{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lasso regression with block updating\n",
    "\n",
    "Sometimes, it is very useful to update a set of parameters together. For example, variables that are highly correlated are often good to update together. In PyMC 3 block updating is simple, as example will demonstrate.\n",
    "\n",
    "Here we have a LASSO regression model where the two coefficients are strongly correlated. Normally, we would define the coefficient parameters as a single random variable, but here we define them separately to show how to do block updates.\n",
    "\n",
    "First we generate some fake data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "from matplotlib.pylab import *\n",
    "from pymc3 import * \n",
    "import numpy as np \n",
    "\n",
    "d = np.random.normal(size=(3, 30))\n",
    "d1 = d[0] + 4\n",
    "d2 = d[1] + 4\n",
    "yd = .2*d1 +.3*d2 + d[2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then define the random variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "lam = 3\n",
    "\n",
    "with Model() as model:\n",
    "    s = Exponential('s', 1)\n",
    "    tau = Uniform('tau', 0, 1000)\n",
    "    b = lam * tau\n",
    "    m1 = Laplace('m1', 0, b)\n",
    "    m2 = Laplace('m2', 0, b)\n",
    "    \n",
    "    p = d1*m1 + d2*m2\n",
    "    \n",
    "    y = Normal('y', mu=p, sd=s, observed=yd) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For most samplers, including Metropolis and HamiltonianMC, simply pass a list of variables to sample as a block. This works with both scalar and array parameters. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimization terminated successfully.\n",
      "         Current function value: 52.260224\n",
      "         Iterations: 15\n",
      "         Function evaluations: 23\n",
      "         Gradient evaluations: 23\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 10000/10000 [00:14<00:00, 688.86it/s]\n"
     ]
    }
   ],
   "source": [
    "with model: \n",
    "    start = find_MAP()\n",
    "    \n",
    "    step1 = Metropolis([m1, m2])\n",
    "    \n",
    "    step2 = Slice([s, tau])\n",
    "    \n",
    "    trace = sample(10000, [step1, step2], start=start)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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bKP3BS8A+lbZLURRFURQlhHpMKYpScd56C77/ffjud20oXGvmqqtgzRq4+OJaW6IoSp0y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\n1e+9F84/v/6rMrQ3Bg2C3/8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jaTvtUWGquTncAYzrFPr7Keo9kCYPmFtvnz5W5Orc2W67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\nB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AYPHpxveCJl9+STfvzzqafGHUltuPRS+Nvf4Ac/gMmTa2Ost0glSZcQmT59OkPKX4Dv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\nIWtBSe0BdyLuqNc2v2uoX4J4F9rT0RTg4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NH0eQ8/HDj7bB7IB1Wbyoa9e3kQ7ErqDXBe\nLDN5ug61Cqr6poWHbEIw/DBLpGt7XJ8BTyzxG9g0a8YDF3P7NK6+7dvX3662bTmsxfTMilKKvVcv\n93RX+7t2+XtLmTlZck3YduwTcQSjBT3tAdGmjZc4+fjjOVm3Fv/69PE8tbIlynlilraPgj62grxa\ngHTvOdd8pqeVTgYd5PUSdH5FCeUbPTraPjNtyEYcyAR9nneyfFrN7dP7zLXNgweni9hx8mu58Mul\n5DfPhx96n8Nyj7nQIrdLjCfi87JjR2+eYhtr2cKUthXwtokI+PRTb/pxx3nLVFZyOKDpvZYJ+vzS\n9uhzVwvuxU6SwtReANWO6QMAbHBMzyU1ANZZ09YBaENERVogUShVHnsMeOIJFqUydWkXhGyprORw\nUoAHd7lIbCoIQkZsAbAkdK5k6ASgHO57oJr02Z38CvwQ0X7A58QO6fEbWAB8XXrxRfd6ysr8wxj8\nvDTiDE7Mef2KRVRWpoYK6lLkQZ5LesBs5kLKZNBkL+PyRgry6qiuBk47jcUiV/urVrEwMmQID1JM\nTyjX/GFCW6dOqcuddlr4oMpP2PATpvzWkdSg1JW03e7zIJHS5NBDWQR0eS117pzqMTZqVLookSlx\nEn1HZdcuYP781P3nOhZND5+gdnSf6GMwKCRX5y+zq6HlGlOYqol6pcwRfueFvu60bx8c4tWihXfd\nypWgH+UcNa+L5j5ctMj77BeqaKP3s/l/sn17aoVJs5+KVZjyK8zhslcf0zt38n9j797Zb5ddrbWy\nkr0Pg0KKi4kkhalnANxMRPpUUkTUHZxfKvEcCw70rpb0wELOWLeOQ6jOPptjjgWhkNTUsEg6fTrw\n/e8X2hpBaLLcBuBWIiqmdKOEaDk6bwRwDoCvKKViy9vjx3M1q9NPt9fL75s3+5fMtufXg5D6evaQ\ncXlVxAm/MW/4o+YlqavjZORB+VK0Z5E5cE5q0GRvrzlo27LF88AJw66eFTbojEJVFeerGT8+3nJx\n2b49ubCrAw5I/Z5NO506sVgQ1ZMuiVA+P4L2bVAi+6BwMtd0v/l0n5jnOOD2VLJtNcPycnmemdeE\nfIseerttEVPbYR5DYX2vtyPXHlNBDwaCxNqooWT6Gmuec3Z+u/33Z8+pYhSm9IMELUxFuX7qbdDh\niLmsrh037LVYyCLFVig/AAtQawG0APAqgG4A3gdwU4LtoqFN23elC4CtYTda1157LdpaV8YJEyZg\nwoQJubVQKHmU4rxSZWWcfFoQioFRo4Df/Q647DJ++nLddYW2SBDyw6RJkzBp0qSUaVtyeacXnccA\nTACwnoiWgT3I/4tSKkLGk4zZAKAO7nsg24sqBSL6IYDrARynlIqUIUTfM+nEyA8/DHz96+n3TPqm\neM6c1OX79HGHjJnClK5qFrd8uWudmjjC1ObNwaE9XbvyE+n6eh6UuMLP4trn+m6jlFcpDfCS5+rf\ngtqoqeEKwkFtRRUf7N+C9pMOk7OFvqhePjq/lLn/zITtSZCv3EP5FKaC5gmq3mWLHmHr/fLL4Ple\ne41zKWlB9cgj/dvWmN5MdqhrNpjneL4H8dXVfA2x0XbYFelc6HnC9lGmBF0jskmsPW4cCzKuHIDa\na1L/B/ToAZx1lr89hUSfNzpaIcy+fff195DLhqiC5DvvTMI776TeL+3YUZD7pRQSE6aUUpsAHEtE\nR4Mr41UDmAVgiiPvVK55F8DJ1rQTG6YHMnHiRAyPkiVPaPI88gjwf//H4VO5/HMUhGz57nc5bOP6\n6/kp9lVXFdoiQUge10OkWbNmYURY1tbc8yA4z9M/wWJQ3jy1lVJ7iWgmOHH5ZAAgImr4fo/fckR0\nHfih4YlKqQ+itqfvmbQeeO657ptrHYZi53bq3dsdNuO6qTbFjGzvIqMKUx809ESUvB9lZelPzXPN\ngQcCs2fz57feSh34m9tUWcl5ZxYscK/n0EPDhakk6NWL+ymTfCctW/L2rl/vhfMpFS23VaYo1TiF\nKdc52rcv54Szk92bxPWY0oP0/v1Tc+uY882ezXmgAHdSeR2apMWrtm1ZxNm+PVhEi0tZGQvly5YV\nj+jh8pjyC+mzq8LZ68iVLa5p2bTRoQO/9LHlOt9cOeWKrcqcy+6qKv9CCYMGFUaYatGCH2KMHj0B\no0en3i8tXToLP/pR3u+XUkhEmGpIvvksgCuVUq8DeD3L9bUC56bS3dyPiA4GsFEptZKIbgfQTSl1\nQcPvfwRwJRH9CsDfwDdkZwE4JRs7BEHz+efA1Vdz+N7XvlZoawQhnZ/+lP98rr6a/4i+851CWyQI\nTYZTAYxTSr1VoPbvAvBgg0A1HVylryWABwCAiP4BYJVS6qaG79cD+CnYy2sFEWlvq+1KKR+fBzd+\nN8Pt2wNjx/KT7zfe4GnduwfnjbEr+JnrHjiQBYo4SZzN5V2l7k1atfJEn8pKt1eXix49OPFvUsLU\nfvsBK1dy2XG75LidW2TYMA6jeewxb5proGtOtznwQOCjj7Kz2W7HJfJFyYmoB20LF/K2lpXxYDZJ\n4SifldpyJSDoYzvomHW1dcAB3K92FT0T0xvH1Td+ookd6mW3r0UJV9hjp04cGmwf3/b3XFLMwpSf\nbT16AKtXe7nKciEauWwx0Q8L/DzjMlm/67hyVeGsqOBtbdkSWLGCq4oWG1/5Smq/hYmGuSygEVU8\nPvRQTv8RtEw+SUSYanhiNwK5e0p4CICpDetTAO5smP4guPxxDYD//tUppZYR0angm7OrAawC8G2l\nVKREnoIQxjXX8B/0735XaEsEwQ0RcMcdLE5deik/tTn//EJbJQhNgpUAthaqcaXUY0TUCSw2dQUw\nGyyU6cxCPQDUGot8D1yF73FrVT9pWEdkgm6GdXGQjh1ZWDnqqOD1BIkCrVsDJ9t+8TFsGzkyeN4z\nzgCmTgXWrmUviqheOVFzPLmwk3379eUhhwBTpqRPHzYsfZrfQCfqAMQMD0ySoOTXGtPmvXt5v+zd\nm3yi6lLzmOrdmwfrQZ78rra00BNkR9h+8ls27PzRhQP8lk9ShHJRLN44cULlqqu9Km/mskkKU4MG\n8TXGrMiX7fpd55trGhFXBl24kIWpJKqixiFOOLT+zf49asXPuHYEofutoiL5sOgoJJlj6l8ALgLw\no2xX1OB15XtausovNyxTWH80oVHyzDPApEnAQw+5q60IQrFAxOLprl3ABQ3+pCJOCULi/ADAr4no\nMqXUskIYoJS6D8B9Pr+Ntb5H9AfKDUcf7V9xTaPzNC1fHl6iPi5dukSrrKZzJWUySM3E1g4dWAgL\nw0/8iiKeFcMTcReu0MqyMv+E1Lt38zFy2mm5af+449whbKXoMQWEp5ewB/FmJcogO0yPqf79gXmR\nMtGle1LZbehQrWI5PovFDpenUFSSyjVl0rw5JyRfsCD7StB28naToNDrXP8/ZEqLFiwOBhUPCKND\nh+ztCBMk/c69QYPcIZP5JklhSoHD6Y4HMANAiqOfUur6BNsWhETYsoUTnp98MvCNbxTaGkEIp6wM\n+POf+c/7m9/kgd5NNxX+T1wQGjH/BIfOfUpEO5Ce/DwHt5+lS/OLd/fwAAAgAElEQVTm0ROZDxsG\nzJrFn7O9ZsUVmPRgOs6T+GyEjMGDowlTFRVsW21t+Ly5omVL/zLoucDliWMLUzbZDNpt/B4y5jPH\nlD7eouQzy5YDD8R/CxYAnIhZY/d5ly6eUGzmmDroILb1xRe9aTYjRqQmttbY3xctir8NSVIs90f6\nnOvfP/6y2gvNL7wyjEwrnmbLjBnAxo3RvXd69WKvqa52uY8CYFejNYlS3CIX/bjPPsCaNf773W5j\nwAAW5fff38upWEiSFKZGANDOfXaxyDw+gxCE3HH99fwn+8c/Fs8flyCEUV4O/PWv7OL/4x9zcs/7\n7ks2aawgNGH+p9AGNBb698+dMBUXfWOf6cAuLrYA1q1b7tuwq+GF0asX5xwaOhR4553c26PRucZM\nMaplS2CrERDrGlAlTT6FqbIy4Oyz8xNG1r49i8PaS8xs007WPGYMF/oBvHxjrhCz3r3T2xk4kN9X\nrUqdXqz3z8XifWNjhzLus48nPPmhRcQo3qEu4lRB1f3Wrl1q7ru44XWVlex59emn0YWpli2BM8+M\n104xkJQwNXBgcPi5qyLqAQdk326uyPnfLRH1A7BUKRWh6KcglA5Tp7LnyX338c2aIJQSRMCtt/If\n1ne+wwl0//3v7HKiCIKQjlLqwULbUOqMHcuD3lwOEOPmXBkyhEMrMhGIMrHbTnA8dKj/vJl4SzVr\nxk/F49C1K1dA++yz+O3FoVs3YPx4fmiihcjBgzl3jPYiswe5WvRoTORLBAWiCW7t2qUKVXpfaG+1\nqMd5FG+RYqJY7PMLJz7yyPB8X1rgzTT3UvPmXOBJF08IOl70b0cfDTz9tDd9zJj4bWYbEljK5Oq4\nC3oAkc9rTCYkoct/AuC/0c1E9KhR4UUQSpJt24Bvf5v/DL773UJbIwiZc8EF7Hr/7rvAqFHAxx8X\n2iJBaLwQUQsiamO+Cm1TEtTU5HYw17Ur58kx15nt+uMuX1XFQn5cL6NMadHC+9ymTXTPmaDKhgBw\n7LH8PmiQuxphvrYvjObNU8Um+3vr1qkhd/kQD3bv9gbdQ4bEH2iXCn7Hml8fd+wYvJyNrhQ3YkTw\neouFYrFv6FA+5uzztrw8/LzVwlQ2QkR5ebS+GDGCr0PZXkvM48kU3oplf2SLKe4l5THlh153x47F\n3Z9JCFP25p4CoFUC7QhC3vjhD4F164C//a14qnUIQqYcdxwLU0pxdap//rPQFglC44GIWhHRvUS0\nHsB2AJusV6PjqKOAr3419+vNpTCVD7IJ+2rZEhg3jj+HiU0m++7LXk1h2P2nQ68GDYrelms9uSRo\nfw8dmjpYzce92LPPApsaztgDDmhc3vL6WD3ggPiCghaaou6D5s05TFELjcV6Lvfrx15irYpk1Fpe\nnvkxN3Agb0uckDwX2ssy6NrWty9w0kksgpk50uLuZ3P+yZPjLVuqmGF0SZ4XZWWcA+vgg3NXNCIJ\nZIgtCCG88AKH8N15Z35yGghCPhgyBJg+Hfja1zgp+iWX5K80uCA0cn4NYCyA7wHYDeA7AG4FsAbA\ntwpoV2KUl2c/AHKRRChfsXgIucgk719QgnDAP2+Orh5l568JI4n97MK2t0WL1MFxvh4SbmqUUrJ3\n3NTU+M8T5tUR5/w0PXeKVZiqqeHiRvk6xpOka1felkxD+TRx99XIkZm3ZZ7TYZVbSx3dr2bhgaSp\nruZ2417z80kSl3WF9OTmkuxcKEk2buQQvnHjJIRPaHy0agU8+CB7Av7rX5xs8u23C22VIJQ8pwO4\nXCn1BIBaAG8qpX4O4CYAUs81Q7IdzHbsyE/zizk3kc7n06dP9GXMEEAXehDSuXPq9Pbt2cshSlt6\ncFtTEyxk5JN8iRs6n1exiinZYgt8WhAgAkaPTp+/sfaDEExUb9BsBMiwhO6NEbvYQFMniRRYBOAB\nImqo9YAqAH8koi/NmZRS4xNoWxByypVXshfJX/8qf8ZC4+Wii/gp18UXA0ccAZx/PvDrX3PlF0EQ\nYtMBwNKGz1sbvgPAWwD+UBCLBLRsyde3JMm2qldFRbSwPJOwtlq35iTGLs+JqCGDXboAhxzCVRLz\ndS/Urp1XNc5FvjymwpJMlyp+x6oWMk86yV0cRe6Fmxb77AMsWAC0bRtt/myOj8ac+LzUCgAUiiQu\n6w8CWA9gS8Prn2D39S3WSxCKmsceAyZNAu69F+jevdDWCEKyHHAAMG0a8Je/cHL0gQOBO+5omk+w\nBCFLlgDo0/B5AYBzGj6fDmCzawEhnFK4kW/Thp+AJx32b4bLRBFosg3nATjkJJ85NisrPeFMJ80O\nSx6cBFqYKoXjLw66L+19WlPDIf7t2rmXM+c3vWMk/2rjpGNH4KyzoufdkuNAyIace0wppS7K9ToF\nId8sXw5873v85/z1rxfaGkHID2VlHLo6fjxw663AjTfy+xln8Hlw0knFnZ9FEIqEvwM4GMDrAH4J\n4Bkiugp8z/X9QhpWypSCMNCsWTJJ4G0GDOCkyPPmcS6Zxoje334eZPk6HrZty087+cZPmAKC/+fN\nfq+o4GrVb75ZGuenkB8GDAAWL5ZjIgjpGzdJhPIJQkmzcycPzFu3Bv70J7l4CE2P9u2Be+4Bvv99\n4JFHgIcfBs48k6ePGsXVnPSre3ee3q6dV81GzhmhKaOUmmh8foWI9gMwHMBipdSHhbNMaExUVgLD\nhhXaiuRwCSbt23vJyPPlmaEUJ8NurP9rbdrEm9/uh5oa9hLMZxJnobg58EDOVWbntROEMESYEgQD\npdhTav584J132IVVEJoqffqw19SNNwJz5wKPPgrMng289RYnS9+6NX2Z5s2Bww8Hjj2WX4cd1jgq\n3AhCpiillgFYVmAzSp7GKgwIblz7e+RIYMkS/pykMDV+PPDJJ8BHH/H3E05Irq1S4LDDOJJg7dr0\n/ZIrL8Hjjst+HUJxUFXFnnSCP+Z5NHZs9OTyjR0RpgTB4L77uErZQw817ieRghCXAw7gl8mWLcCa\nNfy+eTO/Vq9mt/7f/ha47TauGPXtbwM/+5l/zgpBaAwQ0SgAHZVSzxrTvgXgJwBaAXgKwFVKqYCU\nzoIfIkwJphiV5PHQvDn/31VU8MuVBLwp0a8fVyd0CVO5okuXZNYrlD6N8dpvblMhwrHLyoD6+vy3\nG0ZJpSgjoiuIaCkR7SSiaUQ0MmDeC4ionojqGt7riWhHPu0VSou33gL+53+Aq6/mqmSCIATTti2w\n337sIXXSScB55wE/+AHw1FPAhg3AzJnsbfXAA8CgQSz6ylMhoRFzC4D99RciOhDAXwG8As41dTqA\n/5cPQ+LcLzXMfzYRfdww/xwiOjkfdgpCXPIpEg0axKKMkPsk8M3ENUJoQhSbuHbmmcBppxXainRK\nRpgionMB3AngVgDDAMwBMIWIOgUstgVAjfHqnbSdQmmyciVw9tnA6NHAb35TaGsEofQpLweGDwdu\nuQVYuJDd9C+8kN27dXiEIDQyhgL4j/H9PADvKaUuUUrdBeBqeBX6EiPu/VKDp9fDAO4Hb8NTAJ4i\noiFJ2xqHYruxFwpD0hUPBTeffMLvO3L0iP+EE4ATT+TPFRW5WacglAqF/j+rqipOT9CSEaYAXAvg\nT0qpfyilFgC4DMAOABcHLKOUUp8rpdY3vD7Pi6VCSbFyJefCad4ceOwx+YMUhFzTrRsnUH/1VWDj\nRvawevHFQlslCDmnPYB1xvejAbxgfH8fQM882BH3fukaAC8ope5SSi1USt0KYBaAK/NgaygDB/J7\noW/khfwwciTQM+AsGTzYv1KfEJ2TTgJOOSX6/Lt25bb9du28PK76HBeaNj16FNqC5Ni7N/W7RA+4\nKQlhiogqAIyA8SRSKaXA7vGjAhatJqJlRLSCiIru6Z9QeFauBI45hl2UX3ut8ZZdFoRi4NhjgRkz\n2Hvq9NOBf/yj0BYJQk5ZB6AvABBRJbgS3zTj99YA9jqWyxkZ3i+NavjdZErA/Hll//3Z+7Jt20Jb\nIuSDAQOAI44otBWNn/bt451TSYXeTZgAHHRQMusWSovG7Bgwb573uUsXjioQ0ikJYQpAJwDlSH0S\niYbvNT7LLAQ/HTwDwDfA2/oOEXVPykihtFixgkWp+noWpfr0KbBBgtAEaNkSePJJDuu74ALgV7+S\nJ0dCo+F5AL8koiMB3A72UnrT+P0gAJ8mbEMm90s1MefPK1VVnOtHPKYEoXBITihByBwz0fhxx8n/\nmR+lfpkhAM4hjVJqGownlUT0LoCPAVwKzrvg5Nprr0Vb6xHChAkTMEH8hhsVy5ez9wbAolRvyT4m\nCHmjWTPgz3/mEL8bb+TKfhMnJlv+W2j8TJo0CZMmTUqZtmXLlnyacDOAJwG8DmA7gAuUUnuM3y8G\n8FI+DTLwvV/KZn65ZxKEpkGrVsCXXwJjxhTaEqGx0pgfUuptK5bqk0Vwv+SkVISpDQDqANiBVl2Q\n/pTPiVKqlog+ABCYNnHixIkYPnx4RkYKpcFLL3HVvepqYOpUEaUEoRAQAT/5CbDPPsDllwM7dwJ/\n/KOIU0LmuASRWbNmYcSIEXlpXym1AcBRRNQWwHalVJ01y9lgwSpJMrlfWhtz/v8i90yC0DTQoUfd\nJe5ESIjG7JXXowewbBlQWVloS5hC3y/5URJDAKXUXgAzARynpxERNXx/J8o6iKgMwAEAPkvCRqH4\nqasDbr6ZEz4OHw68956IUoJQaC67DPj734G//AW49NJUd2dBKEWUUlscohSUUhstD6ok2s7kfuld\nc/4GTmiYLgiCgMMOA4YNk9w4QnLoB5N28YNOznqypYXepnWR3GmaLqWkTd4F4EEimglgOrjqTEsA\nDwAAEf0DwCql1E0N328Gh/ItBtAOwPUAegP4S94tFwrOZ58BX/868MYbwM9/zuFD4pkhCMXBBRfw\nze4FF7CA/Je/yM2vIGRBrPslAHcDeJ2Ivg/gOQATwAnUL8mz3YIgFCktWnBFREFIGjP/0tixjUOY\n0lUt7ep8QiolI0wppR4jok4Afgp2OZ8NYJxS6vOGWXoAqDUWaQ/gz+DknZvATxBHNZROFpoIdXXA\nX/8K3HQTu0+++ipw9NGFtkoQBJvzz2cx6vzz+bz9+99FnBKETIh7v6SUepeIJgD4RcPrEwBnKqXm\n59dyQRAEoalSXc3vewy/4nbtGse9YPfuwPvvF0+OqWKlZIQpAFBK3QfgPp/fxlrfvw/g+/mwSyhO\n3nsPuPJKLk9/4YVc/UsuCIJQvEyYwDcgX/86sHUr8PDDXMVPEIR4xLlfapj2BIAnkrZLEARBEFwM\nHMjjtIULC21J7tFROlKNLxgJZhIaHWvWAN/+NnD44ex58fbb7H0hopQgFD/nnANMngy88gpXzly/\nvtAWCYIgCIIgCElCBLRvz15SjQ0RpKIhwpTQaNiwAbjuOqB/f+Cpp4D77mO3ydGjC22ZIAhxOOUU\nzge3YgUwalTjfHomCIIgCIIgNH4kr3E0pJuEkmfrVi47368fl5u/4QZgyRLge99rHHHJgtAUGT4c\nmDYNaN6cxeXXXiu0RYIgCIIgCEKSmMnOG5unUWPbnlwjwpRQsmzcCNx6K9C7N3D77VxqfskS4Lbb\ngLZtC22dIAjZ0rs3h+IOHcqVWX74Q6+yiSAIgiAIgtC46NDB+9xYhJxmzYCDDgIOO6zQlhQ3IkwJ\nJce6dewV1bs3cMcdnNj800+B3/wG6Ny50NYJgpBL2rcHXnoJ+PWvgd/9jj2pZswotFWCIAiCIAhC\nrjHFqMYUArf//lLQJ4xGtLuFxs6cOcDFFwO9enH+qCuvBJYtAyZO5DKcgiA0TsrL2Vtq1iygRQsu\nbPDjHwPbthXaMkEQBEEQBCFXNFZhSghHdrdQ1OzdCzz9NIfxDB0KvPwy8LOfcVLk22+XSnuC0JTY\nf3/OO/WjH7GHZP/+wG9/K+F9giAIgiAIjYnq6sYTyidEQ4QpoSj56CP2kOjZE/jKV4Ddu4FHH+Uc\nUtdfz+E9giA0PSoquNjBJ58AZ57J14l99wXuv5+vE4IgCIIgCEJpI95STQ/Z5ULRsHgx55EZMYIT\nxD34IDBhAvDBB5wA+ZxzeFAqCILQsyeLUfPmcdW+Sy/lMN9bbgHWrCm0dYIgCIIgCEKm9OhRaAuE\nfCPClFAw6uuBmTO5st5BB7HXw223AX36AE89Baxezfmjhg4ttKWCIBQrgwaxN+X8+cDZZ/M1o3dv\n4NxzOfS3trbQFgqCIAiCIAhROftsHhsKTQsRpoS8smED8PDDwLe+BeyzD3DIIcA997D49OST/PsT\nT3CITmVloa0VBKFU2G8/4N57gVWrgDvvBGbPBk48kQsjXHUV8M47gFKFtlIQBEEQBEEIolkzyS/V\nFGlWaAOExs327cAbbwD/+Q/w6qs8WASAgw/mCnsnncRhOBKiJwhCLmjbFrj6ahajZswAJk1ij6p7\n72Ux/NhjvVe/fpnf+NTVcVXQ+fM539Xixfz+6adcLbC21ntVV7NwNmQIvw48kK97zZvndNMFQRAE\nQRAEoSQpKWGKiK4A8EMANQDmALhKKfV+wPxnA/gpgD4AFgG4USn1Qh5MbbJ8/jnw1lv8evrpSVi+\nfAJqa9lr4bjjgGuvBY4/HujWrdCWlh6TJk3ChAkTCm1Go0D6MrcUY38SASNH8uuOO4A33wSefx6Y\nOhV45BEOJe7WDRg8GBgwgEOJ+/cHWrdmobyykt+3bwfWrQPWruXX8uUsRi1c6FUDbNGC1zFgAHDW\nWVycoVkz77VpE/Dxx8C77wIPPMBJ2qur2aPrtNOAU09NrTBajP0plAZE1B7AvQBOA1AP4AkA1yil\nvgyY/ycATgTQE8AGAE8BuFkptTUvRgs5Qa4bxYfsk+JC9kfxIftEMCkZYYqIzgVwJ4BLAUwHcC2A\nKUQ0UCm1wTH/KAAPA7gBwHMAvg7gKSIappSanz/LGy+bNrEH1IwZ/Jo5k70FAM7xUls7Cb/73QSM\nHcuDPnHJzA65eOcO6cvcUuz9WV4OHHMMvwBg82YWqt59l72cpk/nEOPt2/3XUVXFHlfduwOHHQZc\ndBF7Pw0ezNOiVo+pqwPmzgWeew549lng29/m6WPGcIGHr32t+PtTKGoeBtAVwHEAKgE8AOBPAM73\nmb8bgH0AfB/AxwB6N8y/D4BzErZVyCFy3Sg+ZJ8UF7I/ig/ZJ4JJyQhTYCHqT0qpfwAAEV0G4FQA\nFwP4tWP+awC8oJS6q+H7rUR0IoArAVyeB3tLnro69hRYtQpYuRJYsQJYtIif/C9YwL8BQKtWwPDh\nwBlnsHfCEUdwxawzzgAuu6yw2yAIgmDTrh1w+un80ijFHp87dgB79wJ79vB7ixYsSLVunRtxvbyc\nQ5kPPhi46SZu89lngccfB37wA+Caa9jj6s47OdR5yBAR9YVoENFgAOMAjFBKfdAw7SoAzxHRD5VS\na+1llFLzAJxtTFpKRD8C8BARlSml6vNhuyAIgiAITZuSEKaIqALACAD/q6cppRQRvQJglM9io8Ae\nViZTAJyZiJEFRikeUG3Zwq9t2/i7+dq1i0NIdu/mzzt3Al9+6f2+dSuwcaP3+uKL1IpWVVXAwIHs\nIXDMMfx+4IH8Xl5esE0XBEHIGqLUcLp80bkze19ddBF7oU6eDFx/PfDjHwM//CF7Y40bx6HQw4ez\n96lcbwUfRgHYpEWpBl4BoAAcBuDpiOtpB2CriFKCIAiCIOSLkhCmAHQCUA5gnTV9HYBBPsvU+Mxf\nk1vTcsu6dfwEfdu21NemTekvU0TavDm8LDoRJ9utquL3li1TX61bc46UDh341bEj0KMHez/16MHf\n5cm9IAhCMrRvD1xwAVcmffRRLhwxZQq//vY3nqdlSy6hfNBBQJ8+LFzpV4cOfB2vqpJrdROlBsB6\nc4JSqo6INiLivQ8RdQLwY3A4nyAIgiAIQl4oFWHKDwI/CczF/FUA8PHHH2drU1bceCPw8svp06uq\ngDZt+NW6Nb937sxCkp5WXe29WrXiEJQWLTwhqqIis8FKfT2H8a1YEW+5LVu2YNasWfEbFJxIf+YO\n6cvcIv2ZW7Zs2YKPP56Fzp2B88/n16ZNnA9r4UJ+TZ3KDzK2OtJTl5ezgFVVlZqEvbyc/wPMF8Ae\nt/qlvwdN/9nPOMSwFDD+06sKaUc2ENHt4HyZfigA+wWtAhHulYioNTgn51xwQvQgiuKeSfCQ63Dx\nIfukuJD9UXzIPikeiuF+iZSKo+sUhoZQvh0AvqaUmmxMfwBAW6XUVx3LLAdwp1LqHmPabQDOVEoN\nc8z/dQD/yr31giAIgiAUmG8opR4utBGZQEQdAXQMmW0JgG8C+I1S6r/zElE5gF0AzlJK+YbyEVE1\ngJcAbANwulJqT4hNcs8kCIIgCI2Pgt0vlYTHlFJqLxHNBFeZmQwAREQN3+/xWexdx+8nNEx3MQXA\nNwAsA9/ECYIgCIJQ2lQB6AP+jy9JlFJfAPgibD4iehdAu4bqwzrP1HFgj6n3ApZrDe6fnQDOCBOl\nGpB7JkEQBEFoPBT8fqkkPKYA4P+zd+fxdk33/8dfn5gFoQMxDzXXmFBTgxqr/Zpa0zX8lKLGEopW\nqdKixqD41vDVosQsjTFiCCIhMiKjEJFEJpF5Tu7n98fap/fckzPfs88+59738/HYj3vPPntYZ+8z\n7PXZa32WmZ0APAL8BhhAGKXvOGB7d59uZo8CE939qmj5fYB3gN8TmqY3RP93cvcRCbwEERERkdiY\n2SvA+sB5wKrAw8AAdz8ten4j4E3gNHcfGLWUeoNwQXosoXV6ynQlQBcREZFqqIsWUwDu/nSUlPN6\nYANgKHC4u0+PFtkEWJa2fH8zawBuiKbPCN34FJQSERGR1uhk4B5CsKkReBa4OO35VYBtgTWjx52B\nPaP/x0Z/UzmptgRKzC4pIiIiUrq6aTElIiIiIiIiIiKtS7ukCyAiIiIiIiIiIm2TAlMiIiIiIiIi\nIpKINh2YMrP1zOxxM5ttZjPN7CEza19g+bvNbJSZzTez8WZ2l5mtU81y1wozu8DMxpnZQjP7wMz2\nLLD88WY2Mlp+mJkdUa2y1oNSjqeZnWVm75rZt9HUu9Dxb0tKfW+mrXeSmTWa2fNxl7GelPFZ72Bm\n95rZ19E6o8zsp9Uqb60r43heEh3DBWb2lZndYWarVau8tcrMuphZTzObFH1ujypinQPNbJCZLTKz\nMWZ2ejXK2pqU+/0q+ZnZH8xsgJnNMbOpZvaCmW2bscxq0XfrN2Y218yeNbP1M5bZ1Mxejq5Tp5jZ\nLWbWLmMZfQ5KFJ2fRjO7I22ezkeVmdlGZvZYdMwXRPWJThnLXB9dfyyIro+3zni+YP3PzHaJrrMX\nWqjvXV6N11dPzKydmf3FzL6IjvVYM7s6y3I6HzEp5jqoWsffKlHPd/c2OwGvAoOBPYB9gTHAv/Ms\n/0PgGeBnhKSgBwKjgaeTfi0JHLsTCUNE/z9ge+B+4FvgezmW3wdYClwKbAdcBywGdkz6tdTCVMbx\nfAw4F9iFkMj2YWAmsGHSryXpqdRjmbbe5sAEoA/wfNKvo1amMt6bqwAfAS8CewObAV2AnZN+LbUw\nlXE8TwYWRuttBhwCTAJuS/q1JD0BPyUMiHIMsBw4qsDyWwDzgFui36ELot+lQ5N+LfUylfv9qqmo\nY/sKcBqwA7Az8BLwJbBG2jL/G807ANgd6Ae8l/Z8O+ATwnDfOwOHA9OAv6Yto89B6edmT+ALYAhw\nh85HYudhXWAc8BBh4IbNo9/ELdOWuTL6TjoS2AnoAXwOrJq2TN76H7A2MJkwGvwOwAnAfOCspI9B\nLU3AVdH7+afR9ckvgDnAhTofVTsHea+DqnX8qVA9P/EDmuCJ3J4wYs3uafMOJ4zs17GE7RxHqDS0\nS/o1Vfn4fQDclfbYgInAFTmWfxLomTGvP3Bf0q+lFqZSj2eW9dsBs4FTk34tSU/lHMvo+L0HnAH8\nEwWmyj6ehIDpZ8BKSZe9Fqcyjuffgd4Z824D3k36tdTSFP2eFwpM3Qx8nDGvO/BK0uWvl6mlv1Wa\nSjrW34ve1z+OHq8TXegfm7bMdtEyP4oeHxFVDr6XtsxvCDeuVo4e63NQ2nlYi3AT+iDgbaLAlM5H\nIufib8A7BZb5Guia9ngdQj3thOjxDhSo/wHnAd+kzlE07yZgRNLHoJYmwg3IBzPmPQs8qvORyPlY\n4TqoWsefCtXz23JXvn2Ame4+JG3eG4QhkvcqYTvrAnPcvbGShatlZrYK4U7Fm6l5Ht6BbxCOazb7\nRM+n65Vn+TajzOOZqT2hpcq3FS9gHWnBsbwWmObu/4y3hPWlzON5JNGPUdRt4ZOoC0Rb/r0Byj6e\n/YDOqe5SZrYVodXuy/GWtlXaG/0Ola1Cv1VSvHUJ16Sp3/XOwMo0P/6jga9oOv57A5+4+zdp2+kF\ndCC0+k8to89B8e4FXnT3tzLm74HOR7UdCQw0s6ej7q6Dzeys1JNmtiXQkebnZA7wIc3PSaH6396E\nmz/L0pbpBWxnZh0q/aLqWD/gYDPbBsDMdgX2I7T+1PlIWJWPf0Xq+W25otCR0Pzwv9x9OeECoGMx\nGzCz7wFXE5qytyXfA1YCpmbMn0ruY9exxOXbknKOZ6abCd17Mr8U2pqSj6WZ7UdoKXVWtufbuHLe\nm1sBxxN+X44A/gJcRmjy3daVfDzdvTshcNrXzJYQWqO97e43x1nQVirX79A6ppxdxajEb5UUwcwM\nuBPo6+4jotkdgSVRxSJd+vHP9R6niGX0OchgZicBuwF/yPL0Buh8VNtWhNYbo4HDgH8Ad5vZqdHz\nHQkV6nzfUcXU/4o5bxJasD0FjIquTwYBd7r7k9HzOh/Jqubxr0g9f+VSFq4HZnYToT9lLk5otpZz\nE9EyhfazNuGO9aeEfpRS5LFrwfJtTbHvxd8T+vse4O5LYi9Vfcp6LM1sLUK+rrPdfWbVS1W/8r03\n2xF+jM6JWlMMMbONgd8Bf61S+epNzuNpZgcSgnrnAgOArWi2LXAAACAASURBVAkX4pPdXcez5Sz6\nq9+i8um3vPLuA3YEflzEssUe/3zL6HOQwcw2IQQHD3X3paWsis5HXNoBA9z9mujxMDP7ISFY9e88\n6xVzTgoto3OyohMJeTBPAkYQgrh3mdnX7v5YnvV0PpJVqeNfzDIlnZ9WF5gi5N4o1B3nC2AKkDly\nxkrAeqwY8SNjubUIzdNmAb+IIottyTeEBGsbZMxfn9zHbkqJy7cl5RxPAMzsd8AVwMHuPjye4tWV\nUo/lDwjJM1+M7lBD1JI0uvuznbuPi6ms9aCc9+Zkwl3k9B+jkUBHM1s5oylwW1PO8byekK8h9bs2\nPPoNuh8F+kqV63dojoL6RSn7t0qKZ2b3ELrrdnH3r9OemgKsambrZLTSST/+UwiJutNtkPZc6q8+\nB4V1Br4PDEq7PlgJ2N/MLiQkHV5N56OqJhOuJ9KNJCTdhnAsjXA807+T1ickrk8tk6v+V+icgL7r\n0t0C3Ojuz0SPh5vZFoQWho+h85G0uI9/emusitTzW11XPnef4e5jCkzLCDlQ1jWz3dNWP5hwAj/M\ntf2opdTrhMRhR7XFH43oztEgwvEC/tvs/GBCf+Ns+qcvHzk0mt+mlXk8iYbq/CNweEbf