Skip to content

Instantly share code, notes, and snippets.

@oztalha
Last active April 26, 2017 18:59
Show Gist options
  • Save oztalha/a40f15cb7db21997f13a980c9654ffdf to your computer and use it in GitHub Desktop.
Save oztalha/a40f15cb7db21997f13a980c9654ffdf to your computer and use it in GitHub Desktop.
code/Social Circles.ipynb
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"cell_type": "markdown",
"source": "# Social Circles\nIn [Social Circles: A Simple Structure for Agent-Based Social Network Models](http://jasss.soc.surrey.ac.uk/12/2/3.html) (Hamill and Gilbert 2009),\nauthors argue that \"none of [the] standard network models seems to be very good models of real social networks\"\nand they propose their own approach, *social circles*, [implemented in NetLogo](http://www.media.hamill.co.uk/netlogo/Chapter%204-Social%20circles%20NetLogo6.nlogo).\n\nIn this notebook, I replicate their simple single-reach model with the hope of achieving\nsome of the benefits Rand and Wilensky (2006) argued about the replication of computational models:\n> replication has even greater benefits when applied to computational models than when applied to\nphysical experiments. Replication affects model verification, in that it aids in determining if the\nimplemented model reflects the conceptual model. It affects model validation, since a\nreplication of a conceptual model may change the output from an implemented model and thus\nalter the correspondence between the model and the real world. Replication also affects\nvalidation by forcing the model developer and replicator to re-examine assumptions made in the\noriginal model. In addition replication fosters shared understanding of the details of modeling\ndecisions within the research community.\n\n### References\nHamill, Lynne, and Nigel Gilbert. 2009. “Social Circles: A Simple Structure for Agent-Based Social Network Models.” Journal of Artificial Societies and Social Simulation 12 (2): 3. http://jasss.soc.surrey.ac.uk/12/2/3.html.\n\nRand, William, and Uri Wilensky. 2006. “Verification and Validation through Replication: A Case Study Using Axelrod and Hammond’s Ethnocentrism Model.” http://www.ccl.sesp.northwestern.edu/papers/naacsos2006.pdf."
},
{
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"cell_type": "markdown",
"source": "## Simple Single-reach Model\n"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-04-26T18:40:52.103679Z",
"end_time": "2017-04-26T18:40:55.093285Z"
},
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
},
"trusted": true
},
"cell_type": "code",
"source": "#imports\nfrom itertools import combinations\nfrom random import sample\nfrom math import sqrt\nimport numpy as np\nimport networkx as nx\nimport pandas as pd\n\nimport matplotlib.pyplot as plt\nimport matplotlib as mpl\nmpl.rcParams.update(mpl.rcParamsDefault)\nimport seaborn as sns\nplt.style.use('fivethirtyeight')\n%matplotlib inline\nmpl.rcParams['savefig.dpi'] = 150\nmpl.rcParams['figure.dpi'] = 150\nmpl.rcParams['figure.figsize'] = 10, 7\n\ndef get_toroidal_l2(a,b,w,h):\n \"\"\"Return unbounded euclidian distance\"\"\"\n \n dx = abs(a[0]-b[0])\n dx = min(dx, w - dx)\n dy = abs(a[1]-b[1])\n dy = min(dy, h - dy)\n return sqrt(dx*dx + dy*dy)",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-04-26T18:40:55.097406Z",
"end_time": "2017-04-26T18:40:57.749928Z"
},
"run_control": {
"frozen": false,
"read_only": false
},
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "#create the networks\nn = 1000 #number of agents\nw = h = int(sqrt(1e5)) #width/height = 100K cells\nxys = [(xy % w, xy // h) for xy in sample(range(w*h), n)] #random assignment\nsr = [15,30,40,50] #social reaches\n#create the networks\ng = {r:nx.Graph() for r in sr}\nfor a,b in combinations(xys,2):\n l2 = get_toroidal_l2(a,b,w,h)\n [g[r].add_edge(a,b) for r in sr if l2<=r]",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-04-26T18:40:57.759887Z",
"end_time": "2017-04-26T18:40:59.337329Z"
},
"trusted": true,
"run_control": {
"read_only": false,
"frozen": false
}
},
"cell_type": "code",
"source": "#Plot Degree of Connectivity by Social Reach (SR)\nax = plt.gca()\nfor r in sr:\n s = pd.DataFrame.from_dict(g[r].degree(),orient='index')\n s.columns = ['SR = '+str(r)]\n ax = s.plot.density(ax=ax)\nax.set(title='Degree of Connectivity by Social Reach (SR)',xlabel='Degree');",
"execution_count": 3,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x10ed00eb8>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAABY0AAAOaCAYAAADUMn1ZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "<center>**Figure 4.** Degree of connectivity by social reach (sr)</center>\n<img src=\"http://jasss.soc.surrey.ac.uk/12/2/3/Fig4.jpg\"/>"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-04-26T18:40:59.342829Z",
"end_time": "2017-04-26T18:41:01.937897Z"
},
"run_control": {
"frozen": false,
"read_only": false
},
"trusted": true
},
"cell_type": "code",
"source": "#Plot Clustering Coefficients by Social Reach (SR)\nax = plt.gca()\nfor r in [15,30,50]:\n s = pd.DataFrame.from_dict(nx.clustering(g[r]),orient='index')\n s.columns = ['SR = '+str(r)]\n s.plot.density(ax=ax,xlim=(0,1))\nax.set(title='Clustering Coefficients by Social Reach (SR)',xlabel='Clustering coefficient');",
"execution_count": 4,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x115339710>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAABYoAAAOaCAYAAAA27mYgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAXEQAAFxEByibzPwAAIABJREFUeJzs3XecVNX9//HX7iwdBJQiRUUFPgqisIAigkHEWFDURA2i\n2CCiRhMxGH8qiUa/GJWQWEJQJBaigFFjwYLGRIMEpChgg0MHFRRlKcpK2fL749xhZmenbV9238/H\nYx/Mzj333HPL3GU+95zPySgsLEREREREREREREREaq/Mqm6AiIiIiIiIiIiIiFQtBYpFRERERERE\nREREajkFikVERERERERERERqOQWKRURERERERERERGo5BYpFREREREREREREajkFikVERERERERE\nRERqOQWKRURERERERERERGo5BYpFREREREREREREajkFikVERERERERERERqOQWKRURERERERERE\nRGo5BYpFREREREREREREajkFikVERERERERERERqOQWKRURERERERERERGo5BYpFRERERERERERE\narmsqm6AiIhIZTGz3sBQoB/QCWgC7AQ2APOAvzvn5iRZ/07gjuDXE51z71dog0vBzI51zn1UxW14\nF/gRsNs5V78q21KezOwU4ELgROBwoBHwHbAGeA940jm3tOpamD4zqwP8BrgEOAzIAzYBVzrn5gVl\nTgNuAY7Df1a+BqYDs4B3gqpudc7dW05tupNq/vkKq4rP2f50fADMrB/wU+AUoC3QDMjBX0fvAa84\n596quhYmV5HH28w6AGuDXx91zl1ThrYlk4//G7cRWAw845x7rSTb2p9Uxd8eM2uEP7ZtgM7OuU1x\nyoSAnwDnACcArYH6wDfA58C/gOedcx8n2U4HItdMMoXALmAL4IC3gInOuZ0J6n0D+DEw0Dn33zTq\nFxGRGk6BYhERqfHMzICJwKlxFjcFugU/VwdfmkbE+7JXnZlZU+Au4Bfo73u5MrMTgL8C2XEWNwd6\nBj83mtnTwC+cczsqsYml8TRwUcx7B+ADSpjZYOAVio4+OxT4oVJaV02ZWUfgYaABMKBqW1M9mVlL\n4DHg3DiLWwc/xwK/MLP/AT93zi2rxCbWJiH85/oA4CjgYjP7J/Az51xelbas5vgz/sHz7QmCxD2B\nJ/D/x4jVPvg5EfitmU0FflnGvx8Z+PtTuO5TgRvMbHCCh1s3AR8BU4MHYNvLsG0REakBlHpCRERq\nNDM7G/iQSJB4IfBrYBDQG9+T5rf4XsUAZwLvB7139id/An6JDwxIOTGznwP/IxIk/jc+GH8K/vo5\nC7gX+DZYfinwnpk1q+Smps3MjiISJF4PXAz0Ac50zq0P3v8tkf8n3onvhX8K8HjltbRaehM4o6ob\nUV0FvStfIxIkfhsYhQ+q98ZfQzfg78MAJwH/MbMjK7elNcodQI8EP8cD5wOTgD1B+Z8A4yu/mTWP\nmZ0M/Bz4Ah8wjl1+FL5Hbzf8qI2ngGH46743/v8bd+B7FWcAlwMzzaxBik1/QOJzno3//85viPRA\nbg+8HDxQLiJ4SDMF/yDw/9LbcxERqcnU40hERGosM+sLvADUxX9JHuGcezpO0X+Z2Z+Av+FTUxwK\nvGhmvfejXlfVJkDsnBtQ1W0oD2Z2AfAo/gv8duBC59y/4hR9w8zG46+1Afjekk8DZ1dSU0uqa9Tr\ncc65GUnKzHXO/T5mWTioUa6cc3fig9LVWbX5nFVTo/EBMPA9Ix+OU+ZdM5uIHwExFjgYP+KjWgXg\n95PrEWCDc25JkuULgZfM7Bl84L4+vjf3/fvbyJnqJEgnMTH49W7nXLzRFn8BDgRy8akd5scpM8vM\nJuD/fpwOnAz8Cv8AMpHvU5xz8A9gJuED1ScCHYCRwIQ4Ze8GrgCuNbO/pVG3iIjUYOpRLCIiNZKZ\n1Qem4oPE+fggX7wgMQDOuVxgOBD+Itcd3xNOaiEza4UfPp8BfA+cniBIDIBzLgffi3Jd8NbgIH1D\nddQo6nWinJeNUiwXiSd8z5yfIEgMgHOu0Dn3W3xueIDTg96XUkGcc//DP/gCqIPvWSyldwlwDLAZ\neDJ2YdBLPjyS6eEEQWIAgvzBl+Jz3oMPFJeZc+574Lqot4YmKLcR//+lED5oLCIitZgCxSIiUlON\nBMLDmac6515JtULQe3hM1FvXV0TDZL/wG/zkWwDjk33JDwvySv426q3qev1E//8vUY/5jBTLRYow\nswPwQ9wBVqS52lNRr48t3xZJHP+Oet2xylqxnzOzDHxvePD/v9gTp1j0yI2Unwfn3Lf4tC0ABwcP\nK8ss6B2cE/ya7JxPCf4928x6lMe2RURk/6TUEyIiUlNF9wYel+5Kzrk5ZvYIsBqfazbDOVeYar10\nZ1s3s0/wXyDXO+c6xFlu+B5ApwKH44N63+JzEv4TmBadDsPM7sTnOIyuI9ze/8ZLA2FmpwNX4oej\ntsZPULYKeB3f8+nb2HWC9dYBhwEPAn/AT+p1Bj6ouA74g3NuWrJjEdW20c65B8zsJ/igfjZ+Yriv\ngXeAB5xzi+O1I6quc/Dn+Xj8pIRf42ePv885t8LMdgH1gN8Hw8jTYmZZwFXBr98H+5uu5/B5rxcC\n7ybZxhn4c9AHfw524XvvzsKfg40p2piBzzM8DOgFtMD3RlsGvAw8EvQmi17nXfx5ifaOv+QgaM8T\nMcsvN7PLg9dPOeeuMLMB+HMEcKtzLu4QaTMbCIwI2ncosBdwQfsejp00KeZaPtE593557HfUuqW+\n9uIcux9F1Vfk+jKzdvg81qcDnfGjGrbgJ4yaCTyeYJh6iZjZYfgHE2fgj8M3wH+Bvzrn5saUPRif\nMiQLmO2ci70OYuv+DDgaWOSc652sbAInmFkd59zeFOVeBS4L2p5wuLuZdSWSG/wQ/D1nI35/Jznn\nPkjVoAq6Hlvjc9SeChg+zUAe/nwvBGYAL6TzN6SSRKdOqZOokJkdgs8lfTo+ZUFdYBPwHv4zNi/R\nusH69fEjdM7C581tEWxvK/AJ/rw/FvSkTVRHPeCCoJ6j8SlKdgBL8al9pjrnClK0oxt+ToKB+Pts\nDrAYmOyceynZuimcjp/ADoo+7EikH+nld5+Avx6/IdK7uDyEHw4mPOfOuYXB574L/rM2shy3LyIi\n+xEFikVEpMYJvuQeE/z6mXNudUnWd85dW/6tSs3MhuEDdXVjFoVnLz8XGG1mZzjnvi5F/Y2Av+Mn\nN4pWDx886QXcaGaXOudmJqnqAHyAxqLeOwb4sgTNCQU5M4fFvH8IPnB0qZld45x7LM5+ZAKP4AM0\nseteBQwzs+ElaEusE/GBQ/BBtbRngXfO7ca3Py4zOxB/Ds6KWVQPn+6kO/ArM7vWORc3ABH0NPsn\nfkKkaAfhAxL98NfJBakCOhXBzJrgr+OfxiyqT+Q6u9bMznLOLS1BveW136W+9tJo40DgRfxnJFqb\n4Od04GYz+7FzLt1et/H0xweJm0S91x4/HP4SM/ujc+7m8ALn3Fdm9iYwGOhvZoc65zYQh5n1xAfm\nIL0gWHgbO8xsDXAEPkD+pJmNds5tTrLOl/jPQ1zBg4E/ADdTfCRkx+DnqiDn8eh4OeUr8Hq8HD9J\nXOzEY/XwqVsODbY508zOd87lp1t3BTo56rWLV8DMRuBz68Y+8Dw8+LnMzCYD18d7EGBm2fhgZ/vY\nZfhgbWt8YP06MzsluAZi6+iE/6wfE7OoRbDuqcBIMzvbObctwX78Ej/Ja3Rw/GD8BHJnmtljzrmr\n462bhhHBv5875z5JUGYpUIC/bq8IgrB/cc7tSlSpc24RsKiUbYrLzI4lMjom7jmP8gY+UDzUzG4o\njwdaIiKy/1HqCRERqYmih02+V2WtKAEz64jvcVQX37P0Wnzg60R87sJw4Ks78NeoVR/B7290YDc8\n+/m+HkFBcPUVIkHit/CBshPwX7rvBrbhA1wvmtmpJHY5Pkj8N3wvyyH4Hnn/LcEujwm2vwy4Gt+z\n9kzg2WB5JvBw0Gsy1oNEgsSro9Yfgp8QqD4wjeIB93RVyPUTzGT/KpEg8cf4tp8InIbvTfYDPvD0\npJldGaeORvher+Fg6bP4YNTx+CDkA0EdbYG3gp6YYSPx+xbdA/3nRK6X/0S9DpsZ9d7v0tjHDHyQ\nKByU+yjY7onAOfjzQtC+18ysebFK4tdblv2OVZprL3zswpN/fUDkuDwStLEZvkf5AfgegWPwn48T\ngAvxQRjwvfKnBceqtO7DB4mfCdreFx9MDQ8xH2Nmv45ZJ9xbPIPiQfJo4Ycse4HpJWzXn6JeDwM+\nN7OZZnatmR2daKUk/gzcQmRkxe34Y9oP31N0I35/ricydH6fCrweB+Lz0jbAH/O78OehT7CtifgJ\nVAm2U+W9M83sGPz1Dr5tL8YpcwX+ONbH90C/BX+8T8QHR8NBzKvxOdxj1z8IP6qjPX5ugCnAecH6\ng/HnLzxipRPwxzh1tAT+RyRI/Aq+Z3Ef4GJgQfD+SfjrP556+L8TO4F7gEH4kR734a9rgJ+b2UUJ\n1k8o6OkcnngxWd769fhgN/hrdDyw0cyeMLOLzaxNSbddUsHomOjP5LOJygbC+9MI/zdJRERqIfUo\nFhGRmqhD1Ou4veaqoUvwX27zgVOCL5lh75vZP/CpDPoC55tZS+fcN865r4CvzCwcIArnJIz1S/zw\nW4AxzrnYmc//Y2aP47+gtwWeMLMjEwwdz8SnwIgOfiTrgRzPwfh8mWfH9LCaZWZbgWvwx2Mo/ss9\nAEHuxPDkPAuAQc656CG6M4MAWbEARAl0iHpdntfPTfiACfiA9sUxx/dtM3saH7BtDvzVzN6K6XE3\nDt/jqwAY6px7LmYbb5nZVHyAuzE+mN8HwDm3CsDMukeVXxVzvWwIyoR/z0lwPSUyAp8eAHwg6mcx\n+/iqma0A7gTa4QN86UyeVOr9jqPE117UsQsH/76Pc1zOxaceADg/mDwsbAHwfPA5vhDoiU95kTJl\nQgIZwC+cc9EPjeaZ2Yv4z3Br4G4zeyoqlcxMfEqEg/D3m2IpQ4LA0sXBr68657aUpFHOuYlm1hv/\nMAn8w5qzgx/M7BtgNj4gNTNZihUzO4nIpF4Of1/cFFXkf2b2JP6hV098mpRXnHP/jCpTUdfjXcG/\nefiJLmN7gf7TzGYRuS9eSGQiuUoRPBw8AP9g4ix80Dc8SeU9zrkvYsq3xQe4wV9DZwV518PeN7On\n8A8chuOP9wzn3KyoMqOJfAbGOOceiGnW60Edn+LTBZ1nZlkxPcH/DLSMqiP6b9V8M3se/9BlEHCW\nmfV3zsV7oPct0N85tzzqvX+Z2RIiD0AuB/4RZ91keuPvMZAkXUrg5/je9eH8282BK4IfzGw1/gHY\nm8CsRGlzSsLMGuJ7Xp+If1jVK1j0Gb6neDLR+3MqPkgvIiK1jHoUi4hITRQ9HDtuvt1q6ODg3+/x\nveSKCIIbdwAP4QOOafdGDAIGNwW/vhcnSBzexjr8JG7gh+H/JEm1k9LdfhK/TDAMNzqgclzMshvw\n/38pBC6PCRIDEOzfv2PfL4Fyv37MLETkHHwNXBEvCB8EH0cHv9bHB/jDdTQj0pP6mTjB0nAdi/HD\n9cHnij2h7HuQtnCPxR3AlQkeNIwDwukIfpyqwgra79Jce6kcHPV6ZYIy9+A/Ozfj87WW1msxQWIA\ngjQ7twS/NiAISAXL9hDpQXtMMCQ91o+B8CRaaaediGnDFfjr4Js4i1vie9w+gu9t/JKZHRmnHPhj\nFDY8Jkgc3lYO8DP8AzaI7HtYRVyPDfGfza34YHfcVAHOuVfxozTAB6EryhNmVhj7gz8mW/HBv3vw\ngdk84P+IBLqj/QJoSOTeuiO2QJA+4xdErt1fxRRph+91/xWRoHNsHV8Syd9eH//gAgAza4rPQQ4+\n7U+xv1VBUPmmqLdOj7cdfO7w5XHef5bIfT02tUU6onN2J0o7AUCQFqMPPvi9O06RI/G9zZ8Dvjaz\nP5mfFDKVH8U758F53wmsx+fHDgeJ5+EfquamaO/XRD63x6fRDhERqYEUKBYRkZooOhdkvSprRcmE\nv9A2BZ6LN0zbOfe2c+5XzrkHkuX9jONYfOAXkgyVDbyBDxSA71EUTx5lz6P4pXPuswTLonNK7wva\nBgHvwcGv8xIEAcLK0nuvIq6fXkR62j2ToufYNCCcF/nMqPcH4AM5kPo8vh71OlkakXJjfsK0cGDi\nlUS5nYNAz8lAG+dc/zSqHkD57neJr700RV+P/wx61hbhnFvinLvOOfdH59yaEtYfbXKSZc8SCUrF\nBj6fjHp9aZx1w2knvqHosSyRIL/zIfhUN08AX8Qplonvhf2JmV0YvSDo2RweAfGhc25hkm2txvfI\nBOgdpD+osOvROZfrnOvlnDsQnxIhma+Cf6vy71AePl/uH4FjnHO/dfEn1wvfW9e6JHn9g4dz4R68\nJ5tZnahlVzrn2gLtEgTlw76Keh19bM4gMuHa1CRt+Bif9qWpc25sgmJxr99g38P7l1aqkRidol6v\nSlXYOfeDc+4mfBD95/hUKPGuxYb4h4TLzOyoUrQr1hf43tLnASfFe9CSQHifOiUtJSIiNZZST4iI\nSE2UE/X6oISlqpep+N68bfHBk3ODiaH+BbwNvJ1o0p40ROecvcvM4vUmi+eIBO9/m2xCnjStTbIs\nOoga/X+VNkR6O6YKVM8vTaMCFXH9RPdcez9ZQefcXjP7AB8o62pmGUFwI/o8Tg1SLaQj0Xksb52I\n9HT/MFlB51yqSZWilfd+l+baS8dr+LzT3fD5UxeY2UYin+F/uVJMQplAwuvbObfLzJbh85l3i1n2\noZl9hH94dLGZ/T/nXAHsm/Tt3KDotBSBvpScn9jxpeAnnId9AD6AfzqRIF194Bkz+9w5F/5sHEYk\nUJ/08xJV5iz89dcVn96ioq7H6PXCx64RfqK3I4Gj8L3R+xF5QFeRnXPuoGiKgPr4835L0J48fAqM\nuxKd0yAwH75Wjgh6pqajIT7NSZEHAVHHpQ7+XIYnOOyGT4kQfV1GH5vOUa9TnbNUaR/iPZwIC//9\nqpOkTCLRuYXT/pscpHGZAkwJRpj0wH8eTgv+DefUb4tPkdE1Xq/uwAcUzXsdCtp1BZF83CuA25IF\n/RMI79NBZlY3GIkgIiK1iALFIiJSE0X38qnIIb/lxjm3NZhA7gkiuVWPAEYFP/lm9l/8hHfTEvQI\nS6RFKZuVqLdVoi+vJbEz0QLnXGFUjtzoFButo16nSglRkh7XsSri+okOOKfTtnBAMRM/Y/1Wyv88\nlrfo81Oi3LYplPd+l+baS8k5l2dmZ+CDQeGe4G3xeVAvBwrNbAH+odCUMgZg4qV1iBb+fBwYZ9mT\n+Amu2uN70r4bvH8BPl0FlDLtRDJBnudV+EBZHXzv5Xvx6Sjq4AOe4eNW2s9L9LoVdT0CYGbt8RPq\nDSHxQ4kCKn4E54Y4QdP3zexZ/MOLfsBYINvMzo3JBxzWvAztbE5UUDZIzXEdfjLDbsT/vpnouJTX\nOduT5uerNBNKhvMTF1D0wVLaghQei4KfPwaTKN4E3IoP+rbHT2h7X4Iq4uVIB59zezT+8z0QWBjk\ncP60BM2L7u3cmKIPTkVEpBZQoFhERGqiRfj0ASF8T50SMbNhgOEnmZkX9IwrLwm/jAepFE4Mcqv+\nFN9DrmuwOIT/4jcQuNLMznHO/ZDmNqP/3l+Hz1eYjkT1lyRIXZ7qRr1OFdQoSxuje2sOwOcwTZuZ\n/RLf0+5dYFEQmIlubzptC0W9Lgj+jT6P5+HzUKYj7pD7ClBR/6+s7vu9TzA521lmdgw+8DoYP2ld\nJj4odULwM8rMTnWRiebKWzgAFu/e9TQ+AFUHn37i3eD9cNqJj4N8zyUS5JJuDdRzzn2UrGzQs/Vx\nM5sHLManHxhoZplBb9Ty/ryUq+CBwPNEJocD+A5Yhp+obSG+F/mLRO7hlco5t8PMzscf3/b4vyd/\nwU/WGCv6WM3CByzTte/Bmpkdjp9csGPU8j343q3L8D1h/4u/1q6juPI6ZxX5Nypcd2GiB7ZmloEf\n/dIK+C7I/5+Qc24r8FszW4ufiBP8ZH2JAsXJ6vqzmXXGn+fm+Ek6e5TgXhO9TwUJS4mISI2lQLGI\niNQ4wRfkOcCPgI5mdrhzLtlw81i/APoCv8N/WUtnYrTwl6tUPZSapqrIOTcfH6z8TZBncyBwNj5I\n1gA/dHsMcHca7YKiPYLy0hiyW11Ff9FtmaJsaXuh4pz71MzWAR2AfmbWMNUkQGFBHuUxRIacd8IH\nUqJ7x7WOXS+OcJm9+AAUFD2PudXwPFZUypfqvt/FOOc+wU90dWfQW/AUfG/ZC/H3gGPxQaARpdxE\nc5L3uAynaClWxjn3jZm9jk8z8RMzuwZ/vn4UFCltb+LP8MPfv6boxH4JOeeWmdkb+HtbXfzndjOl\n/7xA5HqpkOsxuCc/iw8S5+EnipuOz2BRGFO2cfEaKo9z7lszuxT4Dz74PsrM3nDOvRxTNPpYHVCG\nz9h0IkHi6cDD+IdlRVJeBNdcPLHnbEMp21GRwvfjUJLUDJ2AcDqTZ4Ghadb9BDAePxKgLKNZRgP9\n8Q8p2gOP4fOFp6Nh1OtS9ZgWEZH9myazExGRmurJqNe/THclM8vGB4nBT7jzbpqrhofz1g3yD8ar\nuwEJApxm1sDMuptZkd5nzrmvnHPTnHPD8HlPwz18zk6zXVB0ZvZTkhU0s2ZmdqeZXW5mx5VgG5Vh\nDZG0F9kpyvYs47bCwbL6+AmI0nUekSDxomC4PUB0D8sTklVgZnWJ5OVdGc73ScnO4xFmNtbMLjGz\nypqUKHp4c9Jrx8zuM7NVZvZW0BM1meq+3+Ft1zWzrmZW5Npzzm11zv3TOfdz/HEJ5wAtyWc4VsJe\nqkGu4fBkmInyvD4R/NscH1A6B/+9IB/f47g0Vgb/tjazHklLFhUORu0m8jBoTdT7ST8vgT5Rr8MB\nuoq6Hi8FDghe3+2cu8M5tzxOkLge6QW5K5Rz7r/AxKi3Ho3dx2DUTPhe1Su4hhIys5Fm9gszGxzk\nN8bMehE5V+8454Y55+YlyIt8aIKqoyeZTHXO3jOzT8zskWTlKsDGqNdtEpRZj+9JDXBKcC2kFFxD\n4YeSX5aueT5POXAlkYlZzzOzdIPV4Yc8mxOkKRERkRpOgWIREampniEyadX1ZtYv1QpmVh94NOqt\n+4NcgumIntSmQ4Iyg4gzeU4QGNyCHyI8KdEGguHg4ZnL68csTjZEdCGRnlo/MbNDkpS9Fp8r9Eki\nE1tVC0HANDyTfR8zOzJJ8cvLuLmHiKQuuMuiEtcmYmYH4nNDht0T9fpDIr0kLwkmv0rkEiKBqH9F\nvf9vIg8krkoRzLkF3+P8afzkURXOOfclkSDdkET7GAzLHkIw8VcakzRWp/1O9jn7DB/U/meiAs65\n9UQCmLGf4ZL4WZJllxMZNTgrQZnXiOT+PY/IZ31WGSbcezHq9bigd31SwT13YPDre+GHIsF99z/B\n+z1jg+8xdXTE31sBljrnNgd1VNT1GJ1W4YMk5X5K5BxX9SjOW4mkbGkN/CFOmTeDf+vi/w7EFfz9\nmIRPY/FwVDAxreNiZh3wDz3Doo/NO0SCm8OS1NE2qKMrRdN/VIYVUa87xCsQBN7fCH5thc8/nFLw\ncLZ98Ou7pWvevjYsBP4c9dafzSzliCYi+1SqCR5FRGT/p0CxiIjUSEEvppH4wE4W8JqZXZCovJm1\nwM8c3yt4ayH+i3C6onuM3hCn/tb4IaXx2roHn9cRfKqDn8YrZ2Y/IjIcdWHM4t1R5YoMdw7qD+9L\nPeAf8b4wBsGY24Nfd+GHq1Y3D+LTfGQATwQTJxVhZsOBn5RlI865HOBXwa8HAP8xswGJyge5Od8G\nDgveetk5ty9wFlyPDwe/HozPz1oseBQECiYEv/5AVE9A59xXwLTg19bA1OAhQ2wdg4mkNPgKeC7h\njpa/8D42ByYmCBbeDBwVvJ6SqsJqtt/hz1m8lAKvBv8eamZxA0NmdhSR3vCxn+GSGGVmZ8a+aWbH\nAv8X/LqZBL2Dg+DeM8GvP8Gns4GyTWI3GVgXvD4TmB7cV+MK7lPP4Cf8Az+xXbTohy5/D+6hsXU0\nB2YQyVH8x5gi5X49UjQFTrFzELTr+Khtg7/vVhnn3E6KjqwZZWZ9Yoo9RCRI+3szOzm2nqBn7NNE\ngrsPRS2OPi6DzE9YGLv+wfjPZfTnd9+xCYL74fvmaWZWLDVLcA4fJZLmKZ1zVp4WRL3unqTcnUR6\nFY8zs9viHZOw4G/Is8GvO4C/lqWRUW34PHh9MPEfEES34WAiveDnJysrIiI1V1U/3RYREakwzrn/\nmNm1wCP4YN9zZjYfnztxCX6I58H44exXAuHhuCuBnyYYMpvIdHxO4yzgV0Gvxxn4gGsf4EZ8QGQ1\nvudarN/jJ77KAmaY2VR8r78vieQPDU/+k0vxoPOmqNf3BOvnR01K9Qf8UPfsoD0fmdmf8MGqRvhJ\n235JpHfWLc656DqrBefc+2b2KH6inv7AB2b2R3xPzub4npaxvYlLNbGRc+6pIH3B7fhz946ZvY2f\nxOpTfBCgPXAGfjh6g2DV94Er4lR5L/4c9AIuAo4ys4eCtjcK6rk+qp4bnXMrY+q4CX+uDsX3BP3Q\nzB4EPsbntTwLuBofOCsErinBpIfl4RH8OeiPPw+dzOyv+GHt7fD7He4Nu4Ligb1Eqst+b8IHFY8z\ns5H4+8hW59xq/L5cgc9B/EczOwkf+NkQvNcb//ChAf4B1v8Vqz19u4FXzOxhYCY+l/Ug4Nf4IHYh\ncFWKY/AEPpdpuAfjVvzDslJxzuWan+TtPXyKnYuA083sBfxDlC+CdrbGXx/DieRS/r1z7t8x9f03\n2L8b8Kk0PjKzB4A5+ON3PP66CLd/unMuNjBeEdfj88Bt+EDldcHDqhfwgdJ2+N7ZF1N09MgBZpaR\naPKzyuCce8XMXsH3ns7Ap6DoGe4R7JxbYWa34XNn1wfeNrPH8NfEd/hzMJpI2pMFFE1pMQf/+WiD\nD6D+28z+gu/JfCD+b9gIiuePj31oeSP+s94CeMzMTsH/Lf0Wn/v3l0Qe6D4dpNaoTB/gj0cTkqRF\ncc4tMZ/YnnVRAAAgAElEQVQfega+c9Y44Odm9g/8hLJf4a+RQ4HT8HmM6+E/IxcEE9yViXNup5n9\nisgoh1Fm9lQwD0I80fvznwRlRESkhlOPYhERqdGcc5PxQaTwsNsTgAfwwzoX4L8EjyYSJH4eOMk5\n9zklEOSivZHI0PSr8L2EZwP34wPStwEvJVh/MT6QsQsfLL4KH3x4Hx8w/g0+AJQD/MQ5Fzss9GUi\nvcFuwAeA920ryFn4YyJf/g7FH4f/Be28Lag/H7jdORfdU6y6uQH4R/D6KHyPsvfxQ32vAHbig/Zh\nuykl59xY/HkJ95YbhA8+vYfvcfUCPodxA3xwbhIwKN7w9WA48ulE0kkcG9X2f+N7NjYI2n9ZcO3G\n1rEFH3BZGrzVFd+Tcx7+OvkFPvjwA3BlnEmrKlSQMmAIkX3si++B+D7+WIWDcp8Ap6U7SWA12u9w\nwCUL3+N+IcG15pz7At87dxs+EPcTfKB4Hj4FxN344FcuPoj7bhnaMRz/WR2N/0y/h08Z0xh/DC5x\nzr2WrALn3McUzWE8I7hGSy24L/UlkvKiKf5eNg1/L5yHvy/9Gh8k3g5c55y7M0GVN+KDt4VB+XuC\neubgexy3D5b9mTjpZiriegwmehsb/JqBf8j4alSdl+GvxdeJjMqoS9HUDFXlBiI5cI/FH999nHP3\n4//W5OH34Tr8ufwf/l4VDhK/B5wV/TA1+BszHH/9gQ/OP4s/Lq/j08K0wAfkb4nabGxe/i/xgeK1\n+ON7Cf5hyDxgKpEg8XP4UUOVKgish+8vg4LUJYnKPoe/5y8P3uqAP74v4vdnNv56vBwfJF4B/Ng5\n969ilZW+vS/i75Hgv/s/Gm80S+DHwb9bSW8SXxERqYEUKBYRkRrPOTcL6IzPeTgd/6XtO3ygZTs+\n+PQXoKdz7kLn3Del3M5EfK/Bp/E9gffge1j9A+jnnEs67NM5Nw3/pXkCPl/xDvwX9m/xXyrHAp2d\nc2/GWXcpPiAyDz8J1A/A3ujUDM65Lc65U4Ny/8D3dNwV/KzAD+ft4Zy7h2rMOZfnnPsZPhAXzrW6\nBz/EdjL+GL4XtUqZZm53zk0FjsAHhF/E9wrfib9+tuIfONyPz296XTDMO1FdOc65H+PPwfP4XpZ7\n8Od4If4cd3LO/T1JHevwk/UNxz/o2BjUkYvvYfsnoKtzrixpBErNObct2Mfz8cdrE76X3HZ8wOl6\noJdzbkMJ611H1e/3RGAM/h6yC79P+9JQOOf+g394cRc+QLYV/xnOwQdl78FfJ2Vt4yv4HrX/wF//\nu/ETwP0V6OKcm55mPc9GvS6X4+acW+WcOxOfI3ocMBefkuJ7/DFbh+9hfAP+Wk+Wl73AOXczfnLH\nR/H3qVz8/ftT/H27u3PupkQjQCriegzukafhz8PX+HOci783PAcMds4NpujxvSjd+itKsI93Rb11\np5kdFlNmPGD4z9NH+OOUh9/P1/F/RwcED29i6/83/lxNwQd69wQ/G/HB+qvxvY0nEQlYFzsuzrlP\ngS743sP/xed3z8Nf6zOBIc65i8r6YKMMpgb/tqRovuVinHNv44PyQ/D7vQT//4Nd+Ot4Bf5zPBQ4\ntowPkBK5nkgA/zhiHhDAvlzd5wS/Tg9SVomISC2UUVhYZSOgRERERCqEmf0E37sPfBqRhBOMidRW\nZvYsPlC33Dl3dFW3R2R/YWYf4FM5TXLOXZeqfHUXzIHwLv4BaGfn3JqqbZGIiFQV9SgWERGR/YaZ\n3W9mf080WViUgVGvlyYsJVJLmdmB+F6O4PMVi0j6wjnGL4mdQHY/dW3w7zMKEouI1G4KFIuIiMj+\npD5+4rgJZtYrXgEzOwGfFxVgaTDRmIgEgmHmf8R/nnahQLFISb2ET3lzAH6Svv2WmR2CT+VUgE+P\nIyIitZhST4iIiMh+w8x64HP5hvCThk3E5xnNwU92dSp+gqNG+JyW/ZLM8C5Sa5hZe/xEjJvweWLD\nD1r+5Jz7dZU1TGQ/ZWan4Cd92wQcGUzot98xs0eAUcDDzrlfVnV7RESkailQLCIiIvsVM7sKPylQ\n3STFtgKXO+dmVk6rRKo3M2tAZAKxsM+A45NNwCgiiZnZQ/iJGW9xzt1f1e0pKTPrhJ8Ycj1wnHMu\n9h4hIiK1jFJPiIiIyH7FOfc4cDR+6Pxi/MzxefheXfOAW4CjFSQWiXDO/QC8g081sRl4HDhZQWKR\nMrkFWAGMNbM2Vd2YUngAP0LnSgWJRUQE1KNYREREREREREREpNZTj2IRERERERERERGRWi6rqhuw\nv9u+fXs9oHeCxZuA/EpsjoiIiIiIiIiIiOx/QkCiVEYLmzZturuiG6BAcdn1Bt6r6kaIiIiIiIiI\niIhIjdQfmFPRG1HqCREREREREREREZFaToFiERERERERERERkVpOgWIRERERERERERGRWk6BYhER\nEREREREREZFaToFiERERERERERERkVouq6obUANsquoGiEj1U1BQwPr16wE47LDDyMzUczmR2kz3\nBBGJpnuCiETTPUFE0lAp8UcFissuv6obICLVU15eXlU3QUSqEd0TRCSa7gkiEk33BBFJoVLij3pM\nJSIiIiIiIiIiIlLLKVAsIiIiIiIiIiIiUsspUCwiIiIiIiIiIiJSyylQLCIiIiIiIiIiIlLLKVAs\nIiIiIiIiIiIiUsspUCwiIiIiIiIiIiJSyylQLCIiIiIiIiIiIlLLKVAsIiIiIiIiIiIiUsspUCwi\nIiIiIiIiIiJSyylQLCIiIiIiIiIiIlLLKVAsIiIiIiIiIiIiUsspUCwiIiIiIiIiIiJSyylQLCIi\nIiIiIiIiIlLLKVAsIiIiIiIiIiIiUstlVXUDREREREREREREpPpbtmwZM2bMYPHixeTk5FCvXj3a\ntWtH3759GTp0KM2aNStSfvLkyUyZMiVuXXXq1KFJkyZ06tSJc889l0GDBlXGLiS0cuVKLr/8cn7z\nm99w3nnnFVu+bt06LrroooTr/+EPf+DUU0+tyCZWOAWKRUREREREREREJKnnn3+e8ePH07BhQ046\n6SRat25Nbm4un332GY8//jgvvPACEydOpHPnzsXWzc7OJjs7u8h7u3btYu3atcydO5f58+ezefNm\nhg0bVlm7U8RXX33FmDFjyMvLS1hmxYoVAAwYMICOHTsWW3744YdXWPsqiwLFIiIiIiIiIiIiktCm\nTZuYMGEChx12GJMnTy7Wc/i5555j/Pjx/O53v2P69OlkZGQUWZ6dnc3VV18dt+558+Zx44038uij\njzJkyBAaN25cYfsRz4cffsjYsWP59ttvk5YLB4ovvfRSjj322MpoWqVToFhERERERERERKQElm3d\nW9VNSMvRzeuUSz1z5swhPz+fIUOGFAsSA1x44YXMnDmT5cuXs2bNGo488si06z7xxBPp3r07ixcv\n5qOPPqJv377l0uZUvv/+eyZMmMAbb7xB/fr16d69O0uWLElYfuXKlWRkZMTtTVxTKFAsIiIiIiIi\nIiJSAie+tLmqm5CWbVe2K5d69u71gfFwr9p4br75ZrZt20arVq1KXH/z5s0BH7xN5oMPPuDaa69N\nWd/gwYO54447kpbZuHEjr732GieddBJjxozhtddeSxooXrFiBe3bt6dhw4Ypt7+/UqBYRERERERE\nREREEurTpw8ZGRnMmjWL3NxczjnnHHr16kWjRo32lenWrVup6t61a9e+AG28/MbR2rRpw8iRI1PW\nmaoegBYtWvC3v/0trXbn5OSwZcsW2rdvzwMPPMDs2bPZvHkzrVu35qyzzmL48OHUrVs3ZT3VnQLF\nIiIiIiIiIiIiktARRxzB6NGjefDBB5k9ezazZ88mFArRqVMnevToQb9+/ejZsyeZmZlp15mbm8vq\n1auZNGkSOTk5DBw4kA4dOiRdp23btglzHZfUgQceyIEHHphW2XBP6qVLl7J9+3ZOPvlkfvjhB+bN\nm8ejjz7KwoULefjhh6lTp3xSfVQVBYpFREREREREREQkqaFDh9KjRw+mT5/OnDlz2LFjB8uXL2f5\n8uVMnz6djh07MnbsWLp06VJs3SlTpjBlypS49WZlZXH++eczevToit6FUtu5cyeHHnoovXv3ZsyY\nMYRCIQB++OEHbr75ZhYsWMDUqVMZMWJEFbe0bBQoFhERERERERERkZTMjDvvvJP8/Hycc3z44YfM\nnz+fRYsWsWrVKq6//nqmTp1K+/bti6yXnZ1NdnY24FNNzJ49mw0bNtCtWzfuvfdeWrZsmdb2N27c\nyKuvvpqyXOfOnRkwYECJ9y+RU089lVNPPbXY+w0aNOA3v/kNF1xwAW+88YYCxSIiIiIiIiIiIlJ7\nhEIhunTpQpcuXbj00kvZuHEjt956K8uWLWPGjBmMGTOmSPns7OwiKSOuu+467r77bt544w1uu+02\nHn74YerXr59yu5s2bUrYMzna4MGDyzVQnMyhhx5KkyZN+PLLLytlexVJgWIRERERERERERGJKz8/\nn2HDhgHw7LPPxi3Ttm1bfv3rXzNy5EjWr1+fss6srCxuv/121qxZw9KlS7nnnnu46667Uq7Xs2dP\nFixYULIdKAfr16/n66+/plu3bjRo0KDIsoKCAvbs2UO9evUqvV3lLf0M0yIiIiIiIiIiIlKrhEIh\nCgsLWbt2LR9//HHK8q1atUqr3rp16/L73/+eunXrMmvWLP71r3+VtakV5s9//jPXX389c+fOLbbs\n008/Zffu3XFzM+9v1KNYRERERERERESkBOadl14wtKa45JJLGDduHGPHjmX8+PF07ty5yPLvvvuO\nv/zlLwAMGTIk7XqPOOIIRowYwaRJk5gwYQLHH388TZs2Lde2l4fTTjuNuXPnMnnyZPr06UOjRo0A\n2LZtG+PHjwfg4osvrsomlgsFikVERERERGIU/PAVeV/9m4Ltn1KYt5OMugcSanYModY/IrNei6pu\nnoiIVLGjm9ep6iZUqnPPPZe1a9cybdo0LrvsMo477jjMjPr167Nx40bmzp1Lbm4uN9xwA8cdd1yJ\n6h4+fDhvv/02K1eu5IEHHuCOO+6ooL0ovTPPPJN33nmH2bNnc9FFFzFgwAD27NnDnDlz2LJlC8OG\nDaN///5V3cwyU6BYREREREQkUJi3kz2rppC38U2goMiy/G/nweonqXPIedQ5YjgZmXWrppEiIiJV\n4MYbb2TgwIG8/PLLLFmyhBUrVrBnzx4OOugg+vfvz0UXXUTXrl1LXG9WVhZjx47lqquu4rXXXuP0\n00+nT58+FbAHpZeZmcl9993H888/z8yZM3n55ZfJysqiU6dO3HTTTZx22mlV3cRykVFYWFjVbdiv\nbd++vQOwtqrbISLVS0FBAatXrwbgyCOPJDNTKeFFajPdE0T2DwU/fMWuj35H4c4NKctmNulM/ePu\nIqNus5JvR/cEEYmie4KIpOHwpk2brqvojejuIyIiIiIitV7hnm3sWnxLWkFigILvVrBrye0U5u2s\n4JaJiIiIVA4FikVEREREpFYrLMhj18f/R+Gur0u0XsH3q9n96X1olKaIiIjUBAoUi4iIiIhIrbZ3\nw3MUbP+kVOvmb1lA3sY3yrlFIiIiIpVPgWIREREREam1CnK/ZO+6aWWqY8+qyRTs+qacWiQiIiJS\nNRQoFhERERGRWmvPqsegYG/ZKsnfxd41U8unQSIiIiJVRIFiERERERGplfJ3OPK/fb9c6sr76m3y\nv1tTLnWJiIiIVAUFikVEREREpFbau+bvKctkNGxHgxMeI6PuQSlKFpY5hYWIiIhIVVKgWERERERE\nap2CnevJz1mUsly9o24is9Eh1D36xpRl87/5HwW5X5RH80REREQqnQLFIiIiIiJS6+z9YmbKMlkH\nDyLUrKt/fVBvQi36pFijkL0bXiiH1omIiIhUPgWKRURERESkVinM20neV28nL5QRos7hlxZ5q+6R\nI0j1FSrv63cozMstYwtFREREKp8CxSIiIiIiUqvkbXoL8nclLZPV+hQyGxxc5L3MRocQatUveeX5\nu8j7+t0ytlBERESk8ilQLCIiIiIitUZhYSF7N76ZslxW+3Pjvl/nsAtTrpu38Y0St0tERESkqilQ\nLCIiIiIitUbB92sp3LkuaZnMpl0IHdAp7rJQk05kHnB08m18t5L8HStL20QRERGRKqFAsYiIiIiI\n1Br5X/87ZZk67YckXZ7V7syUdaTMgSwiIiJSzWRVdQNEREREREQqQ2FhPnlfvZu8UFZjQi37Ji/S\n6mT2rHwU8nYmLJO/+T0KO11NRkaoFC0VERGpnpYtW8aMGTNYvHgxOTk51KtXj3bt2tG3b1+GDh1K\ns2bNipSfPHkyU6ZMiVtXnTp1aNKkCZ06deLcc89l0KBBlbELRbz//vs89dRTrFq1iry8PDp37szQ\noUM55ZRT4pafM2fOvvKhUIju3bszatQoOnWKPxJpf6NAsYiIiIiI1AoFWz+icM+WpGWyWp1MRmbd\npGUyQvXJan0KeV++mrBM4Z4cCrZ9Sqj5saVqq4iISHXz/PPPM378eBo2bMhJJ51E69atyc3N5bPP\nPuPxxx/nhRdeYOLEiXTu3LnYutnZ2WRnZxd5b9euXaxdu5a5c+cyf/58Nm/ezLBhwyprd3jppZe4\n5557aNasGYMGDSIUCvHuu+9yyy23MGLECEaNGhW3fJs2bTjvvPPYsWMHb731FvPnz+eRRx6ha9eu\nldb2iqJAsYiIiIiI1Ap5m99LWSbr4IFp1ZV18KlJA8V+e/9VoFhEpIbK/GJtVTchLQXtDy+XejZt\n2sSECRM47LDDmDx5crGew8899xzjx4/nd7/7HdOnTycjI6PI8uzsbK6++uq4dc+bN48bb7yRRx99\nlCFDhtC4ceNyaXMy27ZtY/z48Rx00EH8/e9/p0WLFgBcc801DB8+nCeeeIKzzz6bdu3aAbBlyxYm\nTJjAIYccwlNPPbWvjeeffz6jRo1i3LhxPPPMM8X2e3+jQLGIiIiIiNR4hYUF5H87L2mZjPqtyWya\nXm+gzAOOIqN+Kwp3bU5YJm/zHOp2uo6MTKWfEBGpaRrefmVVNyEt3z/1brnUM2fOHPLz8xkyZEix\nIDHAhRdeyMyZM1m+fDlr1qzhyCOPTLvuE088ke7du7N48WI++ugj+vZNngKqPDjnaNWqFWeddda+\nIDFA48aN6d+/PzNmzODTTz/dFyh+6aWX2L17N8OHDy8SyD7mmGM47bTTeP311/n444859tj9+wGx\nAsUiIiIiIlLjFexwFO7ZmrRMVutT0u4JlJGRQVark9m74fnEhfZup2Dbx4QO7F6SpoqIiFQ7e/fu\nBWDFihUJy9x8881s27aNVq1albj+5s2bA/D9998nLffBBx9w7bXXpqxv8ODB3HHHHQmXn3DCCbz4\n4otxl61btw6gSAB50aJFAPTu3btY+d69e/P666+zcOFCBYpFRERERESqu/xvkvcmBgi1PKlEdYZa\n/yh5oBjI2zJfgWIREdnv9enTh4yMDGbNmkVubi7nnHMOvXr1olGjRvvKdOvWrVR179q1iyVLlgDE\nzW8crU2bNowcOTJlnanqiZWXl8cXX3zB9OnTef/99+nVqxc9evTYt3zDhg2EQiEOPvjgYuuGex2v\nX7++RNusjhQoFhERERGRGi8vVdqJei3IbNKxRHVmNu5IRoO2FP6wMWGZ/G/nU9jx6v0+Z6GIiNRu\nRxxxBKNHj+bBBx9k9uzZzJ49m1AoRKdOnejRowf9+vWjZ8+eZGZmpl1nbm4uq1evZtKkSeTk5DBw\n4EA6dOiQdJ22bdsmzHVcFmeffTY5OTmATydx//33F/nbvX37dho3bkwoVDydVDgVxXfffVfu7aps\nChSLiIiIiEiNVrDzcwpzP09aJtSyb4mDuRkZGYRanEje5y8kLFP4w0YKc78go9EhJapbRESkuhk6\ndCg9evRg+vTpzJkzhx07drB8+XKWL1/O9OnT6dixI2PHjqVLly7F1p0yZQpTpkyJW29WVhbnn38+\no0ePruhdiKugoICTTjqJJk2asHTpUj755BNGjBjBQw89ROvWrQGfeqNp06Zx169Tpw4Ae/bsqbQ2\nVxQFikVEREREpEZL1ZsYIKvFiaWqO6vFCUkDxQD5W+aTqUCxiIjUAGbGnXfeSX5+Ps45PvzwQ+bP\nn8+iRYtYtWoV119/PVOnTqV9+/ZF1svOziY7OxvwqSZmz57Nhg0b6NatG/feey8tW7ZMa/sbN27k\n1VdfTVmuc+fODBgwIK06MzMz+e1vfwtAYWEhEydOZOrUqdx333386U9/AqBevXr78jTHCr/foEGD\ntLZXnSlQLCIiIiIiNVr+t+8nL5DVmMxmpcurmNm0C2Q1hrzEk+/kfTufOodeUKr6RUREqqNQKESX\nLl3o0qULl156KRs3buTWW29l2bJlzJgxgzFjxhQpn52dXSRlxHXXXcfdd9/NG2+8wW233cbDDz9M\n/fr1U25306ZNCXsmRxs8eHDageJoGRkZXHPNNbz00kvMnTuXvXv3UqdOHQ444AC2bt1KYWFhsRFI\n4Qn4wiko9mcKFIuIiIiISI1VuPc7CrYvT1omdFBvMjJL99UoIzOL0EG9yP/63YRlCrZ/SmHeTjKy\nGiUsIyIiUl3l5+czbNgwAJ599tm4Zdq2bcuvf/1rRo4cmdakbllZWdx+++2sWbOGpUuXcs8993DX\nXXelXK9nz54sWLCgZDsQx/r161m5ciXdu3enRYsWxdrWunVrduzYwfbt22nRogUdOnRg8+bNfP31\n18UmtPviiy8AOPzww8vcrqqmQLGIiIiIiNRY+VuXAAVJy2S1LF3aiX3rH3RC0kAxhQXkb/2ozNsR\nEZHqI3fcE1XdhEoTCoUoLCxk3bp1fPzxx3TrlnwUTqtWrdKqt27duvz+97/nsssuY9asWfTv35/T\nTjutPJqc0ssvv8zTTz/N9ddfz2WXXVZkWW5uLhs2bKBJkyY0b94c8D2iFyxYwKJFizj77LOLlF+4\ncCEA3bt3r5S2VyQFikVEREREpMbK3/JB8gIZmYSaZ5dpG6GDegEZQGHidmxdrECxiEgNUtB+/+89\nWhKXXHIJ48aNY+zYsYwfP57OnTsXWf7dd9/xl7/8BYAhQ4akXe8RRxzBiBEjmDRpEhMmTOD4449P\nOGlceTrjjDOYNm0azzzzDKeffvq+Sevy8vK477772L17NxdccAGhUAiAM888k8cff5zHH3+cfv36\n0axZMwA+/fRT3n77bTp37sxxxx1X4e2uaAoUi4iIiIhIjVRYWEh+zodJy2QecBQZdcqWUzCjThMy\nm3Si4LsVCcvk5ywp0zZERESq0rnnnsvatWuZNm0al112GccddxxmRv369dm4cSNz584lNzeXG264\nocQB0+HDh/P222+zcuVKHnjgAe64444K2ouIzp07M3LkSCZPnszFF1/MoEGDqFu3LgsWLGDdunVk\nZ2dzzTXX7Cvfpk0brrnmGh566CEuueQSBg0axM6dO3nzzTfJysritttuq/A2VwYFikVEREREpEYq\nzP2Cwt2bk5YJHdizXLYVOrBH0kBxYe4GCnZ/S2a9FgnLiIiIVGc33ngjAwcO5OWXX2bJkiWsWLGC\nPXv2cNBBB9G/f38uuugiunbtWuJ6s7KyGDt2LFdddRWvvfYap59+On369KmAPShq5MiRdOzYkenT\np/Pmm29SUFDAIYccwq9+9St+9rOfkZVVNGx66aWX0rJlS6ZNm8Y///lPGjVqxAknnMDVV19drIf1\n/iqjsDDx8ChJbfv27R2AtVXdDhGpXgoKCli9ejUARx55JJmZmVXcIhGpSroniFSNvZ+/xJ6VjyQt\nU7/nA4SaHlXmbeXnLGHXkv+XtEzdo8dQp80g3RNEpAjdE0QkDYc3bdp0XUVvRHcfERERERGpkfJz\nUuQnzmpM5gGdymVbmU27QGbdFO1JngZDREREpCopUCwiIiIiIjVOYcEe8rd+lLRM6MAeZGSEymV7\nGaG6hJodk7RMwbZPymVbIiIiIhVBgWIREREREalxCrY7KNidtEx55ScOy2zeI+nywt2bKdiVPGey\niIiISFVRoFhERERERGqc/G3JexND+QeKQ826pSxTsO3Tct2miIiISHlRoFhERERERGqc/K1Lky7P\naNiOzPoty3WbmU06Qma9pGXytyv9hIiIiFRPChSLiIiIiEiNUpi/h4Idy5KWCTU7tty3m5GZRWbT\no5OWyVeeYhEREammFCgWEREREZEapWDHcijYm7RMRQSKAUJNuyZdXrhzPYV7d1TItkVERETKQoFi\nERERERGpUdLJT5zZvIICxc2SB4oBCrZ/ViHbFhERESkLBYpFRERERKRGSZ2fuD2Z9Q6qkG1nHnA0\nZCT/mpUqLYaIiIhIVVCgWEREREREagyfn3h50jIVlXYCICOrAZmNOyYtU7DDVdj2RUREREpLgWIR\nEREREakxCnYsS52fuILSToSlmtCu4LuVUFhQoW0QERERKSkFikVEREREpMbI3/ZJyjKZzbpVaBtC\nB1jyAvk/kJX3dYW2QURERKSkFCgWEREREZEaI9VEcRWZnzgs84CjUpaps3t9hbZBREREpKSyqroB\nIiIiIiIi5aGwMJ/87cknigs1PabC25HRoA1kNYG87xKWqbtnHT/Qp8LbIiIiUp6WLVvGjBkzWLx4\nMTk5OdSrV4927drRt29fhg4dSrNmzYqUnzx5MlOmTIlbV506dWjSpAmdOnXi3HPPZdCgQZWxC0Wc\nccYZ5OTkxF124YUXcvPNNxd5b86cOTz11FOsWrWKUChE9+7dGTVqFJ06daqM5lY4BYpFRERERKRG\nKNy5HvJzk5bJbNalwtuRkZFB6AAjP2dRwjJ19qhHsYiI7F+ef/55xo8fT8OGDTnppJNo3bo1ubm5\nfPbZZzz++OO88MILTJw4kc6dOxdbNzs7m+zs7CLv7dq1i7Vr1zJ37lzmz5/P5s2bGTZsWGXtDlu2\nbBm5y6AAACAASURBVCEnJwczo3///sWWd+3atcjvL730Evfccw9t2rThvPPOY8eOHbz11lvMnz+f\nRx55pFj5/ZECxSIiIiIiUiOk6k0MEGpaOV/iMlMFivduhII9ldIWERGRstq0aRMTJkzgsMMOY/Lk\nycV6Dj/33HOMHz+e3/3ud0yfPp2MjIwiy7Ozs7n66qvj1j1v3jxuvPFGHn30UYYMGULjxo0rbD+i\nrVixAoBTTz2VK664ImnZLVu2MGHCBA455BCeeuqpfW08//zzGTVqFOPGjeOZZ54ptt/7GwWKRURE\nRESkRsjf9mnyAnWaktGgbaW0JTPFhHYZFFBn75fA0ZXSHhERKV8F36+r6iakJbNxh3KpZ86cOeTn\n5zNkyJBiQWLwaRpmzpzJ8uXLWbNmDUceeWTadZ944ol0796dxYsX89FHH9G3b99yaXMq4UBxOmkj\nXnrpJXbv3s3w4cOLBLKPOeYYTjvtNF5//XU+/vhjjj322Aprb2VQoFhERERERGqEVBPZhZp2rbSe\nPqEUgWKAOns+r4SWiIhIRfhhwTVV3YS0NBo4q1zq2bt3LxAJrsZz8803s23bNlq1alXi+ps3bw7A\n999/n7TcBx98wLXXXpuyvsGDB3PHHXckLbNy5UogvUDxokV+lFDv3r2LLevduzevv/46CxcuVKBY\nRERERESkqhXs3kLhrq+SlslsWnm9dzPqNiWjXisKd29OWMb3KBYREan++vTpQ0ZGBrNmzSI3N5dz\nzjmHXr160ahRo31lunXrVqq6d+3axZIlSwDi5jeO1qZNG0aOHJmyzlT1gA96N2zYkHfeeYdXXnmF\nzz//nEaNGtGvXz9GjRpFixYt9pXdsGEDoVCIgw8+uFg97dq1A2D9+v1//gEFikVEREREZL9XkE5+\n4maVO8lMZpMjyE8WKN7zRSW2RkREpPSOOOIIRo8ezYMPPsjs2bOZPXs2oVCITp060aNHD/r160fP\nnj3JzMxMu87c3FxWr17NpEmTyMnJYeDAgXTo0CHpOm3btk2Y67gkdu3axeeff05+fj5/+9vfOOWU\nU+jZsydLly7l5ZdfZu7cuTz22GO0betTVm3fvp3GjRsTCoWK1RVORfHdd9+VuV1VTYFiERERERHZ\n7+VvT5GfOLMOmU06Vk5jwptsfCT5376fcHmdvRspLMiDzLqV2CoREZHSGTp0KD169GD69OnMmTOH\nHTt2sHz5cpYvX8706dPp2LEjY8eOpUuXLsXWnTJlClOmTIlbb1ZWFueffz6jR4+u6F3YZ8uWLRx+\n+OE0adKE+++/n6ZNmwJQWFjIpEmTePLJJxk3bhwTJ04EfOqNcJlYderUAWDPnv1/kloFikVERERE\nZL9XsH150uWZTTqRUckB2VSB6QzyKMz9HA5If8IfERGRqmRm3HnnneTn5+Oc48MPP2T+/PksWrSI\nVatWcf311zN16lTat29fZL3s7Gyys7MB35t39uzZbNiwgW7dunHvvffSsmXLtLa/ceNGXn311ZTl\nOnfuzIABAxIub9euHdOmTSv2fkZGBldffTWzZs1i4cKFfPPNN7Rs2ZJ69erty9McK/x+gwYN0tqH\n6kyBYhERERER2a8VFuRR8P2qpGVCTYv3bqpomY2PSFmm4Ps1ChSLiMh+JxQK0aVLF7p06cKll17K\nxo0bufXWW1m2bBkzZsxgzJgxRcpnZ2cXSRnx/9m78zDJ7rpe/O9Tvc5MZsm+YjIJcFCU4MKiLGoQ\n+SEKcr3gBcQVJQKKissVcGFVQLigIm6AAnJFVFRk+5GroF5EUH8gohwQQiAs2UkmM9Nd3VXn98fM\nwCSZrlPTXXWquvv1ep55alLfb536TMOcp/o9n/58n/SkJ+U5z3lO3va2t+XpT396fuM3fiOLi4uN\n7/u5z31uzc7k4z3sYQ8bGBQPMjs7m7Is8/nPfz6f+cxncuaZZ2bPnj256aabUtf1HQ7GPXYA37ER\nFJuZoBgAANjU+gevTPon7vI5prPnbi1V8yXF4lnJ7CnJ6tonuPdv/XiSB7dXFACcpF6vl8c+9rFJ\nkje84Q0n3HPeeeflaU97Wp7whCcMdajb7OxsnvGMZ+QTn/hEPvjBD+b5z39+nv3sZze+7mu/9mvz\nvve97+T+ACdw3XXX5dOf/nTOP//8nH322XdYX1paSpIsLCwkSS666KJce+21ueaaa+5woN3VVx85\nc2D//v0brmvShp8wDQAAMIX6t3y0cU9nT9lCJbdVFEXj+In61k+0VA0ArM/MzEzqus6VV16ZD33o\nQ437zzrrrKGuOz8/n2c961mZn5/P29/+9rzzne/caKlDe9vb3pbLL788r3nNa+6wdujQoXzkIx/J\n4uJiLr74yE8HHRub8c///M932P/+978/SXLPe95zjBW3Q0cxAACwqfVvqQauF/Onplg4o6Vqbqtz\nysXp3/SBNdf7t37ihD/GCsB023Hv3550Ca163OMel+c973l55jOfmRe96EW5613vepv1AwcO5Dd/\n8zeTJA9/+MOHvu7FF1+cH/qhH8orXvGKvPjFL869733vNQ+NG6XLLrssr3jFK/LmN785j3zkI3Pn\nOx/5h93V1dW85CUvyc0335zHPvaxX+wofuhDH5pXvepVedWrXpX73//+2bdvX5Lkwx/+cK644orc\n9a53zaWXXjr2usdNUAwAAGxqvYaO4s6ecmJB7MzuS7I6aMPqram7N6ZYOL2tkgAYgc4pF026hFY9\n4hGPyJVXXpnXv/71+d7v/d5ceumlKcsyi4uL+exnP5v3vOc9OXToUH7sx37spAPTxz/+8bniiivy\nsY99LC996UvzS7/0S2P6U3zJBRdckKc85Sl52ctelh/4gR/Igx70oOzZs+eLh/Jdeumlufzyy7+4\n/9xzz83ll1+eX//1X8/jHve4fMu3fEsOHjyYd7zjHZmdnc3Tn/70sdfcBkExAACwadWrh1Mf/NTA\nPZMYO3FMsat5XmF98KpEUAzAlPuJn/iJXHbZZfnLv/zLfOADH8hHP/rRdLvdnH766XnAAx6QRz/6\n0bn73e9+0tednZ3NM5/5zPzgD/5g3vKWt+QhD3lI7nvf+47hT3Bbj3vc47J///687nWvy7vf/e6s\nrKzkggsuyJOf/OQ85jGPyfz8/G32f8/3fE/OPPPMvP71r8+f//mfZ9euXbnPfe6TH/mRH7lDh/Vm\nVdR1PekaNrWbb775oiRXTroOYLr0+/18/OMfT5Jccskl6XSMhIftzD0Bxqd304ey9P/9zMA9C5c+\nL7Onf21LFd1W3evm0Lu/M0l/zT3zd3li5u70yPaKAqaKzwnAEPbv3bv3k+N+E3cfAABg0+ofGDyf\nOElm9kyuy6eYmU+x89yBe/q3frKdYgAABhAUAwAAm1bTfOJix3kp5na3VM2JdXZdNHC9f/CqdgoB\nABhAUAwAAGxa/VsGdxRPcj7xF2vYdeHA9f7BT8VIQABg0gTFAADAplSv3JJ66ZqBe2amIii+aPCG\n3qHUy9e1UgsAwFoExQAAwKbUP/Dxxj2dCc4n/mINu76scY/xEwDApAmKAQCATal/a1NQXKRzysWt\n1DKwip3nJ8XMwD21oBgAmDBBMQAAsCn1GjqKi50XpJhZbKmaAXV05lLsvGDgnv6tn2ynGACANQiK\nAQCATalp9MQ0dBMf03ig3aHPtFQJAMCJCYoBAIBNp+4tpT509cA9nd13bqmaZp2ddxq43m/4swAA\njJugGAAA2HSOjGroD9wzs/uSVmoZRqdh9ERWD6Tu3txOMQAAJzA76QLGoSzLNyS5X1VVd/g0Vpbl\nriQ/m+QxSe6U5PNJ/jjJc6qqOtRqoQAAwLo0H2Q3XaMnmmYUJ0n/8GcyM7+3hWoAAO5oy3UUl2X5\nC0kevcbafJI3J/nFJFcmeWmSq5L8zyRXlGW50FadAADA+vUP/NfA9WLhjBTz+1qqplln53mNe/oH\njZ8AACZny3QUl2W5mOQ3kjxhwLbLk3xzkhdWVfVzx732pUmemuTJSV4yzjoBAICN69/6iYHrnVOm\nZ+xEkhSzu1LMn5a6e+Oae5pmLgMAjNOW6Cguy/I7kvxnjoTEbx2w9alJlpM893bPPzPJoSRPHEuB\nAADAyNT9Xvq3XjlwT2eK5hMfU+w8f+B6/7CgGACYnC0RFCf5oSS7kzwpybefaENZlhcmuTjJ+6qq\nOnD8WlVVtyb5pyR3LcuyeXgYAAAwMfWhTyf97sA90xgUNx1o19dRDABM0FYZPfHSJI8/FgCXZXmi\nPXc9+rjWMLNP5MhYirslGckntH5/8CnMwNZ1/N9/9wLAPQFGa/VA80F22Xnx9P192zG4o7g+9Nn0\neispipmWCgKmgc8JwDGdzmR7erdEUFxV1buG2Hb60ce1hoLdfPRxZCdeXHXVVVldXR3V5YBN6sor\nB/9oLLC9uCfAxu3+wgeye8B6v9iRKz9zICluba2mYSwcnvniNyUnVK/mqo/+c3qzZ7RVEjBlfE6A\n7Wt2djb79++faA1bZfTEMOaPPi6vsX7s+cUWagEAANZpbuVzA9dX5s5NiqKlaoa3OntW457ZlWta\nqAQA4I62REfxkA4ffZxfY33h6OPI2g4uvPDCUV0K2GT6/f4XuwH2798/8R8fASbLPQFGa+m661MP\nWN95xt2y75Lpm1Fc9y/K0jUzSd1bc885++rMXjB9tQPj43MCMC22U1B8bOTEWqMl9h59vHmN9ZPm\n5g4kR+4F7gfAMe4JsDF1byn10ucH7pk55aLp/HvW6aTYcU7qQ59Zc0u9dM101g60wucEYJK2093n\nI0cf1/rn+WPP/0cLtQAAAOvQP3hV457OrovGX8g6dRbPHbheHx48VgMAYFy2TVBcVdVnkvxXkvuU\nZbnr+LWyLE9Jcu8k/1VVlaFgAAAwpfq3DhMUT+8IuGLH4KC4vyQoBgAmY9sExUe9MsnOJM+93fPP\nPfr8y1uvCAAAGFr/4CcHrhfzp6aY3ztwzyR1dpwzcL0+/PnUdb+lagAAvmQ7zShOkv+V5L8n+Ymy\nLO+Z5L1Jvj7JNyb5+ySvmGBtAABAg7opKJ7ibuIkKXacN3hDv5u6e1OKhdPbKQgA4Kht1VFcVdVy\nksuSvCRHZhL/ZJILkjw/ycOOrgMAAFOqafTENM8nTpJOw+iJxJxiAGAytmRHcVVVxYC1W5I87egv\nAABgk6hXDqTu3jBwT+eUae8oHjx6Ikn6hz+XmX1f2UI1AABfsq06igEAgM2rf3CYg+wuGn8hG1DM\nLCbzpw7co6MYAJgEQTEAALAp9G/9ZOOezq4vG38hG9RZHNxV3BcUAwATICgGAAA2hX7TQXaLZ6WY\n3dVOMRtQNMwp1lEMAEyCoBgAANgU+oeuHrje2TXd84mPaQqKdRQDAJMgKAYAADaFujEonv6xE0lS\nNIyeyMrNqVcPtVMMAMBRgmIAAGDq1auHUi9fP3BPsfOClqrZmKaO4iSpl65toRIAgC8RFAMAAFOv\nf+gzjXs6O+/UQiUb11k8u3FPf+maFioBAPgSQTEAADD1msZOJElnk3QUZ/7U1JkduKUWFAMALRMU\nAwAAU69/6NODN8yeksztbaeYDSqKTnqz+wbuMXoCAGiboBgAAJh6/aaD7HbeKUVRtFTNxvVmThu4\n3hcUAwAtExQDAABTr27oKN40YyeO6s0ODop1FAMAbRMUAwAAU62u++kf+uzAPcWuzXGQ3TGrM6cO\nXDejGABom6AYAACYavXSdUl/eeCezddRfPrA9bp7U+pet6VqAAAExQAAwJRrPMguR2YUbyZNM4qT\npF6+roVKAACOEBQDAABTrW44yC5FJ8WOc9opZkR6s4NHTyTGTwAA7RIUAwAAU63fEBQXi+em6My1\nVM1o9GZOTZ1i4J6+oBgAaJGgGAAAmGpNQXFn1+aaT5wkKWbSn9k7cEu9dG1LxQAACIoBAIAp1zR6\nYrMdZHfMasOcYkExANAmQTEAADC16t5S6uXrB+4pNmlQ3JsdHBT3BcUAQIsExQAAwNSqD3++cU9n\nx/ktVDJ6vcaO4utaqgQAQFAMAABMsf7hzzXuKXae10Ilo9ebPXXger18Q+q6bqkaAGC7ExQDAABT\nqz782cEbOvMp5gd35k6r3sy+wRvqlWTl5naKAQC2PUExAAAwtZo6iosd56YoNue3NY1BcZJ+w3xm\nAIBR2ZyfqAAAgG2hqaO4s+PclioZvf7M3sY9TQf5AQCMiqAYAACYWv1DTR3Fm3M+cZL0O6ckxezA\nPfWSoBgAaIegGAAAmEp1fzX18jUD92zmjuIURYqFMwZu0VEMALRFUAwAAEyleunapO4P3LOZO4qT\nCIoBgKkhKAYAAKZSv2E+cbLJO4qTFAunD1x3mB0A0BZBMQAAMJWaDrJLMZNi8ex2ihkTHcUAwLQQ\nFAMAAFOpf7jhILvFs1J0ZlqqZjyGCYrrum6pGgBgOxMUAwAAU6mpo3izj51ImoPi9JaS3qF2igEA\ntjVBMQAAMJUaO4o3+UF2SfOM4iSpl65roRIAYLsTFAMAAFOnrvupD39+4J5t0VEcB9oBAO0QFAMA\nAFOnXr4h6XcH7tkKHcWZPzUpBn9b5kA7AKANgmIAAGDqNHUTJ1uko7iYSTF/2sA9gmIAoA2CYgAA\nYOr0l65p3FPsOKeFSsavafxEvXxDS5UAANuZoBgAAJg6dUNQXMyfmmJmsaVqxqs5KNZRDACMn6AY\nAACYOo1B8eLZLVUyfk1BcX/pupYqAQC2M0ExAAAwdfqHt09Q3FnUUQwATJ6gGAAAmDpNHcWdLRQU\nN3UUZ/XW1L2ldooBALYtQTEAADBV6n4v9fLgcQvFjm0UFMeBdgDA+AmKAQCAqVJ3b0jq3sA9W2n0\nRDF/WuOeuntTC5UAANuZoBgAAJgqdcN84mSrjZ4YIihevrGFSgCA7UxQDAAATJV+w3ziJCkWz2qh\nknYUM4vJzM6Be+quoBgAGC9BMQAAMFWaDrIr5k9NMbPQUjXtaOoq1lEMAIyboBgAAJgqjUHxFho7\ncUzTnGIdxQDAuAmKAQCAqdJvmFG8JYPiho7ivo5iAGDMBMUAAMBUaeoo7uzYgkGxjmIAYMIExQAA\nwNSo+73Uy9cN3LMVO4o7TTOKBcUAwJgJigEAgKlRd29I6t7APVsxKG7qKM7KLan7K+0UAwBsS4Ji\nAABgatQN84mTpLMdg+IkdfemFioBALYrQTEAADA1+g3ziZOkWDyrhUra1XSYXZLUDrQDAMZIUAwA\nAEyNpoPsivlTU8wstFRNe4r5Uxv3mFMMAIyToBgAAJga9dK1A9e34nziJMnsKUlnbuAWHcUAwDgJ\nigEAgKlRL183cL1YOKOlStpVFEXjnGIzigGAcRIUAwAAU6O/dP3A9WLxzJYqaV9zUKyjGAAYH0Ex\nAAAwFeq6buwo7ixs4aC44UA7oycAgHESFAMAANNh9WDSOzxwS7F4VkvFtE9HMQAwSYJiAABgKjR1\nEydbfPSEjmIAYIIExQAAwFToLw0RFG/Rw+ySITqKV25KXfdaqgYA2G4ExQAAwFRo7CguZlPMn9pO\nMRPQ1FGcup+s3NJOMQDAtiMoBgAApkLd0FFcLJyeoti638I0dRQnSd/4CQBgTLbupywAAGBTaeoo\nLha27nziJOk0dRTHgXYAwPgIigEAgKnQNKN4Kx9klySZ25s0dEw70A4AGBdBMQAAMBWaOoo7W7yj\nuCg6Keb2DdxTd29qqRoAYLsRFAMAABNX13Xq5esH7ikWz2ipmslpOqyv7n6hpUoAgO1GUAwAAEze\nys1Jf2Xglq0+ozhJivmGjuIVQTEAMB6CYgAAYOKa5hMn22BGcXQUAwCTIygGAAAmrmk+cbL1ZxQn\nSTG/d+C6GcUAwLgIigEAgImrmzqKO/PJ3J52ipkgHcUAwKQIigEAgIlr6iguFs5MURQtVTNBc4Nn\nFGflltT9Xju1AADbiqAYAACYuKYZxdthPnHS3FGc1KlXbm6lFgBgexEUAwAAE9fUUdxZOKOlSiar\nmG/oKE6SFeMnAIDRExQDAAATVy/fMHB9+3QUNwfF5hQDAOMgKAYAACaqruvUyzcO3FNsl47iphnF\nSeruTS1UAgBsN4JiAABgslZuSeqVgVuKhdNbKmayis5MMrdn4B4dxQDAOAiKAQCAieo3jJ1IkmJ+\newTFSfP4CUExADAOgmIAAGCi6uXrG/dsl47iJCnmTh24bvQEADAOgmIAAGCi6m5DR3HRGeqQt61C\nRzEAMAmCYgAAYKLqhtETxfxpKYrt861LY1C8IigGAEZv+3zaAgAAplJjULxwRkuVTIdivmn0hKAY\nABg9QTEAADBRzUHxaS1VMh2GGT1R13VL1QAA24WgGAAAmCgdxbfVOI+5Xk1Wb22nGABg2xAUAwAA\nE9VvnFF8ekuVTIem0ROJ8RMAwOgJigEAgImp+ytJw+FsxcI2C4rnGjqKk9Tdm1qoBADYTgTFAADA\nxAwTeHa2W1DcNHoiOooBgNETFAMAABNTL1/fuGfbdRTPLCQzOwfuqRu6sAEATpagGAAAmJimg+yS\n7RcUJ81dxUZPAACjJigGAAAmpjEontmRYnZXO8VMkeagWEcxADBagmIAAGBimoLiYuG0liqZLoJi\nAKBtgmIAAGBi+k1B8fwZLVUyXYr5UweuGz0BAIyaoBgAAJgYHcUnVszpKAYA2iUoBgAAJqbuXj9w\nvbOgo/hE6hVBMQAwWoJiAABgYurlGweuFwunt1TJdGmaUZzeUureUjvFAADbgqAYAACYiHr1YNI7\nPHCPoHht5hQDAKMkKAYAACaiqZs42c5B8eDRE4mgGAAYLUExAAAwEcMEncX8Nj3MbqiO4ptbqAQA\n2C4ExQAAwETU3SE6irdpUJyZnUkxN3CLA+0AgFESFAMAABPR2FE8e0qKmfl2ipkyRVGkmN87cI+O\nYgBglATFAADARNTLg4PiYeb0bmXFXENQvCIoBgBGR1AMAABMRNPoiW0fFOsoBgBaJCgGAAAmojEo\nXtim84mPaegojhnFAMAICYoBAICJaJpRrKN438B1HcUAwCgJigEAgInoLzeNntjeHcVmFAMAbRIU\nAwAArav7q8nKLQP3bPuO4iGC4rquW6oGANjqBMUAAEDrjnTDDg45O9t8RnHT6In0V5LeoXaKAQC2\nPEExAADQurph7ESio7iYbzjMLuYUAwCjIygGAABaV3eHCYq3eUdxw+iJxJxiAGB0BMUAAEDr6u5N\ngzcUM8nc7naKmVKCYgCgTYJiAACgdU1BcTF/aopim3+7MrsrKWYHbjF6AgAYlW3+yQsAAJiEphnF\n230+cZIURdHYVVx3v9BSNQDAVicoBgAAWtfcUby95xMf03SgndETAMCoCIoBAIDWNR1mp6P4qKY5\nxYJiAGBEBg+82qLKspxN8tNJvi/JxUkOJXlPkmdXVfVPk6wNAAC2g3q5oaN4QUdxMkRHsRnFAMCI\nbNeO4jcm+ZUcCcp/K8lfJ3lwkr8vy/JbJ1kYAABsdXVd6ygeUuOMYh3FAMCIbLuO4rIsH5zkO5P8\nc5IHVFW1dPT5VyW5IkeC4ztPrkIAANjieoeT/vLALYLiI4r5fQPXHWYHAIzKduwovs/Rx9ceC4mT\npKqqv03ykSSXlGV51kQqAwCAbaCpmzgxeuKYYTqK67puqRoAYCvbjkHx9UcfLzr+ybIs55OckWQl\niZ/fAgCAMWmaT5wkxbygOGmeUZx+N+ktDd4DADCEbTd6IkfmEz8ryZPKsvxgkjcl2ZfkBUnOSvJr\nVVUN/jm4IfX7/VFcBtiEjv/7714AuCfAbfWWb2jcU8/u3bJ/X07mnlDP7Gm8Xm/5pnQ6CxuuC5gM\nnxOAYzqdyfb0bruguKqqG8qy/IYkf3Dcr2OekSOH3I3EVVddldXV1VFdDtikrrzyykmXAEwR9wRI\ndh34WAb1yfaLHfnEJ69urZ5JaronzKzcnLMbrnH1lR/OysLB0RUFTIzPCbB9zc7OZv/+/ZOtYaLv\nPgFlWS4k+YUk35DkX5P8XZLTkjwyyc8n+UySP5xYgQAAsMV1ercMXO/N7G6pkunXH+Jr0enf2kIl\nAMBWt+2C4iS/luT7krwsyU9WVVUnSVmWv5DkH5K8uizL/6iq6v0bfaMLL7xwo5cANql+v//FboD9\n+/dP/MdHgMlyT4Db6n6kTu/A2usLp5yTSy65pL2CWnYy94S6rrP02Zmk7q2555zTd2T23K379YKt\nzucEYFpsq6C4LMtOkifkyGF1P3ssJE6Sqqo+VZblM5K85uieDQfFbu5AcuRe4H4AHOOeAEm6gw+z\nK+ZP3TZ/T4a5JxRze1IP+pqtHtg2Xy/Y6nxOACZpu919zkqymOTjVVV1T7D+oaOPWoEBAGBMBoae\nSYqF01qqZJOYGzTROcnKF9qpAwDY0rZbUHxTkuUk+8uynD/B+l2PPn6uvZIAAGB7aQyK5wXFxyvm\n9w1cr7s3t1QJALCVbauguKqq5SR/nuTUJM85fq0syzOPe+6PWi4NAAC2hbruNQabTcHodlM0dBTX\nK4JiAGDjttWM4qN+MsnXJfnZsiwvS/KuJKcleUSS05O8uKqqKyZXHgAAbGErB5L0B24p5k9tp5ZN\nophvCIq7Rk8AABu3rTqKk6SqqmuS3CvJC5LsTfLjSR6V5MNJHlVV1U9PsDwAANjSmsZOJDqKb09H\nMQDQhu3YUZyqqm5O8j+P/gIAAFoyTPerjuLbMqMYAGjDtusoBgAAJmeooLihg3a7afx69JdT95ba\nKQYA2LIExQAAQGvqlYageHZ3is62/MHHNQ0zisOcYgBgowTFAABAa5oCTfOJ72iYDmtzigGAjRIU\nAwAArWk6zE5QfEfF/BBBsTnFAMAGCYoBAIDWNAWaguITmD0lKQZ/69Y40gMAoIGgGAAAaE1jR/Gc\noPj2iqKTzO4ZuEdHMQCwUYJiAACgNU2drzqKT6zx62JGMQCwQYJiAACgFXVdGz2xTk0H2ukoS8bd\nvgAAIABJREFUBgA2SlAMAAC0o3c46S8P3CIoPrGmA+1qHcUAwAYJigEAgFbU3eYD14r5U1uoZPNp\n7ih2mB0AsDGCYgAAoBVN84kTh9mtpanTWkcxALBRgmIAAKAVw3UUD+6c3a4aO4oFxQDABgmKAQCA\nVjQGxZ35ZGZnO8VsMo0Bem8pdW+pnWIAgC1JUAwAALSi7t40cL2Y25eiKFqqZnNp6ihOkrqrqxgA\nWD9BMQAA0Iqm8QhNc3i3s2FGchg/AQBshKAYAABoRWNHsaB4TcMc8icoBgA2QlAMAAC0omlGsaB4\ngLndafr2zegJAGAjBMUAAEArmoJMQfHaiqJzNCweQEcxALABgmIAAKAVwxxmx9qa5hQ3dWwDAAwi\nKAYAAMau7q8mqwcG7inmT22pms2pKUg3oxgA2AhBMQAAMHbDhJhNHbPbXXNHsaAYAFg/QTEAADB2\nw4xFMKN4sGKuISheMXoCAFg/QTEAADB2wwXFRk8M0hSk6ygGADZCUAwAAIxd00F2SZHM7mmlls2q\nuaNYUAwArJ+gGAAAGL+mEHNuT4rOTDu1bFKNM5x7h1P3ltspBgDYcgTFAADA2DV1FJtP3KypozjR\nVQwArJ+gGAAAGLumGcXFnKC4yTBhujnFAMB6CYoBAICxa+p01VHcTEcxADBOgmIAAGDsjJ4Ygbnd\nSYqBW5o6twEA1iIoBgAAxq5pJIKguFlRzCRzewZv0lEMAKyToBgAABi7euWWgevDjFUgKeYHf53M\nKAYA1ktQDAAAjFXdW0r6ywP3FE2dsiRpDtTrFaMnAID1ERQDAABj1dRNnOgoHlZjUKyjGABYJ0Ex\nAAAwVvUQc3OLeR3Fw2ia5TzM1xoA4EQExQAAwFjVXR3Fo6KjGAAYF0ExAAAwXkOMnsjs7vHXsQU0\nHmanoxgAWCdBMQAAMFaN4eXsKSk6M+0Us8kVc4NHT6R3KHWv204xAMCWIigGAADGqukwO2MnhtfU\nUZzoKgYA1kdQDAAAjFVzUOwgu2ENE6rXK19ooRIAYKsRFAMAAGPV1OFazAuKh1XMN4yeiAPtAID1\nERQDAABjVXeNnhiZud1JioFb6q6OYgDg5AmKAQCAsWrsKBYUD60oZpKmUR1mFAMA6yAoBgAAxqth\nRnFj8MltNAXrDrMDANZDUAwAAIxNXddDHGano/hkFPMNQbHREwDAOgiKAQCA8ekdSurVgVscZndy\ndBQDAOMgKAYAAMam7jaHloXREyelmN83cH2YrzkAwO0JigEAgLFpGjuRGD1xsho7igXFAMA6CIoB\nAICxGWYMgo7ik9M4o9joCQBgHQTFAADA2DR2FBedZHZXO8VsEcXc4NET6R1K3e+2UwwAsGUIigEA\ngPFpCopn96QofFtyMpo6ihPjJwCAk+cTGQAAMDZNYxCKeWMnTtYwM53rlS+0UAkAsJUIigEAgLGp\nu4M7ih1kd/KK+YbRE9FRDACcPEExAAAwNk0zih1ktw5zu5MUg/c40A4AOEmCYgAAYGwaR08Iik9a\nUcwcDYvXpqMYADhZgmIAAGBsmjuKjZ5Yj2Ju8PgJM4oBgJMlKAYAAMamMSieFxSvR9PXTUcxAHCy\nBMUAAMBY1HUvWTkwcI/RE+vT1IndNPIDAOD2BMUAAMB4rB5M0h+8x+iJdWnuKDZ6AgA4OYJiAABg\nLIYZf6CjeH2aZxTrKAYATo6gGAAAGIthwkpB8fqYUQwAjJqgGAAAGIumg+yS5lm7nFjj1613KHW/\n204xAMCWICgGAADGorGjuDOXzCy2U8wWU8wPHj2R6CoGAE6OoBgAABiLuju4o7iY25uiKFqqZmsZ\nphPbnGIA4GQIigEAgLFoGj1hPvH6Nc0oTnQUAwAnR1AMAACMR1NHq6B4/WaH+NqtfGH8dQAAW4ag\nGAAAGIvmjmIH2a1X0ZlpDNp1FAMAJ0NQDAAAjIXRE+PVFLSbUQwAnAxBMQAAMBZNQaWgeGMag2Id\nxQDASRAUAwAAY9HYUTzEgWysrZjfN3C9NqMYADgJgmIAAGDk6v5qsnpw4B4zijemKWjXUQwAnAxB\nMQAAMHJN3cSJ0RMb1TyjWEcxADA8QTEAADB6QwTF0VG8IY2jJ3QUAwAnQVAMAACMXNNBdklSzOso\n3oimoDi9Q6l7y+0UAwBseoJiAABg5IYaPTErKN6IYu7Uxj1196YWKgEAtgJBMQAAMHKNYw9mdqSY\nmW+nmC2qsaM4Sd01pxgAGI6gGAAAGLmm0RMOstu4Yl5HMQAwOoJiAABg5JpGTwiKR2B2V1LMDdyi\noxgAGJagGAAAGLnmoHhvS5VsXUVRNI6fqLs3tlQNALDZCYoBAIDRaxg9ER3FI9EcFOsoBgCGIygG\nAABGrrGjeF5H8Sg0zSk2oxgAGJagGAAAGLm6a0ZxG3QUAwCjIigGAABGrm4YPSEoHo3GjuIVHcUA\nwHAExQAAwEjVvaWkvzxwj8PsRqN59ISOYgBgOIJiAABgpOqVA417dBSPRtPoiaweTN3rtlMMALCp\nCYoBAICRaho7kTjMblSaOoqTpF7RVQwANBMUAwAAo7Uy+CC7xOiJUWnsKE5Sd80pBgCaCYoBAICR\nqrvNHcWZ3T3+QraBoTqKzSkGAIYgKAYAAEaqbuoonj0lRWemnWK2utlTkmLw11JHMQAwDEExAAAw\nUk1BsbETo1MUnRRzg8dP6CgGAIYhKAYAAEaq6TC7Ym5PS5VsD01zinUUAwDDEBQDAAAj1RgUzwuK\nR6lpTrGOYgBgGIJiAABgpOqu0RNtag6KdRQDAM0ExQAAwEgZPdEuHcUAwCgIigEAgNFqOMwuOopH\nyoxiAGAUBMUAAMDI1HWduiEo1lE8Wk0dxVk9kLq/0k4xAMCmJSgGAABGp3coqVcHbhEUj1ZTR3Fi\n/AQA0ExQDAAAjExTN3GSFPNGT4xSY0dxBMUAQDNBMQAAMDJDBcU6ikdquI5ic4oBgMEExQAAwMjU\n3Zsb9xQOsxutuT1JMfhbOx3FAEATQTEAADAyjR3FRSeZ3dVOMdtEUXQaw3cdxQBAE0ExAAAwOisN\nHcWze1I0dL9y8prmFNcrOooBgMF8QgMAAEamqaO4mDefeBya5hTrKAYAmgiKAQCAkWkMis0nHovG\njuJlQTEAMJigGAAAGJm6YfREMaejeBwag2IdxQBAA0ExAAAwMnW3qaNYUDwOxfxpA9fr7g0tVQIA\nbFaCYgAAYGSaO4qNnhiHYuH0wRtWD6buLbVTDACwKQmKAQCAkWmeUayjeByaOoqTpF6+sYVKAIDN\nanbSBQAAAFtDXfeSlQODN40zKO4up/O5T6W44doUS4dSz82l3n1q+udfmOzeN773nQKNHcVJ6u6N\nyc7zWqgGANiMBMUAAMBorB5M0h+4pZgf8eiJpUOZ/ccrMvu+d2Wm+rcUvdUTbuuffX5W73HfrD7w\noel/2Z1HW8MUKBZ0FAMAGzOWoLgsy3Oqqvr8OK4NAABMp7o7eD5xMsLRE93lzL3tDZl/+5+kOHRr\n4/bONZ/J/Dv/LPPv/LOs3u2eWXnIo9L76m9IimI09UxYMbOYzOxMeofW3FN3BcUAwNrG1VH8qbIs\n35Hk1UneXFXVypjeBwAAmBJN84mT0Rxm1/nIB7L4e7+azvXr602Z/cgHMvuRD6RXXprl731q+hdc\nvOGapkGxcFrqQwOCYh3FAMAA4zrMbibJw5K8Mclny7J8aVmW9xzTewEAAFNguKB4Ax3FdZ25v/jD\n7PjVn1x3SHy8meqD2fGLP5z5N/xOstLd8PUmrelAu7p7Q0uVAACb0biC4guTPDPJR5OcnuTHk/xL\nWZb/Wpblj5Vl2XzSAgAAsKnUKw2jJ4q5ZGbH+i6+upKF33leFt706hR1vb5rnKikXi/zb/3f2fGc\np6S45uqRXXcSmg606+soBgAGGMvoiaqqrk7y/CTPL8vyPkm+P8mjk9wzyUuTvKgsyzcn+YMkb6uq\navCJF2NQluVDkzwtyb2S1En+M8lLqqp6Y9u1AADAVtDUUVzM702xnpnAK90svvxZmf3//u86K2s2\nc9VHs/MXfyRLT/i59O71jWN7n3HSUQwAbMS4Ooq/qKqqf6qq6keTnJsjYfFf58hRyN+V5K+SXF2W\n5a+WZXm3cddyTFmWP5nkrUm+Kslrk7w+ySVJ/qQsy6e1VQcAAGwpDR3F6xo7UddZ+P0XjDUkPqZY\nOpQdv/lLmfvrP0pG2LXcls5CQ1CsoxgAGGDsQfExVVV1q6r606qqHpEj4yh+KsnBJGcn+ZkkHy7L\n8u/KsvzOcdZRluVXJXlhjnQQf1VVVU+pqupJORIaX5PkV8qy3PgJGwAAsM3U3YYZxesIiuff9OrM\nvff/nHwtxfq/1Vl44+9l4VUvSlZX132NSWjqKM7qral7m38WMwAwHmMZPbGWsiwvSvLYJP8tyVcn\nOfZzZx9Mck6S+ye5X1mW70jyqKqqDo6hjB/PkT/35VVVXXvsyaqqrinL8ulJ7pMj4XXDgDUAAOB4\njaMn5k6uH2P2H96R+b98zdD7exfsz8qDvyu9e9wn9alnJMuH0/nkxzL3nndm9j3/b4qTOLBu7u/e\nmuKGa7L05F9Odu0+qbonpWjoKE6Suntjih3ntFANALDZjD0oPtqd++gkj09yv6NPF0luTPJHSV5Z\nVdW/lWU5k+QRSV6e5CFJXpbkCWMo6WFJPldV1d/dfqGqqlcledUY3hMAALa8psPsTmb0ROeTH83C\nq39tuPednUv3UT+clW/9rqQz86WFxZ3p3+3SLN/t0iw/6gmZ/6vXZu6db0pRD3dEyuyH/yU7nv/U\nLP30C48Ez1Ou6TC75EhQHEExAHACYwmKj4a+35Yj4fC3J1nIkXC4n+SKHAlj/6Kqqi/+k35VVb0k\nf16W5a1J3p7kkRlxUFyW5Rk5Miv5nWVZnpvkOUfr25vkQ0meX1XVX4zq/fr91s/oA6bE8X//3QsA\n9wS2i6aO4szuHu7vwPJSdvz2c1OsrjRu7Z+yN4ef+tz07nz3o0+scf1de7L0mCene7+HZMfv/2pm\nPv2J5jqSzFz9iex4zpNy6GkvTP/cLxvqNY01j+meUM/ua37vw9en2O0+BNPE5wTgmE6ntSnBJzSu\njuLP5cgc4mOjJT6R5A+S/EFVVVc3vPYjRx/HMRDs/KOPe5L8a5JDSd6YI0HxI5O8qSzLH6+q6jdG\n8WZXXXVVVjfZXDNg9K688spJlwBMEfcEtrJzlm4aeAjK9Td3c+jjH2+8zgVvf332fO5TjftWdu7O\nfz3uJ7NULCZDXPeIIsVjn5bz3/knOfNf3z3UKzo3XJvF5zw5H//uH8uhCy4Z8n2GM+p7wjnFfDr1\n2iM2rvvsR3PwwLkjfU9gdHxOgO1rdnY2+/fvn2wNY7ruGUkOJ/mzJK+qqupdJ/HaxSS/m+T9Y6jr\nlKOP90nyN0kefmwOclmWd0vyviQvLsvyr6qqumoM7w8AAFtT3UunPjxwS3/mlIHrSbL74/+eM//5\nbxv39Wfn8olHPzlLZ57fuPf26rn5XP1t35ND51+cO73lNen0e42vmT18MHd53Uty5Xc9Mbfc5R4n\n/Z5t6c/sTWf1ujXXOz1HsQAAJzauoPjyJP+7qqoDJ/vCqqo+evT143D8J8AfO/6wvKqqPlKW5W8k\neXqS/57kxRt9swsvvHCjlwA2qX6//8VugP3790/8x0eAyXJPYDuol2/MUsPPDp5z/l0yc9qAjtzl\nwznl5U8f6v2WfuTnc+69vmn4Ak/kkkty+Cu+Kjt/4xdTHLq1cXtntZuL3/jyLH3/07LygIeu+23H\neU9YvuXs9G9eOyjet7POWZeMtisa2BifE4BpMa6g+Jwk35Uj4yYGKsvyGUnuVlXV48dUy/GO/fP5\nwST/eYL1fz36eOdRvJmbO5AcuRe4HwDHuCewVfV7QwStC/sG/v9//s2vS+emtUPOY7oPf3z697ls\n4JiLYdVf8TU59Asvz46X/Hw61322cX/R72fHq16Uzi03ZeXbH5cUReNrBhn1PaHxQLuVG92DYIr5\nnABM0rjuPr+c5AeH3PvfcmQ+cBs+niOzj2fzpfnJx5s/+niopXoAAGBLqFeaRxoUc3vWXvvsVZl7\n+580XqN38Zen+4jvO6namtTnXZhDv/hb6V385UO/ZuFPfz/zr/v1ZIixFW0qFk4buN5fvrGlSgCA\nzWbDHcVlWV6Y5EEnWDq7LMtBYXGR5MIkX5Wkuf1gBKqq6pZl+Y9JHpDkgUnedbst9zr6+ME26gEA\ngK2iXrmlcc+aQXFdZ+G1L0vRGxy61vOLWXriM5LZMfxg5J59OfxzL87ib/5yZj/0vqFeMn/Fm1Lc\nfFOWn/j0ZG6++QUtKOYHB8V1V1AMAJzYKD5hXZvkWUnOO+65OkfGN/zeEK8vklwxgjqG9Vs5EhS/\npCzLb66q6uYkKcvyHjkyG/mGJG9qsR4AANj0GoPimcUUMwsnXvqXv8/sf/zrCdeOt/yYH019zgXr\nKW84izuz9BPPz8KrXpS5//uOoV4y9/53pTjwhSz9+HOSXbvHV9uQOo2jJ25J3eummJmOYBsAmB4b\nHj1RVdXhJD+X5FPH/SqSdG/33O1/fTLJvyd5TZInbbSOk6j3j5O8OslXJ/lwWZYvK8vy1Un+MUeC\n8yes5xA+AADYzuru4NETa3YT91az8KfN/SW9i788q9/0Hesp7eTMzmb5h/9nut/2mOFf8pEPZOez\nLk/n058YY2HDaZxRnKTu3tBCJQDAZjOSn9mqqur1SV5/7L/LsuwneX9VVQ8cxfXH4IeS/H2SH03y\nhBwJtd+d5LlVVb1nkoUBAMBm1NRRXMztPeHzs3//9nQ+9+nB1y6KLH/vTyRtHfBUFOl+9xNT7zst\nC69/+VAv6Vzzmex49o9m+ft+Kqv3+9YNH3K3XsXCGY176qXrkx3ntlANALCZjGG4V5Ijoyg+NaZr\nb1hVVXWOdBW/etK1AADAVtB0mN0Jg+Lucubf9AeN11657BHp7y/XWdn6rTzkUan3npaF3/2VFL3V\nxv1FdzmLv/crWfm392b5+35qIqMohgqKl69roRIAYLMZS1BcVdWzxnFdAABgSjXNKD7B6Im5d/55\nOl+4fuDL6l270/1vg87IHq/V+z4o9e59Wfz1X0ixdGio18z9099mpvpQlr/nx9L7uge22l1czCwc\n+VoP+N+jvzz4aw4AbE8bDorLsrzs6G/fU1XV0u2eG1pVVX+z0VoAAIDJaBw9MX+7juLDhzL/lv/d\neN3utz8uOWWN+cYt6d39a3P46S/L4ot/Np2bbxrqNZ0vXJ8dv/lLWb30vll+7JNTn3OnMVd53Hsv\nnJH+gP89akExAHACo+goviJJP8lXJPnocc/VJ3GNekS1AAAAE9A8euK2Ye/c3/5VioODw+X+aWdm\n5VseueHaRqF/4V1y+Jkvz45f+5l0rvnM0K+b/eB7M/Oh92X1m74j3Yc/PvWpzaMhNqpYODO5de2D\n9eoloycAgDsa1WkQJ7pOcRK/WjqVAgAAGIfmw+yOC4q7y5l72xsar9n9zu9P5hc2WNno1Gedl0PP\nfHlWv/yrT+p1Rb+fub/5y+z86cdk4ZUvTOdz4z3OpVgcHEbrKAYATmTDXbxVVd0h5D3RcwAAwNZU\n95aT3tLAPccfZjf37rekc8vgEQ79c78sq/d/yEjqG6k9+7L0My/K/J++MvNvbR6dcbxidSVzf/fW\nzP7927L/rpfm2ns/OLn44pGX2HSgnaAYADgR4x4AAIANaeomTo7rKF7pZm6IgLX7iO9LZqb025WZ\n2XS/+4np3eXuWXzlC1Pc2vznP15R19lXfSD7qg+k9+43ZeXB35XV+142su7pYuHMget196bU/W6K\nzvxI3g8A2Bpa/+RVluWOJN+SZCbJ31VVdWPbNQAAAKPTNJ84+VJQPPued6Zz4+AZuf2zL8jqfb5p\nFKWNVe9r7p9DF395Fn7/BZn90PvWdY2ZT/1XZl75gvT/5Hey+s3fkZXLHrHhOcadho7iJKmXb0yx\n45wNvQ8AsLWMbUREWZbnl2X5W2VZ/txxz315ko8l+Yskf5bkk2VZfve4agAAAFowTEfx/N6krjP3\n9jc27u1+++OSzswoKhu7et/pWXraC7L0gz+Tetee5hesoXPgC5n/q9dm59O+OwuveE46H/+PdV+r\naUZxYvwEAHBHYwmKy7I8M8l7kzwxyTcct/Q7Sc47+vsDSU5J8tqjATIAALAJ1d3mjuLM7s7Mv70v\nM5/95MBt/dPPzuo3PHg0hbWlKLL6jQ/LwV99TVY2OFe56PUy997/k53PflJ2PPcp6Xz0307+GsN0\nFC8N7uoGALafcXUUPzXJ+Un+K8nvJklZlndOcv8kvST3q6pqX5JfzZHxFz85pjoAAIAxa5xRPHtK\nis5s5t7xJ43X6j7sMcnslM4mbrJnX5Z/+Odz6Fm/m9W7f92GLzfzsX/Pzuf9eBZf9swUn7966NcV\nM4vJ7O6Be/o6igGA2xlXUPxtSVaTPKSqqrccfe5hRx//b1VV7z36+19K8oUkl42pDgAAYMyaguJi\nbk86n/qvzH74XwZfZ/ferD7goaMsbSL6F901Sz/7azn8cy8ZSWA8+6//kJ3P/MHMvfWPk35vqNd0\nFhsOtFvWUQwA3Na4guKLk3y0qqpPHvfcg5PUSd557ImqqlaSXJkvjaMAAAA2mabD7Iq5PZl7R/Ns\n4pXLvjOZXxhVWRPX+4qvydLP/loOPfv3snKfy1IX6//2q1jpZuENv50dz3nKUN3FTeMn6iUdxQDA\nbY0rKJ5NsnTsP8qynE3ywKP/+a7b7d2ZIwEyAACwCTV2FBc7M/vevxl8jbm5rDzoEaMsa2r0L7xL\nlp/0izn0oj9K96HfnXrnKeu+1swn/jM7n/XEzHzwvQP3NQbFOooBgNsZV1D8yST7y7KcO/rfD8yR\ng+sO5Mghd0mSsizPz5Hu40+NqQ4AAGDMmoLimetvTrG6MnDP6tc/OPXe00ZZ1tSpzzw33f/xoznw\nkjfk0w99XJZOP2dd1ykOHczi//r5zL35dUl94p6bonH0hI5iAOC2xhUUvy/JviQvKMvyHkmelyNd\nw2+pqqqXJGVZnpXktTnSffx/xlQHAAAwbg2jJ2Y+9enmSzzkUaOqZvot7Mj1X/tN+c/Ln52DT3tB\nVi+970lfoqjrLPzp72f+db+e9Pt3XG/qKO7elLo/OLwHALaXcR0n/IIkj0ry1KO/iiQrR59PWZYP\nyJFweCbJzUl+bUx1AAAAY1Z3GzqKbzo4cH317l+X/gX7R1nS5lAU6X3lvbJ0j/uk+PzVmXvnn2Xu\n3W9JsdId+hLzV7wpxUo3y9//U0ln5ovPdxqC4iSpl29IsWN9Xc0AwNYzlo7iqqqqJN+a5P1JlpN8\nKMnDq6r6t6NbPpsjIfW/J7nf7Q69AwAANom6rhtHT3SWB19j5Vu+c4QVbU71ORek+/in5tALXpuV\n+z/kpF479+63ZOGVL7zNGIqm0ROJ8RMAwG2Nq6M4VVX9Y5K1fobqyiT3PC44BgAANqPe4aQePMKg\nWF777Or+aWelt47RC1tVffrZWf7hn8/KAx+WxVe+IJ1rPjPU6+b+4R2pTz0z3f/+hCTNoyeSpF66\ndkO1AgBby7hmFA9UVVVfSAwAAJtfUzdxknSW1g6KV775O5KZsfWvbFr98h459JxXZuWbvmPo18y/\n+XWZfddfJ0mKmcVkbs/g9xAUAwDHGfsnsrIsdybZe/S9irX2VVX1qXHXAgAAjFbdcJBdsvboiXpm\nNqsP/LYRV7SFLCxm+Qeelt7+MguveWmK3mrzS/7wJanPPCe9u39dOotnpz8gyK+XrhlltQDAJje2\noLgsy4cmeV6SS4fYXo+zFgAAYDw20lG8+nUPTL3v9FGXtOWsftO3pz7rvCz+r6en6C4N3Fv0+1l4\nxXNz+Dm/n2LxrOTAx9bc2z8sKAYAvmQsoyfKsrx/kr/KkZC4GOLXREZgAAAAG1N3GzqK+3WK7omX\nHGI3vN5XfE0O/8yLUi/ubNzbOfCFLPz2c1MsnDVwX70sKAYAvmRcAe3PJplJ8qEk35XkK5Lsb/gF\nAABsNg2jJ4rlE8+f611wcfp3+arx1LRF9e/6VTn80y9MPTffuHf2Ix/I3Ec/OXBPvXRt6ro/ouoA\ngM1uXOMeviHJUpKHVFXln6kBAGCLaho90Vk+8diJlQc9IinWPMKENfTv8pVZeuIzsvjyX05Rr31I\nYJLMv/d9OXzZ3ICLraTu3pRiwfgPAGB8HcW7kvyHkBgAALa25qD4BK9ZWMzq1z94TBVtfb17fWO6\n/+NHG/fN3NrcLexAOwDgmHEFxVclOXtM1wYAAKZE3TB64kQH2a3e+5uTHc2zdlnbykMelZV7f/PA\nPTO3Du44TpLagXYAwFHjCorfmOS8siwfNKbrAwAAU6DunvzoiZUHPnRc5WwfRZHlH/zp9M86b80t\nnZWkWGP0xzH9pWtHXRkAsEmNKyj+lSQfTvKasiwfUZblwpjeBwAAmKDG0RNLt/3v/rl3cojdqOzY\nlaUn/3Lq2bXnEDd1FRs9AQAcM67D7H4/ydVJvjLJnyfplWV5Y5LuGvvrqqouHFMtAADAmDSNnrh9\nR+vKA77NIXYj1L/oruk+4nuz8GevPOH6zME6qwPOqhMUAwDHjCso/h/H/b44+j5nDdjfPDwLAACY\nKnXdT1YODNxz/IziutPJ6v2+ddxlbTsr3/aYzL7/XZn51MfvsNbUUdwXFAMAR40rKP6BMV0XAACY\nFqsHk/QHbuksf+n3vXt+fep9A9pbWZ/Z2Sz/0M9lx7MuT9G/7f8ezaMnrk1d1yl0eQPAtjeWoLiq\nqj8cx3UBAIDp0TR2IrltR/HKAx82znK2tf5Fd83K//PozL/1j2/zfKchKE6/m7p7Y4oFAT4AbHfj\nOswOAADY4poOsku+1FHc33taeve495gr2t66D//e9PeedpvnmjqKk6Q+/LlxlQQAbCIcalo3AAAg\nAElEQVTjGj2RJCnLciHJ9yf5jiR3S7K3qqozy7I8I8mLkryoqqr/GGcNAADAeNTd5o7i4mhH8er9\nH5LMjPXbD3bs/P/Zu/MgOc70vvO/NzOrqu/GSYC47yIBECAI8AKPITnDGc0tjUYjWyPtSGtba8ne\n8Eqy1itH2OGIjZDs9Wo9K9uyJhS2Rh4rLI20Hg3n0Ix4DQ+QAAHiJoAibuImrr6Pqsx894/G1UT3\nm1XVVdXVXd9PBALdlU+9+ZBoFtG/evt5lf/Kr6rpj//1rYf83uSgOB48L3/G+mp2BgAApoCq7SjO\nZrNrJO2T9IeSPiNphaSbb28vlfQ1Sbuy2ewXq9UDAAAAgOpJ3FEcWZlw5MPCE5+qfkNQuPWTilbc\nf+tzL5S8wYQ5xewoBgAAqlJQnM1mOyX9WNIaSR9I+n1Jdx7B2y3piKQmSd/OZrO8fQ0AAABMMUlB\nsTcsGUnRsjWyC5fVpKeG53ka/uo/HvWQ3+MOiuOB89XsCAAATBHV2lH8GxrZNfx9SffncrnflnTx\n5sVcLndM0gOS/lpSStJvVqkPAAAAANWScJjdzYPsQnYT11S8ap3Ch5689XnS+Al2FAMAAKl6QfGX\nJBUk/f1cLjc0VkEul4sk/aqkYUnPVqkPAAAAAFWSNKPYG7aynqfwsedq1BFuyv/s/yxrjCTJ742d\ntTFBMQAAUPWC4hWS3svlch+6inK53BVJOUn3VqkPAAAAAFVie90BoxmSog2PynbMrFFHuCletELh\n489LKuJAu7BXttBbg64AAEA9q1ZQHEtqKaGH4Sr1AQAAAKBaus45L3vDVuHWT9aoGXxU/md+Wdb3\nFSQFxWJXMQAAqF5QfEzSimw2O99VlM1mF0tae6MeAAAAwFQRR9Jwl7PERCmFm7bWqCF8lL1ngcKn\nPpO8o1jMKQYAANULir8jKZD0H7PZrBmrIJvNZiT9Z40chPxClfoAAAAAUAV+br/ilHv2reavltKZ\n2jSEMeU/+3elgieTTzjQ7tKhGnUEAADqVbWC4q9LOi3ppyXtyGazvyXpHknKZrOfzmazvy1pv6RP\nSLoo6Q+q1AcAAACAKvDfflE2M+aekFviVZtr1A3GY+9ZoOjx55N3FZ/cWZuGAABA3apKUJzL5Xol\nfVrSCUlbJP1fklbduPx9Sf9a0mpJFyR9IZfLXa9GHwAAAACqICzIP/BGct3i9dXvBYnyn/9qYlBs\nB8/J9PBtGQAAjaxaO4qVy+WOSNoo6TckvSHpmqRIUo+knZL+haR1uVzu3Wr1AAAAAKDy/PfelY37\nkgszM6rfDBLZe5fItC1x1kTtUurlv65RRwAAoB4F1Vw8l8sNSPp/b/wCAAAAMA0E219RXMToYZPq\nqH4zKM79z0iX/2zcy3Gzkf/Sd6TP/gJzpQEAaFAVD4pvHFL3lKRnJC2RNFuSlXRd0mFJb0p6I5fL\nJR+9CwAAAKC+5IcV7H5Dw/Pc84klguK6smSzMyiWpNjrVbDtbxU++/kaNQUAAOpJxYLibDabkvRP\nJP0zSbPuuGQ0EhTf6Xw2m/09SX+Uy+USjkoGAAAAUC/8fdtlhgYVZ/yEwiYZn52p9cJrWZxYE3Ya\nZX78bYUf+6zkVW1KIQAAqFMV+b9/NpvtkPRjSf9GIzuIjaReSQckbZO0S9JRSeGNawsl/XtJf5PN\nZlsr0QMAAACA6kvteEWSFDe569hNXF9Mql1KdTprwg5P3oUz8vdvr1FXAACgnlRqR/G3NTJqIpL0\nDUnfyOVyBz5alM1m05IekfQPJH1V0ickfUvSlyrUBwAAAIBqGeyXv/dtSVKccY+eMAmhJGrPa1ms\nuLt73OtR58ifaepvvq3owa21agsAANSJCe8ozmazn5P0SUk9kp7L5XL/eKyQWJJyuVw+l8u9mcvl\nvibp45L6JX0xm80+O9E+AAAAAFRXsHubTCEvSbJNBMVTjdeyyHk9vBEUB0f2yjtzohYtAQCAOlKJ\n0RO/qJEZxL+Ry+XeKPZJuVzuNUm/o5FRFF+tQB8AAAAAqii4MXZCKmL0RJqguN54re6gOGo3sjfy\n/9TL36lBRwAAoJ5UIih+SNKwpP9WxnO/qZFxFY9UoA8AAAAA1dLXLf/gzlufJo2eEDOK645JOtDO\nN4rabuwq3vai1N9bg64AAEC9qERQPF/SiVwuVyj1iblcrl/SCUlLKtAHAAAAgCoJdr0hE0W3Po8Z\nPTHlJI2ekKSoY+TP1eSHlNr242q3BAAA6kglguJmSeOfiJDsuqTWCvQBAAAAoEruHDthJcUZdz1B\ncf0xTfMl4z7P/OacYklKvfxdKY6r3RYAAKgTlQiKfY2MjyhXoUJ9AAAAAKgC03VV/uE9tz63gaQg\nYUcxM4rrjvF8meYFzppwxu0/V+/iGfmHdle7LQAAUCcIaAEAAAA4+bvflLH21uc2aT6xJMOM4rrk\ntbqn/oUzR3+LyKF2AAA0DoJiAAAAAE7BztdGfR43JT+H0RP1yWtb5rwedhrZOz7397wtc+ViVXsC\nAAD1wT2gqnid2Wz26XKfW6EeAAAAAFRaX7f8I3tHPZR0kJ3E6Il65bUucxekjKI2o6BvJC42Nlbq\nlReU/8qvVr85AAAwqSoVFK+X9GqF1gIAAABQJ4Ld22Q+cqBZ0kF2kicFbVXrCeXzWpcm1oQzbwfF\nkpR6/QfK//TXpHTiHzwAAJjCKjV6wkzwFwAAAIA6FOx6/a7HEncUp9plDFPu6pFpXiB5KWfNnQfa\nSZLp7b5r/AgAAJh+KrGjeHkF1gAAAABQbwb65B/cddfDSUExYyfql/F8eS1LFPcdH7dm5EC7aNRj\nqZe/o/CJT1a5OwAAMJkmHBTncrnTlWgEAAAAQH0J9r4tE4V3PW4TJhBwkF1989qWOYPiaMbdbwT4\nxw/LO31U8dLV1WwNAABMIn4eDAAAAMCYxho7IRWxozjVUY12UCEm4UC7sNPIjvGdYurVF6rTEAAA\nqAsExQAAAADuNjwo/8A7Y16KM0lBMTuK61nigXaeUdhx959x8PZL0uBAlboCAACTjaAYAAAAwF38\n/Ttk8sNjXoub3M9lR3F989qWJdaEs+4Ois3QoIK3X6xCRwAAoB4QFAMAAAC4S7Bz7LETUhE7itMz\nKt0OKshk5kpBm7MmnD32t4qpV1+QrK1GWwAAYJIRFAMAAAAYLT+sYN/bY16yRrLMKJ7SjDHy2lY6\nawqzxv5W0f/guLzjh6rRFgAAmGQExQAAAABG8Q/ukhkaHPOazRSxADOK657Xvsp5PZxlNN6+4dSr\n36t8QwAAYNIRFAMAAAAYJdjlGDuRsJtYkkyaHcX1zm937yi2aaOobew/62DHK1J/bzXaAgAAk4ig\nGAAAAMBtYahgz7ZxL8dF7Cg2KWYU1zsvISiWpHD22EGxKeSV2vbjSrcEAAAmGUExAAAAgFv83D6Z\ngb5xrxe1o5gZxXXPtCySPHfqH44zp1iSUq9wqB0AANMNQTEAAACAW/w9bzmvx5mEoNhvkvGLGWSM\nyWSML69tubOmMGv8P2vvwgfycvsr3RYAAJhEBMUAAAAARljrHDshSdEc90F17CaeOpLGTxRme+Me\naCdJqVdfqGxDAABgUhEUAwAAAJAkeWdPyrty0VkTLZzvvG5S7iAZ9cNrW+W8bpuN4nEOtJOkYOdr\nMj3XK90WAACYJATFAAAAACRJfsJuYkmKZrt3DBMUTx1ex5rEmsKc8YNiE4UK3vhRJVsCAACTiKAY\nAAAAgCQpSJhPbNs7Ew+zM2mC4qnCa12WeKBdYa77W8bUT74nxXEFuwIAAJOFoBgAAACAzPUr8k8c\ndtaEGx+XCj3uhZhRPGUYz0/cVZxf0u687n14Xv6h3ZVsCwAATBKCYgAAAADy976dWBNuekK20O2s\nYfTE1OJ33Oe8HrblZRO+a+RQOwAApgeCYgAAAAAKEuYT21RK4bqHZBN2FBMUTy1epzsoliLll850\nVvi735S5fqVyTQEAgElBUAwAAAA0uuFB+YfedZZEazdLKU+K8846k2b0xFTiJewolqThLVnndRPH\nCl7/YaVaAgAAk4SgGAAAAGhw/sFdMoWCsybctDVx7ITEjuKpxsvMlsnMddYUFjTJmqRD7b4vxVEl\nWwMAADVGUAwAAAA0uGC3e+yEJEUbHyconqaSxk9EQ6cUbXzMvca1D+Xv31HJtgAAQI0RFAMAAACN\nLI4U7HMfZBctz8rOmps4n1iSTJqgeKpJOtDODl3U8DPPJa6TeoVD7QAAmMoIigEAAIAG5h07JNPr\n3ikcbnpCkmTzSTuKPSloq1BnqJVi5hQXFqQVz57nrPH375C5crFSbQEAgBojKAYAAAAaWLDnrcSa\n6EZQrKTRE6l2mYRZtqg/XvsqyQTOmqj7oArPfM5ZY6xV6rUfVLI1AABQQ/wtDgAAAGhgwR73fOJ4\nzjzFi1dIUuKMYuYTT03Gz8jrWOOsibsOKnz6M7K+76wLXvuBFIaVbA8AANQIQTEAAADQoMyls/Iu\nfOCsCTc9IRkjSbJ594xi5hNPXf6MB5zX476TilvTih560lnndV+Tn/DmAwAAqE8ExQAAAECDCva/\nk1gTbdp66+PkHcUdE+4Jk8NLCIolq6jroArPfj5xrdSr36tMUwAAoKYIigEAAIAG5e/b7rxum1oU\nZTfe/pygeNryO9dKCfOlo64Diu5/SPG8hc664L1dMpfOVrI9AABQAwTFAAAAQCMaHpJ/ZK+zJFq/\nRQpStz63+S5nvUnPqEhrqD0TtMhrW+WsibsOSJ6nwjNF7Cr+yfcr1RoAAKgRgmIAAACgAflH9soU\n8s6acMOjoz5P3lFMUDyV+TMT5hT3HpcN+1V46qdk73gDYSyp138oJXx9AQCA+kJQDAAAADSgpLET\nkhTdERTbOC+F/c56dhRPbclzimNF3Yek9hkKH/6Ys9L09SjY9XrlmgMAAFVHUAwAAAA0GmsTD7KL\nlqySnTnn9lPy7t3EEkHxVOd3rpdknDXx9ZFxJYVnv5C4HofaAQAwtRAUAwAAAA3GXDwj7/J5Z010\n19gJ93xiSTKpzgn1hcllUm3y2lY4a6JruyVJ8ZoHFC1Y5qz1c/tkzp2qUHcAAKDaCIoBAACABhPs\n25FYE278SFDMjuKG4M3c6Lwe952UzV+XjFH4HLuKAQCYTgiKAQAAgAbj73fPJ7YtbYpXrh39WD5p\nR7Enpdon2Bkmmz/rocSa6NoeSVJh6/Oy6YyzNrXtR9LwUEV6AwAA1UVQDAAAADSSoQH5uf3OkvCB\nhyU/GP1g0uiJVIeM8SfYHCabP2O9ZFLOmpvjJ9TarvDR55y1ZqBfwTuvVqo9AABQRQTFAAAAQAPx\nD+2RCQvOmmjDY3c9lrSjmLET04Pxm+TNWOesia7tlrVWUrGH2r1Qkd4AAEB1ERQDAAAADSRIGDsh\nSdEDD9/1GEFx40gaP2Hz12T7T0uS4hX3KVq62r3e8cPyTh+tWH8AAKA6CIoBAACARmGt/P3vOEui\n5VnZzll3P7XgPszOpDon1Brqhz9rU2LNrfETxqjw7OcT69lVDABA/SMoBgAAABqEd+6UvKuXnDVj\njZ2Q2FHcSLy2lVJC8B9d33Pr4/CxT8g2NTvrg7dfkgYHKtIfAACoDoJiAAAAoEH4+3ck1oQbHx3z\ncYLixmGMJ3/mg86a6Pp+2Tg/8klzi8LHn3evOTSoYPtLlWoRAABUAUExAAAA0CD8fe75xLa9U/Hy\n7N2PWytbSAiKGT0xrSTNKVY8rLjr0K1Pixo/8cp3pRuH4AEAgPpDUAwAAAA0gsEB+UcPOEvC9Q9L\nnn/3hWhAigvO57KjeHpJDIolRdfevfVxvHS1opX3u9f84Li8E4cn3BsAAKgOgmIAAACgAfhH9spE\nkbMm2jjefGL3QXYSQfF04zXNlWlZ7KyJru0a9Xnh2S8krpt69XsT6gsAAFQPQTEAAADQAPz3djmv\nW2MUrt8y9rWEsROSZFIExdONP3vsr4eb4r6Tioev3vo8fORZ2ZY253OCHa9I/b0V6Q8AAFQWQTEA\nAADQAIKDO53X42VrpPaxw97idhQzo3i68WdtTqyJrt4eP6FMkwpPfMpZb/LDSm3724m2BgAAqoCg\nGAAAAJjmzNVL8i6ccdZE6x8e95rNJ+wo9lKS31JOa6hj/owHJC/trImujX4DoqhD7V59gUPtAACo\nQwTFAAAAwDTnH3SPnZA07tgJKXn0hEnNkDGm5L5Q34yfkT9zo7MmurZHNr49+9ouXKYo636Od/60\nvPfdBysCAIDaIygGAAAAprmkoNhmmhSvWjf+9YQdxRxkN30ljp8I+xT35kY9VNyhdi9MpC0AAFAF\nBMUAAADAdBZHCt5711kS3fegFKTGvU5Q3LiSDrSTpOjq6Dciwi1Pyba7Z1YHO1+TepIPSQQAALVD\nUAwAAABMY97pozL9Pc4a13xiSbIF92F2JsVBdtOVaV4o0zTfWfPRoFiptApPfdq9blhQ6s0fTbQ9\nAABQQQ0fFGez2Wez2WyczWa/Odm9AAAAAJU20fnEEjuKG5kxJnFXcdx79K6vkcIzn0tcO/WT70lx\nPKH+AABA5TR0UJzNZjsk/YkkTt4AAADAtBQc3Om8Hs+aK3vvEmcNQXFjS5xTLKvo2p7Rj8xbpHCd\nO2D2Lp2Tf3j3BLsDAACV0tBBsaSvS1o62U0AAAAAVTE0IO/oe86SaN0WyYy/b8LaSCq4R1coRVA8\nnfkzN0omcNZE1+7euV549vOJa6de4VA7AADqRcMGxdls9vOSfkUSfzMBAADAtOQf2ScThc6aKGHs\nhAq9ktzjAUyaGcXTmQla5HWuc9aEV9+VtaO/TqJNTyjunOV8nr/7TZmuqxPuEQAATFxDBsXZbHaO\npD+W9Jqk/zDJ7QAAAABV4b/nnk9sjVG4zj1WIGnshCQZdhRPe0lzilXoUtx3fPRjQaDwY591Ps3E\nsYLXfzjB7gAAQCU0ZFAs6T9JatPIjmI7yb0AAAAAVREkHGQXL1kttbtDXlvoTrwPM4qnvyApKJYU\nXR1j/MQzn5M17m87Uz/5vhRHZfcGAAAqwz1oahrKZrNflfRlSf8ol8udzGazK6t1r5gTfIGGded/\n/7wWAOA1AZPBXLss7/xpZ024bnPi12Q0fD3xXtZv52u7BFPxNcE2L5HSs6X8+GMioqu7FC/5+dEP\nzpyrcMMjSu3bPu7zvKuX5O3boXDjY5VqF5hSpuJrAoDq8LzJ3dPbUEFxNptdKOnfS3pZI7uKq+r0\n6dMKQ/dMOADT38mTJye7BQB1hNcE1MqsvdvUnlDzwawF6jt+3FnT0ntMrv3CsWnSiVNnSu4PI6bS\na0JnarVaXUFx92GdOHpA1msZ9XjHfVu00hEUS1LhB3+uE21zK9InMJVNpdcEAJUVBIGWL18+qT00\n2uiJ/6yRcPzv5XI5Rk4AAABg2uo48Z7zepRKq39R8g/X+XGf83rsJ8XRmC6Gm9Y6rxvFygy9f9fj\nPSsfUL7Dfahdx7EDSnVzqB0AAJOpYXYUZ7PZfyjpU5L+l1wu5/4ZvApZunRpLW4DoA7FcXxrN8Dy\n5csn/cdHAEwuXhNQc3Gstg/uDuxGldz3oFZk70tcKp8zinrGv55umaOVK6s2zW1amqqvCbZwj4a2\nfVPS+D8aPzd9VumVP3vX4/HHvyh950/GfZ6xVqtPv6fhn/mViTcKTDFT9TUBwPTTMEGxpL9z4/dv\nZLPZb4xx/WvZbPZrkv40l8v9ciVuyIs7AGnktYDXAwA38ZqAWvA+OCavz30IXfzAw8V9LRa6nJdN\neiZf0xMwpV4TMp3yOu9T3H1o3JL42rsyxsgYM+rx6GOflf3un8o45q+mXv+hCl/8mhQ00repwGhT\n6jUBwLTTSP8H/qakn4zx+ApJvyRpn6S/lrS3di0BAAAAlecf3JlYE63bUtRaNu8+zM5kZha1DqYH\nf9ZmZ1Bsh6/I9p+WaVs2+vGZcxQ99KSCXa+P+1yv66r8vW8p2vJ0pdoFAAAlaJigOJfLfXOsx7PZ\n7Cc0EhTvzeVy/6qWPQEAAADV4B/c5bwez5ijeOGyotZKDIrTBMWNxJ+9RYWT33LWRNfelfeRoFiS\nCs9+wRkUS1LqlRcIigEAmCT8PAMAAAAwnQwPyj960FkSrd8ifWQ0wFistQTFGMVrXy2lOp014dWx\n36iI1j6k+J4FzucG7+2SuXyh7P4AAED5CIoBAACAacQ/sl8mLDhrovXFjZ1QNCDFeWcJQXFjMcaT\nP+shZ03cdVA2Grr7guep8MznE++RevNH5bYHAAAmoOGD4lwu91IulzOVOsAOAAAAmEzFzSfeXNRa\nSbuJJYLiRhTMTnijwRYUXd835qXCU5+W9d0TEIM3fyQ5Dr0DAADV0fBBMQAAADCd+O+55xNHS1fL\ndhQX7tphgmLczZ+V/EZDNM74CXXMULj5KedzvSuX5B/eU05rAABgAgiKAQAAgGnCXLss/9wpZ020\nrsixE2JHMcZm0jNGZhU7RNfGf8MifPrTifcI3vibkvsCAAATQ1AMAAAATBP+oXcTa4qeTyzJ5q8l\n3LBFxs8UvR6mj6RdxXbwguKB82Nei9ZtVjxrrvP5wa7Xpf7esvsDAAClIygGAAAApgn/oHvshE2l\nFa1eX/R6Nt/lvG4y7CZuVH7SnGI5dhV7vsInPuV8rinkFex4pZzWAABAmQiKAQAAgOkgjhOD4ui+\njVK6+B3ASTuKTYqguFF5HfdLQauzZtw5xZIKT/1U4j1SrzN+AgCAWiIoBgAAAKYB78xxeb3uHcDR\n+odLWjNpRjE7ihuX8Xz5Mzc5a6Lr+2Sj/JjX7LxFI29cOPgnj8g7e6LsHgEAQGkIigEAAIBpIGk3\nsVTaQXZSEaMnOMiuofmz3XOKFQ8r7j447uXCU59JvEfArmIAAGqGoBgAAACYBvyDO53X485Zihct\nL2nNxB3FBMUNzZ+V/MZDeHX8AxbDh5+WbWpxPj/Y/pIUhSX3BgAASkdQDAAAAEx1w0Pyjx5wlkTr\nH5aMKXpJa2OCYjh5TXNlWpc6a6JrjjcwMs0KH33OfY/u6/LfGz9sBgAAlUNQDAAAAExx/vv7ZQoF\nZ020LmFMwEeFfZKNnCUExQhmu3cV2/4PFA99OO71wtOfTr7HWy+W3BcAACgdQTEAAAAwxRU3n7i0\noNgOX0usMelZJa2J6aeY8RORY/xEvHKt4nkLnc8P3n1DGhwouTcAAFAagmIAAABgiksKiqMlK2Vn\nzC5pzaSxE5Jk0jNKWhPTjzdjneRlnDXR9d3jXzRGhcefdz7f5IdHwmIAAFBVBMUAAADAFGa6rso/\ne8JZE61L3vX5UTbflXxvguKGZ7y0/JkPOmui6/tlrR33erjVHRRLUvDW35bcGwAAKA1BMQAAADCF\nFTV2Yv3DJa9r8wmjJ1IdMl6q5HUx/fizNrkLCt2y/afHvWznLVS0ar37Hod2y1y7XE57AACgSATF\nAAAAwBTmv+cOim0qrWjNAyWvmzR6gt3EuMmfuTGxJura77xeSNhVbKxVsP3lkvoCAAClISgGAAAA\npiprE4PiaM0GKe2eITvm0gmjJzjIDjeZ1qVSqtNZE13f57wePvqMrB84a4K3Xiy5NwAAUDyCYgAA\nAGCK8s6ckNft3vkbrS99PrGUPHrCpGeWtS6mH2M8+TPcu9ajrgOyNh6/oK1T0cZHnWv4Z47L++B4\nOS0CAIAiEBQDAAAAU5R/cGdiTTnziSVGT6A0/swN7oJCj2z/KXfJ1k8m3id4+6USugIAAKUgKAYA\nAACmqKSD7OLOmYoXryhr7Xg4KShm9ARuK2pO8XX3nOJo42OyLW3OmuCdVyVrS+oNAAAUh6AYAAAA\nmIryw/LfTwje1m2RjCl5aRuHUiFpRjGjJ3CbaVkipdy7zJOCYqUzCh9+xlniXbko78ThErsDAADF\nICgGAAAApiD//QMyhbyzJlpX7nxi925iSfIys8taG9OTMSZx/ETUtd89p1hS+PjHE+8V7Hi1pN4A\nAEBxCIoBAACAKai4+cTVOchOkkyG0RMYLXH8RNinuO+EsyTKblDc6f7aCt55VYrdgTMAACgdQTEA\nAAAwBfkH3EFxtGi57Izydv3a4auJNSbNjmKM5s9IONBOUpw0fsLzFT7yjLvk+hV5xw6W0BkAACgG\nQTEAAAAwxZjrV+SfTdiZuf7hste3wwk7ir2MFLSWvT6mJ9OyKHF2ddSdHPCGjzybWBNsf6XovgAA\nQHEIigEAAIApxn9vV2LNhILivHtHsUnPkinjkDxMb8YYeQm7iqOu92StddbEq9YpnjXXWRPsek2K\no5J7BAAA4yMoBgAAAKaYpLETNpVWlE0eAzDu8xNGTzCfGOPxZ6x3FxS6ZQfPuWs8L3FXsdd9Xf6R\nfSV2BwAAXAiKAQAAgKkkjhUk7CiOshuldKbsWySNnjAZ5hNjbP6MdYk1Udd7iTXho88l1gQ7Xi2q\nJwAAUByCYgAAAGAK8U4flentdtZED5Q/dkKSbJ6gGOUxrUsT51fHXclziuPlWcVzFzhrgp2vSWFY\nUn8AAGB8BMUAAADAFOIfrO58YkmKk0ZPpBk9gbEZ48vvXOusibqTdxTLGIWPPOMu6e+Rf3hPCd0B\nAAAXgmIAAABgCgkOvuO8Hs+co3jhsrLXt3FBKrh3LHvMKIaD1+keP2EHzytOGG8iSeFjRYyfePeN\novsCAABuBMUAAADAVDE4IO+o+8f2o/UPS8aUfQubv55YY9KMnsD4Eg+0kxR3H0quWbxS8b2L3ffa\n/YYUR0X3BgAAxkdQDAAAAEwR/pG9MpE7FIvWb5nQPZIOspMkw45iOHjtaySTctZERcwpljEKt3zM\nfa/u6/KOFTHKAgAAJCIoBgAAAKYI/4B77IQ1RuG6zRO6h8275xNLHGYHN+On5XWsdtbExcwplhRu\nfiqxJtjF+AkAACqBoBgAAACYIoKEg+ziZWuk9hkTuodNOMhOXkbyWyZ0D0x/fokkbCIAACAASURB\nVKd7/ETce1w2HEhcJ162RvGcec6a4N3XJWtL6g8AANyNoBgAAACYAszlC/IunXXWROsfnvB9kkZP\nmMxsmQnMQEZj8Ga4D7STYsU9R5IXMkbh5qfd97pySd6p94tvDgAAjImgGAAAAJgC/IM7E2vCSgTF\n+YSgOM18YiTzO9cm1kRdRY6f2FLE+Il3GT8BAMBEERQDAAAAU0BwwB0U26ZmxauSdnEmSxo9wXxi\nFMOk2mValzlroiLnFMer1ivudL9BEex6vdjWAADAOAiKAQAAgHoXhfIP7XaX3P+QFAQTvlWcGBSz\noxjF8RPGT8Tdh2XjKHkhz1P00JPukgsfyJw7VUJ3AADgowiKAQAAgDrnHT8sM9jvrAkfmPjYCUmy\n+evuXthRjCL5nQk73ONhxf0ni1or3OKeUyyxqxgAgIkiKAYAAADqXLB/R2JNtH7LhO9j47xU6HbW\nMKMYxfKKmFMcdxdxoJ2k6L4HZVvbnTXMKQYAYGIIigEAAIA65ycExfHcBbLzFk34PnbYvZtYYkYx\nimea5smkZzpr4p7DxS0WBAo3bXWW+KePylz9sNj2AADARxAUAwAAAHXMXL8i//RRZ0244ZGK3Mvm\n3fOJJXYUo3jGGHkd9ztroiJ3FEtSuDl5/IS/962i1wMAAKMRFAMAAAB1zD/wTmJNtPGxitzLDl1J\nrGFHMUrhdd7nvG4Hz8nm3eNOborWb5FNNzlrgj3biu4NAACMRlAMAAAA1LFg33bndZtKKbrvwYrc\nyw5fTmimVSZoqci90Bj8hB3FkhT1FLmrOJ1RtH6z+36H90qDA8WtBwAARiEoBgAAAOpVGMp/711n\nSXTfJinj3mVZrHjYvaPYZOZU5D5oHF7Hasm4v+2Mu4ucUywp3PSE87oJC/IP7ix6PQAAcBtBMQAA\nAFCnvGMHZQb7nTWVGjshSXbIvaPYy8yt2L3QGIzfJK9thbOm6B3FGvl6t8Y4a4I9zCkGAKAcBMUA\nAABAnQr27UisqdRBdpJk2VGMKvA63HOK456crI2KWst2zlK8wj3OItj3thQXtx4AALiNoBgAAACo\nU/5+93zieN4i2XmLKna/xKC4iaAYpfM7E+YUR4Oy/R8UvV7i+Im+HnnH3it6PQAAMIKgGAAAAKhD\n5uol+WdPOmvCjY9W7H42jmTz19w9saMYZfCKOdCuhDnF0aatiTWMnwAAoHQExQAAAEAd8vcnj52I\nNlRwPnH+mmRjZw1BMcphmu+VUp3OmriEOcXxwmWK597rrAn2bCt6PQAAMIKgGAAAAKhDSfOJbbpJ\nUXZDxe6XNHZCkrwmDrND6Ywx8hPmFJeyo1jGKEzYVexdOCNz8UzxawIAAIJiAAAAoO7kh+UfetdZ\nEq3dJKUzFbtlMUExO4pRLi9hTrEdOCNb6C16vShhTrHE+AkAAEpFUAwAAADUGf/wXpnhIWdNWMGx\nE1IRQbHfIhO0VvSeaBxJO4olKerJFb1etGaDbIv765GgGACA0hAUAwAAAHWmmPmq0YZHKnrPeOiy\n8zq7iTERXscaJX37GZcQFCsIFD7gPszRe/+A1Ndd/JoAADQ4gmIAAACgnlgrf697J2S0aIVswmFe\nJd82YUex10RQjPKZoEVe21JnTdzzfklrJo2fMDZOnPUNAABuIygGAAAA6oh3+qi86+7QNko4yKsc\nSUExO4oxUV571nk96snJWlv0euGGR2R931lTzO58AAAwgqAYAAAAqCPFBFthEQd5lcoOJQXFcyt+\nTzSWkfETDoUu2WH3CJRRWtsVrdngLPEP7JTCsPg1AQBoYATFAAAAQB3xEw7gijtnKV7u3plZKmsj\n2Tw7ilFdXkfy121Jc4qVvLveDA3IP3qgpDUBAGhUBMUAAABAnTBXP5R/+qizJnpwq+RV9q/xNt8l\n2dhZY5hRjAnyWpdKXtpZU+qc4vDB5DEs/n7mFAMAUAyCYgAAAKBOJB1iJ0nhQ7WfTyxJHqMnMEHG\nC+S1r3LWRCXuKLbzFiqev9hZ4+/bXtKaAAA0KoJiAAAAoE4kzSe26YyitZsrfl87lDwXltETqASv\n3T2nOO49JmujktYMNz7mvO6fOyVz5WJJawIA0IgIigEAAIB6MNgv/9AeZ0m0fouUzlT81ok7iv0m\nKWit+H3RePykOcXRgOzA2ZLWjDY+mnzffYyfAAAgCUExAAAAUAf8gztlotBZE256oir3joc+dF43\nmTkyxlTl3mgsXod7R7EkRSXOKY7WbJDNNDlrgv2MnwAAIAlBMQAAAFAHgt0JYyeMUZTwI/blsglB\nsdd0T1Xui8ZjmhdIQZuzJi5xTrFSaUXr3CNZ/EO7pfxwaesCANBgCIoBAACAyRYWFCQcZBevXCvb\nOasqt7dDl5zXTdO8qtwXjccYIz9hV3Fc4o5iSQo3uN9EMflh+bl9Ja8LAEAjISgGAAAAJpn/3m6Z\ngX5nTbhpa9Xunzh6gh3FqKDEA+36TsjG+ZLWjDYUM6eY8RMAALgQFAMAAACTLNj1WmJN+NCTVbm3\njYakQrezhtETqCQv6UA7GyruO1nSmnb2PYoWrXDWBHu3S9aWtC4AAI2EoBgAAACYTFGoYPeb7pIF\ny2QXLK3K7ZPmE0uMnkBlFXOgXclziqXEGd7e5fMyl86WvC4AAI2CoBgAAACYRP6RfTJ9Pc6a6OGn\nq3b/OGE+sURQjMryMrNlMnOcNWXNKS7isMeA8RMAAIyLoBgAAACYRMGu1xNrwi0fq9r9E3cUG18m\nU51D9NC4knYVR2UExfGqtbItrc4af9+OktcFAKBREBQDAAAAkyWO5L/7hrtk3kLFi92zVyfCJuwo\nNpk5Msav2v3RmLx295xiO3BGNnQf8HgXP1C4/hF3SW6fNDRQ2roAADQIgmIAAABgknhH35PXfc1Z\nE255WjKmaj3ECTuKDQfZoQr8xDnFVnHvsZLXjTY+6rxuwoL8Q7tLXhcAgEZAUAwAAABMkmDXa4k1\n4cPVGzshSXbQvaPYYz4xqqCYA+3KGT8RPeDeUSxJAeMnAAAYE0ExAAAAMBniOHE+cTxnnuJl7h/R\nn6ikGcUcZIdqMEGrTMsiZ03ckyt5Xds5S9Fy938z/v7tkrUlrw0AwHRHUAwAAABMAu/kEXnXLjtr\nws3VHTth44Js3j36gtETqBa/wx3olhMUS1K08THnde/aZXlnT5a1NgAA0xlBMQAAADAJgh2vJtZU\nfezE0GVJ7p2VHkExqsRrd4+fsMOXZfNdJa8bbnAHxdKNXcUAAGAUgmIAAACg1uJIwY5X3CUz5ihe\nubaqbdgh93xiidETqJ6i5hT3Hi153Xh5VnH7DGcNc4oBALgbQTEAAABQY35uv7yuq86acMtTklfd\nv67HCfOJJSPTNLeqPaBxeW0rJOP+Go97Sg+K5XmJh9p5Rw9I/b2lrw0AwDRGUAwAAADUWPD2S4k1\n4WMfr3ofiQfZpWfJeKmq94HGZPyMvNalzpq491hZa0cbH3XfO44VHNxV1toAAExXBMUAAABALRXy\nCna97iyJ58xTvGpd1VtJGj3BQXaoNq99tfN6XMboCUkK1z8sm7BbmTnFAACMRlAMAAAA1JB/YKdM\nwo+8h49+XDKm6r3ESUFxM/OJUV1e+yrn9XIPtFNbh+JV7hnf/v53pDgufW0AAKYpgmIAAACghoLt\nLyfW1GLshCTZwQvO6x47ilFlSTuKJSkqc/xEuPFx9717rss79X5ZawMAMB0RFAMAAAC1MjSgYM82\nZ0m0cJnixSuq3oqN8rLD7gP1TNO9Ve8Dja2oA+3KHD+RNKdYkvx9jJ8AAOAmgmIAAACgRoI9b8nk\nh5014eOfqMnYiZH5xNZZ4zUTFKO6jJ+RaVnirIl7yguK48UrFc+Y46wJCIoBALiFoBgAAACokeDt\nlxJrwkefq0EnUjx4PrHGEBSjBvyONc7r5e4oljGJu4r9k0dkuq+Vtz4AANMMQTEAAABQC71d8g/u\ndJZEK9fK3rOgJu0kzSeWCWSa3LsxgUqo2oF2ksKNjyXW+Pt3lLU2AADTDUExAAAAUAOpt1+WiSJn\nTa0OsZOkOCEoNs3zZIxfo27QyKp5oF20brOsHzhrGD8BAMAIgmIAAACgBoI3f+S8bo2n8JFnatOM\nkncUe8212dkMVPNAOzW1KLpvo7PEP7hLCsPy1gcAYBohKAYAAACqzPvguPzT7qArWrdZdsbsGnVU\nzI5i5hOjNoo60K7coFhSlDB+wgz2yz96oOz1AQCYLgiKAQAAgCoLtv04sSZ88qdq0MkIa2PZoYvO\nGo+gGDXkJ4yfiHvKD4rDjY8n35/xEwAAEBQDAAAAVRWGCt560Vlim1sVbn6yRg1JdviqFBecNewo\nRi15He6geCIH2tn5ixTPW+SsYU4xAAAExQAAAEBV+Qfekddz3VkTPvqclM7UqCPJDp5PrGFHMWqp\nmgfaSVKYMH7CO39a5rJ7HAsAANMdQTEAAABQRamEQ+wkqfBU7cZOSMnziSXJNM2vQSfAiKoeaCcp\netAdFEtSsPftstcHAGA6ICgGAAAAqqW3S/6et5wl8fzFileurVFDI2zSQXaZOTJ+7XY4A1U/0G7N\nBtlMk7PG37+j7PUBAJgOCIoBAACAKkltf0UmCp01hSd/SjKmRh2NSNpRzHxiTIbkA+3KHz2hVFrR\nui3u+x/eIw0PlX8PAACmOIJiAAAAoBqsVfD6D90lxih84vkaNXTHfROCYuYTYzIkH2j3YdkH2knJ\nc4pNIS//8O6y1wcAYKoLJrsBAAAAYDryTubkf+DeARmt2yI7654adXRb0o7iXn+ejl8vqCcfqydv\n1VOI1VewGo6s8pFVPpaGY6tCZG/8LhViK2MkIyPPSEaSzMjOFGMk3xg1+VLGN7d+NflGaU9quuOx\njG/UGhi1poxaAqO2lKfWwCjt13bXNWrPa1+VWBP1HlMw270zeNznJgTFkhTs3a7owa1lrQ8AwFRH\nUAwAAABUQeon30usCZ/8VA06GWGt1ZWhWGe7rmtN2Oes/c09zXph4MMadVaclCe13hEct6RuBsqe\n2m4Ey62BUWvg3f44dfvzlsDceL5Ryx01gUcAXS+8thUaeWshHrcm7j0qlRkU25lzFC1dLf/0+LOO\n/X3bJWtrPg4GAIB6QFAMAAAAVNpgv4LtLztLbEubwoeerPitw9jqRE+oI12h3u8Olesq6EhXqOM9\noQZCqy2ZY/rufPcap8Pa73JOUoilrrxVVz6q6LoZX2oNvBu7l28Hyi13BNAtgVFb4N0Kp2/Wtt54\nrO3GY603QuzWlFGKALpkxm+SaV0i239q3JqJHGgnjewqdgXF3rUP5Z09qXjxigndBwCAqYigGAAA\nAKiwYPvLMgmHYhWe+KSUaZrQfaLYKtcdau+VvPZcLWjvlbwOXCtoyJGlrgguJq57vJCQJE8jw5E0\nHMW6NlzZddOe1Joa2QHddjNYvhk+B0bRYEotvrSor1ftaV+tKaP2G+HzSK1R+43guTPtqSlojODZ\nb1+t0BUUT+RAO43MKU6/8C13D/u3ExQDABoSQTEAAABQYalXv59YEz7zuZLXHQqtdl/J661LeW27\nOKx3PsyrP7QlrbEy5Q6KL4ad6rPNJfeG0fKxlB+2uj48XmqfGvntrHsMyE0ZX5qR9tSZ9m78bjQj\nc8fnGXPHNU+zmjzNafI0O+NNqfnOXsdq6eKL414fOdCuWybdWdb68Yr7ZNs7ZXq7x60J9m5X4bO/\nUNb6AABMZQTFAAAAQAV5J3PyT7/vrIlWrVe8KHnHYmyt9l8t6MWzQ3r1/LDevZLXuLljkVal3AfZ\nnQgbZzfxVDIcSZcGY10aHH9+73g60kZzMp7mNPmafSNAntPkaXaTp7nNvuY3e5rf4mtes6/OtJGZ\nxPm8xR1od7TsA+3k+QofeESpt8YPo71jB6X+Xqm1vbx7AAAwRREUAwAAABWUejX5ELvCs+PvJu4a\njvXyuSG9eHZIL58b1uWh0oNBl5WpS87rjTR2olH05K168pFO9Ca/y9DsG81vGQmO5zf7tz9u8bWg\nxdfiNl8LW/2qzWAu7kC7Y2UfaCeNzCl2BcUmjhUceEfhYx8v+x4AAExFBMUAAABApQwOKNj+krPE\ntrQqfPiZUY9dGYr0g9ND+u6pQb1+YVglTpMomq9IS4MPnTUExY1tMLI62RvppCNU9ox0b/NIaLyk\nbeT3xW3ByO+tIx83lzlTubgD7dw79pOEDzwiazwZO34Y7e95i6AYANBwCIoBAACACgm2v5R8iN3W\nkUPsrg5F+s7JQX331KC2XcorrlI4fKclwRWljXtX6bHCvWM+3p4yavKN0p5R2teN340yvpTyzK0d\nprG1stKtfx5rRz4OrdVwZDUcSUPRjY/j249h6oitdG4g0rmBSNvHed9hQYunFR2BVnUEWtkRjHzc\nGWhZe6BMwszkah9op9Z2xavXyX//wLglwf7tGg5DKeBbZgBA4+D/egAAAEAlWKvUS3+dWPbimuf1\njZev6m/PDFVt5/B4kuYTS9I/3JzVb3XM0Yy0p460UUfKU3vKyK/SqAFJstYqH48EyEOh1UBo1R9a\n9Rdi9YdWfYXbnw+EVn2hVX9h9PWR58TqL4xc77tRSwg9Oc4PxDo/kNebF/OjHveMtKjV18obAfLq\nzkD3z0xp7cxAc5r8kZoqH2gnSeGDW51BsRnol5/bp2jd5rLvAQDAVENQDAAAAFSAl9sv/+wJZ83O\nzlX64qFOSe5dx5XSEhit7gyUnRHovhkpPRf3SNccT/BS+uTqJTLGr0l/NxkzsjM54xt1piu7dhiP\nhMwDdwTP/YXbj90MlG8GzAM3wuaBMQLom88dCK0Goxqn/NNEbKUP+iJ90Bfp1fPDo67NafJ034xA\nz3fM199PWGdCB9pJCh96Qplvf8NZ4+/ZRlAMAGgoBMUAAABABaRe+k5izR/Nf65q95+ZMdo0O60H\n56T04Oy0NsxOaUmbL8/c3gk8fPiSQscapnlBzUPiags8o870zQC6cv9s0agA+kaYHN4OmPsKt8Pl\nvkI88tiN2t5CrKu9A+qPjAomdWtXdKOHz1eGYr15Ma9dl+boVxYb+Wb8fx8TPdDO3rtE8fzF8i6e\nGbcm2L1N+a/+r5Kp3m56AADqCUExAAAAMEHm2mUFu99w1lwN2vQX9zxesXuu7PD1xPyMts7L6LF5\naS1t82USAq144KzzuteyqGL9TXe+Z0ZGc5SxAzqOYx0/fl2StHLlQnmeJ2kkfL4ZJvfd2P3ck7fq\nzsfqysfqzsfqHh79edewvf1xPp4WozaGbEbvFxbo/vS5cWt+fPiA/uzY83poTkqP3JPWQ3PS6kh7\nJd0nfOgJpX/45+Ne965ekvfBMcVLV5e0LgAAUxVBMQAAADBBwU++JxO5E7o/ufdjGvLLn6swv9nT\nJxY16bkFGW2dn9H8ltJ3x8YD4++elCSvZXG57aEC/Arsfh4Kra7nY10ZinVtKNKVofjWr6tDsa7c\neOzqzceG44r+M1TKgfxSZ1C82j+lH50Z0o/OjIxxMZLunxHo4XvS2jI3rUfuSWt1ZzBqR/1HhZvc\nQbEk+bu3ERQDABoGQTEAAABQpsHQ6i/f79ZXfvRdZRx1sYz+aMEnSlrbM9Kj96T1/KImPb+oSetn\nBok7hl1soVcqdDtrDDuKp7ymwOjewNe9Lb6kVGJ9PrL6cDDSxcFYFweiG79iXRiMdGkg0oUbn9c6\nUN6fX6av6K1xry8Ormqm16frcZskyUo61BXqUFeoP31/QJLUmTZ6bF5GT85P66n5GT0wKzXqUMZ4\n1VrF7TPk9XaNe59gzzYVfuaXK/LPBABAvSMoBgAAAEp0aSDSHx/p13850q/nP3hTvz7sDmB/MHuT\nTjXfk7huYKSPLcjoC0ub9dmlTZrTVLmZukljJyRGTzSitG+0qC3QojZ33WBoda4/1Jm+SGf6Rw6j\nO9N3+/Pz/ZEqOWL5QH5pYs0D6VN6fWj9uNe781Y/PjOkH9/YddyRNtp6Izh+8kZwHG3aKu/1H467\nhn/6qMzVS7Kz55X+DwEAwBRDUAwAAAAU6URPqH+3v1d/cXxA+RsbLH/93IuJz/vDhc+Pe80z0rML\nMvrS8mZ9dkmzZmRKm7NarLjfPXZCIijG+JoDo1WdKa3qHHuXchhbXRgYCZCP94Q60RPqeE+o492h\nTvSGGipxdvJ7+cWKrPtAuw3p086g+KN68nbUuIrOtNE/9TfodzR+UCyNHGpXeP5LRd8HAICpqiGD\n4mw22ybpn0v6kqRlkvKS9kj6d7lc7q8nsTUAAADUoVxXQb+/r1d/dXJQ8R251YO9p/REz/vu5zbf\nq5dm3h1mrZ0R6O+uatGXV7bcGBNQXXH/Ked1k54pk0rYVgqMI/CMFrcFWtwW6In5owexxNbqfP9I\ngHy8Z+T3Yz2h3u8q6FRvpLGi4EGb0bHCvcqmz497zw3p0xPquTtv9bvRGv0TL62WOD9unb/nLYJi\nAEBDaLigOJvNtkt6U9IGSbsl/aGkTkk/K+k72Wz2n+dyud+bxBYBAABQJw5eK+j/3ter754aHDPM\n+rUidhP/0cJPyJqRXcIdaaOfX9miX1rdogdmpSY0c7hUtt8dqpnW5B/1B8rhmZvjLQJ9bMHoawNh\nrPe7Qh26XtCRrlCHrxd0uCvU2f5IB/JLnUHx+gkGxZI06Gf04swH9MWr745b4x/eI/X3Sq3tE74f\nAAD1rOGCYkn/h0ZC4j+S9Ou5XM5KUjab/ZeSdkr6P7PZ7F/mcrljk9gjAAAAJtGeK3n92329+uEH\nQ+PWzCz06Rc+3OZcp8/L6L/Oe0pb5qb0y9lWfWl5s1qC6oyWSBInBMVe67LaNALcoSXw9OCctB6c\nkx71eHc+1sWj66RLb4/73KWpK5rh9akrnthO+BfmbHYGxSaO9Af/9UU1P/NJfXZJsxa0Vv8nAAAA\nmAyT87fUyfUVjRyK+zs3Q2JJyuVy5yT9J0m+pM9MUm8AAACYRPuu5vXzL17Rs9+77AyJJenvXXhV\nzXHBWbMz+4y+97PL9NLn7tEvrm6dtJDYFnplh684azx2FKOOdKY9rVp4X2LdA+kPJnyvH8zepFju\n3f3rj76p397erbXfvqhPfP9DfX1/r453hxO+NwAA9aQRdxR/XVJnLpfrGuPa8I3f+ZkiAACABnKk\nq6Df29Oj755yh8M3BXGof3TubxPrHv3Fn1c8O51YV21Ju4klyWsjKEZ98dpWSjLSmINfRvzZo9f0\nbma23rmc164P89p5Oa+u/Pj1Y7mS7tC2zjV6qjs3bs0nrx1Qezig3qBFuy4XtOtyQf/q3R5tnJ3S\nz61o1s+uqM2scQAAqqnhguJcLvcfx3o8m80ajRxuJ0n7a9cRAAAAJsup3lC/t6dHf3li9CF1Sb50\neacWD19z1kT3bVS8aMUEO6yMooJidhSjzpigWaZlsezA+LuG0wPH9OyKJj27sEnSyMF5x7pDbf8w\nrzcvDOuNi8O6MBAn3uv/m/uIMyhusgV95upe/cW8raMe33e1oH1XC/oXO3v09L0Z/dzKZn1+abM6\n0434w7sAgKmu4YJih1+T9KikE5J+VIkF4zj5LyQApqc7//vntQAArwn151x/pN/f36f/dnRAYWmb\nDyVr9b+d/ZvEsuHnfrpu/ryj3pPO6yYzV9Zrlq2Tfqc7XhOK57WvVOQIiuOeo3f9O1zV4WtVR7N+\ncVWzrLU60RvpzYt5bbs4rDcv5nVx8O5/5/9j7iP6+rFvOXv58uUddwXFN1lJr10Y1msXhvVbb3Xp\nU4ub9HMrmvX8wozSfu0OrcTUxGsCgJs8b3LfaCQolpTNZr8i6Q8khZK+lsvl3MPminT69GmFIXOr\ngEZ38qT7m3MAjYXXhMnVXZD+y5mU/upCoLwtL7x5rOeYHuk97qwZ7pyt3Ix7pePuulqZfTWnjOP6\noJmrc3XSa6PhNcGtdXimOh3X7dBFnTh6QNZrca7zpC89uVD63xdIHwwZbb/u6+3rvnZ1exqOjc5n\nZumtjtXa2nN03DV+6to+tYZD6g+anPcajqUXTg/phdNDmpWy+uw9ob4wL9SyllLflUIj4jUBaFxB\nEGj58uWT28Ok3r0OZLPZX5P0HzTyJvD/lMvl3pzklgAAAFBhQ5H07QuBvnkmpd6o/N19Rla/e/kH\niXWXH35O8upkXqm1CgrnnSVh6t4aNQOUppBenFiTyp9Rvilb1HrGSEubrZY2h/r5BaGGImlPj6e3\nrvt6+eIjzqC4OS7o09f26q/ueazo/q8VjL51LqVvnUtpU0ekL8wL9Yk5kZrq5OUBAIA7NWxQnM1m\nPUn/VtJvauQQu1/I5XL/o5L3WLqUOW9Ao4rj+NZugOXLl0/6j48AmFy8JkyeKLb69olB/e7+Xp3r\nL//HeT0jfXl5s/7Zwj5teO1dZ61talbHz/ySOlrayr5fJdnhaxo62++smbnwQc2dv7JGHYHXhOLZ\ncIGGPvwDuQ60m9/er9SS8r9+10n6RUnmoc9L//TPnLVfvryjpKD4Tnt6fO3p8fX/nDL68vJm/dKa\nFj04O1XWWpheeE0AUC8aMijOZrNpSf9dI4fXXZP0xWrsJObFHYA08lrA6wGAm3hNqA1rrV4+N6x/\nuatbh66XPwrMN9LfWdWi39rQrhUdgdL//c9lrDtwLjz9GXltHWXfs9LCgeQfY/bbl/F1OUl4TUiQ\nbpVpWSQ7cGbcEtt3vDL/DufOV7Ryrfzjh8Yt+fTVfWqJhjTgu8dPuPQWrP7k/QH9yfsD2jI3pX9w\nf5t+elmzMswyhnhNADC5Gu7V58ZO4r/USEh8UtJWxk0AAABMH3uv5PXFH1/Vl1/8/9m77zAr6ut/\n4O9pt27vLCzs0ntHBFERFURRQIo1atTEWJJoNPmaxF6iJsZo1GiMiV2QIqAUQRRBUQQRKdIWWHZp\n2/veNndmfn8sxiQ/ubPcnTvs3X2/noeHsmdmDg/s3Lnnns/5VEVdJBYA1d0U5QAAIABJREFUzOzu\nxsbp2Xh+XCq6J8mA3wdlbeSxE4YgQD1/RlTXjBXdZJ4yBAmihyvhqO0SE3tG/LrecOJxEScrPOrs\niF/36kFMq9tu2fW+qlBx07oaDJxXike+rsfRJs2ycxMREZ2sDlcoBvBbAJcAKAFw5p49e/ac4nyI\niIiIyAIHG8K4cW01xr9fgXXHglGf56KuLnw2NQsvn52GHsnfL8BTPl0BwR95hIM2fByMrNyorx0L\nemPkQrHgyYMgOWzKhujkSYm9In7d8B+DoTZacq3wyLNMY15ybsUr41MxOc8FxaJ31BUBHU9ubcCg\n+aW4bk01Pi8NwjC4+R0REdmrQ42e6NOnTyqaC8UAsAXAT/r0+cFND9bt2bPnY9sSIyIiIqKoVQU0\nPLm1AS/vboIa/RhiTMh14p7hSRie+QNFU12Dsmqh6TlCE2dGn0CMmHUUSybdmkSnmmhSKAYAvWEf\npLShrb6WkdkJWkFfSEW7Txjj3PoFpt8ITC9IR01Qx+IiP+Yf8OHzslCrr68ZwOKDfiw+6MfANAW3\nDkjAjAI3HBxLQURENuhQhWIAowB4j/966vEfP+RRACwUExEREbVhvrCOF3c24eltDahXo++8G53l\nwH0jknBGjvOEMdKWzyFWHI14Hq1bb+h9BkedRywYYR8Mf+S8xYTuNmVDFB0xsQeaB8Kc+Ptcayi0\npFAMNI+fiFQoFkIByF+vR3js+Uh1ivhxXy9+3NeLQ41hLDzgx1v7fCisi342+nd2VKu4+dMaPLy5\nDj/rn4Br+3iR7OiIi4KJiMguHapQvGfPnlVofsIgIiIiojil6Qbe3ufDY1vqcdQXfQtx72QZ949I\nwoVdXRCEyI+IjlULTM+nTpoJmJzHbnqj+UZ2zUU4orZLkD0QPJ1h+A6fMEZv2GfZ9cKnjYdz3t8j\nxshfrEZ47Pn/9Wd5CTJuH5yIXw5KwIbyEF7f68PiIj/8WutGSBz16bjvq3r8aWsDru3txc/6e9El\noUO9lSciIpvw40giIiIiiguGYWDloQDOXFKOn6+vjbpInO0W8fTYFHw+LQsXdXObFonF4kJIu7dG\njNFT0hEefU5U+cSS2XxigB3FFB/Mxk9YuaGdkdkJWo/+EWOkHZsg1Nf84NcEQcCYbCdeODMVuy/P\nwV/GpGBoutLqvBpUA89924ihC8rw03XV2F6ttvqcRERE/4mFYiIiIiJq8zZXhHDxB5W4bHUVdtZG\nt6Q7QRbwu2GJ+HpGNq7r44Ustqz7V/lgvmmMet50QG59IchqZvOJBVcWBCXRpmyIomc2S9vwH4UR\njrzZ5MkIjzkv4tcFXYf85RrT8yQ7mkdTfHJJFtZdkokb+3qRILdu5UHYAObt9+PMJeW4bHUVNpW3\nfjYyERERwEIxEREREbVhB+rDuG5NNc5dWoHPSqMrhsgC8JN+XmyZmY3fDE2CV2n5I7BQWwX5y8hb\nVxiKA+o5F0eVW6yZLccXEzh2guJDSze0s0p49DkwxMj3CvmL1Sd1zsHpDjw5JgU7L8vBH0cno1dy\n68dHrDwUwPnLKjBtZSU+Kw3CMFo35oKIiDo2FoqJiIiIqM0p92u464tanPZuGRYf9Ed9nmn5bmy8\nNBt/Oj0FmW7ppI9XVi+CoEXuYA6fMQlISI42xZgxtCD0psgzijl2guJFS2ZpWzp+IikV2oCREWOk\n/TshlB056XMnOUT8tH8CvpyehUUT0zE5z9XqjXQ+ORrElBWVuHBFJT46EmDBmIiIosJCMRERERG1\nGY2qjse31GP4gjK8vLsJ4ShrHWOzHVg9JROvnpOG7klRdu2FglDWvGceNmlmdOePMb1xP2BEnuMs\nJvW2KRui1hFkLwRP54gxWr11hWLAfPwEACjrV0V9flEQcE5nF+acl44tM7Pxi4EJSHG0rmT8RVkI\nM1ZVYcLSCiwr9kNnwZiIiE4CC8VEREREdMqpuoGXdzVi2IIyPP5NAxqjrBD3S5Ex97w0LJucgZGZ\njlblJK9fBaGxPmJMeNBpMHK7teo6saLX7zWNkZL62JAJkTXMN7SzbvQEAIRHjIPhcEWMkT/7ANCj\n21jzP+UnynhoVDJ2zM7BE6OT0TXh5FdA/KctlSqu+rga45aUY+EBHzSdBWMiIjLHQjERERERnTKG\nYWDJQT9OX1SGuzbUoSIQXcGlk0fEs2ek4LOpWbggzw1BaOVCbsOAY9UC0zB10qzWXSeGtPo9Eb8u\nuLIgOFJsyoao9SSTQrHhP2LphnZweRAeMS5iiFhVBmnX15ZdMkERcVP/BHw9IxuvjE/FsIzWbZK5\nsyaMG9bWYMzicrx7wMcOYyIiioiFYiIiIiI6JT4rDeK8pRW4dk019tdrUZ0jSRFw34gkbJ6RjR/1\n9kISWzvps5m0YxPEo8URY7TO+dAGRp5heiqZdRSL7CamOCMm9jSNsbyreNwFpjHyuhWWXhMAZFHA\n9AIPPp6SiaWTMzCpi7NV59tbF8b1a2swbnE53jvIkRRERPTDWr/NKhERERHRSdhWFcKjX9dj5eFg\n1OdQROCGvl78ekgi0l2tW6L9g+dfOd80Rp04E2ht53KMGGoDDH/kTbbERM4npvjS0kKxlDrEsmtq\n/YdBT8uCWF1+whh58zoEmxoAb6Jl1/2OIAgYl+PEuBwndteqeHpbA+Yf8EOLss67szaMa9ZUY1Ca\ngt8NS8QFea7Wr8AgIqJ2gx3FRERERGSLwjoVP15TjbPeq2hVkXhWdzc2XZqNx0enxKRILBw5CHn7\npogxRmIywmPPt/zaVtEbzDf14nxiijeC7IXgNtnQrgX/90+KKCF8ZuSuYkFVIW/42Nrr/oC+KQpe\nPCsNm2dk48d9PHC04t389moVV3xUjXOXVmD14QAMdhgTERFYKCYiIiKiGCtpDOPWz2owelE5Fh30\nR32e8blOfHJxJv5xdhryE2O3MM6xsgWzic+5BHC0bil4LGl1u00iRNONwYjaIrOu4pZ8SHKy1BaM\nn1DWLgVsKrbmJ8r4y9hUfDMzBzf398ItRd8R/HWlipkfVmHSskp8cpQFYyKijo6FYiIiIiKKiVKf\nhl9/UYsRC8vwVqEPepT1h0FpCt6dmI7FkzIwNMNhbZL/q6EW8uerIoYYkgz13GmxzaOV9LqdEb8u\nePMgyG6bsiGyjpRksqGdz+IN7QAYWbkI9x0aMUYqLoR4YJel1zWT65Xw2OgUbJuVjTsGJSBBjr5g\nvLEihGkrq3DRikp8Vhr9ig8iIopvLBQTERERkaWqAxru31SHYQvK8I/dTVD16M6TlyDh72elYu0l\nmZjQ2WVtkiegfPweBDUUMSZ8+rkwUtJtyScahqFBMykUS0l9bcqGyFot6YS3ekM7AAifOdk0Rvlo\nieXXbYlMt4T7RyZj++wc3D00ESmO6AvGn5eFMGVFJaZ+UIkvy1gwJiLqaFgoJiIiIiJL1Id0PPFN\nPYYuKMMzOxrhj3K3pVSngEdPS8ZXl2bjsh4eiHZttKSGoHy02Dxs0kwbkome0VQMaL6IMWLKAJuy\nIbJWSza0Mx+9cvLCo86G4fFGjJE3fgw01ll+7ZZKdYq4e1gSts/Owf0jkpDqjP7eufZYEJOWV2LW\nqkp8Uxn5wzMiImo/WCgmIiIiolapDTYXiAfNL8VjWxpQr0ZXIHZJwK8GJ2DLjBzcOiABzlbM3YyG\n/OUaiHXVEWPCfYdC79a2Z/tqtd+axkjJLBRTfBJkLwRPXsQYvX6P9Rd2ukxnFQuqCmXdCuuvfZIS\nFRF3DE7E1pk5+P2wRCS3osP4wyNBjH+/Ald/VIVvq1ULsyQioraIhWIiIiIiikptUMdjW+oxeEFz\ngbguFF2BWBSAH/Xy4OsZObhvRDJSnKfgEdUwoKycbxrW1ruJAZiOnYCSAsGda08yRDEgJfWJ+PWY\nFIpxfBNLE8qa9wA9ynk7FktyiPj10CRsnZmD3wxNRKISfcF4aUkA45aU48a11dhXx4IxEVF7xUIx\nEREREZ2UmqCOR76ux+D5pXjimwbUR1kgBoAZBW5snJ6FZ8elItcrWZjlyZF2bYFUEnmuqZ6VC23o\nGJsyip5u0lEspfSHYNc4D6IYEE0KxUaoCnqgwvLrGrndEO4/PGKMWH4U0rYNll+7NVKcIn43LAnb\nZuXgV4MT4I1y0zsDwIIDfpy2qBy3fFqDgw1haxMlIqJTjoViIiIiImqR6oCGhzfXYfD8Ujy5NfoR\nEwBwQZ4Ln07Nwj/Hp6FnsmJhltFRPphnGqNOnAmIp66Y3RJ6oAJGsDxiDMdOULwTW7AZY8y6iidM\nNY1RVpjfT06FVKeI+0YkY+usbPx8YALcUY730Q3g7X0+jFxYhl99XosjTZrFmRIR0anCQjERERER\nRVQZ0PDAV3UYPL8Mf97WiIZWFIjP6uTEhxdlYu556RiUduoLxAAgHC2GvDVyB6Dh8ZrOJ20LtJqt\npjEiC8UU58SEAkCMfP+IVaFYG3YG9JT0iDHy7m8gFsXm+lbIcEl4eFQyvpmZjZ/198IZ5edfYQP4\n154mDF9Yit9+WYtyPwvGRETxjoViIiIiIvpBJY1h/GZDLQbNK8PT2xvRGI6+QDwyU8GSSel474IM\njMpyWJhl6zla0k08/hLA7bEhm9bRa76JHCA6ISb2sCcZohgRRBliQs+IMVr97thcXJZbNqu4BfeV\nUy3bI+Hx0SnYMiMHN/b1QomyOhDUgBd2NmHogjI88FUdqgMsGBMRxSsWiomIiIjov+yqUXHTumoM\nW1CGl3Y1wa9FXyAekCpjzrlp+PCiTJyd67IwS2sIddWQP18VMcaQJKjnT7cpo+gZhgHNpFAspQyA\nYNKJSRQPxOTI4yf0hkIYRmwKluqEqTCUyB94yRvXQKgqi8n1rZbrlfDkmBRsnpGNa3p7EOVECvjC\nBp7e3oghC8rw2JZ61IXaxqZ+RETUciwUExEREREAYGN5EFesrsKYxeV4Z78fragPo1+KjFfGp+LT\nqVmY3NXdZjdPUz5aAkFVI8aER0+AkZZlU0bRM/xHYQQrI8aIqUNtyoYotiSTDe2gBWA0lcTm4kkp\nCI+bFDFE0PW46Cr+T10TZPz1jFRsujQbs3u4Ee1du0E18MQ3DRgyvxR/2daAJpUFYyKieMFCMRER\nEVEHZhgGPjwcwIXLKzBxWSVWHAq06nz9U2W8dk4a1k/LwvQCD8Q2WiAGAISCUD5ebBqmXjDbhmRa\nz6ybGACk1CE2ZEIUe6JZoRgxHD8BIDRpFgyT+5uy5n0ItVUxyyFWuifJeOmsNHwxPQtT86NfCVIb\nMvDg5noMXVCGv33biEArxhcREZE9WCgmIiIi6oBU3cD8/T6MW1KOWR9W4fOyUKvONyhNwRsT0vDZ\n1CxMzXe37QLxcfL6lRAa6iLGhPsPh96tl00ZtY7pRnayF2Ji5LmuRPFCcOUASnLEGL0udhvKGZ26\nQhs6NmKMoIagrHgnZjnEWt8UBa+dk451l2TigrzoC8YVAR2/21iHYQtL8c/djQi1ZrkKERHFFAvF\nRERERB1IbVDHs9sbMGxBGX6yrgbf1oRbdb4h6QrempCGdZdk4uJu8VEgBgDoOhwfzDcNi5duYsPQ\nWjCfeDAEQbIpI6LYEgTBdPyE3hC7QjEAhFpwf1A+XgKhrjqmecTa4HQH5p6XjtVTMnFOrjPq8xzz\n6bjzizqMeLcMbxY2IayzYExE1NawUExERETUARxsCOPuL2sxcF4p7v2qHoebWrfJ07AMBXPPS8Mn\nF2fiom5tdwbxiUhbN0AsPRQxRs/tBm3QaTZl1Dp6/V5ArY8Yw7ET1N6YjZ/QG4thhH0xu77eZzC0\nXgMjxgihIJTlc2OWg51GZjqwaFIGlk7OwJjsyJv5RXKoUcNtn9Vi9KIyzN/vg8aCMRFRm8FCMRER\nEVE7trE8iGvXVGH4wjK8uLMJja2cETkm24F556Xj4ymZuCAv/grE33F8YL4cPDRpFiDGx+OyVrXJ\nNEbiRnbUzpjPKdahx3BOMQQBoWnXmYYpHy+BUBN5o8l4Mi7HieWTM/DuxHSMyFCiPs/+eg0/WVeD\nM5aUs2BMRNRGxMeTLxERERG1WFg3sLjIj/OXlmPiskosORhAa99/T8pzYcWFGVhxYSYm5rnitkAM\nAGLRHki7I8/z1ZNSER57vk0ZtZ5ZoVhwZkHwdrMpGyJ7SEl9AUS+F2m138Y0B23ACGg9B0SMEUJB\nON79V0zzsJsgCJjQ2YXVUzIx59w0DEyLvmC8uzaMn6yrwehF5XibIymIiE4pFoqJiIiI2onaoI5n\ndzRg2MIyXPdJNTZVqK06nyQAs3u4sX5qFt45Lx1jsqOfTdmWKB/MM41Rz50GOOLj76sHq6E3FEaM\nkTJGxXVxn+iHCEqC6QcgWt3OGCchIDTtWtMw+dMPIB4+ENtcTgFBEDC5qxvrLsnEq+PT0DtZjvpc\n++rDuOWzWoxYWIbX9zZx0zsiolOAhWIiIiKiOLezRsXt62vQf14p7t1Uj0ONrZs/7JKAn/Tz4usZ\n2XjprDQMaEWnWFsjVJVB3rgmYoyhOKBOmGpTRq2nVX9lGiOlj7IhEyL7Scn9I35dr98NQ2/dPdGM\nNnAUtB6R8xAMHY53/h7TPE4lURAwrcCNL6Zl4cUzU5GfGP3GmcWNGn6xvhbDF5bh5V2NCLRyZBIR\nEbUcC8VEREREcSisG3i/2I8pKyowdnE5Xt3rg6+Vb6aTHQLuGpKI7bNy8KfTU9AtMfrOsLZKWbUQ\ngq5HjAmPmwQkpdiUUetplRsiBwgK5xNTuyWaFIqh+aE3FcU2CUFAaOaNpmHyti8h7TD/YCeeSaKA\ny3t6sOnSbDwzNgVdvNEXjA83abhrQx2GLSzFC982wheOfO8mIqLWY6GYiIiIKI5UBzQ8va0BQxeU\n4UcfV+Oz0lCrz5mXIOGRUUnYMTsH9wxPQqY7+jf2bZq/CcraZaZhoUmzbEjGGoYWgFa1OWKMmDII\nguSyKSMie0kpkecDA4Ae6/ETALT+wxEePNo0zvnGM4Da+vt2W6eIAq7t48XmGdn44+hkZLujLz0c\n8+n47cY6DJlfhj9vbUBtkAVjIqJYYaGYiIiIKA5sqwrhts+ax0s8sLkeh5tav5R6ZKaCV8enYcuM\nbNw2MBGJSvt+NFTWLoPgb4oYEx46FkanrjZl1Hpa1VeAHowYI2ecZlM2RPYTXDkQHKkRY2K9od13\nQpfdBEOIfB8VSw9BWT7XlnzaAqck4Kf9E7BlZjYeHpmENGf0rzMVAR0Pf12PgfNKcc/GOhyx4HWQ\niIj+W/t+N0BEREQUx1TdwOIiPyYvr8BZ71XgzUIfAq18XywKwCXdXFh5YQZWT8nCtAI3ZLEDbHKm\nhaGsWmgaFpo824ZkrBOuWG8aI2WOtSETolNDEASIyZG7iu3oKAYAvUt3hM+abBrneP9NCOVHbcio\n7fDIIn4+KBFbZ2XjnuFJSHVG/7rTGDbw3LeNGLqgFLd8WoPdta3buJWIiL7HQjERERFRG3O0ScNj\nW+oxaF4prvukGl+UtX6ZcoIs4Gf9mzeoe31COkZnOy3INH7Im9ZCrCqLGKPl94beZ4hNGbWeoavQ\nqjZGjBETe0F0ZdmUEdGpYbahnRGsgB4otyWX0KXXw3BGHvUiqCE4X30KMDreJm2Jioi7hiRi26wc\nPDAiCRmu6EsSqg68vc+H0xeV4/LVVdhQFnl1BRERmWOhmIiIiKgN0A0Da44EcPVHVRg0vxRPfNOA\nUn/r5zB29kh4eGTz/OHHR6cgvx1uUGfKMKAsm2Mapl5wGSDET3e1Vv01EI48SkPKPMOmbIhOHbEl\nc4prd9iQCWCkpCM07TrTOPnbryCveS/2CbVRiYqI2wcnYuvMbDx6WutmGAPAB4cCuGB5JSYtq8Dy\nEj/0DliEJyKyQgd8p0BERETUdtQEdbxV2IRX9jRhf7118xbHZDvw035eTOnmhtIRRktEIO3YBKlk\nX8QYPS0L4VFn25SRNcKlH5vGyCwUUwcgJvQARGfEed1azVbIORNsyUedOBPy+pWQDhdFjHPOfQHa\ngJEwsjvbkldb5FVE3DogAdf38eKNvU14Znsjjviify38sjyEKz+qRs8kGTf19+KKnh4ktPP5+0RE\nVuIdk4iIiMhmhmFgc0UIN39ag37vHMM9m+otKRK7JODqXh6suyQTKy7MxPQCT4cvEgNoWTfxxBmA\nHD89FEa4CVrlFxFjBG9XiN48mzIiOnUEUYaY3C9ijFaz1aZsAMgygtfeYRomBANw/eMxQOembG65\nedO7r2dm4+mxKeiaILXqfPvqw/j1hjr0n1eK32+sw8GGsEWZEhG1bywUExEREdnErwGv7/Vh/PsV\nOHdpBebsa/3mdADQxSvhgRFJ2Dk7B8+NS8XgdEfrT9pOiAd2Q961JWKM4fFCHT/FpoysEa74HNAj\nz66Ws8bbkwxRGyClRp4vbgRKofsjzym3kt57MNQzzTe2kwp3wLHo1dgnFCeckoDr+nixeUY2nhuX\ngh5JrSsY14cMPP9tI4YvLMPVH1Xhs9IgDI6lICI6ofhpmyAiIiKKU3tqVTy9X8GychmNWp1l5x2X\n48BP+yXgwq4uyOwc/kGOZW+bxqgTpgFurw3ZWKdFYydyzrEhE6K2QUodAtUkRqvdCtE90ZZ8ACB4\n+c2Qtm+CWFsZMc7x3hvQeg6ENmS0TZm1fYoo4OpeXlzRw4NlJQE8s70BmyvN/oVPTDeApSUBLC0J\nYGCagpv7ezGjwAOXzNdOIqL/xI5iIiIiohgIaQYWFfkwZUUFxiypxDvHFDRqrX9D6pYEXNfbg/VT\ns7B0ciYuyXezSHwCwrESSJs/jRhjKErz2Ik4ogeroNd8EzFGTO4P0d3JpoyITj0xsTcguSLG6DXb\nbMrmuIQkBG/4dYtCXX9/FEJlaYwTij+SKOCSfDdWT8nE0skZOL+zs9Xn3FGt4tbPajFwfike+boe\nhxo5loKI6DvsKCYiIiKy0OHGMF7d68Mbe5tQ5tctO29+ooQb+nhxdW8vUp38rL8lHCvegWCyxDg8\n7gIYyWk2ZWSN5m7iyH8vOedce5IhaiMEUYaUPBBa9VcnjNFqvoFhGBAE+z5c0waPhnrOxVDWvB8x\nTmiqh+uZ38P/u2cBt8em7OKHIAgYl+PEuBwndlSr+OuOBiw84IfWiikSlQEdT25twFPbGjCxiwvX\n9/Hi3M5OSPzwlYg6ML7LICIiImolTTew+nAAV35UhcELyvDk1gZLisSiAEzOc2HhxHR8PSMbPx+U\nyCJxCwm1VZDXr4oYYwgiQpMvsykjaxiGjvDRFZGDBBly1ln2JETUhohmc4qDlTD8x2zK5nvBy2+G\nnpVrGieV7IfrhYe4uZ2JgWkKXjorDVtmZuOmfl54Wjk+QjeADw4FMHt1FYYuLMOftzagzMd/AyLq\nmPhOg4iIiChKpT4NT25twNCFZZj5YRWWlwSgW7BHTrZbxF1DErF1ZjbmnJeOczu7INrYAdceKCsX\nQAhHnmcZHnU2jOwuNmVkDb3mGxj+oxFjpPTTICiJNmVE1HaYbWgHAFrNVhsy+R8uDwK3PQhDUUxD\n5a0b4Hj7bwA3XDPVNUHGE6enYMesbPx2WCKy3K0vbxxq1PDw1/UYMK8U162pxtqj3PyOiDoWjp4g\nIiIiOgm6YWDt0SBe2dOE5SUBhC18/zgux4Eb+ybgom4uKFz6Gj1fI5Q175mGqRddYUMy1lKPLDeN\nkXMm2JAJUdsjJvYAZC8QbjphjFa9GUrnyTZm1Uzv1gvBq38J1ytPmsY6PlwIIzEZ6tRrbMgs/qW5\nJPzf0CTcPigRi4r8eGFnI7ZWRb/xHQCEDWDxQT8WH/SjZ5KMa/t4cEVPDzJckkVZExG1TSwUExER\nEbVAhV/DW4U+vLq3CQcbrFuSmqQIuKKnB9f39aJPinm3GZlTPnwXgv/EhSIACA8YAT2/t00ZWUMP\nVkGr/DxijOBIg5Rxuk0ZEbUtgiBBShkIrfLLE8ZoNVtg6BoE0f6CX/jsi6Du3Q5l/UrTWOe7/wI8\nCVDPv9SGzNoHpyTg8p4eXNbDjQ3lIby4sxHvF7d+pc+++jDu3VSPhzbX44I8F67u1TzLmBvJElF7\nxEIxERER0QkYhoF1x0J4dU8Tlpb4oVq3Nx2GpCu4oa8XMwrc8CqcBmYZvw+OlQtMw9SLrrQhGWuF\nj34AGJH/E8q5F0AQ+YhPHZeUOjxioRjhJuj1uyClDLQvqe8IAoLX3gHx6EFIRXtMw51v/hWGKCF8\n7lQbkms/BEHAmGwnxmQ7UdIYxsu7mvDa3ibUhVpXMVZ14P3iAN4vDiDHLeLynh5c1cuDXsn8kJeI\n2g8+RRIRERH9j6qAhrePdw/vr7eue9gpGri0wIMb+yVgeIYCgXOHLad8vARCU33EGC2/N7T+w23K\nyBqGriJsOnZChJx7gS35ELVVUvpIoDByjFb11akpFAOA04XA7X+A+8GfQayuMA13vf4XBEMBqHG2\n8WZb0TVBxkOjkvF/QxPxzn4/XtzZiL114Vaft9Sv4+ntjXh6eyNGZzlwVS8Pphe4kcgPfokozrFQ\nTERERITm7uH1Zc3dw+8d9CNkYfdwjyQJF6f7MSUrjOF9cyGKfCMZE0E/lBXvmIaFplwJxFmRPly2\nFkaoKmKMlDEKoivLpoyI2ibR0xmCuxMM/7ETxmhVm4Ae19mW0/8yUtIRuOMxuB/9OYSA3zTeOfcF\nIBSEesmP4u7e1VZ4FRHX9/Xiuj6ef+8zsKwkAM2CfQa+LA/hy/IQ7v6yDlPz3biypwdn5Di4CS0R\nxSUWiomIiKhDqwnqeHufD6/tabKky+g7kgBMznPhhr5enJmjoOjAAcvOTT9MWbMUYkNtxBgtNx/a\niLNsysgahmEgfGihaZyce5EN2RC1fVL6KIQPn3hDS71xP/RgFURnuo1Z/U8OXXsicNuDcP3ldxA0\n89ce57v/ghDwITTrpwA/bIyaKAg4p7ML53R24ZhPw5t7m/DaXh/jR6OTAAAgAElEQVQON7V+9ZAv\nbGDOPh/m7POhi1fCzO5uXNbDg36pHE1BRPGDhWIiIiLqcAzDwIbyEF7Z04QlB/0IWjddAp09En7U\n24Mf9fais7d5syRdt7A9mX5YKAhl+RzTMPWSq+OuyKLXfAO9sShijODqBCl9hE0ZEbVtUtqIiIVi\nANAqN0LsPNmmjE6Qw6DTELj5HriefwiCyfxxAHAsnwuhugLBG/8PUBw2ZNi+dfJI+PXQJPxqcCI+\nPBLAK7ubsOpwEBY0GeNwk/bv0RSD0hTM7uHGzO4edPLYv4kiEdHJYKGYiIiIOozaoI65+5u7h3fV\nWtc9LACY2MWJ6/p4cX4XF3dCPwWUtcsg1lVHjNFz8hAefY5NGVlHPfSuaYzSdToEgQUIIgCQUocA\nogLo6gljtIr1UE5xoRgAtFHjEbzeD9c/n2hRvLLhI4g1lfD/4mEgISnG2XUMkijggjw3Lshzo7gh\njDf2+vB6YRPK/dZ8yLu9WsX2ahX3barH2blOzO7uxsX5nGdMRG0TC8VERETUrhmGgU0VIbyyx4fF\nRX74rRhIeFwnj4ire3lxTW8P8hL4WHXKtLCbOHTxVYAYX8VUrWF/8zzVSOQEyDnn25MQURwQJBek\nlCHQqr86YYxW8w2McBME2WtjZj8sfNZkBHQNzlf/DMEwf42S9myF55Hb4P/V4zCycm3IsOPolijj\nnhFJ+M3QRCwvCeCNwiZ8fMSaLmMDwCdHg/jkaBB3flGHC7u6cFkPD87p7ER8vTIRUXvGdzRERETU\nLtWFdMzf78Mre5rwbY213cPndm7uHr4gj93DbYGy5j2I1RURY/TMXIRPP8+mjKyjHjQvgCudL4Qg\nu23Ihih+SJljIxaKYYShVW6EnNM2VhmEx08BHE44//EYhBaMKxKPlcDzwM8Q+PmD0PoNsyHDjsUh\nCZhW4Ma0AjcON4Yxd78fbxU2oajBmllVfs3AwiI/Fhb5keESMa2bC6MdIgYncVQVEZ1aLBQTERFR\nu2EYBjaWh/B6oQ+Livzwha3rHs5yi7i6lwfX9PYiP5GPUG1GwAfl/bdMw0JTrgTk+Pp30xsPQqv4\nLHKQIEPuMtWehIjiiJw5BqE9zwIRekHDFevbTKEYAMJjz4fhcML1t4datMGd0FQP1x/vROiqn0M9\ndxog8IPLWOiSIOOuIYm4c3ACPi8L4c1CH5YctO4ZozKg4+U9PrwMF7IcOmbV1GNmDw+GpisQ+G9K\nRDaLr6dlIiIioh9QHdAwZ78fb+xtwm4LZw8DwPhcJ37cx4sLu7qgsHu4zVFWLYTYUBsxRk/PRnjc\nJJsysk6oBd3EcvZ4iM50G7Ihii+CIxVi8gDodTtOGKNVbYIR9kGQPTZmFpk28iwEfvkIXM/dDyEU\nNI0XdB3ON56BWLIfwWt+CciKDVl2TIIg4IwcJ87IceKPpydjUZEfbxX68GV5yLJrlIdEPL+zCc/v\nbEJ+ooQZBW5cWuBB/1SZRWMisgULxURERBSXdMPAp8eCeH2vD+8X+xGycLVmhkvEVT09uLaPF92T\n+LjUZjU1wLFirmlY6OKr4654ojcdgla+ziRKhNLtMlvyIYpHcuZYhCIUiqEHEa74HEqntjWWRhty\nOvx3/wWuv/zO9IOw7yhrl0I8VozAzx+CkZQa4wwpURFxTW8vruntRWGdircLfZh/wI/DTdaMpgCA\ngw0a/rytEX/e1oi+KTIuLXDj0gI3eibH1+sZEcUXbrNJREREcaXUp+GpbQ0YsbAMU1dWYWGRdUXi\nM3Mc+NfZqfh2dg4eHJXMInEb51g+F4KvKWKMnpWL8JmTbcrIOmrxO4i0ZB4ApOyzIHrz7EmIKA5J\nmWNNY8KlH9uQycnTe/SH/76/Qc9p+fe4tHc73A/8DGJxYQwzo//VK1nB/SOTsW1WNpZOzsA1vT1I\ncljb/bu7Now/bGnAyHfLcdaScjyzvQEljdauoCIiAthRTERERHEgrBv46EgQr+1twspDAWjWjR5G\nmlPElT09uK6Ph106cUSoq4ayaqFpXGj6j+NvNrHvKMJl5sUrR7fLbciGKH6J7hyISf2g1+86YYxe\n8w30YFWbHOFiZOXCd+9zcD9zD6S921t0jFhVBvcjtyHwk99CO218bBOk/yIKAsblODEux4k/jk7B\nysMBzNvvw6rDAagWrnraVq1iW7WK+7+qx2mZDkwvcGNqvhu5Xsm6ixBRhxVfT81ERETUoRQ3hPFm\noQ9vFTbhqM/ancDHZjvw4z5eXNzNDZfMuX/xRnnvDQihQMQYrUsBwqdPsCkj64SK3gSMyP/fpcxx\nEBPy7UmIKI7JORMQilAoBnRoZWsgdp1pW04nJSEZ/t/8Gc5Xn4Ly2QctOkQIBeF+/gGEjlyL0NRr\nAZELie3mkgVMzW8u4NYEdSwq8mPefh82WDjPGAA2VoSwsSKE326sw+lZDkzNd+OSfDc6s2hMRFFi\noZiIiIjalJBmYMWhAF7b04Q1R4Mmi+9PTopDwBU9Pbiujxd9Utg9HK+Eo8VQPl5iGhe69HpAjK83\ny3rjQWhla0zjlPwrbciGKP7J2WcjVPh3wDjxMn31yArIeZdCENpoQVVxIHjj/0HP6wHH3BcgmHyQ\n9B3H4tcgHjmIwE/uBpzuGCdJJ5LqFHF9Xy+u7+vFwYYw5u/34Z39fuyrt3Z0xIbyEDaUNxeNT8t0\nYGqBG1O7udAlgWUfImo53jGIiIioTSisU/H6Xh/m7POhMmBt9/DorObu4an5brjZPRz3nHNfgKBH\n/j+iFfSFNnycTRlZJ3TgNZjOJs44HVJid3sSIopzgpIEKX0UtMovThhj+I9Aq94COX2EjZmdJEGA\nesEs6J27wfW3hyD4Glt0mLxpLdzlRxH45aMw0rNinCSZyU+U8euhSbhrSCK+qVKx8IAfi4r8OOKz\nbhM84PtO499vrMOoTOXf3c15LBoTkQneJYiIiOiUaVR1LDnox5uFPnxRZu1yzDSniMt7unFNby/6\nsnu43ZB2fAV56wbTuNDMGwEhvj4U0Op2RSxmfYfdxEQnR8451/R7K3zk/bZdKD5OG3QafPe/APfT\nv4N47FCLjpGKC+F+8CYEfvEI9J4DYpwhtYQgCBiW4cCwDAceGpWEDaVBvLq1FKsrZVSr1r52bapQ\nsalCxT2b6jHyP4rGXVk0JqIfwDsDERER2cowDHxZHsKbhT4sLvKjMWzlcAlgfK4T1/Ty4KJubjil\n+CoUkgldg2PO30zDwv2GQRvQ9gs+/8kwDIT2v2oaJ2WOhZTUO/YJEbUjUsZoCI5UGKGaE8ZolRuh\n+0shunNszCw6Rk4efPe9ANeLj7TogzMAEOtq4H7sdgSv/zXCZ0yMcYZ0MkRBwOnZDmT2UHFHdxWl\n3i5YdDCA9w76URuy9hnpqwoVX1WouHdTPUZkKJh2fKZxt0SWhoioGe8GREREZItjPg1z9/nwVqHP\n8rl8OW4RV/Xy4Ee9vcjnm512S167HNLhAxFjDEFA6Ipb4q6bWK/ZAr12q0mUCEf3a23Jh6g9EUQF\ncu5kqAffjhClQy1ZAGef22zLq1U8CQjc/igc81+GY/mcFh0ihFW4XvoDQoeLEJp1Y9zNcO8IZAE4\nu5MT53R248nTU7DmaBALi3xYXhyw/IP1zZUqNlequPeregw7XjSemu/mcxRRB8c7ABEREcXMdxvT\nvVXYhNVHgtAtfI8jCsDELi5c09uDiV1ckMX4KgzSSfI3wfHuv0zDwmdOht6tlw0JWae5m/gV0zg5\nZwJEbzcbMiJqf+TcyVCL5wIRNoILH1sJJf8KiM50GzNrBVFC6LKboHcpgPOVP0FQ1RYd5lg+B2LZ\nYQRu+j3gdMU4SYqWQxIwKc+FSXku+MMGVh0OYFGRHx8c8iNg7UhjbKlUsaVSxf1f1WNoenPReFoB\ni8ZEHRG/64mIiMhy26tVvFXYhHn7/agOWrsxXdcECdf09uLKnh7ketkN1VE43v0XxPoTLxsHAMPp\nQmjGDTZlZB2tYj30hsLIQYIMpeBqexIiaodEVyakjDHQKtafOEhXm7uKe91kX2IWCJ8xEXpOF7ie\nuQdiXXWLjpE3fwr343cgcMcfYCSlxjhDai23LPx7tnCDquODkgDeLfLjoyMBhKx9zMI3VSq+qVLx\nwOZ6DElvnml8STcXeiZzvweijoCFYiIiIrJETVDH/P0+vLXPh61VLetqailFBKZ0deOa3h6cneuE\nGGdjBah1xOJCKB8uMo0LTbkKRkqcdAIeZ+gaQgdeN42TO18YF7NTidoypeuMyIViAOEjy6B0mQbR\nnW1TVtbQe/SH/4EX4Xr6HkjFe1t0jHRgF9wP3QL/rx6HkcvVCvEiURExq4cHs3p4UB/S8cGhABYf\nbC4aBy3uNN5apWJrlYqHNtejX4qMKd3cuLibC4PSFAh8FiNql1goJiIioqhpuoFPjgXx5l4flpX4\nLe9q6Z0s45reHlze04MMF7uHOyRdh/O1v0CIsFwcAPS0LKgXzLYpKeuEj30Aw1cSOUh0wpF/hT0J\nEbVjUnJ/iClDIs8D10MI7f8XXAN/a19iFjHSsuD//V/hfPkJKBvXtOgYseIYPI/cBv8vHobed2iM\nMySrJTlEzO7hwezjReOVx4vGq2NQNN5VG8au2gb8aWsD8hMlXHy8aDwy08EP8InaERaKiYiI6KTt\nrVUxd78P7+zz44jP2ncibknAtILm7uHTsxzsWOng5LXLIO3faRoXmv1TwOG0ISPrGOEmhA68YRqn\n5E2H4ODScCIrOPKvQOCbyBtHauVrodVeDClloE1ZWcjpQvCW+5rnFrdgrjsACE0NcP/xLgRv/D+E\nx54f4wQpVpIc33caN6jHi8ZFzUVjq2caH2zQ8OyORjy7oxE5bvF4p7EbZ+Q4uGcEUZxjoZiIiIha\npDqgYWGRH3P3+bC50trREgAwMlPB1b28mF7gRrJDtPz8FH+E6nI433nRNE7rPQjh0RNsyMhaavF8\nQK2NHCQnQOk6056EiDoAMXUIxOT+0OsifwAV3P0M3KOehyA5bMrMQoIAdeo10HO7wfXSYxBCAfND\ntDBcf38UwYpjUC/5EcAPaeNaoiJiZncPZnb3oFHVsep4p/GHh4PwaxbuLAyg1K/j5d1NeHl3E1Kd\nAi7s2txpPL6TCy6Z/4+I4g0LxURERHRCIc3Ah4cDmLPPh5WHA1AtHi2R6RJxeU8PrurlQd8UbpJC\n/8Ew4Hz1KQj+pshhkoTgtXcAYnx9uKAHKqAeetc0Tuk2G4KSYENGRB2DIAhw9LgBga/vjBhn+A5B\nLXoDjp7xt0Hmd7RRZ8OflQvXU7+FWFvZomOc7/4LYsUxBK+7E5BZLmgPEhQRl3b34NLjReMPDzcX\njVcdsr5oXBM08FahD28V+pCoCJjYxYWLu7lxXhcnEpT4ep0m6qh45yciIqL/YhgGvqlSMWefDwsP\n+FEVtLY6LAvAxDwXru7lwfldXFC4RJF+gLx+FeStG0zj1EmzoHfpbkNG1lIPvArooYgxgjMLSpdp\n9iRE1IFIKQMgZZ0NrXxtxDi1ZCGktOGQ0obZlJn19G694L/vb3A9dTekwwdadIzy6QoIVWUI3PYg\n4E2McYZkpwRFxPQCD6YXeNCk6vjwcLC5aHw4AF/Y2qJxg2pgYZEfC4v8cErAhFwXLuzqwgV5LmS6\nue8EUVvFQjEREREBAI42aZi334e5+33YXRu2/Px9U2Rc1cuDy3p4kMU3CBSBUF0O59vPmcbpaVkI\nTb3GhoyspTUUIlz6kWmco8eP43PZO1EccPS4Hv7KzwE90iglHYFvH4f7tOchOjNsy81qRnoW/Pc8\nC9ez90P+9qsWHSPv/BruR36OwJ2Pw8jIiXGGdCp4FRHTCtyYVuBGk6pj9ZEgFhf5sTIGReOgBqw4\nFMCKQwEIAE7LcmByXnPhuDdXlBG1KSwUExERdWBNqo5lJc2jJT45GoS1bwuAJEXAzO7NoyWGZyjc\nmI7M6RqcLz0GoanBNDR4ze2Ay2NDUtYxDAOhwn+YxomJvSFln21DRkQdk+jOhpJ/JdQDr0UOVOsQ\n3PYgXMP/BEFy2ZNcLLi9CPzqcThfewrKuuUtOkQ6ehDuh25G4I7HoBf0jXGCdCp5FRFT892Ymu+G\nL9zcaby02I+VhwKoV619OjQAfFkewpflITywuR49k2RM7urC5DwXRmc5IHGlGdEpxUIxERFRB6Mb\nBtaXhjB3vw9LivxotLhrBADO7uTE1b08mNLNDTc3MqGToCyfC3nXFtM4dcx50IaNtSEja2mVG6DX\nbjONc/T6KQSB8xyJYknpOhtaxefQGwojxukNhQjueAzOQfdBEON4RYwsI3j9r6Fn5cK54OUWHSLW\n1cD9h18icPO90IaPi3GC1BZ45O+LxkHNwLpjQbxf7Mey4oDl48gAYF99GM/uaMSzOxqR7hQx8Xin\n8YRcJ7yca0xkOxaKiYiIOoidNSrm7fdhwQE/Djdplp8/L0HCVT09uKKnB90S+YhBJ088sBuOd/9l\nGqcnpSJ49c9tyMhahhZCqPDvpnFS5lhIKQNtyIioYxNECc5+d8K/6TbAiDxySav6EqG9z8HR5xfx\nvTpGEKBefDWMjE5wvvw4hHCk0RvHDwkF4frrvQhdcQvUiTOBeP7700lxSgLO7+LC+V1ceGqMgQ3l\nIbx30I+lxX4c9VlfNK4K6pizz4c5+3xwSs2NBxO7uHBeFxfy+WxJZAt+pxEREbVjhxvDWFjkx7z9\nPnxbY/3c4QRZwCX5blzR04MzchwQ+eaRotVQC9dz90PQzD/ECF5zO5CQbENS1lJL5sMIlEYOEiQ4\netxgT0JEBDEhH45eP0Vo799MY8NHVwCiE45eN8V3sRhAeMy50NMy4X7m9y0a9SMYBpxvPw+h/ChC\nV94KSCwldDSyKGBcjhPjcpx4fHQytlSqeL/Yj/cO+nGgwfoGhKAGrDocxKrDQQB16J0s4/wuLkzs\n4sTp2U44pfj+HiRqq3h3JyIiamdqgzreK24uDq8vDVk+d1gAMD7Xict7ejClq4vLAqn1dA2uFx6G\nWFVmGqqOOQ/aqPib3av7S6EWv2MaJ3eeAtHT2YaMiOg7cueLodV+C618rWls+PBiCKIDSo8fx32x\nWO8zGL57n4f7z3dDrDjaomMcqxdBrDiGwM33Ae74mhFP1hEFASMyHRiR6cD9I5KwqzaM94v9eL84\ngB3V5l3q0dhbF8beukY8/20jEmQBZ+Ue7zbu7ESXBJa2iKzC7yYiIqJ2IKgZWHkogPkHfFh5KICQ\n9asB0SdZxhU9PZjVw4PO3jie0UhtjmPBPyF/u9k0Ts/shOC1d9iQkfVC+/4B6KHIQXICHAVX2ZMQ\nEf2bIAhw9r0dAV8J9MYi03i1ZB4gOeAouNqG7GLL6NQVvvv+BvfTv4O0f2eLjpG3boD74VsQ+OWj\nMLL5wVZHJwgC+qcq6J+q4P+GJuFAfRhLi/14v9iPTRWxKRo3hg0sLwlgeUkAANA/Vcb5nV04//iG\neAo3xCOKGgvFREREceq7TenmH/Bh8UE/6kPWb0qX5hQxo7sbV/b0YGi6EvfdU9T2yJ+ugGPZ26Zx\nhigi8LN7ALfXhqysFa7aDK1ivWmco/s1EJQkGzIiov8lyG44hzyMwFe3wwhWmsarRW8CggJH/mU2\nZBdjSSnw3/0XOF96DMqmT1p0iHTkIDwP/gyBW++HNmBkbPOjuNI9ScYvBiXiF4MScbRJw4pDfiwv\nCWDdsSDUGDQyAMDOmjB21jTimR2NSFSaR2SMz23+0TtZ5vMr0UlgoZiIiCjO7KhWMf/4pnRHfNbP\nhFNEYFIXFy7v6cHELi44OAOOYkTa+TWcrzzZotjQtOug9xwQ44ys17yBnfnsUzGhAHLuRTZkREQn\nIjoz4BryCPxf3wmEm0zj1QOvQJAcUPKm25BdjDmcCN5yH4wFneBYNqdFhwhNDXD96TcIXX4z1Enc\n5I7+f7leCTf0TcANfRNQH9Lx8ZEglh/yY9WhAGpj0OAAAA2qgRWHAlhxqLnbONcj4uxcF8bnOnF2\nJydyPFwVRxQJC8VERERx4GBDGIuK/Jh/wIedMdiUDgCGZyi4oqcHlxa4ke7iQzTFlliyH65n723R\n5nXhIadDvTg+l3irxXNg+I6Yxjl63wpB5Pcd0akmJuTDNegBBLbeA+hB0/hQ4d8BORFKp/NsyC7G\nRBGh2TdBz+oM52tPQdDN2z8FQ4dzzvMQiwsRvO5XgNNlQ6IUj5IcIqYVuDGtwA1VN7ChLITlJc3d\nxsWN1jc+fOeoT8ecfT7M2ecDAPRLkY93G7swJtuBJAf32iD6TywUExERtVFHmjQsKvJhUZEfmytj\nM+Ots0fC7B5uXN7Tgz4pSkyuQfS/hKPFcP3xTgg+8449PbMTAj/9HSDG3xs5vbEIavE80zgp+xxI\nKQNtyIiIWkJKHQTX4PsR2HY/oJu//oZ2PwVBSYScMdqG7GIvPH4KjPQsuJ57AELA16JjlM9XQSwp\nRODWB2DkdotxhhTvFFHAmZ2cOLOTE384zcCu2jBWlASwvCR2z7zf2VUbxq7aMF7Y2QRRAAalKTgj\nx4Gx2U6MzXYgjc0S1MEJhhGbdv+Ooq6uLh+A+Y4HRNSh6LqO/fv3AwB69OgBMQ4LHHRqlPs1LDno\nx7tFfnxRZrLxVZSSHAKm5bsxq7sHZ+Q4IHKpaMzxnvA9oewI3H/4JcRa8xmghuKA/97noXfrZUNm\n1jIMDYHNd0Kv3x05UHLDffrLEJ3p9iRGbQLvCfEhXPklgtsfBowWrOQRnXANewxScv/YJ2YTsWQ/\nXH+5G2J1RYuPMRwuBK+9A+Fxk2KYWfvDe8L3Sn0aVh4K4MPDAXxyNIjGsL01q/4pMsbmNBeNx+Zw\nVAW1KQXJyckHY30RFopbiYViIvohfNijk1ET1PF+sR8LD/jxaWkQegxemh0iMCnPhVndm+cOu2QW\nh+3Ee0Iz8XARXH+6C2JtVYvi/bc+AO208bFNKkbUQ4sRKnzRNM7R80YoXWfakBG1JbwnxI9wxXoE\ndzwKGC3YhUtOgHvEnyF6209HrVBbBddf74W0f+dJHaeeMQnBH/0iLjcgPRV4T/hhIc3AF2UhrD7S\nXDjeXRub8WuR9EiScHq2EyMzHBiZ5UC/FBmyyOdoOiVYKI4HLBQT0Q/hwx6ZqQvpWF4SwKIiHz4+\nEkSsmiXG5Tgwu4cHl3RzI8XJ/4enCu8JgHhgN9xP/gZCU32L4oOzb4J60RUxzio29KZD8G+6FdAj\nrwoQE3rANfKvnE3cAfGeEF/CZWsR/PYJAC2Y2evqBPeoZyAoSbFPzC5qCM7Xn4aybvlJHaZnZCN4\n493Q+g2LUWLtB+8JLVPcEMbqIwGsOhzEp8eC8NncbQwAXlnA0AwFozIdGJHpwKhMB7uOyS62FIo5\no5iIiMgmjaqOVYcCWFjkx+ojAQRjtG/HgFQZs3t4MKPAjS4JfKmnU0/a/ClcLz4KIRRoUbw6/mKo\nF14e46xiw9DDCO78o2mRGBDh6Hs7i8REcUDOPhuGHkRo11OmsUbgGALbH4Vr6KMQxHbyGqw4ELz+\n19C79oTj7edatMkdAIiVZXA/fgdCk2YhNPNGwOGMcaLU3nVLlHFD3wTc0DcBgbCBz8uCWHW4udt4\nf33sNsT7T01hA+tLQ1hf+v3rfBevhJGZDozIVDAk3YHBaQobNChutZNXLiIiorapNqhj5eEAlhz0\n4+MjAQRi9AzbxSthZvfmucMD0rgpHbURhgFl2dtwzv9Hiw8JjzwLwWt+CcTp7Gz14BzoDYWmcUrX\n6ZCS4m/2MlFHpXSaCKgNCO0zv5/ptVsR2vcSnL1vsSEzmwgC1PMvhd6lAK7nH4DQUNfiQx0r50Pe\nsh7B634FbcDIGCZJHYlLFjChswsTOrvw+GigqD6MT44G8cmxANYeDaI2ZF+38eEmDYeb/Fh80P/v\nP+uaIGFwmoLB6cd/pDnQySNCiNPnm47OF9ZRFzJQH9JRHzLQoDb/XK/qqA/paFANhDQDQd2AqgEh\n3UBQM6Dqzb9WdUAUAEkAZEGALDb/XhYFyMd/9sgCcr0ibu6feEr/riwUExERWawqoGFZSQDvH/Tj\nk2NBqC1rvDlpyd9tStfDg7HZ3JSO2pjGerj++QTkr9e3+JDwkNMRuPleQIrPR1StbhfU4jmmcYIr\nB0rBj2zIiIispHSdASNUA7VkgWls+PB7EL35UDpfaENm9tH6DYPvgb/D9fyDkA7savFxYvlRuP94\nF9SxExG84hYgKSWGWVJHVJAkoyBJxo/7eqHpBrZXq8cLx0F8URaM2Uq+Eylp1FDSqGFpyferqdKd\nIvqmyuiXoqBvioy+qQr6pchId3F10amg6QYqAzpK/RrK/TrKvvvZp6Hs379v/rMG1Z4PHromSCwU\nExERtQelPg1Li/14rziAz2K0IR0AeGQBF+S5ML3AjYldXHBKLA5T2yPu2QbX3x+FWFXW4mPC/Ycj\ncNuDgByfHfGGWo/gjsdatOGVs+/tECSXDVkRkdWUHjfACNUiXLraNDa093mI3m6QUgbYkJl9jIwc\n+H//VzjmvQTHyvkndazy+SrIW79AaNq1UCdMjdt7PrVtkihgaIYDQzMcuH1wIvxhA1+WB/HJ0SDW\nHA1iW5WKU7FbV1VQ///GVgBApktEnxQZvZMVdE+S0D1JRvckGfkJMjegPkmGYaBBNVDuby72lvs1\nlPr0//798Z8rA3rM3rPFMxaKiYiIolTSGMb7xc2dw1+Wh2L2wOmUgPM6uzCjwI1JeS54Fc48ozYq\n6Idj/stQVr8L4SQ2TA4PHYvArffH7fxKw9AR3PknGMFy01g5bzqktKE2ZEVEsSAIAhx9b4cerIJe\nsyVysKEhuONRuEY9C9GZbk+CdpEVhK68FVrfIXD943EIvsYWHyo0NcD51nNQVi9G8PKboQ0bG7fj\nhig+uGUB43NdGJ/rwgNoHg23sTyE9aVBfF4WxJZKNWYbS52uzg4AACAASURBVLdERUBHRWkIn/1P\nAVkA0Nl7vHCcKCEvQUZnr4TOXgl5CRI6eaQO0zQS0pq7f8v82gk6f7//+VRsctiesFBMRETUQoZh\nYGuVihWHAlhREsC2ajVm15IFYEJnJ6YXeHBhVxeSHSwOUxtmGJA3fgLHvBchVra8ixgA1DHnIXjj\n3YAcv4+lavF8aFWbTOMEb1c4ul8X+4SIKKYEUYZr4O/g/+qXMPxHI8YaoermYvGwJyCI7a97Vhs+\nDr5H/gnnPx6HvMukcP4/xLLDcD/ze4T7DUPo8puh5/eOUZZE/y3FKWJingsT85pX9zSpOjZVNHf6\nfl4WxFcVIdtHVfwQA9/NP9aw7tgPx2S5xebisUdClltCuktEpktEpltEhktCxvFfpzpESGLbKCpr\nenPXb22oeb5vdVBHZUBHhV9HVUBHRaC527f5h4aKQPM8YLJH/D6RExER2SDw/9q78zg5qnr//6+q\nXieZyWQlCwlJZDnsO8oWdgREEFBQVBTF5XtdcEHRKyoK6vW6b6DX7YpX/QEqILig7BAEDIsQtgNk\nIwkhZJ1MMtNr1e+PU53pDLP0zHTPTE+/n49HP6qr6tSpT/d0Kt2fPv05hZD7Xs7ytxcz3Lqyk5c6\nalRwGDehwYIZKd78mibeuEuayapXJnXAX2ZJ/e5HxJ5bPOBjc6e9ldx5HwS/fr8IKW58lPzSa/pv\n6MVJ7X0pXqw+R02LyI68RAvp/b9E58Mfh2JHn22DtqfJvfCzsTW5XZlwynQyl36bxG1/JPn7n+Ll\nB/ZFevyZx4hf/gEKhywgd9aFBLvsWqNIRXo2PuFvH3EMkC2GPLIuxwNrcyxal+ORdTnWZWr3GWAo\nXukMeKUz4DH6/3fXHPdoSXq0JHxaEh4tyWiZ8GmKeyR8SPkeiZhH0odk2X2AIHS3EAjCkDC6Xwih\nsxCSKYZkCiGdRXe/tG1b3k0C1xZN/jZc9X5lcJQoFhER6WZ9psg/Vmb428oMd67Osq3GP186YnqS\nc+Y38aZ5TezUpOSw1Af/xSUkbv4/4g/fM6AyEwBhLE72wksoHHNajaIbHkHHKjJPfg3o/8NjYv4F\nxFp2q31QIjJs/PG7kNrns2SfuBz6KUBVWHUzfsseJGaeNDzBDTffJ3/KuRT2PYz0z/6L2DI74C7i\nj9xH/JH7yB92HPmz3k0we34NAhXpXyrmceSMFEfOcF/uhmHIiq1FHl6X2357YkOe3OjMHfdqayFk\nayFkTQXvW6RxKVEsIiINL4hKSty+KsPtq7MsWper+cQGh05LcPb8cZw1r4mdxys5LPXDX/osyVt+\nQ/zRhYM6Ppg4hcyHLicw+1c5suEV5tvJPHE5FPqvyxmbchiJuecOQ1QiMtziU19LsOt7yC/5Zb9t\nc/YH+M3zxvSXRuHO8+j8wlUkbruR5A2/wMtmBtxHYtHdxB++h+Khx5A7/XyC+XvWIFKRynmex7yW\nOPNa4rzlNeMAN+p48cY8i15xieN/b8ixZMsoqFchMkRKFIuISEPakClyx+ost692o4bX1/jnZB5u\n5PCZ81xZidnN+i9Y6kg+R3zRPSRuv5HYkqcH3U1hv8PIfuBzhBMmVTG44RcGeTJPfo2wY3W/bb3U\nNFJ7fxrPq9/yGiLSt8Qu5xJseY7iun6+QAtyZBdfSdNhP8JLtAxPcCMhFid/6rkUDl1A6v++T/zf\nDwy4Cy8MiS+6h/iieyjsfTD5099OcZ9DNOmdjBqpmMeh05IcOi25fVt7PuDJjXme2JDniWj57OY8\neQ3gHbOaYh4Tkl3lO5I+JGMeSd/dT8Q8Ur5H3He/OykGUAhDiqGr1VwMXemObDGkoxDSkhj5a5w+\npYqISEMoBiGPrM9x++ost6/K8Nj6fD8/Eh26mAfHzExx5twmTp+bVlkJqTvehldI3H0L8bv/jL9l\n06D7CRMJcudcRP7U8+q6HjFAGAZkn/k2waYKJm3yYqT2/RxeYkLtAxOREeN5Hqm9PknnthWEHSv7\nbBtm1pJ96uukDrgCzxvb7wvCqTPIfPxrxB5dSOq6n+Cv7f/LtZ7En36U+NOPUpy7B/nTz6dw2DHg\nj+3nTupTS8LniOkpjpjeNR9Bthjy7OY8T28q8Owmlzh+ZnOBF7dq9PFo43uwU9pnp6YY05t8dhoX\nY0ZTad1NFDgh6dFaVts5GRv5xG61KVEsIiJjUhiGPNdW4N41We5dk+W+NVk2D8NsuUkfjt85zZlz\n07xhlyYmpeo7KSYNKJtxdSIX3krs6UcHXH+4u+Ju+5C56FLCWXOrFODICcOQ3PM/pbj27oraJ3d7\nP7HWvWoblIiMCl58HOn9vkjnwx/rd3K74sZHyC/9P5K7XjgssY0oz6N4yAI6DjicxO03kfzTNXgd\n/Zfs6UlsxXPErv4ywbSZ5E8+h/wxb4Cm8VUOWKS6UjGPA6YkOWBKcoft2/IBz7UVeGZTnmc3F3hh\nS4FlWwosay+QUQ65qiYkPKaPi7FTk8/0JrecES3ddpcYnpLyifljL/E7UEoUi4jImLGivSsxfO+a\nLGs7h+d3Xk0xj5NnpzhzXhOvn51mQlLJYakzYYj//GIS991K/F9342X6TnJU1GVLK9lz3kvhuDeO\nmZFf+RXXUVh1U0Vt47NOIz77TTWOSERGE3/8HFJ7X0J28ZX9ts2vuBZ/wh7Epx05DJGNAvEE+VPP\nJX/060nedA2JO27CCwb3Ps1ft4bU764iecP/kj/mDeRPPodwp1lVDliktsYnfA6amuSgqTsmkIMw\n5KVtRZa2F1m6pcDSLQWWbCmwaluR1duKNS+XVy/iHi7pO84lf6c3dY0Enj6ua32nJp9xcX02Gwgl\nikVEpG6t3lbkny93JYZXDONPuKY3+Zw6J81pu6Q5dmaapri+fZb6421YS3zh30nc//dB/yS4uzAW\nI3/ym8mdeQGMHzs1OPOrbia/9FcVtfUn7kdyjw/hqZamSMOJTzuKYO7byK+4tt+22ae/hX/o9/HH\nzxmGyEaJ5lZy77yY/EnnkPzTNcQfuAMvHFziy8t0kPzHH0jcdgPFg48i9/q3uIlSde2VOuZ7HrOb\n48xujnPMzNSr9ncWXCLZJY4LrI4SyK9kAtZ3BqzLuGRye772v6Ssttakx7R0jKlpv+vW5NanRevT\nmlw5iIkpH1//1mtCiWIREakLxSDk6c0FHlyb5aFXcjy4NseqbcP7u6x9JsU5bU4Tp+2S5qCpCb05\nkfqUzRB/+F5XWuKZx4ZcWqIk9DwKhx1H7s3vJZwxtpIe+VW3kHvu6oraeumZpPf9PJ6fqHFUIjJa\nJV5zAUH7cxQ3Ptp3w2IHmcVX0nTo9/Di44YnuFEinDGb7AcvI3fGO0n+6dfEH7pz0P8feWHgSiY9\ncp+rY3zKWyi89jhIJPs9VqTeNMU9dm2Ns2trHHh1IrkkUwhZHyWN12UCtuRc8rg9F7AlH9Ked+tb\n8wHtuZBsEJIvEi1DcgHkgpB8EJIruu9ffM9N0N219Nx2IB3zSMc9mqJlOtZ1f1zcY0LC1fadkPRp\nTXrdlq7sw1is91uPvLBKHw4aVVtb2zxg2UjHISKjSxAELFmyBIBdd90Vv84nbxoJW/MBj6zL8eAr\nOR5am+PhdTm2DPM343EPjp6Z4rQ5aU6dk2Zui75flcEZ8WtCGOK/8BSJ+/5G/KG7qlJaYnvXnk/h\n8BPInXnBmKhD3J1LEl9VWeNEK00Hf6uxRgfKoIz4NUFqLsxvoXPRRwkza/ttG5t2NKl9L2voXyH4\nq5aR+NOviS+6Z9AjjMsFLRMpHHMa+ePPJJw2swoR1pauCSJSgfmtra3La30SfeIVEZERVwhCntlc\n4LH1OR5dl+PR9Xme2pSnOALfZc4c53PSzmlOmp3muFkpWlVvWOqYt/EV4vffRmLhrfgvr6xq32Eq\nTf7oU8m//i2EM2ZXte/RIr/q5opHEhNLkz7gCiWJRQQALzGB1H5fIPPIJyHI9dm2uG4h+RXXkZz3\ntmGKbvQJZs8n++HLya1dRfJv1xG/71a8Qn7Q/fntm0n+5f8j8ddrKe7/OvInnElx/9eNmZr5IiK1\nokSxiIgMq0IQ8sKWAo9vyPPouhyPrc/zxMbciM3um/Dh8J2SnDQ7zUk7p9l7UryhR/TIGJDLEn90\noSst8eQjVRmZVS6YMYf8SWeTP+r1MK65qn2PFmEYkl/2G/LLf1vZAV6c1L5fIDbB1DYwEakrsZbd\nSJqLyT3zrX7b5pf+Ci85icSsU4YhstErnD6b7IWXkDvrQhL/+AOJO2/G69w26P68MCT++IPEH3+Q\nYOp08sedQWHBaYQTp1QxahGRsUOJYhERqZnN2YAnN+V5cmPX7dnN+RFLCpfMHh/j5NkpTto5zTGz\nUrQkNGpY6lwY4i99hsR9t7o6jx1bq9t9LE7xoCPJH38mxb0PhjH8k9gwLJJ77moKq/9S4REeqb0u\nIT7lkJrGJSL1KTHzJIL25yisurnftrlnv4cXSxOffuwwRDa6hROnkDvvg+Te+A4Sd91C4rY/4m9a\nP6Q+/fVrSf3h5yT/+EuK+x1G4ehTKRx0JCR7r/MqItJolCgWEZEh25wNeK4tz7ObCzy3uYDdnOeZ\nzYVhn2yuN5NSHgtmpDhmZooFM1Ps0apRwzI2eJs3EL//H660xEsrqt5/cb6hcNQp5I84EZpbq97/\naBMWM2Sf/hbFdQsrPMIjuefHic84vqZxiUh9S+72foL2Fwjanu6nZUj26W+AnyA+7chhiW3UG9dM\n/vTzyZ9yLvFF95D4+++JLXt2SF16YUD8iYeIP/EQ4bhmCq87nsLrTqBo9ldpChFpeEoU19CmbBHw\nts8KWbolfY+4rwSFiNSXzkLI8vYCy9oLLGsvsnxLAdvmksJrO6v70/ahao57HDkjyYKZLjm83+QE\nvhLDMlbkssQf+6crLbF4UfVLS7ROonDk6ykcfQrB7NdUte/RLMisI7v4ywTtL1R8THLPjzf8z8RF\npH+enyC172VkFn2EMLep78ZhkezirxDu+XESs14/PAHWg3icwhEnUjj8BPwXniL5998Te/i+If8f\n6HVsdSOW77qFoGUixYOPpnDYsRT3OgjiSpeISOPRla+Gjr15HS9u7Xk0XcyDdMzrusUhFfNoinlu\nGXfbWxIeLUmfCQmP5oS/fb0l4dESrU9I+rQmPSYmfWJKQIvIIAVhyIZMwItbiy4ZvMUlhJe1F1je\nXmBNx+hKBpdLx+CwaUmOnZXmmJlJDpqaJKHroYwlYYi/5GkSC28l/tBd1S8tEU+40hILTqO476EQ\na6y3iMW2p8kuvrL/BE4ZJYlFZCD81BRS+36ezGOXQtjfL64Ccs9+hzC7nsS88/UrqHKeR7D7vmR2\n3xdv/cskbr+RxD1/xusYfB3jEr99M/49fyZxz58JxzVT3OcQCvseRnGfQwinzaxC8CIio19jfQoY\nRYohbCuEbCuEVevTA1qTHpNTPpPTPpOSPpPSvltP+UxKdbuf9pma9hkXH7t1BkXEKQQhr3QGvNRR\nZPW2Ii9tK/JSR9dy9bYiazqK5EdvLngH09I+h09P8rqdkhw+PcX+kxMkY/oQJWOPt/5l4g/cTmLh\n3/FfXln1/ovzDYWjTyV/+AkNUVqiuzAMyK/4Pfll10DFo9J8knteTGLWqTWNTUTGntjEfUju+YmK\nJrcDyC/7NcHWJaT2ugQvPq7G0dWfcOoMcm/7D3JvejeJhbeSuPNPVSvD5HVsJb7oHuKL7gEgmD6b\n4t4HU9xtH4q77kU4ffaYrtcvIo1LieIxJAQ250I254osba+8LmhTzGNK2mdKlDiekvKj9VjZ/Whf\nlIDWyGWRkROGIZkitOUCNucC1mcC1ncGrM8UWZcJ2JAJWJcplm0P2JgNqN7XUsPPtMZ3SAzPb4lp\ndI2MWd6GV9yH03/dRWxJf/UsBy6YMInCkSdTOPpUgjmNU1qiuyCzjuwz3yHY9FjlB3kJUvt8hvhO\nR9cuMBEZ0xIzT4JiB7nnrq6ofXHd/XRuXUpqr08Rm7hPjaOrU03jyJ98DvmTzsa3j5O440/EH7kX\nr1i9uTL8tavw164icZeblDAc30LxNXsSzDMEs+cT7DyfYOYciCeqdk4RkZGgRLHQWQxZta1Y8aRT\nHjAp1ZU4LiWTp6Z9Jqdj25PNbl2jlkXAlXXYVgjpyId0RL8m6CgE7n60rWt7yNZ8QFsuoC0XRkt3\nf3PW3c/VycjfwZiS8jl4aoKDpiU5eGqC105LMjmtiUVkDAtDvDUvEv/3A8QfXUjs+Serf4pYjOKB\nUWmJ/V7b0HUXw7BIYdUt5JZeA8XOyg+MjSO9/+XEJh1Qu+BEpCEkZp9JWOgkv/R/K2ofdq4h8+in\niM85i+S8d+AlmmscYZ3yPII9DyS754HkNm8gfu9fSdx1C/7GV6p/qm3txBcvgsWLtm8LYzHC6bMJ\nZswmmDqTcKdZBNNmEEybRTh1BqTSVY9DRKTaGvdTggxaCGzMuhGKtFV2TPmo5R2TyBq1LAMThCH5\nAHJBSCGAfBCSK4YUQsgV3b580NMyJBe4EgyvOj66n4v2FaJt+QDyxZB8GPVRjJZhtL3H85T6Ccnm\nm9z2B9aQqd6AhjFlQsLjwKlJDpqS4OBpSQ6ammDOeI0WlgaQ6SBmFxN7/AHijz+Iv/7lmpymuMuu\nFBacRv7wk2DCxJqco54UNz5GbskvCdqfH9BxXnISqQOuJNayW40iE5FGk5z3Vghy5Jf/tsIjQgor\nb6Tw8p0k572d+KxT8WKpmsZYz8KJU8ifeQH5088n9vhDJO75M7EnHsILajfawisW8V5a0Wv5i7Cl\nlWDiVMKJU7bfgklundbJJNq2UhjfUrP4REQq4YVhPf8YeeS1tbXNA5b1tG//37/c62R20rf+Ri1P\nTLrJ/UqT/DUn3MR/pQn/lGQenDBKwmaj5Gu26JKe2aK75QLIFEv73Hqu2JVU3eF+lFjNBb3sj+6X\n+iglcvOlfkvJ3WJXMjcfuPreUp/mtcTYd1KCfSd33eY2KyksjSFs28S6+25n/Mrnmbp2Bf6K52v2\nYTVsnkD+iJMpLDiVYO7uNTlHPQnDgOLGR8m/+AeCTf8e8PF+866k9r8cP71TDaKTRhUEAUuWLAFg\n1113xVet04aVX3kTued/MuDjvOQk4rPPJD7zZPzU1BpENvZ4bRuJP3AH8ftvJfbikpEOp1dhuomw\nZSJhcyvhhImELa1uffsyuj+uGZrGE44bD8k06D21yFg3v7W1dXmtT9KwiWJjzLuAjwEG6AD+AVxm\nrR1Q9XslikenpphHS9KjOd6VSB4f90jHPdIxj1TMLUu3VAx3P961LxXzSPoQ8zxiPsQ98D2PmAfx\n0nYPYn609CAe/eccEhICYehGYO9wf4dtrl0QjVh1I1yhGHaNbC2EXaNg80FIsaxtaX82Srpmi2xP\n6majJGvXvmg92DHRuz3xG7VvzCuCVNOMJh8zMcEeE+OY1jj7Tk6w96QEE5L6ECwNIJvBW/8y/url\nxF58AX/lEvwXl9TkZ6/lQt+nuP/rXGmJA49QjUQg6FhNYe3dFNbeSdixelB9xKYdTWrvT+HF9HNh\nqS4liqVc4eU7yT7zHQgLgzjaJzb5IGI7LSA25TD81JSqxzcW+S++QPyB24kvuhd/3UsjHc6Qhb4P\nTc2E48YTNo2HceMJm5oJm8ZBIkWYTEEiCcnk9vthIgXJFGG0nXiSMJ5w7RIJtz1aDxNJtz2e0CR+\nIiNHieJaMcZ8Ffgc8DTwZ2AX4FxgE/Baa22Pid+eKFEsIo0oFYN5zXHmtcTYY2KCPVrj7Dkxwe6t\ncSam9OaxYRTyLjGazUAuWva0nuthey6LV8hDEES3YnRz614YEPoxiMWgbBmWr8fi7gNN2S1MlN2P\nJyCRgFgv20v3S7dE2bofg3wO8jm8fNYtc1n3ONrb8La24bVvdvc3b8BftwZv3Uv4bZuG9U9Q3GVX\nCkedSuGIEwlbJw/ruUeTMCwSdr5M0L6E4uYnKG5+gnDbi4Pv0PNJzH8Xibnn4Xm6pkn1KVEs3RXb\nnia7+CuEuY1D6sdvno8/YS/8CXvit7wGv2lnvHhTlaIcg8LQJY0X3UP84Xvx1wzh/44GEcbi7n1U\noiuxHMaTOyaYk1ESOpWGZLrbMkWYaoJU//vxNU+JSBklimvBGHMA8G9gIXCitTYXbT8buAG4xVp7\nZqX99ZUofuiVLJlCSBBCgBs1WgzdqM1MMXS3ghvZuX29bN+2vJvQqj0f0p4L2JIPaY/Wg8b6s0kF\nZmU3Eg/7/mLCq+B141U4priSHzZV0pdX4TWoauerKKYKTlbN81V2uoqeq2qeb0ICdh4fc7dxMWaV\n7o+PMzXt4XueGyJfLZX0VdH5Koypoq6qeb4qPVeVPk9BgFcsQLEABbf0omVp2w77C/muhG4pIZqL\nErrlCd/Sei5T1dnEaylIQbjDrAzd/hV0W33VMzzQX3JWu323/cH4FooHHE7hoKMIZ83l1RHvuP7q\nl0zf7V+1PuDju+8e4Pm6C/KExQwUO6NlhjDfRpjdQJjdSJBdT9j5EgS5vvupkJfeidQ+nyXWundV\n+hPpiRLF0pMgu4Hsk18jaHuqqv16ycl4TTPwkpPcLdGKl2iBWNr9YiKWxvPT4CfA87tuxNyXZV6s\nbNtwlDcY4DmqWHLBe2U1cbsY3z5ObMlT7j1PvQgh1jHSQVRXmEhAsokwlYJUmjCZ7rZMQaopWkaJ\n5u77YzH3GvY9NxrajxF6fnQ/el2X7vsx8Dw3Qrtc+Wtsh9eb1+PdHbf3dmwl/UujCX0fJk3rbbcS\nxbVgjPkF8F7g9dba27rtuwdYAMyx1lb0G8W+EsW1EoYhHYXQJZDzAVtyIZuiyeU2ZoPt9zdlAzZm\nAjblomXWJZtlbFrywMXMzW4Y6TBEREadtgUJMq/RiBTpX2z68aT2+DBeonmkQ5ExToli6U0YFsm/\neAP5pb+GMD/S4Ugd8TtCpv0+O9JhiMgQBFNn0PHta3vbPSyJ4nj/TcacE4ACcG8P++4AjgGOB34z\nnEENhOd5jE94jE/ADAb2wTcfhGzOBmzIBmzIlN2yARsyxe3315ft69TsYSIiIjKGeekZJM1HiE85\ndKRDEZEG53kxknPPJT7lMLL2h1UfXSwiItKXhkoUG2OSwFxgubW2p6/alkbLPatxvqBGs5kPRQyY\nkvKYkorBhMqSzB2F0CWRsyHrM0U2ZlwieWM2YEM22pcJWZ8tsjETsjEbaEI0ERERGf38FPHZZxGf\n+1a8WHpUvneTsan8tabXnfRo3C4kD/wGwbqF5Jf8gjBb20lRRUREoMESxcBkXLGY3mYIaIuWE6tx\nshUrVlAoDGbm2tGpJbrNB0hHtx4UQ2gvwKa8x+a855YFaCvdj5ZtZW0ygerwiIiIyPAIidHRfCTt\nE04hCFtheUUVx0RqYtmyYa1iJ3VnFkz7LOO2PUxz+23EC+tGOiARERnDGi1RnIyWvRXuKW3vJQUq\nlYh5MDEBExMhlU7ylCniEsgFupLLeY+2gsemvNu2/Vbw2FaAXKjksoiIiFSu6DfT0Xw025oXEMQm\njHQ4IiKV8RJ0NB9Bx/jXkco8xbhtD5LufBIPjUYXEZHqarREcWe0TPayPxUtt1bjZHPnzq1GN9KL\nXDFkaz5kayFgaz5kSz5ka97db89H+8rWM0V3y0bLTAF3PwjJFEr7IFMM6SyGBKOsfkbCh4TvEfcg\nHt2PeW6ZjNZFRESkm1gTsSmHE9vpGPzJB9PsJ0Y6IhGCINg+knj+/PmazE4GYHfgLMLcZoqv3Edx\n4yKCzU9AkBvpwGSEhU3jyZz9drzObe7WsQ1yGbxcFnJZvHwO8jm3ns91rRc0aaKIdGm0RHEbENB7\naYnWsnZDpjd8tZX2IZ2AqTXqPx+EFAIohm4ZhCHFEAohFAN3PwihEG0vBu4+uPomnue5JeBFOdzS\nfa/b/ZjnEfch7nskfIhH66XEcKyCJPC4+2NdX4WIiIwCoedDKk2YSkMyWqZShKkmSKYgniCMxcCP\ngedDLAa+79YBggCCIhSLEAZQLOKV1osFKOTxCm7p7uchn4eiW3rR9lCV8xuLn8Jv2Y3YpP2JTdwf\nv3VvvFiq/+NERojv+/rcIAOXnkxslzfBLm8iLGYobn6SoO0Zgi2W4hYLhfaRjlCGWypN4cR3D/y4\noOjePxXy25PH2xPI+Zx7T5XPufdb3RPM0XYvard9fy6Ll8tANoOXzbiEdTbjtmc7o/29/dBbREZS\nQyWKrbU5Y8xSYBdjTMJa2/2rs12j5dPDHJqMQokoaetSuSIi9S/0PIjHIRaHWIIwHtt+n3icMBkl\ncpNpl+BNpsoSvNF6Ku32J1Nd23dIBKe3H0880fVN2QgqPPV1WHv3SIch1RBL48Wa3DI5CS81BS85\nBS81BX/czvjj5+E1TcfzKpuwV0RkLPBiaeJTDoUphwIQhiHk2wg6VhN0rCbsfIkwt5kwv8ktc5sJ\nixkoZiBQsq7h+TFIxdx7uLLNNf+aPQggn3UJ5FJCOZvZnmDeIancbd8OSedsNGo62xkty9qFGiwg\nMlANlSiO3A28Dzgqul/uRNz18P7hDUlk6DIf+wpUMnliJUmbivM6lfRVpTaVqqivKsbUS7MgCFm5\nciUAc3aZg+/1PVIorPh8VXquqno+vaYqP1+1nqsKGvk+4fakcNwliP3GTJ4l57+LcM7Z/bTq/px6\nfe+u5Jiy9TAMWLlyFQBz5szB970+2/ceZuXnrMnxFfXxqgOGdrzn48XGQSyF18+1VERE3C8bSU4k\nlpxIbOI+fbYNw8CVrShmCIO8+wUPgVuGAYRFIHDtwoHWRB6GJN0YSQSGYcCqVW5i1dmzdx7c/3f1\n9j7P9yHV5H5pRg1eLWHoRkEHQdev1MIQgsD9Qi0IovXS/SDaF+z4ugp7SZ/39tqr6Nhe2utXcA0v\njI98ibRGTBT/Epco/pox5kRrbSeAMeYsYAHwJ2vtGohLlQAAHF5JREFUqpEMUGQwgrm7j3QIUiYI\nAjJZ92Y62Hm+eyMkIiPCHzdrpEMgCAIKSffm329WPVIRERkdPM+HWNr9UmOkg2lgQRCQT7kEkT9h\nV71PqAbPg0TP01P1lY5VqlYaXcMliq21DxhjrgI+DDxujLkJmA2cB6wFPjmS8YmIiIiIiIiIiIgM\nt0b9muqj0S0LXAwcC1wLHGmtXTqSgYmIiIiIiIiIiIgMt4YbUQxgrQ2BH0U3ERERERERERERkYbW\nqCOKRURERERERERERCSiRLGIiIiIiIiIiIhIg1OiWERERERERERERKTBKVEsIiIiIiIiIiIi0uCU\nKBYRERERERERERFpcEoUi4iIiIiIiIiIiDQ4JYpFREREREREREREGpwSxSIiIiIiIiIiIiINToli\nERERERERERERkQanRLGIiIiIiIiIiIhIg1OiWERERERERERERKTBKVEsIiIiIiIiIiIi0uCUKBYR\nERERERERERFpcEoUi4iIiIiIiIiIiDQ4JYpFREREREREREREGpwSxSIiIiIiIiIiIiINToliERER\nERERERERkQanRLGIiIiIiIiIiIhIg1OiWERERERERERERKTBKVEsIiIiIiIiIiIi0uCUKBYRERER\nERERERFpcEoUi4iIiIiIiIiIiDQ4JYpFREREREREREREGlx8pAMYA2IjHYCIjE7xuC6xItJF1wQR\nKadrgoiU0zVBRPoxLPlHLwzD4TjPmNXW1nY0cN9IxyEiIiIiIiIiIiJj0oLW1taFtT6JSk+IiIiI\niIiIiIiINDglikVEREREREREREQanBLFIiIiIiIiIiIiIg1OiWIRERERERERERGRBqdEsYiIiIiI\niIiIiEiDi490AGPAImBBL/vWAMVhjEVERERERERERETqTwyY2cu+RcMRgBeG4XCcR0RERERERERE\nRERGKZWeEBEREREREREREWlwShSLiIiIiIiIiIiINDglikVEREREREREREQanBLFIiIiIiIiIiIi\nIg1OiWIRERERERERERGRBqdEsYiIiIiIiIiIiEiDU6JYREREREREREREpMEpUSwiIiIiIiIiIiLS\n4JQoFhEREREREREREWlwShSLiIiIiIiIiIiINLj4SAdQL4wx7wI+BhigA/gHcJm1dkWFx+8CXAGc\nCEwBngOustb+rDYRi0gtVeGacDxwKfA6oBl4CbgFuMJau64mQYtIzQz1mtCtLw+4AzgemG+tXV7F\nUEVkGFThfcIk4DLgHGAW7n3CbcCXrLVrahK0iNRMFa4JBwJfAhYALcBy4LfA16212RqELCLDwBhz\nHXCUtXb2AI6ZAnwROAOYCawAfgl8x1pbGGpMGlFcAWPMV4FrgDRwFe7D29uAh40x8ys4fi7wAPB2\n4C7gR8B44KfGmG/XKm4RqY0qXBPeEx1zDPAX4AfAKuAjwCJjzIwahS4iNTDUa0IPLsYliUWkDlXh\nfcJ04EHgEuB53PuEJcAHgH8aY6bWKHQRqYEqXBMOx+UTzoiO/SGQxSWO/2qMidUmchGpJWPMF4Dz\nBnjMROAe4KPAo8D3cV8+/TdwbTXi0ojifhhjDgA+BywETrTW5qLt1wM34P4oZ/bTzXdxIwFOt9b+\nNTr+cuBO4BPGmN9Zax+p0UMQkSoa6jUhGiH0A2ArcJi11pbtuwL4Au4i/+5aPQYRqZ4qvU8o788A\n/1WDUEVkGFTpmvADYA/go9baH5X1fTkuMfRp4DNVD15Eqq5K14Rv45LMb7HW/jE6Pg78FTgZOB/4\nTU0egIhUnTEmjfvC532DOPyLwD7Ah6y1P476uwy4HnizMeYca+0NQ4lPI4r7d3G0vKJ0UQew1t4I\n3Au80Rizc28HR6OJzwL+WUoSR8d34v7D8IAP1iJwEamJIV0TgDfgSk38vDxJHLkSNzrgjCrGKyK1\nNdRrwnbRiKBfA68AT1Q7UBEZFkP97DAbOBe4qzxJHPke8H+ASk+I1I9qvE94LbCplCSOji8ApTKW\nR1YxXhGpIWPMGcAzuCTxX/tp3v3YJtyvi1YC/1Pabq0tAp+KVv/fUGNUorh/JwAF3EW8uztwid6+\nfh56XNTmjh72LQRy0TlEpD4M9ZrwDK7m4B962FcE8rhEsojUh6FeE8p9DjgMuAhor0p0IjLchnpN\neEPU5rruO6y1bdbad1lrv1eNQEVkWFTjfcIGYEL0y8Rys6Kl5jcRqR8X4eqMfwh44wCPfS2ujO3d\n1tqgfIe1dhmwDDhmqOVoVHqiD8aYJDAXWN5Lgfil0XLPPrrZI1q+0H2HtTZvjFkJzDfGJMu/YRSR\n0aca1wRr7aO4WkI9ORWXJO5tv4iMIlV6n1Dq6yBc6ZmfWGvvMMZ8uXqRishwqNI14YBo+aQx5h24\nya/2A9qAG4EvWGvXVylkEamhKr5PuAq4ArjOGHMxbjThScDlwEbgF9WJWESGwfeAC6y17QCu6lzF\nes0vRpYC86Nbb236pRHFfZuM+4ZvYy/726LlxD76mBIt++rDByYMODoRGW7VuCb0yBjTivtPA+Dq\ngYcmIiOgKtcEY0wKV3JiFXBp1aITkeFWjWtCaYTgp3DXhdXAj4EXcT8n/acxZvLQQxWRYVCV9wnW\n2itxE1cdi/t14lbgJuBl4HXW2herEq2I1Jy19u5SkngQKskvwiDyEeWUKO5bMlr29O1f+fZ0jfsQ\nkdGhJv+ejTEtwF+A3YG/Ab8cVHQiMtyqdU24EjcpxXustVurEZiIjIhqXBNK5afeBJxhrT3bWvtJ\n4HBcPcLdga8PNVARGRZVeZ9gjDke+CyuhMVvge8CDwF7Ab/Ql0ciDWNY8otKFPetM1ome9mfipZ9\nfairRh8iMjpU/d+zMWYGcDdwFO4N31utteFgAxSRYTXka4Ix5ijgEuBH1tp7qhibiAy/arxPKEbL\nP3SbCDvA/eIgA5xnjNHnOJHRrxrvE2bjBpSkgQOtte+01n7SWns48GXgGNyvD0Rk7BuW/KLeYPSt\nDQjofdh2a1m73pSGhPfVRwhsGXB0IjLcqnFN2M4Ysx/wL+Bg4E7g5CH8DEVEht+QrgnGmPHANbh6\nYp+tenQiMtyq8T6htG9R9x3W2i24moOtwLRBxigiw6ca14QLgCbgm9ba57vt+zLumnC6MWbmUAIV\nkbpQSX4RKsxH9EaJ4j5Ek8stBXYxxiR6aLJrtHy6j26e7dZ2u6jPOe5UO85YKCKjT5WuCQAYY04A\nFuKuAb8BTlOSWKS+VOGacFjUZjdgmzEmLN1wvzIAWBZtm1fF0EWkBqr0PsFGy95GC5W2dww8QhEZ\nTlW6JsztrU30K8SnurUTkbGr1/xi2fZtuHkNBk2J4v7djXtDdlQP+07EjQa+v4/j74nanNDDvgVR\n3wuHFqKIDKO7Gdo1AWPMAuDPuEksv2atvSB6Iyki9eduBn9NWI4bDdTTbWXU5vvR+uZqBSwiNXU3\nQ3ufcHe0PLn7DmPMVNxM5sv05bJI3biboV0TXo6Wppf9u0fLNYMJTkTqyiNAO3Bc9xJUxpjXAPOA\nB6y1xR6OrZgSxf0rTSr1NWNMU2mjMeYsXKL3Zmvtqt4Ojvb9Azg2OqZ0fBPw1Wj16qpHLSK1MqRr\ngjFmCnA97idkX7DWXlbLYEWk5gZ9TbDWLrfWfqmnG10jAb4XbVOiWKQ+DOl9Ai6p9DTus8MFZcf7\nwLeBBPCzagctIjUz1GvCdbja5Z8yxswv32GMuRjYG1horV1R3bBFZLSx1maA3+G+NL64tN0YEwO+\nGa1eNdTzeGGoOZP6Y4z5EfBh4HngJmA2cB6wHjjSWrs0ancccBzwb2vtTWXH7wE8gKsXcj2wCjgL\n9+3fN621lw7XYxGRoRvKNcEY81Xgc7jRgd/v4zRXqCSNSH0Y6vuEXvpciBt9NN9au7xWsYtI9VXh\ns8NBwB24GoR/xf3U9DjgEOCfwPH6JZJI/ajCNeGTuC+KtgI3AK/gylcdixtxfEwP9YtFpA5EJedW\nW2tnd9t+IC5vuNxa+6uy7VNx8xjMA27Bfbl8Mm7eo+uBt0VlaQZNI4or89HolsVl7Y8FrqXsoh45\nDrgc98fczlr7HHA48EfgFNx/EtuA9wGfqXHsIlJ9Q7kmHB8tJ0b7ervp+ixSP4b0PkFExpyhfnZ4\nDDgI+BXug99HcQNOvgycqCSxSN0Z6jXhO8DrcSUqzgQ+hksSXQUcpCSxyJh0IO56cGH5RmvteuBI\n4BfAa3HXgybgUuCCoSaJQSOKRURERERERERERBqeRqyJiIiIiIiIiIiINDglikVEREREREREREQa\nnBLFIiIiIiIiIiIiIg1OiWIRERERERERERGRBqdEsYiIiIiIiIiIiEiDU6JYREREREREREREpMEp\nUSwiIiIiIiIiIiLS4JQoFhEREREREREREWlwShSLiIiIiIiIiIiINDglikVEREREREREREQanBLF\nIiIiIiIiIiIiIg0uPtIBiIiIiMjgGGMmAO8CzgT2B6YAGWApcAfwE2vtcz0cdxxwV7SasNYWhiXg\nV8cRB17TU4w1Ol8Y3T3ZWnv7cJxzrDHGJIDLgXcAs4A24Gpr7Zd62xcdejlwv7X26CGc+0Lgf4HV\n1trZg34QVWKM2cda+9RIxyEiIiJSLRpRLCIiIlKHjDFvBJYAPwROBhLAYmADsA/wCeBJY8xlIxZk\nH4wxrweexCW6pX58B7gMmAcsB1ZHy/72jRnGmD2MMbcC/zPSsYiIiIhUk0YUi4iIiNQZY8wlwLei\n1euBK8pHNhpjZgKfBz4EfMUYk7bWfmH4I+3T5wAzzOfcK1q+OMznHUvOi5Zft9b+ZyX7jDFTgWuB\njiGe+0bgQSA/xH6G6u3AKcD9IxyHiIiISFUpUSwiIiJSR4wxRwH/Ha1eaa39Yvc21to1wIeNMRuA\nLwCfM8bcZK19ZBhDHXWstc+OdAxjwNRoeXel+6y164H1Qz2xtbYNV85CRERERGpApSdERERE6oQx\nxgN+BsSAh3pKEnfzFWAl7j3fJ2scnjSG0ueH7AD3iYiIiMgo54Vh2H8rERERERlxxpgFwL3R6tnW\n2psqOOak6O4D1tpt0bbj6GEyO2PMr4B3A7+11r6zh74uxE0mtsJaO6/bvlNwpS72BXYGtuJqEF8P\n/Nxam+vWR3fXWGsvLOtvAvAx4BxgN1wScilwA/Bda+3mXmK7Dle3+SpcqYkNwDettd/taTK7bsdd\nBHwWV0JhLrAN+CfwDWvtfT3EXHp+PwEcDLQCz+GS+T8GigDWWq+nY3sT/Z3/AzgKmAFswZVc+J61\n9o4e2k8CLgbOAnbHPVcrgL8A345GmPd0nunAJcAbcXWFi8CzuDIRV1lrM2Vtl+Oek+7uiY7tcZ+1\n9jhjzJfoYzI7Y8wZwPuAQ4CdcKOP78M974+UtbuQPiazM8YcEz0PR+EmdtwEPAD8wFp7Zw/tS49p\nL2A6cClwODAeWIZ77X7TWrs1aj8v2t7dq/49iIiIiNQjjSgWERERqR+lpG8ReFXiqyfW2tuj27Za\nBWWMuRi4FTgTSOMm1WsHjsUlbP9ujIlFzdfiartuidZXRuvPlfW3J/A4cAWwH7AGeB7YE/gi8O+o\nTU/2jGKZBzwFTIqW/ZmIS8Z+HmgGnsYlDN8I3GWMOb2Hx/154DbgDYAXnWc+8CPg9xWc81WMMV/D\nJV/Pj+J4AgiiOG43xnygW/v9cAn5LwH74yaPs7jk+iXAU9EXA93Pc1QU76ejtktxtZsPwdW/ftAY\nM6PskEXsWJP3yWh9cT/7+nqsMWPMr4Gbca+dWPR4m3DJ+geNMaf11UdZX1/HPW9vBlJ0PW9vAu4w\nxvx3H4e/H/fFyQnAKmAdXa+18tduJnpcK6P1LdH6okpiFBERERntlCgWERERqR+l5Ohya+2WPlsO\nE2PMRLpqJp9vrd3ZWnuYtXY+bsKvTuA44FwAa+3folGlj0XH/Npae7S19mtRf+OBW3CJ3j8Bu1hr\n97DWHgjMwY2SnQvcbIxp6iGkA3CJyrnW2oOB2bhkbn9OwdXYPSV6DAfjkr5P4BKYX+32uE8GrsQl\nIy8GZllrD8ONAP4RbiT0gBhj3gb8Z9Tnx4Gdoj5n4RLYAFcbY/aK2rfgkuKzcCNnd7fW7mutPSh6\n3LfgEuU3GWPml51nZ9xzOwU3+nmn6Lh9cCOSH8I9j9eXjrHWntttNPBHo7/bR/va189D/jRwAW6S\nu/Nxz+GhwEzciOw4cH00Yrqv5+2DwGeAzcA7rbWTo35mAW/DjQy/1BhzUS9dfBL4FTDDWnsAsAvw\n4WjfkcAZ0XPwcvQ4fxntWxw9znP7eZwiIiIidUGJYhEREZH6MTlarhvRKHZkcKOIN+HKN2xnrf0H\n8F/AH4Bchf29DzfC9VHgzdbal8r6exmXcF6BS2he2Esfl0UTn2Gt3WCtrbTW2oejmEvnWwN8OVo9\nwBjTXNb2K9HyO9baH1prg+iYzihB+tcKz1nu8mj5bWvt9621pdIVRWvtV3EJ7xjwrlK8uGToWuB0\na+3SstjXAm/BjeptBS4rO8+ncEnim621Hygv42GtXYIbhbsFWFDpiN6BMsYkcWU+AD5lrb229HeK\nSl58BDcyuhk3urivfkp/o/daa39b2metDa211+ES0gBfNsb0NJn348BFZa+Z0Fp7Ne5LAnClLERE\nRETGPCWKRUREROpHqXxEYkSj2NEyoIAbuforY8wB5TuttVdGI05vqLC/s6PltaVEabf+OnGJZ4hG\nenYT4EbXDlQR+FsP258pu98K20fkHhZt+3Ev/X1/ICc3xuxG14jx/+ml2UXArnQlfUuP/xpr7abu\njaO60D+MVs+MJkOEruf4Nz2dJEoyl0Zh9/QcV8MxuOczhxvN2z2GADgdN7r3p330cySuvnA7bpR0\nT36Le13sjKsl3d1fevky4dloObGP84uIiIiMGT19oy4iIiIio1NpUrKpIxpFGWvtK1H918twI13f\nZYx5GbgD+AfwV2vt+gF0uW+0fL8x5k29tCnVzu2pTvHmKJk8UBt7Oa58W+m98z64msRby0fxdvPw\nAM+/W7TstU9r7cpum0qP/5HubcuU9k0DJhtjsnRNPPdFY8zHejluXrdzVFvp8T7X298rGt3cn9Lr\nJQnca4zprV0RN0hmT+Bf3fat7uWYUlz6zCQiIiINQW96REREROqHjZazjTGtpZ/K98UYMxVottYu\nr1lQ1n7eGPMIrlzAMbhE7juiW8EYcy3wkUriJRq1iystsXs/bXsa6TmYJDFUVhqjNCK3lKjf2kfb\ngdaQnlJBn91NiJZ9Pa/lcbTgyoSU7Ev/ajWadjCPtyel10uKykpE9PR4+vvbe/3sFxERERkTlCgW\nERERqR9/Ar6Lq1N7AnBjBce8H/iaMeZ5YN+oHEF/ekuMje/tAGvtjcCNxpgJwLG4CezegBvB+U5c\nQu/MCs69LWp7hrX2zxW0HwmlEiAT+mjTMsg+m/tstaN2XMmP1j7alE8E144bWVuyn7X2yQGcr5pK\nj3egz1Nv/TwSTWAnIiIiIoOkGsUiIiIidcJauwx4KFr9dFnN2R5FE329P1p9poIkcSFapnrZP6uH\nczQZY/Yv1Sa21m6x1t5irb3EWrsX8J9R0zOMMX0lNEtKo6b36a2BMWZ3Y8yhxphpFfRXC4uj5Thj\nzK69tDmgl+29eS5aNhtj5vXUwBhzpjHmbmPMN6JNpRq6h/TRbyl5uima2G8zbvI76Ps53s8Yc6Ax\nZlJvbYao9Hh3M8ake2pgjPl/xpjbjTGf6qOf0utlj14mqsMY4xljjo9eN8khxCwiIiIypilRLCIi\nIlJfPg6EwBF0TWrWm68D83ETeV1ZQd+lWsKvqktrjInR84jgDwCPA7/pJXF9W9n98kReEC27H3NL\ntHyfMaaphzjiuJHVi4Bv9XC+motqCD8erV7US7MPDrDbZ4Dl0f339tLmQtxo7Z2i9dJz9e6eErpR\nUvRD0Wr5RH2lkdofMca86vNAlNC/E3gM93qrhftwZSdSwNt7iMHHPbcn0vco63txpTdagPf00ubt\nuMfzLDBn8CFv19trV0RERKSuKVEsIiIiUkestQ8C/xWtXmmM+Z0xZoeRocaYecaY3wCfiDZ92Vpb\nyeRqC6PlPsaYi0uJ3ygJ+Ut6rml7Pa7G677Ad40x28tTRPWRvxqtPmSt3VB2XKk27Vx2dBVu0r7d\ngJuNMbuU9TctOt9e0TlHJFEcuTxaftoY8/6y5yphjPkS8LaBdGatDelK5n/WGHNRWZ8xY8xngbNx\no76/E7X7MW4itunAX4wx80v9GWN2An6P+7u0A18qO93Xcc//0bgE/9Sy4+YCf8HVYW7D/T2qzlrb\njiujAu51c0ZZDE3A93GjobcA/9NHP9vo+vfwfWPMe8qT39GEiD+JVq+vcIK8/pReuzv3NopZRERE\npB4pUSwiIiJSZ6y1lwGX4OrNng88aYxZY4z5V1SLeBluIrkc8Blr7RUVdv1X3EhPcIm6FcaYR3HJ\nyHfQlRwtj2UNXSNgPwa8bIz5tzHmSWAlcApupHL3kbePRct3GGOeMMZcFfW3CTdy+WXgJGCZMWax\nMebxqL9SsvR8a+1iRoi19k/AN3CjpH8KvGSMeQhX1uFyukqEFHvuocc+f4lLAieAnwNrjDGLgFdw\nydAi8B/W2iei9puBM3CJ9SOAF6Ln6lFgFe553Aica619vuw8LwDn4RLI50exP2aMeQp4ATcp3Dbg\nDdbaVwb63AzAFbjE/wTclwIvRpMirsVNjNgJvC16jfXlG8DPgCbcFxpro38Lq4GbcCOS7wfeV6W4\nS6/ducDzxph/9lcGRkRERKQeKFEsIiIiUoestd/Bjaz9Jq4MQxo4GDe69N+40bZ7W2u/0Wsnr+4z\nwCV2Pw88hStxMBe4HZc8/F0vx/0WN3ndH4DNwN7APOB5XIJzL2vtU90O+29cMnQDsAewf1l/D+NG\nwl4BPBH1tRcugfhr4BBr7Q2VPq5asdZ+BjgLuAP3/B+AKx/xAVwiH6BjgH1eApyMK6/hAQfiEuO/\nBw631v68W/vHcM/VlcCTwGuA3XG1e7+Km7Du7z2c52+4GsXfxSWHDW4U93Lg6ui4fw4k9oGy1hZw\nI6/fiitRMh73OtgC/Ao4MIqzv35Ca+0HcK/dG3HP10G4chQPAhcDJ0Sjj6sR913Ap4EVwM648i7T\nq9G3iIiIyEjywjAc6RhERERERMYUY8zpuFrAz1tr9xjpeERERERE+qOaWiIiIiIiAxSV1mgHPmyt\nfbSHJm+Ilj3tExEREREZdVR6QkRERERk4J4DDge+Y4yZWdpojIkbYz4AfBAIcRPOiYiIiIiMeio9\nISIiIiIyQMaYPYCFwDQgj6vz24mrpzwZCIBLrbXfHqkYRUREREQGQoliEREREZFBMMZMAf4DOBs3\n6d94YA1wH3C1tfahEQxPRERERGRAlCgWERERERERERERaXCqUSwiIiIiIiIiIiLS4JQoFhERERER\nEREREWlwShSLiIiIiIiIiIiINDglikVEREREREREREQanBLFIiIiIiIiIiIiIg1OiWIRERERERER\nERGRBqdEsYiIiIiIiIiIiEiDU6JYREREREREREREpMEpUSwiIiIiIiIiIiLS4JQoFhERERERERER\nEWlwShSLiIiIiIiIiIiINDglikVEREREREREREQanBLFIiIiIiIiIiIiIg1OiWIRERERERERERGR\nBvf/A6E4H27CmYW9AAAAAElFTkSuQmCC\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "<center>**Figure 6.** Cluster coefficient for the single-reach model with the social reach (sr) set at 15, 30 and 50</center>\n<img src=\"http://jasss.soc.surrey.ac.uk/12/2/3/Fig6.jpg\" />"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-04-26T18:41:01.940030Z",
"end_time": "2017-04-26T18:41:02.727348Z"
},
"trusted": true,
"run_control": {
"read_only": false,
"frozen": false
}
},
"cell_type": "code",
"source": "#an agent's degree of connectivity and the average for those to which it is linked\nG = g[30]\nprint('Similarity of connections in the graph with respect to the node degree:',\n '{:.2f}'.format(nx.degree_assortativity_coefficient(G)))\nprint('(M. E. J. Newman, Mixing patterns in networks, Physical Review E, 67 026126, 2003)')\npairs = [] #own degree, average degree of neighbors\nfor n in G.nodes_iter():\n nb = G.degree(G.neighbors(n))\n pairs.append({'Degree':G.degree(n),'Mean neighbor degree':sum(nb.values())/len(nb)})\ndf = pd.DataFrame(pairs)\ndf.plot.scatter(x=0,y=1,title='Degree Assortativaty')\ndf.corr()",
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"text": "Similarity of connections in the graph with respect to the node degree: 0.65\n(M. E. J. Newman, Mixing patterns in networks, Physical Review E, 67 026126, 2003)\n",
"name": "stdout"
},
{
"output_type": "execute_result",
"execution_count": 5,
"data": {
"text/plain": " Degree Mean neighbor degree\nDegree 1.000000 0.871241\nMean neighbor degree 0.871241 1.000000",
"text/html": "<div>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Degree</th>\n <th>Mean neighbor degree</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>Degree</th>\n <td>1.000000</td>\n <td>0.871241</td>\n </tr>\n <tr>\n <th>Mean neighbor degree</th>\n <td>0.871241</td>\n <td>1.000000</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x114d0a278>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAABXwAAAOaCAYAAAArvJr+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2017-04-26T17:59:31.405144Z",
"start_time": "2017-04-26T17:59:31.397939Z"
},
"trusted": true,
"run_control": {
"read_only": false,
"frozen": false
}
},
"cell_type": "markdown",
"source": "<center>**Figure 7.** Assortativity of degree: typical example of correlation between degrees of connectivity: social reach of 30</center>\n<img src=\"http://jasss.soc.surrey.ac.uk/12/2/3/Fig7.jpg\" />"
}
],
"metadata": {
"cite2c": {
"citations": {
"1595892/T9HAW99I": {
"URL": "http://jasss.soc.surrey.ac.uk/12/2/3.html",
"abstract": "None of the standard network models fit well with sociological observations of real social networks. This paper presents a simple structure for use in agent-based models of large social networks. Taking the idea of social circles, it incorporates key aspects of large social networks such as low density, high clustering and assortativity of degree of connectivity. The model is very flexible and can be used to create a wide variety of artificial social worlds.",
"author": [
{
"family": "Hamill",
"given": "Lynne"
},
{
"family": "Gilbert",
"given": "Nigel"
}
],
"container-title": "Journal of Artificial Societies and Social Simulation",
"id": "1595892/T9HAW99I",
"issue": "2",
"issued": {
"year": "2009"
},
"note": "bibtex: hamill2009",
"page": "3",
"page-first": "3",
"title": "Social Circles: A Simple Structure for Agent-Based Social Network Models",
"type": "article-journal",
"volume": "12"
}
}
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.6.1",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"gist": {
"id": "a40f15cb7db21997f13a980c9654ffdf",
"data": {
"description": "code/Social Circles.ipynb",
"public": true
}
},
"_draft": {
"nbviewer_url": "https://gist.github.com/a40f15cb7db21997f13a980c9654ffdf"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment