Students are expected to learn how to collect a sample of data and discover that bigger samples are more representative. Without direct experience it is difficult to quantify the degree to which size affects the variability of the samples when compared to the population. Technology provides opportunities to explore this relationship further, and even begin to demonstrate the concept of multi-sampling to students before they go on to encounter the more technical concepts of formal statistical inference in further study.
It is straightforward in Excel to set up a spreadsheet that allows teachers and students repeatedly to take samples of differing sizes from a population and graph the results; all that is required are some data, a computer and a few simple commands.
Setup
First you will need some data. In this example we will use bivariate data concerning student grades (US) in a mid-term exam against the time it took to complete the test. It is good practice to encourage students to discuss what they think the relationship might be before showing them any graphs.
Record the data in a spreadsheet in two adjacent columns and create a third column called “Random”. In the first available row enter the formula “=rand()” into the cell and hit enter. This will generate a random number between 0 and 1. Copy this cell down the column for all the data by double clicking in the bottom right of the cell (your cursor should change from an arrow to a small cross when you are in the right place).
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UtOptKNWZV8/jhkHP9xy2bvz0fW1hYVMKPv/zt9r0nEytbNchYjQYaJxyaW7JPbd21/ffcVhTtxaFKL1fpx/AnyNjjsLClfNa596adf3Pm2ekzg6bNDJo28+zUmWenzjw3dWbQ1NkXps06N2Fa4BvTz7z5XpDf7PN+s4PemnluwtzzU+YETX4vaMp7QdNmnZs689zUmWenzjg3rS+Hae+dn/Z24F++urXdgNhsVlQiVRDE2OOQYRi1RqcaAYe9uycOrKGHfdG7YeMT4oDp34MKmIFbQg583fcCADwTUYYhxoBzev/z3OMTUopmGOi/Z+9s6SHyulb/gF6vI0/OVJphPEOIBzhB0z4Ovqp6Ihw+bCMtqexn4fjj0KC2GAR3flv/wXuLlq1dv3HjhvVffjxn1oqjicJOk1b3TIsGeNs49x2eTW1yudyU3VYdHLB0x/EHZVKHRjNmUBmHxlKL3tQSd2LH9m9CWd1ug96o0BgVKq1YrpG8YBMtVI1ND/pxyG8peydw1oTTf5tycsqUU5OnnJo85eSkKScnTz05eVrgpCkn3l4csuJo+q+/5/y8K2LFqiuLVl3/cuedZQvPvTXp+Gt+J96cHjhl2mnPWZMnn5rUl8PkaYGTXz/22oab2w2IzWq1SaTyoTi0aNQyhZGgwaCUKzUIycCTBhAMw6g1WqVaA4NxSAOApqs2N79QaUSBYWiGAU8lzdAMTfXv/MEAAEM7bXpRpwxnRrNF8cP8taJWVkpSOouvROx9tOvlAMMAwMPtthgAlx3pbmnTIxjD0IzXfTIMAwz0wwN61+IBALBqZBKJxok/Zp/Ihz7RDDCEtqc5MzExiyOQGR29cOrdU7lPvX727tpM0wAAdoO8vbXH6cI9rnlGAj8RDmkGaMLWVFaYEBeXya/UW919VwPcquvqUbsw396wr5pGj8OhbaR/Eg61NmML69QO//WHb2RWNJeWlgsrGrl3Dq9esvv3nEaRCVGMUdU8fjgsuPJdwM5f7ggUCpVeVhHz3dq1+67xGlQ21YscHSp1ChPaxYs4uObz7UFpJT0GiUJXnxFy6npSQYNeqx2bXyHjgcPy6adnvnny9YnHp0w8MXniicl+JyZNPDFp8onJ005PfOvwXzdGnU4vv3M+aceGKyu/idx4JPn83YKDy36ftS1219d3lr97euLkk5MmnZw8qffEyRNPTPY7PnnSqUl/OfrvG25uM1hHxGFHmSAzu1xtcZXm5BbVSKw2c01JaaNIi1OkorO9sr6ptbW1prUbo2mXVVdT3agwOwfl8GgciitY165FVdW1tdVV5HGFSovdjagqisulBhR3m2pKyzoUertJU19Vkhpz/eSxS40qZEg+IwkAmNL0hPj4B6mx99Pz+OVlxeW1zTY3QTi05YLC0ooGPeJyIKoyYalIjTAAiLYn+fa9BrmLwhzNVSWl1Q1ylVqvVRsMZrVOp5F38fM47Qq9EzWrlFqrzWbQKnLuXDl97nq92AwAowETAwCkrSov4dL5G6VN7Ra7QyNqZOfyJDoUQwyN1TUtnaK2+uqyqpqqyrK6NpHZbFArtDa7TafWtpblJyawxaLuytKiph6N2+1qq62oaRbjJDXK3wgA4DZ2Jty8lfogNy31fia7Uq1SVpcJWsTyVkHa6ZN/KNTGZ619fXrBNEocylT6Hpm6tqmdJyznCsp4wnJvG9eRpQqjqyXzj+17vg1miSyoQ2tANCaHTl96eduaHy4VVMtQ9RjFWOOFQ4u28M7xrUsWfPLF2jVr/b9csmj72URum0WlGbNxQOM171BlUOpMTTnXD25b9vHyNWtWrVy69qewrJounVkxRm3UY4XDVM/IUgAoai2fdnrm3068PuHYFL8Tk/1OTPE7MWXiicmTT02ZfmbShJ//uvHuKXZDeizn6DeRu64WBF3KuBievf9Q8kl2M4dfE7n64uS3T06YdGryxJOT/U702tvHJ/udnPTvR/99w82txpFx2FNVdPXy7btxaZcvhXOq2sqFhXnZuUnp3NaejuS7sRFRMRHRidHxWY1ieXF23MkzoUkF1fjAHB4THbaUs3LyM+Kjb0fERFy9liaoLCtIuxOd0aO11hTE/Hbk56sxD4o5mVev3E1LunsuMKxVZ/NeRu5xlT+UZiTcjYyLiYpj88tzH8QdPxpUWNtexctITk0JDw7OLW8pTA0/8tORW4lsDMCqE6dExDSrCMCs/AcRZ05fiL6fkZefwykU5rNzWDlZMRF3MrlFRdz8/ILynu62orzM28EX/wiLbpZaYPQ4pOxVrLhjB49n8EvbO9o46XF3I2PzCoVFBTlRd+PzOJz74WHngi7evH41PCq9mJ+XkV6kUPews3Lysh6kpAllnY2x4ReCguMam2vvXAkvaZRQgxcaelSJONStabEprV1Gl6w8OSm9uaE+NSok6PKd3Iz487/fUGlMz1z9+vRiaTQ49PQXNrR0FpVW8Usqi0qrBhlPWN7Y1j1e0aHK0NPT09TR0yXT99fCMo22u6OzpVPRoxizrqxxWpVGptL19Eiam1qq6xoraxsra5ubezQy9ZgNK5WO66o0apNSpWpvbamsaaysbahs7OmS6+RjNMtCOk44fOfM7LdO/23SqWmTT0+dfGbq5DNTp56ZOv3ctBkXpk46/vdtcYGx3DNbwt75JHh9ZGFYWNYfN7J+vsGPzy29eur+rqW/T5kWNGX6ualTz06dcqb39Emnp04KnPKX469tvL39ETjsLBOkZQilWqswJ48rKElLZklFspKcPH55WUZKXklxUVausKiAwymujLt56156YWO3YlBz22Nw2FyWnZmTHBXNqejoqipMTuE0NjRmJqeVNTUnXPk9NDxeUFlbkpeRll2plNQlRmdbcQpglM2DAABl6XEXg65k8Rs6m2uyWOl/nDx9n8VOuhvfJpWVpd1PL+BF/h50/V5KRVMXBYBoe1Ii45pVTp2qPSnuTtjly9GJuYV5qZGxKXxBYV4Ou76hUcDJT45PYLHL2uqrc7MyUxMSs/OrNGZ8lJBmABgcqcxLiY9juzG8q64kPS2zqbWRl50WF5fMKapua6oryEy7H5Ocn89KScwuyExJSOFJxC0PElNzstIyklhcdn5i0t3Ak8HVXT0leelZ+aU2kh4ViikKAOzq1gexqQ2tamktPz05LZ/NS0+NOnM2LDcvOyGzzGgZHNz79LJr9I2lYrmmR6bu8fw7xCR9q46NQ9+hVqY2KrWmgRGJXq41KzWGF35kqU6q1MnURqXOotZbVDqLSm8ZW7el471mqcqg0FrUeotKb1HrTHLVWE5uGRcczjg/Z9KFCe+cn/HOhXdn/DFjxsUZsy7OmBM8c37YjBlBE7fE/BaW+eOXYW8tClkdknvufOrpy2l7f4w/Gldy9beErz66OH1OyLtzLs98L3jGrEszZl6cMeOPGe9cePfd39/5e+AbmyJ3mqzWEaPDmkq+sBkloKW0pLqpp7Gm9MH95IRMoUQjEXCKa2ur+cKaCmFxVVNPBS83Pr2oS4UMyuHROOwuy7lxKyI+JrGyRS5tqSrIL21vqI65FSGob6sXZEbcSapsErVUcLlFLQZVZ/SNG5UiHYyWhwBAVRfkFJa02yla3VEade9u6MWQgvKmKn521L3I86fP5ZY1l+QlR0alNXdrAcBhUiaEXb4Zmy4s5d8Lv37tZmShoLaalxJy54EKtdfx0q5eCk3lVsjkHQXpcaGXLt6Oyy4v5sXFxtd0aJjRDfNhABjMWl+Ul8+uAwCnRclNu3cl5GZBaXV1eVlJWZ2oo7W0kMPKLCgpKcrJ5LbU17Aykm6FX7ly675AUFiYz8tMS46Mirx65W6TWMJLi4tKykdwapQwBgDCKkmNCA8LDbsT/6CpXVJWmH834nro1Ziqmuq4e1E6nf5Za1+fXjANwqFEplZqTXK1YVhTaIwjWX8alc7ML66ob+5Q6cwj5fNimkpnFpRW1Ta2vXSeq/WW4vKa6voWtd7y3J15Us9LK+sqa5uGei5T6Z8Gh4K28tkX570bMmlOyOx5V95bcHX2wutz3r8xZ1H43I9vz/349pyl1z9cfeOD5ZGzPr+1YG344jU3FvuHz19yZe7WmHW7Y75YdnPOR7fnfHh77qLwuR/cmLPw+pwF12bPDZs9N2zWxN/f3Hp3p3FkHOJul8PpphlwO5xugqIpt0ws0ZrtNNAOu9PlcjkdLpfDiRE07kYlYpnBOvq+Q4pmGNSsk8nlOr3R4XS7nQ673W42qEViuR0jaMIh6eyUa4xOB4raXQSOaVVStQl9ookZdqvV7nBTDEPjDoVU1CNROt2kQVx7/VLg8aDrHRqUxOw9HR1qPUIzNEXieqW0raNLazRp5RKpSmeQtKZGRTworAcAF2LobOvQmu0AjFmnaGnvUOusBOZUqaR6MzrqCI2mSMKJ2qw2J0XTAIzNqOlo6zLZMcLtQlHU7XLabTYrYrOjKIJYcYKwGtWtHR0qjdHpsKN2J2rRi0QijdbkQK0SUY/GbH+SCSg0Q+EmjaK5oVGuNVMMYFaTqLtbrjJgOKFXSXDMNSZVsE8vjrxxmJCS2dYp7hIrOkSyp7ZuiZInKKuobeoSK9q7pS+RdYkV3KLSsqqGl87zbomyUFheUlnXLVE+d2ee1HN+SWVxec1Qz9u6JG43NuhxHQmHKQ+jw7byBaEL5t2cuih83ocRcz++M//TqAVLohcujXl/efz7KxM/WHl/3or4eWuSP1ibsnBVwpwvE+Z+mTBvddL8L+JnL4+dtzLhgy/uf7AsfuHnMQuX3FvwSdT8j+/MX3x73qLbc6aHTdgWs8totdqs6LA4fHZ5cKjSDD/RgvFO531W/9SKgcefdGkbz6kURXnnbjPI66qru+U670+p3kkIA2S36Ls7u60uEpi+gwwz2LO+uRmjZ9LDKz7MtX8kKTMw55ELts+NJ7s27Z3Dwze+GYevqrxx+CArj1tUyi4sfkbLyeexC4WFwrKXztiFQi6/+Lm78XSec14hz3mCUl5RCYraBz2uw+JQ6Y1DQVv53Csz50W9ufjeux/HvvtpwszPkmYtS37vi9TZKzPmrM6e58+atz533oa8+RvzF3yVP39jwfyN+fM35s9flzfPnzV3Tc7cVZlzV6bPXp763tLkWZ8lzvwkfsaHMe8ujpk27fprm2MCjFabFbH1SGTjhEOlSqtUqQGAoR9OdKMHTi+gGZpm6N4ZDn1TGvoOMUzv0QFzFEejh2f0n84MYAA93BUHTnkA8CzryjxM6O32kzs1YK7lw5wY2vs2Pfc95Freb5+iPAY6P+DyD7ff8ulVkgeHbpcrIiquvqVTrjZIFNpnMbnawBWUKVTqoV+WF18qjdbSuxHeSyaNVme2WJ63F08jrU5vNJmGPTT0cR0Rh1pd7wZP7BrhRyGLP783+8t7i1bFLl5z/0P/xE82JH/6Vconm9OWbM1Yuj3r853Zy3blLv86b/nuvC/25K/Yk7did94XX+d+sYv1xc6cZduzlm3N/HxLxtLNaUs3pX62Mfmz9Ymfbkj6eOnd2d9E72vvkUqkyh6xbEDsMHZSaXTtnSILYkMQmwWxvhBmHYeUL7+N0wPg03OUNw4bWruUWpNMpX8WU2pNXEGZp73npZNGp7fabM/bi6eRTm9ArNbn7cXTSG8wmi2WUSYeobG0MVmtsQCAzWorKCy6n5ORKcjPLMrPFORnCfOzhOzsYk5OMTunhM0qYbNKOaxSTm4ZJ6+Mk1/GzS/nFZQXFlQUFlQUsiv5nEo+p4rPqS7iVQsLq4WF1cWFNSX82hJBXQm/tlhYW1Xb0NIpktgdjxlV6FkF5UnLAgAwDFOoND1iuUyulPpsOJNIFRKp4rm7gRODe7Z9etk1KDp89kGVCo2RKyjzjAZ46aTW6l5SqGh1egsyeKDiSyGd3mAym0eZeCQcJqnVZgDQ6/V1dU2YEx+a7E8WQZLjtKipTzRN+yIzn8ZDPhx6y4fDP19jiUODwVhdW48gj/8TOjHCjY8jruoOIi8AACAASURBVHw4HD+RJEn4ytancdCocaiVqgwqo8Nosak1+kfs7zNeOHRrm5raOrSOMc52oHw4HEZuXUtzW7tm8KiWsdKfgkOGIXACw3CKwGjCIVcqa5rbiqvqu3vEJGYHCsdxAn8kHWmatjucbgwDAJfLjWGDx7wOEkGQBEn6hluMhwiSHI9xTD75NCocKnRyHarXa+r4GfFZRaWtmkfs/jocDq0NuSnR96KioqKi45Ibn67SlsauXrXjm/i2sbntEaTW6hArCmDr5GTdj4qKir6fkv4g6X7Mvaio6NgSMeqQ1jxI4TSZiBeunvPCIWXoKCtITYyNjoqKiopLqtU9YxeHPGH9mu0777WMgZfD6c/AoUUvk7XwVO08cUtRWz2fJygqF+RlpCfGJqU0VPOlbSXqziJ5S4FB1uK1GvYAkSTV0Snp6JZaUUd1favB+JgFunCCIAjSN/xwPEQQpK/fzqfx0ChwqJdrNR2tlem3r53Y98UHn204mS7V60dcwXkwDjFpbvjWxTM+XPzZ0qVLP/vkkxlf7c3tdj75w2xMC9j4zYGkjrG9/UFSa3VWmwNAlXtin//SpUsXT/7H//Rf/mXS/I+XLl3+5WW+xlSV+NOBCxk9rheumvPCoZ114J2//M833lu8dOnSpdP+Zdae1ErrY2KZR8qStWPTnr1x4/VD5NlxqGxsTFKrLTACDhkGJC0CWXGgpvQIl3W3QFBVWtdZVVFWXFwakyG8cZ8VfvuKjH9YU/hNa+E1u33EMTJiqYpbVMXml6dksF2ux0zBxnACJwjP6FiSJHHi5TOiz54pH5wkSHLYUcJPLZwgsCELNPjk07NrFDg0KA3qxtLk4BMXLt28dmzH5lOZUt1ocYh2ha2b/s7ik7z+H9M9KT9EV1tcblTWkFHU0sS5EnwlIq7GCuBSFN8JDg4OuRKTXazpfdhJbQM7Iiw4ODiCm3px1Y7DPyW3ew5YG1nRYcHBwcEh1zhS95iVxuDGUnfenklLTmSr+t6T6hYut01DA1AOQ3dludjclRscfDn0dlqR0smohXeDg0OuJXPb+5t0SVVddvjl4ODg4LCUKuk4rnHohUNH3o8zP9kf3k4AAJhS1/zvL08VKTAAAKw940ZYcPDla1GJrRYAAMwiaa1g1fd05gQHB4deTy5o6xtWS+mauJFhwcHBt9mpl9btOvR9fKvngL0lL9ZT8lfZPZ4hKzTaU1omQSWCiBvBwaF3U1oRcDSmhgRfDolMKjc8zvNxxyFNg7qjxN4U6Kjdx8u6nsUuSsnIjE9OjUlMuR4Vff763UuXTmj5O/DKLV2CULNlxIHFDjsal5y+78gJVl7+Yx11YziOEwwDNE1bUbsVdaD2l8ocTrMVNZqtNtSB2p1PnY8VdVhsdnxM2zYxnHBjz3m0FO2befgqarSNpRqbGXO18m7/GLDp9OhxaMzY8sa0A7Gioc+uRRKz9T//9f2FS2f7b977y4NGZU3cLz/u8Pf3XzJ78uxFhwv0AOCQpp5cP2vSQn9//4D9X7z/2vRtx7JFAICJ03/avODjD1f7+/t/NmnxhmsciWNsvm6DcahL3e730ZHE9t4qEkfu7/nH/29nDMIArik6uXDSim+PHvT3X/HxvHf+tmz/+f17vvL3Xzp37ifbQ2p0AACG+vDfPn9/7jJ/f/818xZ+diBcoBovIg7C4acHIroYAABd1MZ/+vA4W+ECSsYJO/fdug3+a7+YO+lfPgtrcwDYOhIPzPgvs9bs27XKf+3i6ZPmLg9tsQOAQ55x5qv3Ji3w9/cP2L/ig7++E/BzWjcAmBqT9q9d8PFHq/z9/T+fsmjd0YQGsxsoSfjyd5dv+/5AwJY1qxdN+qf3vj6zb++W9f4rlyx4b8nBHMmja65nxaHLpW5vT1WpRmwspRlQd5VZak6TTQdl/B9q0r+tTN1RlbqtKmVLTeqW2tRtorxdzoqdaMn2zqKrFmREHGrN5Kkb7E+3X7qTVo/YH/PAudw4hhHAAEVRiM2OYRiOY9jLYySJW6yozmB2YW7PSh29hzx6kqwQ1I5hYxnMDcUhjuMIgiAIYvWS2Wy22+3jRC2ny02N0K7u08urUQ+lMahMxrqCWwdHi0MtAEDVhWmvbQmqUAEAUpf0x5njJ85cuBbOl1EUqore9H/94/wt2Z49w3Q9VXkZnoDSlPpzwEc7M13gKDm3c/WqnwV2AABR7HeT/7r8Z5YMQPNg9/yFP8WoPTdgjVk1M+C6QDkmvxYfh0Nr6o9vvP59opUBysA7+t4/LdyWbQAAW9mJRf/8j0t+rSEAmMbgLR9P35ONA1oXsn3Rqr1ZvcFr5S8r1nx3uWScRn9647DgyPx3Zn6646djx079vHfPzp+ihEY3A2R7enRv/5+FdWjG/KBGALsk/Yep//3DfQlSAEDLz+yetyCoHsBeenHP6i9+4tkAACSJP0x7fenBdCmAPmb9h3O/vtHqaXqVXF3y3z49WSDDQH13zb+9s+hiLQCAKXHrv/3XqavT1ADgEJz54l8/vtL9SM+fFYdGo4TDjdDrrfAIHHaXmapOYfUH6Ib90PId3bAbr9mBV23Fq7bhVVtdFdsdZTtcZVu6BGEj4dDkYK5kGr/4sWjjsdKjEWJupZKkHrX7q8vldrsxhmEoirahDgInSOJlEk2RNtRhMCE4jnt4QhIESdEAQFNPdis2u2PYtk2GYdQqdUtzC4qiIxWj0+lUyBVyudzheDiIzo3hroHL99lstsrKSi6XK+hTUVERj8eTSCRPN/vzsTKZEd9wnldP44/DrR4cmkrCf9q3/auFr//n/3P7A4fLqoz+5q8TzpT1O0Lrq8KPHjp06Odv1837aNlXKQi0XfXftOyb7N6a0pCxffv3B1KlAKVH5rzz7qLN+385fOjQoSO/bZn7f0z84X7HmEyeHz0OcVXB+VWTz9cAAICx4fbptYtudAEAuBpuBayesj7JBqqEbz71e+uzr48eOXTo0OFf9y79tzfXfJ8sGgs/h2oADn9eMHXinJWbd+787M1/++x2ff+YUFXWhWOHDx36cd/GJTPe+EUIgHQknl793hVPC7SzOfbUN3N+FQK03Phq05Lt6b27m5pydu/cvzdJAq6sLZM3/5rQ1lcLKO6tnHcoolaHa2I2vXk4Q+ECAMIsvLZu4ukST/FVnN/22vQzVY/0/Flx2NnVeunyadTmhEfhsNRYecJd+x1WtdtQ8WtHdXJnQ153Q1Z3fVZ3fVZbTWatMFbE/l5UdBEZDoc0zdRKqBMxsgMX8k/eqt93Jv/ijbRHt9c5nC6X292PQ/xlwGE/ORiGoXpxaMVx3GW3mS1WjCAwt9NiNjncGEk+6m76AzKGpnECH4RDhmEkYonNZqMoqramNisjSyKRjBTDWSwWTgGHXcD2RqbT5XY4B/TdkiRZXV2dlpaWlZWVnZ2dnZ2dmZnJYrH0+gGbTtA0TRCeKTC98jhMPfKXzbBSa/XY826w9WnMNW441AAAaJLWvz77UKrs4Q803rG/vX4gDXValdF7XnvrN7YbAIC2ilnXN33y6dq9e/d9v2PVvE+WbXlgg9Zr6zYv39eHQ1PWju37D6RKAYp/mbfkg+UB+77bu3fv3r17Dxw+do0jso5Ja8wT4FDNDlox8WQRAQBgqL3x64oFl+sBAJx1NwNWTfsqxQ6KhG83zHxn9Tffe/zcf/CXswml4hF/CD+bhjaWigDALdw5bebOhDoXDXR3wS+rli/ZsXvvvn271y15563fSgGQzqSTK9793cMre8Pd4zvnHSsFaLmxefNnX6f39vdacr/ZtX9vkgScmZsnb/rlIQ5VMV+89+Otai2uidn09+/jOq0AQBgLg7+c8GuekwEAbVnQlr/MDKp5pOfPikOxpOvm7RAEQWFkHGq6y40Vx13V3+KVW2XFJ7vkWqMLLA7GZGdMKGOyQ1mLLj4xVpBz2+0aZkIJTTOVHY6dJ/ODrqVlFXbuPnL7Xnzmo8MO1O5yOF0vEQ4pirLarCqVukcsMZlMFEWiqNNoQUm3o6uhlF9cZ8dwk6qDyy6U6u0MTQ+biYcxCILI5XKpVGaxWCiaQgfi0GF3xEbHFvGLPC2cBr3BZrONhEOKolQqlVql9v7Q4XQPWhXI4XBUVlYWFBTwvMThcGQymfefSa/XV1VV1dbW1vWpurq6pqZGq33iNbTkSrVryALzPr3sGg0OJQqdXGNDSKK7JPrnbVvOcywup0Oj0UkUjx1KYy46MHPyjOWh1X1PL++31/55T5LNMQCHhChj75J/eC8aAwCQRvrPft8/yQy2vB/XfrjgeDkBAM6a8G1vvL7iZ5YCQH59+YfbLwue+AfdKDRmONyQiICV+2vA6k0Xx3csbJ8G4PDgrI/2hFQaAICSXFsx6cPzPC3qyPj6v/7DT0UAACC+/sX0t34WAliH4vBXIQCS//P6D2f/UowBANYQuevvry87mCEF0ESt/eSD7yI6PTyUXF0yaWMYX42BImrj88Oh3qDMK0jUG0YeSsOAprvcUHHMVbUHKw+QCo9pdGqCBpfDYUftdrsdGLpVrIvOqgy6GltZ1zRs1aw1OcPvl+byahAr2tIuNZofMzvVhjrsjpcJhwCgNxgiIu9c+P2Prq4uhmFQu9NgtlGEW9lVyyusRDACNSuKCrhdKusjGkwBQCaXh4ZdDQ27qlQqAWBQdKhQKNLT0u/euavT6UYqPQzDOjs7rSNMAbY7XKh9wARkp9NZU1OTk5OTn59fUFBQUFCQl5fHZrM1Go03Dq1Wq0AgyM7Ozu1Tdna2UCj0Dj0ZhrHZbDqdzuglg8FgMBhw/GE4KJEpXK6xG8Pn04uhUY0s1auba3KuHDmyd8faj+fNXbpp/69/3E6tVKu1w8w+HDTRglYJI09+Nn/eqrUBAQEBm/wXvPXW2nsdOGmThn/1f/+PH3JcAAC0TZx95csZk5YHBOz6btWiyXNWfx4pBdDXRexf/N47SwICAvbs37psypwtgUkdAKCtuHt027I1qwN6dTSh0Tg2T+ZgHGri1/6vmfuiW3o/wpD43f/t/90RjTCAKXOOLfqXwxwCAEBXefn7RZPPVQMAOKpCvvzotaURSgB7N+fGoVVfLu/zc29Idstjpqs9tbwnWmTueXPmpqBST2VjSl7xD3//5n6HWVr+00eTF67dHPD1ptWr58/7nwcFAJa2mMOL3jjlabJGa278tH7i/jwSQN9w98ePZ0//NCAgYPf+rcunzt18PLaNATDUhK15b+YHn30VEBCw+nP/XdfZIpQCquv6sv++404bAgCEvuDsh//8faaDAQC14Niq/+fvxyoe6fmz4hBF9dW1eRq1AR6FwzJDxVFX5ddYeYBU8JtSpbS7wWSyGIxmvdHsxnCl3lLe0H3vAfdG9AOzZdj+XQbgCXqhrDY7ane+RDikKIogyZLiEh6v0Gq1MgxjRe0Gk5ViGBxV1VY120maYbC26hqp3sEw9Ei3Q1GUw+ko5BcJBEIMw0iK9Mah2+1uaGjo7OiMjIgsFhaP1Eqp1+ujo6Nra2uHPYraHTZ08HocKIoqFAqlUqlSqVQqlUKh0Ol03r9sGIYxmUylpaVFRUX9XYyFhYXl5eVmr+ePYRixWMzhcLhcbn+gyWazy8rKvKkplsh9OHz1NJp5hwqdpq2RH3MxJPjKzRu371wLDQ6OTMmv16g0j8chAADo+XdDzwYGBgaeOXvxam4XCgAk2i6IvV+p6Ps6kNY21qWgwMA/oqOzClub2W0WAABKU5sdFhQYGBglaGyra2tv6erFibEq5ea5wF7d4oisY9OMPxiHrh5+Yla5yNKbO433lMbHlYhwANqhqMtLrFbTAAAuQ0tlXnqjEQCANLTy8pM5nZ5vDi4vT7rU5+elpFLxeC1544VDQl72IEvQpOvtXTE2Jd/l1psxAEttRMjZM4F/XLxf3lKdVKsDwBBRdV5KvaeDhTB2VBWlV3j+JLS2gXU1KDAw8A6/vrWho72pw8gAANAKdtLVoDOBgYFnI4u1njCRRto590u6EBwAaLeqMT+hUk4CADi1dby41LpHz7V4Vhw6nabm5kK1amQcAmhEZcaKo67K3Vj5FqngN4VSaXeDyYIYTBa9EbE73BhBOd2Y3mSJTysQSxWj9OYRQqyoDXW8RDgkvPoOaZr29B0azTYKd0payzIy8sU6BNGL8zPSy5okOEFRI3cfeuczqO9QqVTyC/mNjY2pKal37t6xDLd2O03TPT099+/fz8jIGJaXNtRhtT3NIkkmk4nNZmdmZmb3KT09ncvlGo1G72RarbagoCAjIyOnT+np6XV1dQOiQ7nC5fbh8FXTqBtLEb3Nbba5TDaX2eY2Iah6VI2lL5l8i7T9+Xr2eYfGxqbH4rC8F4cVWyRFR2UKhd0NRotVZ0B0RkRntBktKIq6nS48PU/YI5U/+11ZENSK2l8uHBIEQdM0RVEEQfQOpTHbcLdDJelqaGpR6i2IQdnc1NghVrox4tHDSz3b53pe9+PQ7XbzeLzamlqj0dhQ3xB0LqiwsJAYsr6MxWIpLS1tbGyMiopqamoaWrY2mx2xPk0fPE3TUqm0ubm5rU9NTU1SqXRQECmRSDzRYWGf2Gx2eXm53f6QwXKV2vW4hfp8eunkW8LbWz4c/vkaExzyHofDin4ciouOSuVy1A1Gi1VrQHRGRK1HlFqLWmc1Ic7UHL5kYHRI04A6CaPFgdic3jvSP1pmxGa1vXw47FffyFIEwzGSpCiaIgiCwAmKpkiSwJ8kq34coihaVVWlVqsBQK/X83i8ivIK95AYy2q1isVip9PZ0tLi6cUcnMCGWqxPOZKcYRjKs/kWTXvYPzR/jUbD5XJZLFZBn3Jycurr670XqtXoDL6VcV49eeOwsa1bpTPL1YZnMbXewhOW+/Y7/JP1H3m/Q2NjE/fROFR1lRorfiGqd9JVm2TCXyQyGeoCkxnRGhGtAVHrrSodojHYjBZnSjZ/EA7tTqJNYlHpkcZ2WUFJk940KnQPwKHdQRAkRb5Mommqb94hwXj2gqeoPpA82a2gDqeHHBRFud1ugiDAsysFQWBubOgAXQ+oPK+HbSy12uyWp4oORymaphEE0ev1/UNp9Hr9oGX5LIjNN+/w1ZMHh5jbfftubGYuh19cwROUPYsVCsuz8rjNbR1qrVapVr9cJpbKpHLFc3fjaT2XP3c3ns5ziWwYzxUqNTGkIe1pcMgAqEXVbbk/i7K3y3I212T+IpHKHRgYzIhGb9EYLGodotIiGoPNhLhShkSHNru7U2aw41RzjzYiVZhf0tMux6R6knzkwBqzxYpYUYZhaJoxW9G+pc5eGrM7nSaLTWeweDy39X1u83o9GrOhDjOCPnq3kCcVYkMfsXjQnyOXC6Np3yptr5q8o0NheU1LR09ja9ezWHO7KJ8n7JHIHE6n3eF4uUyuVOkMhufuxlOYUqXW6fXP3Y2n8Vyt0eh0wxyyO4ZGDk+DQwBwOawKUX1XU7G0pbiqXNAl1Tgxymp3mRCH0WI3mB16k92IOHVmR1w6RywZ0Hdoszs6JVolAoJWK7tOJ9e5myTEpQfaFIGGJCgAwAlCKpXV1tWLRKL+0RYmixWxojTDQN+iYi+XYRiOYYTnxTNnRYwtOV4EHPpWLH0lNaixVK23KDTGZzFfY+lzka+x9FE4BACKAYIEkgK9xVla157Lr0jLK0rN4aew+Ck5vRafzomIz1SrBzy7VtTe2KWuU1Cxxca8OqvWDG1y5myMZNURflGtEgBomuYV8n85eozD5fUD3GRB+nHo09gKsaLm541Dn15J+YbSeMs3lObP15gMpRmAQwtiBQBmoPrTMwBGk6VHKheJpSKxTCSRicS91t0jUajULqfL+ywTYs3i197OqT8WWRyb1yNS05xG581s5Z5zggx+lydPk8nU1NJiMpmgL24wmhELYvPQkfFp7AQAFsRmsgzzJ/7zPfHpFZMPh97y4fDP15+EQ69a7PEVmXeV53C6OMW1EQlZV+9lx7Jayjpc4bmaoPuig5e4LEE7DGw36z/Lh8NxErwYOAQfDl9FjRqHepna0xxqUmgMMh8OXzD5cPgoHD5MPfj9MBpU8dE07cZwu92hN9sTuPIfQmt2nOUHHM9c831cNq/dO0vvy/XhkBma4XMUzTA0TY9JVtQI+YxUjI/VKM8CAAtiNVmQEf/EI/8pxzAZRfkawl9BjQ6HeplKJ5HK27okbV2STolaqhqRiM8BhwzusNtsNpt90K6HlAu12Ww2G2p3ESOsEEy6XU430T+b7DnjkHI7XS7Me8gi6fLcgcONe98BiTkcbsJ7v7XH4pBwesrIOdJarzTudLjw/oszNIk5PeVqs9ldeF8ZUbgLtdlsqB0fNMyFdLm8ne8tfNThwh56Trk9H7qIhyePPw4BaIp0u93em9AOrvIevh+xpgYAkQplVygLa+ScchG/okdjsA17AgAYTBYTYh2Kw0HXfLQenXJoUTw2Q5wgcYKAgeQeVo/Oh6Jotxsf+jlN0zbE1r/W6GP98RaGYQROPPYsADBbrEaz5dF38egcnjElADhcGDU+W0f59Bw1GhzKNGZpa2Xs6W3LVq7+Yukn67/5LaYCUWtfEByS0qSDH703wc/Pz2/i/hSF1fMQ004V+8KXb/v5+fn5LVxxnDtMfcsYK27tnPnvf1n5W2bfrkvPDYcM4bAYam5tmT55wrpbzW4aABjKJs05/fnbfn5+E96a/uHayCYSACjMbmsvOL/x72989G1cy8Pv4yNxSGMd97bNmjbBz89v8rSfswyugd9jinDaxBW3v532xpy1oeW9s6Ileec3TX39zQl+fn5+fiuPJjahAEAh/KB1i9+a4Of31usbQ4Sy/oxoF+vYDL+3/7LuVgsGDO1Sc4JWvu3n5zfh7akLl1+rIQAYytb24PTqN/38/CZMWr73VpWrl8tjjMOqmnqLBYG+6WsMA8A46otyI6/dSMrmK4w2nCAomgEAmiJxgtCJmior2+wuEoAhSYrpO3GoGIZmGKY/KAIAxjMhb4jAg0ML4gnFvA+RJNm37AsFI1+rf5K4J+WwF6IoypNb/4tHZMXQNEPTDqfL7nR5FQ6D47hjOJEkOXI5MCRJWq3ooAsCgB21tzS11NfW63W9OyuNVESDMqQoqrmpuamxyZPPoxIDY7JYDSaL9124XC6VSiWVShV9kkqlPT09RqPRu/SsVqtEIpHL5f3JZDKZVCr1rNHafwmTydTT0yOTyeRyuSexTCZTqVRut9uTDABMFqtv3uGrp8fjUGXUqESCjFs//xZd1CGtL0o+u33NhkOJlWar8oXAYcPV78OyBM1yuTR278S3f4hRuxiG1PMubJi381a1RqfT6QwGyzAxkV5w+betb7z12oLVAXf6VoJ6Xjik8fLgzxdv+PX8dwv/dXlwpZ0GAIe0NHLP7lvVcrm8teDCqplTl92RMiBKP7Vz6VfffLdx1SefXaoaHQ4xwckZEz78Mbm1R9IcsePNievCW7ynFJPKsqv7Plq58/Deje/P+pnTu/dI090d29ZsuNOg0+l0GgNix2mgxTGb5s3+7Fh6k1xedHbBpA/2J7Z5ZkM7uSenL1m5eOo/LA2txWlcXxu9Z9f1Mrlc3ikI++q9iZ9FSElZ1tEv31x88IFELu9IP7Zy7ZIfszxrjI8vDgEAcHV2XDy7oDAzNSM7tyAvN71AWG+x2+uEPH5JZU506OFffm+WG3U9dcnJma1SIw0wUhXOMDSAp9+IgZEregDQG82DcAgATqeztKSUzWYXFxdXVlQa9IZHANXhcNTW1nK5XLFYTJIkDIQEAIh7xOwCdmtra3NzM4fN8Wx1652hJ5zpZwbDMFabHbGh3oVjs9l0Wq1nprlWozUajCaTSaPRuF3u/mJgGAa87pZhGJwgDCbzIAADgMFgqK2urSitqCirMBgMBEEwA30YttA8JcMv5KempBoNxkF32nv1h5mAyYwYTOZ+9wBAr9d7FiNlsVgsFiuHxRIKBGVlZRKJhCTJ/qhOp9MJhQKWl3JycoRCoWeDp/7Sk8mk5eVlAoHAs2Api8XKzs4uKCjwrPTtuaJWZ8Bw336Hr5pGFR0qNSKJrL1HqzQ6EUN7+h8HNgScZ8lQtfpFwCHhcPS2ajRe/ORfP79Y78QcqvQf3lwemNem1Gh1RsQ+TGMK3hC3f9+B706fOLBxzYbI5t5Pn190iKMGg9FQd+XLN1ZerrRTAMCQuNPm8GDcWhm6e87k79l2IF02swlpSjq0Yennl6tHhUOMf2Li/w640W4FADAVn/n09YNZRq/57QyF2S1Gczcv+OtP5hzlPcTh1tXrI+u0Wp2pN5ATR6+ctGzn3XrPplaxARO2/sGRkwBk0/Wt7+4LTw5c4bcmtMJOMhTutNk95zibI/fPm3KQI6oN2fb+1P1sBgAAE579dtMnQRUUwDjgsK4PhxRNe5Yj1+dE3w79Iyw6mVVXV5URf+Xo8dDS6qqEqOjiqsYaTlL4rTSFVhofdvrgwZ/jcytImgGG9pz+COuLfIY95GksRWia6k8DADiOpz1I+/38hdKSkvi4+Iz0DBzD+l0dlIPT6WTlsHJychDEMvRCACCTyu5G3u1oa29pbom6G6VUKKCXWhRNUyRBYDiG4zhFkh43GIY2I1aTeUDhWK1WK4IAAOZ2m00mAscBwGgwulxOhmFomqJIEsdxHMcJHPecxTA0hmMarYGiyF5/KIqhacyNqRQqcae4qryquqK6vqaez+PL5XKaphmGpkgSx3AcwwiC8L4Rj2NKuaKlpSUjPaOsrLyvi5PyLIRDeK5OEDRF0TQFDNPXWMr034XRYBAIBPn5+Vwul8vlsgsKxD09CIK4XC6KenghHMcVcjmHw+FyOFwu17M/okQsxjCMph+WsMvlRBCku7uLy+Fw+lIW8fmeBcc9V1SoNG7fmqWvnEY5lEamMijUepneZhSV3Tm8aSjKoQAAIABJREFU2//g/eoXJToEIBC5uLuj+e7uqe8GXKl1AW0tC170j3M+/HzSJL8Jf3976sLTHPvA5U2whqS9X289wpUqEvasWP4C4NAjd1PoytdX9OLQS4Qo/ceVfp/f6ujjujj1x7VLRotD8b1Nr39ykq12AwBprQ9b/de1NxrdQ34i6Isvbv/oIQ6leRc2T3vjrQl+fm+8vfKnuGYnxVScXvBhwFmuEgAAbDnfT/3scJzIRrSHb591JKZd2XDL/+8rgitQ7yYkSsE+uuatT2/LKWnWkc1TPjrN6+zs7GpOPLx05eI9GVqA8cChZ4cmTysiAwCkLvPuzVt3UqQGfWUp7358xOkTfwgb21vK2SnprHJhbmqqQK1svXn+fHwmR6Q20nTvgmRD9TBkoWmKomiKGjYlABhMZrMF8ZzR6wnDUBRVLCgOCwnj8Xgx0TF5rDxP/DRsDiqVSiAQ9AYuwyVAbbbMjEyz0azX6bMys+yo3XPXNE0zNIMg1pb2zi6RxOVy9YdWJpPFaDT3Fw4wjM1qs1gsJEk6HQ6T0ehyuUiSNBqMTqfT076KY7hYKm9u69AbTf2373ZjSrW2v6mWYRiCICQ9EnmPHHfgok5Rc31zZVllTHRMLivP05Xocrm6eyTNrZ0WpLdl8uG5OFFXU9vZ2clhcxLiEzxBmOcQSZIKlbqptV2l0dI05WmqNpmtBpOlv9wAwGQ0FpeUcDgcPp/P5/MLCwuLi4sFAoFIJPKUsMdtjUYjFAoLCwv5feLxeCVCoUql8uTGMAxNUT0iUVFRUbGwuIhfyOcX8vl8LpcrFAo9OPRcUSpX+na0ePU06pGlWpnaojHpipOCvt2y5zJbodUbXoy+Q4CG2ysXvTNp4ltvbgstbTO6aJc8Zvf/+ot/eJsNRU1NCXvn/33W7xUPCUM6GxIP7f/mENsOoIzb+eXKzbHPve8QAAAoR8OwOJTxzm36aOExtqUfYd0pT4DD7rsb//b5KY7KBQC0TRa7943V1+vcQ4YBqAUDcMjQFO5yOuyorebmxslzvrpco6y9+OGnW4J4HhxSZedmLz8WUcGP+P6jk+lKHEB2e+0bq642ePuuKb28ffHswywDAOMScc+ve9tv0qRJkxbPfPPfl379bboCYIxwyBkZhwzghgo+v71LBQCt1YJ7kbduRSS09IhK8tNTWEKJqDklIb5RJK3kZdyLzmiTG2lmeB56qlTPa9SGtjS1iLq6cRwfmhoA9EazcQgOaZrmcbhnz5zlstm3b93OSM/wNOUNPR3DMDabXVJS4rnHYXlpNpsjb0eo1Wq5XB4REdFfWVMUxdA0ThAqtVZvMHoc8DhvNJn1RtPDZAyDoqhWq9XpdFqtVqvR6nQ6vU6v1WjdLhfN0BRNMTRtRhC5UuXGMM+PAIamXW63QqUZhEOxWNze0o4iqElrqqmoKRYWZ6Rn5Ofm22w2YICmab3RoFZrcBxj6Ie3zDCMQq4oKy3t7OxsaGiIjIgoKSnxOExRFMPQNtQuUyjtDjvD9K647Wks9cah0WgUCAX5Bfk8Ho/L5bLZbIlE3B8d9v/5cBxXKBRcLofD4Xh2MeTxeBKJxBMd9qd0Oj3RoYjLYXM5bB6vkM1mFxUVeeNQLPXtd/gKarTRocasMSJ1eRE/bF174Fphl9Eif3FGlgIQOOZ2O9qjd059Y3eyTCdL/uFvfzuY5wIAcPU8OPLh37clPlxppPPBwa/mzzn2oLq2tibh2LKFCz49ltKptLgBQPPi4dBcE/Pt537LTnO83XoiHMpjtvx10fFclRMASFtt6Mr/7X+zZWg7zyAcekmXuGXOyq9ulXFuLPko4BTbs4QZmvP91GU/n/zhgzfWHbnHqampKU/4adG/vv/DvdJ2vaeasDal/rBiwqdHcx5ueUzhmBsjcB3r2IpPF+zPMwKMDw4tAECRJEWSFEVSFEmSBEmSFEXTBIbarE4XRhGY1Wp1ugmGoV1O1IWRDEkgFrPD6aYosvfcPvPEJRRJmk0mtVKtUWnqa+pj78Xm5+U7nc6H1+ozANAbTAazmSJJz4gXiiSBYTAMS0hIOHH8RElJ8b2oqKTEJAzDGIbxPpdh/n/23jM6qiPb+57nw33ede965s7MzTN3gj3j8SQDNraFbMAMzmRjMLbARBsHokEmmwwiI4EkogAJSQgJCZRaUiuHVqtzTurcJ58+nXOu90NLIJBAEghkmP6vvVj06TpVu0rd59dVtasqGgqF2Gx2dnZ2V1dXHD/35B8Jh2OxmNvtLriaz2axGB0dhQUFHrf7rqx6RzLj1Yl3ZCmL1RzHYW9ZdrvdbrdHImGf12O1WPx+fzQSsVCU1+OJj5TGqx8fEe25KxLx+fwQioVDob7+BINBjVrDZXOZHUwmg0HgBJ/Hl8mkAMRikWgkHI5FI7FoJBq5q7KBQIDVxRKJRNFo1Ga1lhQXl94otVott+sSHyO9U3oc6mYL6G0WAABJEvG5Qxqtmkarrq6uampqamlpUavVoVAo/pMkGomgKNrY2FBdXdWbrLqqqrKpqQmB4XibRKPRSCSsVqtbWpqbmpri84s0WnVlZUVdXa2FouLJQAzojYnzDp9BDQmHqNmEEZzqq9u++XxLTpfJE7BYHAhG6n8MOAxSerLn2R4THnnr3z/IEJAEN/uj37+bLgMAAK/o4qLX/7q+1hL1WQxqpd5i76Yd/Wzs2HEvjxs7duyLv/7Fv/7rz389fmVGowkAgI/yukP12Y9/Pzdb2vMq6sO7ijd9mvTZceY9o6dY1eZPp8/Klt+58gAcRlhpL//n7AypFwAAiLrUSX/d2eoIhd2oRt5N3DnBzck5tfL9N/cwAQAg5rJQlKWnMxpq2jb1zblb6A6cvuQvU5ee5UUAAMCUOe/lr89m7po9d/LLL48bN3bsSy/+6l//77/+8q+T1xSZQMAiqv5h4Wsfp7UM8MggqzdNeW/q9/XxM1dHGIcsLt9iswEA7j6fIRaJh1/2BMffDqPvWUAWiUSiPeGmAxzXEAqFvD6vmTRrVVqNQqOSqaorqq9fu65Wq+OP2nvSAwBIs4Wy2uLdp14fom63u6N3TI/JZFoslmg0es+9sVjMarUyOzsbGxvFYrHL5YqPGd6jaDTqdDp5PF5ZaVlpaSlfIHC6XJGBnI8r3u+xWh0W653GiUWjVovVQln8fr/T6SQJ0uVy+f1+DMPcbnc0cq9vt7Py+/0YToZC8dfhUDjkdro9To/dapeJZWwmGzZCXpcHMkJmwhwv+n5ZBQIBiqKsVmskEvF5fSRJ4jjuvn9dotEoZbWRlOV2swAACIKg0+kVFRU1NTU0Gq2yslIqkeA47nA44qXE//V6vUqlshdytKqqqpqaGoVc7vV6o71Bv+Fw2OFwEAQhkUjioTQ1NbR4KE38lOD43whCML8/MXf4rGkIkaVmlEC51RmfTBj/7opjJQ1N1VW0str2DokJRsnRxyFZ+fW3u3Pyquj0urMrp4yZuKfeEQp5xBeWjZ265jK9tiRz5VsvfJDW6Qf2rhNv/+E/J56S9b1bdOaTt6fOOiPqeTl6oTRWdXtLXXnm8rH/MmbZyfKGNgnssPDOvPMfP/npm6nXGxsbG+rpzV1iwuk3a1h0es7maeP//NdlGXWNHAXmAeDBkaVR/pmZr3yyPq+KTr+xLWXsOyeZwWgArV455l9+s6kRABCwG3h0euHhxZP++OuPDlY0dEnEVfmnty4/VEGn0+nX9nw6+f1P0pvNAFirN7w/b+7WszV0+tlvJiRtOMPDb4/fRr3Co+/9+zuHugIg6pVfnvE/P/nnV9fk93jOFMFWNypro9Pp9Fsn18145+8brqt7bnwSOBzoqRoDAESj0VDPQ/2+FAkGggROICbEjJmtpNWgMXBYnNLi0pamlp6zivrlAAAgzBbz3Ti8/Vafv/oAnIsXejvJA6ig0WgYDAazs7Orq6ujo8NgMEQi4fuDJxyJhB0Ol93hAr0MBgCQBMFmsTkcDofDYTKZXC6Hw+FwOTyX0xXrh+rb7vkDAcpi7XkZjQSDQQozI3oEh3AzZqYwikRIzIRhEG7GqfgpTvdp4HA4HI5HwPat+IA/SuKKRaOU5S4cxjmHIAgEQTAMwzBsMpm8Hg8A4J5fErFYzO/3wTAcT2kymRAE8Xm99ySL9kb2QhBkMplgGIbiKX2+ePPGYjGMMAcCicjSZ02D4xC1YkZ1W8GBTxcuXrx4yaJFny9cMH/OVztOVspIcoCu5BMfLLU3Hfzs/aSkpKSkN9765ro6voQg6lYUfDVpQlJS0pSPlsafvE552dYVn6VWGPvebKClbd2yl2boeTlaOIxFeFkfvT8xacIbEydPfCM5aerMXTdlhsq9EydOnDTxzeQJE5KSkpLeW/pDs4rsOLM8KWlC8psTJ018Y0LSlK8O1xkAGHQZvrlu28y/JyUlTXx3/U1TFAAQIlkZ33605JIEgJhZlL8mKWlC8hsTJ016Mzlp4tJdNWxpzfGlE5KSkpKSkt5Zd55B9Doqu7R+QXJSUtKEeenN0F09v5C+dPuCbaXqWCxkrts/edLESRPffCPu+TsLt9zi6qsPzkxKSkpKmrx4x03NnftGGoccfrwDdP+DbSM+r1cqlbW0tCmUikAgEO49t72/wpFwwO/HEAw1oi6by2FxmHSmlqaWvCt57W3t8TCN/ncBECNIykxZ46C8K8M+9mAN7bjgnif4UJKHwyGPx+v2eCO99Y13MZUqlUQiUSgUSqVCoZBLpRKNRhN/9N+vyGAo5HC5e6oWDgeDQafNaTVbbZTNZuk1ymalrA6rMxAM3tMIj6JIJGK2WAmzJf5T5vbFez4Vfd+9+/Z7FwveL2W03yr7vu1mtTnj55kk9CxpqLvSYFbMbMfMdpS0oaQNJa0Ddg1Ha+5wpJTYpO3J63HhMBgKDWjhSCQUDFZX12zZtqO9vSMcjoQjkfslDoZC4XDY7/dDRlgjV5t0JqVUSauk1dXWUWYqvgKvv4FYDCcpkrIGQ+FQOPyAzB/egqG72RoOhULB4INuCYVCgWAoEAyFI+HbmUQi/WKqAAAAhELh++UWR6DfHwz3qdoDNLIVD0ciJGXFSSrywL/aY7VIOOxN7ErzLGoYe5Yid9uPKZRmpJTA4ZPXiOKQolgcXjzsMBAMDmj+QCAajTocTrVG4/cHwpFIIBC4X+K4hSMRt8ujlCmY7Z20iupaWi1JkgCAQCAUCAyQPhqL4oSZNFsCwVAwFHpw5k/S4ggMPno+PQsRR6EK4XCYpCw4aY5EIqPWjMFgIBhKbFr67KkvDsUKzaOfd4iZ7Y1tTBR/Ws87dCbOO3yyGpHzDulxHFIU1cXhxVfI+QOB+5nP7w+He07u9fn9D0h528KRiNvtZrFYNbQaGEZiAAQCQf997o1EoxhhJswWfyAYCAaHkv+TMV/A7w/4fSOQT2BE8nkIC4WChNmCEeZQODx6zRjwBwL9NzVN6GlXXxw2tXcJJEquUPYoxhcraPUt3Vqdw+m0OxxPlxkhOL7W4qkzE4ygOD7qbjyEQTCCYFj/6za7o/+U0JBwSJipcCTi8/sfYF6fL24PTtZrPp/fHwyGXG631WYLBkP+QMDrv++94XAkjsP4c3NoRSRsSBYMBQkzhRHm+E+ZUbRE7/DZUxyHAb///KWrVXVN7UxuK4P9iFZZ2yhTqgiSxHDi6TKdwWiC4FF34yFMbzQZn17PTVD/6yiGh0Khez6uQ8Ahm4uT5mA4fBt4I2Ier8/j9QWCwWAo7PX5PV6f5/6JQ6EwihEYYfb6/b4+6E3Yo1sgGMQICiOIQCD4gD/BE7D+sTYJPe26Z7AUM9sTg6Wj7cXDKDFYagYAUBaqi83FCXMgFPZ4fW6PdwDz9rDN03Ol9+VgdjsHj9d711uevm/5PF5fMBRG4jj0+XvYOarWt/oPTDDKfg5snj7m9fkCAYwwozjhCwRdo+pYAofPnoYcSjNUS4TSjIr+wUNpbuPQwmTxUIwMBEIul8ftC4RjsWg0EggG/f6ALxDwen1ut8cVN68/EAx5PF6X2+Nye13ue/7jueeKxxcIBALunpd9zON1e3y95nW5vf5ACMEInDTHL96b/ombxxsIx0B8WxyXy3NPNZ1uj9sX8AeDbq/X5fYMUMHRtb4/Zdxeny+A4WYUI32BoHNUHUvg8NlTAod9lcDhk9fI4xDGCH8g6PEFPB6XTqsRq/QIbrFYHSRls9jd3kAoHImGgiGXy0mY7Z5AOBgMutwety8Yjkb9fr/L4wuEIqFQyO3xeQOhYDDo8fqD4bDH7SIpu9PjiyOk17wuj8/j9bs8Xpfb63R7nW6vLxCEURwjzC6P1+XxOu9K/4TN6/b4HA6HXqsXyzV6zOLxhyLRaCAQcLm9PU0RCrncLpvT4/b6Rtvbe83l9rp72tDr9Hidbq/X58dwEsEIry/gcI2mbwkcPntK4LCvEjh88nosOPSFIj6PSyUSlFXQG7lSPlfYwRQKJVoTRlltDgiCEcrlsMIt9Ha2RI/b3D5/0Gm36bQQafe43S4YRmHS6vL4LJQFwcx2t5fC4c52RnOH3OYPe/o+r70+m8OpNRhUak23WkuYLS6Pz/8jwqHPF/CbtPIb1yqqmnkqiHR73CYjjFJ2r89nNZv1BoRye/Qy4a2KFrnR4vUHXI/dpaGay+2xu9w4YUYwAsUIymp3ur0erx8jenHoHE33Ejh89jQ0HOIGxIxYvFan3+rymi02E4QncPijEpbAIQCAslg6WTwIIcPRGG7QNtQz+CrEFQiohTxabVtDM0cgkTfS28rKqm/S2Spdd0l+WUFxVXkDFyKtQjaz9EZNXafcbLezmxvzSxskakNHQ1NVk1CtVdfTai5dKb5Rw7MFYl6Xx+HsMa8vgBGkWCrr1uhQjLDaHA6nx+cPwiiO4aTT5XW6vLcTj4b5/AG/Vs47n3W1rJGnMWFKmaikqLKuU6ox6FvpTQWFVXWdgsbamtOZBS0iyBsIud2j6O1d5nJ5rTaHwYigOElSVrvD5XB63F4/SpAwSni8AbtjNN1LLMN/9jS0LbxtsF7dfO3Q2nXr1qzZm57HVDrsJujpwGHAKivd/+2KxSkpKSkpK7eebLnjWBRuv/rDqq+PlPB79yAbXRw6O06t27AxoxEO9UZwe3g5yxalpKQs2njophEAEMZYhbtTerVwyRfffL3nEk3hBYB6MA6D4pzUrxampCz6akOlfqAEMRsvP3VhSkpKyudbTlRqAAAAbbq6c3FKSkrK4rVnaBoPAACAgCTn4JqFKSkpn28tU8SLs7Nz96xb9vnClJSUhUu/usLxRQEAICTOW7EoJSVl0do917V9CzKLyvZ/+/W+XAbcU8kRxyHXhBBRENXKRVW1XZgzBgCAlJKGpvaqqtaWDsa163SuVFVf09zYwbxR1izp1tDK6c1MTnl5k6xbV13ewBarWxsbcy5fv9nArK2ub2IrOR0MeqtAwGHdquNSvojb5bY7e8zrC5pgVKboxgiz1mDi8UUYYQ4EwxCKoTjpcHkcLs/txKNhXp/fq1UICq9WdCpMWrWKXtvawRIzmayq2qYKWntLG7u+qb2S1lBFZ6sRhzcQGFVv7zKHy2O22I0QYrU7EYwwGGHSYvP4gihGIiju9vptjtF0L4HDZ09DwKEZMWP8jtL9X23cf/ZC2uaNi5d9e6JVSxI/mvMOHyibvGDN2H9+a2VaWlpaWvqlMlHvcUMBw63MVc/9v5/81+SUi+Kea6O2Z2lInL925Terl0z67f83Ka3LHQUAeNGmzIXvvTdjU1rage+++GDuvEMtRNSibMpL69GRvSve+Pdf/nrBaUkAAPODcKitXDN1/JvLduw7sGPe2BdnnWhA79582Ie0Xk6dNn/5zrS0tLTDOaVdKPAqSo98++7HK9PS0tJWvvfm7A3nxT6H7OK6eW9+vHJLWlra17PemJlWqrHFAHJh5i9enbFq+4G0tENH0+mqQNRPMc4vff/dDzakpR38/ptpc2btbEDjBYWw1rwtL/ziJ//92gdHu3oeJo8BhzAeiEQtONxMb66kdwrVBj6LU9/YUVnZ0trJKiuj1za0l1W2sIT8kqLq2saO0oomgbybTmtobOkqr2rtZLOLSqqvXbtxvbq9oZ4h0mBSdmfJzYaq6robNI7FF3E73TZHj7k8fgTFtToTBGNFxTcuXLpsQrBwJAbBGIoRdqfH7vTcTjwa5vX4PCop/2Z5B+4HXivW2tBcUdlU38ZqbGU0tPAUGh2TwaqvbyuvbuF3Yy5/wOF83C4N1exOD2WxIxhBUlYOV8BgsgizxesPIRgBI7jL47PaXaPo3v32t0vo6dUQcEhCGCyR8hsbVWQY2FQth9fNTTlQZ7DaBtyn7ceGQ4skf/fcCRfRe69TrWkbVi6Yu2RhymcLL0p6Lo7eFt4mRt6lsvamjLl/mJvOcgMAgmjNtrd+PvVovGslv7Lp7T+nttx9ooz01Krp8zbcIsLggXOHMfnpiT+bvKmJBAAAU+mSV17Y1ujqs749jLGurH9z3kFh35vUl5YsXbK8wgsAAO4bKXNSVlxXcrImj3/vu3IEAABA6zcvzNhSJHcDsmDRC1ur+xQdJFv3vv3TifvjR4cYSn+Y+vs1dA8AADgEF3d/OW36F98u+XjGcfYI4dAbsMlV7ShMAAAoi4XRxTXCmMsTcLq8iMnQ2tLR2CWSKnTdGpNCZdSoFTeLygtL6hkSPW6xSPiiuvqOTrHe6vbq1Yp6egdPCWMEyujgtHWJpN0GhVJnxO1mHGlv66xt5ohVsNXlsztcVvsds9gcVocbxc2dXZwuNhc327z+kAnCEIyIPzf7Jn7i5nY43QgESWR6wu73eD2QXtNIb++S6mGcUKoMRhhTa40arYnLEwhVJqvTe0/tRtN6m46kbN0anVproCx2l8eHYCSE4E6X12JzjqJ7CRw+exrSYClEmDAb4fA7/A5ZQ9aqWSkb88QwZXkqcOjoLlnz1//zm1ffffe9aV/uKOo5SoHiHNu6YMX5Gl7e+rkzF4w6DnsUk2XEj/+NARDBW/fO+eWkM7q4Yy37l/5hRo7uTlq/8sqS2W8uzZDEj5V4AA6xguW/Td5WjfkBAGEX79Ss3yzK6Q7c2VHDISna/e7PJi74dvp7774/bfH2s1wXAA5J7pZpf3prT5Wmm3ti1ceLT9Exmyrr72MWbKqGAQAA6LLffPmrtE48Zsuf91+/++Prb73z3sz5u+hmAKIO7tF5/5V0Mn4ao4V7fMVz75zTAeBRXj6Q8snRG8Jb+1I++GDEcGjHVYzyY7jZBXrnDmGc8gYiDk/QEwi53D6Lw+PwBN2+oCcQdbkcMqlahzk8wajbF/b4gw633+0LuX1Bjz8U/7/HF3J5Ag5vyOMPun1Blzfg9oVc3oDDE/T4gk6P3+EJ3DG33+kNurwhp9vv9oW8/rDDHfAFoxhJkZTV5Qs6vcG70j9p8zs9fpc36PaFnG6/0xN0+4JOt9/pDXr8oXjtXN6Q2xd2+wIOt8/hDjhH09v+zgec3qDDHXB5gx5fyO72e/whkrLhpMUbCNvdvlF0LzFY+uxpaHOHFtygaslPW7z4k+kLUlbsr1AgDgR5OuYOwz5S2nSruDAv7/TWhRPemLWrzQdc3PTt8+YfbXcA9OrSmTM+zek9cHd0cRjxCNPjOIwAAEJOcfWaSf/1tylTpkyZMWX8K+/MnJolvp02KMr87L03Pr7YOxH4AByqL336+2m76xEfACDq1OeufP6jLL7/9lc5jLamffar38/dcz0vLy99zcxx42fu6qAACOMdJxe9+9KLf3xh8sqzbW4AQAi9tWXWhFfGTZoyZcqU+VP/9v8WZnUgwTAmbKq4XnA198LOOa+Pn32GG4r5Nc2pU/7nL5OnTJkybcqrSe9Mm3xREeguOrzgw53VFmCtTp33/ocnOCM0d6hidxz98lNnIAoAsNns9MbW2sa2Lq6oo4vXweIzuaIurqiTLWCw+Ay2gMESMNjCLq6IyRZ0dPE72cL4ux1MHoMl6OKKOln8ji4+kyPq4gg7WfxOloDRddeVjq4Bjcdg8ZkcYSdb2N7FZ3JELe3Mtg4WgyW4T/onagyWoDPuCZPfwRIwuSImW8Do4neyBAwWn8ESMFiCTo6wk/2j8HYA/3tcFbR38Ts5wjYGq6Wji8kRtnfxRsWfdiavncnz+nxD/NQm9LRoSDhEzDBkknQ1FBaXF17NObBl696sOr7FBj0NOOyjICtz4TvjFmWVXNn3+YLTLR4AgDp3+ZzZC3O7e1L8mHAIAIhQssqy4uLiktIzP3w2+7W3TvdiGxCtuxa/M31Dua2Xag/AoebSZ89/2IPDsEOS+envPsoU+G/3DoP6mk0f/WriUSUAAABT6doZSVPT1W59+aH9X206X3Xz5qntC2fO35TDNAMAbNLOmtKS4uKS0py14/8r5WAz1Of4uKAm66N/+/OORmcUAJuiuqy4uLik7Py+FQvenLQzr+zYkpkHq5wAALhi84IPZ5zqPXL5UXHYxRIs+WJjMBgAANhsjrqGloqahjYGq6mN2dTW2c+YLR2s5vb+bw2YeMC3mPexPglamc09V5gPvOXJWXNb3KW+jvX3/7GX/rB2V+P35NY6ao3Z2MpobOv0eL1D/NQm9LRoqOsOUQtqcVvcUa9FXrx7xUcph2iQC0WfLhy6eOfXfzx14a6TW6b+9F9eSJo0ISnppef/4+c//7fnk1dnNUMAAHxUcRjziTPmPDf7JMd7797AXm76ijGvbGf0fP+C8isr5yR9kiW/M5f4ABy6q1P/8MdVV/UuAEDE0XVixm9XlWB3YmliZGf6V2+8vLnFDwAAaP2exTOmH7hekbZ4yvvfV/sAAMBWuvq11+duqkH6ZOq48dEfpm0skfX9gRzQXkn5zcT9zfa+E5OKi2tfn7juQuW+D/75n55/fVJyUtLYF/7n3372s9+OX36wQg20HKJUAAAgAElEQVQAMD8iDuUYsbe00m2hAAA2m62xpb2xjckWSJlc0UAm7LUB3x0h49zO/zEXNATr4ok4AilbIGHxxSy+mMUbBWPzJWyBpIsnHsm25Yxa23ZyhJ1ckdfn7/9pTOip1uA4RCgU7m6jFx3NZWFWD6pqy17z2bxvzreZnQOOl/6ocOjH9fVZu+lmAACIwE0757zwxuoSIwVLOjpaGuh0Ov3c+rdff23y+hyumvACALBRxqEofdZvZ5xg343DGM5OX/j8Kyk5+p4NrYm23e+9MmHe+b4rJh60DN9evvJ3f1pzzRgCwFG7e/yLS4rIcMDKOvHltM/OCwCIYB3pS99M2sGIgpi+eMO0Fz/YzVK07Z45bfL39R4AADDlLvtb8pxdzdTtHPVFn706dvrJDjKkzN1zQ2jwAABi3oad45+btL3NcrvDGKOk51b8Yez8s0qnF5F2MFoa6XQ6/coPc998ZfyXWV1yxAUAIB8Rhxa/rb67jYQJAIDNZi+vrq1paNWboG6tIWEavUmrNzI5vFvV9XXNDAZL0MWTsPiSLt4I2H3yEbMEUrZAyuKJu3jiLp6EI5C1dfGa2pkSuUqjN456m4yE6bu1hkAw2P/TmNBTrSEutOC15G+YO23egk/nfDjr0+U/5LIQIzHwCcA/KhxGvSjj8Ixf/nncuHHjxvxpwtRvsoT4XQP+uvwVc2Yvyu9dGTd6kaWcjOlTXh3z4q9++k8//eULY5Lf3VrejXed/ezlcePGjf3za8nLTzKJnt+iPnn+t2/9ZsrWOkffmfwH7krjI+r3fPTSK2PGjRv3p/e/LzN5AAjCVV+9/NPntjQBAKIBU1P6p3/53dhxY194adJHR9qtURDU3tw/b/xv/zJu3Lhxf3jhvZUXOylfTHxh9dzx48aNG/fCy/P30OSOMADuqu8nvP7S38aNGzd27B/fXlcsp4IgauOdXzT+5XHjxv751dcWHW7F7h5UwmlbFkybkdk78Puog6V6k+Zc3im71QkAsFisNytrujiCSCQSHhFFIpFItDe3vv8Ph8N3/ycS6ftWpOfGaCQSCfdej0TuyeGxKxQKGSGYweKJ5N0aA6ozYXqYuNcgwoCQJtRsQEg9ROghwtB7vW+aOy8hwgATMG5FCKvh7nx0EA5hFEY5UNJmQs06CNdDBIRSUqWOK5TY7Y4+jfYQirdeb1Pf1eCjoMR5h8+ehhZKY9YbDAJmB72pjd7EYAg0Otxmejp2pYkG7RCfw2KxWGyuVEeF73k7YEchE2zvHXQctbnDmBMS8jlsrkAsFQu4bK5Aa/YGHYiUzWKx2BxxN3nnpKOox2zUqiDH3VUZbJM2r0nKZ7NYXJHeHS8w5MYNaq25h1QRD6ngsVlsrlSH9mA37MC64y3HlZisQQAAcCMqMZvFYrG4crwXcQGrUsyLuynUOXvydiEyNpvFYnNESrzfT+igk4BNJkvvz5JHxSFpNtXU5JtJGwDAYrXdrKzhCsT9kz20Yg949TDZPdFnKGGmGGxBtw5CSRtK2hDCCmGUCTXfY0aENKFmlLTBuAXGLXGY3cdICKNwyiHv1ney+fEv/O1McMphgPCiktKzF3LEsm6cchoREiGs8m4DXyxzuz0jV7NYNJrgUUIjrCHOHRoRCjE7cMqBUw6UtNyPhT8+HA5PT+8mbf+4e5Z6fZRUWo/AFOjFIYcv6p/sIRQJuGVdjWUVNL4KjcViFKqmlRaX1zZpCVcs6MIgvdXlB2EvBGM2p1Mj7RIqDUEAnFbSiBj5bU3V5eXl5RW0ui61XqPHzEG/k99ee/PmrSamwBN+Eg9yr8/PFUhFMjVCWLt1EF+sEMm61XrYiJB9v7EIYVWoDdnnLt24WYVTDhNq7uKKVFpT32Qm1AzhFgNMGhGStLq5AunWbT9cvJyHENbbyUyoGSXtBUUlX6786uCho4wuHmFx6SEcwiipSs8TSV0u96A+PwBxAYuJXlvbqaHwbnE7i6NWilvoLXoqcL/0CSU0XPXFoVDWDeMWI0I+isG4paG1E8GeVhw6Ejh8snr0XWnMYgkdRUYYh1G/s6M0d//BjEtXrpbWNHZLOjOP7DianZtx9MDBjAKhiFWRn9kqgIFTffHK9XahKGfn/LfnrRIiQWHbjczrN2uraEfWLEtZlnrlWmNdaea+yyWwirF72zdn8wsbHgMOQ6FQMBgMh8PBYDAS6QllwgkzkyM0oWadEW1oYVwvrSiroLV1crQGxISa+6LOiJBFJbc2pG7JKyjOyS24nHdNqTFBmOV2Gj2EG2ACNdtIq5vDl3z9zaq1322UKDQoabv9KxghrFU19FmzZn/99bdKjYlyeE2o2QAPjMNIOOTz+bxerz8Q9NosaqlYJNZ6XVYRmy1S6sLRiNuGKMT8Lg7f4o2AaADVK2pL8w+cOEfjKZorruaUtQbs3bnnL9LZuvs0SUIJDVt9ccgRyvQQrjEgj2J6CK9vYZhgJPIUCsFwq8022l48jDCcsFito+3FwwgnSDNlGfCt/l2FgXEoEteNOA7NBt6xLftaNU6/3x9woLV5p4+cyvf4Al5EWnTuwrnzl4uLzrcLTcCpPnepsLaDUVN8cMmiz3NudtFrCrJutUC2IO9a1pHMCoTyiOqyt2XnGWUtaYd3tAqlBOUeWRjGYjEGg3H48OGDBw9mZWUhCAIAiEajeiPEEcoQwqrSmlo6uhpa2xtb2lvbmfJufd9RID2Em1AzZfeUVdR8MH32qnUbZSodTjnic4RGhERJK43edOjIcb5YLlNqV61Zt/KbVRKFBqecfXuZlMNLq2v4fPHicxcuyVQ6rkDKZPPVegglbf1xqBczLl/IPpWZnVdaU34qbfn81XmFDTo+Kzfj1PbdB9vkyurz29es3bLrwO7zFa0GGevUoZ27dmxds+noreaWa5ePFjWKAPBWXM4sqmpJdA8TGinFcRjw+89fulpaUVPf3FHX2PYoRm9qL6fVi6RyCEGMJujpMq3eoDMYR92NfzzPDf2vG0ymYL/YvSeGwygsbdq8IU0Rn0h1oxXZJ7MvtQIAQISg5185dex0XuFFhgQFXt25S4VVTQ1V1QXV5QVZR05s2rHtdDXTGgS8orNHMysoZ1Baf3bH2QKTsmPr2pT9x9KrmiUjPlaq0WiWLFnypz/9KSMjw+PxAACikYjOYOII5TBu0UGYSqNTqXXdGp1SrdUY7h0vRUlbtw7ef/DoJ58tSvl82a2qOpS0xZEZnxGsqK6bNn3Wii+/Xvn1qk8/W8jkCCi75+7ZFNLuCd6sqF6z7rurBdc3fr951Zq1N8urdSYMpxz9cYgbFI30mmpabVMHq/jopr1HblmsLg2vLefs2a2rNpwrbbh5+WBJm0qs6DyYnl14Jff85YYAqszPy7tYnJ+fcaSuAwYANJafuXKzyha5b7MklNCw1Ld3yBXJE73DRO/wCQsnSLPlx9c7dKCKjB82X6zgYDim6xbUFJzdvzdDiWJKJj39SHYFvbko5/jV0hYTt+ZY+sVOdue1/HS2TKFrujF5YvK32VWOGGDmpe8/XkLafKLazM2nLxvFTSezjsN2eyg88s/vWCym1+vLysq8d9aGx1CcYHJEBoQ0IgRGWqx2l8XmxEiLASH0d0/4W52+7LM5L49PulZcdvHy1a++WcMRSHGL887EIUZdu1465e9vvzRmXG5+Ue9A6J0cYNyiMaLHT2Zs/H7TzUraii++XPT5YjZPZLa5Bxws1QrbL5w5fTL91KWi8oLDm05fabdZiey9O3emZ/3wzZrsotqKwuONElSjYh48feF6QW7W6ZJuXsuRY6cul94oyDpa1a4HADSUnsm7RXMkAmoSGiE9prnDRCjNE9Y/9Nzh48AhAGGdsClt5+a9accKqtudFFJbeGbzjl1pR47dbOSHYzEdryn98N7Nu/bfauJFPeYWeolIbwKAOrFv88miVlcUdDdXFN9iONxBg6A6t7rRbBCX15Rbg/cGNz8+eTweFk8oUehg3AKhZpS0ooTlHozFjbA4yypoO/cc4IvkMG4pvVUlkCj7DqhCGIVTzvKq2lNZZ1VaE0xY+461oqRNa0DOnstJ3bS5qKSMyRHQm1tpdY0CiQLGqQFxGItGexZJhAL86vybNUKP29VUcnHXgbTjh8+0MsWstlsCHQUbpGUNDMgoyz2xf8fOvacuV4hlovzLx6/UsKNhqvDUiaKqjkTnMKGR0lB3pRmyJSJLR0UJHN7B4QgutIgEPHaHKxh/4kbDLrvV472zcNXv8zjcvh9z5wTB8E62UGtEYYwyomYDQsbXVPQ3hLBiZns8IoawOGHcck8CGLeQVhdhcSKEtf+9egivb2ptaGlHCCtpdZltbsrujcedIoRVrjYKJHK3Z9CFFjGv2x0aaGfscCjg9sQ7vt62iqLCqjbCyM08eoLONY50myX0j6sEDvsqgcMnr0deaOGlpLIGtGehhfVWVW0Xhx8KhYKhUDD4SBYKhXuWjYfCPa/CkXA4HArdfjfc92X8P/E0vQl6U4bCoVAoFAqHHs2l4ZrP71epte0srlih1RpRnQm7n8WHT3teQvjAySD8Tpo+Fs8ZIWyo2a6PJ4Dw25kYEVIs17D5IovVFhroj3K76XpbtLet+ijcp/EpxKAxaA16jUwoI52BJ9mefS2x7PHZ03BwiBsQCqHcpMWOYPfOPiRwOLr6B8ahj5DKqhDEAgCw2exllTU0erMJRrQGo07/6GbS6U13XhrufnnPuz8+M5ggrcHYzmTT6C1MjpAnknGFj81EMu5A+fPEcgZb0MpgyZVqvREaQoPf5y2DSac3avUmI4LBKGaCMYQgTRCkHaW2DYZC/T+NCT3VGgYOMavRaBJ01FY3c3jdmOnHcsBTiNIIGA11tTQajVZLl2DB+FiLS9NUR6PRaupaWfp+q38DDkTW2dJQS6PRaLRWvtbSE8E4ujiMEeL2TqYE8dw5fMmmbKil0Wg1dIYAjg/SRdyIorWGRquhM5XQnd3PHgaHQYzfUEuj1TaxxLaBf+g6tPyWFqHe2nevYp9J0NXGVJHe+CSYTdPWVEeLq6amobmjq1NrByDm0jTW0mi0mrp2rjHuZtSLq9praLQaOkNmuDNs9qg4RE3Skqu7KJsXAGC12kor6ujNXShu1egxnXEQ0+hRtQ7R6B+j9eRveOwF9ZaF3lMprQHVmwi9CdcasJEzVGvAdEa830V0wMQ6I6434lo9OlKVeqx/qSGWlcDhs6ch49CMERZR07VV0194fcaytCoTSQ4wJT8aOMTyFz7/3G/+On5CcnLypHfSGuwhEA7CjN2fPD92QnLy62PGvTLvYIf57oh9XdWOWb/+6fMvJycnJycv2JbH70HgqO1ZGiWl9dVXds75/X/+y1tHON4oAAAEXd21m2b9blxycvKrfx3/5vJTQgeI2CS3dswa/3py8msvjn3nq1Mca09kxnBxGAka248tfOl/X05OfnncuNe+ztfa75qyCVHKrrYrBxZN+OnPkr8sih/+BDzGrsaazHVvPfdP/7swW2gBAAAguZIyc0pycnJycvIbycl/+u+f/N8XtzEtmvbd858bk5yc/NpLL7+28BjHBiIOZc3ej157PTn5tT+N/fuSowxL74bkj4hDaWf7rs/nx2ecrDZbWQW9sqZVKtN0caRsrux+xuLKODw5T6jiClQ84WO0eP5coYorUD7WgnrKEih5AhXvMVcqXiOe8IkUJLhjT6D1uAIlb9CyBEqeQOnzJ1Y8PmsaIg5NpBOTt+Ud+Gb6krWrv1h28EeEQyR/8R+/K+p7ukOYEp9J+dWX1V4AAKCaj0z/5Ud56F33KK+vW7N0eV2/j/No4TAa4p5dOH9t5tUDM38/Nz1+3mHA0HxswXNrWwAAAGiKtn3w/HJaKKDsrL12SQwAAJLsubOTFuf2bMoxTByG8I6DU3722haGHwCvMHvZX8d/WoL3TeAR5u1Y8/XeA1s//+yTpbnxg+0BRtu+7JvdF44uS5q1JoNt7p+rKfuTv0zNbNB1Zi36zTd1YQAAQKr3Tvv1wpsev5pDzz8nAAAAZe7CuePnXVDFb3pUHHKYwq8/3xwI+QEADoezglZ/Ke962a3KkrLyB9iNsoprxWU1dY3NbZ3NbYzm1qFbx3ASM5rbGI3N7eWVNY0t7cMvaDhltTGa2xjVtfXVtQ0t7Z3Dc7KnrKEW19Le2djcXl5V09A8rEoNr5SeSrUyaHUN1TX01uFVathltbZ3NjS1VVTX0RtbHlxWU2tHU2uHx5M47/BZ09CO/7ViBNxckrbh+12X8q9sWrL4wI8Jh5fn/c/kBVtPXLh89XobHAYAhO38gsV/mb6XpvcAJ+vy6sUfpjFsd92jKl43/5W/Ljt8+XJecbvCfLtfNMpzh2HpqTnPzTrBckcBAD6k+dyCv8w53oH6AN5w/MulH2dy+nz/wl0n5k6YujxPE385PByGKc7RT/83+agQAAAAxb/w/bRX93cOMPYjP5/y4ewlefK+14J168e//XUG514cxoxVq1575Vs67DZzry7684y0BpMXWNvPfL141vEuZ590wjMpb0z+7KIyPkD7qDhs58jnfXUwHPAAAKw2O62usb2Ti+CW+8aMQLgewo0IyRcrlFoTarZjZnt8h+uhGGZ2DD0xStows92EmvkSJYRRwyuIcuIWJ2a2IUMuCDPbZSq9TKXHqWE4iRA2zGwnLM6hu4dTDiNq5kuURtQ8jEqZ7bjFGfdt6JVCSZtcbZAqtYTFOaxmxy3xBhyqe4TFaUBIkaxbD+FDKetxrB9NaHQ1BBySiNnS3XFr17drdjdpVA1n1n/+o8Kho/PsxiWzZ0z78L0Jz4395FA7HI6CWFBwefk7f3p10bYV09+ff7nftoaUpPzQ0o9nTfvgg6Q/v/7e9/lyS5yIo4vDqEeYPvu5WSfivUMAwvaOjE/+/re3lm5aMmPW8hvx03fDVlXHjayso9/MmTptcWbvKO8wcehFq3a++4dFV0wxAABwiAu//2jMmgpb/4TCMynT7sWhq3rdQDiMmM7N/MXLe1p9AICYl3Nu0dt/SV68Zdn0DxcWmnqqo2WWZWUdX/PJO+9/eoLVW9qj4hDSqq5mHbc63AAAq81Gq2tgsASkxXm/Mxlg3AJhFErahFKVVKk1wMQ9W7Tc1yDciFlwixPBzfE9PIdiRoTUGlGOQBqPsRzKLXoIN2IWhLBBmAUhbRA6pOLiy35Fsm6RrHvAxYX3KYuAcCtGWEwoCeFWE0oahlCWCTVrDAhHINUYkCFVCsL1sBkmbTBuNmFWjLJDCBnfBG7QShlgQixXC4cZ9Q4TNhinBjyC7n4GYZRaD/NE8m4dNJSyQqEnt4Q0oSejQXFoxCzGbua1w99vOdyFAtDdfDF16dJjTRa3w2YY6PM8ipGl9ratE34++ajAFgzjspLc0zs+mTfzo5mLtl6o4mL3++R6uva8Pe7vi86r4mfBjyoOI3fjMOzT8/PPHd/6ycfT585ZtiuvTkwBAPzG5oups2bNnrvoq/VHbrQIsXifbrg4rNz57h8+z4ViAADglpXtSHlpdfkj4dCpOPHhC29ldLhDAEQCJtG1nIztCz6e+dGsxTsu0/hEFIAgysjdPGvW7LkLV64+dL2Rh8THqh8VhwE/1a2ix0+0sNps1bUN7Uwe1ru1dP/nuEprUmlNEEYJJMph4RAmbWqlrKqysk2kQ0mbAR4SEYeNQ4iACatSIa0sK8m5UlTVxFFDZhgzD/hlu6eg4eJQD+Mm3AbDxmZ6zZUrheUNXSojAWGD3ztcHBpRM4RijOb6wsJrufnXGzhKE26D0CHc+DA4JGGMYLc3FxYW5V0rbWIrjChlvE/g3z1PrgQO/8E1GA7NiIXgNZ35ZnLykt0Xz2Rn7d/y1bxp76dsuVjaLNMRA/z8Gs2FFu7a9c/99ftSvbh+xzt/fv+KBgAAZBc/H/fi5DTO/VYA22nfTZv5/g/NHgB+PDiMAhB28Yu/nvS3uaUkAMDbcXjW38bMyFT0Gc8Md+6e8mpySk/Xd3g4DBKt+2b/7/tn4tN3VtHFje+/tLlhgKmQIeMQLV/x8qurKgwhACJeWcW6yX+aXgABAMK8zE9e+vM7x8V95mljvCMfvDb+o3Px0h993aFZLO050eLBOIRQs9qAdLD4Alk3jFuEUpVEoTEMCYe4AaEIq5NdX/LNiuXHChphiwfqt9XZ/R7ow8KhHiJJu7O9tvjAgcPZZy8eOZpRzVSQVufjwKEBtWA42nDrWkZWzpX84oJSGlcFwYRl0BuHi0MTbsdg9ZnDuw+cuJB/+fzeI9l0ngYhrPcLT+9bKcNwcYhaUBzKz0w7fqagoq6JKew2IOahOJnA4VMkq+uxxDENikOIwGSi+rM7dm3ZvCl1y+bVX3w6/e0pM744cK6cpzVbRh2HEKNWZeuBBH5j4V9eWFoshVhHZv78rXPx6JqY8sKiv/zqW5ojZJZUFeVWqTxhpFvKY/dMZjlurX3r5WnfV5MAgNHGIQDGi/P/MO98NwAAAKxm09R//7AwHr/pYhz46G9/3l5v1nYLmdr4yK70xMxJE+efi6ceZiiN13Azddy/z77uAQAAU9n295M/LceBH+aWXcuvUd5pAePVZXPmf3Xzrigb0LEl6YPvcjR9IlHd8mPv/nTs3jZbFAAQJlp2vvezqZfjg7tBYcaCvz6fWo0bNML27vgocPfZT6ZMmH5KGgNghHalqR0UhxBq1hiQTo6wrqldKOtGCKtQohwqDiEcIhwmvab65rWMrIsXr1zvkMFmyjrE4b7h4RAmSbujvfZ62uH0S1dyjx45UclQmG2uQccwh49DHKHcOjEz/fDJ0jaFIxiBYVRjRA0IMegY40PgEDXKs08eLWmUeQKegtNpp67UqREbgg/i50PiEIPysw6dunSjmSFSGTAjMqQfBwkcPkWq5SLnarrF+gFGtB5Fg88dQoQRs5FOv9UZdEVD8vrMVfPnH6BbPE7bgN/QJ4xD7dnFMxYt+jo1NTV1/bS/T1yR3WQOBTzca/PHvTRjXWpq6rols8a/+cmhLguwdhx49Rf/Z+xpY1hfd/yLSdNWp6ampn495723F20sFfW06ugttNBUH9y1ae3CCf/xk/9IWrB22+6rPAxrOD9r7Ji5qampqasWfPjK28vPSc2uzpJdM6d8lpqamrrkvYlJn+6hqePLEYe70MJr68xbOvndOampqcs/+/ucz45xXACgVRtf+Nk/T8zSAhAytF8/mpq6cOKv/u0/fjN1cequS42GgF1WnL07dc2MF//pX3+f/Ok3qUfLxdYgAKA758Pf/XfyEaYzvpwlYGm78tGYv83akJqaumbh9PFvLcoQ4i5uxf6Zby1ITU1NXTZt8msfb7uliHfYHx2H5CA4REgIo+IsrG9h1LcwRHL1sHCohwjC6pKwGg/u2ZN+5mLanj0XKzkWl9cIYYM+NB+md2hzMuile3btO5eTl5mecZ3OhcxOCB6kMzpsHEI4avWouhoPHcio4Zv8MWCxOEwIOZR5yofCoeJsxsnSJnkQgMqLx06cr1RCVvRx4BCxoDhckHXo8KmLpZWtEg0yxL5yAodPkRQmxxmaak+h6Eq9BqYG3fxvqBrOrjSkiSDlvOai3PxKLopgA38LnvRgqZl16sDmtatXr169dvP53j4fiOpoO1PXrF69es26XSdrjAAA4EM4189nFggcANhE1dkb1qxevXr12i3n67rvLDIfPRx2l+/asn7N+k3bd23f9N2ajVsvsRwgFlDe2vLd6tWrV6/dcPB8Kw4AAD6YVbR3/erVq1ev23KeJr89vvkQy/AjJOPUd6tXr163J7M2vg7FrW+/ev5MqdgFQEjXUnBg9er132/bvn1b6vrVm8/V6fw2SUH61tVrNm75YcfWTd+tXX2gVGgJAgDUVUeOFHSifZ4OIXXltg1rVq9evea7vZkNMAAABDDejQNxzzdnl4tcvUkfOw5NCNmtgzrYgrqm9voWBr25Y5i9Q9yI2zAMrcg7vXbD9ksF1w7s2Lzz2GUxZMcJ86AdxIfAodnubK0u/GHX4VvVddnHDpwurDeY3QiKjzAOYcKE2xGTOi/rxLEzhfTWztrGNr4KgoYQgfIwg6WQ6tTBnSculra10I8dOlHSJDLhNmiwex8Sh5jpSvq+UzllLZ18odJggEkjnBgsfQbFUlHHyqS7C4Q0DuwPjUCg7/D2LIUIE24nbB4cv29cWGKTtlHRP+4mbQ/GoQkhNXq4iyduaO1sau9q7mA1tjHFcjVCWAVDxiGE2/R6XU1l6a1GDmax87raiovL2XIUIy2PAYcEQtnEPMbFM1npp7Jy8m8wJEaEsBoHi9x5qFAaAqGcShE7N+fc8ZNZeWX1Ei0G44OTYPihNBYEhatLrqann8rMvlhWz9IgFDwEJx8qlMYM43hDedHpzDNnLubVMqQGlErMHT7DYsjJ05WK0xUKgXaoz5H7KbGFd18lcPjkNfI4ZLAEZqsLxi0wbkEIqwEmVDpIpYPUelith7t1kAEmcMohknXLVLp4mnji+xpmMaFmE0ZhlJO0ukmrE8EpE2KGcGqQG3sd4Apl8bMdBk0P4xSEUwhhNZpguUqrgy045YBxCsIGLwghrBKFRqLQoKRtCAVZYIyCcCthdUEQIlPptLAZJawwZoEGuxElbXoI5wrleggfSqUgjIJwK4yRao1eroYxiws322GMGrSgeOZSpVYsV2Nm+9AqZYFwK4ya1Vq9VKVVG/Eh3YVbMLNdZ8IEEqXWiA6lrCez7rBLaT5yQ7q/SHzwesIGsCM3pBnl8m+zut7eWrf4eEd2lRK2PPz2CH1xKFZoUNIGYdSjGGa2N7YxURwfvOwfnzCCdDqdg6f78YkgzU8pyEkzZbUNdUZ8EBza7Paqmnp6Y7tSY4yDIW4yla6vSZVamUrXyRZ08cQiuVosV4sebLJusVwjU+mlCo1A2i1WaG4n/sIAACAASURBVGXdeolCLZJ1D3KjXC2WqwUSZVsnRyBRDV7Q7eIUWoUGUusRpdoglg21ILFc3ckRMjlCiUIzpILkapGsWyTTyNWQWo8o1DqRvFskG/wuiUITrxRfohhSpWTdQpla1m1Q6ZBuHSRVaIZSyu0/DZMrZLD4UqV2yJVSS1UGlQ7u1sNylW4orSeSqyUKLU+saGfyuCK5RPHAsmRqkVztDwT7fxpHXN2Is7zLVMowlnUmbAC7yTRVc+CSdsNXp5lz9zXn1KktjxB0GsdhwO8/f+lqZW1jWyenpYP1KNbKYFfWNsoUKpwkURx/ukxnMBoheNTdeAjTG01GCBp1Nx7Oc4NpIM8xPNRvk+TBe4cNze1tndz48/oBJpJ1M1h8maLbBKNDNqTPf5Ch32gwwgqVxmCCh1WWEeqxod9lhJBujU6l0Q2noD7FDblSEIzpjZBCpdYboYeo1HDd0+j0KrUOQrCHKmsYldIZTIpujdZgguAHlWWEUROM9v90JjQqEmitGeWyS3SNQGMNDHha5pDVt3fY1N4lkCh5IvmjGF+sqGloVWv1TpfL7nA+XWaEYIwgRt2NhzAIRjAcH3U3HsZzBEUwbKC3HJHIvcNRg+DQYrW2MdgSpQ7GqfhmbPez+CZtFGWJxqLRWDTWo2j0/jaUNANaJBK2OxyRSDh2R9G4DTerwQqKeLxet8cdjQ7L21gMDK9esWg0FAw6nM5IJDKyVRjQ/H6fy+WKRR9vKbFoNBAIOF2uQDD44LLibfUoj92ERkRSg+1wiSStWELjwqTdP/gNgykxWNpXicHSJ6+RHCy1Wq1tDJZUqUNJazy0xIgQEGEz272E2WpECEPPRRLCKKFEZbEMb91SNBp9iCNfY7Goze54MofFerxez+CHzt+jWDQSHa57kUjE4XRGo0+CCn6/3+Xud0rbY1AoHHa6XIlu349fmNV3sbZ7ey6/oFmnx0fss5EIpemrRCjNk9eIhtJYrW0MlkShRfD41iqkEbNoVPL6hiaGQG3ELLc36zKhZoFYaaasAICg3VRVcr2goJCrgB/wdLcghpuVNAk+7B+hkUjU6Xa7SX3tjZLCwsJrRSX0VoHW0K1H+h8K8kiKxWJuj9fn9wd9FkZdad7VooYOyeCPdg9UXlXDV6ODJuyrcDhss9vDTyScxOv1Ol2uwdM9soKhkMPpDAafxKRgQo+iMoYxs1Ih1FlD4ZH8QZbAYV8lcPjk9bhwqIdwE2aBEaSl+tqmjannb7QZSReC9SxmN6FmgURpc7iDNnXOiT0nzxbV1FXW1bDMVotGxG9p52Fms5TV0tzR5QiDsN8t6WrOOXf2h2Pn2GTEYzE0VtziSHRDfGpGIhGn2+2zow1lResXpWzYd6GFIWR1NXZKdUG3XSXmtjZ3dmt1HEYzX2ECAPjsOLOxoo0tdg4zJiAWi7m9/lAkjGvadqauulh4/djhNJoMDbiIttpqtrg7AqIuUs/uaG5qY5tdYQB8CiGruuDs9/tOtcoQ4MY6mmobmXJvIBZy2/UKfmNDu9agZ7U285XQPf3iBA4TGkXhNp/DM/J/piHjkDTeORWAfMCOuAkcjooSOByod4gQJpQyqCVnTh45d61eT7j74lAo7fZ43dzS89sO5apMsEwuVSgNatbNb2ctPVFIkyjkDcWFp48fLKznCTqqjx3Yf2DXD+t2ZDJVmltF57KyMs+cPlvVKe/vT39FIhGb3R6LRV0UcX7Htss1KrsZu5F3LLehU1KTu2PLnmNH96//bv2RYyeOpOewFJqG8iunM9OzTmdfq2J6hvPbNxaLub2+UCSMqho2r/26oIp2OuNwWZcS00qvZaYfSz/TJuTfOrdr08atuw4euV7PUHAaszKPH9m77euNR5rZ/MrCs6czMw/tPFreKGy5cf7ggaPHD+5cu2H9qfSMHXvTOQZrXyAmcJjQs6dh4XAo56UkcDgqSuBwwMFS3Ig5LGb0Wk72pZJGA+FG++JQpvZ6HfVnju252OawGkrPHVu//UwDPWfrqv0oZSP04suZR/ZsSd2x60zehfP5tfJuAfv8pdyCa1e///LLnSfSN639LiO3/wnSAygSidjsDgBAyOfIO7DvWrPB5yCuntudXV7PuXX6XD6dy27fk3GSJxIUZWeeOHvpwKbVa3Yc2bbuuz3HCrDhDM3GcRiORghte+oXCzbt2PPD0Yuk16PlNJ3Yt/X7DT/kXLt1I//4TbqgsaHhzOWcrJMXSsqaKUyQk1t4+dzZE+kFHKVZQ8+/cLHocsau3GqORtK46Ui6SKo6uXX3lXZ1qA8PEzhM6NnTUM47hMxmObf26Mq5H837ZP7c2dOWph4sk5DmgcH5xHFoqd05Z/KYuMa/safWHgQABPDqHePHjRkzZsyYyTN31/Wbo/Eqivd+Er9nwrIDNfqey6OHw1g0HFDmfz3xjQkrchWBPl2CKCW/sOKlMW9/dqLDAwAw8ws2/r2ntmOmrc3q7AHJg3EYg8rW/n3CmDFjxr4+Ma3Zfc9uGrFYNELJClPfHPPe8nPcAAAAuKUFO+f1FjN23LixL42Zf7DaAJwN33/21pgxY8aM+XB/tSb+hIpysqZPGT9mzJjxSctzVUEAQnhVb+OPGTt27LixY5PnfHnNCACg+Jc2xL1/bdGOYtUIbeH9ABwSJsxm1Eozj+w9cbFMAdnQ3q0FTahZIFE5PT6IXb4ldXszR6ltL/12/eFbVefTdp/xO6y1F0+l7ks/c2TXjh0ZBTlnL15t6aRX7jx48vqtm8d27Lhwo6atnalDLEPpvN3God9Fnd225VKNym3DrmT/kFFWy63Mul7L1mrFx/IKtFr99VPpaVlXzh7bf+xsUUtLh0yLDituPD5YGg6HEHn9rl072FJe4ekjecWVOSdP7D6afmjbzqycwvLSMwwJzOtiZOXmZmeczS2olrKrdx/MKCgsOHn8bBtP3VV+5VJh1bWz+262q2x69r4LeTCBn96y+1yTMpjAYULPtIaCQ5iihC252xfO2VEoYDK7mpkCjgIy3ee0sieOQyT30998vCWvkS8Wi8Viky0cizqh8h2vfPzDLZ6A31l2ZMXU1zfUUH1vcbDP7/zqnfWXhQK+oHjrrOmfrrmuBgCMHg6jQebJGe98unHHstf/84NjXe7bz5gwKSjY+Lu/vZSc9JfVFU4AgL5q24qpybuqxGKxWKTQY84etD0Ih2HWsSl/m7jibCuL03x43vPjVlxR9u1zhBFm1tp3Zi1evWT2hPGb6r0AABDxkAY5j8fj8Xh8AZ+27/3fvjnz9JXL2+e/996G8w08Hq/o+zdeXnWag4UUF2a+OnVJVh2Xx2s5svylN/bR7b6g1cDnx2/ms8uzUyb94tX9Ar+Nm536yYcbr3DFYrFYrDZR8c3HRwSHNfedO0ThxsqSPdu2bj+YXtOpgHArhN4JpbHYnLGIj990/dD+I8cOHbx0q10rayu9RvMFfOpO2p5du9OOnq6tE0EqzuldO/fsOXa5tAm1O7jNxUf27T59qURuGpLfPYOlAIT8rvqiwhYh6vfYWunXa9hCHa+ug6dCUV15cxuKYE23KptFJg2/OfPwniOZlzsV0BDbJa5479Af9FtgUUlpqS3k07PqSorr6iuLd/ywOyMzv7OTw2LWyfWEWiGqYwr0GvHlzKO79xzIvFJlJKysmutH9+06lF0ogyzSjvJOsd6BKm/Ut5itFK2wpEl216GhCRwm9OxpqDhszt21IuV4I2WCcSNqQQjqfuevPXkcXl34+y9Od0De2zFGQZKRMfu331Y5AQCAaD+x+I9LS+5a96EvS/1m/uz4CVDmm98uWrrwnBgAMIq9w5ibUHfrIPapj34/5yTrNg4d3TcOLJ709dHstR+MW1flBADoKrd9O+fDC8rQPRFVD8BhiLHvpf+Zf0JkBwAAc9P2qc+nVlv7PNliQTdpUutFdce/em/Ctsb+Oxypc5bO/mTzLXHbsbeS5+6gx8/CEux+efq2KyJpyVe/SVpXHo9KtJV98b+zMvnOPp5F9Ld2zZyw8qYnpLl5aNmrKy5pbMG7d7f6/9l776gosn7v91nvvXedu869733P85z3zHnC5OgoOOOog6JjdsxZzGnUMQPKmHNCJEmQICooiAgiShQk59hAA02mc3VXV3V3dXXuivv+0YA4ojJER/u79lri7urauzrUp3f4fX+DiUOVWl1YXNHQwpcpngdadAilbQKojS/tEMtFENoz0EKpVAMAAENqMLVKjZkJmqUpi4VgAWAZSq/FcZ2BoljA0nocwzRaM0EBABjKgmNqDNdZ+uYaTNMMpsFphgEsS1osJMWwLEuSFoKiaIokKZphaIIkGYYhLQTFAMBQehxTa3CT5Y/t+GdZ1mA06g0GlqEsFgsDgPVyKNKCazR6o5mmaIoiaZqhaYqgaAAYox5XY7jRTAAAGNKMYyqN3sQCwFAESdGstWMsQ1gIkn7hA0dRlEaD0/RwBFqYTKbhwSFJklqdjrAFWryv6iMOG8oen3OaMWfxikU/L93qei25GYPkbwkOkUd7J3770edffzPqm68W+xQhJGAZnB++bazDzOMxFQ9OrZl2MLqDePGrrCq/vXPcN05n4hMf/LZl7a9R1WYrHkZ47ZCo97em/7XeZfGOB+dXz/bJktdEHZg91jlZCwCQFwdtG/3Bx1+OGvXVqCUHwmu65lVfg0Ph3Y2fzjqTITMDAChttf/yj1eH1JtfCjNDi7y3zeoFh0iK69R5C68UWBgkduW4ZdtD8iAURZXF7pO++OVKoSDHf9I3m7yLW1AUhVrv7f/8i8NP1N0/rml52eX1n026VM0AdXHAwYn/67uZS0ePGvXV55PWnEkV04M3Wfp8dJhXWFpRw2sTSJvahE1twqZ2UQtf0i6UtQulrR2izso2YUuHuJxTJ5MpLBaCICmaYRiWpSiKICiKpiwWi7WSZhiSIgmCpBmWYRiKogiLhSRpmmVphiZJ0tIHGU0mBFWZTCaCIEja+iyCJGmSJAmSIkmSIAiSpAiCICmKJEiC7GyOJIm+nL9bZrMZ02jUmIYgSIqmCYuFIK3IpZnODlPWhgiSJCmSIAiKYTqvi7CQVOd1EYSFICmStP5DdXabeN4ZgiAMRiOqVBmNpj/Uw/4Jx3GVWk0Qf+zV+KMiCEKvNyhVmF6v70tb7PBEkto0jOrTVhpIIRBDTU0t3MaO6vyEKzvWbDgcXarEpW8FDhmLDkPkkFQiyPFY/u3Xu2OlBgBobWOW5+q/f/L5N985eZcrf3/zZ82qlvizmyZ98ulHM37xfaYwdD4+sjikDbV+VhwygGXw1seX18/yLgeAaI50njP2YLoRAMBQZhxVyKQSScmN7RMnLT6eqmAAeC0O28LXfb7gXCZkAgAwWtG9vZ+tCKo2v/SrXpbv1QsOWUX8vqnzlp0vxAEAREPEznnjvvhm1KhR386bMvrfN4aWyE3m/Is/fT/661Gjxoz6esb0SX8/lNKVjhnQkqLLqz6f6FkHAN320GXeP348lCKRSCTloTsnTpjl8hQGYFBwWNeFQwzDsnOL8ooqahqaq2p5rykcbmNhaZVQJMVxrQbHh7SoMY1MDmMazVA3pMFxBEWtjgxDf1GYHIbV2HBcFKpUwgiCa4f2ncK1uEqNyWFEpVb35fiXPZNs+rOrbzhEJDAGKdSQQqfSSbLCj2xb7nqn1gjDbwMOewh/vOdfX7glQtK2aFeHmV7ZqFLa+PDYvO+m/Bon6fHRpdT517dvWuCSJEbRmvvOs7+f7XK3iQTgbcFhhRkAszT17MxPd4Y1CcTC6mSPjZO/2XKrXq7puZERf3r453k/HXqGAdCH0WE6ZAIAUNpqv2UfrQque3nDYq84pKqur5m3ZH9UYyc9GaNWjSIKVIXknRj32Ub3fBkDAKlVo4gCUUK88C0ff3k4Rd2JQ13zPdcZ43bEKVgAyKaYfSu+mRdq3bTEj927dPbCa5UsGDgOjUakob5rslSlLigur3/BlQYRyVCJXCmWoc9rOidLm5UqNTsAWTvwwn+6/9tVybKsdSsNTdMDaav7jL02bm2IYRi9waDT6/t5ausZX3h1X3kwSZLWydL+tfWHZJ0sHYaGCILAtVoLQfTl4D5+ZG36E+nNOIQQvlDa1NzOh3FYbcYQ3kOPPeu3XE0T6GSykcehCVOaugY6puqr8z5bEljIL7i2/MM5PtaYMHPDza0/fLYrUcUSehSWoQYaQOlHVk2fdrLA+qxKz4VT52661wrASOMQsM3BKz5bfr0eAEArHh/4/JOvRtuN/vbbrz77x1//n3/726ezN3tkoVq863vIC900++e1wTwWgNevHRZdsPvHmiBr8nk059TMb05kYiRtxhSQHH+ORazcf+fcyWeLe/YHfrx/+rx5p3JeOjFTeunHzzdczhP1WGVhpXd+/fxrtySl9ZwMVHpl9Yfj3Sut/UXyvXbMcHDNsgAAAC9i58+zlwdzBwOHmB4p4DyFZS+atFnXDqUKEYRa8yVBCCaRoaKuvIASubLblWbQ9IqbpHUrDT0MfmYsqzcY9P31MyNJ6wIhS1EkTZHEa1cubVtpbHr39EYcihFNa3XZPfeDPimVJZV1GXE3Dm5Z5Rqc36ZSi9+CydJav1/Phsflcbnc2oqAnXbjNgXycK084eSYUZuDKrhcbmWy73rH7xaFt7LaquuLv/ts7i0hYHi3fnUav8w9i8vlchPPrfpu5gbvUg0AI7qVRt7UUFMa4zrpPxxcIktreQKlkTRbTEa9Xq8XFvht/vGzXUk6TW1m+Okd14u4XC63MPy3+dOnHIy2Riu8fmdpied0u41nUyu43Hyv7WMmXcg1MRY4w3nSB9+ezgMAkAaEz+U+u7l/nv2Xm0PK6lqEqBEAQOtLfJd++v3yy0WdLq6sQcFv5nK5XG78ienj5h140KwDgMRETQ1cLpdTErBt9A+bg2qtE88UXn9r3dhPJnnVdvUCLg3aO//HHeFcbtU9t4WOE3eGW4ecA8WhWIXczU5TI72G4SMSGVJfV5uWnpFfweNLld3p13uatPVPhF7VUF1WWdeiNZMAMCjUzikrE0Cqbj4wFm1TI1euNlAMMxg4ZAkj3t7SKIIxmmU1cn5FaRG3TWyhSJNW1dTEU2hMDAsGgENzXn5OhRA2oR2FJRyppD0vo0CqeiWEbDi06d3Tm0eHcrVc2JIbfnLJspWrVi5btGr3seDsFrR3Fg4/DhnuzVVzJ9jZ2dnZ2X+/PqhGQwIAgAlNPjHe3s7Ozs5uzJQFp9NQAABeF713+dydsXwAgIGXcHblmDF2dnZ2YyZsvpDaMcJrhyxd4Tfvp3F2dmPGjB4zxs5u4jTXR6LuR3Wtjy9tX+5RygJW/NRr/Wg7Ozs7O7txTidied2DkdfHHTKi+APTJ9rZ2Y1z2H63yQIAIOHCS+unLg6sBoBFaiJ+tbOzsxszZvToMXZ241a6RNUBAPTlgbtWLTqS0BWUCYiaG3uXfWdnZ2c3Zu6p+Fbr66RIOzZ/ip2dnd3YcVvCarr2xDJYR4yb489Hk3p+DFSce4enjbGzsxsze8fFHEVn7UBxCKuRJwVpqKK3QAuFWizsSE54FODjcfaib3JJo0yJi6XwYOCQlbTUxN0KOHzq9KP8GlTIC/G/ctkruKpR0jWkYmozbs1fMDM0vY5kgVY78E2YlLA2++B2p8t3M3CLpfhpfFCAj4vLmbzaxsrMuF1b10VkNZIsMBqNBoOBJs0aTK1Wq3Fca9ThUEdHO19s0OrkYn6HCDKRtMWgEbW18BpaUa0RAFYlF/Nrc89e8kyubi1Lj7kemSFVI1Gh11PK+cQrJgVtOLTp3VMfXWlEECKQyPliuUCiEEKoGOo96HBk1g5ZlmGYl5MN9F772sdHMAyf7e6M9c9XL030el1vdqVhX/1qdLbIdh/W+efvD+56oV8Y53RX/v7lf3U3XnhooDjEdUgpJ00u62V0KJKhHQJxmxRHJS1BV6/eSiySqPVSaFBGh7TZYEAkdf6+V6NSnyXcCj7kcvJadGqTELYGwBjkTfeiAg+67IrNb7IwQKvVDhiHtBZDI31PXrvzRKEjjGYKkAa/I8ciMmr4QnHwRdfwtBoLDUxms9ls1sLtiQlxMQ/iMjIz8x9HHXLa4RuVzK/nPg71On7e41kVrzTt5glnF7dDp8KSsuRw091Az8snD2/59XhaafXdGx73MquNABQ9CLoZm4ubeu+2DYc2vXvqq0kbhHQZlqKiV7NwhLfSDFg2k7bh12BspWlIg15h0iaUY5jeXJ6dGBQWVdYolaOYcJBGh8CMFadEHD3hnpyRdc3d3S8k8k7A6TNXw8QaAIA+1vdKWMyTAPffQh8VqM2MTjdwHAIAQG6sf1hsmtICAACimmTf62HNsB4AEB905n5eC8kAk9lkNptwWVtCXEzUvZinaUlPwn1OHbwCsaycz8t8cs/j7OWAsOj4GP/YuLTm2qJbD6JCfK9HxBVoGP3tsFsP0p8EXTyXUdzIANCaG+Z39wGq7d0mzoZDm949DXq+QxmCZReUQvI/a75D3JbvcHg1KPkO03o1aRPJUBmM5CTHnTlz4X56MV+mEg/a2iGtRGQiIT82JNjL09/b0+9xYnrRo8CrfqHPCsvbW0qDL5/zvHJx9cIp6w8H8DHCZDQMPDWgAVfd9XQ763enDcEa8uJdXQ/EZJerDQZMJrx2YodPTC6iJUxms8Vi1kiaYiLDb96KSIiPTYjw8fW+oaO1ybcCXI8ePnrwqLfvrSdJt3NzS+SN5WHR0SGBwaE3n3B4dZevXnuQkRzkfi6tmEcD0Jp9KzDyodKGQ5veG/XEYX5JZX1Te21Dy0BKXWNbenZBh0BoMBj0+j9ZEUshBYKOeDf6UaSQDEaQEe9Gf3ouk8thxcv1Or3+ZYL0OjpEebx0SIqCl9YOJQqtVNAY6HHW9ciZwPCY9CKuAFJJZcigjA6bqwtuBV695O6XVtggbCoNC/BwO+WRx2lKfXTnbko+jJm0aumDm95xWdVaC6vVDTxTLttWmXvh0K7dh05nllRcv3hw+/7fAkMjCusby1IfHtu3ze2sZ0UbaiYIo8lIWYyIApbDCrVKVl+cdP/eEwNlKEuJvXLVPSAwLDU5p7gotaq6HhXyHmcVcVu4caEBHmfOn/MIrW5uv3fD/XZKuYFhM2/53HiQj78coQoAsOHQpndRVhxazOaw8KjEtMy8ovLs/JKBlJyC0qSnWfWNzTIYlspkf67CF4qEYsmId6O/PRePeDf613OBqJeeSyDZy2nJe8Gh3oBUc5/HHRaWVPBahTCqkciVUlgllsIt7XxuPa+MU1/XKpHIVVJYJZErIYWa29CiUvd1WPqyGMIg5bcI5UorEJSwVAgpGQBIs9Fg6ryfsjQJAGBZoMG1A49Uw1G5WCgSCoWoUqXGVJBE2NLSKleplZBYLJYIhQKVzmI0mQ3GF0JHWYYymywAAECb5eI2iULDMoCmCJqmAUtbCAoAYNSgAr5YZ6YAADUZMSHRz2QofN3d/UlJ66uCLWiaxnH8dWvcgyez2azrb/TIHxJFUVqd7uWPnU3viXqODrmNbbbJUttk6TBroJOlkKQ9NjpQpdYBq0lbQWllbWOHCGrpEDe3i5o7JHyJQixDRBDSIZQ2t4ua20UtHeJWvqSyul4OIxaLxdyvYiFIiqat9mbd/7EQFoIkuy2+CIIkCIvJZFKq1CaTqX8NdReCpCiapmmaJEmS6uVvgrBocBzTaMy/Mx+zmr119pG0EERnsRBEV+8pmrZ6whnk7eVVXImwNS+rQIqqX/X6GIxGpUptsk7ODnHRarVqjabf71Rf31CLRW8wqNSY3mDoy/G2SPx3T33Od9jXYttKMyJ6f7fSoNLGjJiLiMoAXjBpa3m9SVt1XZPVpE2r1eFa7ZAWTKORyWGNRjPUDeGdJm3KgZxEZzSZzCatVm+xkAa9/lWHWU3aMGzoL0qrRZVKBYJodUP7Tml12m6Ttr4cbzNpe/dkw2FP2XA4/BooDk3qVl7eNUihBwCo1OqCovJaXpsYQjpEsq4CtQuhdqGsR41MIIE53EYEUdE0Q9MMPZQiSFKlxkiSZIa2HZqiKJ1er9XpBnSWrmAahmVfc4iFINQYRhDkgNrqmwwGgwbHmSF++RiGMZstGhw3m819aWswvwQ2vR2y4bCnbDgcfg0UhyqoOfuBp3V0+FKCJ4UQQmSoDtNbUDUuhhChFHkhwZOq/2uHfRfTneBp6GUwGPQGwzA0ZEvwZNO7pz7jEBZCSpnKiOnMmM6sVGskUlhgw+Fbo/cXh1pcVlHySC5Xg98HWsBWk7YGbs3TjNyKer4YVomgLu/BAZu0vSzKiDVUl2dm5rZIlDQAgNQ1NtRAKj3FMJpB8Swl9O3N9R0yFQ0AiUPFBTk1bTKGMTdUl2RlZhYUFTe0SbUGo3G4cGjbWWrTO6a+4RAWwTgMiYoTAk6dOXfy5EXf8LRyESaB3gYcGnjJoe5H3VxdnJ2dDx6JqTZYUxcKUk64OTs7u57xTRT38ix9U/r1Q87Ozq4nb2e2dOeJGFkcmqrvXnS/crcUpqy2n3pB9o1zx92cnZ2dnY+6hxTJAQCAgMvjzrs4OzsfPOz7sADuWs1/Aw6ZtniPk64uLq6n3PN+987QOD/7hnOXXNyOnjrtH5PO40tLoy+dPHzQ2dnZ2dkjukhk6jxenhfmddYjoRbtrNDVPb5+8cghVxdnZxe3Ew/rrBvzzW1Pjh50dnZ2cbt0PUsKAADAoqhKuOTi7OzidiX6maSbDQMOwzejDc2ZvQZaiOVqsViU+ywjLPC6d8jdonoBjGoGKQy/F4nK4i+cPOYXGtMkUbMAtBZEr1m3/G42j2AHxZWGkjYUnj640z++UKuRP4oMu3n7dtD1GE5Te9bTJxG3w0647jx7I0VroSwm05tPNmDZcGjTu6c+4VCmhsSC3Adei8CuGAAAIABJREFU+3fvO3zp8plTl69FvD04hCJWfmA3edUOZ1dXV7djsTUGmtRxHx1ZNcdho6ur645Nsxav9ih8oTckXBF1evHc+StcXV13LZ4994B7Vof1CzBinqVUU8KZI78dWDv+H/+Xo3uZgQYAAB3/8SH7//HdCldXV1fX4x43iuUAKLmJAduWrNjv6uq6YdrYMXMOx7dbo6Rfi0NJ7qlFP4xbvuuA8645X9mtv12M9JgNonF+dphrp9xcNkz/53/9fzPcC2uTnRd++cncX1xdXV1dPe8Xi80AKEtCLl5w+3XOV//26bprVai168Ibi/865qe1vzq7uh48fOpRnZlhjeqKu07zp250dXXdvXbB1Hk7H3SwhKT8wZFFy/e6uu5dNnPysl1RTZ1jmAHnO9TDtdyUl8PwBRKFGEJFYmldQ1NibMTZK37PKtoQFS6UDBUOOwoi3Q7sOeF+uw3VUzpZzB2fbZud7mbxzINj0kYh0o7AM/s8I58phdzDLgejE1Kvnzh281GZWm/Soy2Xju6/n8+zkJTR+PsMzkMhGw5tevfUBxyiUiXSUBhzbsvuSxkKCwAMAAadTvy2TJZC9zZ/c/SJ4nkFranwnPf/jj9WzgAAgCz5zJSP96X3nD+SPTu2eLzdvmQCAACEN9asXrLlntWneuRw2J7u43Hrabrfii9X+JVbjbA1rY8uLZ9wA+p5oLqxvCC9RAUAAKDed9FP09aEtQIAXo/D9hsz/9dE5zQZAAB0RK8a882pPP2r7mLK5Ksrf15zU2KW3ttxYP+RyhceVFdF+Yc8zIrYO2nJAf+KThwK7mz48mRGz6gwszjHY+Hf3azP1RZdW/HByliclHXUleQjAAAAP9mxcvz8a7XWke1AcWixKFvaehkdCqUKgUQBoxp+G+/OreuXvW8XcgUyFBNJhmyy1KDkcsruB/v5+fsHeVyJiE+8fuXIzSclmJnVDUIYPgAAFMQF3IjLUGp1xan3wyNuH9mx9tr9IjMLZNUJZ91DUT1FWsz9TvD0h2TDoU3vnvqAQ5Uc5RfGe2+bscXt8vGDzi77zwdHFQlVKPp24FB2Z/Xfv7SbscRp3aad3oVqAFhDre+K/3LwawIAAGBsC9vz8cwgXo9nKDJPLp07+XARAAAApujU6g3zLxQYARjpyVIAeAFLP13s24lDnSDxkN1fvpi2du26jb9dTRT97li2IXDt8mkbbncAAF6LQyRm58cTjifLTQAASscJXPrRljvtll4T88lzz2xx+NktRwdAc9Svcz7+74mL167duDfoaUuP+Tf62cEfZu7yr7TiEAjDlvzti+/mLFuzbusev1INAIDSNaY6j/9uo3uuyNx0/+iSrQcT+T2ej2WdXzxm+r5HssHBoQIWJSdFoKgGvDQ6FMmUAqGwsoZXkpPhddEj6mmZRKmVDNHaIU0icpmJIJue3XXbt/fQ/sMBgX7rl0zdeDRIoBkckzbA0nGBJy4GRolxBjAGfkPO4V/3Piho1mPSa4cPRGTwSJo1mYw2HPZbNhy+53ozDmVqhbjp2XW3n+fvOBNy60bg5QPbV6zcH5jXpofegvS/AJj4hY/C/X28rl7eP3Ocw7qIGgtracvc6/jJhMXLly9fv3TWzDkzvr9a3uMZtKr69om5342Zs3z58hW/LPz+nwt2n85GABhpHNKGWr+lny7pwiFtlFU8Cgv0uXr19J4V46esci9EexyMl/lunjl3b4zU+tV9DQ5bw9d+vuBcFmQCADDajvAdny2/zunNeouVpJxY/t34M1UUAEArrk69HXTN66rH7nkO47d4ZAu7Jlh1qS4/zNrdjUNDe17cLT9vT4+Le6aPm7wpqs5CAwDgQv+t3/2X3TSHH5eeLLOuzRKy0sgTy5cv+nHi1FWn0uCu++hAcSiTNMVHX1WqDeBlkzYYEwjakh4/CvHz8w0Iz+a0SVFMNEQ4ZOiqnISQ6z7n3X2S88r5HfyWprpQrzPhicVqM63T6Qae77C9Kvfsga2/7D2aXsrl5GdEBnnevJcBay3Kptwr5wMFKjMAA8l3+Mdkw6FN7576kO8QUwjqky7vmbPJLw8HFlLLeXh+26otXpkogvSS2mIEd5bSHdeX/PXb45lqCgCk6m5ogL+/f/CVY1tWjLe/UvbioSYJJzk00N/fPzD08KJvF6879kwJwFuGwx6iqkLWT/5kZYykq0Kae3blqFmuEcKuZaLX4LAtfO1nC85lQiYAAI3zQjZ8uvx6tfnl0aG+NeLYgqmrrgssv3ug0ednu7kbQ+q79s68iMPnMvN8FvyH/cUyXIdVxB509Q67GeLj4bJ1464z0fVmAChNe/FDf/+AoGuXnPeevHqv2mr/M+C1Q4Ogru6WTIYDa9xhcUVDi0COYmIZKpYrJTKE19BQUFRe2yKWKtQSeWdaFimsqm0Y5EALDSKpq6msbuR3/9awGHCCZlkArGFzAzy/GhI21NZU13ClMCLpaK6urFLgFgCABUcgudqaUctgNA5foAU+fIEWw2PSZgu0eM/Vp9GhtDkj+JjTWvcUsVahxWvTgw9t2nQxSYwg6FuFQxZJ2PnJ+BMpcM/7OZx09PtPdyS98rYnCF63aNbm8A4SgJHGIWPk+i/9dMm1CsPv7zGm5tiji79eFWVdR5Tne24d5/iLd6n4+a/Y1+BQ+8Tls29dYkQ6AAClrfBf8uGu+9KXfv8ysvwrW3+YdjTvZY860Z31s5ZtDK7tvEno01x+mLU7oEr5++NISczWTxwvZQgKbm+2/3Fvjg4AAESJv82yH3+ioOeP+5bQ1VMnLvCrYwEYhHyHypayLB9YoQdWk7bCUk5dM18ib+VLWvniVr5UCKEQgkkgRbtA0tIhaeVLWvmSdiFUWdMAwwg5eOp+1xiG7q5hGNpisSjVaovFMrDTU72RhyEpsnMjMkURBIFrtRpcO/BreVNfKJPZrFKrzeYBXlSfpNXpMQ1OUtTQNkNRRqNJjWkMRmNf2rKZtL176stWGgiFq56GHHDaeDVXY1G3J3nvW7z+2P06TC4f+dEhL8b3aZPMOpqq8fvpk+/3p0qfZ6QhZY/cRn8783y1AQBda8oll1/Ppkt6PJttCt8x5YtlZ7Mx6yd7pNcOW4JXfLr8eh0AAOiRwjveJdafxHqu3/ov7dbchRmg4z06scRx7oGg+hcB/7qtNGjcxr9/65aIAgDIIs/JX626C5GEpubmkS3779d3HqNvjdw91W7C6WoKAACUlZlPH8dZVyUJ7tVF48ZtC6nuWv5jst3Gz9kfwjMCAEBDtHdGeycYyzwmfeJwvEgmr/Je9beJftblWiT79Pyv7S7nwrWlyTfTYQAAMJW5z5vksCa8HQAwCHGHanF5/l05rAEAYBiWlVuYW1ReU99cWdPwmsLhNhaWVApFEhzXanCtBseHrqgxDJLDmEYzpK1ocBzDcQWKWu1rh7Z0mbSpsSG/KA2Oo6gSViC4dmjfJlyrVanVclihVKv70pbNmObdU18CLURyTCqoeXRt3+J56zY7LVy5bvuFR218WCV6C7bSqBJcp079Ybyjo6PjpG+mbLxeyDcwQN8YvWfGVEfHyeMnfbfY7WGrBgAAkMKrUz/8nxP9WgFQV0SeWODo6Og4YczUZaeieEqq82wjtrOUrg5ZvXCag/2H//6Xf//XmElzl5+PrSxyX/TR95MdHR0nfz958vqzWR1aQIqfnpv2l7/85f/+5Me5s6Y5Ojo6rj15txoHbwi00Ari3RaNnezg6Dhp9KxfbzdrALBIErd+8z8+OPQMAAAAJcm5uOiDb9bd7lwgNLU/vbJl/FcOjo6Ojj/Yzdh45WGbmgBAnn5u90JHh6//8//4t79+aDfRcXNgQV2Ey7RpEyY6OjpOnjTqp603ykQEoMzt+Udn//fXkx0dHX+0/37sqst5CoOlJct72ejRjo6Ojt9/4zD3YFST0trWgCdLjUhd/fOMFvmFZTUNLSJI0S6EXlP4YjmnlqdAUIqiyP6WbpE9/nj5UQtBqNQYQRD9bug1rXf/TVIUQZJWY8/BbaiXQpJms1mtxiwEOeRtUZRer9fg+EDeqT6+niaTCcM1JpOJIt98XbbR4bunvoXhIxK5oqOFm/4kMfZRYko+p1Gqg2Rwb0cO+2SpSVaWl5GclJSUlJzB6dyfQWLtRanJSUlJyc8KW7tm6UidjFdd2QBbALCgbZXpSUlJScnPOB09GTJio0NW2ZiVnpKcmpGdl52RlpyWWS3WWpCWjJSkpKSkpJScSqEJAAAYvby1KicvL+dZWpJV2ZWtSgK82ZVG05CXnpyUlJpVa43SYC3qDm45R2S9WMaAtFQX1Uif7/80Qk1laclJSUlJKVm1ks51G6OUU5SRlPw0MzcnKyM1OSmPBxNaWXleuvXAzBqk+waBt2elJSUlJSWn5lYIDQAAQOvlTfmpSUlJSSkZla1o9y/rga8dKrj1z9P/FhZX8FoEcgSzrhFaC4RoYFTTvXDYuXY4bCZtDKPBcWZY7p4Go9EwLGuHNE1r3r21Q1uCp/dbfTZpQ8QwpsD0CKZXKDXSV7BwZNcOB66Rniztv95fkzaDQcGtS305DL/HJ1LVwRc2NPPbxQoR1Dm/P/CdpTRhlIvb65taUa0RAEou7mgWQKauBUSaNEEifmNjC4qbKJrVDIpnKctqMLVGZ2QAAJSO39YikKtpljXhcGtrG6anWNa2s3RAsu0sfc/VE4e1vFYprLJaHPe7SGGVDYfDLxsOe8UhLFbgiBy6G3jh4FmfEp4MUWKD5UrTWPz40snfLt963AxDHeXZYQF+J05dik+vsJoEtuZHnzl56tr1yDqBiqQBjg8ch5SYm3fCZad/bL6BJkoTov38fc9euFZa01ic/MDP68KlkHsy3GIxm4dtZ6kNhza9Y+qJw+r6ZhGECCTwQIoIQrLySySQjP0TSgYrMI1mpHvRH8EKRI1hI92L/kiBoEqVqteHXv64/iEcwgIpqlBpKkuy3c+4uZ25VlQrHESTtsr024f27QxJKNOY8JyoiLCwyIjgwPtxOWoTAABwk/z2HzgYfPcpqjWxLIsNgoU3jSnEwRdcvO+kqg34/au+0XGPQr180osaYBnSwUk5eOQMV66lKGJ4JkttOLTp3VNn5m6zOSw8KiE5PSuvOCO7YCDlWU5hYlpmXUOjFIJEEumfq3QIhHyhaMS7Yeu5SCIViiUv35f+AA4FEhhS4k2c4jtRsffuRwUE38qpbFcMHg4NKll1Sfq1S5fDop9ySvN9T+3btv9ISmmLNR7CjEkL87KuXzjtdztFpSf0Bt2gmLQ9i/IJup+mMlM1yXcP79/ucsabK1EjHZVBHseOX7rJx0wWwmIbHfZbNhy+5+o5Oiyvrm8XQi0d4oGUdiH0LLdIJJGSJEn82YpUJlep1SPejX4UmRxWqlQj3o1+FDmsQFBlrw+9PEB8NQ5lL+MQVWjw4ox494tXzp89/suOPaEPCyQoLpWhA8chTVpMeq1ep8mKvu1x+vTpi34ZecXpkd6Xr93iNIs0mMZgMhn02tqEa0dPBokQnck0CCZtNEWm3Lp8/UE2AjcFePsWFlXe9Tx+7d5TEawWdzRcPnjscZWYoCmj0TAMm3ZsOLTp3dPv1g4hhbrnjrx+FEihzsovgeTwSF9ZfySDFbj25Tj0P4FgBfInXfVUIKga6+sGzz+AQ6FUIZIh7XwRr4WfnRxzyd0npYAnQzWDY9JmVhem3ffxPHfBwycps+DxvXAfb8+z507HJGY+uHczOiEtI+He7VD/U2fOP86tNpGMVqsdFJO2EzvXbNh15Fle0W1/T/8Av7Nnzyc+K3xy/25ogNfJU741Ig1B2iZL+y8bDt9z9XlnaV+LbWfpiOi930rTA4cNzXyZQt2V9V4lV2rFUqixRcCXIBIZ2lWvHFigBYshkqrSosYOqYUFjEndUs+paujQW2hcjag0OKaQ1HIquW0QQQOWZTQazcADLVRSfn1NDaeKI0G0Ro28obaqgS8nKFopbuFUVYkRHcMCo2GYTNpomsY0mncw0EKrtQVavLey4bCnbDgcfg0mDlUqdUFxObexTSxD+WJ5dxFIEbEMFUrg7hqhVMHhNiKoiu6nGIZhaJpmGJZhGZZlGIamGYZhWYZlGbbrUZZlGYYgSTWGkSTZ37Z6ttrZEsuy3a0zDE3TtLVGp9drdbqBN/RGWSwWNYYRxCBc1BtlMBhwrXYYGjJbLBocN5nNfTm4171eNv2p1ccwfLFcLVficrSzwEoNBCutmeNsOHwb9P7i0GhEGnhPIQgFAGAYlp1bmFtYXl3X9HqTtqpaXkFJpUAk0WhwjUaD/fHy3BpNo8E0Xd5dGo31hD0fVakxSA6rMax/Db3cogbXaDTPz99diWk0CgSBEWQgrfSpJxqNSq2WyWGVGhvqtjCNBkFRWKHoeqmH8KKUarVMoVCqVH15p2ibSds7pzfjEELEEqi5oSY7rzgnvzgnvzi3sKyguLaqrqNNhr7s0zbsOKR1sLC5rraaw+FwqmtFmNXQGJgV9TUcDqe6oVX++wwNAADAGpGOWg6HU10vRJ8nDx9hHOKippZWsdqai5A2KwWcbtVwG3htAjHOANao5NdyOBxOTYNQ0b1p4k04NMma66s5nOr6ZvXLM0EspVM0V3M4nJpGobzTmYbUq8TNDdxqDofD4TQKUQMDADCpofaGuhprZTtsIAEAtFbOb7LWVddwxRra2iWTvK6Gw+FU1zR2KJ8vxdAaMa+hA9L0SKgxCKPD2trk7snS/MLS6voWgQRuE0g7C99q2y19XiOQdohkVTUNsAKlKIqmhlYWC6FUqQmCoOmhbYokSavZ5pC2QlEUTdNms1mlVlssxFC3RVGUTqe3eoQOaSs0TZtMJjWGGU2mvrRlGx2+e+pLRgu5qDX/7tllK1atWu20es0GpxXzHSfM3XImgavBJSOPQ/jBL99+/q8vv7W3t7f/YfL5dA3JUrggx2vDR6Ps7e2/HT9ho2+Z0tzzGawZa045t+Wnz+3t7Ud/M+eXgGxFZw6JEcMhoxHVlD9xX/HFP/46x4djZAEAeuHjY/adGvvd6C8/+Ot/jtsSp8Srb/868zN7e3v7r76YvtkvW2W9tNfi0IxkX1zw9ejRdvZjvvx4fXCj4oXkv7QRKru+xWG0vb3dl/bT1/qU4RQAoDX+yMKP/vbJt/b29vb2K0/HNRgBYPIuzBv3zw+/GmNvb29vvze8AWUAkEdu+OLTD78abW9v/93Eae7ZegbQpKzi6voPv7a3tx/99XeTdtxo1ANgVgkaM6KOL/3Hf9ot8SunupsfKA6l0o4HD0JUKi0AQKVWFxZXNLQ8XzsUQSiEaBQqHYxi3QuH1rXDmvpmpWrw8h2+WjTNYIPiSvNmscPpSqPRDJ9Jm20rjU3DoD+4dojIVNr6p7f2b117PL5JifZy8LDjELq36cv9EfXPtw8wupawjR+M2hwtAgCoOdf3jLY/W9JzXgMr9Vrn+JXT9SYAgC7v9LwViw4lIwCAkcMhQ5QHLF+wwzPszPxPl/u9nO+Q1VfHbP/5+19Sq2uCj22ecaUaAADED3avWrTYuxoA8Hoc4sm7PvlqiXeJnqLx9FNjv5jhbQVupwwdtWnBl7J0ANBNcb+utl8Y1AwAqA//Zfe2vekvvBiWjCMTd1y43/ZC1wQR6z5zienoMQQn5dWhWz7enqAGAJhbHp78+fNtyQSQZHvvX77j8NmD2+bPulw8eDhEUfGzjEgE0YDeTNpEENIhENfVN9by2jvECvHgmbRRFqNCKmrlizCDBQBKAYnaRJCJ7H7raAQSt3WI9BaaYRhsEMLwAaAsKlShtpq0AUAYMBhVkRRj0KBCAV8AIQTNGI1Gm0lbv2XD4XuuvuIQQsQyVKzQK8TV99z3bN4fUijRQdDbsHYI3XH657xdvvdTM7LyG9QAABovuTLvgzkhfAAAADpe2K5PV0WKejxDkuK2bMa0s5UAAAAs2Uc2b1txrYoCYMQnS811Act6S/9Ly9M91/4016uR0pZdO7xkslsGRLJMU+TeDXv3xbYAAF6LQ0Pab198uTdSoAMA0Jpy30WfHIiHe//CCx8dmOPws2cNAIAXvm31tOnHo9IzMouaYet8sjndbdy8lfsDE9KfZVdJrXWs4ObyD+YfCIpNzcgubNQAAIBZUXjD6WunYI6KAvqqu4c2zzqf3/WiilNPrpsz60rJ4OHQaEZ5LenWtcMXcCiBxbAGkvDjI4LOX/SIeJLH65BDsHKwcNhannrllNv5kLhGGSytLQoPuX72kldqQa2JBAAApKE41D/Q/fz52DSO3kzpdAMPtKCV7Ryvc4dvPCnU0QAAU2r4uQNnrgphZeqty2cue99JLdGTlMVssoXh91s2HL7n+iOjQwRS6xpywl03LTsc26ZW9n7ksOMQy/X+Zem0qVMcJ4398IftN7gqQKue+UwZNf9o9MP4+Ce3PXatGPu9Z0WPZ5hbHv62ZeLMPaHx8fHxcRdWjl3kdCJLBcBI45A1cv2W9oJDY3P8/hkfLouSAAAYpCxw/fgZiw4cPbpu9fbTeUjnMa/BYXv4us/mncuETAAACq+/vubT5UE15p7TpYwJbS6Mj7/v4bJ05szfksUAACArDj+8aPpPUxwnj/7ip7XeGZABALIu+uTmWT9NcXSc8Ok3S08kNukJANBM902Lfpri6Ogw9uMfd9+uV7MsILDcq4un2s939T64esGKG7znjQmTT6wdXBxqDIqiuhS4lzB8WIJqpcLGm97nTl8MSCtp4kOoRI4KJYODw/K0sN+cd4cmVuJGPPfenZCgW8G+3nfvZ6mMLACgPCbC2zcsItgzOCwFxc2GQXClISUtNZfdfrkY+khFAlxc4X5y29pdR1ql0tsXdp/zvZXHFVEsazTaLLz7LxsO33P9ARxCGhhpS7pxcNPaUwlNRpn8rQu0gNNcfvjPuf4NRhaYSwOWzJ42bdq0edMn/TRv9tgrZS8cSYlzg/fPmj5t2rTpTrPt/r5o76lMBICRxiFtqO0Fh4yBE7tn5pi1T6QAAGBCWjhRnke3zpz545KNx24V82DrLOVrcNgWvvbzBZ04ZLSCu7s+Wx5Ube55byYVnEi3adOmzViw5hfPx+UN8Aubj+TJ+8eNXeSWIO2xB4euu/bzf09wecDT98Cq+PGe7/73wtB2I0UpO9Ji/Q/Onjl19tzNlxJKWrGuwwSDjkOdQcGpS5G/HIYvgYUyFJIrKooL790K8fAKSivhSVBcPEijQ42