B40F/d07d3yS8D/8T//z5td/7Vc2d/X04Ud/9hebDz/4YHObDe6/9Y3N//pP/qkMLE9tcO9MXgGAzCl7wq9AjLhY9VXS2iQcC4prMhhdHwYGAyEGI8at6NzUAxxGKT/B0g2jB6WM3+wzz8eSYnDyCrE6vE5uJLlR5JgM8YpQVpanLi3Qh4MWiSAGGInQ5zGHneokZKS8hyqb/SR9EyIt+An1cCHFKH+D7RlsXNLDCH3wEKM83vG5jU14yWuYMK7FF+05FJyHoSGeeEnb6zThCioNnI0GYqhM4+XQUunP5PKUQabo9A0A8fLHNHoGXkIiM+Mab74r8sZGDo9z8CbNMRWIwJEwxUPcmK+wLeR4jTDHMQkJKztjO8dwC/E290NGzXXMaRjx7z98vHmg/Wkf6in4kydPNs+0z9tzPZD8RE/Ef8Z5//Hmhwq/e//J5q906gqvL7Ao1DVc+w6EUQPDBsYHGSxuaT7CWIEXfWyVE3Mkhio/CIxqSdTwoif0LCR66m6DF6xlJ+GwPloeYHQXYaSFB70eIOijMH/5yWfajkGtjBHO29oolEFd1o8wwMgI84HezvpQ57uS/Y7wGOFv6kH29EFYedO3/ejf08dhr2vrG2+fYC/68MS096UebuJBz7zq/kQtrHOkjmvKGIdG/z56u7T4iwbml0xhgmIyDnzEcQDJERzWkoOrmsminE4Za+WeHC70morc5ruVMiCo93hEfIEUQccY6DHf/NLDM988DM7jOsGcyC4Z0rkgvF2GB3taO4wP9bz2yQd8zA1a3LOmwSOGfR4f6fQiX/PDIx70KW4PccGsjbzw52ZF8HOF5OUBHtujPNb4YxsuHuY91PkzGUIx0NgYmkZRQiYy4xsseVwXtkphzKaFm5sFzSfXPbfEvOK3cqSYrwn/C/IxeFvj+u3bbD8lDvpJbYpzDAcBwBwOGacRnXAZH2gTtTPMgkQAP6Js0cWRSS1qA77nzKFs5j4OpHEzALv8iKMRr1cVhsrkhaV0DNW9AKWtHpCIPV7zTKU590qb1lGEgk3X5lQYKU9qMGUPtBMsH5mULSot6vxwmOc7V6lxiCwoxTKQ5ahjLBNas8uwJc5xCxrRjjq0TDBqB92OG+9nct//yeNnM71qExnrFw9/tqaAtjcMhVL+EHJvwRsKhLkt3CxU38VbnjdUWXfH9jzNSx9jv51odI+i69B1x9lvGgOYDGTKl0YwrjE43RCyvQ8w3v7wzoZwnfUT15zp+pP3OYTRl1Qp/0cfo37+AwcTYgr88L/RWXWGDQUNIOSLA17+N68hsTVaBC0yJC/B1tQDmjxTgXP2LjWSlVFN4raKQH1ROP8RCsnDE4dLvNOTFhbQ59nicFrihnh6DLPeyW1IJvpYA41x4H4PKcFn8cbX6aTpb8uADg39pcvQ+Jk+1Uel/Z8IFBRwC4aEAFH1Ms3qjzYI/UefYn6nv/h7FB0OB5PAK1348Ro0wbwFGfmjjw4weBVkvGHSokz3T8Hkpd+q+iGwwhAbXUZV0FvWZQ4v8wR9/tIWuw6nTD8T/60s6322k+0oY2/ZU+a5eNJDluaHItI5c1k2Wx+bwgitI0OJLzkQxaGUlTCAYeOAs79CG/NbeOPHfJVbi6174cc8Rlrn47EYPKNvt76s/stY8oMDZGh93O3YKhmBfmfxeb0ci8oCHvuIOfHY2SrDMTVAfxiPjBM6hb4JpH+cYVnrhgMH80ysbwlZ+3Y7Xlujpj0Phw7PF31emeaXnENcHmW6XB62q49zf7uQL2UFjVyZnHKDYAx620HLFetxz4fCMwBZW+N9/lCG9YestbX+fiSjOfflOKywjn4i2sc6H2kB+ABYdVclrAfutW9pnPAWYbxRuNn8st+MjH3XGRbZ9XGY+9F3P9n80Z//PzK4/40U/6XDMzK4qyFY7ND6OtgD8E/+7M/dSP/x3/pNp/3B//nHm7/8V/9685/+7d/a/Pvf+pa+bP/Qlb8hr2wWTDQMFxMulH+mj6RyIfkPf+PXzY/XGT/+5BPDDx/p46SiIc+rPnpnkiAj/Crkkkra0YFE9BD9SrE9ngCyczKZZxviPc7Hbjs3aJQKj9jnGS9VBnR4azG4Y/9Hbkabpzw3o7o5tbe8i+aCFqdlEb9xYUQdUpaUjTDyGOpoy6sMfAgmj7wYxCBmosGA9kgM+I9yuSji+c7JR129TU2GbdsaPORJZ6HPYRnbhZBOG7xSLobxcDQ9DZgCSwPnSgM5YjIcBvmJydl5jxwHJNdJXwAYnHuOWeoQYa7gcNAiHq3Tz1StidB58oe8d+T9DZfg0yBFHOcXQOViYMPwxnwG7DlQC5gvNP/hmXpfH3b66acPtR/cw81H9x/pfCwj/SOdfGhORnwtHj6Vp+l3ZfzGq97e6RmyYODAqi7Dwfta0NzR9fSaFgVXNe/Ea7FcHzX/eh6LeZhcLLY4mJPiQGblE4/3ZXz7inSDSpjDmN6ZI81HIR7+nJ/K0PKDh082H6fhT2mNKELwyIinrOTbvHNz8w15zn/77o3NV+U5/xU+EiuYD8XelsH+suZTrtl844U9727qGn9H+9TjSX9Lcd94IywyUT+FKX3UYf2XpshDWXQEJsHWiknSwonzBClpFoF0Qhiaoj1tDd/JGtDbQfGeBtTTBU4JFLx9jBXdTs0u6ZQjSFdy70bNxBoisSxgjYDGIzQ0KX5qCdNkGfHwiPr6Gg5akah/0xTxQCuEkAg9Wwt0rVUwePthmMYc4Xhyg+G3Vbhx0BhkLLIm4VsSxDGSs4jP04t4xcMTRmsDwR9rcf9DLeofCI5tqxQ+0knd0siNAqg8A8lhq2QoJHBKagoC0LjVpxqUz9ujiA4v8NsK72n4vC1D4dtvxZpXaI9L8iQ7APAcjFX0glr4sXoCVKThezzS557g6DKPiS8YyssD0KkCPIUSF5z4CW4ytHZkHUfbeuqQsBi/vWWWQraZedROVyTnF88lrSZmTKEURtgKJr44mTfu6byp0x/v1txxTfMkDxysn6zMSihuFsFvM0kmyyYZuWH7DCOVwj7nCe+n0eCAHScUkx5vMH2EByKSYewvN5qcPGiNrWLaw1PFcy6Ote6kd8S2GCrIxYBoB3EOixCgIlPbtuRImUUaMQqYgQ2hADm4UeQcyExNk+QxgIlyGLJFX0y5fZ1RZR6rMz6UPBqV7iNQTTSoOfD0WbbvwYsfOImuyPj+FZ13dd7WmpztO29rizS+dXNTccIbSrspHIb62FINY/xlGfa17Y5o4k3Yq3K8iYfC7MXKdei68vCAJR+QUGyOkKi3YtbP0EbQR4Udel5TPMMcDw5pTB3+JY8VGFpMeqfDE6qRb8sY+EgnuccVyXslZOQ6mvdEhHjeIjylEQcgFnlgnnUzBaSR1vAgnELoM/NMceNH+kZHzsgTfZ2cy0NV2XEMKQM4Eu9AN5IhtYEDZmRzajB6s/Lip5djfMZ6pAOdmr5jA7pD1mthWM9twqJvhXEs3jyn/yXNRM+1MA37vj5qnrPhWWEauvxQoOGNa7C3JUNWyYD+fDbYkeiJTuh90nVDFgP+SV3QJ9o/Ha3VlX6StBMcefhNRp0oiVsY6VN5Sb8gU5T+yDH1ZceM2/0jfvHfSagr065DsC6SWDsaMGAGHpE4yguMTNhewtue9X4+YGyw4uFZH3Hg/GZIz2Mc6bHdjtfVwpHuBwCdR2y9M+l90g01mHSfFcoQ2WO9npjzEO7qGZZtKxFE1OPlZI92XOWR7PeQrOZrDeJrizpFZs/rhJ1bvQaOe0/WwcbZwWMNDhzj3X2eQlX9HIcRNaK3OXS80fa2Fqtb46TpMuSRFpEx5aQT68DZyw4pkpM3ztluBg90G9nBSWavvbXmthe61tyfio43Mx/gFKZacy/Imtl+JgpZVsWSMHCks5Z+R+uu97SOpj5C+UAKS5LKC7TXVFQSPn6IpfAG97GSl3nxJI8zMbgzUX/y6X0ZOOXtp+OZ9hD/53/xL9xof1v7rf+7H/5o8/v/+x9svqKtYv5UxvQ/+bO/lGL02q1upv7h3/vtzXd+6Rd9AWCSgPbP/u9/ufmHv/Pbnijg9yu//EvaUuZ7m9//x//H5iMZ3n/j1391c+fObZKscAP1c6QG3C+zd65QM276UG+DaEnGQGTCv3xZhhPB8CQEmJ68iwsXdQakTm6K8QrrT9qaQR6PsHgyl6+tTE/pKHdujI+B5bKWQjkeT/UR23K1em7XOQbZw0fNO16DDhnjgsZCPS5avA4bHy/EaIR3vBboOrt3jbxzgfGiZ5SjN8rOiWgUEdz8mCaJOb5ipYE3QwNteKqyHqE7Kz1LnUWmLIwukmx+8A+Y5Zib6F8EYi66qy1Z3pbheJpf2jhWWnrQfD58gT1uhrw690PIT2SI/0zG989khA8v+iebx/Kmf6a3tbgWfiSP+Y9k+P6JPOj/3cOnm3+dHvR40WME1B7Goxf9bc3DfNyP1//tCS85LsmCYIMPj4eoAABAAElEQVSOKslixSrzTxg2sAGgIutMBH7TQPHb8rn8mkKTKgSI2X3C0WZMZRhCnz99svn/fvho8+ffYw96LVrwoH+iE6OaDB+WU17zd2Xk+KY+Fvu+PgL7juA7MnZc91Y22odY4Xe+8VXvSc8aYu1AHsuqMG867DXUbiASJsRrkjDp1VBm6XoYzHl3ardAt5qK3m1LroRFQKqvO8CJNy7i03VqSBdd4MFpEdvypYeSBdvxg/zRfQ2tUsUlZTt9utRMadv8qA9sMwy5syDXtUXIO3mIz71nuN7TF2i77OuE3vpJgrAGYDuUyUMcj5W21UqGXpyHUT08xLVA50GW+tRzfROCLVTsKa74Iz3weSjj+n2dPxb8jAdW9L18cOWwxenoeOJwYhDFMKq+QYjR9oZgvG/xeP66wkvaQ+Vt3t54S9tmhXKsgUmfrUlSSQpDw/oNoKdkNMOeMACZRshn7WkOjH8cb6lQRHATBarD4IJM+m0R4nkCGdZPhDLAkE4co4xg1mX5wWf2YX+quD2F0BmEaRgnDoxeCXnghks525NwoluHwBrzgn9B5z3dzNxWeIs3DAXHGV7LGEXxbL6JcVTGAXswax3l/Xc1fglZe4XBNNZXsR0JW5LE3uRjiNEUz2jEjhqPWgPHEcZJ+ms+wIn9PnlDs33wlYc5gv0QR2Fu+UPITVmG07Y/MiGrUN5m4DVnPvwaH33lRlN9lv4q3GNCnXxY/KcKPxGt+yw3mIr3vstDCERHnzx4lQ7iyUfcaHID6i1+RMKcLc23+T1uSsnquUkhfIjzG/hghZexshpndZkmfoJeaQYiljgydLjlIT86Nx8lSsPWB33SOAHIOB3G9mhIRhT8nLtjDYWOf65r6rPHn29+8ujx5gf0V50PdT7Jforu4lWHGOuMd26odb6v8z2dbJdzW32OD+HelI7pf/TFy2mU1wNiPlp+Q043fkiMUZ7rlNb8t9oHzG8Kl4Zte5j6GsR2E3iqhmGL0PcF9GGcwiR/r3nCLcx7BdcRXCiuKbAH1lGkhb4mmDhtNukv4QyDYt9vl64XOGBaRmHif50Rsi9Sot10vVjgzy6KTpZSUfqoq5CmU6keqTfkH2HnHPRMeh5LOg8i9c+XOeDJeZnrlh7Ocljy6WeqCbRZWAMQL2V0KAQSAVsywgAcGkseUvlXItf2MNBrDuQ6r3GWuDTOez4kDdp2Jl0+BLBdoD0QgC4eKDCuA6asOay46L3nuuoTRrHQRzaBa6y0KURBox4GOHXTwqg35FFXt9eCJqIUwMyGUkWrY+QKBnmgGA/H5ijnHGmWsNtIyLCh6N0idsGQoC61hUmD/AnDxx+jRTLq7xO5Ava6U5M+8b4GBW7r5zTGM1cZ1vwFXdSW+sZBeTzAxCYCPKujFSG6rUwTCi7kSRLiHJ1/wg2BvHnMYJBKy2RBQaZgCzbOGTq9qVoW6umEpVCRJTkHf/92hhkb0hrYBGtFzNON7FL2NPTJmMB5FSdR1r+EOSY+0pvKrEuIT+NvWHtLq9m2YzvTptwTLY+odsgx6VZxyQd/1kGM+9z21XIwVnXa+9we6M8MPxbMtq7cvz7Vmgbvc9Y8D7Xe4Y3OTxU+YS5kDSn+fIvstvrjNfU/L81V6C/oev22rsscy6aIETDpzLKLzvVUyHqGQ+pzXutS8XzAz0MAzqeS/T6yIQfnv72/2Xzz3ubv/GY4dZvJCfxo7Y4op3s80sd2vvf9H3g7GPZWp8N87wf/zoV++5vf2GQ6i+h8ooDC6GDs3f7uu+/EIBbuJz/9mYwQjzffUj4OxIf2Zx99vPnr739fe87e1LYy39Ti+0pPM+Er/PlEDwEeyfN+6ryvUJgzKNodake3Sh1MIQK1UdFkc0w/XFx8g9Oe1oW3WnipYZzHkzQGMhMQA1oGek0GDK0YYITRvSlvnHSyfIpMmlZ8D9Zo8iFBz9MGMmUy7P0h1+YJn9vV0Bf5MCF7XC+94yWWjpgwUm+E8O9ldIliIhmiBZYGSgPnQAM5dlOUiE8x5pI422jXuPeoH8a/qR3PGaHlF4658IE+ovpYb4dhFGKuY+7jQ4V47rKn3sefPdKWNjrxok9YnvQ/kwGf8xPNjQ8wQvjUokI8ZyeuARjCZAzgY6wsfmys16oFTxiOyKIFoGDmpwhJiTlXlWqzWRp8CJl7I1TgfF7oKL8Nelro3JdMn7DQEeyVET8okQI9h5PzqKPlGcngkYf5tIhuHHQH0QytCEdcpwS9Ifwd1R2j6xXhrzY9AF8Bl6fiNuQrzlsGeH+QZqNKho3GBhfRXPGNC7QYXNrDaWhFxwMD73GMXFTefSY8E30t6n0o+5JC8SQtbj4jntc5G3+UHvrXohVaxwMmnTRkN9xCrqHpIWPvE/UvGxS90A4DIzfSGLpYrz3UGxDpJU6Ip/hDv+6Z3uL61oo8VT4V/oc6Hz/R3aJCnyqfPuNjBoMZ04KkE5OHE/1KbhbpPG/C6Oj9pBUK5QdNoQ+RC+dslKODrkGXUM9tYeLABAwAHEfgjRCL4EJK8DU04KfyghYqipaYwV+FewxRhuCwDxLGydjQ9rSbJ4rfz7HK+ADGgEhoIVqhwBSQIQKhhIyPaRIC72p/qFPp9Fs8gtmqg49pXpeRGoPjDUK8hH0zjVH8ij2GSWOLKE4+1mzaZtx2vdUuaXSMvhUGR2A/GPP44Cae8RLGRxvSBV/R3IPRHD6D8qnN1tFaZI6XWsZjER2TtmBU1Y9ZpGNpxSmyDxIZN6aMpfyobYZxwxo3rt1oJVqv+egX/Kl9GV++oVX4QAblj+W49OOPPtt8rHn+mXDPledzzZsOddMIfwz8PGwCfm6cbtahAxZPYG6cuabwIJb+hsH/hxj4Od2vJLyryQ99jYoqRJk++QFuuBEmi9rVD7Hof+18T/PdTbU/82l49be5RzLkWKEYr7GTtXUxFRmltlYnYhkzaC0jHGif8O5wE1c8bdRTyJjzGxeqMzf+jLNn0o0TSMw6C3K9M+4k/Ywh/fWGXhuTAf6rOr9+8+rmPT2Ef0fwXRnn+UbKHcF8vJyH8zd1n+Dvn/AgSae3r9S48v2CQt8vMMY0rjD08+AoD48NIioy+yPFO5Y44sinnxYEnDiHSm06pi1BOd7SrDzhzFrh/GhYlzdP2YohHDwPod3KXIhdGshmcrra79hHGx/LfNmXtvCJCIKMrYatd6ymuUNJ3JyHwks/5iTPd6oLhvml9z59k3Suc598+unmqbZ1fOedd20nYK70vOp1ieY4xXOuyzSHnvt4d0ZH+5lgUI6F3AIj1nAE7sPRkT32sk8PuszxaR0cqateyFhylH/E78TaJe2k9nVlSB3j0W2mOWJW/8zTqp/RtTBIDiBcy3zecLuqITWjL/SebUyH6NoHnzHDrWKtoYJOFD0D9DoGxBgH5lqF7YuxMpA1xs5sHk7TT6z3KUOnrr1RlH4DmM3vYz+AEw6urB/CA503RmMLRMpnzU/aZ1rv83FRe6Er5PtAn2g9/zMZ1HkUo/fC4pIvfrH8DBl02feaE+cA7jlYe/T0lE15oj8uxp14QkIdvZ4XDD9gDnRjw7nmDLZn/KGcP75kLYPjAk/5KYgzMiHA5qZgHrZ/oDevP9Bb2B/cJby5+cq7dza/9u1f2PzNX/ulza/98i+6XLpDlOTiXvjnTAzuLyxdy0inoPNkCHoXnGWN6Yk76zBleNMM7ofo2fNZjqwdGTxhkKa2T5iQnh9PeuOpWly042YFw0AYpWSYkneo91OVYYq95fE2Cg+lMCCENyE3hjFJmfcgSxvLE0ZCW25EApsjsCEJaHNOL+g1CVBFbjLzZjK8W7iJ5RXW2D/+RvOQ54FT3IzGDag9YFRG8MwQ/hSug/J7xBj/LOsxpRRUGigNvCoNeNiujNdD5bHhKudCh5oCPB8ySWArCU9LFk1pxOHmxN7FCvGax4v+UxnfP9N2Nmxz81An8+RzedE/4Ovs8pz/SLgfP3y2+SvB9xXqy4vai16nFjL6Gmx8IBYvQBnG7mnhwrYNGDlzaxumJZ/6yeVe1hEdoAIW9dZHS5jyAC2PkZK0NRrw0JG2pCdtPGItASZlmcHKDgfmcA7sT0jrUDDeEcCkY5N5Tig69v9ky4PGdB5iSYIfZ8I9bDiYwtCGHtFjmcVwRRsD6zri0HFwe07TQB/GrTsK2T8Zr+3YN1nXJMG0W4Z+HVPl4Y3LK5z3db38qJ02xLGAxYt5DKkPXrd9L3GVyaJWfFjQsm1K7tOcb1nY8C/5lKSDH/HwYUSDDwt8bRxIk9OA6r2FsZIlZDjSJRw89Bv/RidfN6Ew7r9CxnWefkDbx1YkeIOzVYrHi9tTOsNAzgMl9IcVnXblQ8vojhOPZbx45NbzFYXv6Lwt3C2FeIBjCO+n1gnXlYcPWL7lBzgyXHvtgMe31g5pvBM8en/ntxQw3AFjJGc7DYzmtEmus6iwdYW+lqfo+g2d+qPhhovX15v3mxXmn9AfimsHbcYRgTTZaAlTr0nTslzYwP0s+10LY86m54d+vQ6VLqGNNzr5WC4fLHvmLQ8fattDjO08ZOWbSE91c8s6tq8L0ZqUZ/3phz7Z9WedhrJRs/FKzzXzM41lDPF+6KF+w1aJ9J/Ll6+4T9G+GK2g440SHsB9Th7BfgjHtaY/iONaQxre/JJfeLzhCPHo/0w353yo7KcKv69QyNimiTefeAjH9YWnZh4PCnV94f1w3tKKbYLiOsOchVw5ngXOx7Xj1nzvN8Rc/wxRVoMNtJ/MFTwzNlIsYfgEXbYBRkI/2NAcYG971YsHyh7/0oXnAD5iznygMer66qFWhl8X/L7G5j2Fd3SyTc4tP9iaPO69JZvvIbiPCK/7W4PX/W0Z9BnX7mXSV4zjeHjb+5sq6QdgjGPRxPYSPDzmIZh0r8Namn56vwr1RZ/zqBWN60+e1v8o0/3NnE7zJ/RPm9Xxchpwe0mRqDKand8eeznmW7nplxPS82KLBj4S/dt+CNTr1D8vb3704x9tmBu//e1v27iuzmaZ+/zX+iF9Nfpm9Nfsn2GQb0Z6r5mndbMN9YnT/Oj1NHHBfiCgsR3X/vaQQGM+3uIT3mljnAcH6fUdus36zUOPVqs7qhu0k4ZOAjLnqYyTYFk89mqA/hdHBxJxcJhjg/4Sczl9I9oy+lDgYUjfnR40Tf2VN0rA44XOW6URygFG6wn2QecNUt6+4407zoe6hvO2KI5Q4fmta5cKu6Zrcji46N5BcTvsKNQlREfrX4A+ss4IPqVC5XooJN+koxjfHrNKYxnNeMWYzoNwHAM+5hrKGpo1hHaiMNe72of91tXNh7evbb5165rD9/S2+Xu39V1Gdp/QtqW3bt7Q1qU39P2x6btjdxXHMYQz1q9vm/4Xvvah+HIgP9Ie49iT5UwM7jHBoeBQMqKD40DpY3pgo4rgs3OZWD9jvsQRJj5x5DsvRxncX64llm0b3DTduD8RCzh6zVhW9HwWwJ5M8AzVEzvDmlz4sC4GeQz08aGzZ/H0PFkouzmonL7AV6HzvpWLzswUYXS/6IPI71NJ8Up99nIhhm7KzS9G+G6M1+tZV+3Z0vaa5LVWLaJ5tatJFoW139RTljdLVGQu9zK14qWB0sB51kCOb2TsM8gAML7HeQq6PuaHeYbMPRtEirF448MzDzDC40UvD+Xc5uu55sov9MCS+M/kOY/3/E/lRc8HYn8s+EcK/0rnExnsvUIyy6GQdq13UTKiXMKoiBEFT1attuzdrRDZtYyKGxll92JrS1KLa1b5M68L2MDM8LNIyznoZACVuCfWkkaKESZvzP1RRqY5bJEJF1DST/gmn4IuNteQhnaon8Sg3sAFBjhwXHcizTehDa9bQesW/ebDA++4IDwPDK5LkOtagOYrnWngon1YHLuPiVf2LdpsWV7IMMmDgOA4Uu6OEM+o+/Q76oRySAHnUL/IAdzLEeAbYAnieim00Ush+3HHXtwmigcaGPe2jsY08RSQxygQOAxSuhZjHLun8I62m/Ee0gpvySOVPaPxYL2ldLaacNyhDGQypvFhdj9A07Wc/VZt+BLPfG0bAyg0vBERxlA8v6cTgzlpXZfWRgo7D8dqOGULMafv7SK0+WfDDXGjpNtMyrkpw+C4KKhFF9hF4Yq29t5OuDiYpR7cd6mXKi+19QMjOm/42klE3poPtKUY3xXCwM58O9J7fm/zpMcEie0wBH/Fc1wig8c9xiCVmXjGL9/NuKWbzds3bvhGNNac2hqxfTMrRYRfwlnW7hBKzeG6MV5+/Iy4Hxiw/tZ1pr+tKjyGry9lwCf8VFum3dd15IGuQZ8qvK+HvZ/pzS686j5VyPljwT/hIbD4+EgBU7E9TmpGBKIvHgbyoFh65IFgvLqua5DSwnAQekpdxdwWcwqc0KlDw/ohBJPFiD0645eQIiOc4jxameavNhdrjqKt/OBOMHMWW+J8Il1+nsZ64WYHzDla4MLGuOeoy5uva35iuza2zLntOUmw4jFHab7K+anNW2yTc1Pp/Q0V5iKd8TF0jPE8kMm5CM98wTzEU+iHeoKZsxbSWtRRPNItesrfKQagMekzjeKjvoGj2SNMODgs9JPlDexHMNt8xBV8NhqI+ZL22tVrJjmg5aHgj3/8Y+8c8C0Z3Nmejv6/7EqO5ziZWBwEzfvSlMVGd60f0vgeXvMav5KBM/GefxsuHQTzQ7lJE44xYdCPNwan/EnDvDDVa4Is0c7okJDg0aqdKinomOSzvBXZrQGaI3WbTbObOlKSnv7FW6QYyXkIDieM6PaAb9dS0u8/jm8Q3ZdxHW90vkHEG6YP5Ujja5py5n0AvPO8Kpjvy9gJR+OGl5693hfMNSvpGBvA/EbYrnPqqQw35lIe2aYXO5T0ZxvOdT1ja5lPdD6kDjih5EFmDoKEdd36pr4J9g15oH+o8yuc9275fP/uLW/xdkm2s9hdgq2d23ZveqvsttYzGNJTxmQ9DKisiGuCfe6yrl/vvvuey6fuJ3mcicH9JAW+SLzoilwCyuB+uq0WF+tFGRoo41Bh3DAJ+CRF//nUevQIZZuGR966QZ6fMshzI+RXgjWZ4dXDjYNvEDSC7Smi/XfnHvLD0B7ASZhRKhHEv4WnHr5IK8yn5EwWftUUrzUvauWFpEUzN0jsHZ9e8uyfFl4q8Zo2nvLUNXiqmMabcOex0NlOukooDZQGzqUGPLr3jfEtqZmPYk7wwkqrqlxg5XxJFmAW/rHVCG8KxTzomw0tnLjhAf74/kN/CDY96fkg7EMZj/Ci5/Xf+zKWfCxjyc90/kDw99h7XotDuVREyApPe7rj/cvX7u9q/mOh54Wb5ABGPhZzyBRhm9uNY2pvc79o9U9in37Jc1GOaBV+JXNr08Bt12AXfpsyMOtaCD3lEnqNZ+ZzOOh1VzlH4fO6hC3JBicB/jiiwtjioRmcMDqpn4WXqGA8XNJDFE9Yng7gLdo8Ri8p/Lpw93TNvCMYL3H2Z/Z+4VrA4y2O0eiSPHm5ruYZ2zmw/Vts5eBtU9jSocUJMaBjWHK/Qgc+43qb3qPuo/RdnTbkYUw3jFEdk1sc0ayh6TXYKUpozR/XcWXN67jxYga/xCFPwq2YUwqo+ymxviBss31GcT0vaaJyv1DLcKOJRzrrTZw97j982DzXH28eaU709mDCQ0Me+kefg2HclTz1g7G8hJGFG3I8zznoo/Tnq+rvrBXv3Lqp85YN7bz5wAMd0n1Dqo7E+MvxaAZH/kT7Z99ETGBCdwsBhNSJw/ogzfGh7zQ65Ed21uP20JO+utFJ9QqDlmQUrJJ8DWKbtYc6CR9prf5ID4p5WAyM1x7r+Wd6U+C5Tq5dj+QV5w+zSd9sc/Wxvi3yXb0S/znecgr9Crph6RCBrmleweOe+UXtclXXp7sK422hGNvp4Zf1VK6DD+tb1BS1PFJ3DpeJLR