4DarjGM5\nkjBSzm7ArtHUE3gr+n9CzEWuaWW+N98ntOpJtx0wuY0Hpco9nmsSElOma4xWtSzLS27ZfocOQ79D\nRSn3t0qKFwWljgZ+4u5fZTw9iJCQNv34b0sYDSt1/PsDO0epJlIOIwyOMjJtGX0OCnuDFa8PBhJa\n5qT+X4rORzW9T7ieSLcdMB4gupE4hebnZB1Crpz0c5Kr/jcgbZn9owp6ymHAaHefXZmX0iqsyYot\nYhqJ4gs6H8mq8vGvTD2/1IzvrWkiJGcbSLibsR+hz/Jjac9vRPjh2CN6vBZhRJqhwJaEyGBqamuj\n8p1ACM6lDxk9A/h+9PyjhCh6avl9gCU0DSP5Z8KQ0yUNI9lapzKO5xXR8Ts2433YPunXkvRU6rHM\nsr5G5WvB8QQ2IVx03wVsA/yc8MP4+6RfSy1MZRzPawmtc08kDCt+KCHP1BNJv5akJ8KgD7sSKo6N\nwCXR402j528CHklbfgvCsOw3R79D50e/S4ck/VrqZSr0/tXUomN7H2G0ti4Zv+urZywzDjiQ0KLn\nfeC9tOfbAcMIw3/vQhhdaSrwl7Rl9Dko/xz9d1Q+nY9Ejv8ehJEQ/0Bo8X4yMBc4KW2ZK6LvpCMJ\ngcUe0W/mqmnLFKr/rUMYzewRQpfaE6Nz9Oukj0EtTYTr5a8ILTw3J9RJprFifUXnI75zUOg6qCrH\nnwrV8xM/oAmfzHUJdz5mEy4GHgTWTHt+c0Kz9f2jxwdEj9OnxujvZkm/ngSO3/nAl4SL1P5EAbzo\nubeAhzOW/yUwKlr+Y0JLn8RfR61MpRxPwoVQ5ntxOfCnpF9HLUylvjcz1lVgqoXHk6a7MQuiH8Ar\nAUv6ddTKVOJnvR1wDTAGmB+tdzewTtKvI+kp+k1O/QanTw9Hz/8TeCvLOoOiY/8ZcFrSr6Pepnzv\nX00tOq7Z3svLgf+XtsxqwN8J3SrnAs8A62dsZ1PgJULFYSoh4NEuYxl9Dso7R2/RPDCl81H9c/Az\nQh1iATAcODPLMn8mVKQXEFKvbJ3xfN76X7TMzsA70Ta+An6X9GuvtYkQFLmDUCeZH713rwNW1vmo\n2jnIex1UzeNPBer5Fm1IRERERERERESkqlpdjikREREREREREakPCkyJiIiIiIiIiEgiFJgSERER\nEREREZFEKDAlIiIiIiIiIiKJUGBKREREREREREQSocCUiIiIiIiIiIgkQoEpERERERERERFJhAJT\nIiIiIiIiIiKSCAWmREREREREREQkEQpMiYiIiIiIiIhIIhSYEhERERERERGRRCgwJSIiIiIiIiIi\niVBgSkREREREREREEqHAlIiIiIiIiIiIJEKBKRERERERERERSYQCUyIiIiIiIiIikggFpkRERERE\nREREJBEKTImIiIiIiIiISCIUmBIRERERERERkUQoMCUiIiIiIiIiIolQYEpE2gwzW8vM7jSzcWa2\nyMymmtnrZrZb0mUTERERqRW6ZhKRalo56QKIiFTR/cAvgL8DI4HvAvsBOwBDEyyXiIiISC3RNZOI\nVI25e9JlEBGpCjObCTzm7r9NuiwiIiIitUrXTCJSTerKJyJtySzgR2a2YdIFEREREalhumYSkapR\nYEpE2pIrgJ2BCWb2oZlda2ZbJl0oERERkRqjayYRqRp15RORNsXMNgCOBQ4DDgVWAo51916JFkxE\nRESkhuiaSUSqRYEpEWmzzOx7wBBgnLvvn3R5RERERGqRrplEJE7qyicibYKZtTOzddLnufs3wNfA\nasmUSkRERKS26JpJRKpt5aQLICJSJWsDE83sWWAYMI/QLH0P4NIkCyYiIiJSQ3TNJCJVpa58ItIm\nmNkqwF8IeRK2IrQYHQv8w90fSLJsIiIiIrVC10wiUm0KTImIiIiIiIiISCLqIseUmZ1rZsPMbHY0\n9TOzn+ZZ/nQzazSz5dHfRjNbUM0yi4iIiFSbmXUxs55mNim6/jmqiHVOMbOhZjbfzL42s/8zs+9U\no7wiIiIidRGYAiYAVwKdo+kt4D9mtkOedWYDHdOmzeMupIiIiEjC2gNDgQuAgs3izWw/4BHgQWBH\n4DjgR4C664iIiEhV1EXyc3d/OWPW1WZ2HrA3MDL3aj493pKJiIiI1A53fw14DcDMrIhV9iYM/35v\n9Hi8md0PXBFTEUVERESaqZcWU/8VDV96ErAm0D/PomuZ2Zdm9pWZ9TCzHatURBEREZF60R/Y1MyO\nADCzDQitpjJvCoqIiIjEom4CU2a2k5nNBRYD9wHHuvuoHIuPBs4EjgJOIbzOfma2cVUKKyIiIlIH\n3L0fcCrwlJktASYDs4ALEy2YiIiItBl1Myqfma0MbAasC/wSOBvYP09wKnPdkcAT7n5tjmW+CxwO\nfAksqlCxRUREJDmrA1sAvdx9RsJlqTozawSOcfeeeZbZEegN3A68DmwI3AZ85O5n5VhH10wiIiKt\nR+LXS3UTmMpkZr2Bse5+XpHLPw0sdfdTcjx/MvB4BYsoIiIiteEUd38i6UJUW5GBqUeB1dz9xLR5\n+wHvARu6+9Qs6+iaSUREpPVJ7HqpLpKf59AOWK2YBc2sHbAT8Eqexb4E+Pe//80OO+Qb7E+K1bVr\nV7p165Z0MVoNHc/K0bGsLB3PytLxrJyRI0dy6qmnQvQbL1mtCSzNmNdIGNEvV/L0L0HXTLVE3xu1\nR+ektuh81B6dk9pRC9dLdRGYMrMbgFeBCcDahLxRBwCHRc8/Ckx096uix9cAHwBjCV3/rgA2Bx7K\ns5tFADvssAOdOnWK54W0MR06dNCxrCAdz8rRsawsHc/K0vGMRZvpbmZm7YGtaQoqbWVmuwLfuvsE\nM7sJ2MjdT4+efxF4wMzOBXoBGwHdgA/dfUqO3eiaqcboe6P26JzUFp2P2qNzUpMSu16qi8AUsAHw\nKCHvwWzgY+Awd38ren4TYFna8usBDwAdgZnAIGCfYvJRiYiIiNSxPYC3CS2enJA7CuARwsAwHYFN\nUwu7+yNmthZwASG31CzgTeD3VSyziIiItGF1EZjKlXwz7fmDMh5fClwaa6FEREREaoy7v0OeUZfd\n/Yws8+4F7o2zXCIiIiK55LxwERERERERERERiZMCUxKbhoaGpIvQquh4Vo6OZWXpeFaWjqeIlErf\nG7VH56S26HzUHp0TSWfunnQZaoKZdQIGDRo0SEnYREREWoHBgwfTuXNngM7uPjjp8rQWumYSERFp\nPWrhekktpkREREREREREJBEKTImIiIiIiIiISCIUmBIRERERERERkUQoMCUiIiIiIiIiIolQYEpE\nREREREREasayZdC9O0ycmHRJpBoUmBIRERERERGRmrF4cfj71VfJlkOqQ4EpEREREWm1pk2Dl18G\n96RLIiIiItnURWDKzM41s2FmNjua+pnZTwusc7yZjTSzhdG6R1SrvCIiIiJSGz75BObMUWBKRESk\nVtVFYAqYAFwJdI6mt4D/mNkO2RY2s32AJ4AHgd2AHkAPM9uxOsUVERERERFpu+bPT7oEIlIv6iIw\n5e4vu/tr7j42mq4G5gF751jlYuBVd7/D3Ue7+7XAYODCapVZRERERESkLRo/Hnr2hNmzky6JiNSD\nughMpTOzdmZ2ErAm0D/HYvsAb2TM6xXNFxEREWmVzKyLmfU0s0lm1mhmRxWxzqpmdoOZfWlmi8zs\nCzP7VRWKKyKtVCogtWhRsuWoR42NMGVK0qVInrpfty0rJ12AYpnZToRA1OrAXOBYdx+VY/GOwNSM\neVOj+SI1ZcEC6NcPJkwI08SJ4cdoo41ghx1g++3D3003BbOkSysiIjWuPTAUeBh4rsh1ngG+D5wB\nfA5sSB3evCxElRwRqQfDhsGoUXDMMbDGGkmXRqQ66iYwBYwCdgXWBX4JPGpm++cJTmUyoOAlSdeu\nXenQoUOzeQ0NDTQ0NJRYXJHcli2DN96Axx+HF15o6oO/wQawySaw/vrQvz/8619NQ6VusQWcdFKY\ndtlFQSoRkXTdu3ene/fuzebNboN9SNz9NeA1ALPCvxTRYDJdgK3cfVY0W4Nzi0hFKCBcugULwt/l\ny5MtR1vUvTvsvDPstFPSJWl76iYw5e7LgC+ih4PN7EeEXFLnZVl8CrBBxrz1WbEV1Qq6detGp06d\nWlJUkZxmzoTbboMHH4Tp00NrqN//Hn7xC/jBD2C11Zovv3x56KM/fDi89BI88AD87W+hBdWpp8KZ\nZ0JHtQMUEcl6E2nw4MF07tw5oRLVjSOBgcCVZnYaMB/oCVzj7q2qE45u6IhIPdB3VbI++0yBqSTU\nczPtdsBqOZ7rDxycMe9QcuekEonVvHlwww2w5ZZw551w8skwaBCMGAFXXw077rhiUApgpZVgq63g\nyCPh/vth8uQQoOrUCf7619C976ST4J13dEdKRETKshWhxdQPgWMIN/2OA+5JslBx0O+kiNQTfWcl\nQ4HBZNRFiykzuwF4FZgArA2cAhwAHBY9/ygw0d2vila5C3jHzC4FXgYagM7A2VUuurRxy5fDfffB\nX/4SkkCeey784Q/lt3JadVX4+c/DNHMmPPoo/O//woEHhuDW+efDaafBOutU9GWIiEjr1Q5oBE52\n93kA0fXTM2Z2gbsvTrR0IiJtjAIjydLxT0ZdBKYI3fIeJSTjnA18DBzm7m9Fz28CLEst7O79zawB\nuCGaPgOOdvcRVS21tGnDhsHZZ8PAgXDGGXDttbDZZpXb/nrrwcUXw29/C2+/HQJgF18cugaedloI\nUqkZqoiIFDAZmJQKSkVGEnJzbkJIhp6V8nJKIfPmwdKl4ZpFRESSV6s5OesiMOXuZxV4/qAs856j\n+NFoRCpm4cLQQurWW2G77cKIe3vvHd/+zOCgg8I0aVLIQ/XAA6El1SGHwJVXwsEHK/ovIlKLzKwL\n8BvgB8Bx7j4pyvU0zt37VqEI7wPHmdma7h6l3GU7QiuqiflWVF5OKeTFF8PfWopVLloEM2bAxhsn\nXRKR7FLX7OrKJ3Go1Zyc9ZxjSqTmDB4Mu+0Gt98Of/pTeBxnUCrTxhvDddfBV1+FUSW+/RYOPRT2\n2AOeeiqMBigiIrXBzH4J9AIWArvTlDuzA3BVrvUKbLO9me1qZrtFs7aKHm8aPX+TmT2StsoTwAzg\nn2a2g5ntD9wC/J+68Ulr9M478O67SZdCJDfdTG6uJcdj8OCQzFxqnwJTIhXgHpKT77svrL02DB0K\n11wTckIlYZVVQlL0gQOhd2/4znfC4912g/feS6ZMIiKygquBc939bGBp2vz3gXKbIu0BDAEGAQ7c\nDgwGroue7whsmlrY3ecTBohZF/gIeAz4DyEJukirs6hVjTXZ+rirpVCKjkPLjR4d6kMSLF0aRnyv\nRQpMibTQvHlw6qkhsfmvfw3vvw877JB0qQKz0J2vd28YMADWWgv23z/kvJo+PenSiYi0edsB2dpu\nzCYEikrm7u+4ezt3XyljOjN6/ozMFAjuPsbdD3f3tdx9c3e/Qq2lRCQJTz4JfcvsxDx+vAKPIvm8\n/35IM7NkSdIlWZECUyItMHo0/OhH8J//wBNPwL33wmqrFV4vCXvuGb6I7r8fevSA7beHf/5Td2NE\nRBI0Bdg6y/wfA19UuSwiUuMmTw75serNtGnw+uvFLz8xb3a73Pr1U88AKd833yRdgvhNnhz+1mL9\nT4EpkTL17Qv77BP+HziwthJ75tKuHZxzTgio/fzncOaZcOGFyj0lIpKQB4G7zGwvQre7jczsFOA2\n4L5ESyYiNadPn9ICPLViyJDqBdSWLi28jEg2H3yQdAmqpxa78ykwJVKG554LXeR22SU0idx++6RL\nVJr114dHHw2tpx54IASpamCUUBGRtuZvhOTjbwJrEbr1PQTc7+73JFmw1qgW7xCL1Kply8JI0yJt\nRSV/I9xDC74FCwovm4RBg5IuwYoUmBIp0d13w/HHw7HHQq9esN56SZeofOecA6+9FvJP7bsvfKGO\nIyIiVePBDcB3gJ2AvYHvu/s1yZZMROrJ2LHQ2FjZbb75Zkj9UO9GjgyjVNcjjc5Xv+bMCa2SPv00\n6ZLUDwWmRIrkDr//PVx8MVx2GTz+eO3mkyrFwQdD//6weDHstRd8/HHSJRIRaVvcfYm7j3D3Ae4+\nL+nyiFTCiBFJl6A6Kh0QKtW0afDRRzBmTGW3W2/BnFytXYYOrc/uj1L9Vq4KBCZLgSmRIrhD165w\n881wxx1w660hX1Nrsf328OGHsOmmcPjhajklIlINZva2mb2Va0q6fCItMWxY5bb10UchAFMtxeZD\nWrQInnoKJkyItzz5LF8e/rb1fKGplilJBworqS12Px47Ft5+O5l9t8XjXUvqomptZn8wswFmNsfM\npprZC2a2bYF1TjezRjNbHv1tNLMa7eUptayxES66CO66C+67LwSoWqPvfhdefRXWWgsOOwymTk26\nRCIird5QYFjaNAJYFegEfJJguSQBS5fC888r52M2Y8eGQWeqYcaM0MLmyy8LL5vKH6NrpuSlgonZ\nAnQKOBTnyy/hjTeSLcNHH8GUKcmWQZKxctIFKFIX4O/AQEKZbwJeN7Md3D1fWr7ZwLZAqmGevpak\nJI2NcN558OCDIUn42WcnXaJ4bbAB9O4d8k399Kdh9JcOHZIulYhI6+TuWW91mNmfCcnQpYLcQ96P\n9u1hpZWSLs2KZs4M3erHjYPddku6NOXr2xfWXTfpUjSXCkyYFe6us2hR+Dt/frxlakuq0UUqtY+4\ng1ALFsAaa1T3NVXLhx+2rhZnUl9iazFlZqea2eqV2Ja7/8zdH3P3ke7+CfArYDOgc+FVfbq7T4um\n6ZUoj7QNjY0hOfiDD8LDD7f+oFTKFls03Sk8+uimCzQREamafwNnJl2I1ujll0PlS+IzYQJ8EkN7\nv1IDDu4hb+bSpfDCC9CzZ+XLJLmlB1VaS4sld/jPfyrbTbWtmDOn9bwPJB5xduW7E5hiZveb2Y8q\nvO11Ca2fCqXlW8vMvjSzr8ysh5ntWOFySCvlDr/9bQhIPfII/OpXSZeounbaKVy8DxgAZ52lHxIR\nkSrbB9BtgTJMm1a4pUu9JXWW8syYAcOHh9xDixfX7rDtlVIPLbzq/XpyYdRPZ+TI6u3z66/hvfeq\nt784LF8e6hWVDujNnx+6P1fqJnq9vz/rXZyBqY2As4FNgPfNbLiZXWZm32/JRs3MCEGvvu6eb7yP\n0YS7jUcBpxBeaz8z27gl+5e24Y9/hHvvhfvvh9NOS7o0ydh33xCYe/zxkFtLREQqy8yez5heMLMP\ngH8C9yddvkK+/jr7/AUL4NlnkwkEvPlmqABJ7VmyJLRaKjeAUkylMX2Z1CA1qeTgrV0tD1yTq0ta\nJRO2p/bR2Ajjx1duu+lS3dzat49n+9n07w8TJ1Z+u9k+T3F140ttd+bMym53woQQdK7mwAgSn9hy\nTLn7EuAZ4Bkz2xD4f8CvgRvN7GXg/4BX3EuOTd4H7AjsV2D/HwAfpB6bWX9gJHAOcG2u9bp27UqH\njKQ6DQ0NNDQ0lFhMqVc33RSmO+5oO933cjnpJPjgA7jkEth99xCsEhGpRd27d6d79+7N5s2u/SzS\nmQVsJNxY+5O71/wA57mSQ0+eHLpPTZ4MP/hBy/axdGnoOnPIIcXnLWorgYh6k2rNNn487Bj1YRgz\nJrRs2meflm9/0iR491049lhYffXmgYpSaMj46pg1Kwy6c/DBsP76+ZcdPjy8b9ZfH/bYI/+yS5ZA\nv35hMJ/vfrdy5YWmYOd661V2u9X2zTchp+wRR1QnH1y18n+1VK2Xr7WrSvJzd59sZm8Q8kJtBewB\nHAJMM7Mz3L2oBopmdg/wM6CLu08usQzLzGwIsHW+5bp160anTp1K2bS0IvfcA1ddBX/+c+sdfa9U\nt94KAwfC8cfD4MEhQbqISK3JdhNp8ODBdO5cKB1lctz9jEpv08y6AJcT8nBuCBzj7kVl1zGz/YA+\nwCfuXhMXQ3PmhODU559DDZ/KujN9eggSbbFFsuUYNCj8LSYwVajSODmqGSxYEAJTLVUPldS5c1sW\niF24EFZdNZnBAObMCX9nzswdmHIP+cqGDw+PZ88uHJhKUYA6t1R35tmzyw9Mde8OW28Ne+5ZeNmW\nBqYULG4b4uzKh5l9z8wuMbNhwPvA+sAxwObAxkAP4NEit3UPcDTwE3f/qoyytAN2AkoKaEnb8eST\ncNFFcNll8Kc/JV2a2rHKKvDMM+EH/qSTKtvsWkREKq49MBS4gBJGIzazdYBHgIQHCy+Oe+mVnKVL\n4ylLPXrjjdBFqJrSR8bLpXt3+Oyz6pSnNXjppZblH+rRA95+u3LlyaYlAb4JE5qCUrWkHoKW1TB2\nbPg7aZK+X6Xl4hyV7wVgEnAu8Biwqbsf7+6veTAXuIUQpCq0rfsIeaJOBuab2QbRtHraMo+Y2Y1p\nj68xs0PNbEsz2x14PNrXQ5V8ndI6vPsunH56yCd1662KzGfacEN4+ulw8XPVVUmXRkSkfpnZTDP7\ntpipnO1H11l/cvceQCm/ZvcTrpU+KLRgLXjyydIr5G9EITdVKmvb6NHZ5xc6b5nXbrlaaaTmP/10\nfDl10k2dCs8917L33aefhsp/HKbX8Jjl1Tg/pWjNCfTLzdO0fHmoR330UdO8efNCUDEl9d6v9Hdv\noZZYc+c2/R/HKOPffFP5bbZlcXblmwMcUqCb3nRgmyK2dS7hrl+fjPln0NTialMgvdHmesADQEdg\nJjAI2MfdRxWxP2lDRo+GY46B/faDhx5SUCqX/feHv/0NLr885AM4/PCkSyQiUpcuSboAmczsDEKq\nhVOAa5Iow+LFYXSlH/8YNt20uHUmTQoVkmJ/t2tp1LKxY2HLLbN3oSr29biH0cG2374p900tK6bF\nVD6FumaVWuldvjy879ZYo/n8Sl8HjhwZ8h4tXRq6zZXjk08qWyYpT+/e+Z9fsqT8c5yuJQGcZ58N\nXex226209crt+pgqa3rg5/XXw2cr6RTN6d/58+cX7uJbynH/6it4//3icqS1xMSJ4Ttp4zYwfFuc\nyc9PL2IZBz4vYrmCP7fuflDG40uBSwutJ23btGkh8d+GG4YL4kr8mLRml14afpRPPx0+/jjeL2IR\nkdbI3R9JugzpzGwb4Ebgx+7eaAndnUlVaiZPLj4wBaUFpmrFrFmhdcH8+bDrris+n145ev/9kCg8\nW7LlSZPC8Osrrwzbbtv8uXnzQgLogw8uLX/Q2LGhbCeeWB/BrmoYMCC03Nl778LLzpwZBgXYfffY\ni9Vq5AoGDBsWghu14LXXmn8vZSvz1Knw1lvw05/Gkxx9/vziRgNcujQEQ4sNTL30EuyyS0jdUSmp\nbn3TpsVTVxgyBEaNglLSQo8e3fJBnKZMCed+ww2bWs/F0RIrXaplcNJBvmqIsytfNzO7MMv8C8zs\n9rj2K1KsBQvgyCND4sdXXqnOqBT1rl07eOSR8KX8q1/VXhNrEZF6ZWZrmNk66VMV9tmO0H3vWndP\n3SisszBP/Un9dhaTs/Grr8IAJPm2k+23ePToMNrdrFmllS3V/SbVemLWrJD3Kdt2Fi+ureuAXAHK\nzCBCoZYhmV2aPv8cxo0rrgyvvRYqzNmOy7dldc6tPUOGhPdEuuXLK99Na8SIcOxrwcyZ4YZsPqnP\nSHr3sQULQjCjJVLv655FDWFRurlzYejQym4zVea33mo+v5T3yAsv5H6u2Dx06fsbP774fefy9tvQ\np0/4P5W8vxJmzw4B8LYuzq58xxMSnWfqD/wBuCzGfYvk5Q5nnRX67L/zDmxeMNOZpHTsCP/6F/zs\nZ3D33XBJzXVKERGpD2bWHrgZOAHINrB53GNlrU0YKXk3M7s3mtcuFM2WAIe5e59cK99/f1def71D\ns3kNDQ3suWf1bu3mqugMGRJaDNRya6pcZa9kmUupCE6YELoipZsxo+lv5g2855+HzTYLqRBKKUtc\n56TY17pwYf7nR4zIvr1x40L3y2LMnQsdmn80ePvt1tHqYVSWpChPPw3bbFN4xLwnn4QuXWCTTZrm\n1fJntBTZ3n+9e4fgVPp5nzMntGjaa6/qlS1dpVuhZXvd7do1DwCXE7QspiXS4MGlbzeb5ctLH5my\nkkHTgQNDQLxz56ZyuMeX/61fv+7069e9WYB59uzZ8eysBHEGpr5HyO2UaU70nEhi7r033O156qni\nh52VJkccAV27wpVXwgEHqMm6iEiZbgF+ApxHGCjmAsKoxb8Bfl+F/c8hjFic7oKoTL8Evsy38m9+\n040LL1yxL0VqpKYkK5yjRsEWW8TTpaalSj0u33wTWghsU0xW1ox9TJsWWmZ17Jh/+eXLoW/f5usv\nX164lc/XXxdfpmorZYj6AQNCrq510topjh0LP/xhROaZPQAAIABJREFU0+MPPig+MDVuXOk5fmrV\nzJkwZgx88QUcdFDu5SZMKO6a+osvmgemWrNsydI/+ih8LvfYo/RgSEtNmRICpFttVfltp3+vpf7P\n/K4rNVl46rO7cGHzbtvlts5bvjwEzVLfb/37h3xcb78Nhx1W3jYrIdVtOj1A9umnYSrXggXhs5st\nN9W++zaw774NzQKmgwcPpnPnzuXvsALi7D3+OZAtPfLhQJENYkUqr3//kCvp4ovhhBOSLk39uumm\ncMHW0FBbCWVFROrIkcD57v4csAx4z93/ClxFSEReMjNrb2a7mlmqWrxV9HjT6PmbzOwRCLk+3X1E\n+gRMAxa5+0h3L9C2JFcZwt9Kd+1xr42cM59/vmJXknHjiu9qk3lciuni9cUX4W9jY2lJiocNC5Wu\nUssEIViTCjLmkjrXX3xR+HzH3WKqXMuWhXOa2WVy0aLiuwxlGjmy5eWaOTPkGCtFZou3cixd2vxc\nvvZa0/sv9Tfl229X7NaXTbZzHvfomOld6srx9tsh8XRrkupuOG9e+BvXOah0fropUwp3pSzG0083\nbWfixBBMTX0/zpqV3Iit2T4fLR0B8o03wmiJxfjii/KT31dSnIGpbsCtZnaNme0XTX8iNFm/K8b9\niuQ0fTocfzzsuSfcckvSpalvq60WLkYmTAiBPhERKdl3aLpZNyd6DNAX2L/Mbe4BDCGMRuzA7cBg\n4Lro+Y6EkYzrzltvhe5jSRswYMUgxtCh5d2kGT8eevUKLQn69Wv+XHolKRW8evPNULmqhmJzqEyd\nCh9+WH4QJ24tqWymkjgX4+WXy99PNgMHhhxjpahE5fLZZ4vvIpUZqCpG6nx8+GHp6+aTWbkfMKBl\ngaUpU8I2kgpWVJNZ8QHjZcsq8z08enRxefZSMnO/lSv1nijls10tfftWLpl6sduZOzd8FseMqcx+\nWyK2wJS7P0Rohn4+8F40nQX81t3/Edd+RXJZvjy07lmyJFzUaQS+lttuO7jzTnjggfxJCkVEJKsv\ngC2i/0cRck1BaElVYtrqwN3fcfd27r5SxnRm9PwZmSMZZ6x/nbuXMNZRsHhx0x3euFrGZKuYFFNp\nzCxHMevMmBEqTnFIdX+bMqWp5cLixYVzH0HpXWGKVcwxWbgw+138VOWy2EpmtROmT57c9P+gQSs+\nn6+FX76y9u7dvCtjJZMhJy2VBL+QlnzGq9FCo6WtpqB5F9eUcl536rNTay0GIbz3iw3AzZvX8par\n334bgp/Dh7dsO4XUW1Bx6tTqB4hKGYwjbrEOBOvuf3f3DQn5Er7j7pu5+8Nx7lMkl+uuC801n3wy\ne39bKc9ZZ8Gxx4a/kyYlXRoRkbryT2DX6P+/AReY2WKiVueJlaoMPXvCf/5TnX2V2gqiUOVk1qwV\nu0C9/nr2ViPFdFsqJFVBLSYQVY45c8IoTy2RrfLco0f553jMmKbXXYkuORDORTGjiaWf21Irffne\nO998A598Ut42undv3k1y5sxwbLMFa6pZuU4dq2Lfm7UYZKmkxYsr053viy/C+Z0/v/TzWcwx/vrr\n8J6qRiug1IAIpch8zalgSKnByXnzsrdiy3ZMv/yy9CB4HJ+1JUtKC+S1pAyTJjV9v9ZbUA5iDkyl\nuPtkdy/rzp9IJfTvDzfcEIJT+RI3SunM4MEHYY014LTTaqOPsohIPXD3bu5+d/T/G8D2QAOwu7vX\nTdqDuXOb321Nb4GybFlTq6BiFHMx/eWXTf9XotvDq6+GLnLVFlel/uWXWz5EPRRXvmJfw6BBTUGc\nQtcJ+d4DQ4Y0bzWWL9BUTNmS7M6THpgaNSoE7qqVs9M9+3kodG6K/Sx/+231W2C0tCK+eDE891xl\nWlllmjmzaR/FKDWgkvpOzNz+e+/BSy8VXr+UrnzFdN9MfS+nXke+bniNjU0ttvJ9b5mFz//nnxc+\n199+G+p+2UaQrLYJE0LXxyVLwndzsUHfcm4uvPtu/K3Q4hRbYMrMvm9m/zSzr8xskZktSZ/i2q9I\npgUL4PTTw+gXv6/GGEdt0He/C48+Cn36wG23JV0aEZH6kEpInuLu4939eXevUJuS6shX8XnnHXjx\nxabHy5dXNoF5tm42mYqpcM2aFcqWWSHs0yf/ehMmtN4bMsUct/TWSMOG5W9Rln5sFy4s730walR4\nT1XKqFFNFcWW5LCp1fxaufTtW16ussyupNlyYC1bFvKmpYICffrE1wU1XUta7Q8fHgIuS5aEvG/l\nGDKk8DK9eq0Y+MoWHC23DOlSrb3iCLSlK6br9nvv5X7u6afDzYFx4woP1FBKHiwobTCASt8oyDzu\nU6aE1qzpn5mJE8N3Znp345R8gd3x48N6+d5z1e4yXQlxtpj6F7APoSn6qYQ7gOlT0czsD2Y2wMzm\nmNlUM3vBzLYtYr3jzWykmS00s2FmdkTpL0Pq3VVXhQvHRx6BlVdOujSt10EHwRVXwNVXh6FwRUSk\noC/NrI+ZnWVm6yZdmEpJr6hkVkh7986eODcVHCi1ctCSIJd7UwsQs1BByhxZL1uFIWXBglDBHzq0\nqdzZKuDz5oVKb0u716Xr3n3FlguLFoXKXSXMnt38taRXcjJHESynq1OPHrkTKFeze1hjY2kt+qqp\nnONQ7DqVGm0uW+uPVOugevLxx03dQuN+/6Ufs1GjQrL5OILblfy+SZd5fFLfkZMnl7dP97BeMa1f\nc52bfAGeXDLrKh9+uOLvyaJFhb8fcgVdp08vXIZSypsuFYQdNSocv169WkeOuzgDU/sDDVGeqWfd\n/bn0qcRtdQH+DuwFHAKsArxuZmvkWsHM9gGeAB4EdgN6AD3MbMdyXozUpz594K674MYbYfvtky5N\n63f99bD77nDiifH9IIqItCJ7Ah8B1wJTohtvvzSz1RIuV9kK3Z1Pr7SOG9f0OHWnPLOLRnp3p0ob\nPrx5ay4oLe9TKliT/pp6915xuRdfDJWeV17Jva30CteIEcUNFZ5ZqXnhBfjgg8LrFSMzd1P63fvM\nc1TpLlup7c+Z07Ih04vp2lWoVUHm+2/evFAJLiWwky/okFnpzVbxrmSumLFj878Pk1CpUchqRSnn\nMNV1Lf09Uqncc9Xqnpw+mmhLrv3LGcgiJZWsv9xATy49eqz4G5EpfZCM7t2LH9ES8gdBiw2Qfv11\nuFlQ6VFBkxBnYGoiYZjiFnP3n7n7Y+4+0t0/AX4FbAZ0zrPaxcCr7n6Hu49292sJwyVfWIkySe2b\nOxfOOAP23x8uvjjp0rQNq64aksvPmAHnnFOfifdERKrF3Qe7++WEa5ojgG8IN9SmmlldDhazYEHx\nF9QffACvvZZ/mXKGoy8k9duU2fKnXMXcGS9VXCMCFiszIFTt3/P33gsVrWol1M8lsyvQiy+GsuXr\nmpQp/f0xKy3j7pw5YXvpOdPiNnBg7uDBu+9WJjdZqUaMqP4+a1GqtU6+Fjpz54bgR6Va+ZWTY63U\n74JiA23Z8kFlBluqnWw/12vNdwOm2t1667HLXi5xBqa6AjeZ2SYxbHtdQtAr3yXFPsAbGfN6RfOl\nDbj88nAx8M9/QruqpPkXgK22goceCl0iHngg6dKIiNQ+D95297MJLcPHAacnXKyymMUfxCh2KPtC\nkhpRLP34lHKsqpUYG1aseGXLJRSnSnU1K2Y/1Qy6vfpq0/+pVjK10sJ80qTKtbjLp5KB3F694Jln\ncj9f6RY05cr1XZOaP3Jk6Nq6bFn+76WpU8PfadOakoYXa8yYFXMSDRyYfdl8rfxK/d7Ml+cpvfyl\n5INKWkuCT+V+3yxZkuxgDdUQZ3X9MeAnwHgzm2lm09KncjdqZgbcCfR193wx9o7A1Ix5U6P50sq9\n+y7cfz/ccksIlEh1HX88nHtuaKlWqWGhRURaKzPb1MyuMLOhhK5982klLbxTd3Nbkpi42iqVqHnB\nguwViWwVu/TuMLlk6yZYqqlTy0vyXY95g4qpANZD4voZM5IuQWkK5X2rZOU6NfpfrlY5UzNrgkUo\nJvAyaVJlW6qkPpOlHJunnirtO2HQoNzPuTdvufb007kDpvXQGyJVxpa810pJGj9rVlN39FLeF/m6\nfWY+99xzTS1IS0mOv3BhU2u0lgzwUA1xpoKOa/yz+4Adgf3KWNeoUPdCqV1LlsB558E++4TgiCTj\njjvChfaJJ4YEg2utlXSJRERqi5mdA5xCuKYZDTwOHOPuXyZZrkpJzz00YwZsvHFp6xcTDKlUJSm9\npVclAkAQKhFrr73i/GxlzqxAjRq1YoCsJYneP/kEPv009/P1UNksxfTp8EZmv4k6VY3XUckgy4cf\nVm5buXz2WfPWUO++W7ltuxcXsPzsM9huu/B/+vFbvjwEzHr1ar7NbDKDDx99BDtmZEPOl4OrUkHL\n+fNXbJH5yivQUNJwZcnLPM4tyVFXSjfy0aOL7wY7ZEh435TTYrecQNsHH4SybbNNGDm1lsUWmHL3\n/6v0Ns3sHuBnQBd3L9Q4cwqwQca89VmxFVUzXbt2pUOHDs3mNTQ00FBvn8w27M47wxfEoEHqwpek\nNdYId3M6dw4BwsceS67bhIi0ft27d6d7xlj1s2ulj0xu1wBPAhe7+9BCC9eDvn1h553D/4Xu0BcS\n1wivqdH0KilXi42WDNWeGZjKFTwoprKSKyjlXt+/zcuXh4re7rs3zevVq/ljKeypp1q+jdT7KO7u\nRtOnr9gFrdx9Ll684mhmH39cXGv/9H2+/37T//37h2vfdMV2/cr8zNfzZzOfcl9XJY7H/PkhT1cl\nlZqwfurU8D6uRn6o9H3U+iVRnC2mMLMtCInKfwBc5u7TzOwwYIK7jyxxW/cARwMHuHsxPd37AwcD\nd6fNOzSan1O3bt3o1KlTKUWTGjJ+PFx3Hfz2t7DrrkmXRrbfPuSbOvlk2HtvuLBVdEwRkVqU7SbS\n4MGD6ZxZQ6gtm7nXd1uVzFY8ixdnD8ZkVhx79sy/3cbG4lsDLF0KK61U2s2oCRNg/fWLW7axMWw7\n80yV000oXaUq8J9+2hQMLNXkybDRRqWt415+nqx8ciXBzqxEZuaiGTWqZYGoJBK7F6PeghItOY7v\nvQc77QTrrVd42Uq0IGtsDPnFRo1qWaujZcvC6KLl5ETr0wdWWaW0dQod40qPkNkaxdF9t9SBNMaN\nC4MerLpq7mVa8vlPD0DV0/dIbO1JzKwLMBw4ADgBSHXk6QxcX+K27iM0dT8ZmG9mG0TT6mnLPGJm\nN6atdhdwhJldambbmdmfo33fU+5rktp3ySWw7rohOCW1oaEh5Jrq2rX5HSURkbau3oNSkD1hbba7\nwGPGNH+c3sUi87lSPftsaPGRLdCTr/tbKaMHZjOypFusrUfv3iHfSSUtX15aN5PMLjqff17+vt95\np/x1yxFnYvdc7+liu6clZeLEwiN0VtKoUeGatCVBqRkzQuL1cePKW3/atKbce6mAUuYvQubj4cPD\n31zdnNOT6xfad7Wkj0RZDXPnwtAabH+c/tks5pe/JaPGpgcoU/uaOLH2k6fH2dHpZuDP7v4TIP2y\n5U1g7xK3dS6wDtAH+DptOiFtmU1JS2zu7v2BBuAcYCjwC+DoAgnTpY699BL06BG68mXL6SDJufXW\nkPPruONqZ4QUERGJR6nhtmxd/soJ2WV2p5gzJ4x0latlU7EtnkoNJNTT8N3lhkYrXcFJz+tVTAAl\n8xiPH1+9kfyKNWRI8Yn0s52HliScX768eYLkIUNCQus4Q+GLFq3Ymi6XluRLq4RK7D8VcMl2nkrt\nMlVs8Cb1HdfSYH41ZeZqGjMGXn+99O2YFXcz4f33WxbUiUuxn72RI0t7/2Trlp5+fFPfp8UMsJG0\nOANTuwDPZpk/Dfh+KRty93buvlKW6dG0ZQ5y9zMz1nvO3bd39zXcfRd377Xi1qU1WLAALroIDjss\nBD+ktqyySrggMoMTTqj9iL2ISL0ysy5m1tPMJplZo5kdVWD5Y83s9WjU5Nlm1i9Ku1C2sWNbsnbl\nZCbzzaeSwaR8ScbjUm7AoW/f2gikpVfuy2nZM3Vq6Xle4jZqVOmJ9M3C6//885ZdKw0bFiqiqc/A\nV8UkQami55+v7PZKfc9U4j2farWXLVhS7nfg8uXZW6HWi2ytSDNbNxabb6scc+bU7gii6b1GCgXY\n8uVnLPV7QV35gtmktWBKsytQR4MGSz24+Wb4+mu45576+gC2JR07hu4WH34Il12WdGlERFqt9oSW\n4hdQ3EjE+wOvA0cAnYC3gRfNLNFMjZkVnMwExcVI6nqgUEAsvVJcyshP+ZTbnaixMbTWqKVOpcUE\nDYrN01Rvvv463MgbMCD/ct27528hlmoRFGfQMVsgcN68lm0zX4U8n1JGX2tsrN0WR8uXN+9amnSd\nptQg2bffrthaKfO7u5zv8mIVOzJeIXF/H6Z+I3Id33yf21oLMldSnMnPnwL+ZmbHEV0YmdlewG3A\nv2Pcr7Qx48fDLbeEYMc22yRdGsln333hrrvg/PNhhx3gvPOSLpGISLLMbGXgQMJAMU+4+1wz2wiY\n4+4lV/Pc/TXgtWjbBas17t41Y9Yfzexo4Eggb9Yf9zAKbrGefLL4ZTMrGJWqcJSj1NYYX34Ju+2W\n//mUUlp15dOSrklLljQf2j5pxQRTCnV9GjKkMmWpltSAAaUEZtK76iUhWz6jl15q2TarETCqhRaC\n9WLp0vwJurOJ67tk2rTq5cZqbAwDZORSyu9eNtOnl79uoaB1KT77DNZcM/y/aFHltluuOANTfwD+\nQcgFtRIwAlgFeBr4S4z7lTbmd7+D73wHrroq6ZJIMc47LzRvv+gi2GorOPzwpEskIpIMM9ucEETa\nDFgN6A3MBa6MHp+bQJkMWBsomKVj7tzSumXEcRe6mt23so02mEu1E2q3JIlzLVRI0rW1wMGMGZXL\nibNsWTh+qc/a4sWha2kcn5Ok80SVau5c5aBtqVdeKT1/Vj612nJt8eLm7+/p00NdsxS18try3Z4a\nOLDp/5b8hlRKbIEpd18MnGFm1wM7E0blG+zuo+Lap7Q9ffqE7mGPPQZrrVVwcakRd9wR8ieccELo\nc73TTkmXSEQkEXcBAwlpDtIvC18AHkykRHA5oTvg0wntv2IqnQw7c6SnfIGqalfa893dL6SUblBS\necUm4S/Ga6+FFnCpa+KPPqr+qGi16qWXwkjRUrz0oMbChZUNStWT+fPDTfVStCTAXmv58qolzhZT\nALj7OKDMnu8iuS1bBhdfDHvvDSefnHRppBQrrRTyI3TpAv/zPyHv1AYbJF0qEZGq+zGwn7svyeh1\n9yWwcbULY2YnA9cAR7l7keOJ1Y7+/Zs/LnZEtGKU2p2vnoI9pVa4MtVSfqq2LpWzpl2URVhBqRUl\nnbcpCeWOyDZ+fGgptMEGIcjZluVr1VjpGxEtzdVWr2ILTJnZA/med/dz4tq3tA0PPggffxz62raL\nM42/xGLtteHFF2GvveDoo+HNN6F9+6RLJSJSVStFU6ZNCF36qsbMTgIeAI5z97eLWeexx7qy5pod\nms3bd98G9t23/GYJS5aEkczKudCPc4jwpUsrE4Cpt9xHbU0lg5lxyxdgaYvBl6TUQ2C23HxkqVai\nDQ0wSUOXtRr9+nWnX7/uzeYtWJB8c7g4W0xtmPF4FeCHhLwF78a4X2kDvv0Wrr4azjgD9twz6dJI\nuTbdNASnDjgAfvlL6Nmz9CSLIiJ17HXgEiB1s87NbC3gOuCVahXCzBqAh4CTouTpRTnttG5suWWn\nipal0t3vKqVSIyG1tHWSxKsW8qwUS62hylMPgaRSfPJJ6EUSp7YeUC/1PdO7dzzlqJRsN5DGjRvM\nH//YOaESBXHmmDoyc1408sw/CInQRcr25z+Hu5c33ph0SaSlOncOAamf/QxOOSWM2rRStvYDIiKt\nz2VALzMbAawOPAFsA3wDlNXsyMzaA1sDqTYTW5nZrsC37j7BzG4CNnL306PlG4BHgN8CA8ws1bF6\nobvHOLB3fWnNCblbW0W9JQYPTroExWur+X5qTdKt0z79NP59KKBemnpqeVlLqtoByt2XAbcSEmuK\nlGX4cLjvvtBiqmPHpEsjlXDQQfDUU/DCC3DOObpIFpG2wd0nEhKf3wh0A4YAvwd2d/dyB8beI9rO\nIMCB24HBhFZYAB2BTdOWP4fQnfBewkjKqenOMvffKrXmwJSIlK/U/HOlmDw5vm2L1JrYk59nsSWh\nW1/RzKwLIZjVmdBF8Bh375ln+QOAzPwIDmzYggs9qQHucOmlsMUWIfG5tB5HHw3/+hecdhqsuy7c\ndlvyd6FEROIW3bT7dwW39w55bjy6+xkZj39SqX23ZsOGQYcOhZcTkdoWd7e3Sho0KOkSCISRM+tp\nQIt6FWfy81syZxGCSkcBj5e4ufbAUOBh4Lki13FgW9KShyooVf9efhlefx169IDVVku6NFJpp54a\nmqZfeCGssQb85S8KTolI62JmRxW7bL6bcFJ96jolUv9eeCHpEki9GTcu6RK0DXG2mNon43EjMJ3Q\nRP3BUjYUJeJ8DcCspGrqdOVHaD2WLAmtpQ45BI4q+rJe6s0FF8CiRfC734Xm0TfeqOCUiLQqPYpc\nzsk+Yp9IRan7vIhI6zR9etIlKF6cyc+7xLXtIhkw1MxWBz4F/uzu/RIuk7TA3/8On38Ozz+vQEVr\nd9llIQF6164hyf2tt+qci0jr4O5Vze8pUkhLA1Pz5lWmHFI5at0nIvUmiRxT1TAZ+A0wEFgNOBvo\nY2Y/cvehiZZMyjJtGlx/PZx7Luy0U9KlkWq45BJYeWW46KKQD6BbNwWnREREKq2lOXdmzapMOURE\npO2KM8fUR4Rm6AW5+48quW93HwOMSZv1gZn9AOgKnF7JfUl1XH11aEFz/fVJl0Sq6cILw3k///zQ\nlfOee6Cd2hqISCtiZgcTrk92IFw3jQLudPc3Ei2YiIiISJXE2WLqbUKrpTFA/2je3sB2wP3A4hj3\nnc0AYL9CC3Xt2pUOGcOuNDQ00NDQEFe5pIDBg+Ghh+DOO+G73026NFJt550Hq64KZ58dugs8/HBo\nSSUikq579+5079692bzZNd6fxczOB+4Cno3+QrhWesXMurr7vYkVTkSklcn4iRCRGhJn9W5d4F53\nvyp9ppndAGzg7mfFuO9sdiN08curW7dudOrUqQrFkWK4h65cO+4YAhTSNv3619C+PZx2WghOde+u\nURlFpLlsN5EGDx5M586dEypRUa4Curr7PWnz7jaz96PnFJgSERGRVi/OwNQJwJ5Z5v+LkPup6MCU\nmbUHtiYkNAfYysx2Bb519wlmdhOwkbufHi1/MTAOGA6sTsgx9RPg0PJeiiTliSegXz94801YZZWk\nSyNJOukkWGstOO64MCrj88+HYJWISB1bl2jU4QyvAzdXuSwiIiIiiYgzW8tiQnP0THtTeje+PYAh\nwCBC/oXbgcHAddHzHYFN05ZfNVrmY6APsDNwsLv3KXG/kqC5c+Hyy0Mg4qCDki6N1IL/+R949VV4\n/304/HCNOiMida8ncGyW+UcDL1W5LCIiIiKJiLPF1N3A/Wa2OyG/kxOCUmcDN5WyIXd/hzxBNHc/\nI+PxrcCtpRZYasuNN8LMmXDbbUmXRGrJT34Cb7wBRxwRApa9esH3vpd0qUREyjIC+KOZHUjzfJz7\nAbeb2W9TC7r73dUvnoiIiEj8YgtMufsNZjYOuJimbnsjgXPc/Ym49iutw2efwR13wFVXweabJ10a\nqTV77w3vvAOHHgoHHAC9e8NGGyVdKhGRkv0amAnsGE0ps6LnUpxww09ERESk1Yl1bKsoAKUglJTs\n0kthww3hiiuSLonUql12gffeg0MOgS5dQiuqLbdMulQiIsVzd31riYiISJsXZ44pzGwdM/uVmV1v\nZutF83Y1sw3j3K/Ut5deCtNtt8EaayRdGqll224LfftCu3bw4x/DiBFJl0hEJFlm1sXMeprZJDNr\nNLOjiljnQDMbZGaLzGyMmZ1ejbKKiIiIQIwtpsxsJ+ANYAEhMfm/CM3VTwQ2BnTRIytYsAAuuggO\nOwx++cukSyP1YLPNQsupww4L3fp69YJOnZIulYhIYWZmwHGEkYPXJ+OGobv/oozNtgeGAg8DzxVR\nhi0IidbvA04GDgEeMrOv3b13GfsXERERKUmcLaa6Ebrx/QBYlDb/ZWD/GPcrdeyvf4XJk+Hee8Es\n6dJIvejYEfr0ga22CsnR+/ZNukQiIkW5E3gM2BKYB8zOmErm7q+5+5/cvQdQzC/pecAX7n6Fu492\n93uBZ4Gu5exfREREpFRx5pjaEzjP3d2aRxgmAerKJysYOTJ03/vjH2HrrZMujdSb73wn5Jk6+ujQ\neuqFF+Dww5MulYhIXqcBv3D3VxIsw96EFu7pehFuMIqIiIjELs4WU0uBtbLM3xr4Jsb9Sh1yh/PP\nDyPwXXll0qWRerX22vDKK3DwwXDkkfDMM0mXSEQkr9nAFwmXoSMwNWPeVGAdM1stgfKIiIhIGxNn\nYOpF4BozS7XKcjPbGPgb8HyM+5U69PjjoSvWfffB6qsnXRqpZ6uvDs8/DyecACeeCPfck3SJRERy\n+jNwrZnV2lAfqabunmgpREREpE2IsyvfZYQA1BRgDeAtYCPgI+CqGPcrdWbWLLjsshBEOPTQpEsj\nrcEqq8Cjj8IGG4Rk+pMnh/xlylsmIjXmaaABmGZmXxJam/+Xu1djKIcpwAYZ89YH5rj7knwrPvZY\nV9Zcs0Ozefvu28C++zZUtoQiIiJSEf36dadfv+7N5i1YUFZay4qKLTDl7jOBn5jZAcCuhG59g4Fe\n7l7SHTgz6wJcDnQm5Kc6xt17FljnQOB24IfAV8AN7v5Iqa9D4nf55bBwIdxxR9IlkdakXTu4/XbY\naCP43e9CcOr++0PQSkSkRjxCuLb5N6H7XBItlPoDR2TMOyyan9dpp3Vjyy01DKqIiEi9yHYDady4\nwfzxj50TKlEQS2DKzFYhDD18obu/A7zTwk0H/EgUAAAgAElEQVRq6ONW6vXX4aGH4IEHQgBBpNIu\nuyyM2verX4Xg1JNPQocOBVcTEamGnwOHu3vFxhI1s/aEfJ6pNqJbmdmuwLfuPsHMbgI2cvfTo+f/\nAVxoZjcTrrMOBo4DflapMomIiIjkE0tgyt2XmllnKnTnz91fA14DMCuqM85/hz6OHo82sx8Thj5W\nYKpGzJkDZ58NhxwCZ52VdGmkNTvllNCt7/jjYe+9oWdP2GabpEslIsIEYE6Ft7kH8DbhGswJrcch\ntM46k5DsfNPUwu7+pZn9HLgD+C0wEfi1u2eO1CciIiISiziTnz8OnBHj9vPJNfTxPgmURXK44gqY\nMQMefFC5fyR+hxwCH34IjY2w117w5ptJl0hEhMuAW6KW3hXh7u+4ezt3XyljOjN6/gx3PyjLOp3d\nfQ1338bdH6tUeUREREQKiTP5uROahh8CDATmN3uyqTVTHPIOfezui2PctxThzTdDvp/77oMttki6\nNNJWbLstfPABnHQSHH443HUXnH++AqMikph/A2sCn5vZAlZMfv6dREolIiIiUkVxBqY6Ax9H/++S\n8VwSyT019HGNmDsXfv1rOPBA+M1vki6NtDXrrQcvvxwSol94IfTvD//4B6y1VtIlE/n/7N15vBtl\n2f/xz7fbKd2B0r1AF5ayt2UryFpKWVVAweOGoiAILnVB5RFBUDYfKS6gqMhuFXEBBX4soqAsoi0g\nuwoFHva9rIXS3r8/7glnTk6Sk+QkmeSc7/v1mldOJpPJnZmcZOaa675u64M+n3UDzMzMzLJW88CU\npKnA0hDCDrVedwWqHvp4wYIFjMyrjNze3k57u4c+rpUvfxmefRauvz6OnGbWaAMGwBlnxC59hx4K\nixfDpZfCxhtn3TIzq9aiRYtYtKjz8MfLlmU//HEpHi3YLBs77wx/+UvWrTAzs5x6ZEz9BxgPPAMg\n6VfAZ0MI+V3r6qnqoY8XLlzIrFke+rhefvvb2IXvRz+CqVOzbo31de3tMHNmLIq+1VYxc+qjH826\nVWZWjUIXkZYsWcLs2dkOf1wuSasBA9PzQgi1LoxuZsD48Vm3wMzM0uqRr5JfrWUvYGiPVigNlbS5\npC2SWVOT+5OTx0+WlL7q+GNgmqRTJW0g6dPEoY9P70k7rGceeSR24TvgAHfhs+ax4YaxKPpBB8HB\nB8NHPgJNnmRhZr1EcnzzQ0nPAK8CL+ZNZmZmViMelbt5tUpHqi2B24HFdAx9vAT4ZvJ4l6GPgb2B\n3YA7gAV46ONMvf02fPCDMGKER+Gz5jNkCJx7LlxwAVx2GWyxBdx0U9atMrM+4DRgV+AI4E3gk8Bx\nwBOA8zfNzMz6sClTsm5B49QjMBXoWmC8RwXHPfRx6zv++JiVsmhRLD5t1ow+8hG4806YMAF23BG+\n8Q1YsaL755mZVWlf4NMhhN8AbwN/DSF8CzgG+FCmLTPr5aZPz7oFZmaWU48aUwLOk/Rmcn8w8GNJ\nr6UXCiHsX4fXtiZ0/fVw0knwrW/Bdttl3Rqz0qZMgRtugJNPhm9+E666Cs47z4XRzawu1gCWJn+/\nnNwH+Bvwo0xaZNbLzZsXbz0Aj2Vh4kR4/PGsW9F3tVqvnUGDsm5B49TjK/l8YuHzZcl0ETElfVne\nZH3AE0/Ahz4Eu+4KX/lK1q0xK8+AAXDssXDzzfDqqzBrFpx6auySamZWQw8B6yZ/3w8cmPy9L/BS\nFg0y6+2GD4+3rXaC2mzWWSfrFrSm/v2zbkE2pk3LugWtaeTIrFvQODXPmAohfLzW67TW9OabsdB5\n//5w0UV994vYWtfWW8Ptt8cufcccE0eVPO88mDEj65aZWS9xLrA5cANwCvAHSZ8hHp99IcuGmTXa\n8OHwyiuNe71NN4UHHmjc69XazJnxGCUrPq4v39Sp8NBD8e+JE+HRR7NtTxZGj4YHH4x/jx0LTz+d\nbXtaRb9+sNlm8K9/Zd2S+nMSq9XNZz4TfzB/+1sYNy7r1phVZ/BgOO00+Nvf4KWXYmH0E06IgVcz\ns54IISwMIXw/+fs6YAbQDswMIXwv08bZOzbbLOsWWC3luvANHFh8mSFDGtOWnthww6xb0PuV+oxU\nY4cdYNKk2q6zO82SGTh1atYtiHIZk8XMmlXdetO/E7XsJizBGmt0v1y1Nt+8fuuulANTVhdnnx1H\n3/vRj2LWiVmrmzMH7rgDvvQlOPHEGKD661+zbpWZ9SYhhIdDCL8NIfSBa6OtoxGDtrznPfV/jSxU\nsu1Cj4ZK6p4Ee+xRXrChGffHzJlZt6CzRgQ8Nt20/q9RSndBjFaw/vpZt6CrLINl+QGyYcNK3y/X\neuvF2zFjqnt+VpopwO3AlNXcTTfFbKmjjoKPu2On9SKrrQbf/nbMBFx99Thy32GHwfPPZ90yM2sl\nkuZI2idv3kclLZX0jKSfSGrLqn310sy1MnbYofAJXK0zJopZbbXGvE6jrb12+cvWuxi51LMg4+TJ\n2RYi7q2fkVI22STrFsCee2bdgp4JoT4lKMaPr/06i1lzzY5BC3pqQF4howkTYO7cjvujRvVs/ZV0\ncS03E6qeF0eaaRCIJmqK9QaPPRbrSs2ZA6efnnVrzOpjk01i176zzoJLLoknM2efDStXZt0yM2sR\n3wDeGetT0qbAOcB1xFpT+wJfq3blko5MglxvSLpV0lbdLP95SfdLel3So5JOr0dgbNSojuBUd4WT\ne3JFfezYyp/Tr1/HFe+0972v+nbk9OSkYv/UGNbVnDC9613lLVcqgLTRRtV3w6lkP+6wQ3WvUa5y\n2pI+Sdthh86fpSlTen7SaoWtu2591rvbbj17fghxn8+eXZv2NDJTaJttOv5uxc9tugyMFGtUFdPT\n95fOcho6tLrfkLRS2Z9bbFH5+gYP7ny/mbrf1ZIDU1Yzr7wC++wDbW3w61837iqjWRb69YMjjoiF\nU9/9bjj88HgQcOutWbfMzFrAFsCfUvc/APw9hHBoCOF04LN0jNBXEUkHAd8FjgNmAncCV0sqeFgv\n6YPAycnyGwKHAAcB367sdbtfZptt4oniXnt1f5W2J92Wan2Sm3+FvRKbbw7z51f33Pb2eEyVU+ok\nu9iIV5MnV/faaWut1fkktxYKZf8MHdr983IZSxMm1LY9Odtu27G/Jk1qbJbf3nuXfnyttYo/Vs62\na2Y9Dfxsvz3svDPsu2/n+fkn9NWqJKA0ZUq8HTmyIyMm9/wQGlc0vhbBqHKz9OoVWCzXxImF51f7\n3VtPbVVe8mmmzKZ66QNv0Rph5cp4APXQQ3DFFa3Xv9asWmPHwrnnws03xwOOOXPg4IPh8cezbpmZ\nNbHVgfSYRDsBV6Xu/wOoNqSwADg7hHBBCOF+4HDgdWLAqZA5wN9CCL8KITyaFGFfBFRUITKd2VNM\n//4xsDByZPcnZ5WcVFXSpST/xLUcPTmmGTiw+5PaDTaIy/QkGJc7AU4HKHbdNd5uv33X5fPbVCro\n0ZMT3FpkiKS7UuUywEaMqHw93WXpQQxC1rPQcClDhpQO0JQqyF5Jtlku82TOnPKfU0ihDMOc3H4q\nd+CAngR/IQZgx4+vX1fLadM6uhV29901YgQceGAMwBf6nEqwyy61b2M9lArspP+36zFYQDrrqLvv\nkWIZSpX8L2+5JWy8cdf51QS3Sv1mpBM3chcO1lijc62nIUO6dr8s9Rtb6Lej1P9ns2qpwFQlqemS\nDpa0StLK5HaVpNcb2d6+5ItfhP/3/2KmVDP0BzdrtDlz4Lbb4Mc/hquuit37TjgBXve3jpl19TQw\nBUDSIGAWkM63HA6sqHSlkgYCs0llY4UQArGLYLHT0JuB2bljKklTgb2AKyp57UpPCPO7Iqy5Zuf7\nY8d2zQIpNprVzjvXv/7O/vuXF3wrptTV7ly3kZ4Uoc1tv9w22nrrjvWuvTZ84AOFnzdsWDyhnzYt\nXmDMN3Ro9Sed739/dc/Ll3793EldNVkH5QzG011WQu4EOR1wqKRrTqlgUHfdlQq1o9j9cpQTqEtL\nb5spU2IX1fb2jinngAPiCfe7311eF9D29rjungSVcu8/fx35AYuDDqpu/f36dZzf5BfHLrQdc8Gr\n3DZbtapzO8eNK11gv1gB7mq6BfdkUIHVVoOddup+uXSwboMNul++1MWErbeOQb1aZHsWM25c19+g\n9dYrHEgdMSIGx7sbYT63jwcMiNusuwxIiN2khw2LrztzZke23aabdv39GzgwZnQWUui3oxW7b7ZM\nYKrS1PTEMmBcaqrwK9jKceaZ8L3vwQ9+0Jwpk2aN0r8/fOpT8J//wJFHxkLpG2wAF1zg+lNm1smV\nwCmSdiB2o3sdSI/zuRnwYBXrHQ30p3M2Fsn9gofVIYRFxGOrv0l6C/gP8OcQwqmVvngldTnSJ5Dv\nfS/svnvpZSDbK8BtbaWDIekT84026vg79x5yJ27Futz1VC5IUOxkJD9wkTvp23ffGNirVfei9An1\ngAGVBUxyyw4eXLjg9NixMbNg++3LC+LtumvnfVZN8Cb9nPQJ/vz5sWvl/vt3zmwolXkG1Xd52muv\nzvd7EvQr1e2vVBByk006AnKlTnpzn/lKuxcW2z/pwtTlLF9Kv36VBeTKCeqUynTMBZLKyQgrp6tW\nuUGm/P+9ntRMyi8OXkilxdVL/f9OmBCzatdbryOgXuyiRE6pzKhCn9Vdduk+0JS/ju6y3AYPjv8j\nW24Zv0/LDejvu29HoK7cwHQ5n6fp06vLEM5SywSmqDw1HeKFwmdDCM8k07MNaWkfcuWV8NnPwoIF\nsd6OmcUf1NNOg3vvjXU5Dj44HrhccUX9h8M2s5ZwLPA2cANwKHBoCOGt1OOHANfU8PUEFPz2kbQz\ncAzxuGomsD+wj6SvV/oiua5j+bbcsvTV42LZTvnfl+mTq0GDOh+c1/K7tVT9onKGXt98c9hqq3hi\nkH8S3JOs8vz3WOjkZJ11YvCru5Pv7bbrvrD75pvHoFW+/fbr+LtYNkUuAFNN8GDEiNKBj7XXLnwS\nn1/bdOzYykcOy29vOrDVr19HF51+/WIQqtp6McVeu1jWUH6tq54EErfeOgYaCu2b7rJ49twzBiGm\nTy/8eHcn1luVGIahWPfMMWMKZ7KkP4dp6XpoAwZ0/Z/dbruOvwu9j2Jy2yuX1ZI2b15HRl56u66/\nfqy/WyhIkf//fOCBte0SN3x4XN/06fE7trvgUimFuqYNHRq/H2bP7vx5LPU/v9123XdZTv9vSzHL\nrbtAdKHsqve+N96m93F3geOe2nTT7uua9eS3Kve9uMYahTNcc3KZgcUy75pVD3v0NkYqNf2k3LwQ\nQpBUKjUdYJikh4kBuCXAMSGEe+vZ1r7k73+PV2z23Re+852sW2PWfKZNg0svjf8rX/1qPDjZYQc4\n+eTCNT/MrG8IITwH7ChpJPBqCCE/p/L9wKtVrPo5YCWQf318DF2zqHJOAC4IIZyb3L9H0jDgbOBb\npV7swgsXMGRIPGNetCjOmzKlnW23bWf0aHjuuThvjTUqqwmU+36cPRvuuQeeeireT5/wTJkSgzy1\nykYdPrzjhKFUsGH6dPj3vws/NmoUvPRSx3JpAwfCihUd695wQ7j//uKvU+qkI2eTTeCOOzrP69+/\nvC5rUuFBavr1i11SNtusc+ZXWu7Ea8CAwlkx6bbnTjJnz44nx3/7W+F1HnRQx/7N7/5VbnBrv/3i\nSLnVPLfY8hMnwr/+Ff8ePz5O663XNTA2cmQcBChnq63gH/+o7LUhnkjuvXccWOW//+36+Lhx8Oab\nhZ+7337wu991/xoDBnQEGubNi/vzL3/p3P5CcsHOYl0Xy8nOmD69+HbZcEN4Nkkh2Gef7oNvxf5P\np06Nx10QAzOlAgHTp3fezu97X1z+N78p/Brt7XH7p//v2triZ/uNNwq/xvDhHQHHUgNDSd1/Xsvt\n7hhC3M/pQGN6O2yyCdx9d/HnT5oUv68Kede74ntec824j/KDvyHE/5tCtVZLBcxzGUn527zaot+5\n5+Vuhw2rbpTGcgJJ5WRwpj8jEyfCM89U3pbVV4/flaW2yTbbdH58wAB4++3Oy9x88yJuvjn+aC9a\nFPfV668vq7xBNdYSgSlKp6YX68n6APGK47+AkcCXgZslbRxCcFniHnrggfjDOXNm/EA3aoQJs1a0\nzTZw/fVw9dUxQPWud8WrTP/zP8WvWppZ7xdCKHgkGEJ4ocr1rZC0GJgLXA4gScn97xd52hBgVd68\nVclTldSoKuj44xcizXpnABSIdfVefTVmTvzqV3Fefv2o7qy9drwdMyZOuaBX2hZbFD84T3fR2Gef\neDJY7IR9zpx4siTByy9X1s4JE+CJJzruz50Lr71WeNm5c2Ogrn//jm21YgU8WEaHzUGDOmeLtbXF\ndudOcmtZrHvnnePvVXeZG+97X9xmy5eXXi736Rk0qHQ2TW5fpoNa+eUhujtB7N8/HpfefnvHvHJH\n1dtyS3j66eJtnDat47e6UEAk1/XwT0l1t6lTY0CrWBApbciQuM7cNigVxC3WnWi11Qq3KxdoLCb3\nfufP73ryWguVBBXSx0LDhxd/rBZWXx3eeqvjRD/3XZUfOOruIuK8eR3vMff5LNTWadNiADCdeVRo\nufzPeDrAucsu8OSTMaAxbx5ce22cP3VqHHxqjTXgheSXo1AAa801YyB5woSY2VMqMFWqmH69aj9V\n0rWuErlz1Gpr+KUzU4cNi79vaQMHljdwxYwZsGRJ3Mc77lhdW6Dr/1R3++P97+/6G7rddu1st138\nsm1vj48vXbqE//mfHg6P2UOt1JWvkKKp6SGEW0MIF4UQ/hVC+CsxNf1Z4LBGNrA3euKJ+AM2dixc\nfnn9C46a9QYS7LFH/FH67W/jlcl582LQ6ne/cw0qM6uZ04HDJH1U0obAj4nBp/MAJF0g6aTU8n8A\njpB0kKR1Jc0jZlFdViooBTFzZM89Ox9kDxkST7769Ysn+z0d+auY/IPzXEvb2zsHVYYPL921IheU\ngq63haTXtcMOnU8ABw0qXpx42LCu9YUKZRuNHNn1JOeAA+IFjYEDY9Bu7tzOI5AV6lpUrbFjY3Cq\nu3UOHBhP2CoZTW211eLnYdKk8gINa6xRedAtP3tjww1j951y6sO8611dL7TmPmfdXYAtlO2yxx6F\nXze/e82ee8Zl08rtgrjxxnHZ7roU7rRT6e6RAwd2PZ6vZKS/YtraYhffcgpi53TXDXXgwMpGtSvU\nnWmPPWJx9u6U2q4TJ1ZWrD6/TlL62zXXxvz1TZ8e/99zxbfzv5GHDInHkbvt1rnbbaHMoAED4nve\ncsvO8zfbLGZWpbs49kSlQcR99il/f1YSvMp9P+YCs9VkXr3//Z3fT09qNuV+O2rZ/be9vWMEzFw3\n2VLbf599qiug3yitkjFVTWp6JyGEtyXdDpTsTbxgwQJG5l1eaW9vp72cnOo+YNmyWIBx5co4Cl9W\nQ+qatap+/WK6/XvfG692nXRSLJ46eTJ84hNwyCH1HYnErLdatGgRi/IuCy5bln1qeqOFEC5JBoY5\ngXjcdAcwP1VncxKxvlXOicQMqROBicSLeJcDZdWYGj68a3ZDTjnFyksNq11v66/fNUtj001ju9dc\ns/D7yq85tMceHV0WK1Uo7Jdf5DpN6pzBMWJEvFBY6YlGqdeAyuoy5Qds8t9TfhbJuuvG6bLLyn+N\nYidas2fH49C334bnny/+3FLdd/IzrPKNGBFfp5rg35AhnYOkud/2vffuyNCZMaNwdsukSR2ZDKUU\nqr2UM3RoXM8DD8Qsmbvuqqz96UBKd/XIShk7Nk7lZJVA4Sy39Gdg990r6xq8zjpxH3dXQLtcxcL1\nufpFEydWvs5cwGPbbWNttz//ueOx9HdkOsgye3bH/2p+7aRKagvNmNFRFP7mmytve7787bPuuqWP\na0v9huTbbrt4cbc7Q4Z0fGaKBaZyr1nLwH4xo0bF7dvWVjq4ltt2/ftXfsF67bVjRl2tPudZaInA\nVJWp6Z1I6gdsQhwJp6iFCxcya9asnjW4l3rttRhpf+SRWCPAJ89m1ZPiwdXuu8M//wk/+Ums1XbC\nCfGk4UMfireVHHyZ9WWFLiItWbKE2bOzTU3PQgjhLOCsIo/tmnc/F5Q6sQFN6yQ34lJataNHbb99\n7M7SU7ni5OUWRR46tPLRx/L1pJtSNRcIy+3eVk+5TKuJEyvvQpmTLmpdbTeg3Al9qWyicgrelzJv\nXgw05D5b+cWd6yWXEVRuQKiUUrWRytXdex0zJmYM5dcYy9esx0WrrVZebbicQtujf//SQaVJk+LI\nz8OG1S45oNoaTuWYObP6LnTVys8OLBaYGjiwsv2Vb//9SwfJCu3f7r6npk6N3eEnT+6oV1juhYdB\ng8rLcpw6FRYvjvumnK7GjdQSganE6cD5SYDqNuIofZ1S04HHQgjHJPePBW4F/guMAo4G1gF+1vCW\n9wKvvRZPkm+/PdbJ2XjjrFtk1ntsuWWcvvvdeHX0Zz+LP5aDBsUD2v33j+m3WWYWmJnVWv6B+377\ndX8CvP/+hefnsjKKWX/9WLQ8N4z366931LLKWiuN1pp/Nb67YMO668baTfkjHe68cyxqP21aLVtX\nuTXX7NnJaTlGj45dgrJSThfVZjBwYDzmKSTX9u66+eXsv3/pmk+F1p0OAAwb1v0F+J5uz2pG4Bs3\nrv6f157KH6SiHkaNit/3DzzQOUNt5Miu3zW5z0EtA3ADBlTWJa/cZI7+/WPGHHQ/8l41hgyJv4WF\ngu21HBGyWi0TmKoiNX114CfAOOBFYDEwJ4RQYgwUK+S112La8ZIlMShVr3oRZn3d8OFw2GFxeuSR\nWHvqd7+DT34y/rBuvnk8aJs3L14VcX03M+tNuhtmG6qvzzFrVjypXW21GPR//fX6Dx3e2xQ6SSpn\nFLFCV/GHDq08KNXTzLRWNHlyZRluY8fGQGBP1TOItdtuMVMjhMq7K+Wf4Le1Fc76qOZ7It0ttVQt\nody2qcUx2IgR1WcM9lR3hfHrba+9qn/9oUNjVusDD3Ts64MOKrzstGnx+76aLpbFVNJVco01OrIl\ns9JdgOt97+s6wmsWWiYwBRWnpn8B+EIj2tWb5YJSixfHoFStCuOZWWnrrAOf/3ycnnkGrrkm1qS6\n+GL43/+NP8Q77hiDVLvvHuui1DMd28wsK4VGQqqU1FFYeOzYjm4SWcoF4sodAr4V1CP7a8CA+HtX\nSTfP7rqDZW3WrHjBt7sAUK6wcbl22QV++cvq25VTz+OJngSE8z9f++xTu9EEyy3k39YWM/5qkcVe\n6wDg7Nnlj5T+nvfUZyTGCRPi9+vjj5duS0+6FBfKrC32mR0woDbdWXPmzescmJoxo/TyrTBy/cCB\nzdHOlgpMWWO99FIs0OyglFm2xoyBD384TiHAPffEINW118Jxx8HRR8cD9r32igcau+3WN68sm1nv\nNH9+HNq9EnvsAcuXF35s5kzYaKOet6unpk2L39WtnLnVqO5h5WY75E6uysm+y1Ku21itA0C5EYBf\nfLHrY8OHFy8Sn7b11uWPNtcoxT5ngwb1PLArxfdcSUZNJQMENFIl9dBq/T+y887xc5frVj11amWj\ndpajrS3uq8mTi3+/18Ls2XDvvYXbn/7fKKerXbN3oW0mDkxZQf/9b0xjffrpOPqeg1JmzUGKKcGb\nbAILFsQU9ptvjv+nf/gDnHtuPNjYbbeO0f88eqaZtbJqTj5LFYyVmiNwITXvCW6rGjYsdh3MrzPT\nbNZaKwZIyxm5slKrr17487/11uUFLvK7WPa0+Hst5IpZV9KFKl+pbL6sap0VC1qsuy7cfXdDm9Jj\n48d3/j6rRcH8QnL7qp6BqZEje166ptwaZ9bBHT+sixtugG22if1+b72189DEZtZc2tpi6v6pp8ar\nO//+N3zrW7BsWaxNlcukOvfcwldQzcysb9huu/h7UA/NlPU1aVLzd22X4mhljew+079/LPZeifb2\nmD2StbFj48W2ai605T4LzViXM38wgZxNNy08aql1yP3vNGtXaAemKtfkX9vWaD//eew7O3NmDEo1\nw1USMyvfeuvBF78IN94Y+/cvXBhrxX3iE7FL4Pz58JOfxLpVZmbWd6yzTs/quhSSO+lqpZEF62n6\n9Hjrk9HaqzbLcdCgWKNs1qzatqcWNt0UDjyw8GPN9hnac8/Ka57V09ChsT2bbZZ1SwpzYKpyDkwZ\nEPucf+Qj8eT1E5+Aq64qnQZvZs1v/Hg46qiYBfnYY3DGGbBiBRxxRHxsp53g5JNjHbksR2YxM7PW\nJMUsnC22iPfr1X2nVay7bswy8sloc5k4sTmKOxfSrO3KN2pU11ERszZ5cvNuv4EDYdy4OKK2lceB\nKePSS2MR0D/+Ec47D846ywcWZr3NhAlw5JFw/fWxdtxPfhKvnJ90Emy5Zcym+sAH4Ac/iNmS9ey7\nb2bWyjbaqHm7j2Rh991jV77ttosFkM2sNe22W3NmlrUiKZbacKJH+Vz8vA97/HH47Gfht7+N/bbP\nPNNFOM36gtGjO7IjV6yIgahrromj/P3ud3H0qwEDYnr05pvHOhgbbBBvp0514NrM+rbNN/dV8ELW\nWSfrFphZT6y1VnPVi7O+xYGpPuiRR2Kh5HPOiRkTl1wC73uf047N+qKBA+MIRjvsACeeGEf5u+su\n+Mc/4Lbb4qgwl14Kr7wSl+/XLxbrXHfdOK2zTpzWXjtOkyfDkCFZviMzMzMzM2slDkz1If/5TwxI\nnX9+DEgdd1zs2lPrQphm1rra2mLXvi23jLWoIBZwfOopuP/++D3yyCPw8MPw3//CddfBk092Lnw7\nZgxMmdIxTZsWC8Kut17MynQQ3MzMzMzMclqqxpSkIyUtlfSGpFslbdXN8u+XdF+y/J2S9mxUW5vF\nCy/Aj38M228fR9j74x/hlFPiSeUxx9Q3KLVo0aL6rbwP8vasHW/LykgxoLTLLnDYYfDtb8PFF8NN\nN8Uuweefv4iHHoK//CUGvo88EmbMiM5mYtQAACAASURBVAGriy+GQw+NdUcmToRhw2KR3AMPhGOP\nhQsvhL//PX5XWeTPp/VUFcdLIyWdKemJ5Dn3S9qjUe21nvP3RvPxPmku3h/Nx/vE0lomMCXpIOC7\nwHHATOBO4GpJo4ssPwf4BfBTYAvg98DvJW3UmBZn59FH4ac/jXWjcqNyjRwJv/gFLF0ah5IfNqz+\n7fCXTW15e9aOt2Vt/frXi5gyJY7y99GPwje+AeeeGwNVjzwCb7wB994Ll10GJ5wA22wDzz0HP/95\nXH7bbeOoTmuuGf/+yEfgm9+Eiy6Cm2+Oxdr70lDk/nxaT1RxvDQQuA5YG9gf2AA4FHi8IQ22mvD3\nRvPxPmku3h/Nx/vE0lqpK98C4OwQwgUAkg4H9gYOAU4rsPzngKtCCKcn94+TtDtwFPDpBrS3IUKI\nwaZ//CNmL1xzDTzwQKwDs802seteezuMHZt1S82sr2prixlUM2Z0feyVV2L3wPzp2mtjQCpnyJCO\nulbp+la52lbjxsXvPTOr+HjpE8AoYNsQwspk3qONaKiZmZkZtEhgKrmaNxs4KTcvhBAkXQfMKfK0\nOcQrhmlXA++pSyMb4OWXY42X++6Lt3fcEQNSzz8fH58yBebNi91s5s6FUaOyba+ZWXeGD49DExca\nnvjVV+Ghh+DBB2P346VL4+1f/woXXBAfzxk4MGaIjh8PEybEaezYOALhWmvF2zXWiNmjI0fG1+3f\nv1Hv0qwxqjxe2he4BThL0nuAZ4kZ56eGEFbVuclmZmZmrRGYAkYD/YGn8+Y/TUw5L2RckeXH1bZp\ntffMM/DLX8YueY8+GrvCPPJI5+yBtdeGTTaJ3fS23joWKh4zJrs2m5nV2rBhsNlmccoXAixb1vE9\n+eij8MQTsa7VE0/AjTfG79LnnoOVK7s+P7f+oUPjNGRIvB08OGZ45aZBg2DAgBj4Gjgw/t2/f+cp\nNy93m1su95xBgzqvb/DgztNqq3W+35e6LVrNVXO8NBXYFbgI2BNYDzgrWc+36tNMMzMzsw6tEpgq\nRkAlh/Cllh8McN999/W0TT22dCl86Uuxa0pu2mKLOAz7lCmx+0r+cOyPPRanZrJs2TKWLFmSdTN6\nDW/P2vG2rK2st2cuQ6qQEGJm1UsvxenVVzum116D5ctjDazc7Vtvxemll+Lt22/HaeXKjr9XrYpT\n+u+VK+OUm5+eKreM/v2XvBMUGzQoBrjyA2H9+nWepDil/05PUHxe7jnQ9fm5+/36xdc98cRq3lM2\nUr/pg7NsRxModfzTjxi4OiyEEIDbJU0EvkTxwFTTHDNZlPX3sHXlfdJcvD+aj/dJ82iG4yWFFrg0\nm6Smvw4cEEK4PDX/PGBkCGG/As95BPhuCOH7qXnHA+8JIcwssPwHgYtr33ozMzPL2IdCCL/IuhH1\nVuXx0l+At0IIu6fm7QFcAbSFELqEV33MZGZm1itldrzUEhlTIYQVkhYDc4HLASQpuf/9Ik+7pcDj\n85L5hVwNfAh4GFje81abmZlZxgYD6xJ/43u9Ko+XbgLa8+ZtADxZKCiV8DGTmZlZ75H58VJLZEwB\nSDoQOB/4FHAbcdSZ9wEbhhCelXQB8FgI4Zhk+TnADcBXiVf92pO/Z4UQ7s3gLZiZmZnVVRXHS5OA\ne4DzgB8C6wPnAGeEEE5p/DswMzOzvqYlMqYAQgiXSBoNnACMBe4A5ocQnk0WmQS8nVr+FkntwLeT\n6T/EbnwOSpmZmVmvVMXx0mOSdgcWAncCjyd/n9bQhpuZmVmf1TIZU2ZmZmZmZmZm1rv0y7oBZmZm\nZmZmZmbWNzkwZWZmZmZmZmZmmehTgSlJR0paKukNSbdK2qqb5UdKOlPSE8lz7k+GUDaq2p6fT7bh\n65IelXS6pLZGtbdZSdpB0uWSHpe0StK7y3jOzpIWS1ou6d+SDm5EW1tBpdtT0n6SrpH0jKRlkm5O\n6q0Y1X0+U8/dXtIKSUvq2cZWUeX/+iBJ35b0cPL//pCkjzWguU2vyu35IUl3SHot+W0/R9IajWhv\nb1Hpb7+VR9LXJN0m6WVJT0v6naT185ZpS45Ln5P0iqRLJY3JW2aypCuSz/hTkk6T1C9vGR9DVCjZ\nP6sknZ6a5/3RYJImSLow2eavS7pT0qy8ZU5Ivt9fl3StpOl5j68u6eLkmO9FST+TNDRvmc0k3Zh8\nzz0i6cuNeH+tRFI/SScmxyWvS/qvpK8XWM77o07KOQ5q1PaX9H5J9yXL3Clpz0rfT58JTEk6CPgu\ncBwwk1jg82rFAqGFlh8IXAesDexPHDr5UGJR0D6viu35QeDkZPkNgUOAg4iF6fu6ocTitEcC3RZ9\nk7Qu8EfgT8DmwPeAn0maV78mtpSKtiewI3ANsCcwC/gz8AdJm9etha2l0u0JgKQRxJHBrqtTu1pR\nNdvy18AuwMeJo6W1Aw/UpXWtp9Lvzu2Jn8mfAhsRR6rbGvhJHdvYq1T6228V2QH4AbANsBswELhG\n0mqpZc4A9gYOIP52TQB+k3swCXhcSRzcaFvgYOBjxEL4uWXWxccQFVEMvh5K/LyneX80kKRRwE3A\nm8B8YAbwReDF1DJfAY4ijkq6NfAa8TtqUGpVv0ieO5e4/3YEzk6tYzhwNbCUeFz4ZeB4SZ+s13tr\nUV8lbudPE8/tjgaOlnRUbgHvj7oreRzUqO0vaU6ynp8CWwC/B34vaaOK3k0IoU9MwK3A91L3BTwG\nHF1k+cOJI/n1z7rtzThVsT1/AFybN+9/gRuzfi/NNAGrgHd3s8ypwL/y5i0Crsy6/c02lbM9izzv\nbuDrWbe/2aZKtmfymfwm8QR2SdZtb7apzP/1PYAXgFFZt7fZpzK35xeB/+TNOwp4NOv2t8pU6W+/\npx5t69HJ5/pdyf0RxBPy/VLLbJAss3Vyf09gBTA6tcyniCfuA5L7PoaobD8MI14M2JV44ep074/M\n9sUpwA3dLPMEsCB1fwTwBnBgcn9Gso9mppaZTxypdFxy/wjgudw+SuadDNyb9TZopgn4A/DTvHmX\nAhd4f2SyP7ocBzVq+wO/BC7Pe+1bgLMqeQ99ImMqyX6aTbwaAUCIW+w6YE6Rp+1LskGT1Nu7FNN4\n+8Q2K6XK7XkzMDu56oSkqcBewBX1bW2vtC1ds1Cupvi2twpIEjCcGBCwKkj6ODCVGJiy6u0L/BP4\niqTHJD0g6TuSBmfdsBZ1CzA5l14uaSwxa8q/Q2Wo8rffqjeKeAU891s0m5h5k97+DwCP0rH9twXu\nCiE8l1rP1cBIYOPUMj6GKN+ZwB9CCNfnzd8S749G2xf4p6RLFLu7LsnL2pgCjKPzPnkZ+Dud98mL\nIYTbU+u9jvi/tk1qmRtDCG+nlrka2EDSyFq/qRZ2MzBX0noASU+D7YlZgt4fGWvw9p9DDb7HBlSy\ncAsbDfQHns6b/zTx6kYhU4lXRy4iXvFYDzgrWc+36tPMllHx9gwhLEpS/f+WnPj3B34cQji1ri3t\nncZReNuPkNQWQngzgzb1Jl8mpsZeknVDWlFygHIS8Sr/qvjvblWaSuzesxx4L/G790fA6oBT2CsU\nQrhZ0oeBXyXBvQHA5cSsKeteNcdSVoXkOOkM4G8hhHuT2eOAt5ITi7Snk8dyyxTaP7nH7iyxjI8h\n8kj6ALFbypYFHh6L90ejTSVmb3yXWApkG+D7kpaHEC4ibstA4e2Z3ifPpB8MIayU9ELeMg8VWEfu\nsWU9fyu9winEDJz7Ja0klgj6nxDCL5PHvT+y1cjtX+x7bBwV6CuBqWJE8boU/Ygb9LDkiuDtkiYC\nX8KBqWKKbk9JOwPHELtI3gZMJ/6YPBlC8PbsudzZf9k1gKyrpBbascRU2Oe6W946SzJKLwaOCyE8\nmJudYZNaXT9iivUHQwivAkj6AvBrSUf6hKUySa2D7wHHE+vKjSd2KT8bB/p6otSxlFXnLGIdtHeV\nsWy527/UMj6GyCNpEjE4OC+EsKKSp+L9US/9gNtCCMcm9++UtDExWHVRieeVs0+6W8b7pKuDgA8C\nHwDuJQZxvyfpiRDChSWe5/2RrVpt/3KWqWj/9JVuac8BK4lXN9LG0DW6l/Mk8O8kKJVzHzBOUl8P\n6FWzPU8g9jk+N4RwTwjhMmKg6qv1a2av9RSFt/3LIYS3MmhPr5BcGf0J8P4Qwp+zbk+LGk68svxD\nxdH4VhADfVtIeisJUFv5ngQezwWlEvcRf+wnZdOklvZVYgbK6SGEu0MI1xKLth6SdOuz0qr57bcK\nSfohsdTBziGEJ1IPPQUMSgaWSEtv/0LHB2NTjxVbxscQXc0G1gIWp37PdgI+J+kt4jZv8/5oqCeJ\nv4Fp9xEHqoK4LUXp76inkvvvkNSfmInc3T4Bf9elnQacHEL4dXJudzGwEPha8rj3R7bqvf3T2VjF\nlqlo//SJwFRypWMxsdo88E6a9Fxi/9hCbiJm9aRtADyZ18eyz6lyew4hXvlPW5U81RkVlbmF1LZP\n7J7MtypIagfOAdpDCP8v6/a0sJeBTYhXzTZPph8D9yd//z27prWkm4AJkoak5uWK6z6WTZNaWrHf\noYAz+7pV5W+/VSAJSr0H2CWE8Gjew4uJBWnT23994kl5bvvfAmyaN0ri7sSuFvellvExRPeuAzal\n8+/ZP4mZObm/V+D90Ug30bXb8AbAIwAhhKXEE+T0PhlB7PKX3iejJM1MrWMu8TfgttQyOyYn6Dm7\nAw+EENxtrMMQumbErCKJL3h/ZKvB27/Q99g8Kv0ea0SV+GaYgAOJVeg/ShzS8mzgeWCt5PELgJNS\ny08i/nB8j1hfau9k53416/fSDFMV2/M44CVi2ue6yYf1P8Avsn4vWU/EekabEw9+VgGfT+5PTh4/\nGTg/tfy6wKvEkVw2IF7xfwvYLev30gxTFduzPdl+hxOj/blpRNbvpRmmSrdnged7VL4qt2Wy/CPA\nr4gjp+xIHB3qx1m/l2aYqtieBxNH0TocmEIs0nobcHPW76VVpu5++z31aNueRRytbYe836LBecss\nBXYmZvTcBPw19Xg/Yt2iq4DNiKMrPQ2cmFrGxxDV76N3RuXz/shk+2+ZfId/DZhG7Eb2CvCB1DJH\nJ99J+xIDi78nnm8MSi1zJTGwuFXyO/AAcGHq8RHE0czOJ3apPSjZR5/Iehs00wScSyz2vxewDrAf\nsV5R+vzP+6O++6C746CGbH9ikfO3gC8k32PHE+ujblTR+8l6gzZ4530aeJh4UHULsGXqseuBn+ct\nn4sovp7sxK8Ayvp9NMtUyfYk/jgfC/wbeC153vfxyT/E1PBVxC4S6ennyePnAtcXeM7iZNv/B/hI\n1u+jWaZKtyfxQDN/2XeW7+tTNZ/PvOc7MNWDbQmsTxzZ5FVikOo0oC3r99IMU5Xb80jgrmR7PkY8\n0Bqf9XtppanUb7+nHm3XQp/llcBHU8u0AT8gdqt8Bfg1MCZvPZOBPyaf8aeJAY9+ecv4GKK6fXQ9\nnQNT3h+N3wd7Af8inpvdAxxSYJnjiSfSrye/n9PzHh9FzHxbRgwG/xQYkrfMpsANyToeBb6U9Xtv\ntokYFDmdGJx9LfnsfhMY4P3RsH1Q8jiokdsfOIDYQ+KN5H90fqXvR8mKzMzMzMzMzMzMGqpP1Jgy\nMzMzMzMzM7Pm48CUmZmZmZmZmZllwoEpMzMzMzMzMzPLhANTZmZmZmZmZmaWCQemzMzMzMzMzMws\nEw5MmZmZmZmZmZlZJhyYMjMzMzMzMzOzTDgwZWZmZmZmZmZmmXBgyszMzMzMzMzMMuHAlJmZmZmZ\nmZmZZcKBKTMzMzMzMzMzy4QDU2ZmZmZmZmZmlgkHpszMzMzMzMzMLBMOTJmZmZmZmZmZWSYcmDIz\nMzMzMzMzs0w4MGVmZmZmZmZmZplwYMrMzMzMzMzMzDLhwJSZmZmZmZmZmWXCgSkza3mS5kg6TtKI\nrNtiZmZm1qx8zGRmzciBKTPrDbYDvgGMyrohZmZmZk3Mx0xm1nQcmDKz3kBZN8DMzMysBfiYycya\njgNTZtbSJB0HnJbcfVjSKkkrJa0t6eOS/iTpaUnLJd0j6fAC61gl6RsF5j8s6ef1fg9mZmZm9eZj\nJjNrVgOyboCZWQ/9Blgf+ADwOeB5IADPAYcDdwOXAW8D+wJnSVII4UdlrDvUpcVmZmZmjedjJjNr\nSg5MmVlLCyHcLWkJ8SDrshDCo7nHJO0YQngztfhZkq4CvgCUc5BlZmZm1iv4mMnMmpW78plZr5U+\nwJI0QtKawI3AVEnDs2uZmZmZWfPwMZOZZckZU2bWa0naHvgmsC0wJPVQAEYCr2TRLjMzM7Nm4mMm\nM8uSA1Nm1itJmgpcB9wHLAD+D3gL2Bv4POVljPavWwPNzMzMmoCPmcwsaw5MmVlvUKjg5r7AIGDf\nEMLjuZmS5hZY9kVgVHqGpIHA+Fo20szMzCxjPmYys6bjGlNm1hu8ltymD5RWJrfvfM9JGgl8rMDz\nHwR2zJt3OL76Z2ZmZr2Lj5nMrOk4Y8rMeoPFgICTJP0SWEEs2LkC+KOks4HhwCeBp4Fxec//GfBj\nSZcC1wKbA7sDzzam+WZmZmYN4WMmM2s6CqFQNqeZWWuRdAzxit144hW/KcCmwLeA9YGngLOA54Fz\ngCm5YZIlCfg28Aliwc8bgaOAPwF/DiF8oqFvxszMzKxOfMxkZs3GgSkzMzMzMzMzM8tE09SYknSk\npKWS3pB0q6StSiz7SUk3Snohma7NX17SuZJW5U1X1v+dmJmZmTWGpAmSLpT0nKTXJd0paVbeMidI\neiJ5/FpJ0/MeX13SxZKWSXpR0s8kDW3sOzEzM7O+qikCU5IOAr4LHAfMBO4ErpY0ushTdgJ+AewM\nbEsc0vQaSfmjQVwFjCX2jR4HtNe88WZmZmYZkDQKuAl4E5gPzAC+SBw1K7fMV4jdbD4FbE0sfHy1\npEGpVf0iee5c4vDwOwJnN+AtmJmZmTVHVz5JtwJ/DyF8LrkvYrDp+yGE08p4fj/iQdiRIYSLknnn\nAiNDCPvXr+VmZmZm2ZB0CjAnhLBTiWWeAL4TQliY3B9BLGh8cAjhEkkzgHuA2SGE25Nl5gNXAJNC\nCE/V+32YmZlZ35Z5xpSkgcBsYsE8AEKMll0HzClzNUOBgcALefN3lvS0pPslnSVpjVq02czMzKwJ\n7Av8U9IlyfHOEkmfzD0oaQoxYzx9jPUy8Hc6jrG2BV7MBaUS1wEB2Kbeb8DMzMxsQNYNAEYD/YlX\n79KeBjYocx2nAo8TD6RyrgJ+AywFpgEnA1dKmhMKpIlJWpOYBv8wsLyC9puZmVlzGgysC1wdQng+\n47bUw1TgCGI5hG8TA0nfl7Q8ySAfRwwwFTrGyg0BPw54Jv1gCGGlpBfoOkw84GMmMzOzXibz46Vm\nCEwVI+LBVOmFpK8CBwI7hRDeys0PIVySWuweSXcBDxLrUv25wKrmAxf3pMFmZmbWlD5ErKPU2/QD\nbgshHJvcv1PSxsRg1UUlnlfOMVapZXzMZGZm1vtkdrzUDIGp54CVxCLlaWPoeoWvE0lfAo4G5oYQ\n7im1bAhhqaTngOkUDkw9DHDRRRcxY8aM8lpuJS1YsICFCxdm3Yxew9uzdrwta8vbs7a8PWvnvvvu\n48Mf/jAkv/G90JPAfXnz7gNy9TWfIgaYxtL5mGoMcHtqmTHpFUjqD6xO8eOwh8HHTM3E3xvNx/uk\nuXh/NB/vk+bRDMdLmQemQggrJC0mjgRzObxT/Hwu8P1iz5P0ZeAYYPe8ugjFlp8ErEk8iCtkOcCM\nGTOYNWtWkUWsEiNHjvS2rCFvz9rxtqwtb8/a8vasi97a3ewmupY92AB4BN65KPcU8ZjqX/BO8fNt\ngDOT5W8BRkmamTqemksMaP29yOv6mKnJ+Huj+XifNBfvj+bjfdKUMjteyjwwlTgdOD8JUN0GLACG\nAOcBSLoAeCyEcExy/2jgBKAdeFRSLtvq1RDCa5KGAscRa0w9RcySOhX4N3B1o96UmZmZWR0tBG6S\n9DXgEmLA6ZPAoallzgC+Lum/xCuhJwKPAZcBhBDul3Q18FNJRwCDgB8Aizwin5mZmTVCUwSmkuGK\nRxODTWOBO4D5IYRnk0UmAW+nnnIEcRS+S/NW9c1kHSuBzYCPAqOAJ4gBqW+EEFbU632YmZmZNUoI\n4Z+S9gNOAY4lDvjyuRDCL1PLnCZpCHA28Zjor8Ce6bqcwAeBHxIHkVlFPL76XGPehZmZmfV1TRGY\nAgghnAWcVeSxXfPuT+lmXcuBPWrXOjMzM7PmE0K4Eriym2WOB44v8fhLwIdr2jAzMzOzMvXLugHW\ne7W3t2fdhF7F27N2vC1ry9uztrw9zaxSzfa98dhjcE/JYYl6v2bbJ32d90fz8T6xNIXQ3WjBfYOk\nWcDixYsXuwibmZlZL7BkyRJmz54NMDuEsCTr9vQWPmay7ixaFG993mlm1vya4XjJGVN5HKczMzMz\nMzMzM2sMB6byrHBpdDMzMzMzMzOzhnBgKs+bb2bdAjMzMzMzMzOzvsGBqTzLl2fdAjMzMzMzMzOz\nvsGBqTwOTJmZmZmZmZmZNYYDU3kcmDIzMzMzMzMzawwHpvI4MGVmZmZmZmZm1hgOTOVx8XMzMzMz\nMzMzs8ZwYCqPM6bMzMzMzMzMzBrDgak8zpgyMzMzMzMzM2sMB6byOGPKzMzMWoGk4yStypvuTT3e\nJulMSc9JekXSpZLG5K1jsqQrJL0m6SlJp0ny8aGZmZk1zICsG9BsnDFlZmZmLeRuYC6g5P7bqcfO\nAPYEDgBeBs4EfgPsAJAEoK4EngC2BSYAFwJvAV9vQNvNzMzMHJjK98YbWbfAzMzMrGxvhxCezZ8p\naQRwCPCBEMINybyPA/dJ2jqEcBswH9gQ2CWE8Bxwl6RjgVMkHR9CeDt/vWZmZma15lTtPM6YMjMz\nsxaynqTHJT0o6SJJk5P5s4kXIP+UWzCE8ADwKDAnmbUtcFcSlMq5GhgJbFz/ppuZmZk5MNWFa0yZ\nmZlZi7gV+Bgx8+lwYApwo6ShwDjgrRDCy3nPeTp5jOT26QKPk1rGzMzMrK6aJjAl6UhJSyW9IelW\nSVuVWPaTkm6U9EIyXVtoeUknSHpC0uvJMtO7a4czpszMzKwVhBCuDiH8JoRwdwjhWmAvYHXgwBJP\nExDKWX0t2mhmZmbWnaaoMSXpIOC7wGHAbcAC4GpJ6+ell+fsBPwCuBlYDnwVuEbSRiGEJ5N1fgU4\nCjgYWAp8K1nnjBDCW8Xa4owpMzMza0UhhGWS/g1MB64DBkkakZc1NYaOrKingPwLe2OT2/xMqi4W\nLFjAyJEjO81rb2+nvb29muabmZlZnS1atIhFixZ1mrds2bKMWtOhKQJTxEDU2SGECwAkHQ7sTSza\neVr+wiGEj6TvS/okccSZucBFyezPASeGEP6QLPNR4kHWe4FLijXEGVNmZmZWL5J2AD4FTAPeF0J4\nXNJHgKUhhL/1cN3DkvWeDywmjtA3F/hd8vj6wNrEC3sAtwDHSBqduhC4O7AMuLe711u4cCGzZs3q\nSZPNzMysgQpdQFqyZAmzZ8/OqEVR5l35JA0kFuhMF+cMxCt9c4o9L89QYCDwQrLOKcTaCOl1vgz8\nvbt1OmPKzMzM6kHSAcTi4m8AM4G25KGRwDFVrO87knaUtI6k7YgBqLeBXybHPecAp0vaWdJs4Fzg\nphDCP5JVXEMMQF0oaTNJ84ETgR+GEFZU/07NzJrDAw9AXnKImTWhzANTwGigP4WLb5ZbePNU4HFi\nMIvkeaGadTowZWZmZnXydeDwEMKhQDrwcxNQTerRJGJpg/uBXwLPAtuGEJ5PHl8A/BG4FPgL8AQx\nwxyAEMIqYB9gJTGL6gLgPOC4KtpiZtZ0Hn446xaYWTmapStfIWUV55T0VWKRz51K1Y4qd50OTJmZ\nmVmdbADcWGD+MmBUpSsLIZQs5hRCeBP4TDIVW+b/iMEpMzMzs0w0Q2DqOeKVurF589PFOQuS9CXg\naGBuCOGe1ENPEYNQY/PWMQa4vdQ6779/Ae9+twt5mpmZtZJmLeaZ5yliYfKH8+a/C3io4a0xMzMz\nawKZB6ZCCCskLSYW57wcQJKS+98v9jxJXybWY9g9hNAp2BRCWCrpqWQd/0qWHwFsA5xZqj3jxy/k\n8stdyNPMzKyVNGsxzzw/Bb4n6RBiBvcESXOA/wVOyLRlZmZmZhnJPDCVOB04PwlQ3UasiTCEWOcA\nSRcAj4UQjknuH008gGsHHpWUy7Z6NYTwWvL3GcDXJf2XeGXyROAx4LJSDXFXPjMzM6uTU4j1Pf9E\nPM65EXgT+N8Qwg+zbJiZmZlZVpoiMBVCuETSaGKwaSxwBzA/hPBsssgk4igzOUcQR+G7NG9V30zW\nQQjhNElDgLOJdRv+CuzZXR2qN9/s4ZsxMzMzKyAZdfjbkr5D7NI3DLg3hPBqti0zMzMzy05TBKYA\nQghnAWcVeWzXvPtTylzn8cDxlbTDGVNmZmZWT8lFsnuzboeZmZlZM2iawFSzcMaUmZmZ1YOkP1Ni\ndOD8C3FmZmZmfYEDU3mWL4cQQMq6JWZmZtbL3JF3fyCwBbAJcH7jm2NmZmaWPQemCnjzTRg8OOtW\nmJmZWW8SQlhQaL6k44n1pszMzMz6nH5ZN6AZvf561i0wMzOzPuQi4JCsG2FmZmaWhaoCU5I+LKnX\n5hS98UbWLTAzM7M+ZA7g4VfMzMysT6q2K98ZwA8l/Qo4J4RwWw3blDlnTJmZmVmtSfpt/ixgPLAl\ncGLjW2RmZmaWvWq78k0ADgUmATdJukfSFyWtVbumZceBKTMzM6uDZXnTC8BfgL1CCN/MsF1mZmZm\nmakqYyqE8Bbwa+DXksYDHwU+AZwk6QrgHODKEELRIZGbmbvymZmZWa2FED6edRvMzMzMmk2Pi5+H\nEJ4ErgP+DARiOvoi4D+Sdujp+rPgjCkzMzNrNZK+JmmVpNNT89oknSnpOUmvSLpU0pi8502WdIWk\n1yQ9Jek0SR4gx8zMzBqi6oMOqT5/VQAAIABJREFUSaMlfV7SncBNwBjgvcA6wETg98AFNWllgzlj\nyszMzGpB0ouSXihn6uHrbEUss3Bn3kNnAHsDBwA7Essx/Cb1vH7AlcQs+m2Bg4GPASf0pD1mZmZm\n5aqqK5+k3wF7AUuBnwHnhxCeTS3yiqTTgC/0vImN54wpMzMzq5HP1/sFJA0DLgI+CRybmj8COAT4\nQAjhhmTex4H7JG2dDF4zH9gQ2CWE8Bxwl6RjgVMkHR9CeLve7TczM7O+rdpR+V4Gdgsh/LXEMs8C\n61W5/kw5Y8rMzMxqIYRwfgNe5kzgDyGE65OgUs6WxGO9P6Xa84CkR4E5wG3ELKm7kqBUztXAj4CN\n6ZqBZWZmZlZT1RY/P7iMZQLwYDXrz1K/fs6YMjMzs/qStBowMD0vhPByFev5ALAFMQiVbyzwVoH1\nPg2MS/4el9zPfzz3mANTZmZmVlfVduVbCDwYQvhh3vwjgakhhC/WonFZaGtzxpSZmZnVnqShwKnA\ngcCaBRbpX+H6JhFrSM0LIayo5KnEAWu6U3KZBQsWMHLkyE7z2tvbaW9vr6ApZmZm1iiLFi1i0aJF\nneYtW7Yso9Z0qLYr3/uJhc7z3QJ8DWjZwNTgwc6YMjMzs7o4DdgFOAK4EDiSOGDMp4CvVrG+2cBa\nwGJJSub1B3aUdBSwB9AmaURe1tQYOrKingK2ylvv2OQ2P5Oqk4ULFzJr1qwqmm1mZmZZKHQBacmS\nJcyePTujFkXVjso3GnixwPyXk8daljOmzMzMrE72BT4dQvgN8Dbw1xDCt4BjgA9Vsb7rgE2JXfk2\nT6Z/Eguh5/5eAczNPUHS+sDawM3JrFuATSWlj992B5YB91bRJjMzM7OKVJsx9SBxFJez8ubPJ47U\n17KcMWVmZmZ1sgYdx0kvJ/cB/kYsNl6REMJr5AWPJL0GPB9CuC+5fw5wuqQXgVeA7wM3hRD+kTzl\nmmQdF0r6CjAeOBH4YYXdA83MzMyqUm3G1ELgO5KOlbR9Mn2DWDfhe9WsUNKRkpZKekPSrZLy08rT\ny24k6dJk+VWSPltgmeOSx9JTt1f+HJgyMzOzOnkIWDf5+35irSmImVQv1eg18utCLQD+CFwK/AV4\nAjjgnYVDWAXsA6wkZlFdAJwHHFej9piZmZmVVO2ofD9LRpM5BvhmMvsx4LMhhJ9Xuj5JBwHfBQ4j\nDl28ALha0vp5wxfnDCFmbV1CDJIVczcxfT1Xd+Ht7toyeLC78pmZmVldnEvsYncDcArwB0mfIR6P\nfaEWLxBC2DXv/pvAZ5Kp2HP+jxicMjMzM2u4arvyEUL4AfADSeOBN0IIPbnStwA4O4RwAYCkw4G9\ngUOIhULzX/ufxLoJSDq1xHrfDiE8W0lD2tqcMWVmZma1F0JYmPr7OkkbEguY/zeE8K/sWmZm1ruF\nAO8MEWFmTafarnzvCCE82ZOglKSBxIOyP6XWGYgFPef0sHnrSXpc0oOSLpI0ubsnOGPKzMzM6iH/\nOCSE8EgI4bcOSpmZmVlfVlVgStJaks6V9Kik5ZLeSk8Vrm40cWjj/CGJnwbGVdO+xK3Ax4gF2Q8H\npgA3Shpa6kmuMWVmZmZ18rCkv0j6pKRRWTfGzMzMrBlU25XvPGAa8B3gSboW2qwF9WS9IYSrU3fv\nlnQb8Aix0Oi5xZ7X1gbLllX7qmZmZmZFbQW0EwuL/1DSVcBFwB+TWlBmZmZmfU61gakdgR1DCLfX\noA3PEUeCGZs3fwxds6iqFkJYJunfwPRSy/3znwt45ZWRvPvdHfPa29tpb2+vVVPMzMysxhYtWsSi\nRYs6zVvWZFeaQghLgCWSjgZ2Bj4I/BToJ+m3IYRDsmyfmZmZWRaqDUw9Ro2ypEIIKyQtJo6edzmA\nJCX3v1+L10jWOYyY5XVBqeV2220ht9wyi8svr9Urm5mZWb0Vuoi0ZMkSZs+enVGLiktqaf4Z+LOk\nHwHnAAcTB30xMzMz61OqLX6+ADhZ0qQateN04DBJH01GqPkxMITYZRBJF0g6KbewpIGSNpe0BTAI\nmJjcn5Za5juSdpS0jqTtgN8BbwOdL6fmcY0pMzMzqydJkyUdLekO4B/Aa8BRGTfLzMzMLBPVZkxd\nCAwHHpH0MrAi/WAIYUwlKwshXCJpNHACsUvfHcD8EMKzySKTiEGlnAnA7XRkbX0pmW4Adk095xfA\nmsCzwN+AbUMIz5dqS1ubR+UzMzOz2pN0GPAhYHvgAeBi4L0hhIezbJeZmZlZlqoNTH21pq0AQghn\nAWcVeWzXvPuP0E22VwihqqJQzpgyMzOzOjkW+CXwuRDCHVk3xszMzKwZVBWYCiGcU+uGNIu2Nli+\nHFatgn7VdnQ0MzMz62rtpL6UmZmZmSWqDr1IWlfS8ZIulDQmmbe7pBm1a17jDR4cb5cvz7YdZmZm\n1rs4KGVmZmbWVVWBKUk7APcAOwEHAsOSh2YT60S1rLa2eOvufGZmZmZmZmZm9VVtxtSpwPEhhF2A\nt1Lz/wRs2+NWZSiXMeUC6GZmZtbMJB0u6U5Jy5LpZkl7pB5vk3SmpOckvSLp0lyWe2qZyZKukPSa\npKcknSbJxQzMzMysYao98NgMuLTA/GeAtapvTvZygSlnTJmZmVmT+z/gK8SM9dnA9cBlqbIKZwB7\nAwcAOxJHNf5N7slJAOpKYs3RbYGDgY/R4tnvZmZm1lqqDUwtA8YVmL858Hj1zcmeM6bMzMysXiQN\nkLSbpE9JGp7MmyBpWHfPzRdCuOL/t3fncXLUdf7HX58EAhk0CS4mEXEVf3gACkIEicohUVg8cHVX\nYDxwZT3B/bFZV1lYXRDWFdkfRFHyk0VX5RpgA8QkECaEI+FIOBIIRw6uBHKQC5KZnJPJzGf/+FYx\nNT3dPd091V09M+/n49GPma76dvW3vtVdXfWpT32/7n6Xu78QPX4MbAWOMbMRwFnARHef4+5PAN8A\nPmZmR0eLOBl4P/AVd3/a3ZsJIweeY2aVjtwsIiIiUpZKA1M3A5ea2VsBBzCzjwD/D7g+pbplQhlT\nIiIiUg1m9k7gaeDPwFV0ZZmfRziG6suyh5jZGUADMI+QQbUHoZsFANx9GfAKMD6adAzwtLtvTCyq\nGRgJHNqX+oiIiIiUqtLA1PnAS8AaQsfni4GHgceBS9KpWjbizs+VMSUiIiIp+xXhWGlfIHmkcTsw\noZIFmtkHzGwL0AZMBr7g7ksJme273L015yXr6Mp6Hxs9z50P+TPjRURERFJXUZq2u7cB3zCzi4EP\nEoJTC6MDoX5NGVMiIiJSJR8HPubuu8wsOX0F8PYKl7mU0JXCKEJfUtea2XFFyhtRtnsvSikjIiIi\n0md96j/A3ZcDy1OqS11QxpSIiIhUydDokesAYEslC3T33YQsdoCFUf9R5wK3AMPMbERO1tRourKi\n1gJH5SxyTPQ3N5Oqh4kTJzJy5Mhu0xobG2lsbCxvJURERKQmmpqaaGpq6jatpaUlo9p0qSgwZWb/\nVWy+u3+7supkTxlTIiIiUiWzgH8E4uMkjzo9/ylhdLw0DAH2AhYAuwm3CN4OYGbvBf6S0P0ChL6o\nLjCz/RL9TJ1EGORmcW9vNGnSJI488siUqi0iIiLVlu8C0sKFCxk3blxGNQoqzZh6W87zPQmdZL4Z\nmNunGmVsjz3CQxlTIiIikrIfAM1mthjYG7gReA+wESg7zcjMfgbMBFYSjsG+AhwPnOTurWb2e+AK\nM9tEyMi6EnjI3R+LFjGLEIC6zszOIxzfXQL8xt3bK19NERERkdJV2sfU53KnRcMK/5YSrrDVu4YG\nZUyJiIhIutx9lZkdDpwBHEboo/P3wA3uXsklsTHAtYSAUgvwFCEodW80fyLQAUwhZFHdBZyTqE+n\nmX0W+P+ELKptwB+BCyuoi4iIiEhF+tTHVJK77zaz/wTuB65Ia7lZaGhQxpSIiIikL+oT6vqUlvXN\nXua3Af8QPQqVWQl8No36iIiIiFQitcBU5EDCbX392vDhypgSERGRvjOzU0st6+7TqlkXERERkXpU\naefnl+VOIqSRnwrc0NdKZU238omIiEhKppZYzsk/Yp+IiIjIgFZpxtT4nOedwAbgX4Br+lSjOjB8\nuG7lExERkb5z9yFZ10FERESknlV0sOTux+Y8jnf3v3X3yZWO4mJm55jZcjPbYWbzzeyoImUPMbMp\nUflOM/u/fV1mkjKmREREREREBgb3rGsgIsXUxVU8MzsduJwwCswRwCLCcMr7FXhJA/AicB7wakrL\nfIMypkRERKQazGyCmc0wsxfN7IXo/09mXS8RERGRrFTax9RjhL4QeuXuR5dQbCJwtbtfGy3/u8Bn\ngLOA3P6scPfHgcejsr9IY5lJypgSERGRtJnZ2cCvgCnRX4BjgDvNbKK7X5VZ5UREBri1a2Hs2Kxr\nISL5VJoxdR/wPkKn5/OjB9G0+4HmxKMoM9sTGAfcE09zdwdm07Mvq5L0dZnKmBIREZEquACY6O6N\n7n5l9Pgy4WLaBRnXTURkwFqzBu67D1auzLomIpJPpZ2fjwKucvduB1Fm9jNgjLt/s4xl7UcYhWZd\nzvR1hEBXJfq0TGVMiYiISBWMAu7KM30WUCgDXERE+qitLfzduTPbeohIfpVmTJ0G/CHP9D8CX6q4\nNt0ZJd4umPYylTElIiIiVTAN+EKe6Z8HZtS4LiIiIiJ1odKMqTZCnwjP50w/JppXjo1ABzAmZ/po\nemY8VX2ZEydOZM2akaxZA6eeGqY1NjbS2NhYYVVERESk2pqammhqauo2raWlJaPaFLQY+FczOwGY\nF007BvgYcHlylGF3v7L21RMRERGpvUoDU1cCV5vZEcCjhCykY4BvAT8vZ0Hu3m5mC4AJhCuJmJlF\nzys6KOvLMidNmsSMGUdy9dUwbVol7y4iIiK1lu8i0sKFCxk3blxGNcrr74FNwCHRI7Y5mhdzKjwG\nEhEREelvKgpMufvPzGw5cC4Q9ye1BPi2u99YwSKvAP4UBZMeJXQC2kC4NRAzuxZYFfdpFXVufgjh\n1rxhwNvN7HBgq7u/WMoyixk+XH1MiYiISLrc/cCs6yAiIiJSbyrNmCIKQFUShMq3rFvMbD/gYsLt\nd08CJ7v7hqjIAcDuxEv2B56gq7+of44ec4ATS1xmQQ0N6mNKRERERERERKTaKg5MmdkI4IvAu4FJ\n7r4pylpa7+6vlrs8d58MTC4w78Sc5y9TQsftxZZZzPDhYeSGjg4YOrTcV4uIiIj0FHUr8LfAJwj9\nXnY7lnH3L5a5vPMJnam/H9gBPAyc5+7PJcrsRcgiPx3YC2gGznb39Yky7wB+C5wAbAGuBf7F3TvL\nW0MRERGR8lU0Kp+ZfQB4Dvg34Hxg32jW6cCl6VQtOw0N4a+ypkRERCRFvwSuAw4EtgItOY9yHQv8\nGvgI8ElgT2CWmQ3Pec/PAH8DHEfIOr81nmlmQ4A7CRcrjwG+DvwdIeNcRGRA8LTHeheRVFWaMTWJ\ncBvfD4DWxPQ7gOv7WqmsDY8O53bsgDe9Kdu6iIiIyIDxNeCL7n5nGgtz908nn5vZ3wHrgXHAg1F2\n+1nAGe4+JyrzDWCJmR3t7o8CJxMyrj7h7huBp83sJ8ClZnaRuye7UhAR6dfMsq6BSO2tWAFjxnTF\nOepRRRlTwFHAZPcesefVwNv6VqXsxRlT6gBdREREUtQCvFTF5Y8i9L/5evR8HOEi5D1xAXdfBrwC\njI8mHQM8HQWlYs3ASODQKtZVRKRm4oCUMqdkMJo3D+bOzboWxVUamGoH8uUSHQRszDO9X0lmTImI\niIik5CLgwpxb7VIR9V/1S+BBd18cTR4L7HL31pzi66J5cZl1eeaTKCMiIiL9WHt71jUortJb+aYD\nPzGz06PnbmZvJ/QvdVsqNcuQMqZERESkCm4BGoH1ZraCcKHvDe5+ZB+WPRk4BPh4CWWNrpGNiyla\nZuLEiYwcObLbtMbGRhobG0tYtIhI7ShTSiRoamqiqamp27SWlkq6uUxXpYGpHxACUGuB4cC9hM40\nHwMuSKdq2VHGlIiIiFTBnwi3111PyEpK5VTJzH4DfBo41t3XJGatBYaZ2YicrKnRdGVFrSV00ZA0\nJvqbm0nVzaRJkzjyyL7E0kREakt9TMlgl+8C0sKFCxk3blxGNQoqCky5+ybgE2Z2PHA44ba+hUBz\nnn6n+h1lTImIiEgVfAY42d0fTGuBUVDq88Dx7v5KzuwFwG5gAnB7VP69wF8CD0dl5gEXmNl+iX6m\nTiL0h7UYEZEBQH1MidS3sgNTZrYnMAP4fjTCy5zUa5WxODCljCkRERFJ0Uq6j2bcJ2Y2mXBr4KnA\nNjOLM51a3H2nu7ea2e+BK8xsE7AFuBJ4yN0fi8rOIgSgrjOz8wiD2FwC/Mbd67xHChGR0iggJVLf\nyu78PDpIGUdK6ef1KL6VTxlTIiIikqIfAJeZ2btSWt53gRHA/cCaxOO0RJmJhAuKUxLl/iae6e6d\nwGeBDkIW1bXAH4ELU6qjiIiISFGV9jF1A/AN4F9TrEvdUB9TIiIiUgXXAw3Ai2a2nZ6dn7+lnIW5\ne68XGN29DfiH6FGozEpCcEpEZEBTH1Mi9anSwJQD3zezTwKPA9u6zXT/UV8rlqWhQ2HYMGVMiYiI\nSKr+MesKiIiIiNSbSgNT44Cnov8Py5k3IG7xa2hQxpSIiIikx93/lHUdREQGM/U1JVKfygpMmdm7\ngeXufmyV6lM3hg9XxpSIiIhUh5kNB/ZMTnP31DpGFxEREekvyu38/HngrfETM7s5MQLMgNLQoMCU\niIiIpMfM9jGz35jZemArsCnnISIiVaQ+pkTqU7mBqdyv8qeBfVKqS10ZPly38omIiEiqLgNOBL4H\ntAHfJIx+twY4M8N6iZTs9ddh48asayEiIgNJuYGpQUMZUyIiIpKyzwFnu/utwG7gAXf/d+AC4CuZ\n1kykRM3NcPfdWddCREQGknIDU07Pzs0HZBdy6vxcREREUvYWYHn0f2v0HOBB4LhMaiQiIiKSsUpu\n5fujmd1mZrcBewO/jZ8nppfNzM4xs+VmtsPM5pvZUb2U/5KZLYnKLzKzU3Lm/8HMOnMed5ZaH3V+\nLiIiIil7CXhX9P9S4LTo/88Bm7OokIiIiEjWyg1M/QlYD7REj+sJ/SK05DzKYmanA5cT+lk4AlgE\nNJvZfgXKjwduBK4BPgRMBaaa2SE5RWcCY4Cx0aOx1DopY0pERERS9gfg8Oj/S4FzzKwNmAT8Z2a1\nEhEREcnQHuUUdvdvVKkeE4Gr3f1aADP7LvAZ4CxCR6G5zgVmuvsV0fMLzewk4PvA2Ylybe6+oZIK\nDR8OGyp6pYiIiEhP7j4p8f9sMzsYOBJ4wd2fyq5mIiIiItnJvPNzM9sTGAfcE09zdwdmA+MLvGx8\nND+pOU/5E8xsnZktNbPJZvYWSqSMKREREakmd1/h7rcpKCUi0n+sXw9NTbBlS9Y1ERk4Mg9MAfsB\nQ4F1OdPXEW6/y2dsCeVnEoZePhH4EXA8cKeZWSmVUh9TIiIikgYzG29mn82ZdmbUt+Z6M/svM9sr\nq/qJiEjp1q8PfxWYEklPPQSmCjHKG/GvW3l3v8XdZ7j7s+4+DfgscDRwQikLU8aUiIiIpOTfgEPj\nJ2b2QeD3hOzvSwmdn59f7kLN7Fgzm2Zmq6NBXk7NU+ZiM1tjZtvN7G4zOyhn/r5mdoOZtZjZJjP7\nnZntU25dRERERCpVVh9TVbIR6CB0Up40mp5ZUbG1ZZbH3Zeb2UbgIOC+QuUmTpzIyJEjee45WL0a\nTj0VGhsbaWwsud90ERERqbGmpiaampq6TWtpKXs8lmr5EPCTxPMzgEfc/VsAZrYS+ClwUZnL3Qd4\nEvhv4NbcmWZ2HqH/za8Dy4F/Jwwuc7C774qK3Ug4ppoADAP+CFwNfLXMuoiIiIhUJPPAlLu3m9kC\nwgHRNIDodrsJwJUFXjYvz/xPRdPzMrMDgL8AXi1Wn0mTJnHkkUdy+eVwySUwbVrJqyIiIiIZyXcR\naeHChYwbNy6jGnWzL90vnh1P6HIg9hjwjnIX6u53AXfBG8dOuc4FLnH36VGZM6N6/DVwS9T5+snA\nOHd/IirzD8AdZvbP7r623DqJiAwWXs69PSJSVL3cyncF8O2ov4X3A78FGghX7TCza83sPxLlfwWc\nYmb/ZGbvM7OLCB2o/yYqv4+ZXWZmHzGzd5rZBGAq8Byhk/ReqY8pERERSck64EAAMxtGGIlvfmL+\nm4H2NN/QzA4k9L2ZHFymFXiErsFijgE2xUGpyGxC1wgfSbM+g8GGDbB7d9a1EJF8FERK37Zt6vpG\n0lMXgSl3vwX4AXAx8ARwGHCyu2+IihxAomNzd58HNALfJqSwfxH4vLsvjop0RMv4M7AMuIZwNfI4\ndy/pwK+hAdrbdYAhIiIifXYncKmZHQv8HNgOPJCYfxjwYsrvOZYQYCo2WMxYYH1yprt3AK9TeAAa\nKWD2bHjssaxrISK1UtqQWgPXtGkwdWrWtZCBIvNb+WLuPhmYXGDeiXmm3Uqe/hSieTuBv+pLfRoa\nwt8dO+DNb+7LkkRERGSQ+wlwGzAH2Ap8PdHHE8BZwKwa1aWUwWXKHYBGIhqlS0REpHx1E5iqN8OH\nh7/btyswJSIiIpVz943AcWY2EtgaZSUlfYkQsErTWkKAaQzds6ZGE7LT4zKjky8ys6H07BMrr3jA\nmKTBOmBMfJuQbhcSEZF6Vq+DxSgwVUAyY0pERESkr9w975Gfu79ehfdabmZrCYPFPAVgZiMIfUdd\nFRWbB4wysyMS/UxNIAS0HuntPeIBY6SLAlMiIlLP6nWwGAWmCkhmTImIiIjUGzPbBziIEEgCeLeZ\nHQ687u4rgV8CPzazF4AVwCXAKkIfnLj7UjNrBq4xs+8Bw4BfA00aka8y/SEw1d4eLryOGJF1TUSq\n7/XUw/4iUg110fl5PVLGlIiIiNS5DxNuy1tA6BPqcmAh8FMAd7+MEGi6mpABNRw4Jad/qy8DSwmj\n8c0A5gLfqVH9JQP33gt33FHZa7dtS7cug9XLL0Nra9a1kErFnZ73h0C0SH+hjKkClDElIiIi9czd\n59DLRUZ3vwi4qMj8zcBXU63YINYfTlT7kkEybVp69RjMHn4Yhg6F007LuiYiIvVBGVMFKGNKRERE\nRErRHwJSUl86codAEBEZxBSYKkAZUyIiIiJSDgWoREREyqfAVAHKmBIRERGRcigwJSIiUj4FpgrY\ne+/wVxlTIiIiIvXp5Zdh167ey0n/MX06zJ2bdS1ERAaG/nLBRIGpAoYMCcEpZUyJiIiI1J+OjtCJ\n9GOPFS/X1ARPPFGbOvWXE4B6tnUrrF6ddS1ERKSWFJgqoqFBGVMiIiIiWXOHe++FzZu7pnV2hr+l\nZEwtXVqdeuUarIEpd1i8WB16Dxbt7XD33elfwN+9G1pa0l2mSKW2bQtZuVIbCkwVMXy4AlMiIiIi\nWWtrg3Xr4KmnuqbFQSCzbOqUFNdlsAWmHnggBCjWroVFi2DZsqxrlN+6dVnXYGBZvx42boTlywuX\n2bYtfC7K8fDDcOedfaubSFruuy98JqU2FJgqoqFBt/KJiIiIZC0OPuUL/NRDYGqwWrUqBChicRZb\nPVm5MmTbvfpqbd+3rS3cRppsn5UrB0afaKUEYJubw4l9OV5/vbL6iFRDe3vWNRhcFJgqQhlTIiIi\nItnLF5iqx+ykeqxTLdXj+u/cGf62tdX2fbdtC39XrOia9uCDMG9ebeuRlVq392CgW2XTtWJF9yzc\nweLBB+szCKzAVBHKmBIRERGpTFsb3HILtLamt8xyM6ZWrkzvvUtRjcDMhg0h86aeM22KZbQNVkOi\ns6zcLLI4UDYQpJ2tWOvsxzVrume01bPXXgv7002bwvNVq/R966t58+DZZwvPz/087tjR/28Ldg+/\niwsWZF2TnhSYKkIZUyIiIiKV2bQpXOFPs/PYfBlThU5mN24MV4br0dat8NJLpZWN2y/OwEnTzp0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/BzYHHWbVBPD2A6cE3OtCnAtdoemWyPqpybl9L+wE3AtJz3ngdMLmcdBn3GlJntSciwuCee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\nERGRTPwv94iiLN4DtxgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113085fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "traceplot(trace);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1141ed208>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HrRt7xA2zwJUZdOfVQrcmFEVRlrPOjYW0fWd/zN81Z+1Ne2e9lda/FhQZJxaJPIifX/Jv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      "text/plain": [
       "<matplotlib.figure.Figure at 0x104ed8a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hexbin(trace[m1],trace[m2], gridsize = 50)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  },
  "latex_envs": {
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 0
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