sLTXu9sUzl+89yuUU5/iedtn726n0CutgHUi5BV5nDu096PYkv85MMVqtdlCW2fJjA24+ypbD4siQ0JjYcHd39waxorksPfJ2yLnTnuVtCEESBqNtdNhP2XD4nqvvOJSqNO3lD89v37AvlCNS9577d4QDLQzprh9/6RIr67lxBiu5NOcfc262v+o5WPyen+csulJpAOCtxCEhy7qydMIcz1oCAGCUPL64ZPZ0txIKAHPttdVj7JaezsUAeC0O5dG/fDzpRBJkAABQOk7Akn+uC2vpbbctAFRD8OrJdnOuNb5Qiz7cNnXJ8quVL9z5eJ4Tvt54PlfRo4pRJ+776NvjqVB91un538wJbwcAGIq9ln47elFQU+d7Mvg4NBoU9XXJvbvSQEgbX8yH9UpFe6D7+eAHOSLUYJ3iHyAOWdKsw3GSoYviIs6fOOXuHfw4MeWO38Ur16M4TQJUhSTeCb4Rnfjwlvdpj2CRUmcyDoJJG2DphOCzAQ/S6osTL50673356NIlC6/H5WAGM2VUeTrvikhvJmjaZDLaTNr6JxsO33P1ee0QgxVtKUEH1i09HNtqksveljB8uLZEpO+8z6hSdo79xCmcp31+N6C5t5dP/mr1QzEAhKqtID0lr/0F2hnLvZeN+nlTGM96tx7puEPhzdWfr7rR/LyCNdXe2znlHwvvywAAACiyz6yc9v3hEuuDvKAVU6csv9UEwGtxyPICpvzHtCtVJgAAED3cMm7CVY6RMMPVWU/SGpQAmBTS5kqB9TWUP9y3YOL0q7lyIb+1tROZ+KPdkyY4Xcxv5XMFcBc+Gi7N+mLm6Scd/IZSSVfSYFn8Frsvf4nnCXMuzPvbnAhrl4m66+vtPt6f2nk30+Rf3LJgnj/vefcGikOzSdHSlAr1ZuEtRTSNtZUxMdHBIaHXrt/OqW6FEI1YOggW3qwZK895EhER7OMfmJCUHhkaFHLzdqDP5TsPEmPv30nOK066E+oVHHk74JJn0H0pZjQY9APGIStt4lxy2bLj4Im0Ak5VVWlafLCz66H7cU9iYiKjwq9f8QnhSbQEYTEYbJOl/ZQNh++5+hiGL1WqGguj3BbMW3suvRFTi1+9+3SYcdgSuMlpr/NpLy8vT/f18yasvpIkMrMWecV9X28vr6unDi2ZNXVXFNcMAEDyL0/8z/9zrHcjAAZh2ZNALy8vr7NbF05fsfNmRddNceQCLcT5Yde9Lx2Y8+Ff/jV7z0XfoCd1GADAKEx0G/OvbzcnWtECKGmup/OkCYuOeHl5ebmtmDl+1eG4JgMAbwi0aE/cN3PRyuOXvbzOrV0waVNsI8taJI83fPKX/+mcDQBel+m9bP6vXl5eXie2LRg/e9fdho6mhKu75m295OXl5XVi07wZ61weNVvg1HN7dm10verl5eW1d+mkea5BFQqiNXjj6v2Hznl5eXlcXDt34jqfZ0rSqMwJnjv6xy0eXl5eF53XTpqy9EwOxGIdRfe9vI5scPj8g/+avsvj2r20OgSAgeMQweRPCxNRhQoAoFKpC0sqeC0COYKJIESqwMRCYX7Os5j4lJI6PoRqpHKl1VpXCqtqGwZi0kaLW6sTYqMyS6oNLKC10rz0x/FPCzEjCfF5PIGCNKhKs9IeJjyVqM0AABzHB2zSxop5nPTEJ/Hxj7l8pbUPMIJSRrw0Ny0h4TFPggFcg+QUAAAgAElEQVQAjMbhM2nT4MMUaGEeTpM2nc5m0vbeqm84RKUIVFP00O9C0MNKWC5HXhOMMdyTpbKccwe3rXVyclqzdtuVbOttwtCWdGbjWienNWt3Ho5s7Pz9qhfkh145G1SsBgDnPvbZ7uTk5LR2u0cMt8fPzpHCIUvz7u/fsWHN+i07du3YsmHN5p3e2TAAABekBbicjWvqMbWJ8Z5c2bzOycnJad0Oj5jaLgK+IQzfUhvism2Nk9PGXdfKtAAAQGO8OJ/jl1LaAQAEUn3/6HonJyentZtPBWfDAABKknPnzIY1Tk5OTmt/9U1pMQEAAF4TdunAujVOTk5O6w/H8Kyvm/jZif1b1zo5Oa1Zt9O7oLMHtIkbtWPDGicnpzXrnc89agcA0HJO7Bknp3Ubt23fuXPrhjWbTgbniFgwcBzWCSXHw2OMGgwAoFKp84vKa3mtIgjpEMnahdIOiUKm1Ck1eplCyRfJ2oVQh0jWIZLxxXIOl6dAlFT/wvB7OJKwzHMmsGznn8xz9rEEQagxjCAGGLH+wjiMpmmKZgAAPSlLUqRWp8O1uoE11Je+0GarSduwhOEb9HqNVksNcRg+RdMmsxnT4CazuS9t2cLw3z31dbJUohDDOILrYRgRvC4w0WbSNjJ6f03apKjsQXq8ClWDTpO2orziSi6vlcNttJaqWl5VLa+q67/dpbC0SiiWaHVarVaLD2XBNBo5rNDg+JC2gmu1GlyLoEoEVQ51Q1qdznpRmGbILwrXalGlSoGiWp1uqC9KjWGwAlGpsb60ZTNpe/dks/DuKRsOh1+DsHbY2mPtMK+gpKKG1y6QNrUJexRBY2vP/wqb20XlnDqZXGG2mE3moZXRaESVKqNpqNsxm0xmTINjGs1QN2Q2mw0GA6pUGY1DflFmsxnHtSoMM1ssQ9uMxaLX61VqtU6vN/ehqUHJ52zTW6WeOKxrapejGimsGkiRo5rsglIZrHhz22+f5ApkeNbsB10KBMW1f0qQI6hy4PkOk2Uy69qhqrCkorFNBKMaiVwpkSslclQCq2CVXqnRyxWqrkolpFBzea0q9XD8gmBZVoNrh2duzWgyDU+gBU3TOK5lmOG4KLPZPDxrhxRF6fR6iqLefKhN76KsOLSYzWHhUWmZeSUVNUVlnIGU4vLqlIycxpY2VKlUIOifqwhEYgkEjXg3+lGEYolE+mftuVgi7e0h5OX70htw+JJJGyyAUAhRt7V1cGobmwUy0eCZtAGGxpWwQCjWGAgAAK5SINgLv6R0KoUMwaxHqgfFpA0AkiIsBAUAoCwmGBKJZAjJAJbQQVJITzAAAL1BbwvD77dsO0vfc3WPDsPCo57lFlXWNJRVcQdSKqrrU5/ltrR1qDFMpVb/uYpQLIHk8hHvRj+KSCKFZH/KnoslUikke7leqVIPEIewUIpACnVDTVVMdFTE/cSyer4Y7gyYHTgOBdy8WwHegTFpLSJxR13BrVB/T7+7FY1SCgAAWAmvNDgw0N39en6diKRZrXbgmzApWXOln8fZexkcEwDFibeDQsPuZ5TiGqT0adx1f2/fkBix2mghzHq9LQy/n7Lh8D2XbbK0p2yTpcOvwZws/V3coViBQ+L2yOu+J85diUotaOTLIVgpGCQcliYF7dq81juuXIu2hXpdDLqXkHAjOOhGIqyjATDfuHTiYnhSeswtn2sPZGqjcRDiDilYUHfp4NaLYckYRYef37bv8NnHJW2kBW9tbKgsKz2+0yW+XETSlNFosIXh9082HL7nsm2l6SnbVprhl2Lg+Q5fhUOZ2tBWXeh+5py7f1Bg2M3E7BqJApfIBgeHShEv/Umkr29wSmruw/t3g4KD3A//eurSDaGKAYDOjw+/7BMScNnN7fAVAYKbTIPgSsMCkB7pdT0yETGx7VWZcfdve3sGFfNkAACjhHPu2LmidpSkCIPNwru/suHwPZcNhz1lw+HwawhxKFcbmsuzPTwCMirrYiMCvMMSWmRaOYwIBoxDmiQBywJAP7vtc+pMIFeAiTpafI67nPO9x0f1FgtJW3QdLU3RHoddTweL1QaTaeCjQwAAyIm5djM+U2UCAADSrPU7tDc4gYNK2+/d9E6ubCJZYLPwHohsOHzP9YcyWnQnT7Xh8G3T+4xDuPe1QwkshnFI3P7gzi0fLx93T/+4TI5YgUsHxbPUhJVnJYSFXLty+fKdxDxuPe9xRMDF89cK6yRpjyPvPy3gt/AykqIvnr74OLfRRDJa7cATPLGC2uKTO1Zu2HciLT0zIS7yzs2g85evldTXXT28bdGaX0LuPeS0wwaj2TY67LdsOHzP1WccImIYk6MaGaqRI5j01cY0NhyOiGw47HVnKQIh6ubG+sRHCcnZFW0SpVSODs7OUoYUt3HTkh7lltdgJkIhas1MSqiobyNZIGpvaBJCCnF7fvbT/KpmA8Gy7KCk/2Wh1rqs1KSk1PSGxuaqsrynKUm1HRBB6UpynyanPs3Kym4UKw0mGw77LxsO33P1CYcytULcVnj/8tq169c5rd586MrdIrlC0TsRRwSH6qyLy+c4ODg4TJm+536LGQBgbrm/+6dJDg4OM1b8EvdSOgtFVfTxRVMdJzk4ODg4OJ24W92JwJHFoTjht/kL5rvGtlk6052ry29sneTg4OAwad7mg6nSruOw2vCD06ZuPp/S9vwG+wYcKp+dWjrbwcFh0qyFQZUvOTIyKu59t8kODg4Ok37adDS2uWsnhizPZ+fUn/YEFEqfH0vV3N6zYtqSS6mCzvsTmnFp/XzHSZMcHBwmTZvnnWdgAACkMvPSlEkODg6TFm/xKevy+AZ4U9yZRQ4ODg4OP22/kNDGAjC4OFSp1YXFFQ0tfJlC3TmVIUMhhRpSqGUIBsHK7vkNiVxZU9+sVA0g0AKAbl8SlqEp6kXasUw3KmiawTT4wAMtGMZ6QmsAI/viVlWWoiiaZvSG4Zss1WiGybPUZDINKw5JGw7fU/UBhyikktXk3D238cCl2NzMtGivo7t/cbmZJ8Kh3vJaDD8O0ayLi1bucY9OzMzMzMquFGppE5J+bvKY6XvC05/GBuyY9uV89/wXty62xLmsn/Lj4cjMzMzMZ0VcvrqTECOFQ4aoCFy5cL3LIaex/zHbs0zPAACM4pLb29ecjEpPT48P3DttjMPWJzAA/GT3fYvXbNow+yfHOV7lfcMhWxO6+HuH1VfiU9IeHpv3mYPrg/ae+Z0IUfHtw5PWnH6ckZERdW7zkkXrb7cCwLtz5NeVWzat+NFhzsY7nQkoZEm/rd+0w2XT1H9N2HatArWeXHBz+QcLnEMepmdmZmbnNikoxiBNOjt94sJ9EenpT6O8t65y3HKfDwBQ1Uac3vjzbp/UzMzMzKzyBon1BjeYOMQ0WHZuUV5RRU19c6c3Wy2vqraxuq65uq6xRw2Pw20sLKkUiiQ4juM4rulP0Wp1elyr1eC4RqvT6vQ4rrXWW0t3jRrDZHJYjWn61crzgmt1Wq1Oq7X6h3W3qO2s1+k1uNYasznAhvpSVGpMBg/CRfWlIEolrEC6Xt6hvSi5AlGq1H052OZK8+7pzTiEVLCiLTvi8nYn3zwta6bgvDsX964997hDL3srcNgQNHPer34lquc1Zmn8wc//e3O0EgAAdJzQ7T/94F3zwnOaY132rt+QoPz9uUbMwpvB+BVltS2lAcs/X3bNmu+QNmJQi8D6Q19X6rV14miXbAMwwK3cKl5+5OGNCxf4VPYJh3SFx/f/e8mVKjUAACgy3KZ+diRd0yOgT1Vx4+ii76/wAACAqQ46tGbi0XwKaMW82prWLP8tK1ZuuduZ/9AMN1TVtLTFO/84f69/Nw4j1n3mcr/9eY5JAsk5P+tvs6+1AQAAkDx1X/bFvmyW5id77fhx+23h78emgzxZmldYWlHDa/u9SdvvS0uHuIJTJ5crLEMvo8mEKlUmk9lqeTF0MpstVpO2IW3FYrEQBGEwGpUqldFkHuq2LBYLjmvVGEYQ5JC2QhCEwWBQqdV6g6Ev75QNh++e+jA6RKQKdWNp2oWNS3ZdiEkpij63d7f7gwYRrOw1A/Bw41CZsP3LubNnfjfhR3t7u+8czmdq9Zoqn6UfLQqyprLQtcWfmPfN3seqnk8Spl9c+el/fPyNvb3dhC0XE/ld9SO8dkjV+7+U/hcAABjJs1MbRk31rOmqFyUcXPnzAt++4VAcufmT6afT5WYAAKXl+C/9eM0Nnvl5aBql5aW4OX65yPlBAeeW2+pF5xOg7sA13o3185duiXwhHbAl3fWHmbv9K604BJLIjV98+uFX39rZj5uw9U4zAVg9L2jbR2PP5JkIgrC0Z1/Y/OWcOx26qtDDk//XuLmrvre3t7Ob86tXHmJ9/hCsHfacLIVQsVwpkSulsEoiR383WTogV5o+i6bpwVg77INYdjgnS21rhza9Y+rb2qFSolBVp0ed3OjoOG/N9lP3KmSaXoeGI4DDKq8JH0/ZFpRaxa2pevib45ffnX3YnOGx9Mu1oS0WFgBgEeZ7bf1me+wL/aGMmLS1qb62pibh3Iqx0zf6FGpYAEYah7Sh1q83HKq5ES4/j98RLekeWLU9PLiqzzhsC1/3+YJzmZAJAMBoRVF7PlsRVG1+Yd3JDOWF7p3y3x99Mm6e231Jj5nU2pD1C36PQ12qyw+znuOQ0sLClnpubXVp9MHZoyecytSxFNpwbfU/Phk9ZsyYH8d+9f2s5TPvlEGpRxb984c90XU1NTWp7uvHTZx/PAcFYGi30kCIEFIIpLBAAovlSokc7f4FNwgmbSxLkaTFQtAMCwAgCYvVPq1bFGExW0gWAIYZJByyLE1RNMMCwJIkYTabCYKgaIZlGcJiISmaBazOhsMByIbD91x9wKESQqXlmaGntruFZrZVZD32dtmw5UjIs463Y+2w9LL9h2s9ORgAAND1fos+WnI5LeXS0i9WhTQRAACga318YsHXO+ORVzwffbhrys9zTxdoAXgrcUiI8y+u/Xry3khJj1nGP4RD/p0Nn845mwGZAAAUXuO/4uMVQdzno0OW6Mjzcpm9Nqy8taX00VmnqTO3BVR2EbEPOHwuUha5+YMvjqRqKAAIdXtLY2NTU2P2HZflY2ZHVggTnJd/Nf+GCAAAQHv0rwtnLvTjDEa+w1fhUCCBJTAm4rclxEX7BwZdcfe8cf9pk0QJKZSDgkNJQ1GI57lzgVFcgVQpqA4PveYRENXAR1kWAMDiQu7N6/4X3YPL2xU0y+L4wLfSsFoJ71bg1bi8ejNpykqM9Pb0vHTudFBUUklOclBQgP/NOKnaYCHMw5P+14ZDm949vRGHIlgjba28c3bTsgORtRraYMLKYi/8snqL5zM5gqAjj0Ppg41fzTr2hE8BAMh67yWfr/LJ5Ibv/+KbQxlmAADQ1t91mzPOo4JhacJo0BtJlqXIHh94Xsj6uYs2hDYwAIw0DgHVeH35Z8sCqrvAx5hFpT6/fD/jQJTA8sKBoie/Oc1fFMB9XvMaHFpyTo/6aHNYqx4AANQFl37+4nCqimQps0Gnt9AAb4xwnfnt+rvWhdS2+3vmTprhUdE5zmm8uXHR8l/uv7A1l3h2aPycfUFcLQAAUGZj9w3RUOO76OOffcu1Pe77yoIL67929G0hVIVXt0+ffCSfBACAlui9i+YuDageShwKpQoRhIrE0rrGNm5N5bUr530iEttkGjmMDjwMHwBQlhJ62NU5Kq/NoGoP9Xa/+TA1MfxW6O1UWA8AMN2+esbj3tNncXeuBcbDmMloHHgYPimoLz29f9OlW4lKE4OrYImwJejCb2d9/P1O+6RkZfmfufisQkRQpHFYMlrYcGjTu6c3jw7lGCxoSPY6tHizV1KroIVXGuP1q9P6I5GVOhh+C0aHrPTBjrFzXMOr2iFR7IFR3yz15SgxceyBUfaH4sQQ1JB+fuvYGZ5cGuCcm+umfr8mFibqM+5cPfawFYIgiBd/ZN6USfsjm6zf6pHDoQWH5ZK29NMzPph+MqlVAmMGQteesPuHDz5deC67RaJA5JAcUZtI2qxFIagweNvcyVNOpkhkqMZIAfD6naXm3NM/jPrFt5QPQQ23Doz5/shTHW1Bco7N/drBswpQ4syzm76ceiFfBkFQfeyJuZOnbIsVMoQeU0BQ+qWFU2Ys882B5CodwdJmDJVDLRFbvp649kxqHYTgpvJr+/xSCpogCBK1ROwdM3qFT7WOZv7/9s4zOqor2/OetWZNr3kz671587qnvdoNBtNAGYyhsY0JxsYGDCJnkG2iTc4gQAZEpkA5IqFSQllCIJQQklAEZVQSyrlUOdeturHivXs+lABhaCMrYuv+1/4At0q1z60qnZ9O2P9jwtRSqVQq4mdeWDtu1v4kJQOMrNBjx/xZR1Kk0q4HF9bMmfq9X7UFYJDrDpUCsUKFWVr4+Z6evlmlLUot2iVWDMjoUNZcEeZz8eRZt/vZj5MiQz18fa+e2OPC5Yn1AAA50YEurv7eV445nXLtUqMDYdLG0DbbgwhXv6gUBQEAQKurr1y4VNXSWRAdcPTgHhfXYIGGNJtM7Oiwz2JxOMLVm7VDsVLfyi/wObjIYcWalUsXrdh61Cu9Xap4fcH+0BdaWIXxe+ZOnzCRM3HC+P1xXRgDAEZ5/vVlEzgczoRPv9of12lhABB+yPfzPt0QK2XMTbHOiz+YyOFwOBMmr3SKqqKs3VOHw7az1FbusWDWlInjx47626ix/5j4yVcnEmrbE4+M+uuf331/4kcfTeJwOJyZ647nNCoKvDdwOBPGvT9q1Kix4znTv7+Q3gHwhrpD2tgYtv2zqRM5nMlTNvhWoDYAsyzX2WHSnOslAIxZWOy6fsw/OBwOZ8LEbxy9CkkrQ1ZHnl7K4YwfO3rUqNEfjOfM3BvEJ+R5p7+fzZk47v33/v7+2PETOSuuPxRkeS6ZO2UCh8OZ+OHkNe6lGjMDtO7JjfWTP+RwOOM/m3ckvsNeRsnQssdBu6aP43Amjpu54URKl8X+pg8uDoUynVotux3m7xua3CjWy1UagXhAyvBtZiNFUXheZMCFC4G1nUpRW+XVo7tcPKLaFChBGS0mQ2N1efCFw4fO+Im0uHEgPEsB4H74NZ/IFDnBAG3JiXB1C8lQyptjbgYkxsVxz529W9JuNFvZ0WGfxeJwhKt3rjQqoVTZKRA0NHfUN3c0tks6JWqR9O3YSgMAwJgJVI8giAHrsb5mIw0IgiAo3j3PyNAWE0UZrQwAYzXZH0QQA2npYf8/fKNDK2XQI4gexXAM1SN6A2Gy2swUhhM4ZtDbm6pHCYuNtlAYgugNWPcTMdJsA3izKw1jxAwIguhRqrtTZmxmI0mZn1WKG1E9giCI3kCYbAAAjNVEoAiiRzEMwwx6RI8brQxtITE9ghgwHMdQPYKglIWhrQRm6G7f89e2GrFnTX6pZ7GZcT2CIHrc+OKDGkwcihUyHd5QkcO9eO1uQb1Cj4skigHZSkOTOn5xdkbmvQDP64Ex91sEstrHya6X3B6UtWRl3E7KKZXKZA01Rd6XL0dn8Akzg2Fo/yvWNeJWV6dtO4+dL2vXWtR15w445dSKjPKnLqdcklLSrp8+Evuw3mS1UhTJnmjRN7E4HOH6DSZt8u4jnMRyzb9i4TDhcMDEmrQNvQYEh6k9cVjf3ClT2Qst1FKNrq6mKjuvrLFLJVNpexZa1NS1aLS9PVnqFVlaqgtDbngl3C/UGEHSWBkZ6Jtd2mAGaOSXVDS2i5qrk2LD7+RVkmYaABC9gWb6O1naXlUUHRwYcCO4pEGEKjpKivkYYQaAxrLMiPCw21kluNlqMlFDNlk6pK40+FDg0GKxoChqtrzi28RqZKgnDp82tkmVOpFM3Z+QKnW5RaVSuWK476wvkitVBhQd7lb0RXYrkuFuRV/U//MOX+BQq9UVPS6vbeqQKp+vHcpFcq1coxfJlJ1ixfO/2kQydXVtk1qjpfsqhmFommEYAIZ5dgWYZ+p5xWq1InqD1Wrtc64eSZ+nYwDA3gYAYGiGYYCmaYzAUQzvf6I3ymw26/UGq9U2BLnso8MhSGQymQwoajSZevPkgfsVYPW2qCcOiyuqm9q66ps7+hNNbV1ZeY86hSLKaKR+bxJLZWqNZrhb0RdJZXKVWj3creiLpHKFQqV69TpJUa/2OW8cHSK5BY8flfHrmtqr65rtUVPfYo/nV+wXi8uqRGIphuMYjmPYbw+cwAkSx4lf/BvHCRwnMJzA8e4rBgOqUKoMKNaXLK9mtCeyZ3m5JSiKqTVatUbb30RvChwn9AZUoVLpDehg58IwXKPVqdWaF/c7aDeF6A1KtVqH6HuTiyXiH092HJqMxuCwqOT0rNzCkpz8x/2JhwXFqZkPaxuapDKZSCL9fUWHoEsgFA17M/oQnb/flncJBV3C1zwklry6iPPmydK8wuKSyqdNbYK6pvbnUdvY1vO/dU3t9c0dpRXVEqmcIEmCJLsxMziBYbhSpX4Bs8FLhBNaHaLV6gY7EUFSqP2mMHywc+EEqUP0ao2WIKnBvikDiqk1Gr0B7U0uFod/PPUcHdY0tEoUL5ZX+hYShfZhYYmUXTscWo3ctUOKVDQ2pEm7J0u1j0oqGtqECrVeLNeI5RqRXCNRIkodptToJXKN3bBNLNdIlbqn9a1a3VC8ZTRN6w1ov9cOeyOGpKihOeDJZrUaDKh9qnawZTQasSGx2rFYLBiOW9i1w5Gq33L8b6+C3UozLBq5OEQwxaMnqQrF63eWCmUasVzd3inukKjEck2XeGB2lnaLtiAapR43AoCZwlHC2PNBEkfVai1htFhtA3LeIQAAw9Ddu1dsJkSno56dKmWzWW0Mw7Cepf0Tu7N0hIvFYU+xOBx69ReH9RLZ+bg7hE4Hr7rSyDRSmaz8UcGtiIiIxPQnjSKJQiscIBxajUQ9/1FCdHRVk0inEKbE3/LhxdZ1Ku18ULdXJkZHxSemNIt0ZhujH4DzDmlE3nEnLjy7osVEW1ufFESHB99KylIgiKKzJjoqorxNZWOAIFkc9l0sDke4WBz2FIvDoVd/cVgrkZyOjSe1CABoX/YslahRUVttuH+gX1Cgm4dv0oMnYjUmlg4MDtvLs8+fcLrgF9sh7LgXHujq6ut15bRXWJIMtwLAk9vcrdt2egfflaMmhoGBOP7XIqwrPr5jjcvNFC1BPS0tzMrKOL7zSHxeRdnD1L2b1wSm15htQFIki8M+i8XhCFcvcSiQqMVqTIdSOpRS6/RiqYLF4VulkYvDJnErN9oL02HwioW3SIFIJMJ7MVHXr131DIws4rdL1cjAjA4ZIu2mx+4fna6HJaQk3nI5f72gpotsSvHw8W8QGwBAXp93I+CGh3tg/pNmymzDUHRAJksfRLr5RSYrMBoAwKRydz6TVNKOGS1xvqdvPag2Wlkc9kssDke4eoFDhUCmVSiVLaVp3l7ebh6BEfdKGlW4VPJ6Ig4PDsW5PJ9rXC73untMhcJkX95Hnya4crlcLtc35H4L+YsfwNtK4t24XC7XNSClVPLs6z+8OLQ0p94MCUur1dq69ycwVNdDz+tcLveae2gS/3nPzSD19wO4XC6X6xb9oNZuvf0mHEoehvpe43Kv+YXwX0MAi7Yx3eMal8u97hWT2dSz41HXPIy6eSOlsvvoesBqMyLdr3G5rl5ZLS+eR7fdDwkNSa5W9bT4UZdF+YYnFHX2fOux+owAv9icBvULNPQXh3VdrS6hnoT+lzjsEiskKn1HS11cdDSPF+bp45f0sFKoNEhkygGw8Ga0sV6uXhFpNWUp5/Z9v27HqbJWubbunruPX61AZbVaAICxWR9FXD54wkeowo3kwJi05cd7BydmITagCU32bf+Q5CyDiQaABL8z8YVtNgCSZHHYd7E4HOF6Mw6laolU2vgw5vyBrWv2nnLa/dOPW49dvlvXptGI3g4cWsS53H1rv1271tHR8Ydtl+4LKGCsyuqoA44OizY6Ojo67j3Jq3yptt4iL4/+ecm8uY6Ojo4Lps9a5RzZaO8Wh82z1NqR4+t28ciaSX/577OvlhE2AGBIzZOYzYumLXV0dFz1zdzZa5wzhTYAs6ws4fy65Ys3Ojo6Om69GFYoBYA34FBV6bHp0w+/Xr1h4+rPR3+2O6la1/NgPtogyPVfN3/GGkdHx2VzZn+97Xqx3N5zW5XZQXvG/+mdf/tq3+0WADB2pP28YtrMuascHReOm7T80u0mgxXkhTc8rhxbP+X//bdPzxXqLQAAlLYqmXv++I65o//6l01R9gZaVfWZURdObls85t3xc688ftGA/uJQjSmyq9JU8tcc8CTX4Y0VBa7XPKOSknw9uIFxuQIFJpWrBuJEC3N5Zry3j3dwkH9QoE+Ah1doaLifu3t0ck5aenJW/uOKkoKi/Jww7ws+oSlazITj/S9TYxSdja5Ht+w6cbW8uT3J32X1pi2hydntEllbVfGpH1c7uYa3yjGjyUQQLA77KBaHI1y9OeBJ1lYVfWbT19sDyhGwER1p7iccN3vnqlDp66zahhyHysw9DotOPujpa2LUPbmxcsEGnuhf/Ig46chP362M1gEAGO/vWbfcwbUKAIYTh423nY+73k71XPWPNT728w6NHZmXl486WQ0AAIr0S8vec0yxguZR4O6Fjlf4v3yFX8OhKNzh/0z96Y4QAKAxZPHEyeceET26Zn1l6MmVH3HthzjVBxxeMmlflhkAAC9127fr+/lL56/dti+hHYAqOT512rzDd9UAYCnb//mEH25UqGlhmstx14Q0n7XjV7kV6cwAAISyKOS4s1ds5DkHzo8J3TiUVsR6nnYP8D+7e+n8qyUDh0MjpWhpTJNKX4NDkVwrFsuKHmbyeEG3kh5UN0sHcCuNCZU/TI31DIyqESiMOlF6YmRQZIZYS9RU5BWVVfMfZ8dFhQbHZXRpUAZgILbSMJ3VjyNu+HgH8Eqrqs2S0ZQAAA3XSURBVJNjeP6BwdExiaWNLfz8TJ6/z42QyNouLWUyEayFd1/F4nCEq1c4bK2IPL1lycE7zRYwAVJ+h3t47anYekIufwtwSGUdGrd4867dR04cOnT05ys5YgAaaw7Z+J8Ldp8/dvTQoSOn3UKrf+G7pqkMOrXk49UBxSqdPOXSxnWnfSvtnnLDvXbY4LtizDLPcpwGAJO6InbblFmHbz1VW1oTf163bX9qF2ClvieWjHI47H7s0MEjJ7ySShXds5O/gkNt4u7R007ck5EAYMWq/FaM3vHS+Yl4V6b/+knzXO6268iKm/tW73XOEtgAsEb/02v3+MVl+e1eufanBCFAk+eXnzg6ZwgAAABL2zNpnUtSa/dIpCNo7ViHa4W6nh2J+J7T/Anb46U9G6N6cHrD/G+4A4hDglDU1KY8L8N/VFLR0CKQqxCRTC2SqcQKRKHRi2RqqdKgUCNimcruJShRaPvnWfpm2WzdqGBoWm8w0Ex/S/SYZy8Iz6r9rFaLjWaYZ6ClGYYgySGqO7TZ9Iah8ywdorpDqxXFMLbucMSqF5OlGrlMWn4naOfalT+dPX/23KWjP27YsvNwWDn5Vpx32Bi44IM5C7f8dNTp8MENn/552nf3nmrlGWcn//ULxxOHjxze/93Cj8YsOFnyi+aYBBkuy+d9OueruV9tPBf3vMMeXhzaiBrvFWOWe9pHhwBgaU0+terDcV8sn//l2lPFRgBb250T68d8sGjvlcOHD383++PJS5ySOo0Av4rD1tCNYx3OP5RSAGBDW0O2jVnlX2Xs2Y3RhichuxZ/NOWrxV8v3uFaawYAtDbwzIpNlzIUtDh4/berd94WAZSem7Nw89Vc+7tlzD/zybcnePVaAADG1HRjzdglL+MQbbvzKg4FaT9vXDDQOHz6DIcIguQVFj8u49c3dzz3Znva0FbX3FnX2Pb8Sk19y9OGVrtJG04QGN7HwAmSILst0wiSJAjS7tCG4wROkCRJEQSB4wSKogqlCsUwDMf7nOt5OoKkiGcuKiRJEd0XSYKkcBxXa7VqjbY/WXoXuMGAKlQqA4oNfi5Co9Op7CZtgxk4jiMGg1KtRvT63nxSrCvNH0+92UojlOuFws7C297cq27XvXxcDm3evv1ASNnbgcNHFye+t/zyExIAwPzIecZfNviU1gXvfnf83nQzAIDpqe+mD8fsz+g510LLK5OiXZy5XufPH9i7eesRv3tP7SR5q3Bo1FWmXnBx97l8/sTx7Zt3nQl8qESbQ7csGLuKZydMpduSOXM3RbYD/CoO28J64NDQfHPzmFX+/J44RIX5SS6nXX0vnT96eOvm/a5xxTU1kRe37AzMJQGgk+e4fOPBBygA/+LsBT88wyGV6zx9oVNIvQ7g7cGhTqfLKywprqhpbBXUNrb9StQ1tZdW8MUSGUmSBPWcKIMSGI4rVSoMJwiKGtREOEFodDqNVjeoWQiSJCgKxTClSoVh+KDnIkkdgqg1WpIyDmoWkqIMKKaym7T14pNicfjHU68KLcSKLplGjhh1OFiNkpwApw2buOkiTCZ7C3DYfGPh6DXcfIkVABhBxHdjl3EzG5POzPxgz101AwCkMM1l0bgfont0yupKr11z5zoGSQAApDG7Ppm29Ei6FOCtwSHBAFh0j29umvbpzjwCAKAudOvn0xcHVTSmOznOXuTbCAAAgsS9q5eu9HsC8Ks4RO7se3/KsUQRBgBW7Inv8vd2RAlfYAsX3ruybPo852oaAIjCq6u/XOawddemef/3v2at+2Hj+vXzp/393fc+mLXZJyfm9Pw5W5zutdEAAFjanonrXO62EQBvFQ6LiivqmztlSl0P50D7YSsveQmK5ZqauuZBnSx9LhtNI3p9/ydLeyNiyHaW2myIXj90BzwNydqhxWplD3gayeoNDgUSlUihV+mNBgvRVhh8eOmmvTerhPruTQnDjENjzbV5E9Z5l5sBoCNi4fgpB9IEmo7kA/+cdCjHCACKeyenTvjGp5kyduX5XTjl9RgBQ67z0gWfORUDAICt6OwXM77cniQEGG4cAnQGr/1gTWATAAAock8v/q95YXaYqLKdF038+GqNviP20LLZqyOUAKCM3ff1ZIdTuTqAX99KI49e/eePTmUbAAD4fvMmLOF1mc1oQxz36Nk0AZBN0XsW/H3NXXsf2nZr+/zPPneOL0oNCvL1cHNzczu0YsqEyTO+u5BW05BzetY/15/J0gMAnr31n18eSaxFu7tDWcTGcSt9+C91jqqss4s4u9NeWsnS5V/cvPhb77oXVwYchz1M2uxz/WqDUospNHqxTP38azowJm29E20nx5AMJliTtv6I3UozwtWbtUOZTPgkO9Tppz27dm/etGXLgSuplZ3a1w4Nh2NnqVWWdWzBtBlfLnBYNPXdWQeT6zGGtmkrgzZMnTDHYfHXc6ZyVrvx1QDaR1dn/OV/TPVsAjDURrosnjpxroODg8PMSTO/PRVVr7ECDOPOUltt+LaNyxbO/OB/vfNvYz9bsGrT1VyZrip116y/TXdwcHD45rMZU1efTe8yg1X7KGjvFxOnOzh8O+3j2WvOZwrtZX2/WmihawjduXj6goUODgunzXP04KsBTKLk78a88x+HHwJQivzQTdNHf+7g4ODw5bQZn291fdTzsMrmgBVfL/sxWQYANnHulR+//GrmIgeHGdO/3Z9YqaUAmqJ3f7/829n/+N/v/M/3P/lm2YZL2V0GZYHniqULvvjo3T+985+Tvlqy+Uhkk07Dj3ZycJj78d/+/U9/Gv3polVHPLM6GRhEHIoVXTK1XKF6UlJwMzA4NrWoWayWKNRd4oHCoaWJnx8WGFhQ2W4GqCl/EHYzuLRWYGYAAGx6SUZi9I2AkMpmucUGBoOh/3NrhLIjJTHyYWWrGUDZUhkTFRaWmKnGTFZSkZYUGR11V6AhjSbT0GylYXHI6o+nXowO1WKptKEqPybsFi8kPOLOw9J2vUqlErxFrjTaqvSEsBBeSFRi3fPJL7IrLyaMFxIalZwjMgMAmJHOsrzsEgEKAGCS1+VEhvJ4PF5YfEGD5llHNWyjQ1pWER8VFhIenZCUEB0REhGd20YC0IqqmAgej8cLjUjOfVb1zqCCyjsRPF5IRGppy/NxwJvK8FUld6JCeLzw+EIpDQBAU8qnRZm5TWoAAIYQFEeH83g8XmjU/VLhS0bUgLSXF5dVS7qzUy2FKeEhPF54Sr3WPqWkrEqKDQsJi4pPSoiOCA2PymnRGbGOwvDQkLDI2ITbcZGhIbEpT5QkIeGn8Xhht2LiExKiI0LCUwpbtAD9xyFJKOrrUqSv4FAgVsi0WFNFgadXQGRSclhweHIeX6QxiAdodNjJL3S/fNk3MlWkRhuKs7lXrgUnPBAp9fbvUnlcuJdfTEygq5dfshIxkkT/6w4twtrHznu+44Zn6Y1InLt33N1U34vXMvLKM27dvOZzMyOfjxqtlJEtw++7WByOcP2WyVJSYyA1CCqT/0sWDpsrzQBpuCdL+66Ra9KGkvLy+hT5a3Gow1uqHrtdve4XHuZ25cLNhDyBCpfJBwSHxgdhPju+332M638/L++WG/fA3mNOlzzSimrsm5Q6i7Ovnjl5zPnknewa0m7S1t9lNprE0dsB571vpWqM5qLIwDOnjrtcv1nNLz27c8+xs1cvePEaJYjZzI4O+y4WhyNcrIV3T7E4HHr1F4cNMsnF2/G45pcW3l0SpVCmFkuV1Xx+ZlrCOeeTgYkFXSpcKhsIHNKaOG937xtJNYVJPucO7dh2MjnjUWmy9zmuX7OMBIDK3LvBQcG+blcColM1OIUT2IBsRCyI9+bdydcRuqz4kJDAQDc378S4sKOHr/Irn8S4HfVLLKYsNEWRQ7Bph8Uhqz+eBun4XxaHQ6yRi0OhShpxP1Gn0gGAVqcrfFxW2/hsK41UJZTIG5tbs5Jjrlz1TS9ukmkMQrHCjkP+06Z+eJZaipIjvH0CokL8fb3dvdzco2LiwnyveAVHxd9OLCivCPfkuoenJodddzrr0aEyUNQAlKmhKrHPz9sPnvd/yi++4nLhbnqW7/njPkEh3pcv30lN9Tx7NCKrxmSxkeQvDXoHQywOWf3xZMehyWi8GRp5N+1BbmFJdv7j/kRO/uOU+zm1DU1SmUwkkf6+okPQJRAKh70ZfWx51++15Z2va7lQLHm1X3rd2iGpqK+796pJW5dYIZJrhSJhQfb9sIjYB8V1XTKtWKYaqJ2lRoMkLz3BPzTuabsUQ4QPkmNv3Epql2prKwtLattl7XX37tyOuBVVXic0WmwGQ/9PtGAET8sib/r63uBV1LXVlOQmJcbEJmdKlFp5U1lkZER8eqEONxkpil077LNYHI5w9RwdFldUN7cLG1o6+xNNbV1ZeY8EQpHRaKR+byGWytQazbA3ow8hlclV6t9ly2VyhVKles1DlPHVAdVrcMgwVosZt1hsAGCz2UiKMpnMVqvNYrFarDaLxYJjKGLATFaapmmLxWqx2sNmNJmf+6j18ZfHRKJ498ykkSQwwggAtNVittIAYCRQPYrbH7XZbP2fwDRTJI4TOIYZLTZgrBiqx4327Uw0hqGUhQYAmqaHpjycYRibzcYMSTHlUN4UTdNDc1Os3kIxdtG03mAwW6w0zdj6FzTNkBTVz35muGS12YamWnrAZbPZfqcuGb+p5a/BIStWrFixYjXSxOKQFStWrFixYnHIihUrVqxYAfx/yupvl6oH118AAAAASUVORK5CYII=)
You should now have three columns in your spreadsheet: two for the data and a third containing random numbers. The F9 key causes Excel to refresh all formulae; if you hit it a few times you will see the random numbers change.
Graphing
Now add a graph. Decide on your sample, for example 10 data points, and highlight it, then choose Insert->Scatter from the menu tools. Don’t worry too much about the sample size for now as it is easy to change later.
At this point you will have a scatter graph based on the first ten items of data, but clearly this is not a random sample. To get some random data, simply click on the column index and choose sort and Filter->Sort smallest to largest, then “Expand the selection”
![](data:image/png;base64,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)
You should immediately see the data and the graph change. So what is going on here? When you select sort, Excel orders the rows by the random numbers from smallest to largest, and hence new values are put in the cells from which the scatter graph is constructed. If you look at the random numbers now though, they do not appear to be in order – this is because after Excel has ordered the list it recalculates all its formulae, generating a new list of random numbers.
To create a new sample simply repeat the process of sorting the “Random” column. If you wish to streamline the process, it is easy to record a Macro and create a button that can be pressed to select new data. Simply select “Record Macro” in the “View” tab, give it a name and run through the column sorting process once, then choose “Stop recording”. Insert a shape into the spreadsheet to act as a button, then right click and choose “Assign Macro” using the Macro you just recorded. Now each time you click on the button you generate a new sample.
Tidying up
To avoid confusion for students, it is possible to hide the column of random numbers by right-clicking on the column index and selecting “hide”.
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)
You may also wish to add a line of best fit to the scatter graph, which can be done by right-clicking one of the data points on the graph and choosing “Add Trendline”.
Finally, if you want to explore the effect of changing the sample size, when the chart is highlighted, the data source is shown by coloured boxes on the spread sheet. These can be dragged in or out to create larger or smaller samples.
We have used bivariate data and scatter graphs here, but the same basic setup could be used to generate means (=AVERAGE), medians (=MEDIAN) or frequency charts for discrete data (using =COUNTIF several times to create a frequency table from the sample and using this as the data source). See what you can create and share your ideas with us on Twitter @Cambridgemaths.