75pn5BnDZwqF9g2pX7CYz5zK2zjxUzp3puFSHzKXF7DypkXh3fwmHOky74/sKH6lN3Fd4RLve8Z997tqDigeJVza9+64b7Fp0YMbIvMrfSN5lbgWNLqnjThrmVLXToQdFf6DD0mWFMtDWKH1iq7zgULudXuhf1d+UJdeR8iD5IJdQvP07r7RAEENVxTjVAE/JAJw3ueLhn+zJW2uQTQYsbnxj6E3gfwzyUKKV6iupxgMiU+XKsZ2iKIRMyRvdqfU39ChljPgvjfIf1QDTnNkLoepw8zIeeF9sbRsC6VkxvtMbbRknDFmOkY9xX9jhcNuXHPA//CU7cFDJXhA2CUPINceq164BudhBFaS2ckoPOvwG2bB6VMxZZ3oLMTPM7NfMMJMEnW4vUXeVlziF9IndiL7cDQmvv/qkuyUNhL3ckjnRjttFkyioOhBPIXEkfeKz7JdYKbOXCtYtvY8EO4zXbuTxi/ubar354RQ+T861Wv30sHNcpNJLddNJOQImPkuOXFNYiRx30Wd6Ue65ryQPJ8BNkYTsXvt2FF7qumVqA67y6ua3wO/JG/4rewnpf4T0Zxq9jy7p5fXNba5S7t29s3tHWLu/IE/2r2t6Fb6UgdHwIONbt4XzCNUXrGNUrxz+hxw9h6+uZdlQdVIjzYrh///33fV05Os/xKMrgfjx9HYuaYUQXL4P7sdR2KsRrg64v6FSi4VYyk1jSE3IjlN6e457x6SFPGvsqc8FjboppDab+D95KiPIoJCcwJgfi8yPmt4lG84YnD39kpmWgjM5PGbiB4tWZm/KK5xXTG3qyxx6QNtLrpgrveV5DxchAoVOxMPd/x2fdJ6koa4oVVBooDbx+GvCcMExIEc966lrW57CYD2LOzLkhJjuyx/wRc9vIEzwGEW9lIwO8H2xiEGlGkZ9rnr0v4/xPPmUfennRy2v+gei5Mcg9igl9anH3zDCegNq+QHEWnp/qZKGlTHEm7FCLP4wLfS4LmbOGE14Y03TCIU+jHpJ64gzXufbkwKwQraBMq4WkDyZfQJ36ZGfs3iKcvU+Enj2MgExpZI0sA2xctldLp01dCPkaoAB1cfPEjZdVqXDcMuWB4tYlhBwtCHiIQJdRQuIcBORlIS5vSr2nuvlA4fsyttzTeUfnbZ14iN/CK3PwyMQzE69MDDb2wmwemPYO1/WNaxxemGyvgrHHhscMtUC/JoMQ26pgqNk6mo4SHzoJxSTsGD+tKgAG20/CxioScWL6I54EXfOttCjGkQFMUebh0G7zhIqdlgbGdVHMfSqJdugdIsYUDyMfy5Ae60O26tKDxgcY2fFaf+pxBS/OGKthNAT2QdqiEj1NKRhCyNuNG+5TeGbpoZI81t+7e8fGda8H8WTXq9QYqDhSbvinDIR5TOUk5sXDke+Si0ucilUykZirQqehV89OUssUwskIgBhLXV8xvoyH34y/pitNZKzT/Qp9++bTUxnZeQjCVj18W8yGKsHsH83+tXjb35cx/zOHk7f9x4p/JAPI9/XgmIfI2ty2Gzs8rGlLmpMz5R1ho4XAgK95KLbMmTwLmb9tIKF/waH1Dc/LqhhNRvXchg7H6k79x0WGEO0XXk2sxtf8DYPXnxDMjJ2/ABvcWp/LN4dwTPTH5iQUW+eE4R6jjzNMBbkACuVsBVGAC2p4xa8pzlYFfDuFB6J8U8Je+Blq3g+v/HxjiDjwFGeve4wx3TvfH17mIWd46ftbKkr3m0O6JuRbQ3GNiGuHJIvKIytK6AcRGWXmyE4zI215YHGsYyzz2Jl3lzSyTapgf4KFJOOjwhRmX7iPhxRNe7KlzGN9G++b3/qWxmr71oX6oQ3Z9FUMxYq77y5hpzOOJppuoINW6eP8aFi8JhyGcTV9oyMCr4gzFcRDQ4zirFe/wAju7bYkn+I8UMRAiayOO8RoST0UkidxnRf5gl8Y19tauKXb09kw6+VWbisn6hNdlX5q2VtPnuKhdI3gng7G8Y4Ds/uA11EHNNn0h9B2mi3m0rk5QbGVuDtbT9kGdnN5Mdrj8MsSaJvxYJ1PG7Blpb5ss3lHc+R1GdR5Kws9+loBrBOY7D71E6zQUxzQ9zm+5V/zQmeOZ05/oP7zMyZ6DOg+GtPoQLGGF50fzsrr/Dfu3dC3RmMv9K8q7n3RFccx9PIVOapofgbmw+O3ZGBnS5fbMqjn9W0KKYz6SGKEdrH8MM4IYlz38QdRI7WY7Sf5jbh9MPxwXv3ggw+6TPvoj5tWBvfjauwF6Mvg/gJKO8MsDLL5EYvOxDFoY9wzomNi42LO4twXVt1g8QQSDxputPCuyVeEeSLJxdFPqX0BjQuqPZg0O/KxO7zi4B8zC2FMKh0zSwOrQzKPUo8TUNyQ8YGN+PiYF5OaRDC+h0dJeMbz6g2vEGOMp47hKRKeeMQpAdXkpLatJ9Rh4UKm+i0NlAZeew3EdDnOPttV3jUv5Lzn+cZzR5v7BPPHfMrHsHlF0l70mjM917X5znPQDPZsOc2HpFk0Jq6WhngtT4Dhqd9vdtrNjW+CBthzPPGGixsjbpg0nzOXa6E5pgUu6MnrdIW+8Ws8fAMILm/0hPfcLVy+JWBtSnY+eGgekj14cUPGjaRC4YDBL2E8GPngJgZy7yEs+KlgFRpnwopu44Rk1S6jhBfRMny8J0/HdxS/Iy/Pmwq9p7hwhNd0+oN/urZc1nXE+4PLQIKXCJ6L9hQH1pkf/wOPkYQQgwcXP65V+UFXhzJCcT2y9yihjDCXZDwhzI/S4tGYB1VygzdEXLMCl0nGDde0Rnpk4D53JNU+gtbH95FU2rnSwLLNma9yziLMuYGQD1Z7GxgZ1B/IAPRYBlrejgwnjed07762Sm+xWNLF2mm7LFQxpaXBiLmGMTF6d92WMf327Vubezq5kWWNd11OF2y5kAYg5os8tsuKcjL9PITLsXyoTKNO1/KQnu0YIVQ5NqcQ1UOL2nC2Yf2OAcvzv0KM8cz1/qgjBrI2n7JdZXrc89Ho3J6Nh8yPZJD3x85l8I+Pncv7XsZ+XvVnv9z7gj+VR+CPdX7Ga/Z42zvU9Y+Qk+1w8La/qnkP73PmZc2Ht4S/Sr/QvO35Uh2uGypUj9AndR1nyIRVyal7BNFAt5LUadDRpL/QGTj6e6Q11o1JBO2eQnTE6Y8RSt+Ku68LARb9xwPf+bXMCZEoAuXiIbq9OxXinc/1y5758aYcD3PlkbT5kIe6eOUL5mRf/JvC2TOfuK5HbIvztk7GD9c1PPPzoS2GmHhYG6E99JWHMK9veU1iHcO1GSNu1sUGXWLgVO8wggJHva2LXXjlMX3qbKRTlbV6CF0KDz/zb2UH36Zrp8/LVo7IM6NPfkO+oWzKIJN5Z37HG37AmW6MNz6RX2z0FzTJU6FwX2gNyBw29SbwHF96HmT7LcbnHc19bIfoB0GMTZ3+QLT6RXw0mrjWScKn48azIQ3HDdZMT4XDeQPHjc8cR7E66V8ZKm01Dg1p9EM6P30wT551AufAMCxcxqHvMJExPsIxrq+KxB+HV4ixNNiTRjEKnUXzWcuqACjGJEjHIlzCiW1kZJsdi+gs7dVEkIjOuO8YpU7aZb6RZh+vKe3wHJR5OPVUQkCMD7deY8HYG2vRu86YUcgskRAaxipzEv0db/gf65ryBcZ0vp/ymOuLeg5vF+MAo/BX9AHwr8hG9BV5ofOx76sYydMDnX3QtZ3Le/JEZ1sXjOfeB10PwuIbMO37QZpXr2vexMaF3Ege81GEnu8l0/KA5qiDa/hJH5R7RfP5B++Xwf2kdXtm/MrgfmaqPrWC1iaA7cV7TGrMFTmpsDBngc0NGCE3YXjUOK7QuPa6K5OReTK9tlmSaRM4J5cMo6JMWvMqxxw0TUQYduYLPF2UNfnBx8YvhSwoc2uaePqoD03gKdIWmyw0eR3U3vEUp0Kj2Kn8Nf3MJTssdlJ8DivtjKloHDdYa98zLr6KKw28Kg0wXzArLcd3n74MTB6fGF1jLkTiaT4DHGLztG1SMMMx5ewz2CDAOJdmeq5sBzLxi9heHKXOCaboLG0rAsLTBEaeMNxzE8liOYz3YXxvhnwtVgM/hTbwQ6sKYWwjHb1zI0ro9JaWHl6JJ8SoZy9xXRfC2MAevc2YrmsCRnQM6zY+CO5ajYuP4tFIxgs3hnn9ctuajNSm7UFfEiPwDYdcgYrQcROZO8RxDNEBzNQhVGoj2E83ZCnwtdMA/Wg8ol9Gj8j5hxDPwycynLJe42Om7LF+nw9Pa3sYtoVhbPlhmg1ErLFiCwxCH9l/h8JiuERZ2Z9HIxxjk9eob8oD7JZeueamFg92nCRuyzOMbWLgj3xpYIUPcoz1Iv1NPmhhNDDqZKmPmFtGbFuLKyMzmPuC1TjC0BOPkJkp2jHKomt5tsq2H0LyYZTFQM89Advf2CDPPYFOvOv90FnhF3jcy+j/RP0Ob/o4c1/7Z5tPhPuZ+HxX3vYPvT1b87jHkIGRPixxKhIYkRsOuYHHkEiL8y0PPO+viib29A0DH30Ntu53yUK4yMYv9UYHUf8IE2eNtLncpAEbJNd0BMeIIyaHyzDQygMnJLEISaTsaAtUkNtj5INpjKt80+NTros2lELUjKV458/0JeYZz9A65YPxeOTrwbPCa5we81G+bbStvUc9qJSuF2TTv880pieux5UOTpI6lFmsxWXbFc7iN54KgIJhAwNFKe0wONCATlyHk7bla4GxO2mHzCO90QNiAGflDtldDompjEBMv3QCFHldxkHaBIOh24S2Ep6OAF7/vVMYF29R+C1B0Sl3GKxN3gzWyuSszt7g7FsNB1t4Z58jyrGcZ7OqtH8c0feBjWr4npz4IG5NOaVOkJKGyAQG1OMdSIaL0BUJXIADopF2jIAOL9i8SPQkeW2X37hnIehBcEa36U8OcxplwDO6dMx5eY1hjmBO4wHtR5q3nmg+c8dgbAAzfpggeAiEYZ0Hj/JA/8W7Nzbf1vk19kG/c8N7or+vfdHxPr969drmWnPEvMU6Q2uO9zCoaw3iPoceJUyefsDT4v1apyKn+TfmYeKuRFP1qKfluDm51jg+J+QsD/fj6+1c5SiD+7lqjhMVxhPJjGMs/BLliYmIJ6WYrLja8mQeD057yTeY140faauF8I4PLyl7x2vyTGMLxhJx0Y0Wi4GY+OJmK6cwJrgsPUKniDaPUWZg6JksA44bNuS2Z7yNK3h0cMbe8Rjj/bqybvjAQWt58uYyCzpmGHKSaZJ1FuvoAHp0RzkLNQxUQ8oAJsEKKpMUttQVohXUkK+B6HsbuxczttdewiHxPF3EBrEKLA0cqYEX6e+zMUUkJ4cxAVxLy+R9wnSaYe7cRz+m9bwgZ5FVxJi1w87W88Zi24nCBbonGjHFJgjCIdZ5J3Zf1bIdrEL9eOZahPNrTVPurjlugTfflKhlXZc1iTKcX2MTW+Hrr4Gpv429h14zxg/Tg9dmGgBevyjkBtYPp7TGwhjKtyce6AOmD/mQtD5smm8uYiBlbHgvfuXLdRil5nU3x84oSYy1kNXG+bauIw9bJPDmBg+42AKG/dbvynMT43rsfR3rL8qCdz9bAWN5KcNYdsEvpgH3qqnTzZjMepwi0b5B4nlsQPR5bcBBGWt3ZuOY03rbiW7MA2wPXbzt+70D21bEGV734X3vewQ9rHkuQwye9o/UXzHm58f26L9sq/PYDj/6GHoz8uMlzAfSY2sdGfiV/4mMNZyPZJB+qPBTlf9pGnHSSE1oy+8QYgBNT3w8JxW/ovCu7luu6YyPpYdHfmxpkONQFVXd3b9RkA7Un7p2SP+PpP7b4w3ocSiaIlOfETZ9t2SaBbz1P/CPshlvIQNycQdG3PMFoaTBTo/xCzyHjba0aUTdNzqcOMJWLsBWeiKCzLkGVMhqbMjewImuEY95SJzHFYv/MfuCZkpy3jmDljjJP1HPoUXXnyeuxMxxtawg9kMJ6Zv+Q49oqo+wRWa4VoZx00/PtxQh83b8FqKnrOtrh+w70GbW0wz02Bb/KUXZFBnjExxQ17vkTy1FP43+SrVyvIG3LgkVoa/7gU+HI4+FXfyYT8O5nLbBOvg8Es5wC98SxnTgMc4gS1zix7CnCUADGacs122JEwE0Ow8Sk1EnWsmxgpqRvygP+GI0f6wHS8C83aQ3Sx3qodPfevfG5l15pd/GUM7aoe2B/q680N+Vsfx9b+1yyzabcKbRmztaZ/BtF9YWvKHD26e5tkBm9wf0rPLstNnrFjhorM2Gz+TocZGav/2alohzHFLvMrif4wY6RLQyuB+ipdeXxpMRM9dwMAlNJwnTjRQL5pzw8HaJ/UDDO57FMh5WccoThsWyFsrkgV/e/HGRzYluGaYYlDEecWGepkzSw1sqvLegTkM/EzevT+IJeV1G99ua3G/fvDm78I+8j4SRlz+K1491YzBg8htH2giH0FGuRY/0QDhX8CQPSNMsYTOEOJJHni1Plmki6FpZzrMCTyjkj1xZfkT1G/9m1khcx6mMRjnKI9jY/FEbZf8izDbNMHkt4xSeciVNhaWB0sDLa4BxyPD0uGxwcvWUG8M6CBohY9FjNAdlDOrMdurhPpl3Fz4KH1Sj+FnN3fkr5TxooC8D3JzZa09WslyDHJdr62HDNS857O5dTtmdLAaxTsJgkx7reBRjWP9MHusY2fFgj60AcXaIj8+x3pk7Fow3nyFX9P8onPGMbrlCG5blgptXdDF+9B5PMozsfDDsljzY+Zgp67j0Xg8+kXeaVNo6INVR4bnXQB9ZAugnjvfBty1+pyep5Yk1MPlp/1jDxdgK2FxgzqE8YZRs/U9lYTyjU0afBDTC/dQZiOrgfsIGeW1tMxrk834D7/vY954td2LbHXvif9H2vxfugbztbeTXPUp8rFZb7sjQ/4Dtc/TRv58K/hEfqFW4IXwi/21CDPhsXIxhKT2XM7QlW2lh0fY2ZHjgp7cyaLbbmG25YXLGPCO/hQ1OVSkajULdrR+rKdpIOI9BaHQ0FQ1A4M/810IfXeqBZJ3RNv0Co+gC0/MmsCu94zsQORZRI/0wKhkuQuh5c4HGYE6ORomW6e3T8riLJ9xaL3FJG+Mg2DS2ztHHiWLg/bBFPDpsXIwr0njuxAMY+CYf4OxT0NiALQpofUDI4UA/hEs4mZHg9AyhFWzBEtfiFKT/KFAAemJLKkI/BGvjawV+S7h3dbJd1XWFnN62SnFvm5Qyi30ezEPZZrQPY4vQhyKJI554Y1sEmEcnZOzpMGn0DXTcOCVNlGQDEduvZH4oJlpBzkMwUDTQOOVPIsAos1EnHTx4mBD/5u+fFo/5ONDB06RTiaID4wCoxY1tSIKsL9sOs6XLe7dj54G3MZZ7BwIZ2eWB/s2vfWDDOh+cpuzpjPVKrFt4E05M1W7RlQh1ek3S4F5fJFkeyhz/7lKweh0PdMK3Dvlo6tiOJ1XX2sP9pDS5wkfd2MOqDO4ryimUJ7ylGnKQ5yTsiY1JFMIW+mvQWsQ+096hn+OVIq8TDPDxEcLJQ5495Vk4c7GfjPhcb8VPF12HwDrj0Iwb/y0ewZSuOJO0gwgdJw9l6DyZY86nxzqwXkpUg/pwbfCPCZE/46MeTZVk0ERiC1G3c4nHMi3inVfSmVcwdM4WH/mO+BQx9dvLg9+C1yoPIUfvt3gDgb3642k1TMTG9fBCCCZD+9HYNFkuNketpkwjruDSQGmgNFAaeHENMN+2aVhMuKAxQx9xYXvx4iJnuw4s2VCyhVkkBD6RjjkyQeTbTk+M68N1ZUIICsQcJ+zKmsE0O/Ewnbh43eGbRpk52s2jjRu+sM0EiHzSBW8SfvrZA28F8wjvdW0Jw77raQznBpc28vUY3RHhEM+p5EA5paXP11qyachIwc0uIdu/pNc6xnW/McibgtpvHRrqAe/Qx/p1ucsRRdfvG6iBGBbLXhiKmGGJ0IebjqKLRiz6LAmZOkAdFWvH4CFk/HemnawlTHFI3vIWS9x/+C3e5oX/ubw0+/dPhIttmHDmiZNvmND/edA1euWzBz4e+eGhP3nnx1Y80wMBHgbg/f9U5TyV0f6JLJrsx31f4Sfi3b3wMUTaMioccMZRLhVp++Pb2G9j41ubO7pfwjM/ttYZPPOF8x/6yXlCLPKgGZg3xqPHBqCDph9nuIRFEf9mZXrHDS1wU54sGqoJzrkm6UgLHHZbyrH91nl0Xxcoqwk+3qKH0HCEGJljAhMyj6nAwMziC/oxjUI49D2DEHrWuyINeraUUfvoIwjRbugf0jGEeowv05dxsQv64HVdeTn1+ZrZg5zLanfvny4ywojHvbXf2JBcPDC1Y5pgXweU5+0G++O9fMi3XR/8XRrBgc/v1ET6ZfXHMZ0PYDsuXnM44rwtdWXMowe4fNsB5biPumr8RDz7LeF4kk42f1/HacCNB3pdOUin+Sht63C5iYVim9L5ZpkjsoJqjCRPsiQcIlPOVs5W2pgxMr+VBvdlEqxVt33HPHkq3Xm2sg5yD2kDGNkaU3Yb4IPQrCUYE9Qof3ILucC1NKfnOHdKH0rLMiA9qm7QvAkH8+BperjzYLiO0kBp4BVoYN8kxyTaZtQtycjHR+muaQJm8iTO1JqvKeeNHwtXvOPZoiYWpxGmlwpeXZwsgsXEBvjRCJ/yMQnFvK/SBFCa0yTil5EwpW9Je9YIhNqluaUsobMldozTCvCLowOOzmNCzYmnbC33mGm4LE6pyr/Fs2FYX64deHewaBsXdizCML7TP7z9j0L25gfHYgx6aPCk84JNT8zzIk5bz+ChUKcN8QlkETbFCioNvKgG3M13dfYXZdrz0Ulj7qKc6rJdMRcCmM8/0ZanLXheA0+qnLjvzfkye2C7+XI0cVHiLLaYZGdpkHdEArrKaB1BX0d3PqFLmKmeP8/5Cbd04xNu+ce8CWfYeHkNIi9uG7/bw37455pklt7wkS4ay9XeppPcGMCNMxzxNKqncW6qmwWhaj5cpwDnv1INhj7WPdCkUYQ39d56i9uhYJB8yAyd+wH6bwngOJGPuoHmenu7XWsxsOfWMOy37o8wNuMKBv3MS4iRcDyyz2U4phX8ZmsgpoAc33NdzLCzSPZq0aufMua1cFfE5tU5k5eIxcgJBnDnXuK6ti3A/5y+nLJHCN2EY+5KkeHDPJFjJOGME3Iy6By4PgFTOz5Gi1f+Y78JLFjGet4Czr3x/SCAhwE6c0tPvPO5D2IbnvTKfyw+D3Xinc9HbfHO/1ThDxQHb298PPLz5IOtHN1oK5jKUjFCWy8XuEyfpY15kh5c4gd+qbhMMx9pXHH24Lf3v0Lio5GYOGL6/kGwjcQOKYZ4tJ/f6AFWOcD8aRpr9EGb94wUDdxP0TkNcZXY8aLRf6SZfoAbnbLYq/eyClPLEp0ORZm3+VA1c+d779xTAcgiKZ0/Qj7i6DIJfapchXG/RD0SbvdPypsPSZ2WxnHyJkw4wvBQ3IZywdxPoac85nM4QkZKBBHfglGODv+iqxYxpEjDuJ0aacCmi9Qcb8s8jI/lYUxHd8BkjK84OpCInWHPg+CHZ2v8yOAa78j8Qkwb7wi2RErEy7OelbOjtBlN1jZFmCVmRImMAbb60rTWtZPJu0O1vuqUfTD7ym76SjltDZSH+2lrWPzLw/0MlPyGFeEJul/ZovLTxBoXrJhgGwyJEHyIKxaeLDjD4M7CE6M8H/96jDeJQgz0ubCNG2HlV3m+kLdFUVzUg78lWMgDbu+FxJkuxg+1pC5DbUPwLQToVWTQn/hvu+mQ7rNP0Ay5SI0mCRray/vy8wFE78kf+8IC21NeT9F5nYqHOWwTxEdzOcZ+5ZrpZ+TrfgJhIIH6kXk7ooA3UgNT11ifEbKf5JwV/WzfOGp8BnYDuEfH83yH5Ymxv9a/9xR0xknoqtUGJWbFBO7T4nGENEt+XFQWcBwOh9DGTcKS0nWYfmbJc7RjPX0W6xEAyT9UYQB73iSY+u6QNIA2/gzxNZD5OI3FkwGpGZdVQFxjJxqu0/Ad8bO40nq8GaSJz06V+XN5cnYeGLAH2o5f4pqnaaY7HAxgWUamZ73W6m2Vd72vU8ySZ5E1+uzPA2EDB4wyzmMjJ4ZHGEWChvqMh7ExEYWOeXBA/fXHPJVGHL5jg9c65215reOtzgNuHm6zF7v1ZMa0i3pTKydD1mO7pRwlKrg0cDE1EF1+Pr6yJlvYAcHwG8dhwn28BGI+fobEAXRxEW/YnhiSTFF55muse6scOSvFN7ZaiJe+cPbQ1wM7tpli3/yfC58e+h7kWTkzncqbjfRx3FNRHREMkjQ8Fex5M1/iMjSDRpe4WRgFCOWC1sKt9dcsf7smt/JN29IR0/IRdvlCYse30oPXVF6Lw4X8jQ+i8rAGw7em3dnBPHz50uXNj370o82jR4823/7Fb+vauv/h0YLFjN+S/5RISTuORcIUnaCecwWVaVPSBC0LHVKUTbEBMYDBUgNuiWuXnSxyO5TOnYlw5diBXqEs1OlpIMbG6fEvzmiAtdlpbilTHu7Vz0oDF1ADvgiyOlk5WADuOljUYHS9JqPrW29pz/XGg4WmP8zKIlI35niB8ep1/4CrDPJPFX9qI328KuqPN/HIVQdeA5M4g1wDCN0iCkqHsPEf0b2/x6Hdy+hYibmIybBnHhDUjWi8VNcpJmAimHAdIpEjOAR81G8U7pxS/jxsrJKFEll40Tf8cEUfgcNggiGBg/az5wae7/bY4LXE8JTH+J7e8jfkuYdBvtM7H3nw7GBxrAUfp3g6pNDhcGyBc3LKP9AWeD40sLPNVsTL+WRMol/ieRTzQ84T2V+VqAI896gv+jVzGwYHI5eZuXc3Hi0v+DbpRN83ocaBYkHex4RJB2TjZrqEGyszyXoELimW5bVCotj2O/T3AZyRKLKe1LAriSuoqTwSEUVei51uTTTnEEX8t/xHB10XkIqvWaOYUWGRNDELoh53NGNDhLZCZhshh3kD0pw/XCfSLHcI7xmmxWM6iXQqN8bNN/kvwjCUhEHa3tTqf4RpQI6w9UMxNb3CKZ1r5TxPGqdHPsDWOXlThgEWiNTbNKmDRRoVhE+gBRM3QqgGOKSJorX6uCHb2DRbY4XU+IdUxzIeOJoew7MZa9pfdAXn3P4RfUgeSU3mbboBs8gypMzANVZkjcqOpMEQNeXr42MR6O0L5iFdJ2k3f1RMhnQeSt+8cU1e6/qYKQZ2fbOGtEtv6y0xv7IfnpjZN5Ze6xalKSnH0yhVwaWB11ED0eU9Ereqt4XdQkQWz2+AHuRrI32L9UshvEUI410fEmR+zDrMQ+aPUWDBY3RNgpnos8ga9U5czvVBcDw+x807p6fE7fI6pgOj6IHsSR1YSt8ShnQcwdYOz9GX4y0l3lTiOxy+3q0Rv3Y4OhlKmvrbrNupT87iUC4Razo5hGYtX+FKA6+ZBuJ6I+eKrZH08hUtg/vL67A4lAbOlQbmC8Ft0VhE2QgwJJGHG+hLMsb72iuYV6KXB17xeMhPr2cKljH+s/Z6HwuBWPyEESAmL3FRoQlHOijhKKCFxgsBdoLneUfanh8eRx0uaB/RRDBB++gPTDuA2TrJOnYslTbL08YPJc7aXvvR0dY+Whj00OnjOcMFxfoWBg8eXrN9Inq3TuZvCzL4sR8gxgaM8PaUF4y3HzCefaSxD5of7MhY79f1ESI6FpDBZJ1luz27wCZrP3nTM+IKflkNTKrOlphzzL5Es/EqLoe6HL/8zNrQCP+IV/w7HQMkHmN4h33evMQIeYXbcWCdfnin17kdKi28y/Sat4xflOl+S5n0ef4s1BJu6aZJ2Jl6HtdpkR78gmfUeYIjnrwa3uUDI0QszEZ5lNzLM9RlDT6oacY3EGQLfMs/8TGip7ssSmj1EDCHGx/4RZqCYBZ0kdDzWBbxcAsH85lxmXFpQ7LCGSyjJH3IxuWWFunSCobrjoOGvBizY15xmtrWoXTYPa9t6GzlOH0weIvHzKBNPHk0WCXY203RkEvpM9mbzKjmyMN6EpV4zQ7w+3C70huTYNuYK2jQlLqFi6SxvRuxg2iyOZcx/XhwVAz9wXFZzV28oD/62Cay1F30DsxZ7UCPRBMJfSdSHMxgIoEwZOeCdmMlBuiXbdfu+AOm8RHTG3it69p2Ux825bo2O1SQ+SgcDexupzaOZvQVKQ2UBo6tAV+feq5ppHfUCQMe07pO7DpiBmmpPdKBRbYTlvcF2ZENCV8w+6JOJxVdSJNCwl7wvN3nZeYcm+E89XWPLfT2ule36lcaOEMNcK/k+6VTKLMM7qeg1GJZGjjvGlhbzKSBZLfs7HF3SYb4y36NWisiL4rw/MMbYWnEZ4UXy9C2GF3GKajjWgRUIwfTOSxwji5w8do3WaYbYeoUZcSNeBp4oq7B3yQzOmiDeaBbHFZC+K/DrTzjE6ZI8qQsAYOLf+INbvmm8lqas67nS1q8gTFM2kiOMdPGy7hRiL0Xo32Wi1Iv15DNH4ihIJ3t6F6LJuIn5GQB7Po0OgwMeJd8ivw6u6e8+oc/6NP3h8dT/rJftY+PusaH4nj1HgPGuI+iPeu9l27scUuB/kOEVk7KuTukzrtTX5cUN5l08iJHjv3Yk1Mc2PsSRoxnh/zIYNkMUmEM/aJ59jZDqgyZeIHSBxj70R8iBI6POYdRnX4KbYbMF+HRHjjaNvto9L+42TJOckRdLVLGMjJ23UZIUuhlpp0hQp+aHS06YQdoAnsW51/gU6cosGmx90PHW59MOPUN04QbiXWRhSXf6NNT+8zLUM74N7fs/6m/FGRXOZ23eeBxrj+PtzbuHG8weITbSidPwzuIuKmTduBDG0FPOT5a2cApf9PMLB516Fmgzv9A8isGppswQgmnk+vXcQ74NAnNE9jyJTKZzQpczdU4DWnJI1EZjjxd4HbWXkHSTZPMMjPhkuGQluQjyQC7jnAQndkLziwDl71gNO2Uy9D0E/xW45TV8ikIqGE6uie0tqW2qoDbOWGi0Rcc9oeG4VzAA2GM6WwHc+f2LRnab/o6xbdNuGaxHy8HD2w8Z2keS2mc4B/6VZQz4QoqDZQGLqoGmAY9qHdUwOmZ1iMdyJRzF55/CaWyCyHkuWvaEqg0UBo4IQ2w0uQvVo4nxLSxKYP7yeqzuJUGLqwGuCk95PCr9QMh+fBilu/zgJ1AuHKfPOO+OzJl3AFtZW034UvyHegl2THjA9es1IAame1AjyQvBWPY9JsGeuMgDJ8yfoLTx52e+INRz9rbCM82z/SRJx6IzC4iTZHgutFAQKBTy4S6/CwqYwOGaPm40tiyaRinvKcbfZgOD9TW+pQR1AL0z7Y0eMVjfM+PvOJRCI7+dOUynvJ4zIfXPAaQhRjBUL9puFuGncBA1HOOO1+xkB9F7aqpVNfayOO1KdWqTQXvqRJ09IPPP9f5BQZxGb2b93nsT9r2KZVRnL5Ff/I58z4PgzpGc0vZfrrEAgKO35C36b7JjmH9bbUnhq3tY97fom5J5VhGegiW0sawdeROM/bTAXmKYNNCBEeW43Ei2uzDY4YZC0dmGJPOMIvILJqMGzKCJUWbB5q6I9DvLJ6MAt+SEtn6KWlTiqHpp9O+EKBJaSn1C/HZk2nkD9xrMtRpPXunHHIlLsMmfxaSoXK4D2R8CFeN2AiQNAI6CH7tGAkQZYyv0Q84SHdniQdnfBTUD3y9jZRgxvziuy/QjDg//GNO6LQtHzjzIW3Kk3T00tiuKvLS15wGn+Fc4rj23JDXOtceDs+lhkL36J95L4/gRSzbLlMqLA2UBkoDpYHSQGmgNFAaKA3s1sDa3e5u6kopDZQG3ngNjDenqQxuUNNQRPrcMLDrFn0XPrmebRhyL60PIWPWuRscGpmq+sqOKzJYXtXbBnrlIIwLkgQ5MYSGtzvGU7yIFdqA+swfw2Vvfj6Ky96HhOkZ71B05OGhCnWzkUPAZByhullpKcF6mIw85MEIYhIiYZEPHdFHAvIv8GOV4oQGnQAAQABJREFU/0hbEtkwr/Qv2kOBMLjLy1CG96t4GxLKIz4M8xjp9aq/Xv/HYIJRPo08bH0S+8tfsvz0wzBeRdljPx1EmYPUd455oZjHAIwM7GeR/QuPf5fdvc4Hfaou6W1JPQwrdJ3agw3a7tnnz+1h/qx5nqcHOtu68GAmDOvqI27r1kcSbu0PT2SKUzIkrGqMsi5rRZPH0YFEtLD1gAxcjpKIR8VNF3ySRyNuHBphjwWAR0IcfnEjI6A67+RDYsKRJ3534JN04Cmxe3nkTRLgJANHPVIn5OHIuCOZUUjnc2JD9jRTDj9QZiLoLHEgOTNwkDUqoJIH2QAHcR11cqNpaS026caEK5XoeGXkv8dHWphydK4R7b+Bz/boaHIMSFNNP8GtsewzmeJzOLkxLhMOmpwXCaMPRJsbHtof6XOMOXRVI49z9HjyCfpMw7jMQd4wVi+N3s0gTpmab6BfNWozF7U05qU0Wudc23nLIM6cS6Vccg+FCoz5THVq+JHOsCvmPIo6jyk7HDjKCL0E91BzbxjXPX+GJqBxE+229LzZcFzv8pjkpKQ6SgOlgdJAaaA0UBooDZQGXncNsP7LdetJ17UM7iet0eJXGnhDNZA3qlSfG2ZulqdjhCfsnGbEvxp4rMMkwSR7QlG/ieJVQJgPRkPBKAPGkUsyUL9lBz5dPhBcGTAOYWNIwxIhhtmn8oh/1jzlM8y9+v2hXHvM40n/ufNn+6YefIlSGam/uGiNErn4GQKRTC8m3lJ+6C/I5a1y5GX46Msnlhe5zbeVkwYgtokIL/nwlscQf1Mfd71yNbYF8PYAMtqHt7w+dCf6pgwbXiyUmKNPjtTNEnbijp+sN8nUC4V33QAEkpSplgOOBw7x4CO3YYmHJGkcj4co8jbHiK5zaUzHGxMc/cH1oD6tTq4Pbc5fqyS6Q5Bsp9Cr3lTZ5XU+6MeV2Pvjis0phvyp35Cl6b3J50xNxjmDw2NkX5FgB3Kd72r+da6rfPfmXyQ6mg3Te+EgV68Qo4xjqaBlfMgr0HlmZc4ic+LVWPDvIq7QuBVts5zL4hg/HYjMM6pZhPTWJ4J0/jvQBjgg5pS9r8/RSd88obv3NOMVw/NkWPaYGDyzc76ZHj7CYzJKO794bOeDRu3Q0vxQrcU7z8bHPJpMnd8gQ+DEb4lzHmTXQ9JmKI+Wjwdncx1sx5BvtSMndiXdqFm2xEjHqWalDyDUOqb07TSSt9s/54xd1zuzPeYPusxjhBNXYWmgNFAaKA2UBkoDpYHSwMXXQK4jd9WE9aXvobUGPY01YRncd2m+8KWB0kBp4JxrYN9FYd04MRmCqRr5MVbfuH5VhjkZIDAKRUIzeOfe8C2UlzTGeTzjH4+e8sKt7dHN/t+UMXlQNoPUYOywim1kmZtfMp981U0SPzLGDGRcQPnI6315bn8mWMUpnfDnNoZdYWsaecBjdMdD/iqe8tqyBk/5qzpjSxt5y+MprzTKfEvGr5QX4zylYwLKclM/gY/yKDPP6SONSIwhnW8cTHud921a2MpFsvcPhIoOo3sY3gnb2wkNjwy0TsgYbTfKAt6H6xB0gXCzCmzpiXSIwvzfsdRjeZCz8x8SkzbrTs4Ow1e8Qt7oA2lgTMNm6jnfYKCd/IDkkvbx7+VQ+hQLdOIy7MQGqILlaJWbZEKLg4wdNqA02jHSAWa0i7gTydYA8sURwBRvNC29pYL00QIKTVTgBwam0U9SjHkgnuIR63HSeiSAKT7lnOPAT+0d3Yr+1PD0o/iHqPWqIb0Rut3NCPLMk2Hyb/mFxks6jcXkzb6RfSVwYRAnzcbuNDy3eOCRJcbwSOM0G9Txxo7yFQDoP+WIkHiI3NKCENJG29KdD5qGBzDLzDfxa9p3un96uwztNyYckD6QTHzpJT0h5BkSV8Gg75lmNMypVIsxtJR0RvhSEeRs5Vun68zcLutJhS0NlAZKA6WB0kBpoDRQGnjDNBDr06j0COeakZB7CQ5gTu7vwV16W6HuOQ2D0/3DaRxlcD8NrRbP0kBpoDTwijWQF5qjxFg3zMdFKT+A6gsUjHSRwpozGZXDuPOlDNxP5WHNNjUY5Jce8/aSt2e2vOS1v/tzbXuCQcsG2DTGcRF0EfxG+dh4KHLXkXXM8PKCmAtvePBrP/kvH+npdRh1XG4z1qVBD6MvW9Vck/EdL/kbhPqoHnvIc2HOj+jlFj3ozdu0YDSXQd1e56pjN6g3mAcRyDHpLIxXGE/B5+LAOrYOWAxE/VFSfkx2WweqS/xvJw2YUMmaEqPtkjTlsIaQiwTzN9TlVFKHLRu6Ydsfh6EnHl70OGmKX7nUQscxrMfDEPLSHlQaKbMtU66TCKMuUY99/IIOCiCkWc/TsW4/qKId0Y1jiScEQ0LiOm1wiT4QNMmHTMaPeRtsjov03natDJeV9JSdcAszfSmTCfUThmraIgzc2Te7EZy2UtoWXmNqzDPRz72yAx9Gcbc6zZ+FOwzEHBcEa/1jiXO+6PjJrRWwxjH044ZqMjTMFNsm6WlNvS0eAe2xa16dEZ5UhLoio4K1Gr5MManGCE+a+yjZafIeyym4NFAaKA2UBkoDpYHSQGngvGog72uW8o34vAexc5wWqdzPg/N9PQ42edqQPhnZ854hw2UZpxEvg/tpaLV4lgZKA6WBC6KBfRccbDhfDvvbZpUyD6FsbLLyYEy9vLl980YYfIRP8wke2xihMU779Mc6v5jtJ597yrONDdunYKyygVoGcrzVucBGWRj05mfKhMVpvBAnPo3rc1MUtEFBWV8IRMZHj7WffONDOvwwDuIdj+c1aVEH9j7/wjwkjg5k8q+Lce0dJ8kxiJrshnrcwNYPhfvfKWv1crkD74lF1I08VDH3x8/6BNdJh7TfqNPUV3qbO+QtAZ3sp59b84DH4M6CJr2TWfTEHvrCNdgdoddlrFfI2eVu8vb4CQLRRP5d5TpLCWK32yrxMZGd9zawk1MnXaOYJc4iM+rdKTMy1XMRzyidZ3FsoxpmSBjAlntOs52+KIToMfvCcnxQxtq8tVLS8VEMPAaTw8jusbjgxJg60+OMizvTulVhpYHSQGmgNFAaKA2UBkoDF1oDs/W6ltJxpxr3oVQs187jfSn3k914zj3nEE860oEJz+NRBvfz2ColU2mgNFAaOCcayIvfLnFi62aumpi5tg/y+4On7CmPEUontqHw+Ma4juE1zvi46/P4oKs85Z/hLY/XfPOOj/3LtT1L+wAoxny42WMWCN4uIqxPKXvaxybpSA95nYcEMvYgYCOUGaP/E8nidP1gVE6PdyP9M9V/hyo6aSuqxycAPaZkgTXXxjCCMFR7kQKtkP5r+S7Jgo5sLEh4QyHC8Dg3bG9zxW08byGwzsvNqI5Hur2cpYbeZuhWIhG3UV6hZUNMyzCF2Z48xDjyaHzhNWj9yGwnSdDrIaYJv9V0vqscLxol+65+3/MdQtOJ3yyAvmQ9utoxdgGzDYBftE+438LgNA7alONFhYvc9VsaKA2UBkoDr0AD03Vnd+GH0OR1JsMxzwjvLmU9Jfmtp65jXyTPOqfClgZKA6WB42tgOect42k0Z64aDeSJH8M0qkObc1uGh0iWZfvO9Rys1cvgfkirFU1poDRQGigNrGqgX8fSCLVChXF9zTCZF1IM5livuCCxn/rmzu2wZZk5P1/ayO6PhtpbHo/58JrPveTxks/zmbZ44WI7beOCkZqzbWOj8ly2OOd2JgJ1hKkvL9SBQzLoMxbhkgZsiLtNS8FwtgwQ5kOGxCkx+EfeXl5baKSeYhsWvO21HYsN5nidK36F7VnYo17bs2Bk1550eJ/3cDC+s4iZDhUc/wMqZB0Q1lvGqcPnK289ZDphLooyHNN2wQv17iI7dfyhcvS6LTvGmoSH0KzlewNwXY9DXQ9tgyFLgaWB0kBpoDRwwTWwtq7KKu1LW7uOZD7CZTrxnSfrvVwjLuiSV+Zl1cflPfmPMgIv4+Qf8Zm+Cxfrs4nPkfQUsOfI/HtItpIOzZM62GKwA3Fceti8SJ4dxRe6NFAaOEIDy7Gf8eU4zHgazNNYPsahIb4WHiHGanLKQmKWPxKu4cb0s4bL4H7WGq/ySgOlgdLAG6YBG9C4K9lxYAiPi6eAtUNZMYzHB16v6eLq2xx+7CHvLWi8FU14o7Nven7cFQ95vNNzX3l7yTejvT3l5S3/xc+/6F7bXgyoAMKjLtiW1jdV2K1dCRungamP6yXY26ykEXwwhIcnenjLe5/z9DRvxnSM6uwhb+9zjOnIxI1guyFMT/MuMw8uEAMdUv4Q5uKEBxX7DyvX+a1oMUHf43GUXkbagksDpYHSQGmgNFAaeP00kOuKXTU7Kj3XEhlikOHI+BiOcNKAe9EzeRDmkWUQH+FMP4twTWdezXlBN5dgic+8ayG4NTwcl2mrdCqf8jIt86VEp4FP3hlSBu3Cmj+3SwQ+pK0OoclyKiwNvAka2DVmqTvjhTON5CMMbjSqJ5x5CJOHgVP4yTJOgfWpsCyD+6motZiWBkoDpYHSwHE0ENfnhWV3wYCF9drBhTf2DscUrUPxW9pPfjzAc7OQHzfFCx7jOwboZzpzH3l7yTcDPenhnR952xIC9j4wfqcx3F7mzWCeRnL2Oyd98jZvW7tcDiM7ixQM7Xiih3wS3XIG/63fNKK3hFwsEdrrnM3odx0SGt4HL1J6JXcxLHxpoDRQGigNlAZKA69aA7kWOESOJe3Ba4KBeeYZjTHgVk9WHvzvSIdtpo3wGi7TCV/VkfpDvoRTljVcphGSftSxRuPV29FZj2J9Kumpg10hhS7T1nAjDXDGtWz32j3zsG5++PAh0c3NmzdtfM+0nm94OJB8Mi3jZvCCP2s81tptjf2hdGt5C1ca2KeBZb8kvqu/gU9DeYbM53mSnnDO84QvcnDvzfHWl3EteBEeFz1PGdwveguW/KWB0kBp4A3RwK6FA9Xncn7UhxLJf0WLdYzgGOS598kbGbziMej7o63A2rcdHAZ4tq15LgM9i438gKpDbeVCfgzvsec5CxTF+0IFWAuUbijnJiKkjZCkL/0BVrCHH7FoGe+/9unmcL5FWRooDZQGSgOlgddIA834dpI1Who2TpL3rms5+F0GlDVDSPLZF5J21MnaZs1gTp2T9wiv4U5SP6+a11H1G9NftaxnUX7WN8OzKPPu3bvePvHevXseE2OZ49jcB5OW6QmPITzHeMJLvMse5hjoksaAfhK3Cz+mZ5618CgdH5W+xrNwF0cDYz8ZYdqdMw3jYxzc0qBOPGnG8LQ0IemC9XjTelqFnVO+ZXA/pw1TYpUGSgOlgdLA8TTAwuGog6Uwr6JqM5oZaS46MMa/dYWkWCLcuX1rRrcrMi1+wqhO/PPPKWO323nKm+Eu3oUvDZQGSgOlgdLARdHAdD08W4nHa2mHtSwAzpv+jpdoiUt7ANLO0oc1xYg/lG5XHsrF629MH+F9/A9Ng1+emWeMg3tVx9g/lvV+VTJVua9YA81oTX/I/rHsG+B7eti1Z2OIGizznFWtkC3lPgqe0eEuxP9gqO/5m06oQ+IyTFxkj7KXPM6q7i9TDjK7zWjPo2/hXqaoC513NJyjrzEOnOeY9qIVzn7k62O1yYuqcZavDO4zdVSkNFAaKA2UBl53DcQ99Poq4uc2xrPymx8sYnIRMk8ZYjBW1uD/6hb+g0QFlgZKA6WB0kBp4FQ1wLUxr495w48B4LIeYHOC48hwhEfcLvxIk3CG5BmPXfik2Ze+K20XHp770rLMCucaKJ3N9VExaUBTRD4Au4j9A5lPU+6cXzPMPpPxDMEvYeLLM+mOg88yd4Vr9Qen0t22GS7zr+XrNFw62i3ZLrpd+M5DwC6aXfij8r5oPviOeY/SyWhIJ1/mBX9aR5ZxWvzfRL5lcH8TW73qXBooDZQGSgOrGgi7QBgHlgQHLULWsy5ZVbw0UBooDZQGSgMXSgOjIQfBiXNdTMP6GF65cqUbBy5UJc9A2KUeXWSuHfzQPiPYmsJYBU3q+wxErCJKA6WBM9RAzgm7vIrz/iPDMxStijrHGqhrwjlunEG0MrgPyiiwNFAaKA2UBkoDpYHSQGmgNFAaKA286RpII1De1GPswbOOPWAxqHNiZM89Yk/SGJRljm2A8Zl/yknZ1uAXlWOtzLH8k4L3yjfZ2l1cev0S2ZvvpIQrPqWB0sCZa+DgsY2392KOWArrh3TtA5VnNactZaj4CWnAl7y27c4Ky4P7zUreQp2dBsrgfna6rpJKA6WB0kBpoDRQGigNlAZKA6WB0sC50kAasBEqjTQY0tOgnsb1y1dkYH/70qrs5iFj0GgkXiU8ALlmSBi9P8f0XfABxcxIRj6zhIqUBkoDpYHzoIEjjO2IuGuePA/ilwzH1MAJXU+PWWqRn7AGyuB+wgotdqWB0kBpoDRQGigNlAZKA6WB0kBp4DxqII3raVjH0LzLcx2j+6GG6EPpzqNOSqbSQGmgNFAaKA2UBkoDJ62BMriftEaLX2mgNFAaKA2UBkoDpYHSQGmgNFAaeMUaSOM6YiSMET291/Fgz+1hMLrvMpqncf4VV6eKLw2UBkoDpYHSQGmgNHBhNFAG9wvTVCVoaaA0UBooDZQGSgOlgdJAaaA0UBrY1kAa1EfjOAZ0jOu5JQxhGtwxsO86Rh7Q7DLE78pf+NJAaaA0UBooDZQGSgNvugbK4P6m94Cqf2mgNFAaKA2UBkoDpYHSQGmgNHChNLA0sGNAH7eGSe91DOwYzI9jND8O7YVSWglbGigNlAZKA6WB0kBp4Iw0UAb3M1J0FVMaKA2UBkoDpYHSQGmgNFAaKA2UBo6jgaVhPfNiUE+jOmF6rhPuOpJXGdR3aajwpYHSQGmgNFAaKA2UBk5GA2VwPxk9FpfSQGmgNFAaKA2UBkoDpYHSQGmgNPBSGkijeIYY0NNzPQ3suTVMea6/lKorc2mgNFAaKA2UBkoDpYFT00AZ3E9NtfFxovIgOUUFF+vSQGmgNFAaKA2UBkoDpYHSwAXVQBrVR/ExsNuwfln7rV8OOD3YR7oRTj6vzX3Hl6rdW2MNzwA+TpnHoT0p0V9FmScl+8jnotVjn7z70sY6F3y4Bkqnu3X1uukm65Ph7ppXykXTwJvWpnvqWwb3U+y8r82i9xR1VKxLA6WB0kBpoDRQGigNlAZKA2+CBjCMp3E8vda7gV0fNE3PddKOcx9xHNoLoeezNrajlOOUeRzak1L4qyjzpGQf+Vy0euyTd1/aWOeCD9dA6XS3rl433WR9Mtxd80q5aBp409p0T33L4H7ROm/JWxooDZQGSgOlgdJAaaA0UBooDZxbDaRRfRQQIzoGdbzVl+dIN8Lwee2M6WMFCy4NlAZKA6WB0kBpoDTwmmqgDO6vacNWtUoDpYHSQGmgNFAaKA2UBkoDpYHT18DScz291701zMJznbRDjzK2H6qpoisNlAZKA6WB0kBpoDRwvjRQBvfz1R4lTWmgNFAaKA2UBkoDpYHSQGmgNHAONTB6rif89iV5rmu/9dFrPbeG2WUwL8/1c9i4JVJpoDRQGigNlAZKA6WBE9RAGdxPUJnFqjRQGigNlAZKA6WB0kBpoDRQGng9NLDmuY6H+pbnuozul96+dHCldxniD2ZQhKWB0kBpoDRQGigNlAZKA+daA2VwP9fNU8KVBkoDpYHSQGmgNFAaKA2UBkoDp62B9FjPMA3rGNf5sGnuv07IsWY0d159POutY32B87RrVvxLA6WB0kBpoDRQGigNlAbOWgNlcD9rjVd5pYHSQGmgNFAaKA2UBkoDpYHSwCvTwOi5juGcE6N6eq7n9jDgOHcdaZxP43uGu+gLXxooDZQGSgOlgdJAaaA08GZooAzup9jOLMJr4X2KCi7WpYHSQGmgNFAaKA2UBkoDb6wG0uC9TwFLGtbmGNRHD3a81jlJW1u771rTr9Huk6XSDtTAl6LTmwJnehynzOPQnlQlXkWZJyX7yOei1WOfvPvSxjoXfLgGSqe7dfW66Sbrk+HumlfKRdPAm9ame+pbBvdT7Ly1CD9F5Rbr0kBpoDRQGigNlAZKA6WBC6OBpeF7FHyZdtQaOtPHEHh5YlQfcfZYvyxP9kuxTUzmH2UBTnkyPcMlXcVPSQNnbWynGscp8zi0J6WiV1HmSck+8rlo9dgn7760sc4FH66B0uluXb1uusn6ZLi75pVy0TTwprXpnvqWwf2idd6StzRQGigNlAZKA6WB0kBpoDRwhhpIA/RakfvS0lBNiPGbY8StwW+/JSP523Pj+dJwTr7kmTxG3iMsyuMZUwcZ4VNHaaA0UBooDZQGSgOlgdJAaeC4GiiD+3E1VvSlgdJAaaA0UBooDZQGSgOlgXOkAYzeGJ53Gb9H/HEN0KNhGzjPXUbwTF+GqGuJG+Nnos49r/2eSflVSGmgNFAaKA2UBkoDpYHSwBuhgTK4vxHNXJUsDZQGSgOlgdJAaaA0UBo4txqQIfhL/S2P0VC+TMNYzTEarRNOfIZpZN9lJF/DJy55EHKM5Y5xJ573nz2v/Z530Uu+0kBpoDRQGigNlAZKA6WBi6OBMrhfnLYqSUsDpYHSQGmgNFAaKA2UBs5IA/uM3SclQhrI2UKFAyN3hmnYtuFb26L0bVbaFimOgx+8zvfBZnwGP0u9uR7tgULW6QzEqCJKA6WB0kBpoDRQGigNlAZKA69MA2Vwf2Wqr4JLA6WB0kBpoDRQGigNlAZOQgNLI++S51HpoyE44TR+wytxSzi9wEnfOpuRnDy76EZ+WcauENqzPPC4xzMe3aVMh5S/Sutt1Mu9/BD9FU1poDRQGigNlAZKA6WB0sDF10AZ3C9+G1YNSgOlgdJAaaA0UBooDZxbDRxl7D5K8H35Me5ypkEbXolLw+8YNywjsv8HI/ky31Ye0a7RGHmWP8PWM1m/0yoeYzvHaZdzWvIX39JAaaA0UBooDZQGSgOlgdLAq9JAGdxflear3NJAaaA0UBooDZQGugZGo+oId4IzBuzZ+1Z4+J5x0WdWHIZUdJ0G1X1635eGwMljCRPf5ylOvuWJNfxtbbGyxK/Fx/JIPyRuolf8k/o8dj/zs4Ko5yuuQhVfGigNlAZKA6WB0kBpoDRQGigN7NBAGdx3KKbQpYHSQGmgNFAaKA2cjAbSuDhyG3EYSjHKXtL59qVLM2/lMU/CY97ErYWvkg5DanMQtlF7TT5/I3Ownb4KedF9lnuIlzj16IbvVsdd+TrdilGdtNlhdS1wM4KTjWSd3UaLb5WObXeypU7cxvq7vCmpoNJAaaA0UBooDZQGSgOlgdJAaeCCa6AM7he8AUv80kBpoDRQGigNnAcNdAOmhEk4jYqj4fVSM6hfvnx5kzAG2/HMfGdVr5T3qPKgs0eyLeVHUc/TDy1jnmvS5RK/Fs8y0F/Ca3RLXNKm3sdwDV7mP/P4sK3KWHbKOuJ2wTPas7Pz7xKn8KWB0kBpoDRQGigNlAZKA6WB0sBrpIEyuL9GjVlVKQ2UBkoDpYHSwGlqIA2zlDHCo7E84TSmE+ZJWho6M9wn71jGIfT7eO1LO5R30pVHcmhz2T75kc19uj6RtDP2hj8Rmf9/9t77T47b2tsEyWGOEpUzlXOwJMu2nCTZln1tX797P3ffX3b/vfez7+57r31f5yBZOecsUZGkEpWZM7nni65TfRpT1dMz083pHj6Q2EAB5xwAD6pRqFPoGoxAAAIQgAAEIAABCEAAAqcMARzup8xQ01EIQAACEIBAOwF3nnosydrBXL3+IzrOPa3YnezuUFc8aPD6vK6o15QXy0kPQECvS/Ed3MWrU1y7x1Husl7YJy7HhwcRfWBRBAEIQAACEIAABCAAAQicMgRwuJ8yQ01HIQABCEDgVCfgzm1xiOnoMHeneXSoe9od6XK0ls7WubIdlp251r/o9aIDPaZDx3GUBxgkIQABCEAAAhCAAAQgAAEIzJMADvd5AkQdAhCAAAQgMA4EogNd6dKRrePsOF9qO9KX2R8orV71Ep3tynOH+6B98nrL+gbVRw4CEIAABCAAAQhAAAIQgAAEILCYCOBwX0yjSV8gAAEIQGBRE3DntjoZ09FpLse3jt2hHmOVxX/DgIWjfRgUsQEBCEAAAhCAAAQgAAEIQAACi4UADvfFMpL0AwIQgAAEJppAdKC3dcSd5+5g9x3pHrujfWAnuL3TO7+/2xzxBAhAAAIQgAAEIAABCEAAAhCAAATmTwCH+/wZYgECEIDASSMwiFN2YGfrSWs1FTmBevwqR7fyfce5nOWedgf61NRUvVPdyz0eyjibn533d/voEEMAAhCAAAQgAAEIQAACEIAABOZPAIf7/BliAQIQgMBQCNTO2AZrKpOD1Xcw1yLBcSsZ/af/FdxeGatMtjzfjxUvRBiK43ghGl7UGXkWRZm1j51iT7tjvTyeDRPVOxv5sm0cQwACEIAABCAAAQhAAAIQgAAEIDA8Ajjch8cSSxCAAAT6Eyic4y4sZ6n+yelap/VHLe2PW8ohG/9Jx+Wig7ct7XV4eYzb0tLJZVV7lXZZLyvLe/J1YCHqdHIGz2vSb7LndvvFs3FGzyTrbfBY9dZjFsYvjll0ppey/dpdlqnOpvY15ZW6HEMAAhCAAAQgAAEIQAACEIAABCBwcgjgcD85nKkFAhBY5ASiA9a7GvPkFM2OV3OiK47/fJezO2lVNnFOVDnnl2QPvXe/drg7hxjHtBTicUyXZfM5no1uk2weP3sAMtPYaRwHHT/v6yDyg8io3QQIQAACEIAABCAAAQhAAAIQgAAEFo4ADveFY0/NEIDAhBFw56jHar6coPonJ6wfR8d5TLsj3R22WWEWH6p3UKdr/kOY9nbuGPx1M4PaiLozpv1d4KHKkdQzY0M6AnGMZp1ueC2PrPo4L11iD0SWdsZ9wOZksabxW0hGs2k7shCAAAQgAAEIQAACEIAABCAAAQgMRgCH+2CckIIABE4BAm2O2drRWuxMl+M8OtSVdqd6/kOUwfnchq/JCdsmOxvnbK6/MDRomwq1BT30BwdxbPJzBNtM73ETl5gX08PujLdrkDoGkRl2+7AHAQhAAAIQgAAEIAABCEAAAhCAwMklgMP95PKmNghAYIEIuGNU1XvaHaAeRwe6O8899l3ptUPddrUPI3jdw7C1GG34g4NpnBy/xyPsvM6XafVX9bXlj7A5mIYABCAAAQhAAAIQgAAEIAABCEBgjAngcB/jwaFpEIDA7Ai4I11aMe2OdDlHo+PcnemK/Z90JYcjVSQIIsC5wHkAAQhAAAIQgAAEIAABCEAAAhCAwKAEcLgPSmoOcv4qhDmoogIBCAQC0Xnu6egE9fTU1FR2nLuD3R3q0cmutMuHKlqTTfW1ClMAAQhAAAIQgAAEIAABCEAAAhCAAAQgcEoTwOE+wuH3VyGMsApMQ2DREHDHtjoU09FZLke5H/uOdHeqK3ZHumJPzxfQsOzMtx3oQwACEIAABCAAAQhAAAIQgAAEIAABCIw/ARzu4z9GtBACE00gOs/bOiKntjvQ5VDP6aX2B0iXLa0d7O5oVzyr4H9cc1ZKCEMAAhCAAAQgAAEIQAACEIAABCAAAQhAYPYEcLjPnhkaEIBAQSA61WPaneS+49yP3bnusfJdxuOiirkfnoQ/qjn3xqEJAQhAAAIQgAAEIAABCEAAAhCAAAQgsJgI4HBfTKNJXyAwRwLRST5bE747XU5zOdCjU70pPRv7apfsEyAAAQhAAAIQgAAEIAABCEAAAhCAAAQgMAkEcLhPwijRRgjMkkDpQC+PZc4d2YrlGPe8Mt+d5i6n45h2Pc93/Wxwnh/DtDXPpqAOAQhAAAIQgAAEIAABCEAAAhCAAAQgAIEZCeBwnxERAhA4+QSaHORNrSjl5KDWP+0097Ti6Az3dN94qf7k7/x2lnvbVD8BAhCAAAQgAAEIQAACEIAABCAAAQhAAAKnAgEc7qfCKNPHBSfgzmdvSHnsTukYl2kdy0keHeXlsWTiP9VXHnsbRh2rXgIEIAABCEAAAhCAAAQgAAEIQAACEIAABE4lAjjcT6XRpq/zIlA6yUtjTeXu7C53nCvfHecxHR3onu9yuT7zYQ9j57ls53DCPvGLd1jwCQEIQAACEIAABCAAAQhAAAIQgAAEIACBeRLA4T5PgKhPJoHSOV4e1w5p656nFcd0dI572p3jHrtOWzxMerEP3s4m+z1lONubEJEHAQhAAAIQgAAEIAABCEAAAhCAAAQgAIE5EcDhPidsgynJAdrj3BxMDal5EhD36HyO5tzxrR3nCjouneN+vHSJ/XFQe5e5juu8Ku262Uhlx9OzjWNb8+51c4LP5dyZ07nGDvfZDhfyEIDAOBNgThvn0Wlu21zHLOrFdHMtk5G7WPrRRnsU/RuFzbb2k3/yCCzEuM6mztnIDovaQtQ5rLZHO5PWj37t7VcW+0x6cAIwbWe12Nh4fzxu7zklk0bgVBvTPv3F4T7Ck3dODtARtmcxm45O6+XLlyf9i05yd6yLgecrz/8pb5jB2zPIOdAk05Q3zPbVttjhXqMgAQEILAICzGmTN4hzHbOoF9OTR6Db4sXSj26PelOj6N8obPa2mqOFILAQ4zqbOmcjOyx+C1HnsNoe7UxaP/q1t19Z7DPpwQnAtJ3VYmPj/fG4veeUTBqBU21M+/QXh/uknby0t4eAHNv6px3rK1asSGvWrMnxvBzofZ5Q9VTe5+CkOcz7tIEiCEAAAhCAAAQgAAEIQAACEIAABCAAAQhA4OQSwOF+cnlT2xAI+O5xmVo+tTytWr0qrVq1Ku9qbzPvOgM5wvs8oWqzTz4EIAABCEAAAhCAAAQgAAEIQAACEIAABCAAARzunAMTQ6Dczb569eq0cuXK/IqYmToxkKN9JiOUQwACEIAABCAAAQhAAAIQgAAEIAABCEAAAhDoQwCHex84FC08Ad+ZrpbotTFysms3u14fQ4AABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgME4EcLiPcDTs7eLJ/iznCGtYvKZ9N7vexS7nuu9ml9OdAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEBgHAngcB/hqOBsnz1cd7RPTU3lnezaza7XxvSEIfxR0x57HEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQGAIBHO5DgIiJ+RFwJ7vvZl+zZk12srfuZudHA/MDjjYEIAABCEAAAhCAAAQgAAEIQAACEIAABCAwEgI43EeCFaODEHBHu3azaxe7Xhuj18fwB04HoYcMBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgMG4EcLiP24gs8va4kz3vZl9u72Zfszo72+V0J0AAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQmGQCeDlHOHr80dQuXHe06zUxvptdMbvZu4xIQQACEIAABCAAAQhAAAIQgAAEIAABCEAAApNNAIf7CMfvVP+jqe5kl1N9+fLl+ZUxcrIrTYAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgsNgI4HBfbCM6Bv1xR7t2s+ud7Ho3uxzteo0MAQIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIDAYiWAw32xjuxJ7pc72bWbXe9jl5N91apV7GY/yeNAdRCAAAQgAAEIQAACEIAABCAAAQhAAAIQgMDCEcDhvnDsF0XN7mjXbna9KmbNmjXTd7OfsK4uWRTdpRMQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABFoJ4HBvRUNBGwE52T1oN7t2suufXh/TGHC2N2IhEwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEFhcBMbO4X4inbDN0Hhox/E0893sS5ctTSuWd9/Nrt3tBAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACpzqBkTjcfQe03uetoGNPtwFv0pFs1HM7HrfZIn+4BMRb/+Judv0RVAIEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQh0CQzd4d7kDK+d5i3v8o46nnYdP1aTPc/jbjdIDZuAuOvf0qW2m91eFaM/gionu5zuBAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEJhOYKjeU3eOHzx0KG3b/mHa+dnn5qRdkS4479x0vv1relOM6+zZuy9t27Yjff7Vl2nZ0mXp3HPOShdfeEH9XvDjx4+n97dtTx9/ujOde/ZZacvFFyW9ysT1P7W6du/ena647NLaMT+9u+TMREA89U+OdTnYV61elVauWAnTmcBRDgEIQAACEIAABCAAAQhAAAIQgAAEIAABCJzyBIbmcHfH9779+9M/H3o0vWvO8YsvOD/t27c/PfnsC+lH37sj3Xzj9T3AXWfP3r3pL/94IH319TfpqisuSzp+/u+vppuvvzb9wPTkWH9j69vp2RdeznlPPP1c2msOetnTbnc5+B989PF03VVXdhzDLTvpeyqf40H+c6HmkG4Lak+U8d343tdGVb15x9tssd7EU8t5mSqM6dCAVnmXcT2PK1s6VFDbvH3Lly/Pu9n1R1DjbnaV16GuMBqsS4tEg4z0FbLNUF7b7RTnz2l5lW4VdUGZdJaVVoCpw2hDaQXvj+vkZjj8jkjHjqUbdaJsxcbr8djNxLjHllXq9dYyOaM+qvvkcsF2PtecoZd3NUMq2Az6QaCbzOU6rPpUPyXz465obrxMKzhPpes+5gJl2L9Cv5bpsut0QceWqlW65T11yHRpQ3lV6LJRhtvrbUOvjMRMru5H3YDKYlnezc6pHl0vkw2Fhj7Uba/Ks34hmw9726ysHFw+V2EyEottqNMN/ahM9MhXec4kxy4nJtFe3a1cqUl1Y9d31U5sCt6MHEteoTbUOayFqsN4XNfvoqZbV2uJXK6yaLsWcIOdWLIKWbRJ18q8Po8lH9M67hdc1uNGWftrJepGfc5VQq5Txk02JKNQ2aj5u26ndLDPHluy6ywr9TabIX9a/aGsY8XsZtPBdi3jZZLsjEtHNMhmIy7XkfG+d+z3+5Q1Cx2jxt6u1c5ebVDwY6XrvFyQjzuqak9OqWDm0GPHxKuqOnVVdiRTmy37G6uY4ZyRebOVu5FN97c1bYzrflXt8qpz+8xW3ZcqXZuvEi4nvZxWohbSQRWKfruM6XSb3aTn6iaVi6fL1P13m17ltDi0QWVx7LPszKy7Jitb1vougs6rFPM51s3sZVgbcP06Y3oi2hClrOL9D/ou5/F0S92cINP9PlS2JeVMglxX2VLKV3C5zlHDZ2WzZcw6CqEPbsHr9djzY9yvLEOScBunWFYZnWavt131+ZWzZbe3vLISolAebee0xELbJKrgPCUTj3vqCnYlE21nJS/3OGf2/5hmoxJvy2+zNq3dhWCDvZpr5OHpJnvRRmPav4vON7QhyHfP+1CuZJDppiuWuUxCXdu9dkwui1bl0ZYKVKbg49w56tRZ59dCXtoSV/ayrT59jto97VG11bWwzlfd3b5l1bqsMpSPlTa5ssxya5sSieUxrbJ+oa9sE5/Y7irtNjy2+uq2KU9B7Oryjl4t05HofNYyOmxh3SMTlat0Q3ldVyzztMe5SmubnzOer1hBw9VpenWgTAtWnrNdr5Npnz0KObf+cNvKiOlaoEpMK6saoHyF6pzs1KUMy+80pmu3x0bQ72mvVK1MTW4IPes46dU2Z6rPjNWypeGqLWV2F3JREuqK/XT51npkJuh6P3P13uGWtrhsDaaSq+sKdr0dsdUm16mmOBdq/Sgc05VdZfk4Sac+9no7Wf7ZMRvHx0vKOLeqzGw+Ltsaj6t0/f3qseB1dOLpMt6HagxkS8HP6axWcMsCHXs5WX9UuvU41QV2+vl9iMnUqlWdXbGQqoW6eXXblBV06/zYzgZ9t1TLRzuVvMrcdG2iyshllq71q7SfGzJXl0XbucA+CjvKroMqU6hk/LuSszwvC3Q+6noaynp0o06FPqvYR+yP96EprztgWcdbGiz3JIfmcNdJo/DGW2+nre++n/715z9NV1x+aTpy5Eh64JHH06NPPWu71s9OZ591pp2vve90/8R2re/4+OP07//6y7yrXXYee/Lp9NKrb6Sbbrg2bdywIb3x5tvphmuvsuPr0rHjx9Lb732QrjEHu3bQP/vCS+n0TRvTDdddI1UbltH94dXcSx/QXNv0j1Jmmb2WRf+W2L/uSRP1pKGRLmPJeF6Z1rGHmWS8XLEHq0//21hMLbfd7LaLfZW9Nkavj2kKPr51Wc0g2qxLi0SLTJONOi+YaMrz4rIsV+X1eWzC0+RiWWXMZeqiOtER8HIdeTqLBLk6P+RV5nsil4u2aoFC1w9dx2OT7xmXkF+bqhNuJCvVuY2JLBrks1B5XGg21d1jp0W/0Ovtj+oIeoVs3YKW/B5b2VSwVSn3l5kuX497XXlItLSjbx9yFVU9Me1mW22aQN08S3g6ytdpL3SjIa5lunnOpNZyGY9dtD52yU7s+i5Wx7WYJ7wkHse0ysNxXV+l50Wen489M+rGvEq3Lq7KpumaQG036HteMNOadFmPWwQbeblOGbfYqNtq5bU9123Tacuv9UK/XbYu84wqDvnT6g9ltVaZF4+Lsajt1cpFnVG3lGk7rnSm2W6y1dqeBj5t9Sm/FK/rqgq8vM5vNzat3dm+G+ieuvG8aLbW1emWe57HVUlsl6drkToRKje9nB3KupV4YaNMx3ybnrdHcbPMQPrZTND3PlXmPZqJtcvFtsT6a/3Sfnnc0peufUuVOj3HDX3pKe+x1D0IMnVbvTSUTavbZRRHuZhfpnMTQzvL8iYGbtvjaTqW0a8sy8c6Q7qtPdPsBZ1YXS3XWz69iaG81pEhSYYyV4wyWSTKtKVlKpZlxcpimV9lN0XTbLiJWdhwu222VN5Q1smK9cR0g0600ZKedk43tG0QmW57qzblqLd90+y0tMmb0LVZ53QSUa/p/CjE82HQmdaOGeRVXOvUdnr7VtbROc6aOdnUl9pmFgv26jo6qn0/Z5QNdrOheFyl3YbHJtfYtrq8o9cj442sZToZg8i4ah0XNpRf24llnva4I1ib6WHu3c6xH0TRMs+PPe7K5lRbnYVYTxs6il2J2kZRh+eXcdT3sq41g6SDji3xcmYed9SruqK+p8vYbXu+H9dx0e4Z800g2qrTDW2qbYWEy3u1fpxFPDPIK5mzY1mVjrp1Osp17XT5hfJapyvXmCrl4nEw57p1XVHOC3viBuWe8nBQ2orHVbquN6j5ueRxo0y0Jd14XKfLtpbHXmlzfk+9WaRZzq14e7vHVapNd1o7Z7A/zU4lH9VKmboOa4unPY4NLfVyWTDcpFPKuL1WWRPoVyb9UGWvuarA9T3OOkVZVmww5AaLeCgOd3egH7Kd5tqJfuklF6XLL92Sq9KO6RuuvTq99c67acdHH2eHe8/JZVJ6dYmes+3avSfryPW813bGr1+3Nq1duzYdPXo0HbF/a8whrLBq5ap07Ngxe7/4kvTxJ5+mD7bvSP/263/JZfqQfW9TnTmExL4DB9Pe/Qfye82zf7zJprNXJ+T4t7bs2rUr7bed/2W/m9RHnped7Mfzydj5I6j2bvaly9OS40vS4f0H04l9B+SFr5rhJ1fuSrdpynaRbm4nUydnY1kQ7GFU5Luu19Ek63lSdXmlm3RcVn2KXxzXizrK82PZ81DbqDJcxuMoN5MNl3U5HXtblJ7JZixvS8uOB8koeB1Rpy5wIcvwZCk/TS8rT5dXdpuNSqUu9+MYN9Xr5V7mx2U9yvd2ehxlpe/5g+q6fLTtacXepiY5r8PlShnPVxzL/DiWK63gcjFWfuxblFO6LciGh7IfZZkfez3Scx23EWU8z2OVua7rlXl+3KSjPNdT2mVjXMrouAyS9+D23IbnK/a8GCvfdZTuF6JeP50muTLPj5vqU5mC1+GyHndKu/3x46a4tOUybstjz/c45nu6jCXblFfmu031R/IK3rfOUW++21RZna6U6+NQ5jbdluK2ulzW6/dj13U9L1d+WafLKnY5t1Met8l6PW4j1uE60aaXe+wyipvyvHyQMskoxDaVx7FfLhfjbKD6qOusBKJ9iZTHrlvnu2EVtNhQUV2PDopQ27J8T0vETStWcBsu4/md0mZdlTXZKfOj7bz+8krcuMUuoywvdtvK8/a4nMcqawtRpkxLp7RZ2pGOB5f142hPefVxbLQLV3EtU8kr28VL+5VKx24lFPVV7sdl7GWKS7suqzKFeKy0grepczTdhucrdv2oW+Z7G5pkJBvLve4YR3tKDxq8PsmX9qIN70PM65d2u95uyUYbMe12mvK8UYPYk52yD67nZU11xXpzujLi+aUNP859C7KD1iG5HhveqIZ8b0MQqTvpZdFWTEun7Vhluf1KWGiy1SnpfLodHbme6yivKR11GvX6sJO8gtst405p76fLRL2YbipXnkLVlJ6+Tcs3ofL+ttZ3A6YU65ENhVquSks8BtfxWGWe9jjmxbTKFUITetKd0u64+XFbHO1JJtYfj11Oed4fl/Uyb5OXl/pledSP18FozypbYq8d3n/wUPYDffH17uzvkem6rS6fM+0j1uN1eFk8jmkv7xe7vGIP3lcv8/x47PJRVnIztdNlXLDNZrQfZbwtil3G87wtXhaPXSbGru9y8Timoz3lxz7WZSHTv2Mu6zKKY11NaZd1c65T2vLyaEOyg4So02SnLJ/JZlPbmnQkp9Bkv60s5ns9nue2PF/HZZnyPJRy3g6Ve5nr93CpDmKZ24xxWe42o31PRz1vh8vPZMd1o17Mi/pu0+uN/fIyi08cP2GblafSpvXr6tPbTcZ4KA53N3jkyNHsKL/o/PNtQuw6vdevW5ed5998s8t2px/Pu73lEPeg97vfecdteVf7R598kqaWTaWdn3+R7v7h99IKc9hLVjvjt77zXrrQbL/3wfZ0xubT0nHLf/zpZ0339vzamXfeez875c+xd7zrj30Oy+leM7b6VOcSg6v/GkPO9pHonIfSif1t1BtxpurXP72eZ9Wq1fZvVVpuu9n1vnwF/Wpgeqj6WHb1RLd/03SsjhlDm0i06zIxzw3nMrVBwQVDMmR1iqv25rYVbXdZr8fjbLv6qOurhF3GdV22zi/qUHktG8pKuz1ylVHXK+MsG22FdKWaI9fzPG+jH5dC0+QrwTLf9Zvyc15oTylTl8uIFwb5mO3FXl+Mc1+isKVd3mOX9+My9vJspmqDy+S8INCW3yYX5aP9Ur7xuOAhGQW3Wca5LOh4eVZq+Wg6FzyvZpsNW73RdkhH07nOtrIqv8dOpext9dht+rHHnq/Y7ZRxlGlKZ1tFGxvtV8q1fR0Xek32Pc9tur7nl7GXu7zKPV2X9ak3ywSlWreoyPOL7J5Dr68n0w5c1+Np5aF9LlPHfcrcjtfrOnW+EkG/J786iDoxrUbHY0/n2G16bLZ68htsK8ttVMU5KvPicUz36KhehUqgRy60KYi4aEetkIlyMd1jN2vWVVZHvVGTvEt4WY6r+j2vlKmPC7lSXnI+9lnHBNrOZ7fpcann+QLVU1YVNNXtOrHOUi7a8rKY5zYUe7nn5WNnEMYs6rtOGU8zJvvRhlfSVG9DnUG8J9nXZkt90UDsY8xX2vvk+bGuaYWVUNRpS7s9j2u7phB1VO7HZRzL3I7Htb0qw3VLnZjvuk2xy3nsMl5PzI/pXJ/GICd6omn9CiIdwQE/p9XXolfKtYjV2U3yMc/7XitYoikvl5ti1HWdmNeTjudtSLue4lZ5FzIBl/E4FPVel4KsyyiOejGdy4pxdb2SQanncjLuZR5nu/oIfY5ldbkSRXA5j4viuq6YH2Vjuz3f46ijdJSN/Sjloqzb8rhRNmRGOa+vJ6+SzWW5oi7P6rDm2KMXD0zQbWdzVVlPXi4obIfxqYprO1HXq+rJC7qe73Ky5Xk57cZnGWd7DfW4Ga+vlIt1ukzMm6Zf1dHU5jqvMlTUtfSEbRqUT8NsHrd07V9xPY9znV5P1YDYNmVF2bKsUmmNXN7jnu9eYJjrCVZq+SovHns6tqvUz2om6LJleVt+VZ2rdw6Ldpa2ok5MxzqyTrAzraxS9HyPs54brTLdh9QoU9jJ+qHeaC/rV2VNtpryvCl1HG0rrVApur7HoSiK5XS/jzjOMV3qxHpUFo9zOrTVyzyO8jEv5ud00UfleYhti2mV+7HHOc8Vq4NYFos83bddLmRxlmtop+vneiRfZXh+nRU4NeXV9i0R2+xpt1fFSyy/Zw6SzZYwXIe77UI/fux4/e5v39G9bGpZduweOnzYngTYRJlfrdJt0ZQ5gVfbH+fUbvhDhw6nHZ9/YrvYu682kZ3bb7kpPfLkU+m3f/xL2nzapnTHbbem5198OZ11xhlp8+mnpz/89R/Zka93xus98LeZvNffrWluKR/adWtWJ/2bbVg1tTTtW7Ui78j3c6CvjeJ86CurwlI+N7jzwEMXIj0wnJrSu9ntD6DarwPiu9lntI0ABCAAAQhAAAIQgAAEIAABCEAAAhBYQAKfHz2c9h0/ms46fdMCtoKqIQABCHQJZPdr97AnNVSHu96nrveBHzh4MFfScfbaq0rM0X7Y3uW+du2atNSc6wrRGf7qG2/aHz19Mv3inh+nyy/bYq+W2Z0eefyp9Nf7Hky/+eW96czNm9N626r/s7t/nA6Zbb1m5qOPP0nv26tk/s/f/Dq9/Nrr6djRY+nf/+2X9tqaj9Kf/v7P7HTfsH59fvIZ68qVz/PDH3A0mXHYWSY7u+3phz1k0D970tDob5eO5OvYDrwOz1NddVpPAOVFr8ISF66O9fMGsdcuf72TfbW9ikev7dHudoX6abCZ0Kt8pO7WClNZvq43H3XbUeab4Z52SXyaTJWnMq/X62yT9XLpSCaGprJGu1XbXN/1/Fg2Xc/tlzLxOMo25Xue2/LY62vSl4zKo67Lq8x1vNxlXcbzJRuDyykvprNMMWalrfK4a9ce5ITRiHW7jmTLNru+y7hePPa06ytWnsvqWMHlynwv8/w2udJmPI7pXFlVn9v0PI/b5FXuOlFGaQ8q9+Moq3I/dlmPXT7KlPa1/8O/364X4yjv+Z5X2h8k3/tRtjnaKttbHkddr1MyMe3HihW8Xk8rdnmPledBeR6m63ZyXM9jyce06/fW3s11WY+7Jd2UyhRin3XsOmWssjKUNgbRKW34cbTldrxMcVNeme8yZex2lK8Q+xxlO6W9VKOsyqMN13W9HBdzmpe5no47o9xth5fFujwvysd0lFV+W4h2okxsQ5TpZ9flShnle57LqC7Pi/V6OuqUeWWZH7tt2fW0dL0el1Oel3uZ8jy4XC1TXJ8l16QX9bNM1lPKLBU2+ulXGrmOug3KDKFffmlbsspzHZnx4xgr32WijY5+Jdnn/HWd0kZHX9Y79ss6OyXTP9v0XDLW52kvU1y2I5bFtMspL68/w/rV5WJbyrymsh6ZPswk522PdrxNXtZjzw8sjjrKdj2lpVuWKz+GWF6mJef1l3ZV5nlRpintsl4Wj2Odyu8X2mTb8ttsle0u5ZrslTpZps93OtpoSpf2Yhua5OvyUKfzdPkYSz6ey16mfKUVSn3leVksV1rBy6QX090zzQqKcz3KxbTstQXJedsk48dlHPW9zPN0rOBtjfaUH+Ub00U/pFOGqNdUprxYb5T3dBlLJ+a5jZjX2Cdrr3wJXp/kXTeOidvpkqkEq6hb3s33PI9V4mmPY15Mq7wM3kble3mZ19jHylBzna7RrS3KeV1RytOKvVxxzI82PJ3j4vxQnoK+c3kcLJaI5yn28enY6d6jttWXdezD26djD94WP/a4X75kvK6Y9rymeiRX9y2kXd/LO/v5K8mKTdTryvWeO26nqd1RP5bHtPTL4HrK9z55nve11PFjL3e9nF/1x79HM9XvthSXsvHY0+Jie0cAAEAASURBVB436XmZxy6jYwVvZzwu0y4j+dKO5ymOcjpWcHm3qbyOnD5jrkq68p2jzmeUinV4vluKcdT3tMvr2O0oz/VczuOOTNfP4Poun8uLc1W6Hb1OKvoovC63rzjalGab38l1euU9txN7WW9u71Fse2yPpz2WVp02pYYlba9hOxqqw3351FQ603ab7/zss3TQ3ue+ypy8Cp9/8VXatWdvOsPKllqrDh8+kh3wq1evzO++eXPrO7ZTfXP+I6uS37RxY7r9Wzen//m736fPPvsiO9zlsNZO+Clzth+0d3c9bA75O269xXbFT9k70nebzgapptNPO63zzndz8I8qCPJMIcuEEXCnf5uu55ex6vG8Oh3sejtqJ7plyLEuJ7teG1P+EVS/WLlebbPKiHW1yUSdHvmGdkXZaC/mRxsx7fJNef3KXN7jXFfRtljWZquUicczpWO5249xLI/p3NYoGNIu53EpG/ODWk7GsphumyV6ZMxCeVzmTC/vtMDzPe7XLpWVcvE4pqOdQfOb5Mq8eBzTXl9T3kxlUSemm/TK8vLYdWIcZXrTnaOYF/WUbior8/zYY7fhx22xy5Wxy3t+PI5plcfjmHbdfjIu73HU8XQs66S7OZ7yuKyrYyOWutXeknaJXrmo7TplHGVi2uWU52mPo9wgadfzOOo05ak85nu6jPvZcVmXiccx7eWKPd/juqyY6+v8kHAdj72oPG7KdxmPXWa2set77PrlsefHuElm0LxB7ZT24nFMy148jumyrK1uXx+1lcf8mO7RK8a9bEfU83SUiWkvV9yUP0iey5Sx2/b87nGVU/TDyxVP1+mWxjJPe9yVmp6KMjEtyXgc06WVfmXTZGfRv9iGfnX0nAdlhXYcdWM62o9qg8hE3VI+2opyZbrpuCkv2m9L99OLOpLrF9pk2/LnYks6bfZifjmusay0Ecva0rGtrTLh/GyS6ckLsmV7yuOo5+1oymvWC5JFnU22grQXT4tLGT8u46joZU15/cokH8tzuqUf0XapV5Y1lU+rx4Q8z+NSz/Pb4lxv1V6XyXluu+hLR6aUdI1ue7o53byo5WmPJd+WbrLVL8/teBxllY75nXTM6UqXufHY0x67lh+Xcay3/O67blMcZbs2PdXti+d47LbK47nmSy/a8nQZu/0ydjnPj8fR0Vjet/fKdbRnyvM6FLusxzEvyjWlo84gei7vcbbp3x+PLbOnvKnikFfKxmNPexzU6jq8zOMmGc+LMp72uEnG8xSXcl5W5neOy1yXbrfTVodbKuOuxekpl22z2c3vSDbJ57wwpl5LV7Zd12U9ni45ew5uq1/sbStj6bTmeUE/w1a2dIbygYo12cmRq1fC3Hj9telTc5I/+cxzac/evemTnTtz+szTT0sXXXhBtvfe+x+k/+c/fpe2bduRX29y5ubT0xdffW3vaH83/3HRPeacf/vd97Ks3v+uECfUp559Pp1j73S/bMslKkobNqxPX339TTpqf0h152efp5W2q7t0NGfBRfgh7noYIT7axb5p06Z0hr1mZ8OGDY0MIsdFiIMuQQACEIAABCAAAQhAAAIQgAAEIAABCEAAAhBYMAJD3eGuXmy5+KJ0zw/vTE+YU/zV19/Kf4zzTNu9/uM7v5s22GthFA7YDvX3tn+Yvnug8+qZW266Me239J/veyCttx3sev2MdsLf9f3vpgsvOC/r+Mf727anjz75NP3mX+71rHT1lZenT3d+ln77+z9n3e/cfqv9kdbpjvpaYcITvptdsd7Hrp3s+ieHOwECEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQWhsASc9p2X6czzzbIlO+g3r1nT34X+3L7Y516RcyqVfb6mOo9NwftPez7DxxIa9asqV87c9T+4Oqu3XtsV/ye7ETeaDu03Wnu79RR8/bt35+O2U52vZ9dwevUH1v96uuvs9P5tE0bczu8LAsu4Mc333yTd+47m7k2Rf3RP72bXb8m8Hez80dQ50oUPQhAAAIQgAAEIAABCEAAAhCAAATGlYD7dT6zVxfv27cvbdmyZVybSrsgAAEI1ASG6nCXVZ8M6xqqRFt+P53SRjyO9mI6yoxLer4Od/VP//Ru9ribfb4O/HHhQzsgAAEIQAACEIAABCAAAQhAAAIQgEBJwP09ONxLMhxDAALjTGDor5RxJ7AmxRg8X3mxTPn6F/NcL+p4nsvFslI/lrnepMXqp/7F3exytrObfdJGkvZCAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACpwqBoTvcHVw/p3dTWVOe24pxm1xbftSdhLQ72rWbXe9k99fGxP5JJh5PQr9oIwQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBxU5gZA73xQ5umP1zJ7uc6PHd7Eo3BZztTVTIgwAEIAABCEAAAhCAAAQgAAEIQAACEIAABCCwsARwuC8gf3e0azf7ihUr6t3seo2MB3azOwliCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAALjTQCH+wjHx97CnuwN9T01uJNdu9T1Pna9MkbvZi93s7ujnd3sPfg4gAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAwtgRwuI9waKKz3R3t2r3u72aXo71nN3tw0ONoH+HAYBoCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAwAgI4HAfAdQmk3ptzJo1a/Judr0+pilEB31TOXkQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAwvgRwuJ+EsZGjfd26dfkVMiehOqqAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBBSCAw/0kQO/Z0X7CKux9rftJaAFVQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAwKgJLB11Bae0fTnXyzAMZ3uT3bKehTge13aJxTi3bSHGyuuEi5MghgAEFgMB5rTJG8W5jlnUi+nJI9Bt8WLpR7dHvalR9G8UNntbzdFCEFiIcZ1NnbORHRa/hahzWG2PdiatH/3a268s9pn04ARg2s5qsbHx/njc3nNKJo3AqTamffqLw32UJ+8wnOtN7RuV3aa6ZpM3ru1SH8a5bbNhPGxZuAybKPYgAIGFJMCctpD051b3XMcs6sX03FoxHlqLpR9tNEfRv1HYbGs/+SePwEKM62zqnI3ssKgtRJ3Danu0M2n96NfefmWxz6QHJwDTdlaLjY33x+P2nlMyaQROtTHt018c7pN28tJeCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQGEsCONzHclhoFAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEwaARzukzZitBcCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAATGkgAO97EcFhoFAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACk0YAh/ukjRjthQAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgbEkgMN9lMNyYkTGR2V3vs0d13apX+Pctvlyn48+XOZDD10IQGDcCDCnjduIzNyeuY5Z1IvpmWscX4nF0o82wqPo3yhstrWf/JNHYCHGdTZ1zkZ2WNQWos5htT3ambR+9Gtvv7LYZ9KDE4BpO6vFxsb743F7zymZNAKn2pj26S8O91GevEtGZHxUdufb3HFtl/o1zm2bL/f56MNlPvTQhQAExo0Ac9q4jcjM7ZnrmEW9mJ65xvGVWCz9aCM8iv6NwmZb+8k/eQQWYlxnU+dsZIdFbSHqHFbbo51J60e/9vYri30mPTgBmLazWmxsvD8et/eckkkjcKqNaZ/+4nCftJOX9kIAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgMBYEsDhPpbDQqMgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEBg0gjgcJ+0EaO9EIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgMJYEcLiP5bDQKAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEJg0AjjcJ23EaC8EIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQiMJQEc7mM5LDQKAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEJo0ADvdJGzHaCwEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAmNJAIf7WA4LjYIABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIFJI4DDfdJGjPZCAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIDAWBLA4T6Ww0KjIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAYNII4HCftBGjvRCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIDCWBHC4j3JYTozI+Kjszre549ou9Wuc2zZf7vPRh8t86KELAQiMGwHmtHEbkZnbM9cxi3oxPXON4yuxWPrRRngU/RuFzbb2k3/yCCzEuM6mztnIDovaQtQ5rLZHO5PWj37t7VcW+0x6cAIwbWe12Nh4fzxu7zklk0bgVBvTPv3F4T7Kk3fJiIyPyu58mzuu7VK/xrlt8+U+H324zIceuhCAwLgRYE4btxGZuT1zHbOoF9Mz1zi+EoulH22ER9G/Udhsaz/5J4/AQozrbOqcjeywqC1EncNqe7Qzaf3o195+ZbHPpAcnANN2VouNjffH4/aeUzJpBE61Me3TXxzuk3by0l4IQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhAYSwI43MdyWGgUBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEITBoBHO6TNmK0FwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABMaSAA73sRwWGgUBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAKTRgCH+6SNGO2FAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBsSSAw30sh4VGQQACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAwKQRwOE+aSNGeyEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQGAsCeBwH8thoVEQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAwaQRwuE/aiNFeCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQGEsCONzHclhoFAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEwaARzukzZitBcCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAATGkgAO97EcFhoFAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACk0YAh/ukjRjthQAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgbEkgMN9LIeFRkEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgMCkEcDhPmkjRnshAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEBgLAngcB/LYaFREIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgMGkEcLhP2ojRXghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEBhLAjjcx3JYaBQEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhMGgEc7pM2YrQXAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAExpIADvexHBYaBQEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAApNGAIf7pI0Y7YUABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIGxJIDDfSyHhUZBAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIDApBHA4T5pI0Z7IQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAYCwJ4HAf5bCcGJHxUdmdb3PHtV3q1zi3bb7c56MPl/nQQxcCEBg3Asxp4zYiM7dnrmMW9WJ65hrHV2Kx9KON8Cj6Nwqbbe0n/+QRWIhxnU2ds5EdFrWFqHNYbY92Jq0f/drbryz2mfTgBGDazmqxsfH+eNzec0omjcCpNqZ9+ovDfZQn75IRGR+V3fk2d1zbpX6Nc9vmy30++nCZDz10IQCBcSPAnDZuIzJze+Y6ZlEvpmeucXwlFks/2giPon+jsNnWfvJPHoGFGNfZ1Dkb2WFRW4g6h9X2aGfS+tGvvf3KYp9JD04Apu2sFhsb74/H7T2nZNIInGpj2qe/ONwn7eSlvRCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIDCWBHC4j+Ww0CgIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCYNAI43CdtxGgvBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIjCUBHO5jOSw0CgIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCaNAA73SRsx2gsBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJjSQCH+1gOC42CAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBSSOAw33SRoz2QgACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAwFgSwOE+lsNCoyAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQGDSCOBwn7QRo70QgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAwlgRwuI/lsNAoCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQmDQCONwnbcRoLwQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCIwlARzuYzksNAoCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQmjQAO90kbMdoLAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACY0kAh/tYDguNggAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgUkjgMN90kaM9kIAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgMBYEsDhPpbDQqMgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEBg0gjgcJ+0EaO9EIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgMJYEcLiP5bDQKAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEJg0AjjcJ23EaC8EIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQiMJQEc7mM5LDQKAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEJo0ADvdJGzHaCwEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAmNJAIf7WA4LjYIABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIFJI4DDfdJGjPZCAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIDAWBLA4T6Ww0KjIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAYNII4HCftBGjvRCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIDCWBHC4j+Ww0CgIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCYNAI43CdtxGgvBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIjCUBHO5jOSw0CgIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCaNAA73SRsx2gsBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJjSQCH+1gOC42CAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBSSOAw33SRoz2QgACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAwFgSwOE+lsNCoyAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQGDSCOBwn7QRo70QgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAwlgRwuI/lsNAoCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQmDQCONwnbcRoLwQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCIwlARzuYzksNAoCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQmjQAO90kbMdoLAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACY0kAh/tYDguNggAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgUkjgMN90kaM9kIAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgMBYEhipw/3EiRPpxFy73aJoJgkQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgbEjMBKHe3a0m2d8yZIlaYl12Y8H6b1kc5BiCO68N5NmsGMzFJOEAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCCwogaE73OUYz45284wfOnQ4HT12rD6unektXXbd42bjmOm5vOfL137kyJEkL77q8HI3Vx57PjEEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAYNQEpoZZgTvGv/zqq/TKa2+mz7/8Mi2fmkoXX3hBuu6aq9KKFSuyk1zO8jK47u49e9Mzz7+QDpuz/tu3fSttPv207Fw/cPBgeumV19LnX3yZNm8+Pd18/XVpzZrVtb03334n7d27L916842VM15O+bIWjiEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACoyEwtB3u7jD/8quv0x/+el9694Nt6cLzz0tr165NDz3+VHr0yafT8ePHszO87IrrKn72+RfTCy+/nt4x/YPmZPfw8quvp207PswO9Y8+/iQ99+LLuUjO+6+/2WVO+hfTmWdsrpzt2mXvmsQQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgdETGMoOd7113V/x8srrb6S9+/al//7ffpXOOvPM3IMN69elx55+Ll12ySXp4osuqHell917462t6d1t29ItN16b3n1/W+2cP3joUHp/+450wzVXp/POPSddc9UV6dU33kra9b561ar02FPPpCsvvzTvpJfTngABCEAAAhCAAAQgAAEIQAACEIAABEZBIPtARmEYm60E8qZKNla28qEAAhAYLwJDcbibBz2/v0XvbH/vg+1py0UXZme771y/dMvF6fmXXk2f7NyZHe7xlTIuo9fQPPzE0+l7374trVm9Kr325tba4a45danNrtohr5B3ytuL3FcsX57e3Pp2OnzYXj/zrVtymdt2uzlznh9+Md29d3/6xl55s2zpUv3d1hlDbrfJqr2DyM9oEIGBCOTxsXNSfwuAMHoC8B4941iDeOvc5uFipDLatK4/+tshx48zp4yWdMf60qW6esK7Q+PkfGrtpPP8WLXOOjm1nrq1wPvkj329Jj9ha3Km8pEPALxHjrixgmV2/dT5zT1QI56hZ8J76Ej7GtS8omXKshVr0oc7v+grS+FwCHAPNByOg1rhHmhQUsOT023+0iVLZ3UPpLnomPkFVq9akc48bWPfxgzH4V5VIcf3wYOH0ob163OOO7/Xrl6T37f+za7d+Y+hLlu2rHYWSebo0aPpgUceT+eedWa64dqr09vvvpcXC+5QWrlyZdpy8UXpZds9v3btmvT6m2+nSy+5KO3bvz8999Ir6Wd3/zi/L/6tre+m9evWpquuuCytXt19v3tfAgMUCqjCyhVTaYPZzxNPHxe61vHql/7w6y5z0m+wNk9NdfrstrJBPkZAYIkx35f/dsD61SvzghPm7ZjzudpePEDJEnsItc++G8vTeptwtMCH9wDYZinSGSe7ibL/dhnv1StXpFX2D96zBDlLcXHXfL9n/4F0wi6qG9etgfksGc5GvOa9z3ibIrxnQ29uss780OEjad+BQ2nT+rWdXyzaCDCXz41pPy3nfdA2qOy3f5m3kdbcDu9+5NrLxLQfu055Z9OO1ofr7O8/rVg+xVzejnReJZl3vgc6ntfjugdabvdArFfmhXUwZeOuNaJ4r7f7YJgPhm3uUp17Ts0n61dxzzl3joNp+vVzv/majh47ntavXZ14ejoYu7lIOe+9+w9mRyRr8rlQHFzHee/RPZD5U+A9OLu5SjrzQ0fsHsjO8432VpaZ/LyxLj3clo93pjBUh3vHQa73pxdLXztUjsrVMQXvoNIvvvyqOd2PpV/9/KdZVzs4FeRo93DTDdfl5Ev2LvfLbMf8Ddddkx585LF047XX5Mn2L/c9kC7fckl+9cznX36V7vrBnV0nd9keNzrLeKX90Vf9GzQcs4uBdsVvMCfNlD1kIJwcAnsPHMgOyfW2yCeMnsAee/C1xpzt8B49a9Wwx+YU/Qporf0jnBwCh48ctcX9Mc7xk4M7HTTnrxYJzCknCbhVM7XsUNJN7EZzuBNGT2CprXN1nm+0TRyEk0NA9yC79u3PThr9QpYwWgL6de9ue8Ahp9jyqaHebo624RNuXU6DVXavyvXz5AykNmSsNn8FvE8Ob9WiX+Id1wZP7vNPCvQj5qPTfRDn+EnBnQ4Za10/4X1yeKuW5doEU206GkWtQ10BrbAdlyvsIr93/77cVi1u5XzXrvcD9h729evW1Y7nztODlD7+dGf1fveL0gfbtuef7OvVMytsx6ze6X7hBeenC847N78+5vZv3Zz0T+G1/A73Q9nx/ri9w32j2b7zjtvTF/Zqmv/5n79Pt91yUzptU//t/dnQLD/0JKPzuKBNMT9ayP32n2brS5PCrv42zW5+x0b3eJSpk1nXKPsh20uMe37+knd1KKfzEKjsYzyOaWnMJsxHdzb1tMmOov7BbRrt/CRN3wntolFo5t3W/jK/X939yko7Oi7ly+MmmSY7o8prak+sa3q55lLxFek8p1jc4e1603W8ZPDYbXg8uGZHcq56s62nlB9dvTX3zileMC/b4cfeHo89v4ybypvySr2241HqDmLbZTxua2d7vvN2id5z3HM9nns9g80RXo/H86nPbcw3nqkNM5VPr1/MfQ7X3CJncH/u0210cmZf93RLg9joJ9OvbHpt/XPmYivqxHS3psy7ej2VOJfnfFdyPqnmutstlvLlcZvmoHJt+v3yh2dbjPOa3OZx/QRYYeHOcdU+vL7J2riFmrc1zF/F1uXd1PemPO9VvzKXaYrb9GJ+TDfZGDRvWHYGra9ZLs8ltkr0+bzLvFm+kzvftjfpx7yY7teOUZQ11d2UV9bdJFPmde45bSYx3p1X3s7Mu7ShepvyyvaUx7PRmY1sWc+wj+fflnyO2xxeLcnnOI8Pu18z2Zup3zOVz2R/ruUz15t553vP+Vw31T6vy+O5tjnqDWJrrjKD6MW2zCU9vY6ad49fZTi252KlozO9nc22XM7jZqmFzZ3eNjH3a6bWif6q5OntnK7bkfFrwXQNzxmuw912jMg5/uFHn6Rvdu1KmzZ2HN4ffvSxbdM/kM4+64xc737bgfz1N7vSaRs3pEPmiL/gvHOS/jCqXg+jTusVM9p9svXd99MRS593zjnyV2cnk24E9b73F2xX/M/u/lG2p3fHr7I/nqrgu+LdIZUzh/hhzbOQP1qt+g+DO7K9YurfYGFQucGs9Zc6mXX1b8kwStWb2KPmMeuRmEe10c48zMxZdRT1z86mpKNGM+9BOxgtlTr9ykpZHZfy5XGTTJOdUeU1tSfW1a+8W9Y7p3Tzo6XZpd2Gx7PTns59tvpzlZ9re9vrq9Y7WaCeui0xWE0u5XFbPU3lTXlt+mX+KHUHse0yHpftaz/2GyhpelrnU82+UXX29XTNlLrlcVeymxpEpis9mtRMbZipvNuq6Q6Cjm7vvNKVnzk1eN3ttgax0U+mX1l7rc0lc7EVdWK66+Qtz+m5825udSe3t+5+ks3yg+oPKjdzC6ZLDM92nrnNXLQ4N+7RwvQWD54zLDuD13gyJZuulF3eTX1vyvMW9ytzmaa4TS/mx3STjUHzhmVn0Pra5eL80mXeLt/7regn11bW1PeYF9NtNkaV31R3U15Zf5NMU15epdTKM/NustGUV5tsScxGZzayLdUNLXvubanXK8HEzLyH1vB5GgqNbrQ0U3mj0hAy2+uteVstLjU/3rWVIbTbTbhNP26K5yoziF5TfbPJ69YReXctzHQP1JWcnuranl4225xBbbmcx7Ot52TId9sW7/NVs5e0n+cuMbt2DsXhrkbpJNG72W+6/tr0zvsfpH888HC69eYb0277I6OP2Q70yy6+MO9WV/M++WRn+h//+V/pZ3f9IH3ntlvTJfZHVmPH3tr6TvrD3+9P/9e//7d07jlnZ9uyL2f7EXvHzqNPPJOuveoK+8OsHQf+WWduTs+++HLe3b59x0dp44b19g73hXvdQj0U5jHo+fLEFdDsxgnpWRAQ866zZhaKiM6JQOYN8Dmxm4tSZ06pgNeTzVwsoTMTAZ+yRbtnLp9JkfI5EfDTWQugehb3zDlZRGk2BMSdMGIC1aSSz3GAjxh2ad5mFWPePc2ZXEpCwzzuXDeHaRFbgxDozC0uyTnuJEYVZ94+q/iicVSVYTcT6D3HgTJqAszloybs9qv5WusUX6gwhTuc0cSB7yjv84ficBcBd5jLQf6bX/wsPfXcC9npLif8NVdcnm6/9Wb7I3+dd7Ivtz8uco45y1et7DjFXddJTln5Gaeflh34nufx9g8/yq+budEc+x6uNPty7N//4KNJtn/8/e/aO46H90dTvZ5ZxzaIepF+0y6PWdtCYWACOuf8LzwPrITgnAn08g4z15wtothOYEl+LZe/kqv7LLZdg5L5E8h/V6Ra/XCGz5/nTBaWLrO/41KvNmeSpnwYBLQOm5oy7pzgw8A5ow2tUfjbPjNiGrJAhzk+sSFjbTEnzppTat51okWB7KEQmLLrJ/dAQ0E5kJHMe0nnb88NpIDQPAh0FijagCnuhFET6PBeZuuV4/AeNezavs7vtKTjcWdJXmMZaSKvV/Q6lRGFJebN92coQ61Cr3TZb6+RkcPZX/eiqnRTp1jlSueTqqhZZZJRWemMP2Z/uE5BTr4yHDx40Oqbyv/KsoU69j4vVP2nYr1irlCeO6cii5PRZ3ifDMrdOjq85/MTs64tUoMR4BwfjNOwpOA9LJKD2+lcNjtrtMG1kJwrAc7xuZKbn564szacH8PZaMN7NrSGI8vcMhyOg1qB96CkhicH8+GxHMQSvAehNDwZeA+P5aCWsudwhOvDkTjcdaKUC9qmvEEhNMlFe4LU8wRId47spGjCRh4EIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQiMiMBIHO5qqz+dUbp0vnt5U77KFKJDvZPT/Wwr8zr72e1aIQUBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQGB6BkTnch9dELEEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAExp8Af3Fi/MeIFkIAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgMAEEMDhPgGDRBMhAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEBg/AngcB//MaKFEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgMAEEcLhPwCDRRAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEBh/Ajjcx3+MaCEEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhMAAEc7hMwSDQRAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAExp8ADvfxHyNaCAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhNAAIf7BAwSTYQABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIHxJ4DDffzHiBZCAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIDABBCYmoA2nvQmnjhxoq5zyZIldXpawsRO2H8eomy04eUxjrIxX+ls08y2ych2W1lpaxKOI6uZ+hVlkw3NEn1Y6Mlv6HQ/u53hXlxMGxDUWSWrfmyk1CtvxKuvRG9+bb5ODGJ3Jpna2IQnIquZ+hxl1W2XL/NLJC5X5us4z1IzzBvZfvhONdmZpLzIqx+bzKdlzo82mvrez26Hp89Q07UX07xTcurHpeStCaWaUoq5Zjqzfna9DTPKhPqm1zB5Od7v3PIZvr8+D3gvnVWPDS8MscuFrDrpuv1kauFFkujXZ5U1sXCdjKBhnLy8n25TmSPVfOLXZs9bDPFMXNqYuJ4YlDL+PSjznZfrtpVLLssssrlkpv734+Jl2cZIzu88atPG0ts8ybGzazrfVNaWX/d5tryl2GK3thkSIm9VLKowF+YC4HpKl+PiZWV+1GsqU/liD3Nl43ri08RO5U35ks+6A87Ri/H66exKPuqr0enPTSIWpukqcwbmpY5UpgVrQ55XFtHE0sZbfR+kTHIlu4HGqmH+ly0P/ep2mXGNO23v+p28nf38pF7mstOZ5i/ANNaSH4TVIDJed4yXmGKn5ph7iqaFonFgGibsJllha8sfBKkPhbehPB7ExoLK5Nlz8Ba0sWrKb2PRJDtoC5psttlrkh20nnGSa+pfW9+aZNWXtvxB+tlU13zsDVLnQsq09a0pv4mN2t4kO2ifmmyW9pqOZd/noUHrGhe5sj9qVxMHz2/qZ5ONQftX1jXjsZad9n9TOwatcyHl2lg15WcWs7ieDtKvsp5chylGnmVeeTxIPeMm09YH5ce+e7tnm+96bXFT/bEOX/Q2tWWazVmuHWr9qBfTtcBoE7G//WpqkmvK62ejrUx2FAbi3GbkZObPcZz68go22+Ta8mfb9dKOjhUmhv8sOlz2tU21SW4YXJpsNOW1tWtO+eFcmlF/NrIzGusV0Glll8ppoa3/yh/kHBxUThXPRnZaQ2fKGCG7maqO5bpOdR/5x5LedBML5SkMwr3XGkczEWjiLZ22/JnstZVP5BjO8rvDOd42+gub33Yut+XPtrVN5/awbA/cllmeq212B213k1xTXls9/fJlR6Ge7+0wf7fihbpPf3G4F3SPHz+eDhw4mBSvXLUyrVi+PEvEAYtpyR45eiRNTU2lNatXZ9mjR49a3tG8I0Dss7wu6bZ40nhNLZ9Ky02+LRw9esxG1OSWLcsisb4+Y9lmbizzY58OHDiQea1YviKtMuYKsTymjxw5kg4dOiT/VFq9alXmrvLDhw+n4xZrfdr5TphE9SXQl2PlihXdL4kqCEFjfezYsbS8ZawlWn/BLB3bE8yMfdLbrXi/MT92zM5x47Jy5Yrcdi/XQUwfMraHDx1OS5Yuyef40qVL8/fj8OEjebKplC2qznFLLTMZ8Yzcslz10WF+3GQ634N+53VsS7Qx7unY7oMHD6bDdu4un1qeVq9elZsey2NacjrHdS6vsjlF84DKD9kYZCeWtAVMQUIWlto5vqLPOS59zUk+n3W0ZKZ7s6HxXGpjrLlMIbbJ5SclnvU8buNz5MjRzHrNmjCPW16etzOQqvcVc42LzxlNXHQd0ABNTXXncf+OSL7fvNNkbyzzqi+uzpXZzCmarzWv6EZ3tfHWfCEeOvdlK4dp5/jSeq5qYqFrgwbLr61+/nosHV1bNSctW9Z5m14sa7I5rnmx3Xm+OHjIvrtL89yiuC3oGnnQ1ixH8/VuKl9DJSt2ysvXTzvO9jU6lqHhWL5ieb0eKW3r2qlryQqTaQvHj5/Ic0tb+STlqy8HDx3MPDTnxrHQHCuWuq4uq+Ztvwbq3NN1QKd1Z+1SzQvKsf81X+g70DSPy6bmJzH2+blkpnYoeH1l+aQeH9R6z/omZjGIlcp0Ta3XESbn/fe1edO6Uuf60Ypn+X3R+ay5SeOncWwLGpNldq3UtXcxhczV5hMx1fUtnt+aa3Serlq5Ms83sUzcDuj8tjFYZWMV52Hx0fmr9UYTU609jh7T+b2idZ4Rb10/m8Z6kvmLt9Z7y5ZN5e93ZCpmur9snE+Mt+byznyysp4Xsr5xkp7mZb+nioxk9/CRw9luv/nEv0ua85ReLKe6GOlc1RqucQ6381H3/1qXiK9/wzVW/fwDef1irDpzeCTeucbONIf3aiyiI+OtOVXrj/Z5vDPfqNfxO+DzuOYi1/VyzTlivlLzUXFy5rHSGNsc3TTnlPXkq6e1z8/5SacvRro+6vpW9l9zuLjF+daZKu63lu9eO1dMW9P5tdO/V87Qbfuxx235Xj5psc5xMXBfoLc/r7vzfNOZ45Uf+65x0j1Rk39Ac7iufbruaU0SQ75W69phY7zCvgM+T5X2/drr9/+x7mhv3NL5fDK/Rz5P7T46tjvPJ/Jh5bXIkp4ynd+a33V/ucr8LTofnYlinfsqa7pn8TH0a25WtI9Yt7jrezBbnu1eX6/lFIp3fPhRevWNt9IXX36VjhnQjRvWp8u3bEnXXHVFdpo4cE3In3/xZXrtjTfTJzs/zwOrgbvogvPTt791S9r52efpwceeyJOcJjt9UXTiaID0xblsy8XpO7ffli8QblPxR598mt7/YFv66ptd+Qt07jlnp2uvvrK+yLz7/gfp/W3b881ZdrxVK4Hvfvu2tG7t2p4TYpyHzfv8jfXz5ddet37vzBcGTVIXnHdOuumG6+r+qB/irS/QG2+9ncTgm917MoMNNj63f+umdMbpp6UHHn08ffX1rjxOWuiLu1jrJlcX6rt+8L10xubTexh9bfW//d576fPPv8z2N5udq6+8Iss5P7/47tmzN71nY/PNrt3p27fdksfE++Gy4x6rL5/u/MyYv5E+s/NXfNavW2vn4yXpOjvPfOGpfkhWF91XX38zbbPvxd69+3LeWWeeYef4zZnp3//5ULaxzCZCv7nSxK4bJ3137vrBnWntmjU9zL/6+pv0znvv5++PnBMak2uuuDxttnjP3r3puRdezhcejZ/4ZqeFtedsq/eaq66043Znkto9LsHPjT3G7RU7x7d/9HFeqOtG9fzzzk43XHttOm3Txtxcl9VE/8ZbW+0825522/mmi+fGjRvSHbfeksT9T3+/L39PpuzGLPM2AfHW5C+n7r333JU2rF/Xw1t23n73vfTZ55+b7pF0+qYN6So7x88568xcty46n33+RXr9za32vdqd5x3Vdd01V9t3sHfsxoXtTO348ONP7Lx9I33+5dfpmH3/N2xYZ/P4JekaO8fFzXnrHP/yq6/TKyar78V+u3nVRfbcc85KP/zedzKXv9z3YOYg2c483nk4p7HactGF6Qffu6OnObL98ac7bQw/yPORzuPzbB6/xpi7I1/n/Vtb30nbdnyYH4KcbufBtVdf1TPv9Bgd5wM7B3X+aB7f+dkXeSGja9GWiy9M1197dXbMiImCGMrhqGus+p7PccvT/H3Hbd/Ki5/7H3rUrqeH8gLJHSs6x8VM5/bdNqessznLx1DXVdnSdVFztHifbef21VdebnPQhlpu3/79+RzXOKsdF5x/Xr6ua7zd1jhjjm3z9uqa+LrNF+/YNXHX7r1puS0qN28+LV1v390LrX8K8YHaR/a9eO3Nt2zu/6pzk2p9v+qyLenWW26y/K3p5Vdfzw80xFA3qbp2am7RdeDbdp3VnOB1y7bWQG/bXK7vkK4lmvOvvPxSq/t8FWf97R9+mLbb+OgarDFuc+5khTH/8L7vt3PpvoceyYvtH975nXqtovNKfX3m+ZfyekPnofIUdM173dYvWvPo26Dv/FVXXJ4uv3RLvmndd2B/evTxp/J43fOjH2ReXp/O8Sefec7ms6/S3T+8M23auLFnHPbvP5De27YtffrpZ+mcs8+07901uc7F8KHz7+lnX0iffvZZ+v53vp3OO/ecfE7qHNX16u/3P5RutvWivu/OS+s6XXPjuvLC889NN1x3ja131mX9522d8cGOHeknP/5BOv200zq6uuLa/1vfeTc999Kr6Qff/Xa6+MILesp0o6Y1+ocffZJ223pFa1ZdBy6375HaNMnB+WmN+8+HH83zp65vWrN4mdi8adcunaNav/j5rflXa4gvbX2nMTvN1hlXXnapzQeX5TXcLrP50ONP5vXmj+78bmblNuVoeMjul7ShQGvGqbDu0Lm/3dafsr/b5jht+tBaUONdfg8mjb33f9++/elhYyOnzF3f/16+vomhzqdtdo4+Y+fqXd//rn23z6p56z5Ic7/ueRTE+6rLL09XVOeh5uwHH3k8r+fu+tH381zl9cmB8/RzL6RP7Dt1t90X1ed/NVfJnstqXn/xldfyPfHNN16Xzj377LpMcpMWvF96wPHX+x7IDyO01ov3zx/YufasMf/Z3T9Mm08/XTC0eLHv/Md57aJ5WOel1iOav7W201pF9y+PP/VsRvJjGy85grw+xZrDPzXfQFynS1jfoc+/+CJzXrqks/FA85Aectxoc5b8AG5nUnkftXNOTLU2v/OO2/L6y8/x3Xv22Fg8aPdEV9sa46q6r5qHNI9/+PGn+b5HG5UuOO/cdNP11+Z5XNfR5158yeaGHemnd/1w2nmsa+4zL7yUvmPrDt3jNjEUe92jaX75wtYz37c53++DfW6bVOZy4mpe2b/vQLrrh9/L86Uz1zg8/vSz6cc2F+ua6mzku9I6cGflH9D3Qv4q+Qd0Pmsd/vxLNo52/dP35swzNmddMRKvre+8Z8xfNLvfSxddeH5tV+VPPfu8zVff5O+K17ds6bL8cPY2W1/GezPJT2J4+ZXX85r4O7d/K116ycV1/7WpVOf4pXZfdMtNN+SuidfeffIPvGHXuI/zOlvX2vPOlX/gGjufN2U5+Rm1Pv+RrTV9rFQgfV0fHn/quXTbLTfm9WRWsA/nu9t8ZVrzf25rfuXpmi2fovwu4xy8/Z+Zb05rAzH53rdvz34OL3vJztNP7F77J7YWWWtrBvFQmfwdb779Tvr6m902jS5Jp522Mc/ROo8lo/sW2dRc8p3bb80Y3KbW0lr76L7whzaH+wMOL9f6b6vZ/mD7Rx2f4eZN2S91hl0nXKYf18leIfbr2SzL3jKI//svf8+Dcfmll9hN61X5Qqsbq0efeDI7yzVYCrpx/b3Jvm4LT524mowE/D2btPfu32cTyIq02b4sZ9jNr56AyAGjxaQcC/qnSUaDE4NuxH73x7/aQNrN6dRU0sA/8OgT6cmnn6tld9gk99qbb6dddoGSA1RfVl2UtCialOAn5edffpn+8Ld/2AJma75J1EVUi8bnX341/fnv95sDYU/+coi5HAv6gvzjwUfyhH+lLSqvuOwSu1DuyV84LUw3rF+fzjDm4i7HixwrcvaeaeOz0RZGshGDFlwPPPxYev7FVzNftUs3WXL4aOHkQfn6Av+v//1Hu0A9Z5Pifq2FJir4uaZFxX/96a950bPlogvyYk4X0QftPNMkoxsf8dY/nVt/+cc/0xO2SFxp5/A1doMjHV2QNXY6R08zZ7DO5w12UdZDKt3obrK8M+27sHrlqnTCFowxaJF634MP2wX7FWN+PHNU+u8PPJSd0Xq6q6eS39j5rUWY2rDTFqKS+SQ7yjrWvD/R9jil1T4xVB/kJNc5vdlu6nWO62bx1de3pj/Y/PHlV1/lZktW5+P9Ntc88MgTOe8qc1zpAqEFiuYPTfybzIF4htmRY0vOBjGXU1zzjD/YiBzUjkdswfWkLXTktJyyhxWv2oVb4yq7CrLxJ/u+fbJzpz0wPC9f5HWD9/DjT+Tvmto27rzVD2+jHAL/+89/txubL9JltuDRIl59uM++6488Vszjn1TzuM2pGp9rr74iLyDfeW9bkoNW3w2fs/VAVefgIdvZKmeZ8t0hHOv/6uuv0x/++g9zuO/I5VpoaR5/4pln63lGDqT7rT0Kum7ohkE6GgsF70s+GNMPb6Oc3eL9wbYPzTl1frrpumvNCbUqPfLE0+l+m68PmvNc/PVPjko9pFOZzmc5TS69+KK00xz26rucsfkcP32TzSPrsyNXzlyd75rH19pOeD3Mi0HXiUeffCZ99dU39mBlfX5Q/pjN0w/bWMu5r3rl0Pib1fv08y/mhx5y/j5szk05JPJOB5Px/kTb45pWnzSX6rt930OP2YP7pelGO88vvcRY2gYArU3eevvdTvOrKfgt+17815//lrSGON8Wr9ca+3VrV6et776fHWQaMz1w1vdA11M9/NfNmfLO2rw5OxxkUHU7q5defS072VbZL6Q0/7z7/rb0x7/en68Rut7+9o9/Tn+xm4yXXnuzrkc2XF/pSQzaOKH5Uw8bnjXnujiJi4LOd83XOq88PP/iy3mOPWBrOp3zupbus/SfbB5+zm5OFbTAP2DXgLfeeT9/H5Rn03cOWs+8bAy1S0frnBh0Pf4f//Fb+049Y5zfyOMWyyc17eeIGGiNK6fLY+bM0nfZHdt6mCrWmmMVNAaaR3RtfdXmdD188HWl1naddeXurH/c1h/v2hy9w250XVcLEn2v5FDW+vo0e7BRhnfs+/Knfzxgm2K+yWOma8KfzXGn75eCt7vUm6RjfXe/sHlXD4heevm13HQ/v3Vfok1GcT2th61/+Ot9eZyuMie77oe0Y/0v9jBETkYF/YpSTLfa+a05XcFZad34sm3s0E5s3TjHoLX4Yza/f2EOAz0415ryiWeeTw/ZNTXvYAvzUdSbpLSuaZpP3nnvA3tY96Kdg+Zsj/OJzcXaje5B6+E//u1+Wx/vz5tVNJ9oF/CfbT6RvoLW0vlcNgeYnBIKzlvrUjnRV5iTeGN1jvv4ZsHwIae+rq+aWzQPLZagOVvnoc5HzeFi4wz227pB84rWzArK1z2g1jk7bePK5bYuv8H8Axoj3S9qraxrgq6BeUOBrbE1Pyg4c42v7t1X2X1RuftVcvoOaI5SrPseOYH32DjpOrEYgjjs2rPbuHbmcX2v4zz+kfHWmltBvHVv9EfzD2heOOesM9LNdu+0edOm9KLNR3/6m+aaXfn+cYmtfeQz0Wa4GHTua2OHOPZzLurB1X/Yvb3WpJpP9JBjsQSd4zqf5Jd6yu455Cx35lqn6Jqqe34FMf9g+47sH9DmsEsq/8Bqm5MfsrW0zvPOr8lsM6ORf8PWlx/bvORB+lrz6NopX5fW4jF0yg/n+1ZttNG//EDFnMlaR52wti6GoH7poZoevOk7r34raE7X3LHHvts+J0hWa5JnX3wlO8K1VtFGODnXtYbXQzgF2dhm65T3bXx0drpNlb1t6xFtnjzNvhsKsq1/ktFcJH/LK/Y90FpIG8m0OUf3YLoGuHxOjOmHzk/N03Kuv24PDmLQ9UibvTT3etD1T+sznd/X2kbpq664NF+3/micdd1U0Fpb595Wm9Odg+uLueZpbeqSnI+VeCr9lK1n/mk+Gg3rmWecnvn/ya7FaqPLuK2m+JTe4e4npuBrUXG6nbS/uvcn9WShnTOP2kT83Muv5CdL2q2hk1gLfy04//XnP7MntefWXGVHT2E1UL/6+U9zvr58/9/v/pCuuHxL3v1eCxeJFbYg/cmP7rSdgRflJ36a/P9mC3l9QW63HcU6AXTyXWY31W67MNHzRSzLxuHYeesLokXOrl17Mu9LLr6wbp525ukL84Ix/5E9YdITKjkPXrAnh7fdfIPtOrqjfup068035klejjHtfvIgbh+YI0i7ZXxXqZf5ZLXUHnrIGacdgdrhoaA2PfzkU/lCot1nCno6+Pd/Ppxutbp1PmjXpIL3JR+M8Ye3UzeqT9qNip7e/9rOzTPPMCeKhW/Zv8effDo9YRfk88/t7AJT/osvv2oX6h3pXts5cKNdCDzcesu+nBTXn1iZgnb7/q//+mNaa+f+vff8OOfFD2eu+EZzyJ1tCyi/QDxhT9kfte+TdmBfbDvFfv7Tu/NCytv9ql2Q9URSziQtFjw/2h+3tPdXE/xHtqj59c9/knd6eTu3WF9+/5d/ZAfgz+76UT6fdXOrif77tvvj27YjQz8RU/iWneN+c3uP7cZT0K9vtOjUovXuH36/fkVNLrQPr1+srrI5S7/IOFNOMwv6dYMWT9qtoyfoenioeev//u//Vp8TS82x8/RzL+bv2vJ167LeOH/4OaGLp+bxTbbY0xwpR63CzTdeb3P205m3dgvpF0taPGoRqgcdv/zZPXbuXVB3UYt5/SRe8/hvfnlvzteF/T//8Oe8a0G/KGoL+n5pl5p+7aRrgS78/3jH2/E2AAAxgElEQVTg4fyrhdtutkWOXag7u25uqZ+ua1ewHujJcaHxHPfgvHWN0q4VLT7+9Rc/tV9hdH41kdIN6SzbQfegObW1K0/ztILOvbdsgahddZ6nfM2tCrphvftH3f7/v7/9ve36O55+erd9R6rvQxa0Dz/H5YS/18pVt9qh8NCjj6cXX30j77Y833bvaLeDbsp+fe899qD20iyjX3H80x56aCe+ruuTEpy9FtrP2c3nHbfenO78zu3Z6a4+aPfKH8359dhTz+RFtq5XX9vN/xP2EEK7e3/xk7vq77l2v39tNwWaV8XAOXywfUf67R/+kq+PslcGZ6+5/Ht33F47EHTT+5+//3N28Oiaqp2/t950g/2C5M3sbMsnf2lsAo91nulXRnKcqG9nnrnZnIy2QcOC2GiThdYtCnLc6AHQJbq23XNXdjwqXzuYdDP0lN0gnGvnqHbbaD0ip5t2WOrYz2ftxD5o11jt/vNroGwoqB23XH993sVzvz18kaNtsQX9qk3fcz0Ufvr5F2ynV2eHtPqZWVdzg5wsKtcvIH/zLz/Lu9OdheZj3XS9YOuaH9v8fLWt7155/a1806VzXA/hFLST/kNzJHzLrhldp4HdbNl/GlM5b35jc53W6RoLvy7IEa+drv7d8HonNdZ5JIfic7aGOcNuLC/bcknuivosR60Hrc10P6Rfcf3Lz+6u5wKtlbWJ42lbU59/3jl2/l+UN3jo4YR+9aL1p7PSvKEHsOKnoDnOw+pVq/PuVc3XLv/oE0+lZ61derjiv+Rx+cmMO6/x00NPbYgQG/06TCHPJ/aw3+dOPeDRztRL7OH2vTaXa0ekwk3XX2cbkh5KT9l1V7sgxeXaq660B0Hv2UOlj/J3wflpzac1u3bE51emVA6abMg+/BojR73GT+sT6bi+y0127MxtDrd7DJ1ffq3Tea95xTqcu+j+Aa0nde+kX50q3GRzhO6dnrYNKlpn6NfRWlu+Z9fPd23Thn4N4Mw0BnvNoaxNHfo1qjP2c11OyrNs3P+PX/+ivr/NlVQfbifmTVpaGw1X2zVTjsdn7P5C9/d5B6lhFm+9zlIh+weM6ddf70q/vPeevOb2vmrXtB42PWdOyntsrag1y/P2oOJ9W9/dYOsRrdkVNC/pu6IHI37P7uPp7N/c+rY9pHog3WK/3Lj5BruG2kYaBS/PBxP+oYf0unbKqa3NE7fdclPu0RJjLVZ+Xsk/oLW8XpGmeydtDPOge3StYbTLWJwu3XJJOs+cuNqscZU97PM56CtzOurX8LfedH3eeFdy/MF3v5NNer7mlN/96a/ZMar7psUQltpaRfd9mjPkdL/3nh/Vawud45pvnbl8LNttA8yv7BzXesRD7R+w78gv7N5Uv5676PU38q8HbrZ53ndza3OXznttnjmjur93G4q1MVebCn7183vqa6vkfvfHv3QeYBebN6LuuKTFSmszbdB80q5tOofPt7WxgtaFvm7T8Q7zaehhvH61K99UnsMtX/cpf73/gbx5VLp6qKENSg+Zb1cPjbSJRfXovHzH1t/65ZLfJ8qun6/a3KLNQ/q1r++Ml5x8X/p1n3yTbsfHWPoxdLw6MecUTOuLr51yt1SLbAHW00HtuJOzURPTe7Z7S0GLPO3+0oLIne2SV9DuXsl29Dt5ugnIx/aES0Fpl9exD4ycDXplhhw9CprE5EjWTmK9811BiyRdoLRTRD8Z9KeTuXCCPtR+XQC0i9ed7eKtcLmdwHqooJt+ycm5qIcO2lV6i0326r9kxVCsfMdX5JrLzZbvhoy8cyX2od2pV1j9cgx43Wttx592C4q7gp5aPfH089mpISebFv8aAwUft3wwAR+6kdTN/y12I6QFvZio31ri6CIqvlttTHS+aseYXmuiRb0WkQr6uat09BMz//mlc9VOs2zPyqWv4GX5oPrQzZp2+MnZ7szX2HmvMa0vuFU94iuH3svmONPNnG6YJyF4v+UM185l7VLXT8sUvM9yvujc37b9o/rXFNqZrV28unHSRdl5y6mjc1x23bYc8LoAabdXv3NcDHWxlrPd69Y8Izta+Cro51aaX3TTq/lEzPXrEL3ayb8HWXACPj7d+Xl+HZd+hqubI/VT/daFWb9YWrdmbZ5X1BX9xP1dO8eV7872zNembf1U3efxmrnO68qe53ksez4fyKl51RWX5UWX8rVrT7v7dC1RrIcCNiz5YYfKFXSzd/mWS/JNgn6tJFvRdhYaww85az/Y8VFmKIe32uznmV6Ro51JOq/UJ+3Ae8euoRfZA2q98kTBz/G1Nqfon/S93z3nuJ3vCl6WD3Rs/3SO6tUd+j5IRw/E99lPaOW80OuydPOmuex8292x5eLO91D6et2BrtfbrP1q8yQwV//VTrVX10f1T45e/xm6ynXu3nDd1Xl3jRaICvr5r34Gf7vdbPncn23Z7K/rn/fd+foc7rHnZ2PVh/J03mp+8tda6abNjFW/IpjKGwXkqMvzmbV50QQ78Y4dP5bnazGQw1FzpoK46LzWd1xh+44P8zVRa0t9/zV2+qebMj0IPGiOFskoyJZudHVO6vqhcRFbXUf0y71zzjory+lDZQqn2a9B9HPs8845J5/r9g3K+Yvmw7qpNaDWHHqAox2P2nWroJ76HKJj3eSK3TU2//p6QawVdB5KXw/etJNyk6139Isc/brGx05yOz78JI/PRRd2HsBqPIXaeWuMZEs7KxX0CzOtX3zdnjMXwcdxO7/PtYeluo5q96ce2ink89eYeNC9kOb2m66/Js8Ffn7rRlgOMLHRmCjIEaxfDWgMNE+LqXR1fp9ndUWnQeZt1eg705nfba2j+d0ekGueWWNrf61lFkPQ+aW111lnnGHXqbPzpoG4Kz2/P73qqDZKaE7QfanuEZ23OMmxIFnJKGhXoxzBuu521h2dXwvr3kvORT3UK0PnfLfdkcZZr+m8wn7trQeBhw7bL3a6w16qTeSxrm9yvsiJowfUfr30Odwm89wvOWW0U1hzuJztudzmFTkzdY7rveL6dZeCHDqn2zmuX/7ts92sOo91z6hzXHO7zuUYfF7p3Nsvzetv3dtro8aiCprHjbdYaROQ5vHXzGmbg2EWU59WxE3OXL0eqbx30tyrXxiIr3w2mp/0a3d9X/w7I5sq10MM18/nteXn2MZE85l+sa7NHnfecXt2Yk7qvb362xw66wfNKzrP9TBOr+dSyOewrZl1/VToPGg2/4DNKzpPc3l17dQ9qX7RK2ekdrHr+6L7Q839X9q60oOY6x5fD6P7BZ/btZNbTlHd+yj42OSDCf3QfKx5WRsE9Zo/PeD3oDL1UUG/Tnp/+/b8ihmd0woqV9Br7K62ndl6eKF7LH1nLr7wwry++ch+le3hY3uFoOzIh6aHVSU/rc032Vsjttn1Vr+a0fXzY9PXHNbvVx9ufxxirWfVL12r9KD/YXvY7r+E0bVOv4zQ9VNB57bSN9paROeVXxu11pZPQL+682vjBeZPEh/Ny/5LJv3iQL8i0C/9fUNox3LnU74R3cv6q36Uq/WgNm3Jt3bY/mbKTKGzavz/27sTbruKKg/gjyVEZdQWQRAwQFAEI0IIhEHmQRIHlvqB+rvYvbrbuV0opgWEJirNIAkEggSQQQaDNNgyKBHp/atz9029k3Pvey8MufdRtd67595z6tQ59a9du3btvWvXUrlW+XUejVJNhDkQUpjwfLcUxORdKAcJE5NqIs/O5N4kgpKp95Fl906XspIBYl456KRgZRDmuc0b8l+/+6OyTFmYkHlLBkqd5Z+CcUtww6gdGRhY+l8J73f1xSQYOSiE0+NIXhjKvxjzUc8bHZbCxb06pfL+HO1qaQ/lLq9MyQBuczTC5k/Da/A7//H9hZvCM9kytHlLGC7aMtHMlHRoUwkCuLBG8liGxxsDDhk2A6Q15nlvljU+jgh/0vXFmP9lYUcsbT05Bu+aiWVZT8dAgZFR0HVWzk7hlNdn+Sh2mpjghJeMW5yYOKJxAp64pAYQS0cpw3ITj2l4L5O8S3vBKGmcIG/liL6EzqVTTjpp4YqIxccyLKTVTyLshEmw2LYGLe2V711umMGPfD8Wf4rympbymsH12FBOUcqYTFqOpt/XPKjkDXBrnnIg1XV/loGP73r0sRI6hVLm8I92ChoWcXwNjVhma/mw5xtj5iXBEr+uhZPk47wwhCcR05eQgtYtsUT3lAPw4UmmzolXtlW//pPoPc+7n8HK8szv/vimElt5y/WxUi0MVVYw/OW1V4t3d25eq3xtQWGD76diuf/cWf1N8KMAMAnivSTV2FGiM0TAW3o16k/xlR5czmX+pNP87dpKEqP01ttuD4/4n5XQVTdcc0WJa5tlaPt8Rp6b9yOsCO/HxST24liRVFY9hqcjWQWvLxOnyCNpA/Jb8iT3Jtbo75igUcp19zDWrQsFl+X1z8dkSrLyS3xPBlp9CpZ5v+vZB0poJCdWWVI/2JDDeRUJV1dCSAWvNwGraYscr12sOEiM8qhdjMXGNnxLotCxX0TK0MKlWGZ88oknjmXAKKjkrT+6NujOWK5t0suwLtXv0+WYv0+YMQTZ5wLmwssILahucGTox7slXo3okqFPcm9iziBI1sCr8H994LS1YfQIBTwDoERpYxUwI3WOC3l/ErfnWtHzs/+6beF7sVpYuA4rkZXXtcX+bVQKn5MP9TXHOCEU5BddsKEotRg5yALk75TfVAe/5YGXXrs13s4zIsMbP2DEXhsr92CdymThB2Ce/KRANGpLqqDE/p5QzpFN7B9k3DRGhlRTsq8GGkdbMCJzXxQ0jg9sCx5uvCo0HjSXfR9fUWcrPTIlTvgSYygeQNbA09HyC2HIE75N0kfM2zmSpbOS+xNHR2PIy8GXrCz7l+/+MEJ73Fz2FipjSZSReUuBc/ihh6IhjhD2cjk+cL8z8EbPh1KOwXuUOv3AW0Wx65QrKVdqG0ou+2e8Gv8SB6a94fSVhmvyEUcP+3Z8MvIOJf3BnFh733zLbQvf+bfvlVBk4r5XrzJ069yc063JJPikOPZWw90Zq07RGrkdH0/OyYiJ1hbrBzr1IBov+oGgTxuNS/Yu0GaU8BJdjfjtJ4ZjS+pPyoXeR9LxCy/uiZWnjxfvds90PvtU75b5+hn1QKtWEqwNxbl5NSUvPo6u/EsZLqroB0I2l7L+jvSL2g4vl8gXyk3dk2vmPMeFk97JJy12RsxyyJNW/1JE88K+6ee/KCuerou5PV3aPGAe0kSZrzNK2DvwqWeei0gU2wsmHOnQIIcjThn4rHExnXDhkFgYF42P8BTeh/MK5y/G6NT/4h9WRzIIKruPDx0CPZSIG3QNZEle9Xh/Sdm43a/Bz6ZwD1j0Af/ZOH2kDgnrUUlVh5mUt3/vcn8nIyLI/uG550o8PjGzhZSQPM9yNLHMCAjnxbIdA5MlUSlMZRnLfebByscbEaefhuGIL5VXzHqV/FUbvBvvj4mZ8N5y+51l1cDll24ae46wglNU8PgWC8rGFG+EAn5rxKZMa3q+27vxLu9pGYEbKs4Btsa3Oz+ykEYedfI/rX0O9F09NzEn6JhU1BsMKddzefw88HDn3Z4eyAf6zINxX4fvZAz3YRtYs9SWgSNbZyVvPP0ehi14E4jE1DbhshTTJFkicLLsHheTCUsG5Tc5xlPeKxpYSe1Wktd4V2g56Ge/5Fyej3xClZS84x7R3dG12353Tzix/3NgJmlfGxP9/Nbbi8VcWDCJ4GoSyzvBckrxhsUTF3OeoMCbQdpHH+XnTH3kuxUMo54J634vOYbHl47GuxbaL+fAifHNA9cWn/I+a9Z0q5LEnLTqg8FLIrD9IwQsfWBx0i86b/FRky2+POO/St9EuwPgw6M+3a/f+PfKiH0QEcoYkzf/JsNWjjBoZSq0svymzNtm/xh1+nvwTqEbTGYfD08ZIcTQXqG1EbZB9VEXE9v9QdBGuYw+24R3E6/p34d3lMkE5RgMhVublgrO0zLM8TXYUaTzrBM+ieei5drk31rpnhim93ny4qz6GKNR21DcnByeU7yaKNspco2PjB5FIREF9lutHhN5r22L2PlfjndKT8rl87d8q9k8wpyCzER/Y8xBHtq1u4QEC6GgVHEEYaFRGI2xXVQdfGhE+aPG4f3IM/jJ6C/SM88+W1bEUO4PpcSbMl5jUP6YMPPYNskefu5QSTN8DqSBEwWwkHcXbzyveN5tD/rifYefJN4d3x/Gu2AdGNV0jy4ZZXOPAQoCm2HzipSyvNGPcqDU2R2KtK9HaAkrIUt/ivfjgCGtBswLzUZd3gp+jSY3bTy3hNC8b/sDBXOrsgqtRx7Y+x9Rcnyr0qjtAp7SF1yxOgb/QNvw5XRhnNzHI7r7E0dHK3L0s/Pjf1OEgKTYEcrU3nKrJamnuQXl1yWxOamV0Qx5FF74eIcy2EdoA1Ua8Y7uB/pzbh8dCt3zmfBKFT6JEsy8/dnn9wTvWjteqVpjrRxGV3TtfeTbGDK57/ZVeSFCl0l1Pyon5vBDve3/gL/arJYDmzjXZDS6jYQW4tII8e7HmOt0fDzzuEip/qkYP5+K8GAMHOaLDHuMTeRAKTEvP+LDs5yD6yO/e6wooYWkWU2pw3tvmcsJt8iBruxBEtj43smDhXzHeHQEvRiFxC7bg2MYT2rOF5w4yD4MemQVimAp78mS4Gyc5FzEKOU5xvQ9EadcPP9+/rxvpo4BQEd3b4f+83OxR9iZsSfeQ2WvgMKj82WjrupbeEOPirssHQ0rjf6R3K3f0zMxSHgGoygnpk+F0ahOiRN5cWOsiLHHwQ/CMPqfN28NOTT2l4n9Jhi19KelUtczlsq1yq+zBCFshJxe7l3jdYo/scR4Chg0eW1onD/FxpGIXWNk3myYA4XL/RrfhgknxVLAK8Vnjs6S5Wec0CxfqIgfRjwmkzJL1d7p87Pc9/pYLFABYi5T9d7pxYEhaIejA2dCtrhvvGf+HEpBikFWqgAkXjE70IS3lWVKSkyV+fNQ/NrRWCyt48dxiDsvn6PCS0Rc8hxEvMv3f/KzwrQIx/OSCM4gUV8JvScGBA0b2lieRwihjMXE94SXBuE8vdzLfR1H83XFyfMYlAwCNuoUMkj87E8e2y1hQwfySIRUA8q1V355UR9Y8UMP0g08WXg2iiWIpjvhZp8CHpOG65HBe+BtIsnj2UCYtObVs08vQc6DtSx4x8BCCP1FbExroNgccT9ZxLPt74kYnTZ1/dbXbyhhCXj68G66OQx5PJd5AGXewYfMwMl8P4I8WmbFtnxdymu8OvAVRgVY2xMD1ulBkLRX8F42jWsVPWlfyvbi1WAjVPhZLWDPA+9i8sz7Ae/A/3hEUSZZvm1Al/Kd95U6W9/y/XgTFN4xUm57y+TjvOMoX22Cip7dg7/weFffInzGOXglZu+klpZw+qeE2RYGDPGabbKHn1tSaHUHBkjg9Tz5TBSEMRB3cZ4SvgJLMUoZgzP8UeJoAsvApj9IeD+PGHzXRAl5ZxsG+gdU9XwWGsh9O3iV/finWwu+JhvSgfCtA3qh9/kmuMFQEq9aWJL7YyJgA2ubyBangrgGn8f3dl40+Hy5Y0T3xds6+o5ND3nUxE0Lx0f72NTW2CfU4eMjT70MRZC4lwd/UD6QaPwzzjNIbDr/S7GaYnuRTVxICiYbUnSRzSVY4UeO+juFAN6PL0h4L55xR/ALMrSVRkdEX5lk4M8+414b4dr4+tJQtud+FPV1eeY6Baiwk4QsEnLg3oirfPRRnVyT1xiQrc6zUsjcqesSHY+1SfbLwYvEcM/wdPYJstkYxa9/S7qF+rEaSurTd/6mMPDPyEuB8dPwdv+2tgp6WA24dzy5QBBL4s9eeC74CQMefBmRhfiRzD9yszfXkgfBiTzNQ4/3aSrHS/iHkIX2vPhSCeXzdMjVlswfd+zi0CaJIecjy/YZ/XgAW31pHqA8c9PDQmkkfJx+Ns+p8OHCH0Y8PDB/IZwgyMLCbxSP1FEFzfnNW8iPfRmNkYQcR6GZzhK8UznLoW08HG5C+xwbsuCkREmfYazksfL033/w47j3uRJqdtJ983Yet2YwY2DYFKs5xA23MoDybDScdnP8qNiwfsBmt68UPQy5TnLkTQwr+50Ic2JD+KJkLDm6Dy1trEDrVvDgZddccVmRn+T4eITf+NFNW8tYTj5P3uPa3KaoMFzV2R4FQpJ0G9F2NB5XStWsPJBSP+B78gQKe7L8MTG+0oFJ9AM8gc1b7E+AR5BLT4rVYVLeW36MP7oWsKrhodizTOzx3FtsnGUVfMEryNvGQ0aOX9756zBy7CgG1XT8oR84PPj6i7EZOMMTXGvM6AfoDI4+ptuHDP+lb7RaWoirN6LPGAvTiFffm9+t1uAcuiX2VhEamB7iwdhHy95aQvna4yPzzjLseEau/OZsLAzg3aGjYJQ09yGLwMrYaHNZK1/Iguom6cfGNbQtT+pX6EF4+gu5aZ5OHhHbvV6FlLgkTgxzJ4aThv5gTm8uSw40ZvR1PHlvfZyvmWb95u/id/GBeAE8GB61hEcNpGPw9nzk0d1lYp7MWyeyjGNXMAxCqJSMmVKHxaROGLzr8Tc1yfPU089EB7l94cxgZJuvu6YMKm5yDVHpMHXSwFKtEK2vz+p3yi4GjMdiYxnMQ0pGRNFqkkkIZwjBiCzFo7h8OJbv1l4tOiFFSnasffXt8NZRh1J2Hp2GIpIXybe/sWW8GYN7WMBYrWw8kUuQneedA2/LWOYpmbBbvmSw7az7HY2rQxfe4uWyUYSJP8XAKSFAPhlLfzFtCQ1KPKIpefqp0Hn/ZPW7xvzm8CKw0/m3vr5lrBhVfuYxWInvx9q4VDy46hEz8TVxohDj/WiHeAKJlDTO85kHEYwxfPecFl42vOt2RXzaxME98Ebj+1MyGt//rHukLIPnHhq3XPWbX9tcNrxx3b14ipUaYm2nocnkjmHvrRiseC3MUxKzFG/ZFTzbZFEdYQ4LHl7/FxPS5OPHHHV08W6UN1erJJ4UBXCvU0G6j3f/9+gGPGzrbXcUZc7XYmNtfExSfraLMcfGiZSiwvwQPHPTrlExM39gkBGaiBBoMpp4e/HHnngiQmPwMvpMUa7jKXg6jxhLIaXEu+Mpfy3n4mR3LJ9Lj5v9cdHEDR04b5msMfLTEd+awoFnRz7TRFjYMu+Pp0t5rfyYwQ/vh37UyYQVH98dXl3OoXPX0b0NmCl6jx/F/GZ86ujsoTHvL2VFHfGWvlwRSJSylsKjfx8aNmZS7DPU7kvTedW+fPPzDZkeEphL9h/hef2Rj6wJnvmnsXe0a+KEkyN3xnhWvFXjRm1FUWND9jWhuErvXtMD9Gt/AXKkTdz1K+EfOoVEN4FQbj/pNUu1V/+eefkd1FMUXuhcKhu3RWgSSnIDY9abApJBVfiRvlxJ0fjk038o7YEfZ1nGg48HD94eoe1+t/uJspIx+XWNj0eXPhNf7r1/R9nA67pYrm1vnxzX8z3q++b1u7rk6guGCRuCRQDGYrSgbB01RZHfTGDNh3hNugceZHNjK5rHqySYc6L5/BnrioI+PS0pEvJ6+VJ99Pk7uVtseas/jNOrInWdd0zHjNEMOemE0U3ku5p2+4YdUvDGQ2Dtn/MAvK2WzI1kYadtPhd4M8De89v7i7JSzOS+gidxJC+Kj49nWXl3x6/uKuPJR+KdhIC4Ozbyy7AS2Yfy3nk6Jr9Er+qBh+cG4HtCoZN9Wp3IauRK+gHhA7q+0cmV9AN0BmQbCV3C9tSYs2ofijYKRpupkjM8q88nnDPn6Sdtp6zVkvbxlI6P20/M/O752HsJBhSVEoUXb15x8a32l7I9ngn5cXeswDCuUp65Tzo1VnJQsu3Y+XCh09NPXVuMVa4l3kpP/IW6ooAThiLTYYetKe+QepUsO6/P47GMnUHj+jMML9p4fpHRzDULFnFOYkQ7IXQENoHnhJQ07hrevieM2Gcw5EU/SVxODsOdeOBWehlzRQEwBkuJefnR+9BnyI4538k26WWb25913Xllr//8mUVWUWfjl/qiVfhZXWcTcSlpnOwinLSQSPY8yXRSGKuF7CFL7ox2spcBebuf8vnPPvdCUQpTLEvo+rNnnB57mcXGxXM0t8cWUt8m/NBlF1+w8HroWjkW0cXhuRI88VH05QhP/5zC7PuDl+LlklsYUu33YxNnCnz8GR8ZSjDVbsozvtrD05zq7hhT7Q+23JUaH/rnSEMP+CCcS8JkrTO4EboNtlqDx8Z94dFxf5w7KwZLIQGAjeGwbDz0yO4Q4J8pQqZ4wJbh/XLbb0qM2txYRfkmn5ScGjoFoXwujJPZGFh4bXiGSQBh0vIfXq8aFhO8LSwpJaZ4CE8mD5ZjEX4vjCVotSf8rLZdEi3CxnDE/IIbwZBA+Mjux4r3CmXlZZdcNF4qA0/1F2LklfBE/9ubf1vYExPbu8M6/tzzfyyDNtwSSwqd/438Nk9Iz5rEPPMQLIU0eTbuX3faZ0pnez6Wkv0xBv9DYoAyyWCxJWT+MQwrvPLFbbrr3vtLB79ww5eK5yCss+xZxD0xJ7yzku7c9Uhg1sUWZPUjoPxPCIWMGhduOK8wMIM0muOZURSVQd+88QwEhHDKAEqCxNKkyiCAodn4NwWnxCPzeZ54v8JpEPq9G89AuHu3XBr1VND2tlgybjfotaecMn5Oljfrx6wvgZCXy+8iLqwBQJxO9L4t4nPC6OrLvzxWxhJU0Bm+IpY+rw/YiCvJMJSKYpgZuPUdfebzn1s39tBIOsznW3p/yx3/XQxbp4UAi0d0eO8pmOqDlqZR0Bm48JKX//zKgmW1PJs2RAglwq+UZc8i9vlu6oeOeJqKCxuVLPz3tzseCCXJg4WPX3DeuSF44ONBb8HHdz36eIn3CG/KSl66+CzjFKVlYol2H9r1aFlJRIFQnhnl57MzH+X9TVtvDZjeLnwp+41JF08cFnm0IG4w757bt91VYoBeFauZyuqpqsxZxNo7qbP6qgvPmJ2hOOyMSm8XJTcvCrELGVXFpNUmEjz1dQY+kx1j2XMhFNp0EvZw1WbKNyYQ/t+KiYKNbXMS1Meb4MjD4C39K9rw6TAS2ovDM21ypo1LO8fYgvatWHrppZeLFx/Fghjcxohsv/KiM/4BA/yCbGF5JcOCzYPICzZ/MyYK03VKTErVSx92DzwZGvBvyvpd0Q733L+9GB2Md5J8lLw2tDp97drxJm9j3IOujQ+MJDx3tKdnvBQTsvti4sVbRLi7jOOpHY3HFPtfjOWg/Xaccaj3ez048I4zbvJmx5fVn8cQ/vP4k08WDHmZonfKW/zapJQMU7AK76X/if7BULUxxjiGt0zKp5S0oTMvJ20n5m1fjsn8ju4hE93/4M7iKZzxxOs88/hdveBFkWjsPHvEB8jqPKIZNu03Q9mF3tAWAzaZjaEb7VmxJSwDHsOj8cpLLw5FZufNp3w8GQ/hHelZ5LqPxyTWd9cz5VdhPm4POZ+RWhxQ8jm5CP+yd8K8J3V+PfjJjuDh5iw2gYQF+Re+nGE+HLz1s6M9BYxZUNL3Xwp6jcyFzinTlbEhePA5679QsDQtVj7PNAoFcs4nYl8Vcyuyh5SYJ/4cbYR7NGa+Gf3OOMPT3rtsOOeLRU6v7yuFzNGH+pLjjJloem3IaegWPyEPizELN8ouMjmZjbf7veH9bkM9ePP4tSEi+YTMvP7sxfyErMPQzZuS4VtcfnMbKfHOo3GAcvjs8IY95wtnBS9fX5Q69z/48MK1sVLv0jC8kJ/kz3tKQXP04b0ZKMi59pRJ2ZqcwOHEJuu8sM37KdqtEEOz9AOpqCI337e9Wx16ZihtLgi+UY9t+ArZn2JT3zn/S+cUA0qNedI4uWXrrbdHGLyIkR3vRYbUf6wGFK5sOUrMWYYf3kUOiHmQVYXrzzor9ByHFLz0f6F38HEKMysB4EgHYCXHY+GY5F59hBxh/w5j4uWXbCp9JPEki74U8/Nngo+bj14UYZk4hCTGNT7exxirbKuajBn0CneFPoVyTv/Iuei80zjHNXVh1OzqHSu8QibBx9HdmWesK3Hb8QOYkOWfHRk5tMkDD4V+IHQextgLA1P9IDHXX/BnuiiDgJVeFMBDmOc54yW58Yx4n/XBXxLfPNbtNI/fze9fihUv60PWpSukl7L3A+cAOin71VkFoL74OezoWIQnJJebf9q/A1+/5rLFsdbJgMZMm7GSv8+NcdVKjMQ28crfDH6MJeRP7WueQFHPkdK9Gc1jVrH3XnQfO2NcO/3UU8rqInUjZ6nTE8FfjVdnnH5a4a14xt7A8N4dOwsvlffFmJfcFbK2cFMXn79h4czg6V3q5Dvt80jgj59bWXruF9eXNjPHKYJN5o5B2Pt4LkOguTt97wkhA9JVWhGWuGc7DB07KWfoygfkXIJkh3fKA8oaSkXLNUzOeRrYEZ6Qn3lNpm7csqYs+aNo1FkwIgr1etMJEGrQI4Mo3D+UktgJQ4ROHcNkzoAfva40sglAp/h6O2IG3RdKiLCURbk8PUzGctO6LGvoObNyLt+R192NW64v3kKWThokMXzeXedFnKSsE8wNGMIyPPjQsUXRSBGsM9hw7MxYlgQLKcsuyrS4J38P1Z0CwAT4k7FagYKXhVY5zmtzywINHl+97uqixBAeQpJfWA6dPulhqPxZOpc4EKQp3uFNcEHjBMNNsUyGccL3rJP6fWPzdSXvk8/YwPeJgs+xsWmZJTVSlqstlKv9piVCjVATNhmyQ7eBBuY8o7686YIxpn8Ig4ANpD677vRpxc3stcTFct5vbL6+CPaUXZYf4ROnnHRCKLPPGS+ng7n+vTlozYQeQ2fMUw6l/Umf7izU4wrHeQLm3sA8nzW+Vn2hNDeQWCnAi8Tg3uH9ZtkLAv84N5RjwmyYTGwPviPetUnd5muuKgoFxU17RvW4mfhqg11hAUymGCvw0SOPPDwmisHHg8czLCSN84K5MWj8vugPFIyEGO1D0WCSJGXdWditgkrFQH2t/m6S5B6CwAMxifb8+BnPXFj4yhFXlHbm/bsjJrDiPV8XIZO8h+fmeylv1lPiUoSdGLPuCa/P39z92yKQ4CMbw1hzzvqzCw7qJZk4brn26qJ85Nmx+4nguYGrSZdYyotSgIandPcGgBOSZx0aPGRbKJpNVpUnZAGFcxfi4O0iqH3t+muK0o1RG78ysbs4vFO187zhDk3CPCMNfrxr9+4yLlKE4Dloem14jtWJNxmhkGyB3q0UM05aFkwJUyfldDLL/t51RRCNzNqfgIvG0bJ30j+uiIkwj8pMWg6voshImslr83pUDzKJPlsn8UspHSnSc9UEfmuiCivY33bnr4h1ZbJ13VWXlWW9yihdBKOIhCatcrwrlGjaJz2up+GX79TFwi3FzPdH1eXRT/IQlfJd3774gg3F2PahQ/fRqRUr3/zqDUWuROe8cTu58tSiEDCeSvBSjvYhQ1KOUfikoahkGn0kfzDZej6M4rwjjeWMW5j73viO55wc47Rn6QvV69dFzcV3Kzf05f6cxdgqXA+DHtwyUbSgUUYlBmR4HRUyxDXhUMCLMb2I0xGDbHnGqWsL76DwYaiShujbGKCfidlPSYq/M3RdGjGgLQPPEGGlgDn9UO9U6tY4GFuFQWKgrpW5F4S8boXe9p07g5/8uvAT/OX6qy+P8FSdQiFp1hE/EXpAaNR1p66N392KuyG4vEs+K6+TeYrsM+J3Q+2UeeflaBwjJ/Z5uDkH5wjz+prG14dHozEMjad+gMx+ScgQDBNFfgtqTGxcYyS5N5TyPFEp17JN+hjBW/tz7jMPxjx4tt5w9RXFaUP+LLd/7zz9/nDIGx/9cNfXvTc8PhHyCzmMUS29+Z3Hh2/c8pXCx2EOF/IKWTkVu8qAi/wwpDt44vdPl7ljrtiVp06Z3ziw+dqruvBUW28pPJvBS4hTMtSktqrLmv3vnQwNt0zqJWSavQIo0sl6kvPkNkpd+gEGaoYOvJkR75wvnF1knsQlj9qD4fv4MECnQ2kpsPeR9EtBb5PcdMzLcnrZ5/ankFswSzkZhsbGSy/cWPbzQqdBsiV1OpZOP4DfvBmKYvNTOHJ2o4OSkmYdGbrpTfATDjWDaVT+ujBqXHPFpWUuTL/lwWuCl197+aWlnCx7sIwZOYkHHxHhoXJMSnqhGLdi+fXX/zrm0/JeFDh/7JiPhXPuwwu33rGtYM1hd0v09VqflPRoFfDaCEdF50IOTB60vwDXSXXFUBsOfMbE66+8bGFd8Bz35HstBdshkVFJH+hUg0UZQunKi4DSJAfkOk+CRQDnRUphSFmPWWVDZh4dTiNZEtwXYDOPo7L8dym666jTaBz3IjiT5L+Fpdf7mYSwMCYhjm6cu0OxXgd+LNjqo14Fw46+S31q7E10Xn8jQgVEbPeibAnC7yeKM/dou357ZF7X5etShXc8V8cdd7zIYHlstyP6IcXjISfTWdY8HCs4C53xvEWXBGnKG6nGOevkHKu/MDJrYskdzGtBNO8rWGLoI6E876+P2roLNdC9TU3jJmPZP7zXPwLz9Oqry5jH7zDEI2BuMDYpH8IQrSZdWoEBD3j3+7g8lItxKAP0VBqPfCVjAJf5oF/jDVP977XXXwtFUUyuQgGXbeHavKSaxvXZNwJDPPXwqE/SJewSh6xX8nEeH/B+T/h4vBzhVlsWegi8CVeJ89B75fvNwxGGaOjNvW+WcXOIp2QdHXlfWMWFR+sTfRpXZ3nMhODUb7MaE3zFOMzApLwhZZH8aOK18ERVlglxvw/WZc7698TSexoTS917/CL7Q50XBkLfmcB2463J2EjYGFVaW+LTxsChdhllK8quvW/+vTxbzHLyUvLsfKZjx6umj8dZ5jwc1cl418kJi+UPRmzYEshdTxzUy7iGr0s1jdZ5ysX4QPs5XtQT5rzePyrDPRSS+stqSp08N8wHyCZkwVpeU/dFcmUos4y5k3iIvDzUDzs0eFHw/2lJG1pNUlLwkbrnfEibx7l5T/BQz3rOkrwkrw3Rt36OvtEiD+2kw5q+sxxjrZUidT+YhJtn4u/kfuMlPpPj5qR75uk8fPr8JDEreOMn0aen8RO8XJtIeW+NgTHCijKrO1IWqq/X393fjQmdrGTeqW3Ne6aNB3UZs/59CPN852mYF7ky5kLGyKX0A9qURzcnupSH8hn9o5AfPFzRuHauy+7nncffKIpjItIaGs86Pr6/jkRbmDsV/cASfJxzC5ny0OgrZMrlJO1o7wOGOzLh6uMr3eaYfV6M/vEEWGW4uhwfYYJu0S86TNod4isFc/qY4A25KmAa7uRKGxWT09H5aktkP7LwkO4J3ozPfRqDq/GQM+Ik/UDiJC9ZJXlEnp929NxXY24vHXn4EYP9b9r9B/Na4cW9sSdHJ3TqP7Gu6RPtkkVEq0CXiXmdJ+tVaD0wovdYanzzPniVMTTzDpWZZfePTeE+QgRoIZEvEqATrCFAh85l/vfzOCvvcSB1nvTuQ+eHzh3IM1d6z9Bzi1fNIKWstPT3P/+kdx+sZ/SJHITf/zddHU8cwlXNhs4PnXuvUTgYz3wv64SN09IO0e1QXYfOvZfvN1T2LLzD0Hst99yk9x86P3Ruuc95J/mGnjt07p084/2+dyXvv5K877Qe7+ez3um7vh/3T8Nj6NrQuffjPVfLMybhN+n8aqn3warHNFynXTtY7zs3z03NQu+Fp2E67VqvmPZzBQjAVVquXNkvekJT9rO13xUCk2h50vnq1mV9HSpn6NyyCpujTNPqOOnapPNzVO2ZfNVJuE46P5OVmKGXmobbtGsHUgXlSUNjwqTymsK9h0yCmKengdnP656h/Jlv6Fo+J/Pk7/qY9w3lyWt1/nn6vtI69fMP1T/zDF2rscl89bnu+z6Pd7/7+ZYqd//yZuvMSuqTCsy6BkP1zzKHrtX3Zr76nO/1fZmnPtfPP0+/sz71O0+qW2HhI0ae+YfyZplD1/I+x8xXn8vv9b39fPW1zD9Px5XUp59XPYfqn/mGrtXYZL76XL/MzLNUWf0yZvV31iffb6l6LSd/5llpWX2s852yvPy9VLmZb9aPK6lXP28Q+qDpuOSbcK3Go1/eEKaZZ+haXdY8fZ9Yp2Dgk8Jc5D1Zz2l41Hmn5cuyHPOe5eav753l79Pq5dpQffOeul5D+fJ65p+WR97Ml/fVx6XurfPO+vesZ79Ok86rT17LuvXvzfN5LPkPgMe4f6my8xnzckzs9qvXQeQnNXbeb793qzPM4feO/oKW+iPgQcI8aSChXJV4R+WG6pV171/L84mJYz9PfS3zT8szlD/PLfe+zD/rx2l4uDZU37wn6zaUJ685Zv6l8uU9k56b1+f5OA2L5VzLuk/Dclo5eX99zPx5blrZmWeWjt5/6J2zXtOuZT2G8uS1aeVknvq40vz1vU3hXqPRvjcEGgINgYZAQ6Ah0BBoCDQEGgINgYZAQ6Ah0BBoCDQEGgINgYZAQ+AAEVh9QZQOEIh2W0OgIdAQaAg0BBoCDYGGQEOgIdAQaAg0BBoCDYGGQEOgIdAQaAg0BN4JAk3h/k7Qa/c2BBoCDYGGQEOgIdAQaAg0BBoCDYGGQEOgIdAQaAg0BBoCDYGGQENghEBTuDdSaAg0BBoCDYGGQEOgIdAQaAg0BBoCDYGGQEOgIdAQaAg0BBoCDYGGwLuAQFO4vwsgtiIaAg2BhkBDoCHQEGgINAQaAg2BhkBDoCHQEGgINAQaAg2BhkBDoCHQFO6NBhoCDYGGQEOgIdAQaAg0BBoCDYGGQEOgIdAQaAg0BBoCDYGGQEOgIfAuINAU7u8CiK2IhkBDoCHQEGgINAQaAg2BhkBDoCHQEGgINAQaAg2BhkBDoCHQEGgINIV7o4GGQEOgIdAQaAg0BBoCDYGGQEOgIdAQaAg0BBoCDYGGQEOgIdAQaAi8Cwj8P9tOoSwUif+IAAAAAElFTkSuQmCC'>\n",
"</center>"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### About this talk\n",
"\n",
"<center>\n",
"<script src=\"https://gist.github.com/AustinRochford/62a12dfe87ba1c8410dbb3bef31918a9.js\"></script>\n",
"</center>"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Outline\n",
"\n",
"* Web optimization\n",
" * A/B testing\n",
" * Multi-armed bandits\n",
"* Bayesian bandits\n",
" * Thompson sampling\n",
"* Bandit bias\n",
" * Inverse propensity weighting"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Web Optimization\n",
"\n",
"### A/B testing\n",
"\n",
"<center><img src='https://blog.mailerlite.com/wp-content/uploads/2015/06/ab-testing-blog.png' width=700></center>"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"#### A/B testing machinery\n",
"\n",
"<center>\n",
" <table>\n",
" <tr>\n",
" <td>\n",
" <img src='http://www-history.mcs.st-andrews.ac.uk/BigPictures/Fisher.jpeg'>\n",
" <center>Ronald Fisher</center>\n",
" </td>\n",
" <td>\n",
" <img src='http://learn-math.info/history/photos/Wald_2.jpeg'>\n",
" <center>Abraham Wald</center>\n",
" </td>\n",
" <td><img src='https://upload.wikimedia.org/wikipedia/commons/d/d4/Thomas_Bayes.gif'></td>\n",
" </tr>\n",
" </table>\n",
"</center>"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"Much of the A/B testing industry uses classical Fisher/Neyman-Pearson style fixed-horizon frequentist significance tests. Sophistocated approaches use sequential hypothesis testing. We've found, through many years of interaction with marketers, that they take a fundamentally Bayesian view of the world. Most interpret p-values as the \"probability that the experiment is better/worse than the control.\""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Multi-armed bandits\n",
"\n",
"<center><img src='http://slivkins.com/work/bandits-svc/MAB-2.jpg'></center>"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"[Multi-armed bandit problems](https://en.wikipedia.org/wiki/Multi-armed_bandit) are extensively studied and come in many variantions. Here we focus on the simplest multi-armed bandit objective, [regret minimization](https://en.wikipedia.org/wiki/Multi-armed_bandit#The_multi-armed_bandit_model)."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"<center>\n",
" <img src='data:image/png;base64,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\n",
"' width=700>\n",
"</center>"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"#### Multi-armed bandit systems\n",
"\n",
"<center>\n",
" <img src='data:image/png;base64,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' width=700>\n",
"</center>"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Bayesian Bandits\n",
"\n",
"<center>\n",
" <img src='data:image/png;base64,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' width=700>\n",
"</center>"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Beta-binomial model\n",
"\n",
"$$\n",
"\\begin{align*}\n",
"x_A, x_B\n",
" & = \\textrm{number of rewards from users shown variant } A, B \\\\\n",
"x_A\n",
" & \\sim \\textrm{Binomial}(n_A, r_A) \\\\\n",
"x_B\n",
" & \\sim \\textrm{Binomial}(n_B, r_B) \\\\\n",
"r_A, r_B\n",
" & \\sim \\textrm{Beta}(1, 1)\n",
"\\end{align*}\n",
"$$"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"$$\n",
"\\begin{align*}\n",
" r_A\\ |\\ n_A, x_A\n",
" & \\sim \\textrm{Beta}(x_A + 1, n_A - x_A + 1) \\\\\n",
" r_B\\ |\\ n_B, x_B\n",
" & \\sim \\textrm{Beta}(x_B + 1, n_B - x_B + 1)\n",
"\\end{align*}\n",
"$$"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Thompson sampling\n",
"\n",
"<center>\n",
" <img src='data:image/png;base64,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' width=500>\n",
"</center>\n",
"\n",
"_Thompson sampling_ randomizes user/variant assignment according to the probabilty that each variant maximizes the posterior expected reward."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"The probability that a user is assigned variant A is\n",
"\n",
"$$\n",
"\\begin{align*}\n",
"P(r_A > r_B\\ |\\ \\mathcal{D})\n",
" & = \\int_0^1 P(r_A > r\\ |\\ \\mathcal{D})\\ \\pi_B(r\\ |\\ \\mathcal{D})\\ dr \\\\\n",
" & = \\int_0^1 \\left(\\int_r^1 \\pi_A(s\\ |\\ \\mathcal{D})\\ ds\\right)\\ \\pi_B(r\\ |\\ \\mathcal{D})\\ dr \\\\\n",
" & \\propto \\int_0^1 \\left(\\int_r^1 s^{\\alpha_A - 1} (1 - s)^{\\beta_A - 1}\\ ds\\right) r^{\\alpha_B - 1} (1 - r)^{\\beta_B - 1}\\ dr\n",
"\\end{align*}\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": false,
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAbgAAAGPCAYAAAAutcWmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3b2c10ebe0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(\n",
" figsize=(0.75 * FIGURE_WIDTH, 0.75 * FIGURE_WIDTH)\n",
")\n",
"ax.set_aspect('equal');\n",
"\n",
"a_post = sp.stats.beta(5 + 1, 15 + 1)\n",
"b_post = sp.stats.beta(7 + 1, 13 + 1)\n",
"\n",
"p = np.linspace(0, 1, 100)\n",
"\n",
"px, py = np.meshgrid(p, p)\n",
"z = a_post.pdf(px) * b_post.pdf(py) \n",
"\n",
"ax.contourf(px, py, z, 1000, cmap='BuGn');\n",
"ax.plot([0, 1], [0, 1], c='k', ls='--');\n",
"\n",
"ax.xaxis.set_major_formatter(pct_formatter);\n",
"ax.set_xlabel(r\"$r_A \\sim \\operatorname{Beta}(6, 16)$\");\n",
"\n",
"ax.yaxis.set_major_formatter(pct_formatter);\n",
"ax.set_ylabel(r\"$r_B \\sim \\operatorname{Beta}(8, 14)$\");\n",
"\n",
"ax.set_title(\"Posterior reward rates\");"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAbgAAAGPCAYAAAAutcWmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3b2c10ebe0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fig"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": false,
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"N_SAMPLES = 1000\n",
"\n",
"a_samples = a_post.rvs(size=N_SAMPLES)\n",
"b_samples = b_post.rvs(size=N_SAMPLES)\n",
"\n",
"ax.scatter(\n",
" a_samples[b_samples > a_samples],\n",
" b_samples[b_samples > a_samples],\n",
" c='k', alpha=0.25\n",
");\n",
"ax.scatter(\n",
" a_samples[b_samples < a_samples],\n",
" b_samples[b_samples < a_samples],\n",
" c=C[2], alpha=0.25\n",
");"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"ts_fig = fig"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAbgAAAGPCAYAAAAutcWmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njDFmkDjgGGOMGaT/DzNostHu11jWAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3b2c10ebe0>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fig"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"0.247"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(a_samples > b_samples).mean()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"#### Thompson sampling, redeemed\n",
"\n",
"1. Sample $\\hat{r}_A \\sim r_A\\ |\\ n_A, x_A$ and $\\hat{r}_B \\sim r_B\\ |\\ n_B, x_B$.\n",
"2. Assign the user variant A if $\\hat{r}_A > \\hat{r}_B$, otherwise assign them variant B."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"#### Simulating a bandit"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"class BetaBinomial:\n",
" def __init__(self, a0=1., b0=1.):\n",
" self.a = a0\n",
" self.b = b0\n",
" \n",
" def sample(self):\n",
" return sp.stats.beta.rvs(self.a, self.b)\n",
" \n",
" def update(self, n, x):\n",
" self.a += x\n",
" self.b += n - x"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"class Bandit:\n",
" def __init__(self, a_post, b_post):\n",
" self.a_post = a_post\n",
" self.b_post = b_post\n",
" \n",
" def assign(self):\n",
" return 1 * (self.a_post.sample() < self.b_post.sample())\n",
" \n",
" def update(self, arm, reward):\n",
" arm_post = self.a_post if arm == 0 else self.b_post\n",
" arm_post.update(1, reward)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"def generate_rewards(a_rate, b_rate, n):\n",
" yield from zip(\n",
" np.random.binomial(1, a_rate, size=n),\n",
" np.random.binomial(1, b_rate, size=n)\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [],
"source": [
"A_RATE, B_RATE = 0.05, 0.1\n",
"N = 1000\n",
"\n",
"rewards_gen = generate_rewards(A_RATE, B_RATE, N)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 1000/1000 [00:00<00:00, 8059.37it/s]\n"
]
}
],
"source": [
"bandit = Bandit(BetaBinomial(), BetaBinomial())\n",
"arms = np.empty(N, dtype=np.int64)\n",
"rewards = np.empty(N)\n",
"\n",
"for t, arm_rewards in tqdm(enumerate(rewards_gen), total=N):\n",
" arms[t] = bandit.assign()\n",
" rewards[t] = arm_rewards[arms[t]]\n",
"\n",
" bandit.update(arms[t], rewards[t])"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA8oAAAGmCAYAAACkxn08AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3b28f75dd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, (regret_ax, assign_ax) = plt.subplots(\n",
" ncols=2, sharex=True, \n",
" figsize=(2 * FIGURE_WIDTH, 6)\n",
")\n",
"\n",
"plot_t = np.arange(N) + 1\n",
"\n",
"regret_ax.plot(\n",
" plot_t, rewards.cumsum(),\n",
" c=C[0], label=\"Bandit\"\n",
");\n",
"\n",
"regret_ax.plot(\n",
" plot_t, A_RATE * plot_t,\n",
" c=C[1], ls='--',\n",
" label=\"Variant A\"\n",
");\n",
"\n",
"regret_ax.plot(\n",
" plot_t, B_RATE * plot_t,\n",
" c=C[2], ls='--',\n",
" label=\"Variant B\"\n",
");\n",
"\n",
"regret_ax.plot(\n",
" plot_t,\n",
" 0.5 * (A_RATE + B_RATE) * plot_t,\n",
" c='k', ls='--',\n",
" label=\"A/B testing\"\n",
");\n",
"\n",
"regret_ax.set_xlim(1, N);\n",
"regret_ax.set_xlabel(\"Sessions\");\n",
"\n",
"regret_ax.set_ylabel(\"Rewards\");\n",
"\n",
"regret_ax.legend(loc=2);\n",
"\n",
"assign_ax.plot(plot_t, (arms == 1).cumsum() / plot_t);\n",
"\n",
"assign_ax.hlines(\n",
" 0.5, 1, N,\n",
" colors='k', linestyles='--'\n",
");\n",
"\n",
"assign_ax.set_xlabel(\"Sessions\");\n",
"\n",
"assign_ax.set_ylim(0, 1);\n",
"assign_ax.yaxis.set_major_formatter(pct_formatter);\n",
"assign_ax.set_yticks(np.linspace(0, 1, 5));\n",
"assign_ax.set_ylabel(\"Traffic shown variant B\");\n",
"\n",
"fig.suptitle(\"Cumulative bandit performance\");"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA8oAAAGmCAYAAACkxn08AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment