impact-testing.ipynb 421 KB
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{
 "cells": [
  {
   "cell_type": "code",
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   "execution_count": 10,
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   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "from __future__ import division\n",
    "from numpy import *\n",
    "%pylab inline\n",
    "style.use('bmh')\n",
    "bmhcols=['#348ABD', '#A60628', '#7A68A6', '#467821', '#D55E00', '#CC79A7', '#56B4E9', '#009E73', '#F0E442', '#0072B2']"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 2,
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   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def smooth(x,window_len=11,window='hanning'):\n",
    "    #smooth the data using a window with requested size.\n",
    "    if window_len<3:\n",
    "        return x\n",
    "    if not window in ['flat', 'hanning', 'hamming', 'bartlett', 'blackman']:\n",
    "        raise ValueError, \"Window is on of 'flat', 'hanning', 'hamming', 'bartlett', 'blackman'\"\n",
    "    s=numpy.r_[x[window_len-1:0:-1],x,x[-1:-window_len:-1]]\n",
    "    if window == 'flat': #moving average\n",
    "        w=numpy.ones(window_len,'d')\n",
    "    else:\n",
    "        w=eval('numpy.'+window+'(window_len)')\n",
    "    y=numpy.convolve(w/w.sum(),s,mode='valid')\n",
    "    return y[(window_len/2):-(window_len/2)] #y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 435,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/site-packages/ipykernel/__main__.py:13: DeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n"
     ]
    },
    {
     "data": {
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j4ZprruGBBx449TdNuoXGjruT4upeiq17KbbupLhKOEq0ImTVqlXccMMNzJw5k7feeouj\nR4+Gyu655x6WLFlCcXExmzZt4sorr2x3/GOPPcaqVatYvXo1WVlZbNmyhblz57JkyRJ2797NnDlz\nuOmmm1oNS3zppZd44YUX2LNnD1FRrUO5f/9+SkpK2LZtG2PHjmXSpEn86le/CpXv2LGD0aNHh7aH\nDBlCbGwsn3/+ebu2bd68mfr6eq677rrTeo9ERERERM4WZ8yCxcfztac+jNi5/nL7xJM+prCwkAMH\nDnDttdeSnJzMiBEjKCgo4K677gIgJiaGHTt2MGrUKFJTUxk7dmzo2EAgwKJFi/jwww955ZVXSE5O\nBpxhf3PmzGHiRKc9s2bN4oknnuD9999n8uTJANx5551kZWV12KaSkhIA3nnnHTZt2kR5eTnf/OY3\nGTRoEP/6r/+K1+slNTW11TEpKSlUV1e3O1dZWRkZGRntkjk5M2zYsEH/bXMhxdW9FFv3UmzdSXGV\ncLr1L2djzE+MMZ8YY7YYY/5gjIntzut3lfz8fK6++upQkjRz5kzy8/ND5StWrGDt2rWMHz+e66+/\nns2bN4fKKisrWblyJffee2/oeHDu+XryySfJyckhJyeHoUOHUlJSEhpWCDBw4MCwbUpISACc3rSU\nlBQGDx7M9773PdauXQtAUlISVVVVrY6pqqpq1YYmffr04dixY+2GJ4qIiIiISMe6rUfLGHMecAcw\nwlrbYIxZBXwHWHm65z6VXqhIqaur4+WXXyYQCDBy5EgAGhoaqKioYNu2bYwaNYoJEybw7LPP4vf7\nWb58Obfeeitbt24FID09nby8PG655RZWrlzJpZdeCsCgQYOYN28e9913X9hrH2/GwgsuuIDY2NZ5\nbMv6I0aM4JNPPglt79mzh8bGRs4///x257r44ouJi4tj9erVzJgxoxPvivQm+i+bOymu7qXYupdi\n606Kq4TTnT1alUADkGSMiQYSgZJuvH6XWL16NdHR0RQWFrJ+/XrWr19PYWEhkydPJj8/H5/PR0FB\nAZWVlXg8HpKTk/F4PK3OMWXKFPLy8pgzZw5FRUUAzJ49m2eeeYYPPvgAAK/Xy9q1azucrKIjCQkJ\nfOMb32Dp0qVUV1ezf/9+VqxYwbXXXgvAjTfeyBtvvEFhYSFer5dHHnmEGTNmkJSU1O5cqampLFiw\ngPvvv5/XXnuN2tpafD4fb775Jg8++ODpvH0iIiIiIq7UbYmWtbYMeBwoBvYD5dbaN7vr+l0lPz+f\nm2++mYEDB5KZmRl63HbbbRQUFADORBkTJ05kyJAhrFixguXLl7c7z9SpU1m6dCk333wzW7duZcKE\nCSxZsoQFCxaQk5PDJZdc0mo2w86sv/WrX/2KxMRERo0axbRp0/j2t7/NTTfdBDg9Wo8//jjf//73\nGTlyJHV1dSxevDjsue6++24eeughHn/8cYYPH864ceN4+umnmT59+sm+ZdLNtL6HOymu7qXYupdi\n606Kq4RjrLXdcyFjcoBXgcuBCqAA+KO19rmW9datW2cnTZrU7viSkpLj3pMkvYvi1XvoJl13Ulzd\nS7F1L8XWnRRX9yoqKiI3N/fEvRthdOesgxcBG621pQDGmJeAKUCrRKugoICnnnqK7OxsANLS0hg7\ndiw5OTnd2FSJlKb/8jR9AWm7Z7ab9Jb2aPv0ty+//PJe1R5ta1vb+j4+W7f1feye7abnxcXFAFx0\n0UXk5uZyqrqzR2s88CxwMVAPPANstta2Wr1XPVruoHiJiIiIyJnsdHu0uvMerY9xZhj8APgYMED7\nm5VEJKLa/hdV3EFxdS/F1r0UW3dSXCWc6O68mLV2MRB+xgUREREREREX6NYFi0Wk+zWNP+4q1lr+\n+81f8+rfnu3S60hrXR1X6TmKrXsptu6kuEo43dqjJSLuErABFq2cze5D2wG46IIrOadvdg+3SkRE\nRKTnqUdLxOW6cuz4ZyVbQ0kWwLs73+yya0lruifAvRRb91Js3UlxlXCUaInIKdu47fVW2x/v2dRD\nLRERERHpXZRo9aCNGzcyZsyYnm6GuFxXjh3f+sV7rbY/K9lKdy0ZcbbTPQHupdi6l2LrToqrhKNE\nK4JmzJhBTk4OjY2NnT7GmFOemv+Exo8fz6BBg8jOziY7O5sbb7yxVXlBQQHjx48nOzub2bNnU1FR\ncdzzFRQUkJubS3Z2NqNHj2bWrFkUFhZ2Wfuld/P5GzlYvq/VPn/Ax7HKQz3UIhEREZHeQ4lWhOzd\nu5eioiIyMzN5/fXXT3xABPn9/g73G2PIz8+nuLiY4uJiCgoKQmXbt29n3rx55OXlsWPHDuLj45k/\nf37YayxbtoxFixYxf/58du7cyZYtW7j99ttZs2ZNxF+PRFZXjR0vKf0CawPt9n+y9/0uuZ60pnsC\n3EuxdS/F1p0UVwlHiVaE5OfnM3XqVGbNmsXzzz/fqmzt2rVMnjyZ7OxsxowZw7Jlyzo8R15eHlOm\nTOHAgQMArFmzhquuuoqhQ4cybdo0tm3bFqo7YcIEli5dyhVXXMHgwYMJBNr/wQuEHcb14osvMm3a\nNC677DISExNZuHAhr776Kl6vt13dyspKHn30URYvXsz06dNJSEjA4/FwzTXX8MADD3Tq/RH32VXy\n9w737z64rcP9IiIiImcTJVoRsmrVKm644QZmzpzJW2+9xdGjR0Nl99xzD0uWLKG4uJhNmzZx5ZVX\ntjv+scceY9WqVaxevZqsrCy2bNnC3LlzWbJkCbt372bOnDncdNNNrYYlvvTSS7zwwgvs2bOHqKiO\nQ3nnnXcyfPhwbrzxRj755JPQ/h07djB69OjQ9pAhQ4iNjeXzzz9vd47NmzdTX1/Pddddd0rvjfSs\nrho7/nmLhOqGybeFnu8/tqdLriet6Z4A91Js3UuxdSfFVcJxxTpab5wzJWLnuvbgyc+aVlhYyIED\nB7j22mtJTk5mxIgRFBQUcNdddwEQExPDjh07GDVqFKmpqYwdOzZ0bCAQYNGiRXz44Ye88sorJCcn\nA7By5UrmzJnDxIkTAZg1axZPPPEE77//PpMnTwacJCorKytsu5YvX8748eOx1vK73/2OG2+8kffe\ne4/U1FS8Xi+pqamt6qekpFBdXd3uPGVlZWRkZIRN5uTsVHLsi9DzmZfO4U/vPg3AwdLiHmqRiIiI\nSO+hv5wjID8/n6uvvjqUJM2cOZP8/PxQ+YoVK1i7di3jx4/n+uuvZ/PmzaGyyspKVq5cyb333hs6\nHpx7vp588klycnLIyclh6NChlJSUhIYVAgwcOPC47brkkkuIi4sjPj6ee++9l9TU1NDkFUlJSVRV\nVbWqX1VV1aoNTfr06cOxY8fCDk+U3q2rxo4fqSwBIMYTR3xsIkMHjASgqu74k6pIZOieAPdSbN1L\nsXUnxVXCcUWP1qn0QkVKXV0dL7/8MoFAgJEjnT80GxoaqKioYNu2bYwaNYoJEybw7LPP4vf7Wb58\nObfeeitbt24FID09nby8PG655RZWrlzJpZdeCsCgQYOYN28e9913X9hrn+yMhcaY0D1bI0aMaDWU\ncM+ePTQ2NnL++ee3O+7iiy8mLi6O1atXM2PGjJO6prhXZU05AEnxKQCc2y+HPYe20+ir78lmiYiI\niPQK6tE6TatXryY6OprCwkLWr1/P+vXrKSwsZPLkyeTn5+Pz+SgoKKCyshKPx0NycjIej6fVOaZM\nmUJeXh5z5syhqKgIgNmzZ/PMM8/wwQcfAOD1elm7dm2Hk1V0ZN++fbz33ns0NjZSX1/P0qVLKSsr\nCyVyN954I2+88QaFhYV4vV4eeeQRZsyYQVJSUrtzpaamsmDBAu6//35ee+01amtr8fl8vPnmmzz4\n4IOn8/ZJN+iKseM19dU0+OoAOKfPYACGDxwHQKCDmQgl8nRPgHsptu6l2LqT4irhKNE6Tfn5+dx8\n880MHDiQzMzM0OO2224LTae+atUqJk6cyJAhQ1ixYgXLly9vd56pU6eydOlSbr75ZrZu3cqECRNY\nsmQJCxYsICcnh0suuaTVbIYn6s2qrq7mhz/8Ieeffz5jxozh7bff5o9//CPp6emA06P1+OOP8/3v\nf5+RI0dSV1fH4sWLw57v7rvv5qGHHuLxxx9n+PDhjBs3jqeffprp06efytsmZ7hjlQdDz3POcSZV\nGX7uxNC+o1pLS0RERM5yJtz03z1l3bp1dtKkSe32l5SUnPCeJOk9FK/eY8OGDRH/b9u7O9bym1d+\nDMD931jCpAuuoKGxjtn/+x8AuPf6R7lsxD9G9JrSWlfEVXoHxda9FFt3Ulzdq6ioiNzc3JO7V6cF\n9WiJyEn78vCnoedDBgwHIDYmHnC+iz47sLUnmiUiIiLSayjREnG5rvgvW0mLtbLSk/uFnkd7nPl1\ntJZW19N/T91LsXUvxdadFFcJR4mWiJy0Q+X7AIiNjiPKNH+NxEUnAK3v4RIRERE5GynREnG5rljf\no9x7DICkuJRW+5umeq+qLY/4NaU1rdviXoqteym27qS4SjhKtETkpNU0OMsM9Enp32p/elIGAHUN\ntd3eJhEREZHeRImWiMt1xdhxn68BgKy+Q1rtz0g5B4BGf0PErymt6Z4A91Js3UuxdSfFVcJRoiUi\nJ6W+sRaLsyzE+cEZB5sMzDgPAH/A3+3tEhEREelNlGiJuFykx44fKtsfej70nFGtynLOGRl8ZvEH\nfBG9rrSmewLcS7F1L8XWnRRXCUeJVg/auHEjY8aM6elmiJyUPYe2h54PyhjaqmzIgBGh5yXHvuy2\nNomIiIj0Nkq0ImjGjBnk5OTQ2NjY6WOMOeXFpjtt48aNZGRk8PDDD7faX1BQwPjx48nOzmb27NlU\nVFQc9zwFBQXk5uaSnZ3N6NGjmTVrFoWFhV3ZdImASI8dLyltTqBSEtJblTVNhuHU+yKi15XWdE+A\neym27qXYupPiKuEo0YqQvXv3UlRURGZmJq+//nq3XtvvD38/jM/nY+HChVx00UWt9m/fvp158+aR\nl5fHjh07iI+PZ/78+WHPs2zZMhYtWsT8+fPZuXMnW7Zs4fbbb2fNmjURex1yZjhYvheAKONp948C\nT1R06HnxkV3d2i4RERGR3kSJVoTk5+czdepUZs2axfPPP9+qbO3atUyePJns7GzGjBnDsmXLOjxH\nXl4eU6ZM4cCBAwCsWbOGq666iqFDhzJt2jS2bdsWqjthwgSWLl3KFVdcweDBgwkEAh2ec9myZXz1\nq1/lwgsvbLX/xRdfZNq0aVx22WUkJiaycOFCXn31Vbxeb7tzVFZW8uijj7J48WKmT59OQkICHo+H\na665hgceeOCk3ifpfpEeO15WdRiAGE9sh+VRUR4ADpTtjeh1pTXdE+Beiq17KbbupLhKON2WaBlj\nhhljPjTGFAV/Vhhj5nbX9bvaqlWruOGGG5g5cyZvvfUWR48eDZXdc889LFmyhOLiYjZt2sSVV17Z\n7vjHHnuMVatWsXr1arKystiyZQtz585lyZIl7N69mzlz5nDTTTe1Gpb40ksv8cILL7Bnzx6iotqH\ncu/evTz33HP86Ec/wlrbqmzHjh2MHj06tD1kyBBiY2P5/PPP251n8+bN1NfXc911153SeyPuUhlc\njDg2Jq7D8uioGABKqw51W5tEREREepvoE1eJDGvtp8BEAGNMFLAP+FMkzv3rhW9E4jQA/PDha0/6\nmMLCQg4cOMC1115LcnIyI0aMoKCggLvuuguAmJgYduzYwahRo0hNTWXs2LGhYwOBAIsWLeLDDz/k\nlVdeITk5GYCVK1cyZ84cJk6cCMCsWbN44okneP/995k8eTIAd955J1lZWWHb9ZOf/ISFCxeSmJjY\nrszr9ZKamtpqX0pKCtXV1e3qlpWVkZGR0WEyJ71fpMeO19Y7vZ4JsUkdlsfFxNPgq6Oqpiyi15XW\ndE+Aeym27qXYupPiKuH01F/O/wh8bq11xdii/Px8rr766lCSNHPmTPLz80PlK1asYO3atYwfP57r\nr7+ezZs3h8oqKytZuXIl9957b+h4cHqjnnzySXJycsjJyWHo0KGUlJSEhhUCDBw4MGyb3njjDaqr\nq5k5c2aH5UlJSVRVVbXaV1VV1aoNTfr06cOxY8fCDk+Us0t9Yy3QfiKMJvExTmJf09A+aRcRERE5\nW3Rbj1aLhbPJAAAgAElEQVQbs4DnT1irk06lFypS6urqePnllwkEAowc6awh1NDQQEVFBdu2bWPU\nqFFMmDCBZ599Fr/fz/Lly7n11lvZunUrAOnp6eTl5XHLLbewcuVKLr30UgAGDRrEvHnzuO+++8Je\n+3gzFq5fv56PPvoo1KbKyko8Hg/bt2/n97//PSNGjOCTTz4J1d+zZw+NjY2cf/757c518cUXExcX\nx+rVq5kxY8bJv0nSozZs2BDR/7Y1+hsA6JOc2WF5YnwyVEJ9Y13ErintRTqu0nsotu6l2LqT4irh\ndHuiZYyJAa4HftxReUFBAU899RTZ2dkApKWlMXbsWHJycrqxlZ23evVqoqOjWb9+PTExMaH9t956\nK/n5+fzsZz/j5Zdf5mtf+xqpqakkJyfj8XhanWPKlCnk5eUxZ84c/vCHPzBp0iRmz57N7NmzufLK\nK/nKV76C1+tl06ZNTJkyhaSkjodstfTTn/60VZL24x//mKysLH70ox8BcOONN3LttddSWFjI2LFj\neeSRR5gxY0aH505NTWXBggXcf//9eDwerr76amJiYnjnnXfYuHHjcSfEaLpBtOkLSNvdv71169aI\nnu/onmr6nBdP//RBHZZX7G2AOGj0NfSK169tbZ9p2016S3u03Xu/j7WtbW1H/vt3w4YNFBcXA3DR\nRReRm5vLqTJtJ0noasaY64F/s9Z22A21bt06O2nSpHb7S0pKjjtUrqd861vfYtSoUTz44IOt9r/8\n8sssXLiQLVu28N3vfpeioiL8fj8XXHABDz/8MJdccgkbN27krrvuCvVurV27lrlz5/LCCy8wduxY\n3nrrLR5++GF2795NQkICl156Kb/97W9JSkpi4sSJ/OY3v+lwYo2O3H333QwaNIiFCxeG9r344os8\n+OCDlJeXM3XqVH7729+SlpYW9hwvvvgiTz75JJ999hnJycmMHz+eefPmcfHFF7er21vjJafHWst3\nFztLBdzx9UXkjr+hXZ0nX/s56//+Z6JMFM/9aHO7chEREZEzQVFREbm5uae86G1PJFrPA29Ya1d0\nVH6mJVrSMcXLneoaapiz5AoAfnHzMwwbNK5dnYINyynYlAdA/v0fdGv7RERERCLldBOtbp0MwxiT\niDMRxkvdeV2Rs1nb4Uin43BFSeh5v9RzOqwzKGNo6LnP39hhHTl9kYyr9C6KrXsptu6kuEo43Zpo\nWWtrrLWZ1tqqE9cWkd7mQOmXoeepiX06rJPVNzv0vFJTvIuIiMhZSgsjibhc042ekbC/9IvQ82hP\nTId10pL6hp4fLCuO2LWltUjGVXoXxda9FFt3UlwlHCVaItJph8v3AxBlwn91JMc3T6hyKFhfRERE\n5GyjREvE5SI5drys+jAAnqjosHViomNDz49UHAhbT06P7glwL8XWvRRbd1JcJZzwfy2JiLTRdM9V\ny2SqpcaKKg689Bc8Ngq/CVBadag7myciIiLSa6hHS8TlIjl2vLquEoDY6PgOy3f9+mm2/eRxhmx3\ntsu9xyJ2bWlN9wS4l2LrXoqtOymuEo4SLRHptLqGWgAS45I7LC9e8ScAYuudJSeqNOugiIiInKWU\naPWgjRs3MmbMmJ5uhrhcJMeON/rqAEhJSG9XVvPFPmyDs25WbL2zr+GQ06O1a/thXs3/iCMHtbJD\npOieAPdSbN1LsXUnxVXCUaIVQTNmzCAnJ4fGxs4v0mrMKS82fVxHjx7ljjvuYPTo0QwdOpTp06fz\nwQcfhMo3btxIv379yM7ODj1WrVp13HMWFBSQm5tLdnY2o0ePZtasWRQWFnZJ+6V3alqAOD0po13Z\nl8+82FzPYwEwe8spPVzNn5/7kB1bDvJ6wRastd3TWBEREZEepEQrQvbu3UtRURGZmZm8/vrr3Xpt\nv9/fbp/X62XSpEm888477N69m1mzZvGd73yHmpqaUJ2srCyKi4tDj1mzZoW9xrJly1i0aBHz589n\n586dbNmyhdtvv501a9Z0yWuSyInk2HG/dX7X+qVmtSur/Hhnc72MRACiahp5ddXH+P1OcnW4pIpP\n/64JMiJB9wS4l2LrXoqtOymuEo4SrQjJz89n6tSpzJo1i+eff75V2dq1a5k8eTLZ2dmMGTOGZcuW\ndXiOvLw8pkyZwoEDzpTYa9as4aqrrmLo0KFMmzaNbdu2hepOmDCBpUuXcsUVVzB48GACgUCrc513\n3nn84Ac/IDMzE2MM3/ve92hoaGDXrl0n/doqKyt59NFHWbx4MdOnTychIQGPx8M111zDAw88cNLn\nkzNXU29UVt/z2pVV7/gcgOQROcSMc8oDUXDsQEWrets+KuniVoqIiIj0PCVaEbJq1SpuuOEGZs6c\nyVtvvcXRo0dDZffccw9LliyhuLiYTZs2ceWVV7Y7/rHHHmPVqlWsXr2arKwstmzZwty5c1myZAm7\nd+9mzpw53HTTTa2GJb700ku88MIL7Nmzh6io44dy69at+Hw+hg4dGtp39OhRRo4cyaRJk/jpT3/a\nqrerpc2bN1NfX8911113sm+L9AJdMXZ8cOb5rbYbSitoLHfuv+pz6XjSs51Eqz7e4LfO8NiklDgA\nDpdURrw9ZyPdE+Beiq17KbbupLhKOK5YR+s7j30lYufKv/+DE1dqo7CwkAMHDnDttdeSnJzMiBEj\nKCgo4K677gIgJiaGHTt2MGrUKFJTUxk7dmzo2EAgwKJFi/jwww955ZVXSE52ZnNbuXIlc+bMYeLE\niQDMmjWLJ554gvfff5/JkycDcOedd5KV1X4IV1uVlZX84Ac/YMGCBaSkpAAwbNgw/vrXvzJs2DD2\n7t3LD37wA/793/+dxx9/vN3xZWVlZGRknDCZE3drmnEQIDvzwlZl3s++CD0fcN1U0gPvAlCbGg/W\nEBcfTc7wfmx9fz/VlXU01PuIjXPF14+IiIhIh/SXcwTk5+dz9dVXh5KkmTNnkp+fHypfsWIFa9eu\nZfz48Vx//fVs3rw5VFZZWcnKlSu59957Q8eDc8/Xk08+SU5ODjk5OQwdOpSSkpLQsEKAgQMHnrBt\ndXV13HzzzVxyySXMnTs3tD8zM5Nhw4YBMHjwYH7+85/z5z//ucNz9OnTh2PHjrUbnihnhkiNHf/y\nyGeh5wmxia3KqrZ/Hnre99Lx9Es9B4DGOGeo4dDhmQwdlgmAtbB755GItOlspnsC3EuxdS/F1p0U\nVwnHFf9SPpVeqEipq6vj5ZdfJhAIMHLkSAAaGhqoqKhg27ZtjBo1igkTJvDss8/i9/tZvnw5t956\nK1u3bgUgPT2dvLw8brnlFlauXMmll14KwKBBg5g3bx733Xdf2GufaMbChoYG/uVf/oVzzz2XJ554\n4oSvJVwidfHFFxMXF8fq1auZMWPGCc8j7rS3RaLVpKbBz/K/7Wf0Juf3OToliai4WAaknwtAY7Qz\necbAzHgys1JCx+3eeYQR407cGysiIiJyplKP1mlavXo10dHRFBYWsn79etavX09hYSGTJ08mPz8f\nn89HQUEBlZWVeDwekpOT8Xg8rc4xZcoU8vLymDNnDkVFRQDMnj2bZ555JjQlu9frZe3atXi93k61\ny+fz8b3vfY/ExMQOJ9/YsGED+/btA2Dfvn384he/YPr06R2eKzU1lQULFnD//ffz2muvUVtbi8/n\n48033+TBBx/s9HslPSNSY8cPlhUDYEzz18aPXvuM13Yc4/NtTllcltNr1ZRo+TwNWCwfr3idl39f\nRNP/BrSe1unTPQHupdi6l2LrToqrhKNE6zTl5+dz8803M3DgQDIzM0OP2267jYKCAsCZKGPixIkM\nGTKEFStWsHz58nbnmTp1KkuXLuXmm29m69atTJgwgSVLlrBgwQJycnK45JJLWs1meKLerL/97W+s\nXbuWt99+myFDhoTWympa92rLli18/etfZ/DgwUyfPp0xY8bwyCOPhD3f3XffzUMPPcTjjz/O8OHD\nGTduHE8//XTY5Ezc50iFM2zVY5x/FJRU1vPZUee+rYzDTlni+dkApCSmgwWMxfq9xH2+g2OHvUR5\nnN/b0iNebEDraYmIiIh7md62eOi6devspEmT2u0vKSnp1D1J0jsoXu7zwB9uY+f+j4iPSeS/7/sf\nvvbUhwDE1tXyvx76Ib7oaGrvuo1vLfoevvp6/nXJFVjj5+Iv5jD0r++we+YdGOPcowVw+w+vJL1v\n4nGuKCIiItJzioqKyM3NPX7vxnG44h4tEel6VbXlAMTGxLOvvC60v++RgwCU9hvA/8QOoM+wr+Gr\nrCbq3lj8phZTc5jY6nJi4zw01Dcvrn3scLUSLREREXEtDR0UcblIjR2vrXfuD0yISaRof/NaWA9e\n6Py/prR/Fl/26c+RmAQAoq3z09QdwdNY327yi2OHO3e/oXRM9wS4l2LrXoqtOymuEo4SLRHplHqf\ncz9WUnwKb+4qA+DctDjqdu4GwBcdDcbw/j/kAhBtk4IHlmICAYac36fV+arKaxERERFxKyVaIi4X\nqfU9Gn2NAMTE9GHHkRoAvnZhX7y79wKQUOfsOzRuAlP3/JWYgLMuXCDgDDns42s902CFEq3TonVb\n3EuxdS/F1p0UVwlHiZaIdIo/4AOgFmeSk+gow5C+CVR+GZxx0FsNQEViCqVHvcRYZ92shignwarb\n/ilpfRNC56sorem2touIiIh0tzMm0bLW0ttmSJSOKVa9S6TGjgess6B1tXXWyvIFLD/7y24q9h8B\nIOXIYQDqA/DF58fwBO/Rqkt0jqvatosBA9NC56uurI9Iu85WuifAvRRb91Js3UlxlXDOmEQrLS2N\n0tLSnm6GdEJpaSlpaWknrihnDCdxdpLn0vr00H4TCBBf6/RMJddUYwJOUvXx9iOhyTBqkpzjvJ9+\nwcDs5mPr63z4fIHuaL6IiIhItztjpndPTk6mvr6ekpKSnm6KnEBcXBzJyck93QwJisTY8dqG5hkC\nyxtTwVmzmKTqSgzNvZdxAR91UbGUVtThsfEA1CQ75TV7DzB8aOsJMaor6kjP0BTvp0L3BLiXYute\niq07Ka4SzhmTaAFkZGT0dBNEzkqVNWWh5wGTCsBNEwYwI+Bh82PN9aKjnDX9Ghv8oUSrLtFJtBqO\nltFvQAoYmjrHqCyvVaIlIiIirtStQweNMWnGmD8aY7YbYz4xxlzandeX8DS+2L0iEdujlc6ixBbA\nxAJw3ch+1Hz6RahOwBi8wa4u4w+EEq36eCer8ntriSJASlp86Jhjh6tPu21nK31m3UuxdS/F1p0U\nVwmnu+/R+g3wmrV2JDAe2N7N1xeRU3CwbG/wmQeMITrKkJkUS/WO3aE6jZmZ2CjnKyW6RaLlDw4z\nxFoajpaR1qd55sG9XzT3lImIiIi4SbclWsaYVOAKa+0zANZan7W2sruuL8en8cXuFYnYHi7fB4A1\ncQCkxTvZk3fP3lCd2PMGAWCsJTZgQ4mWbfEtU7vvEKnpzYnWsUOt19aSztNn1r0UW/dSbN1JcZVw\nurNHayhw1BjzjDGmyBiz3BiTcMKjRKTHHa101sqyxlkba3Bw+F/d/kOhOqkTRwEQ3+jHAMbGtTtP\n9ad7WiVaNdUNXdVkERERkR7VnYlWNDAJWGatnQTUAD/uxuvLcWh8sXtFIrZl1UcBCEQ507NPHBRc\njPho89C/cyePByC1odGpa+Jpq+bzva2GDtbV+bTm2inSZ9a9FFv3UmzdSXGVcLpz1sF9wF5r7fvB\n7QJgQdtKBQUFPPXUU2RnZwPO+lljx44Ndcs2/TJrO7LbTXpLe7Qdue2tW7ee9vmq6yoAKC32UZvw\nEROuHwbAx6UHsQEfo6KS6DdiCOa9t6k/VAF9LqAuJoHSL2sBaIyOIcYXxbsfvE/q8CE0/Y/ni72f\n8PZbcXw1d2qveb+0re2e3m7SW9qj7d71faxtbWu7a79/N2zYQHFxMQAXXXQRubm5nCrTnf9NNsb8\nFbjDWvupMeYBINFa2yrZWrdunZ00aVK3tUlETuzu/7yOY1UHqY3/J2oT/5lX5own1u/jL+dNDdX5\n2pfvkFd0mP1/2UF6vY8vU+I54pkPwA1PxZBWGUX6xWMZ9/xvefLht0LH3XLv5WT017prIiIi0rsU\nFRWRm5trTvX47p51cC7wB2PMRzizDj7czdcXkVNQ3+j0TAWiEon1GOKjo6g7eCRUHjsgg6i4WEb0\nTyTeFwCgKi4mVF6b1LyWVkJSDJ7o5q8e3aclIiIibtStiZa19mNr7cXW2gnW2m9Yayu68/oSXtsh\nK+IekYhto78eAGuSSImLBqC6xRpaSTnOUN/BKXHE+J1EyxsbHSqvSXESrcaKKowxJKc2T5RR41Wi\ndSr0mXUvxda9FFt3UlwlnO7u0RKRM5DP7wPAmkSG9HEmuSgv+iRUnnSBk2il2EDoS8Ub68Hg9LZX\npzn7/F6nZyy9b2LoWG9VXVc2XURERKRHKNESoPlmQHGfSMQ2EPADTo/WhIHOjINlhR+FypNyBgNQ\nfrgaA/iMwRflwRhnva2afs4wwkBwRsL0jOZEq7Jcidap0GfWvRRb91Js3UlxlXCUaInICVmcoX/W\nJDIuy5m4onbvwVB50vlOj9aRg9UA1DfdgxXlTOVem+EJnsjiq65pNcV7RVltl7ZdREREpCco0RJA\n44vd7HRjGwj4aZqbNBCVyKDg/VWNpc23WDYlWmXHvAA0RDlfLSbKScoakjyhulU7d7caOlheWnNa\n7Ttb6TPrXoqteym27qS4SjhKtETkuLz1Vc0bJoGUOA+Bhkb8Nc09UQnZAwGoLHf2NXice7Osx7k5\nqyGueRmJ6p17Wg0drK7Q0EERERFxHyVaAmh8sZudbmzLq49hAEs0sZ44jDHUHzoaKo8fNICoGGeG\nQW+lMzthY7BHy0alO9vRzYlWze69rXq06ut8dOd6fm6hz6x7Kbbupdi6k+Iq4SjREpHjOlJRAjj3\nZ6UlxAJQV3I4VJ50wXmh501TtTdEOT1afuMkWv6oQKhObXEJsXHRRAV7vQIBS0O9vwtfgYiIiEj3\nU6IlgMYXu9npxvZg+T7ASbTOSXGmdq/+7MtQedPU7tZafI1OQtXocb5a/MYZOuijOZGqO+AsdJyQ\n2LygcU11/Wm18Wykz6x7Kbbupdi6k+Iq4SjREpHj2nfUSbQCUUlc0M+ZLbBmz95QeeJ5gwCorWkM\n7WsaOugLJloBmnu0Go6WAZCU0rxosbdKiZaIiIi4ixItATS+2M1ON7b7yw8ATo/WBcFJLFpN7X6h\nM3Sw4ljz7IFxsc5XSyOpAPhtc6LVWOFMrpGaHh/a561uOK02no30mXUvxda9FFt3UlwlHCVaInJc\nZdVOD5Q1iYzIdBKtupJDofI+F40F4PDB5tkJ+6fGB49xpne3BPAkOD1YvmonIUtNb15Lq6pca2mJ\niIiIuyjREkDji93sdGNbXuf0NlmTQFZwDa26Q8cAiIqPIzolCYBjh6tDxwwMJmTWOMmUtZbYAZnO\n84ZGrLUkpzb3aGktrZOnz6x7Kbbupdi6k+Iq4SjREpHjqvc5swMaDJ7gbIK+8koAopM7Xni4fz8n\n+WpKtAASg2ttATSWV7ZKtCrLtZaWiIiIuIsSLQE0vtjNTje2/oCzxpWJim7eF1ysODazT2hfy+F/\n/fs19Wg1J1Pxg/uHnnt3FZPetzkJ02QYJ0+fWfdSbN1LsXUnxVXCiT5eoTEmGrgeuA4YD6QD5cDH\nwOvAy9ZaX1c3UkR6jg1OzR7rcb4u/LX1WL8zuUXCkHND9aqDyVJsnIfM5OCMgiYKiweDHzsgtbnu\nzj30HTEstN20/paIiIiIW4Tt0TLG3AXsBu4EPgd+CdwV/Pk5cAewO1hPznAaX+xepx1b6yRaKfFO\n71TdwebFilOGDQk9b1p0ODk1jr4t1siyOIsc1/Rv3ufdXUxicizGGYlIXW3z1PDSOfrMupdi616K\nrTsprhLO8Xq0LgAusdYe7KDsT8DDxpgsYH6XtExEelxVvQ+DkwQNSHFmEKz8ZFeoPPG85h4tv8/p\n5Urvm9Q60TJxYGupTGme4r22+ADGGGLjo6mv9dHY4Mdai2nKvERERETOcGF7tKy1PwyTZLWsc8Ba\n+8PIN0u6m8YXu9fpxHZveR3GOsP6zu/n3GNVta050YrL6geAr9Ef2pcxIInoKEOcx0marHHu16qM\na74Pq+6A0yuWmBTbvE+9WidFn1n3UmzdS7F1J8VVwjnuPVpNjDE5YYrqgQPWtliNVERc4+P9RzHW\nmeRi2DlZANTs3hsqTzj3HKD5/iyAjMwUAFLjPRzx+rBRiRCAKk8dycE6DYed6eGTUuIoO+rMVuit\naiAhsTnxEhERETmTdXbWwV3AZ8FHy+fFQL0x5kVjzICuaaJ0B40vdq/TiW3RvlKM9QJwbsYgAOoP\nHQ2VJwxyEq3SI97QvrQ+zmyC/YK9VdY4iVeVrwoT7fxvp6HMmR4+Ja15VsKaas08eDL0mXUvxda9\nFFt3UlwlnM4mWncAzwHDgHhgOPB74N+AsTg9Y8u6ooEi0nP2lZc5MwYSQ1pSBuDcXwVgYqPxJDqJ\nUumR5sWKm5KngSnOzIMB4/RjVdWWE5vhzDzor3XWzUptkWhVVjRPDy8iIiJypuvU0EHgQeACa23T\nqqK7jDH/Bnxqrc0zxszB6eGSM5TGF7vX6cTWW1dNImBNDMnxqVhrqT9cCkBMn7RQvabhf+DMOghw\nTvCnjUoInquSuHP6U3+oFPwBAg2NJKXEd3gOOTF9Zt1LsXUvxdadFFcJp7M9WlHAkDb7sgFP8LmX\nzidtInKG8PmbhgR6iPbE4KvyYhudSSvizskM1Ss76tQzUYboGOdrISM486A1TqJVW+8lYXBW6JiG\n0nISk5vvyaosU4+WiIiIuEdnE60lwFvGmF8aY+4yxjwErAvuB5gOvNsVDZTuofHF7nWqsa2s82EC\nTi9T07TrLe/PSjpvYOh5VYXT2R0b6wnta5to1TfWkjhkUKi8/nApSU0LGwNVlXVI5+kz616KrXsp\ntu6kuEo4nUq0rLWPAbcC5wAzgYHAbdbaR4PlL1trp3VZK0Wk25VU1mNwkp+o4PJW9YeOhcoTLzwv\n9LzG60wBn9Biuva+iU4nd1Oi1eCrD81SCFDz5f5WPVo11Q0RfgUiIiIiPafTw/2stW8Ab3RhW6QH\naXyxe51qbL8sq8UEnOF8sVEWaF7/CiBl5Pmh5w31PgD69U8O7Wvu0XLuw2r0NxA/sH+ovObL/fT7\nekLzthKtk6LPrHsptu6l2LqT4irhhO3RMsbMNcbEhSsP1okzxsyNfLNEpKdtOVBNVHBq97gYJ2mq\n2b0vVJ405FwA/P4A1snD6D8wNVTeJ6H10EF/wEd8VvN9XXX7DhIT6yE+mJDV1zVim04kIiIicoY7\n3tDBc3BmF8wzxtxkjPmKMWZY8Od3jTF5ODMN9j/OOVoxxnxhjPnYGPOhMeZvp9t4iRyNL3avU43t\nF2W1oTW0EmITAfB+0ZxoNQ0DbNkTNaBFouWJMsR7TKhHKxAIEJ/V/HVRu9/pHUsKDh+0Fhrq/afU\n1rORPrPupdi6l2LrToqrhBN26KC1dqEx5glgDnAbznpZ6UAZsAV4DVhorT0W7hwdCABTrbVlp9xi\nEekWpTU+jHXWx0qKcxYdrv1yv1NoDNFpzr6W61+17NECSE2I5miD06NlbYCYjHQwBqylvqQp0Yrj\n2GEnoav1NhAXrwlMRURE5Mx33L9orLVHgV8HH5Fg6PxMh9KNNL7YvU41tt7GADEBJwFKTewDQP1B\nZ9ZBT2JCaCbCowebFytOSmk92rh/YixHKoOJFhZjDFHxcQRq62g46qzHldJi0eIabwPpGYmn1N6z\njT6z7qXYupdi606Kq4TT3UmPBdYaYzYbY+7o5muLyElo8Acw1pnevU+yc29VY0UVALF9m3uujhys\nDD2PapqeMOic1NjQ0MEm0alJzrkqnSQuuUWi1bJ3TERERORM1t2J1j9YayfhrLt1tzFG/wLoJTS+\n2L1OJba+gCVgwVgn8clIHQCAv7YegPhBzdO0lx9zkrEoj6GtAcmxYGOxOGV+v4/YvmkABOqdcyWn\nNidaFcFzyYnpM+teiq17KbbupLhKON16M4S19kDw5xFjzJ+AS4BWv50FBQU89dRTZGdnA5CWlsbY\nsWND3bJNv8zajux2k97SHm1Hbnvr1q0nfXzOuIvBWsq+OEyUrSVz2kD8NXVs8zk9WtdckB2q/9HH\nW0lPHEpMjKfd+Y58+iGVuw+RnhGPsbX8Zd0b7I/xcS5AwLL+7Xco2V8FODMPvvvuJhqjD/Sq90/b\n2tb3sbYjtX0q38fa1ra2u/f7d8OGDRQXFwNw0UUXkZuby6ky3TWdsjEmEYiy1lYbY5KAvwAPWmv/\n0rLeunXr7KRJk7qlTSLSsb/uLuOXb31Bn9IfYGjkp99+kvMZxPrLvg3AiP+4lyF3OM+ffPgtaqob\nSEmP5877p7Y6z7tfVvDAXz4nreJ+PIEyfnHT/6X+8VfZ//xqAKZ+/Aql9R6e+917AOQMz+Qb3/tK\n971QERERkTCKiorIzc1tP2Snk6JPprIxpj+Q3HKftXZ3Jw8fAPzJGGOD1/1D2yRLRHqHj0qqwDZi\naAQgLSmDul1HQuWpYy4MPW8MTsmelBTb7jwZSTFgTHAtrTIOV5SQdd6gUHn94WMknTs4tO2tro/0\nSxERERHpEZ26R8sYc60xZj9wANjV4vFZZy9krd1jrZ1grZ1orR1rrf3VKbVYukTbISviHqcS28+O\n1oTuzwJIjk+jeteXoe3EnObkyOdzEq0+/ZLanadfcDFicO7DOlp5kMTgQscA3l3FJCU3z1RYW9N4\n0m09W+kz616KrXsptu6kuEo4nZ0MYxnwH0CytTaqxcPThW0TkR5yqLqhTaKVQvW2z0PbcZl9Q8+b\nRh+fMzit3XnSgmtiOT1aUOY9TEL2wFB5ze69RMd48Hicr6L6WiVaIiIi4g6dTbT6AHnWWs297FJN\nN2RWMSwAACAASURBVAOK+5xKbL0NzVO7A8TGxFP5908BiIqLxUQ5Xx0N9b5QnQFtFisG8EQZ4qNN\naIr3Cm8pCYObZyys3XcQgPgkp+erscF/0m09W+kz616KrXsptu6kuEo4nU20ngZu6cqGiEjvYK3F\nF7ChHi1jnK+JupJDAMSkp4TqVpbXhZ73O6d9ogWQEhcd6tGqqikntl8fCC523HTOlFRn+GAgYFsl\nbyIiIiJnqs4mWpcB/2mM+dQYs77loysbJ91H44vd62RjW17rJDpNPVoe44wQbiwPLlbcv1+o7sH9\n5aHn8fEdz62TkRgT6tGqrqvCGENUvDNxRv2hYwCkpSeG6nurNCFGZ+gz616KrXsptu6kuEo4nZ11\n8KngQ0Rcbl+l00sVFXASrehoZ1hf02LFLSfCOLy/Egh1UHUoKzWWL4M9WrUN1c45kxJpqK2nsdw5\nPiW9edHi8tKaDifWEBERETmTdCrRstau6OqGSM/S+GL3OtnY7jzsJFjGOj1YcdHxBOobIBAAIHXs\nsFDd0qNeAKI84TvHz02NCw0drG1wkrWYPmk0HC3D53WGJyanNs88eOxwNUOHZZ5Um89G+sy6l2Lr\nXoqtOymuEk5nhw5ijLnFGPOWMWZn8Kfu2RJxoR1HnEQrKuAMC0yMS6HuwOFQeVqLRKuqwun9iokN\nPwHpgJQ4AsbpFav3O5NdxA3IACBQ5yReSSnNiVZ5qebcERERkTNfZ9fR+inwYyAfmBv8eX9wv7iA\nxhe718nGdncw0YkKlAGQnJBKzZclofLUcSNCz2u8DQAkJMQQTkZiDOCU+/zOXPAJg50p3m0w8WqZ\naFWVK9HqDH1m3UuxdS/F1p0UVwmns/do3Q5MtdaGViw1xqwB1gO/7IqGiUjPKA0uGhwVKAUgPakf\n5UWfhMpj+zTPLtg0HXtyWhzh9E2MweJMfuEPLrqVNOw8pzDgbCe3SLSqNRmGiIiIuEBnhw4mAUfa\n7DsGJES2OdJTNL7YvU42tnU+516sqIBzj1ZG6gAqt+x0Cj2thwj6g3X7ZISfvKJPQjTWOImWtU79\nlJE5ofLGSi9JKc2TYdTWaNHiztBn1r0UW/dSbN1JcZVwOptovQH8wRgz3BiTYIwZAawA1nRd00Sk\nu9U2+ps6mSA4vXtWejY1X+wHwJPQ3PMU8AcIdlAxKLtP2HO2XEcLnEQrYWDzosU1e/YSG+chuFwX\n9bVKtET+f/beO0yyq7zz/5zK1VXV1Tl3z/TkoBlpRiMJRSRksg22wQEbMGBsr7wGr8Fre73e32Ov\nwcs64fAzuwYZG2zj1UpEI0CAEEooT86hZzrnVF053LN/nBuqp7u6q2e6R5rq83me0dx8T+nMufe+\n533f76vRaDSa659yDa3fAOaAo0AcOAwkgI+sUbs01xgdX1y5rKRvh2NZe1mgDJ7Gmnay4yqM0Fvj\nhA2ODc/Zy20bakpe0+0SuDxhdU2panRZYhgAyZ5+hBAEg8rrZYUjapZGj9nKRfdt5aL7tjLR/aop\nRVmGlpQyJqV8PypUsBWoklK+X0o5s8ypGo3mOqLPVBFUKO9Tc7Sd3KwyqgLtzfbeoX5n+FfXLB1F\n7PNahliOXD6Lpzps74ufuwQ4Eu+GITFst5pGo9FUNvl4Ain1M0+jqURKGlpCiI1Fy5uEEJuAjUAY\n2Fi0TVMB6PjiymUlfdszaSr+GWmsGsRRTxSZU56oyA5nyI8NzQKqWLHbs/ScTdhfjcSDwGBqbhwh\nBMKsvZXo6QegutYx1lKJ7KLX0TjoMVu56L6tXIr7VhYKvPSzv8n3t7yRx1rvJHFx4FVsmeZq0GNW\nU4qlvo6OFS2fB86Zfxf/Obd2TdNoNNeai1NmsWLi9jbXTNJeDm/vtpenJtT25YwsgMaIU7R4eOqS\nuodfhQqm+0cAiNZV2cfHY2k0Go2mkhl86NtMPvWSvf707T/L4MPfJtk7yNAj37HLX2g0muuXkl9I\nUspI0bJLSuk2/y7+U7pKqea6QscXVy4r6duBWSWt7jVraAkE6dFJe3+0qIZWIqaO9fmXrxLRWu0Y\nWqMzSljDE1KGVWZMXb866igPWkacpjR6zFYuum8rF6tvp547xPGP/cmC/cc+8sc8ddvPcPQ3/jsv\nv+djJHsHkYZxrZupWSF6zGpKUW7B4r8psf2vVrc5Go3m1WQqaYpVMAGAy+WyQ/sAQkWy7GlTHbAq\n5Fv2uh3VfqRQhtTAtPJg+epV3paV/1VctHh6MnHFv0Gj0Whe65z548/Yy2+89AS7/vR3Fhwz+dRL\nPHXbz9D3j1+5lk3TaDSrSLmqgx8osf19q9QOzauMji+uXMrtWymlXUPLzxgAbpeX2OFT6gAB3pAT\n3mepAy5VQ8uiPuRDCmVIDUwrEQ1LWKOQUp6xYkMrNp0qq83rGT1mKxfdt5XLXXfdhZHPkzjfC8BN\nn/0E7oCfzve9c95xTW+/117u+esvXMsmaq4APWY1pVjS0BJCfEgI8SHAYy0X/fkEmNPeGo3mumcm\nncfSvfIYamj7PH4S5/sAEF7vvOMtZcCWjmqWo67Ki0SdP5lQYYGhLRsAkHnlRQsXGVpzszpHS6PR\nVCbDX/0e+Vicqo3ttLzjDQAkLvTNO8ZIprj9sc+DEGTGJhn+2vdfjaZqNJqrZDmP1vvMP76i5fcB\n7wU2A7+0pq3TXDN0fHHlUm7fjs4V1dAyDa2Ar4r0sOndqnJUATNpp6hwW1fpGloWdUEvoHK55jLK\niLLzvaTEyOUJVTuGViKeKavN6xk9ZisX3beVyzPPPMPQI98BoOuD7wJUNMEzd70HgMgNWwGYeOIF\n/C0NtL3rzQCc+7MHtQT8axg9ZjWlWNLQklLeJ6W8D/iUtWz+eYOU8j1SyuevUTs1Gs0aMxxzjBuZ\nV2IYVf4w2Wkl4+6ri9r7J8edHKrmNmd7KWqrPEihDK1MThlpoW0b7P3pkXF8Pg8ulxKVTyVyCy+i\n0Wg0FcDcifMANL319QCc/N0/t/d1//ov0nj/7QBMPP4c2/7gAQCSF/q49JkvXeOWajSaq6XcgsV/\nYC0Lhcv6s3ZN01xLdHxx5VJu354ac4wno6CWo1V1FBIqXyrY0WLvH7g4ZS/7AsurDkYDHkCJlOYL\nKlQw0NJo70+aghv+oGmMpbWhtRx6zFYuum8rlwNbd5CdmMZTHSbY2YKUkqGvPAZA9d7ttL7zfqo2\ndQJw6g8+zYmPf4odf/RRAAYf+taK75dO5ZBSMj4yx/jw3Or9EM089JjVlGL5LyRACNEG/B1wD3B5\nnJCWeNdoKoBzRZLqhqHCCGvCjXax4vC2jfb+0cEYgO2BWg6XECBUjlZBKhENS3UQIH6+l4bX30oo\n7CeVyJHPazljjUZTefR/4WsARHZtQQhBemiMQlw9e29/7POM/vsT9H7u/wJQSKYZf/w5pg+ewOX3\nET97kWTvIFUb2pe9T6Fg8MSjpzn8fB9en9sWL/q5X7mVzu66Nfp1Go3mcsr1SP09kAXuB+LAfuAb\nwH9Yo3ZprjE6vrhyKbdvx8xwPbcAQypDpzHUBGZeQPTADfax05Pqw8DjLd+p7XabYhpSGW7C5QLT\nUEucvQRAdY2ZByYhm8mXfe31iB6zlYvu28rlu19SRpSVnzV3ugeA2tfdRCGZ5vCv/sGCc/LTMYyM\nmvwa/vrjZd3n5acvcvh5JbBhGVkAX/nCK+RzuhDyaqPHrKYU5X4l3QF8SEp5GJBSyiPALwMfX7OW\naTSaa0osrQyboNcNpv5gQ95RFIzeWFSseE4JWviD85UIlyLgNQsSS8eAEh7lVE/2DQNQ0+DIxyfj\njjiHRqPRrAQpJWOzQ68pAYn00BiZoVGE10Pz21R+1uC/fROA6L5dtkgGQHiHqlnoLiqpATD66A+X\nvc/cbJqnv3tu0X25bIFTR4avpPkajeYKKNfQKgDW19GMEKIRSADL+6811wU6vrhyKadv84YkUzA9\nVwHnsRAecoydYEervZwxjbJIdaDsdkQCYXPJyb9yB5TSYHZUqRzW1jsfFbFZXUtrKfSYrVx0314d\nJ/pe5j1/doCP/v1P8KmHP8rP/+nN/OGXPky+8Ormfh765d9nlytE9e6tuLwelTv1+HMAtP/c2zj7\nCVXEuGpzF7d+/X/hrgpSSCTZ/8+OWEbs2FmM3NLe/icePbXk/qceO2uX59CsDnrMakpRrqH1AvA2\nc/kx4CHgK8DLK72hKaJxUAjxjZWeq9Fo1oappPMBUu1zXsCe00raHSFweZ2UzoKZQ9XYEqZcmqMN\n6lIya88ye6rV+dkpVcS4OupIyE8X5YxpNBpNuXzjBafA75FLPwLg9MAhHn35X1+tJiENg7mTSm2w\n8wM/DUBuOkYhmcJTHWbssafJzykRoh1/+BF80Qh1d+5Xx83M0vbut6gLGQZzpy6UvE82k+fs8VF7\n3etz865funneMalElvHh2Kr9No1GU5pyDa33AU+ay/8J+AFwHPiFK7jnbwInr+A8zRqi44srl3L6\ndqJITj3imbGX82eHAHD5nBBBaUgrbYv2rtqy29FVrxzgQqaZTKoZWV+DOj9vJoOHo46HbGZKG1pL\nocds5aL79sq5NHqGIxd/tOi+r7zwdb5zeoz4q5D/mejpx8hkOVfjof3n1Lz1id/5U0A9B3v+5p/V\ngULQcM8tANTdsQ+A6ecOs+FXfw5c6pOt7/OPlLzP2eMj9rI/4OHDH7+H7u2NfPyTb8bldsSLvvPl\nY6+psMrrHT1mNaVY1tASQriBv0aFCiKlTEkpPyGl/F0p5YoCfYUQHSjP2INX0liNRrM2TCSdEEGv\n0W8vpwfVzKg77IT0zcXS9nLHpvLVqzY2dgMgZIq+aWVEBTqVZLyRVvcvDkWMTevQQY1GszJ+cPRr\nJfdl0n185nv/yM//6zES2WsrCNHzV8rLFt7ajRCCfCLF6DefAMDfWE8hkSTQ1sSb+p7E5fcBUHNg\nDwCzR04T3bud2lv3AkoQw8gvbiwO9joTZeFqP6GICs8WQvDGn9xt7xsfiTM2pL1aGs1as6yhJaUs\nAG8CVkNv+dPAf8bKtNe8ZtDxxZVLOX07OlckPJHtBcAlXGSnVLFif4PjuRrqd17ktkpgGWxosDxa\nKXomVEHkiCkZLwvqoycYcjxnczpHa0n0mK1cdN9eGYY0ePrEN+3123e8kYaabrLeffY2b+4IWQN+\n6otHr6mxFT93CYB73/ZmABLne5021SnRoa4PvmteiHb17q3gchE/3UMhlaH1nfcDYKTSpPoWznNP\nTyY4fdTZPjmW4NGHjhCbUc/SPTd38FPv32/vP6lFMVYNPWY1pSg3dPDTwB8JIcqXGLsMIcTbgVFT\nuVCYfzQazWuA/hnHS5VJq3BBt8tLIWkWK97QZu8f6lVG0kpHcGMkhMSNIM/FCeUpi964U+2UEikl\nQghbMj4+p1UHNRpN+Tx1/Juksspb7nZ5+A9v/WMuuH+PROj9ZN3bkQg8+Qsg1bPlp7549JqEz+UT\nKZWfJQSd73snAAnT8Kp93U2MffspAJrecve889xVAcLbNiILBWInztLwhtfZ++ZOnV9wn4c///I8\nKXeAU0eG+fynnbC2zTua8PmVMffKM5d0cXiNZo0pq2Ax8BGgBfiYEGKcIo+UlLKrzGvcCbxDCPE2\nIAhEhBBflFK+v/igRx55hAcffJCuLnXZaDTKnj177NkCKw5Wr6/uurXttdIevb5668eOHeOBBx5Y\n8vihuWYAYhcOc5EzUAs+j48TGWVU/cTeHfbxz/7oFEE6cbtdK2pPxO9msjeLiyxD3eMAHEtOc9JI\nsMsVIjM6wcvnzzA8cZbG6BbSyexr4v/fa3X98rH7ardHr+vn8au9/rdf+BRzqRR1G4I88LY/5G8f\n/i7T58eo3nwT8eh/pnD0t3AXxvBELpD37iR24TCf/coov/aut6xp+zb2zyBzeXq3NPG5f/4iDzzw\nAENffoyTRoJAfw+bAOFxc2ikHzE6MO/8C41Bmk/D3MkLnNg0y5mAwfa0i/Hv/4jzUTX33VK3la/9\nyyF6B1X6+4b2XRy4ayNffuhb9noykeXgoRcBuO3eTTz92Fl6B0/yxX+I8Sv/8WdfE/13Pa/r53Hl\nrFvLfX2qDt2BAwe4//77uVJEObM5QojXl9onpXyy1L5lrvdxKeU7Lt/3+OOPy/379y9ylmYteeaZ\nZ+x/bJrKopy+/aWHTjA8l0UAmzL/henEOI2BJt7+Jyp08OZ/+zSN990GwIN//hQzU0mqQj5+/b++\nYUVt+dk/uxeXnMPX9DG++IFfRBoGj7Wptt304Cdp+fH7+D8PvsBAzzQul+Bjn3jzyn/wOkGP2cpF\n9+3KKRgFfvHPbwWgvnYf23b+fxwammMo5njGqxIPEch8j3DtvfSJ99rbv/mBG/F5yi++vlKe//Ff\nZebl49zw6d/nUmcNd9x6G9/tUp9V/tZGMsPj3P7tB4nu27Xg3It/96+c+eO/o+tD72bXn3zMvpa3\ntpr7T30HaUj+9//8IYm5jH1OuNrPr/3uvQxcmuahzynj6qfev5/NO5oAMAzJZz75A9Ip5c36rT9+\nE2732v3+9YAes5XLwYMHuf/++684Cq+skSWlfLLUnyu9sea1hX5AVC7l9O2sWRcr4HWRzqnQm+q8\nk38V2b3FXk6ZwhlWkvXKcKtrmOE9wuUCl3p+zRxWs7F1DSFAfQxIXeulJHrMVi66b1fOD45+1V7u\nyf8Ej56enGdkAQhjEoC56R9y18aovf1SUej0alNIppk5eBLhdtPyjvu566675uVnZYbHcVcFCe/Y\nvOj54Z1q+8zLxwFouP92QEnDp4fHeOq7Z+cZWQC33K0ENzq76zhw90YAes9N2vtdLsFPvOdGe/2V\nZ3vRXB16zGpKUZahJYTwCyE+KYToEULMmtveJIT4jSu5qWmkLfBmaTSaa4+UklROad3UBDzk8qYC\nYNxtH+NvdNQFrRyA4uLCZSPUNbMF58NAeDwAJM4pN319o1ObK5XS+QMajWZ5vvHCvwAgcVHwdC7Y\nL4w5fLmDahl4xzZn378dHllw/Goxc+gkGAahLV14QmryKn72IgBVmzoAaHzTnbiDi09cWZNcsaOn\nSQ2O0vned9rPzOGvP86FU6rWYVNrxD6ns0gNdueNKr/2+MFBcjknf2vDlgZ8fvU8fuo7Z2zvlkaj\nWV1WIoZxA/CLOPlZJ4AH1qJRmmtPcWyqprJYrm/j2YI9qBtCXgqG8m6FJ8yXstuFEMrrJKXEML1M\nbRtqVtwWIdQjxyg4L3V3UEm6W1LyDS3OB8PlM7UaBz1mKxfdtyvjRO/LjM+qshTCu4H/9dM78Lnn\nR/oEk99QKlzmM+jMpW/TElEy6s9emmUysTaGxsjXvw9ghwU+88wznP0ffw+AkVXP2rZ3lQ6RDjQ3\nUG3myE6/cAR/Yx1Vm5QhOfH0QabGE7hcgrQpauHze2hsdp6hzW3VNLSEyWbyjA7Mzrv2lp3N9vIF\nqzi95orQY1ZTinINrZ8CfkFK+RymzLuUchBoX6uGaTSaa0NxseKGkBdpml2hYbXdHXBmWmNFITad\n3eXX0LJwmx85yLy9zVOtPFjZSSW8Ud8YsvfNTOqixRqNZmk+//1P2cvvuuf3iKULZAtO2PHdG6Ok\ngz8GYKsMPnvqO9zT7UwW9UytTTmJyadeAqDtZ94KgJHLkepVyq6ZsQnAqZdViua3q3wuK3wwunc7\nAEPnlDx7MOQjNq2ezZt3NiJc841Mq7D8E986PW97S6cTPjk9nljJz9JoNGVSrqGV5TKFQiFEIzC5\n+OGa6w0dX1y5LNe3k8kiQyvolMsLjqoXt7em2t42MujU0Cr2PJWLz6NCVQQ5+4PH36g+AvJz6kUf\nCjuG3cjADJrF0WO2ctF9Wz65fJbByUsASHy8bc8+Pv2MCkN2C/j6L+3ld+7dSGO0k7x7E1ZQznhs\nhN3NzqTOuYnVn9TJzc6RvDSIK+in7nUqJ+qmRmd+WmbzhLZuxFdbXeoSANTcfAMAMy8fA6D+XiX6\n4ZpUhlpjixNufdNtC4Wgt+xSIhijgzG7phbMD9OeGI2X/8M0C9BjVlOKcg2th4EvCCG6AYQQrcD/\nD/yftWqYRqO5NozGnYTx+oATqheYNENRGp1ixcP9TujJlahUBX0qTFDIFGPmfYNdKofASKt7C5fA\ncnxNjOmXv0ajKc2PTj+GZTz5gx3MpHKMmDX4fmZvM0GvG7/Hxa2d1aQDjkqqlAbb6/I0mEXSjwzP\nrXrbkpcGAaja2IFwq0mm2PFzAIS2bgSg9ra9y14num8nuFzMnTxPIZmm+a33AOBNxHBnUuQLaoLM\n5RK0tEcXnN+9rZFgSIVJfuvho/b2tg01+M2aWhfPjpNJ5xecq9Foro5yv5R+H7gIHANqgHPAEPBH\na9QuzTVGxxdXLsv17eCsY1z55ZS9HJhRL91ge4u9bXJMeZ3c7itTOo1UqVAdIZNcMkNdqm9U+Qcy\nX7C9XB7T8xWbXptwnkpAj9nKRfdt+Txx9Bv28t6Nd/EPL6mwPAG85yYnB+mu7hqy/tdhCCdc8FDP\n07ZXa2B29fNBkxcHAKja6HixfvhNVdvKyChjsOlNdy888TI8oSoiOzYh8wViJ8/hCVVBVBlUtckJ\nhnuV57+5vRp3CZn6e9+qwg0HLk4zN2tGK3jdbN6pvF2FgqT/4tSi52qWR49ZTSnKlXfPSil/S0oZ\nBpqBiLmeXe5cjUbz2ma46AMjGT/r7DBnSUNbN9ibrLATr89RJFwJDWH1UhcyyaD5sq+5aae9Pzcd\nAyAQ9Jrt0UpYGo1mcdLZFGcHj9jrb77xTRwaUp6prQ1VBL3Oc2pfW4SI302+SJHw2ZPfZk+zCp+b\nSubIFpzQ6dUg2et4tCzmzijFwcyoCvuL7tu58MRFCO/cBEDcPD/V0AqAmwIFMx9tx97Wkufv3t9O\n+wYVnTA+4njv5uVpTeg8LY1mtSlpaAkhNi32B4gA3UXrmgpAxxdXLsv17XBcGVouARNzZm6DdB4N\n0RudD4FUQs2tWIbQSmmvUzO7QiYYNsN7wtu77f3JfpXcHTLVwDIZbWiVQo/ZykX3bXmcHjiEIS3J\ncoH0tpPIKmPp3XsaFxy/pyVMwe1MHF0cPc0tnSrXtCDhpf7YqrYvdvQM4Hi0Csk03QOzCLcbI5Ml\n0NEyr3TGUoS3O4aWYUjiUeWti3ucPLNd+9qWvEaNWZJjqHfa3tba6Xj4tPjQlaPHrKYUS3m0zqNC\nBM8v8efcWjdQo9GsLZYYRtDjYjymDB1f3nk0RHY5hTSzGVP6PRrkSuioV7PJLiPBYEwZeL4650Uf\nO3wKgFqzaHEhv7ozzBqNpnJ48ewP7OWgv4YvH5+w1zfVLazzt7k+SNbn5ESlsgkaQ25qAipP6bne\n2QXnXClSSiafeQWA+rsPAJDo6QMp8TWoZ16NKfleDpEdytCaO3meybE4yboWJJAMKI9UuNpPsMq3\n5DXqGtT/k+IQwaaWCB6vet6PDa+uoanRaJYwtKSULiml2/y71J8rix/SvObQ8cWVy3J9mzQLEEeD\nHmYTSkjUn3OGdqC1yV62DJ+6Ign2ldBap2aThUwyXiTCgUs9imaPKPnhljb18SAlSEOiWYges5WL\n7tvlkVLy/Jkn7PXNLVvpM3M6BdBSvdDoePO2egx3N4ZwwuUGJnvYUKtEes6Mr55HJzMyQX52Dm9t\nNVXdKnQwcaGfk0bCbCHUvu6msq8X2b0VUIbW8VcGSDW0k43UIr3qdza3La1cCHCjqUg4MjBrFy92\ne1y2/Pu09mhdMXrMakqxItkwIUSnEOJ1a9UYjUZzbckbkpzpNGoK+Uik1YxmMGk+GlwCl88JEzS1\nKmgp46W+GE1RK3QwyUzKMbSseyR7VNHR5g7nQygR10WLNRrNfMZnh0hmZuxi67s33G6HI3fXBfAt\nooraFPbRFg1QcDu5TMcvvcReUx69fzZNepW86HOnLgAQ3rHZLvieOHcJgEJSGYR1d+wr+3qBtia8\nNRFyU7MMHu4hHwyRaXRCBTs3LR+CGAh6aWyNUChIRooUZFvNPK10Mkc8li51ukajuQLKMrSEEF1C\niGeB08D3zW3vFkI8uJaN01w7dHxx5bJU304V1dBqq/aTyqoZzao59fniDgTs/fG48wLu3rEw/6Ec\nwkFloAmZJJl1DC1PSIW0pIfHAahtcMJ+dDjL4ugxW7novl2eR48eAizfEPTMtWE5v+/url38JKAl\n4qPgdlQAXz7/Q7aYzxtDwvGR1SkpETcNLSvkDyB2/Cy7XCHycwlcQf88oaHlEEIQ2aW8WsmzF8El\nSG7aYe/fvqe0EEYxbWZO1sigY2gV10QcuDS94BzN8ugxqylFuR6tvwceRQlhWF9m3wPeuBaN0mg0\n14aJhGNoddb4yeWV8VNl2jaeaqeg5dmjo/ZypNoxwFaCx+1FIhAY5AuOdLtVqys3rV7+VUW5Br3n\ndV10jUYzn++ffGne+ksjzrNqe+PC/CyL3S1hsj7Hk3Rp7AxtRWGGVtmJq8X2aO1UOa75uQQTT75o\n76/evRWXx7Oia4a2KMPMOzNJfWOYuVZlxLkKOcLV/qVOtWlqVUbV2JAzgVVcuHiwVxtaGs1qUq6h\ndSvwKSmlgVkZUEo5CyysjKe5LtHxxZXLUn07lnDC8rprA7aCV3hGhc/4m+vt/f2XVAK1y3VlNbQs\nhDkHLYwUWTNMx8phKCTVR45wCfs+k7po8aLoMVu56L5dmtl0nkziuL3u91YxlXEMjc31pcV67ttU\nQ96zHYkKV05nk7RFvPjN2oDPmTWprpbJZ14GoMaUb5989hWMVIZzUWVcVe/dUfLcUoQ2KzEh3+wk\nja0RMl71OwOTo0udNo82U+L93IlRkmaebM28CILVL9y8HtBjVlOKcg2tUWBL8QYhxC6gb9VbpNFo\nrhn9M46hVRcs2MvBWWUAFUu7T4+rGitXWkPLwspXEDLNuCkXbyV6y3zePs5j3md2RucMaDQaDiwq\nkwAAIABJREFUh1f6x3EXLtnr0UiXvdxQ5aV2ifITbdV+6kM+Ci4n/Hlg4jx7WpVX59jI1deSyk5M\nkxmZwB2uInLDNgDiZ832mvNUdXfuX/F1q7ZuVH+PD9LY7IT7hYZ6yI6XV2y4sSVCc1s1+bxhhw96\nvW5qapXRNj4cswvHazSaq6dcQ+vPgW8KIT4IeIQQ7wEeAv7nmrVMc03R8cWVy1J9O1AUJuM2nJj9\nQEJ9DdTdc4u9LT6njLJQuLwQlVK4hHrsCFK2xHt0vyNznE+oPLFglfpYsmp3aeajx2zlovt2ab51\n/DTFfnVfwClBcXNHZOEJRQgh2N5YheF2DK0zg4d5/SYnr2tg9uomd6yixOFt3UVCGL0AbDPtuLoV\nKA5a5Ls2Ybg9BCeH8SSd0L9I31lbsbUc2rpUntbEqBMt0Gpuy2YKxGNagGil6DGrKUVZhpaU8vPA\nfwZ+BugH3g/8Nynlv65h2zQazRozYBpPHgHxtBObH0ipj4PqPVvtbVYNrdorlHa38LiVASVkgiHz\nhV69Z5u9P9WnanlFa1U4Sy6TR6PRaEDJul8Y7Zm3bc5otpf3tIQvP2UB3XVBDJcTFn126ChbisIN\nX7zKwsVxy9AqKsaeuKACgGQuT7CrDV99zaLnLsWXPn+QeJvKy7rwtacAEIUCwclhJp99pezr1Der\n/0fFYdktRUqvE6M6fFCjWS3KlneXUn5dSvk2KeVuKeVbpZRfW8uGaa4tOr64clmqbyeTyogJeF1M\nzjlx/n5TpyJYVEPLKKhwkvYNV5ea6fMoj5iQSUZMOWZ/gyNNPHPwBACNZtJ2oaDDWBZDj9nKRfdt\naSaTOYzsfENrJOk8P3Y3Lz8RtLVhvqHVM3KKzpoAVvrpydGrywuNn1HtC2/bCCjj0DK0ThoJag7c\nsOJrWvUEE23KeEuMKJGgquQ0Qkrmjp4p+1r1TcrQGi1SHiw2tCbHrj58cr2hx6ymFOXKu/+NEOKO\ny7bdIYT4q7VplkajuRYkTG9RTcDDyLSqYYUEXwZwuez6VlbYIMDGrQ1Xdc+gT3mqXEaSkZgytIQQ\nTtHiQ6cA6CqqC5PPFdBoNJqB2Qye/CV73e3ykHIrL0804KGtDPW9/e3VuHwt9vpkbASvS9AZVWqq\nV6s8aCsOblftSl4cID87h8uv1A1rDuxZ8TVnzWLM2YjyhBX8ygNX61HKsYmegbKv1doRxef3MDEa\nZ84Mk2xqrbbzx4oNMI1Gc3WU69F6D/DyZdteAX5hdZujebXQ8cWVS6m+lVKSNb1FLRE/I1PK0PLm\nlDKgO+SE0gxcdCTW6xqXzoFYjiq/Ol/IOGOJhUWL42ZRz7oGZ2Za19JaiB6zlYvu29L0z6TmGVpV\ngSYQyoDZ1RSyc6KWIuBxsavdEfrJFbJMzo1yu+mtH45lMa5QEMLI5Zk9eAKEoMbMPZ09dBIA4Xaz\nyxWi5ubdK76u9Qxs3LkBCcx1qrDujg2qNmFmbBJZKG9CyuN102wWnR8fUWGCXp+b2no1CTaiDa0V\no8esphTlGlpykWPdKzhfo9G8xohnC1ifElsagkzOjQDgy6gPleIcgt7zpqKVAI/n6oZ9dZVKOhcy\nQSzt5F95a9SLPz2g2hGKODPTI4Pa0NJoNHC0/xwCx+NkeDvs5detIKx5S1MHBk49wL7xc9xghh3m\nDMnFqVSpU5ckPTyOzBfwtzTYz7TUoArLLiRTCK+HyM7NS11iUZ7+7lkAGnZ0kQ+GKARCuD0udt9l\n5rcaBsneobKvV2MaVZanDGDLThUqnpjTYhgazWpR7hfT08AnhFByYebff2hu11QAOr64cinVt8XF\ninc0hZhJKK+VnZ/V6YTWWMnRV2tkAdSF1cvcZcRJZJ0Z2ECrUgHLzap7+fxOMc/i4poahR6zlYvu\n29KcGjg2bz1WaLeXX9dVXfZ1umqDFNyd9vr5oeNsqHW8+EeGryxPKz2oJoqC7Y5AR2Z0wl6+2B61\nvfflks8VmJ5Qaqxtu9pJ16tnczTiVUab6cSbfvFo2deM1qnfOjudtLe1djjKg0bBWFEb1zt6zGpK\nUe5X028CPwYMCyFeBIaANwIfWauGaTSatWW0aNZyZ2MVibQyZoJmHnRxDS0rjj+wRH2acmmMtgEq\ndDCVc17mVtFiI+20y20WEZ0a18nZGs16J5M3iMfPz9uWRBkdTaGl62ddzub6IAVPq71+dugojWEv\nXlMR49jIFRpaQ2MABNocQyt+yhHvCHV3LDhnOc6ddISKGlsiJJpV3bCIp4AnVEWwQ/2OscfKn/uu\nqVMeraki4YuGIsXGqYnkgnM0Gs3KKVfefQDYD7wT+DPgJ4Gbze2aCkDHF1cupfr23IQTMlIT9JLO\nqRdrVVx9aDTef7u9P51S3q/qohnfK6WtXn0kCBnHANJ5ZWxV790OgMw7Xi6v6dXSdV0Wosds5aL7\ndnGGY2m8ucPzthXcyqMVz65MMGdDbYBgwPHa909cwCUELRGV7zVwhYXSY6b6X2iz8palR8aZ+tFB\ne/89b/yxFV2vUDB49CHlqbrt9ZuYmUwSb1Ohh6HUDACR3VsASJj5reXQ2qnCLAd7pzFMRcNoXRVW\nitupw+WHIWr0mNWUplzVwZuAdinl81LKh6WUzwPtQogb17Z5Go1mregxY/NdQqn+5fJKmMKuobV3\nh31s3jSGmlqvTggDoK1OyRO7DDVjPJVURlzd7fuc+8XnFy3OpHNoNJr1zfnxUdzGNHasnCuE4VKe\no4/e2Vn6xEVwCUFXwwZ7fTYxRTaXptsMqRuLX9kzZ+KJFwCoN4u9Dz3yGADCqyaN6m5fWaHi4rDp\nGw60MzoUI12vfnPt8DkAqm9Uz+r0yMTCC5QgWltFtDZIJp1n8JKqoeh2u+yQ7Uvny7+WRqMpTbmh\ng/8CXO6T9wH/vLrN0bxa6PjiyqVU346YXiKf20Uml0Ka0hiBBCAEHlN1MJvJY6lmdHTXLXapFdFU\nY4UOJkBKBs12hLc5xT2nXzkOQI350ZNb4Wz1ekCP2cpF9+3ivHjxwrz1rGsDmF6oN2xZ+bOpu6lY\nlEIyPN3H1gb1zEnlDVIrLCuRGhwlfvYi7nCVLeE+d0qFOspcHl99DYcnVuYpssKmt93QTG19iJOH\nh8HlxhufxdWnanPV3aaMt0I8SSFVvvd/2x7l0XvowReRpsriDTcrD2Fs5srEQNYresxqSlGuodUl\npZxXIVBKeQHYuOot0mg014TplFL8C/vczCam7O3BlJiXrF0s9du58eoNraBPKXsJCkCGXrNmjTvo\ntyeqp55R1SRazORsK7RFo9GsT3IFgxcuWvlZ6nlQ8Kg6VRtrAyXOWprtbd3IojnksdnBeYIYw7Hs\nYqeVxJJxr731RlymByt++qK9v6q7oyz5+WKmJpShVdcYZnoiwYQlx56IkeofBpzQQXAMu3LYc7Mj\nJGIZdK1m4eJMKr/oORqNZmWUa2gNCCH2F28w13UQb4Wg44srl1J9ayn+1VV5mE06hlYgKfDUOOpd\nfRecGlrFkuurgcuIM1SUfyU86uNk7rSa12ntcuSas1n94i9Gj9nKRfftQoZiGWR+fN62gluF0G2o\nuTJDa0djhILbEae4NHpm3rVOjq1MhCdllabYpK6ZnZpl7uR5hNuttm/uWnHfWgZQXWOI0aIyF4Gp\nEdIjExi5PN5oBFdQtXviqctLnpamrjFsF4afGFWh3K1dzuRWJq2fueWix6ymFOUaWp8Gvi6E+IgQ\n4m1CiI8AXwX+stwbCSH8QogXhBCHhBAnhBB/ciUN1mg0q0PO9BJ1RP3zPFqBJAQ7HMWsATN+3+Ve\n2UzsUpiVIhAywXDMSTp3mx8L6X6lsmUV1QSYmdQqWBrNeqVvJoO7MN/QMlyqVMQdG2sWO2VZWqv9\nVEeckOWzQ0dpjvjwmMqDp0ZXpjw4d1KFNlZtUoI/8TM9ICWeiPLi1xy4YUXXk1IyauZo1TWGmBib\ns/fVJ8bAMGyvVrBN/b+YNcOuy6WpXT1jp8bVb62uKZK4f6FvRdfSaDQLKVd18HPAx4C3o1QH3w58\nXEr52XJvJKXMAPdJKfcBe4E3CCHuXHmTNWuBji+uXBbrW0NKrGi8bQ1VjM86zumquKD6hm32+qT5\nsRFeRW+Wyza04owXJZ37GtXsamZMJWJXhZx7WgnbGoUes5WL7tuFnBpL4MnPy2Cg4G6kNuhhZ1Po\niq+7scl51g1M9OASgm1mntaJFXi0pJRMP68UEWv2qdIYiQvKUClkVAhizYE9K+rb8eE5YtMpQhE/\nTa3V9PeoCTGP101rrXqGxo6pQsahrRsBiJ/vLfv6APWNStJ9ckw954tDGw89rw2tctFjVlOKsquP\nmmqDb5FS7jb/fmSlN5NSWlPSfvPe+stJo3kVmE05xs32phBDU5cA8GYgkBbU3elECmcyKnykoeXq\nFQctPG6VF+EyEsxmnIRzq5ZWIaESsYUQ9ot/qH9m1e6v0WiuHwqG5OnzPbiNYWebqwEpImyqu7qS\nE9vbt9vLM4lJCkae28yQ5clE+cqD8VMXSPUN4a2tJrJ7KwCJc8roMVJp3OEqwts2rqhtM1Pqk6m1\nI4o0JMPmM7CtM0r965QAxsxB5cGK3rwLgMzw+CJXKk1DszK0es6M2+qy+16nPHLp5Mpy1DQazULK\nNrSEEM1CiJ8QQnxQCPEh689KbiaEcAkhDgEjwA+llCdX2mDN2qDjiyuXxfq2b9rJi+quDTAy3Q9A\naE4ZNTW37AVAGhKjoFxfbZ1RVgufR3mqhEzYuWIA4R0qjMfIOh84Xp96TE2tMF+i0tFjtnLRfTuf\nQ0NzTM2em7ct570BhKDrCvOzLPZt2G0vS2kwGRvlxlZlfGQKkliZeUrxs0r0ova2G20xIcujBVCz\nfzfC7V5R38bNovKhiJ/xkTkMs757a2eNbcxZxZBrzWe2kc6QnZpdeLEStHREqWsIkc0UOHtM5Zjd\nZBpauZxBIW8sdbrGRI9ZTSnKraP1k8AF4L8Dfw98xPz7fSu5mZTSMEMHO4B7hBCvX1lzNRrNanBm\nwsl3qvJ5mI6rUL2guTnQ0gDA+KiTE9C+CoqDFgFvFaBCB/OGtIsW1915szpASqT5VREwa2nF566s\ngKhGo7m+OT+ZxGXMr+tUcKucpM6rNLQ2N9RhiHp7/dLoGbuWFsDZifJyQ+NnlffKCuEDSBSF8dXc\nvLL8LIBRU/G1tqHK9maBEqwIb1eKi3FTOCiyY5O9P3Z8vlG6FEIIbjig1AcHLqnQxLpGJxRzqE9H\nEmg0V4OnzOM+AXxQSvmwEGJaSrlPCPFBYPdyJy6GlDImhHgUOAA8WbzvkUce4cEHH6SrS82oRKNR\n9uzZY88WWHGwen11161tr5X26PXVWz927BgPPPDAvP0X8ypEL95zmGeeSTCXUi/Tqd40p4TBW8xw\nva88/G16BwfZ0L6Lts7oqrUvFIgwHoNYz1nSgcOMx3fSWRPgtJHkpJFglytEsmeAQyN9jEyeo8rV\nSSadf038/3ytrF8+dl/t9uh1/Txeq/UzqTbchQmmelVIcd2GIAV3B7ELh2HjDOy876quH6xqIZOY\nZKo3xb8/9lVu/egbCHpcjJ45yJe/3cuBX/nJZa+XOHeJk0aCtEyyHTAyWV6+eB6kwS5XiJoDN5R8\nHi92PSklP3ziKZLxLF2b7+Clpy7SO6iCgDo23o/f7+a0r4Ax0sedkzP46ms47c1jZDJ0PvoEDfcc\nKPv3d3WonLJnnn2GqsYZ7rrrLoJVXk6fO8LXvjLJR377F19T/x5ei+v6eVw569Zyn1mn7sCBA9x/\n//1cKcIqUrfkQULEpJTV5vK0lLJWKNmwESllU1k3EqIByEkpZ4UQQeAx4I+klI8XH/f444/L/fv3\nL3oNzdrxzDPP2P/YNJXFYn37W/9+hhOjSQIeF9/4wI380l/eRSafYtcrbu48Ws/9p74NwL/97+cZ\n7JvB5RZ87I/fvGpt+uRDv86x3hfI+G4jEf4V/sdbNnGzWb/lOy13ALDzUx9nwwfexff//QSHn+tH\nCPj4J9+yam243tFjtnLRfeuQyhV4z5eO45r6K3y5o/b26Zq/oroqysPv3XvV9/joP32MsTE153tD\n1y38wc//b371y6e4NJ1mT0uIv/jxbUueL6XkyVveRXpghDu+949U79lO7NgZfvTGD6oDhOBNfU/i\n8nrK7tvYTIrP/umTBKu8/Prvv4HP/cWTxKbTRKIBfu137wXgubd+mNlDJ7n1q39H3e37+NGbPkjs\n6Bkie7dz53f/sezfn83k+cwnf0A+b/Dh376Hmroq/u+DL9LXM0V9U4gP/qe7y77WekWP2crl4MGD\n3H///Vcsu1xujtaYEMLSe74khLgd2Ay4V3CvVuAJM0freeAblxtZmlcP/YCoXBbr26lkHoCgVz0C\ncgWVCxBMgr/ZCaOZMJWoItGrC8+5nLqImp8RhgpNHJh1kq6tmjPTzx8BnCLJUqoPGo1Cj9nKRfet\nw4nRBMlsAb/hhOHlXa1IV5ju2qsTwrBoiDTYy2OmAqt17aEyihanh8ZID4zgrYnYuVPjP3je3l93\n5367gHG5fWvVz6pvDpPJ5ImZhd1bOpxcWVtp0BTdqN6jDMJ0/0hZ97Dw+T1su6EFgNNHlODIhq3q\n/0lsRodsl4Mes5pSlGtofQ6w/hV9GngCOAJ8ptwbSSmPSSn3Syn3SSlvlFL++cqaqtFoVgtLgKLa\n7yZfyGFIMx8qIQht6bKPy5qKgx0balf1/g3V6qXukioHoW8mZe9zh1X+VvzsJQC6NjuGXzymX/oa\nzXri1FgCIWeQhVlATSrnvCprYUPt6kwAtdY4dQOt4u1bTIn3OfMZuBSzh1RIX3TfLoTLlF0/esbe\nHzYNopUwNWEWKm4I2blaMN/QCm/dAEDCFOKo3qsUFHOzc3aOa7l0bVHP2QkzL7d7mzK0ctkC+Vyh\n5HkajWZpyq2j9T+llF82l78IbANullL+t7VsnObaURybqqksFuvblCk+0RDyEUs6yc7BpKD6BvWy\nNgyJ5UDasKV+wTWuhrb6jQC4TI9WX9GsqbdWFdDMjqsPnmCVz97Xe35yVdtxPaPHbOWi+9ZB1c9S\nqqhW7E7esxHgqhUHLbY0O5NLmVyKZGaO3c1KECJbkBSMpT3ptqF10y57W7HiYLFARrl9O20aWrUN\nIYYHigytdqeIuyUXHz93Sd1ns/k7DIP0CmXe6xqqzPsq8Y/6prC9b7i/fBXD9Yoes5pSlC3vXoyU\nsk9KeWq1G6PRaK4NeVOyvb3az2xyEszviGACojftAJwClgAbtzUsuMbV0FqjPgiEWVpvrKhocbBd\nzS7n446cu1VDs/+iLr2n0awXpJScGU/iLihDS5oPqoJbPT92XEWh4mL2d99sXl9xuv/wPOXBiWXq\nac0eUp9DUbNQcSGVsWtogfNMXQmWwVPXEJqn/NfU5hhawc5WADLDpmpsR4u9L9nTv6L71Tao/5dT\nEwmklLjdLvwBFe740tMXV9x+zfrki68M8zP/coynevS72uKKDC1N5aHjiyuXxfrW+qDYUh9kNjFl\nbw8kIbJHebTOnRi1t1eF/KvapsZoGwCCPMgss0W1aqzZXyNTXEtLvfDHhmKr2o7rGT1mKxfdt4rR\neJa5TIGg4ciVS8BwN+F1CzbXr06OVjRUh8dTbXvMTg8eIuh143WpLUdH5kqeKwsFZo+cVte5SRla\nseNnkQUVbuepDhO90TG0yulbKaU90VVTH7QNrVDEP8/D72tU+auZCfUMD7Q1gxm6OPXcoWXvU0yw\nykcg6CWXLZCMq7y0VrNws5Z4X571OmbPTSTpm07TP5PmV798in85NMJsOs8nfnCJl/r1+xq0oaXR\nrDtSRfH225uqmIqPqRUJgbTAV6derlZNFbf7isV2ShIKOrOyLmOOVM6whS7sejNFOQahiPq40Dla\nGs364fyEyt30FBzvjOGqB+GhvdqPS6zes6ku2m0v940pw64mqCZ4jg7HFz0HYPbIGQqJJMENbfib\nVIj15FMv2ftrb9ljC/yUy8RInLnZNP6AB7fbTTqpJp2ai7xZgHpWu1zkpmYxcnlcPq8dTjj66JOX\nX3ZZas3wQSs/rNsUxEinciQTy4uCaNYXY/Esv/G1M3z4y6f45UeUSmcx//WxCwzM6ne2NrQ0gI4v\nrmQu79uB2Yy93F7tZ3C8BwT4U+D1BRHmx4sVuhIomkFdLVzChZVxIeQcEpgxvVq1d9xkH5eZUTNi\nNXXqAyBbRmL6ekGP2cpF963i3EQSYcxRyDtCGHnPZgDaqlfXy95W5xT8HZkZAKAjqu5xYTK16Dmg\nvFcAtbfeaG+beeWEvRzc2D7v+HL6dnRI5URt2NLAaJEXv+kyQ0u43fjqawDITqpQLavoe3pkbNn7\nXI4VPmjlh7V21tj7dDTB0qyHMSul5JGjozx1cZps3uCBr55mOR3gr5+YWOaIykcbWhrNOuNUUe6V\nz+NmaEYlbQeTjjcLIJVUM5iWkbPauF1qltcSxBidU/cLtjkKYDMvKIn3lnbVrkJBy7trNOuFc5NJ\n3IVBc02N/bxbKe21r7Kh1d3keLRm4urjcEejevaNxkt7c+JnegCI7HAMtVT/sL1ctaF9wTnLMW6G\nKja1RhgpEsJoao0sONYqx5EeUoaVlQ+Wn41jZJfOLbuc2nrL0FKTbNFa59k/MqgFMdYr2YLBQ0dG\nefM/HOazLw7xiccv8eP/dIS5zPJqlM/1zqz7siza0NIA6ze+eD1wed/2TCpXvpl+wOi0aWgl5idT\n501lwub2+bOoq4XH7QVASDVTan3MCCHsPAMrBKerSPUwm9VeLdBjtpLRfatmz89NpHAXhudtL3g6\nAOaJVawGW1o22svpXJJsPsOuZqW8l8yW/qCMn1FCEeHtylCTUs4ztGoO3DDv+HL6dnRQPROb2qoZ\n6nNEBYpLXVhY9507ocIdw9scgzHZN7TsvYqptZUHlUerKuSzhYguntWeiaWotDF7aizB2z9/mI98\n/QwPHx3jH15a/N+Sf5nUgrFEjhfWea6WNrQ0mnXGUEyFDlqJ3pYYRjApiJgFLwsFw1bMWOzlvhoE\nfOql7iqoD4nikEaXXxlh8dNqtrixxZnJHdFSwxpNxTOeyDGbzhMQ8z/wDVcTfo/g9g3REmdeGe11\nXfPWByYusLtFGVoFOT+3tZjLDa3sxDRGWj3Lovt2UbN/94raUcgbdrhgTV0VQ/1KiKKmvopA0Lvg\n+Oob1DM7dkwZWqEtG+x9ibO9C45firpG5dGyhDiES1AVVp5Dq76WprKZTef5g8cu8JvfOEvOUKqf\nX3hluOTxmaIoky+9Zzff/fA+vvhzu7h/i1N780uHVlZAu9LQhpYGWB/xxeuVy/t2wkysDnjV8E/n\nVP5BICmov0vF9xcbM50ba1gLIgH1oeQ21EP40pSTB+EJqxd+akApHxZ/YPT1OCqJ6xk9ZisX3bdO\nXlTY7Yx3iQfDVc+muiAh38oEJpajMdqKEM5z5vDF5wj73HjMCamHjy7MecpOzpAdn8IdqiJgRgNY\nk0OgDK3LWa5vL5weI5ct0NAcZmo8jllL3g6fvhzb0DqhcsU8oaBd9H365aNL3uty6hvDuN2C6ckk\nGTNnNmLmqWVSeS2IsQSVMmb//oVBXizhgfrrd2zj9+7dsOi+R967h5qAIJVJkEr0cHPNQe7bpL4d\nTo8nOTeeXLM2v9bRhpZGs86YMwUlIn4PhlFAmqF4gSTU3LIXgPMnHWl3f3D1xTAAasONALgMNWNt\nedoAAi1K7So75cgKu8wQheKcBY1GU5lcNCdeXAXHwCm420C4qF3Es3O1uF0emuoc79PZQZUf2moq\nnn7l+EJDa+pHBwGo3rvdFhGyxDEAIru3rLgd50+p++ze387EqJNPWyqEO7RVffgmLw7a26q6VPmM\nyR++uKJ7uz0uGszoAUv8orHFua8VUqipTKSUfP+cM7HxD+/eyZb6IAL4ws/uotrv5lM/VF7S4oDB\nf3r3FjwizX/5wi/ywb++h//yxffy4Hc/ybGD78WdvwTA3zy7srpulYQ2tDRA5cUXaxwu79tUTk2R\nNoa9xFIzeM1JSl8a/KaClSXt7vGu3SOitU59ILgK6l7jRUVBLaUuI+UYX36/klqentQve9BjtpLR\nfQsXp1O4CqMkEk74W86zFXBk11eb7R232Mvjsyon5b7NKgTKem4WM/X8YQAaXu+cZ+VKAVTvWmho\nLde3/abHfuPWhvmGVtvihpa/qR6X30duaoacqdJaf/cB1ZbTFzDyK8tpte5jKR9u3e2IE02N62dv\nKSphzA6ak51Br4tvfegmOmsC/M07t/P1D9xIa7Wfb52etI+1AgZd+WE+9tl7+dBfv57+iQvzrmcY\naaKxTyCMBGcmkrzQtz4nSbWhpdGsM3JmTHVXTYBYcgphPjGDWScUZ8pUnYpUB9asHRubVMiLS6rY\n/1gmb6sThXeqDxRZ9JEQjqq2JJdQANNoNJXBpak03tz80LecV3mcVltx0GJjU6e9PJNQH5U/uVt5\n3iVKfa2YVJ/KXSkWoIgdMz1aQhDevomVMNg7bdfPamgKMzHm5EVdLu1uIVwuovtUoWSrSHHUygsz\nJOnB0UXPK0WzGaJoCXK0b3BCxyfHStcT01z/WOGxN7dH7JBZj0sQ8ChT4dleZSg1hpRH2ZM7Q03s\nvy173cjcXwDw2RcGlzmyMtGGlgaonPhizUIu71trJmpTbZDZxBTSjAEI5x2jyqpX1dq1NvlZAC21\nyqMlyIFMY0iYSqn71t221z7OmpG1QmfyJZLS1xt6zFYu671vswWDgdk07sL4vO2GWxk9XTVrMwG0\nuckRxEik5zCkQdjvscOkTo/N9+gkL6l6W8FOlZ9VSGdInFcqrlXd7birFrZzqb69dM6Uld/bisTx\nIFXXBhcVwrCou0Pl1k6/oAzT0KYO53f0rCxky3rOWoIc/oDXjmwY6p0ped5653ofs89JqNE3AAAg\nAElEQVRemuHbZ9Tkwjt2NS7Yf2wkzlAsg0c40SeB9PdKXu/AlnvtZU+hD0/uNP2zGc5NrL9cLW1o\naTTriGLlrC0NQWbiExTM93edX6kLGobEKnuxeUfTmrWlJlRnL7sMNVNm1dKK3rjT3md9uGzertoi\nJeS0saXRVCynxxIUJITc80ONDFcdAtjSsDa1/bqbtwHCnIySnOpXOVhhv/L2vzzgiAQYuTzJS2qG\nvmqTMtCmXzyKLKhnU/UN21d8/6E+Zchs2FLP1Hgcw4w+aFmmxEb0JvW8jB09o9qz0TG0Jp89uKI2\nNDRHcLkFUxMJe8ItWquk9MdGYuu+JlIlMjCb5o++r9QzdzZVcVPb/HptuYLBH35Piby4XE52ljd3\nbNHr/e67/obf/um/4G9/7Zv2tuq5P8ed7+f3vn1+tZv/mkcbWhqgMuKLNYtT3LdjRWF3XTUBRmb6\nyXtBFKCpU4W/jBYVpuza5BhDq031PENLfcCMzKkYcU/Y+ZAa/c5TAGwokpkf1cUz9ZitYNZ7354x\nFcoCwvGgGARA+NnSEKS+avXFMAB8Hj+hqlbbg3XogvJStISVIMaJUWc2Ptk7iMzlCbQ34wkpQ6Tv\n84/Y+6vNUhmXU6pv52bT9J5XHoW2rhp6zjjevFJhg/a99lrKg+eQUuKJhPBE1cfy6Dd/sOS5l+Px\nuGhojoB0BDFqzELG+ZxBbCa9ouutF67nMWsZWQAfv3uhquCXDo/axYmzBYk730vt1AMInAlPIXx8\n8Md+h09/+Kvs23wnoJQ877/xp+xjorE/Ip6cZHydqVdqQ0ujWUecn3Qk1P0eN4MT6gEbTELNzXsA\nOPrSgH1MYI0+aABCfmfW7PKixQDCp+499SOVd+ALOAnwunimRlO59M+oCZd8zhnnhltNzHTXrm6h\n4stpiDreoL5xNfu+u0UZGj1TjqE19cwrgONNAsejBFBz8/xCxcvx9HdVbldrZ5RwdYDzJx2Vw1JC\nGBb+5gY80Qj52Tmy40pMI2zW00pdGiI3u7IaWA1moebpyaTdJgudp1VZTCSy9E4r4/m37+miq3Zh\nuOt3zkzOWw+mHlUh/yaSAJM1f8vO7nfSelk9urfc/J5564HMD/m3dVZXSxtaGuD6jy/WlKa4b3un\nlaFlzdiOj6n4/WBCUHtAGVqWfLrbLWzJ4rVACIHbpUJyXAU1c91fNFvqjaqXfarXSaB1u9Ujq1/X\n0tJjtoJZ733bP5tGGLNkso7nOudRNak2LvIhuJp01jsz+qMzatLp3k1KeTCZdcQw5k4qhbXaW1U+\naSGdIT1seqGEoPrGxUMHS/VtfFY9+zZsaaBQMBgbdsIUl/NoCSEImzLv8bOXAAht22jvnz1yesnz\nL6e2XkUU2KGMRdEEunDx4lyvY/ZzLyp1zdu7orxpW/2C/cOxDJNJx6jyiSTe3Il5x7ijbwbh5j9+\n7TR5Y35oaUf9fEGYQPp7PHqih2+eWj+TpdrQ0mjWEcNmDpTLHPmpITWz5MtAdL/6kJmZVrOYVeG1\nUfYqxutW93AZ6gPFmlkDNUsLqiiovc2UdZ4a17OqGk0lIqWkbyaNNzffOMj5bgRgY93aerQ2NzsK\ngrNJNZO/vVEZHhIYmlXetvgZlbMS3q6Ojx05jZXcWnf7Pjyh8vPICnmDoX71nLvx1k76e6bIm3Ly\nkWiAUBnPYkv50DK0Irs2O7/j8Kmy2wIqRwxg2GxTc1s11pybpUaouf4xpOTZS6qPb+1a3Jh/+uJ8\nARRf7LO4irxZAL/51t8AIFOQHLzs34cQgk++74vqfiKIIEPt7Mf526dXZvxfz2hDSwNc3/HFmqUp\n7tsJUy3Ia1paclYZVb6MwB1QL/OcGYvd2hFlrQn61MeI2zS0xopit6P7lOFXSDrGV2OzCjfMZrQY\nhh6zlct67tvZdJ65TIEA82XJDZeaeNlcv7aGVmN1i72czqoIALfLhd+jLI1XhpQghGNoqRn76Rcd\nKfr6u28uef3F+nZidI58zqCmropINMC5E85vX86bZRHeodoRO6bCFyM7nRpes4dOlnUNi/om9Zyd\nnkwiDYnL7SJslvq4eHZCC2IswvU4Zvtm0mRNwZW3LOLNAjgyXDSpKdN4cyfwenz2pr/85S9zW1cd\nWxvUuLTCfovZ1LKLppp2hHRSFwLpb80Tl6lktKGl0awjYmlTltWsi0FWqUr5cmo9nXJmqjrXUAjD\nIlKl5OPdxpTZvgIFM/Sg4b7b1EGGE67TuiFqbtIveo2mEjk+qiTNw24ntEgiMFx11Fd5qV1C5nw1\nqAnXm/dU/x2dUeHVtQF136PDcdJDY+Rm5vDWRPC3KANw4okX7GtUF6mmlsORF9U9OrpViOLwgBMy\nuVx+lt3uAyonLGaGCUZ2Fnm0Vhg66A94CEX8FPIGYyMqVLDO9OplM3ktiFEhHB9RY+31m2pwuxam\nCTxzcYaXioyhUOLfEEiyedX///VnP0Nb/UYA3rBZfS88dGRh3TYhBH/xoUcI+cIYQv07CqYf4y+f\neGVVf89rFW1oaYDrN75YszzFfRs3cwyqfC6yeWfmqQrlzbJi8gFaOteuhpZFQ3UrAMJQ95XAlGns\n1d9zi32cFQ7T2e0Yf4X8+vZq6TFbuaznvn3eLIoawFHdM0QNCDc/tnXtJ3/a67pxu4N2HuvJXvUx\nuLNZCWIcHJxj6OFvAxDZtRUhBNIwmDno5K1E95aWdl+sb62aVbv3t5PPG/PyoMo1tEKblQhB8uIA\n0jDw1dfYRmBmaGxeCHY5dG9T5x5/ReWp1TWE7X3jIzpP63KuxzH7/XNqgnNPS3jR/Q++NL/AsCd/\nhkhQfRf4vQFu2HCrve+WDvXvdCad59Rl9eYAvB4fn/9PTxJwO5Ok8Zmnya6D97g2tDSadUQmb8b9\n+z1Mx8fJmHnltR718Lx41vm4qWsIrXl7OhrUrKuQjprXiJlH5g2HbNWOwUfUh01rh2P8TY4vfJhr\nNJrrm96ZNEhJKjVkb7MKFXevsRAGQNAfoqPZ+YA8N3wcgJ/YqQyPuUyBWXPip+E+dVxmdBIjrSau\novt24WuoLft++bzB5KgKz2poDtN3YVLVzzKffeWGDnqjEXwNtRRSaVuUozh8MH7mYqlTF+WGm5X6\n4oXT6lpdRYIYluy75vplOpnjpGkQ3blx4aRqrmAwFCtSATbm+LHd9zCXUgb7nTvfMk8sq1it8NBg\naUP85i13YwgVmhpIf49/fulMyWMrBW1oaYDrM75YUx7FfZsz47Hrgl6m4+Mkw2p9S4dSzhrqmwZU\nUUJ/kZz6WtFuhh0ICiCVJ8sqWgzg8itP28wLKv/B53fa1FNkFK5H9JitXNZr30opGZzNIOQMmZwz\nkZL3KIOhe42FMCy2tt1oL/eOK9l1SxADYOqkys+qfd0+QHmRLBrfeOeS1768b4d6p8nnDRqawwSr\nfE5+llT1tCLR8o1Ly6uVON8LQN0d++x9Vk5ZubR2RBECYjMp8rnCvFDyYkVEjeJ6G7NW7tW+tsii\ndems/WGf+kbw5HsYmDhn73/ffR9fcM7vvF4pX760RO7V++77GC6pDDGXTPKVQy9d4S+4ftCGlkaz\njiiYScyNYS8DwxfImN8tN/30zwMwM6VirwNrnAdh0VjdZi+7DGXkDceKJN7rVE5WouhDxu1Ws2gD\nF6evRRM1Gs01YjadJ54tEGJ43vacdzduAZ01a+/RAtje6uQ3jc2o8Cmv20U04AbDINvTB0DYlFBP\nXnKeT5bMerkcfUnlZ23e2QQ4Sn8AW3Y1r+haljDHwJf+HZhf42vq+cMrupbb4yJaWwUSZqaSBIJe\ngiH1XtAereufI8PK2LmpbfGwwS+8osZgJqsmPGpd5zg3fAyA6mAdQf9CVc07NkTxuAQnRhMMxRaK\nYgDURRrZ0LQNaZofocSD9E6OLXpspaANLQ1wfcYXa8qjuG8tDYmO6gA9LzyFdEEgAfV7dyOlJGPm\nR9Veg7BBgI4Gp8aGZWj1zToP6FC3Cl/JTTvJ4cGQUjyaWOd5AnrMVi7rtW8HzLFf652fUF9wt9Ba\n7cezSML+WrCjvSjkLu0YFZvqgkRnpnBls/hbGvBGVQhUsdhE9d4dS167uG+llPSbE0a797WRSeeY\nGHVU3prbIgvOX4oNv/xuAMYffw5pGFRt6rT3jT/+HEYmW+rURaltVO+BKTNMu6ZOfVzHZtJk0vkV\nXavSuZ7GbMGQ/MjMhbxpkX9jlmcZIG+KUXkLF+z9f/nhRxa9bpXPzS2dKtR1nlrhZdy9621I1Cyv\nSyb5zHcfvIJfcf2gDS2NZp1QLMnbWetn4qIKAwikVGHiyTHnwdi9veGatMlKrAVwFZTKWH9RLS1L\nSUvm8hTMHIj6JrOQcWJlHw0ajea1jWVo+aXj0ZJ4kaKaTdcobBCgIdIMQhkZUhqMzSqv1u1dUerH\nVNuCWzbax08++SIAvoZaqja0US7xWIbEXAZ/wENtfYjvfW1+IdjGlvLysyzC27vxN9VTiCdJDYwS\naG3EFVTh14V4ktjxsyu6Xr1paA32KmOweAJufER7ta5XLk6lmE7laQ772NG40DM1Fs8RzxbwkEW6\nqvGQJJk4D0BX41bCwdKlX3Y2qev1TKZKHnPX7rfhIkHBpfL+Lo2dK3lsJXDNDC0hRIcQ4gdCiBNC\niGNCiI9eq3trlud6iy/WlI/Vt7GiGciOaID0nHpR+tNqlvjCKcd939K+9jW0QMm+elwqHMUr1f3H\nEo7E/P9j7z3j67jOO//v3N4veu8Ee6dESZQoq0uuiVviEjvrZO1sEsfJrvfjZNM2WWeTzX+TTRy3\nJLuyHVuOndiyJVu9N6pQEjsJkCBAEL1f4PY+839x5s5ciABIkADuBTDfV2fKnXuAc2fmPOd5nt9T\ncoOeK6EpD6pJ2dmssq7ruRj37NplvY7tYFAsssgpPRQva6oASaJlBYQwckiSRHnJJm37jc5nALiz\nvYyGXtVY2SK8XnImQ6xfGF9lB6+/7LXzx3ZUlXGvafAjmaRZqq8enx2Xx3bJ5y+Hu12ELkZ7+pBM\nJtytulcr3Nkz38fmZMsuoQp7+sgQmYzMLXdv1I4NXAgsum9rmdV0z54aFYuqO2vcswQtcvzFc0I4\nRUKIVNU6RpHUggd37v7QgtfeoHo9f9YxoYlvvZMSdzn15a0kbO8SO5JdWs26tchKerQywBcVRdkO\nHAA+L0nSwj52AwODJWMoL2a6xGEhkxGGl12toXW+Qze0cl6jlcBhEyvVFnkUgEhKr6VVesNO7bzA\n68cA2H19vbZvJqCrFRoYGKxuBoNJUBSisQFtX9oqngHNpSvn0QJor9ultc8NnwDA57DQ2CtW9me2\ni37F+4a1Wn9Nn1l4EvpORgaFYVXb4CedyhIO6t785variypwt6uCGD0ijyw/T2uxhlZNg5/SchfJ\nRIbARAR/qZPSCjGRHrxo5MiuVnJiFbtqLw0bTGVluibFezWbFb9Ht6wXvL5h4x0LXru9Qr9Pn++Z\n/zfSWr0FkxxAljxIJPjOc1+78j9glbFihpaiKKOKohxX2xGgE6hf+FMGK8Vqii82WBy5sR3Jk2q1\nW0xkTWJy4DSLB2MudNBklvD47CvWP69TSCGbsrqhNx5RJd69HlDzMgKH3hb9det96+ueWqluFh3G\nPbt2Wa9jOxRMYsl0k87oq9tpqzB4NlasrKG1rUGvhTUSEEaLoiiUTYr8sYtlNQCETuthT74dG7kc\n+WM7qk54axr8jI+EUBSw2s0AtG68SkMrV0+rW/S5+r23acfCHYsztADKq8WiW0CVAq9UJ+cDFwJG\n4fg8Vss9OxJK8vZgGJME++ovNbRytbV8lgiySShNjo0+CgjjqMxbteD1S51Wbm0VKQEnhufPo97S\nsBd7+i0S9tsBePP8i4v9U1YNBcnRkiSpBdgDHF74TAMDg6UiXzYdIGMVL0m/v5JEPE06JQoH+kqc\nc4YTLBdVJWpOg6yvfg3kreyanSJkKJxXB0ZSja/+nvVraBkYrCWyssJwKIk1fWr2fksttV4bNd6V\nW/wB2FTTorWnwmIRKDkygTWVJOr2cjImnkGjjzwPgLXUh8WzOBGhnKBPVZ1Pe5alk+I5XNd8dQXj\nPZtbAV2gw79vu3Zs+u1TixbEKFPztKYmxEJc60ZR00yWFaYnjVqGq43TqtjKjY1+quYITX3ynPgd\nphIXQbJhlUeQENEvN2+974q+41N7xSLEKxdnCMTSc55z+85fwKTESNt2oSARS4wRS84voLGaWXFD\nS5IkD/Ag8HuqZ8ugCFhN8cUGiyM3thMx8YI1SRCNBUmpz9j6jTsZG9JV/WoaViY/K0dTpboKLOth\ngIN5yoP2GvFiT43pRpVdrac1Obp+HyHGPbt2WY9jOx5JkZYVnIxq+xQsQgijfGW9WQC1pXpuUzId\nI51JMXNEFC+eqqrlQiBOVlY0IYzSm/Zc0XVzYxuPpYhFU1htZrx+B315i0Zmi2lR9bPyKbl+B5LZ\nTOjkOTLRGLYyP84mdTErnSF2cWhR1yurFB6tXA5vfuHikcHgnJ9Zj6yGe1ZRFA71ijHbMMc9FU1l\ntbDBNGLcLYk3teP37PnoFX1Pc6mDtjIH6azCo52Tc55jMVvZ0XwDkpwgY2lDAp448m+L+XNWDctf\nkTQPSZIsCCPrAUVRfjbXOQ8++CD3338/TU3C/e33+9m5c6f2I865Z41tY9vYXtz2dCxDqOc4ZgkG\nXh0h4VII9MUJ1fm0ELy+oQ5KG8PA7hXrX3hQrOCCTOj8MTBJ9G8u04731nio7gE5meKlZ5/D7LDj\n8dtJxNOc6jzCoUNSUfx/jW1j29i++u2BYEI8n+Jn8at2wdSAmcj0CRp237vi/XHYXAQHTWSzUcqa\nnYxOD/Dk332TsBxlfMsOZAUeeuhx+oPjbDO5qX7/7Yu6/sRoWDxvK11I0j1MjkboGxK5MJ/97Y8i\nSdJV99+zpY3wmfM888MH8W5pw7drM/H+YTrkKKlHHuMXNv/OFV8vrNY1HB8J8+Tjz+LxOXB5bMQi\nKZ58/FlmYhuK4vdjbF9++3s/f4an3hiipH0Pd28su+T41370BDPdE7RsbSVAC6Ge42Qjz+BshA8f\n+Bxvv3n0ir/vE3tq+IP/9zAvht386nW/POf51mAZ8a6fYW7fjzXTww9++m2q5S0F/3/l2v39Ivz2\n+uuv56677uJqkVZStUuSpO8Bk4qifHG+c5577jll3759K9YnA8GhQ4e0H5vB2iI3tl98pIvTY1Ec\nFhNfOP49vlP1IrIFvvobj/DkA72MqwUMP/bZG2hsK1ux/vWOneUPv/srAEz7/wbFXMr2ajd//wGh\n+jXwg0c488X/BcCOr/wxDR9/H888fJoTbw4iSfBf//LdK9bXYsK4Z9cu63Fsv/P2MD881kfZ9BdA\nVThL2m4k6vkcX7y1iXdvLl/4AsvAF+7/VSYCQnL903f8FxyffoD0TJh//oO/Iur184dlUZK//fsA\n3PzMd/Dt3LzQ5QB9bF9/vptXn+1m34FmbrlnI1/78rPaOb/7Z3djU732V8PJL/wFwz9+gm3/35do\n+g8fovcff8C5//F1ADb+t99gw3/+zKKu9/D3j9LdMc67P7KDHdc18MN/foOhvhmqar386hduuep+\nriVWwz37tVcHeKRzkg9ur+S3DzRccvze+4XglEkOIZt8mLJT+IN/gAT82Sf+H1sbr3xuPhhM8Os/\n7sRjM/Pdj23DO8fvOZVO8Om/v4Og/08oCf53QOLbv/cCLvvi6sctN0ePHuWuu+666nyKlZR3vwX4\nFeBOSZKOSZJ0VJKk9TlDMjAoABE1B8tqlugf7ES2gDMicqSCMyL5XJKkFQ8drCnRQ3Rsav2ckbAe\nOliWF5Iz8+ZJAHbuFy8JRYF4fO4YcAMDg9XDUDCJNd2JMLLEnCZpvxmABv/K5mflqCtt0tod3YdJ\nz4SRbFbSfvGMvHiyWzvuamu65PMLkQu7q2sqYWJEr0nldFmvycgC8O8Wgs5TrwgBocp7dGMo1NE9\n52cWoqFFLLxdPC/CwCprRX2vgJGjtWpIZGRe7hUql/duvHQhNZrKam3ZJMa3KvsQElBT2sSWhr2L\n+r4Gv4Md1W4iqSz/fmJsznNsVgfv2fchZErJmNsAhR++/I1Ffc9qYCVVB19VFMWsKMoeRVH2Koqy\nT1GUJ1fq+w0WpthXYgyuntzYxtNCZdBuNhFOiZe8LSWhKArJeAYAl8eG1WZe0f457W4kSTyK7LJw\n1YcT+kPf1aKLkwbPCIWvmno9Ufz024Mr0c2iw7hn1y7rcWzHIims6RPqlvBoZU2iJlR9gQytrXnK\ng2N9QrHP3dpAlSrMMXNUhPpZS31Y3FeWR3bw4EEURWF0QK+hNdinCwG9+6M75/voFVP1HlGfaOLZ\nV8lEorg3NGHxqqIWL72Fks0u9PFL2Li9GoDujnGyGZmWduFdzKRlgtNGiQ0o/nv2+HCYYCJDc6lj\nzvysXPkXu0nMBeosp0hF3gDgvr2/fFUCWZ/aJ0Qxjg7Nrz541+4PYyZEwnEPAC+demTR31PsFER1\n0MDAYOVJpMXL1Wk1kUR4gSyKmWgkr75W2aVV4lcCh1U8+K3ZPgDSskJKLXYomUyY7EK5I9ar19cx\nW8TjK7fKamBgsHoZC6cwZ/OFMEAxe3BaTJQ4rs3Dc7VsrtMV+2LTIo/Vt3MzW6uE0RK12lEA7/bL\ny7rnEw4miEVTOJxW/GVOzp0Snny7w0Lb5spr7rezvhr/nq3IiRTBY51IkkTJfmHAZYJhrfj7leIv\ndeIvdZLJyMwEYmzYokt8d50eXeCTBsVCtypysb/BN6fR1BsQUS1pVbJ/g1d/1x7Ycs9VfefWKjcS\ncCEQn+Uxy6exsp027xQp204UJJKZBMOBvqv6vmLFMLQMgNlJgAZri9zYptQHqJssGas4ZnW56OsO\naOfWNPhWvH8AXqfqocqMaPvGo7oMscUnJjbZUJRMWISrOFzijwhMrM/wFeOeXbust7FNZGRmEpnZ\nhpYk7vk6n31Fy03k01y1SWtnVYnr0gN72F0rFNmGmtvIWiyU5EmoX45Dhw4x3C9CuGoa/SgKTI2J\nZ9iGLVVL9rd6d4q+h9VQwZLrdmjHQqe7Fn29UlXm/aUnzyGZJCrU+lp9PYGFPrZuKPZ79vyUMKTa\n51HwPDEiFHxlrEhygN7BZwBoq9lGiefqaro5rWY2VbqQFfjp6fF5z/vgVg9IDk198Kev3X9V31es\nGIaWgcE6IaMaWp5UgqRDtF2lZfR26Q/AfOnelaTCVwuAktFf2ucm9JAUZ2Ot1p45KpLTS8uF9y0e\nXVxdGAMDg+JiPJJCkiOYlAiSJEKXZZOY3BUqPwvAZffgsAvvTUJ19pfeuJudNaqh1dJOzOWh8u6b\nF3XdsyfFglJdYwmBiYhW+Hf7vvqFPrYofKqXLXTqHAAl1+nGYDivyPKVUlYhDK0LZyeYCcSobRR5\narlaYAbFi6IovN4nQlXbKy6NWlEUhcP9ulS/L/MasaQY1w8f+Ow1fffHdouw0+PD85diedeOe7Fk\nh0lbrwPgaM8r1/SdxYZhaBkAxR9fbHD15MY29zL3BSZJ5iYNdY2MDemJ2C0br27l6lppqmwHQFFi\nQuEC6JvWixZ7NrVq7ek3jgPQtkmE2GQyMoq8cuqpxYJxz65d1tvYjoVTWDKiwK7FJAytjFlovFe4\nrQXrF0BbzU5QIOmEuFPB3dpAjdeGM5Mi4fIw0tiCu735iq93y823MHBBLCht2V3LiTdFiJbZLNG0\nYenUXnOFimeOiIUp/95t2rGpV48u+np7b9LFPsaHQ2zYKibQkVCSVDJzLV1dExTzPfvmgP6Or/dd\nunAxFUsTVgtlo6SxxnQFzOva33VN3729Whjo3VMxsvO8p+1WJ03eACmbENyIJsNE46E5z12NGIaW\ngcE6IfeMK+npJuoVG/UVbYSmRUiBw2nFbC7MI6G5WoS5iKAZ8cDPFU4EUYQzR+iUCHvZk/fiH+jV\ni30aGBisLsYiKWwpIS2dlcWkPWMVynllrsIaWvvbr8OkzkHHWiQksxlJkqiangBgoH0r1tIrD7me\nHI+QTGTwljgoq3Bz8i0h5uPyLG2IpHfbBsxOB7HeQZITAax+L+6NwiAMn+4i1re4wsWlFW52qWqv\nM4E4LRv16Ie+biNPtpg5qYYFtpU5MJsu/Y31qGGFAObsOLIszt/WdP01/yZLnVYq3VbiaZnuqfmF\nU25viCKbysiaKpCAN8+/cE3fW0wYhpYBUPzxxQZXT25sc2tJrovnCZaKrTr/RrJZ1dNV6ihE9wBo\nr9HDWqyIl3Z/nker4rYbtHaoU6h/2ewWcu+Ac6fmlo9dyxj37NplvY3tVCyNOSsMDlkRIjgp6/UA\nlBfY0GqsaMWlRj1d2JhBURQURaG6Ryz49G3cxmL86V//2x8AImwwncqQVUV/Dty1YSm7jcliwafK\nvIdOivBB/x7dqxU+s3iZ9/IqETIZnI5hsZhxqmMz0Du90MfWBcV8z3aMixzAX99fN+fxXH4WgEnW\nUwnu3PXBJfn+XE7jE+fmXxBtqmzFlB0jbRWLqj946ausZJ3f5cQwtAwM1gH5Dywl0EfaDpYUWFO6\nwlVN/crWz8qnukQvnuiULwAwHU9r/XY01JCzqpJDY2QTQinRahNqZLnkcgMDg9XHRDg+SwhDksxg\nEiFOhfZo1Ze3Uj0opkpTVVmmI5PEB0apvCieU0F/Kecnr0ziXJEVTbynrqmEi91i4ilJEjuvu7SA\n7LXi3dIGQOT8RQB8u3W5+vDZC4u+Xk6V9sThAdKpLH5123j+Fi/xdJauyRgSsEUVNHknx4f1PDtX\nRpRYMEkm9rQuLvdwPu7dJLyfJ0fmz9Pa1ngdlmwfSbsIVQzFZxifWZzXtVgxDC0DoLjjiw2ujYMH\nD5LM6oZWQhYvd1sSQsN6WEBTW2GEMEAULjSptbRsGbH6mlUgpMaNS5KExasn8Uqz6UcAACAASURB\nVMYuigewr0R44abG53+Ar1WMe3btst7GdmxmAIksNou4xy0Wj3asssA5WiXuCracEgs6UQ/0T3QR\nPt1F5ahav0+SZoVeLcTkWITmeuFV2nNTE4dfFMaOy2tbFmVFt5rbGlXl3P07dUMrchWGVn4x+56z\n41pO79jw2smnuVqK9Z49MRIhnVXYVOnCN0eZhFAiI36/ucXYZCcAu1puwuNcmsXXHTUe7BYTg8Ek\ng8HEnOeUeCrYXzVG1tyALLmQWDuiGIahZWCwDggn0lo7aRcqfZIiMdavr8SWV3su+dxKYreKSZaS\n0ut35Gp7ADjqa7R2rp7Wtr0iFEKWFRJxQ33QwGA1MhXsBdCMDYtNv9cr3LaC9ClHJhShckTCEwRM\ncKrvLUKnzlEyNYE5LZ6r+c+phehVa/5t31eHLCuMDgqlt5yC6lLj3So8WmNPvISczuDdsVGLDBj9\n+XMosryo67m9dqrrRT7a6FCQLbvEOCmyQnfn+gvfXg0cU71V++cp3TISTorQV0kCJYlJEQuxt25/\n35L1wWKSuKOtFICnu+YvB/D+vXchKWEyFiGO9fzJh5asD4XEMLQMgOKOLza4Ng4dOsRYWDW0FIV4\nLnrAYiKghryYzRIVVYU1tHwuUUtLzugv7BN5IQ35dWCiPcLQ2rJLl33vX2f1XIx7du2y3sY2Eu0H\nIJ0RBotsE54Xt82M3VLYaYrmPZ8WBsqZgZNMv30ak6JQEhCCGN2TV2ZonT4ySN9QB83tFQxc0PNV\nbrtv8wKfunr8e7dhqywjPR0i8NpRLG4X7g26iFDgtWOLvuaBO8UkeHw4TEW1F0kVV+jumL9O0nqg\nWO/ZgRnhQdo4h6w7QDChK0Y6pWlyftWmqsUV4b4cB1uFd+zY8PzlAHa3HsCe7dIMrYHJHi1nczVj\nGFoGBuuAiajIaZJkmYRLDRFw2ZDVkEJ/mUt7YRaKMo+oV4OS1MIYuvImMDUfuENr5wpuev26gMeF\nsxMr0EsDA4OlJCMrZJJi4SQ3qYqZdgJQUeD8LIBYrwgRdETF83Es0Efg1SMAVKvKg91Tscsm7odm\n4gQmolisJjbtqNFqaZnNJmqbSpal72aHnZr33Q7ohYv9e7Zox6M9/Yu+ZlWtF4CxoSDZrEytGk54\n+siQVkLEoHgYCop3/1yy7gD9U7pipCV1GgCbxUFtadOc518tO6o9SAiFw3R2buPJYraypSRI0nab\ntu9U7+El7UchMAwtA6B444sNrp2DBw8yHhOrVr6ZKWKq48rm1EMJ8mPvC0VliQgDlABJEatwA3nx\n3KX7d2nt3KRBkiRsdlF3Z2RwfSVkG/fs2mU9jW0glsacnZ30HpKFp7rGW9iwQdDDlC3qwn88FdRC\n7jZmRW5oMqsQiC9cS6pfrZ31rnfdiknSlVI9y1yQOVfjK2dU5SsPxi4MzPmZhfD6HfhKnSQTGYYu\nTtPQqtf+Ov7G4g23tUIx3rOpjMxYJIVJghrf3PfS9175kb4RfxuAg9veg8W8tIscLpuZWp+djKww\nMJOc97zbNragmKykrKKm1v968HeWtB+FwDC0DAzWATMxkb9UPj6q1dBySvoLsr65tCD9yqeuTC/6\n6TCJ3IWpqJ5bZnY5MHtE+EN8QA8v9JU6AQhOX1n4joGBQfEwForMkpS2WRwokvBUVxeBoTXy8+cB\ncDhzz0uFiPoM3ezWp1DdEwsrD3Z3iGdWY1s5UxNRTda9oWXpihTPhWeLEMQIvHoUJZul8h5dSW76\nzROLvp4kSTRvEMJJk+MRrQ3632hQHHRPxZEVaCpxYJujRuZMdIqMRfdcmWWh/LmnbWnUBt9JW5l4\nV7+wQJj/vrYbMWf6STjere2LJuYPN1wNGIaWAVC88cUG186hQ4eYiQv1vsqxIWIeMUmwpiu0c+qW\nKXRlMWzIq6XlM4sXdlpWiKay2n5HjZCjl+NxMhEhk9y+RYQcZtIy6bR+7lrHuGfXLutpbLvHLiCh\nkJuO+N26EEZlgYUwFEUhMSgmn+V5HvWBdmEkbd5Sj98hPOpvDc2vvDc9FaW7YxzJJDER6p7lfW9s\nW15Dq/SmPTjqqoj1DhI61YWruZ6yW0WNsuCJc6RnFq8YWKbKhAcmotQ2+rFYxdgN9k0jzxMWttYp\nxnu2S83B3lw5d37WxbEuMuYWUBRMmWFMivDQbmnYuyz9aS0TCyiPL1BPq6a0EWv6LBnrBjLmegBe\n6Xh8WfqzUhiGloHBOiCsGislk2OaGIYtKsJzTEUghAGwqU6fyJSYh7V2vhysZ3Or1g6eEDLwG7ZV\na/vGF0i0NTAwKD76J86rLTFBryjVc4jKXJfKUa8k6UCQTDiKxetm4023aPsvbBZ9Ldm3Xct9WUji\nfUotGNvUVobHa+f0ET1UctueuYvILhUmi4XSm/YAEDoj/tf+PVvFQVlm+s1Ti75mvqFls1s0USI5\nq3Dm+PBCHzVYQYZDIkSvqcQx5/Gj/efB5AJJwpl4EoDmqk34XMsT4fLB7WKhNJzMzlpAzUeSJD6w\nex8AGYsQiTl0xjC0DNYAxRhfbLA0HDx4kIhaj8oRH0ExgSkDtoRYOfaXFl4IA8Buc2I2idXhbPyM\ntv9cXkhO2cHrtPbUy28BUFnj1fb1rCOJYeOeXbusp7EdmZpdz6ml8T1a2z9H3Z+VJNYnjAZncx0b\n63eCqvUQLFO0/W3lIhwqN6mdi6G+aQAqary0NmxnuE94tJrbyzGtwLPXu02ouIXPiNxW33ZdUS58\ntmfR1ytXF+YmRkIoskJ1XrH7i12T831sTVOM9+yI+pusnUcI4/hAr9a2ZIQR/snbfnfZ+uO1W2hX\n75eFSiJ8bP+tIEdJ2m8CoGfkDInUlRUFL0YMQ8vAYB0Q00LqxEtQUsAqCzGMmnnqaxQCt130JRbX\nV3w7x6Jauzzf0DokEnctFpMWujLQu74k3g0MVjuBkD7Zs1nsWB3t2naJo7Cqg/F+8RxyNddTX9aC\nKyYMv7QdLBUlWNwu9tSJhZ6ZeIbMHKp76VSWE4eF6ERTW5lmdIEwtFYC73bxPw0e6wCg7JZ92rHp\nwycXfT1/qROPz048lmZyLEJ5pVs7dvH8JOl5vBUGK0vO+K+dI9cxlU4wND0Niow1dQSzPIHZZJkV\nWbIc5GTmX+mdX7zK5/JhTx0ha2kjY65HQeGnr39rWfu1nBiGlgFQnPHFBkvDoUOHSGRkTJkMskWs\nCmXNYEaEE+R7hApNmVfkWyVSYXKhROcm9ZUsd3szkk1MvqLdffp+j1ixmwms3lWvxWLcs2uX9TS2\nsZi+qOJ2eGfV9fGp+U+FItotVPScTXWYTGZaUk3CqyVBeqsIg9pVI7w7CtA1Eb3kGsP906SSGfxl\nTlo3VvD00y9oxzbtqLnk/OWg5LodSDYrwWMdhDt7sFeWUX77DQCET59b9PUkSaJJFcHo65nSPFwA\nyUSGc6dGlqbjq4hiu2dTWZnhUBIJqPdfGjrYM9pJBj+m7Aj25OsA3LPnozjt7kvOXUret0Xkhj/b\nHUBeoCTCb952NwApm/BqPfrmA6Qy83uNixnD0DIwWAekMjK+YIC4SxgvJsmCpJYmLKssfH5WjqqS\neq3tMQujaTyS0vZJkoS9QsSPZ4IRsjGRv1WhTnYSl5FYNjAwKB7SmRSZ9EQuIo8KXy3TcV1ptNCh\ngxPPvwFAyT4hib6JKszqI2Zkg5g+lTiteGzCIHzxwqWr9Lmi8I2tZUxNRBlXRTMqa72UlM0tUrDU\nWH0equ4WSnLBY50AlKl5W8mxKVKB4KKvmaufFZiI4Pbaad2kiyutt+LxxchoOEVWgSqPDcccRb+7\nho6TsTQgKSmsaeHpfN/+Ty17vzZWOKn22Agns1xYIK/xXRs3gKKQcNyHLLmQlSydA4svsF0MGIaW\nAVCc8cUGS8PBgwdJZRXc4ZAmhGGR9Rd8fXPhFQdz1OZJvNc5heRzKquQyOhKVq7WBq0duSBWnHdc\nJww0RVYI54lnrGWMe3btsl7Gdjw4hOYiAlqrtzKtLpZYTNKcE8SVIhtLEDzWgWQ2U3mXMFKqYk5c\nqtOqr1yfJG5Q805OjUZmXUNRFF5/TuRFVdX6GBsO0VwvjLb8cLuVwLdzEwCR8xfF9o5N2rGZtxYf\nPugtEX/zxGgYRVFobtcNreGB9VXTEIrvnh0NC+9P3Tz1s471vEbG3Iwt9ToSKXzuair9tcveL0mS\n2FMnFkaPLyBe5XU4MCvjIJnImhsBeLXjiWXv33JgGFoGBuuArKzgioSIu8XasSMrQlbcXjtOV+Fr\n1eTY2qDnDlRY9dDA03kTmLJb9Dyt6TdEHZgNm6u0fW+/dnEZe2hgYLBUDAfEPS6pPq0dzfsJxIRH\ny2s3I0mFE+mJdPWCouDe0ITZJUKvnIEMZWOiT8Nm3Wuzp1ZMHN8piDE5FiEWFR75jdurmZnUQwvz\nBSRWAs+WNgCCx4VHy7drs3Zs6pUji75ebYMfk1liZCDIuVOjWgi6JMHMVIxYXiSCwcozGhb//xrv\npUIYg5MX6Bi+gCVzDmtGiNG8f/9/WLG+5fIaj49EFjzv7nbxXk9ZdwJwfnjxCwLFgGFoGQDFF19s\nsHQcOnSIjCw8WjHV0HJnhQeovgjqZ+WzrUk3ohLRLq39XLc+qXG3NWrtmTfFg9dkNmnqXf3d89fo\nWEsY9+zaZb2M7bELb2htCYmdzTcSUnO0fAUOGwx3CjU+z1ZhoCjZLIlTvdRfFGGCkcwMippjclub\nCGeOp2Um8wyMsSERktfQUorX7+BC1wR9QyJMa6WEMHKUHdgLJhPTrx8jcq4Xe1U57nYRQRB47eii\nr+f22rnxNvG/uXBuQgvfzoWBDvVPz/PJtUmx3bO6oXXpQurJi2+QNZXiSB7Ckr2Igo27dr13xfq2\np1YYWqdGI3MKyOT41HVCHTNjFeUIRqb7yWZXX3qAYWgZGKwDZEXBHQkRV4sVu7KidktN48quql4O\nm8WOzSJWj6fDuhrZ2XFd5MK3W6+zEzp5VmuXqmpGoQVkYw0MDIqHE72vam2/uxyHzUVEVawrcxaH\noeXdukFsd3STHJ2gVEQ0o5AlGBWLOg0lDmxmsdDzdN6i0IVzEwC0bq6kv2dqVp2/lRYhspb4qHn/\nHQAMPShqJmmCGB3dxNXCzIuhsVUUWw4GYrg9duqbSzVL68LZiSXotcHVokm7z+HRujDaiWLyYM6K\ncig230HcjpX7PZa7rTT67cTTMl0T8wtYVfu9SGTJmhuQJRGq+tAb316pbi4ZhqFlABRffLHB0nHw\n4EFkBZwRPUfLlRGhg9V1xSPtnqPMK9S8QrEpfHbxiJqM6qvE7tYGnM3CUIwN6JODmkbhnUumVt+K\n19Vg3LNrl/Uwtsl0nEBIV6erLqknkZHJqhP1Emdhpd0jOUNLrUEVUVVOrbpWB0d69eT8XFHY40PC\nmArNxDnfIayyprYyLnQJw6O5fhu3vWdzQcIiq95zKwCxC0Juvvo9t2nHuv/uO4u+Xkm5WNyanhKT\n5Z3X62JGF86OX3U/VyPFds+ORub2aMWSYV7rfErdEu/Kupo7V7JrgB4++Mz5hSNQPrAxDZKZjEXc\nh8cuFJfn8EowDC0Dg3WAAjgSM2SsIMlgRXiyqorQ0KorawVEInmrTwhbJLMK2bwQg9Kb9opGNks6\nLOK8d+1XRTIUIalsYGBQvAwH+lBQUFQhjOaqzYSTev2lkkKHDnYIEQvPFuHRivUI48QZ16dNb3fr\noY+bKoXRMRAUnoTujnEUWaFtSyUen4MTh/u1c1c6bDCHu0U8I2MXhaR+6f6d2rHwmfOLvp7X58Bi\nNRGLpAjNxNm2t17726KRFPGYkadVCBRFmbdY8bnBE8hKFgsZJCWBgkRz5aa5LrOs7FUNrcfOTpHO\nyvOe98Fdm0FRSFvFO79/fPG/00JjGFoGQPHFFxssHbmxNWWE8WGSTZgw4/LYikoII0d77XatXWPr\n1toX8mpklezdqrUDh0Qid31Tqbbv9BG9Ns9axbhn1y7rYWyHJi+oLbGAsnfDQcLJ/BpahTO0khMB\nUlMzmD0unI3C+x9VvUD2pISkiDytzv6XtM/kBDFm4mkURaH/glipb2mvUIv4isnkaKCLqtrCLHDl\nFFvDZ86Tmg5hslmpVsMJUxOLl2SXTBINLeK5e/rIECaTxH0f3qEdP/T06psUXy3FdM+Gk1liaRmn\n1YTPPrsW3cCk8NSa5QkkFCQUGkpX/vd4Y5P+nV2T84cPNpSWYWGGtFWIt6SzKXpGOpa9f0uJYWgZ\nGKxxcgnbJkT9FjMi1rlmhVWvrpQdzTdobTmhG1pvDoS0dvV79ZCX8Wf0PA+7mtfR2zW5nF00MDC4\nRn7y2v1ATtgdNtfvIpTQPVqFrKGVK4bu2diihfhFe3SPlN8hZLATyWkyWRFLmFuhzypwqjtAd8c4\nSNC+rYqBC7oRk78gtNJYS3z494hFqqF/exQA73YRkpUYnSAxvPhwv617RBj3cL+QdPeVOLGpk/vO\nE+uvcHExkBPCqPXaLglRzSn3KVnxjlQwzZnHtdxYzSbu2yRy/E5eRn1wT8UksqkKWRKLGQ+++s/L\n3r+lZMUMLUmSviVJ0pgkSatTn3GNU2zxxQZLx40HbgFZRjaJh5lFEQZWbWNxKQ7maKps19pj07rY\nxYlh/WFsryrH4lNXkI+c0fZXVIvJTjSyOivILwbjnl27rPWxVRSFkWm9fIPJZMdl987yaBXS0EqO\niUmoo07ISyuKouU1AWxrvUVrv9LxIgB+pxWXVUypHj4hckc376jB5bHTk5evdOONB5a175ej/hPv\nB/TCxdXvfpc4ICsM/ejxRV8v59G6eH6SrFrv8EOfFuqxqWSGVNLImV1pcmUGqt9hQA1OXuBI9ytI\nkqSpQ0bdn6WlzLHCPRRsrRJJ40+cm0JW5lcf/K3b3w2SRNT1SQDODR3XFpBXAyvp0foOcN8Kfp+B\ngQEQTKRxJOIkneIl6JBFDH11ffHlZwE4bC4cVpHvMBEcwKrKtl+cnl2I2FFfDUBicEzbl1PBkrMK\n6XXygjcwWG1EEsFZ206HeCaFksXh0UqMCOEKR60qzHPiLJmwqIFlKfWxp22bdu7TJx7T2q2lIlrg\n9Jg4t2lDOYO9AZKJDBbVCFtptcF3ksvLytXT8mxpw14t/v8jDz+76Ov5Spy41Qn94ZdEOGhds76I\n13VmbM7PGSwf59VQvNbS2QbUCycfRlay+F2VSICCDatnPxWuwgjP3L2xDL/Dwmg4RedYdN7zGkq8\nmEiTse5AQSKWjHD8wqvznl9srJihpSjKIcDIUC9Siim+2GBpeer5l3FGw8SEAwiHLCYPxag4mKOx\nUiSgJ9Nx1BxzgonZhlP5QbFqmo3GyMbFCl6+6tUbL/WsQE8Lh3HPrl3W+tiOz4gcSkkSxlSJV9TG\nm+3RMl/6wRUiMSoMLXuNeFbmhw0666rZ0rBX2+4d0Yv9bq0WD6uoRfS9ub1cy9XKpGUsFhMDo53L\n2/nL4N7UgtnpIN4/TGpyGkmSqP+48HJFui6SiS6uPIYkSRy4Uzyvz6qhgmaziZIy8b84+dbAvJ9d\nSxTTPTuihg62qIZ/jpMXhXhLznuUsTRT5XEWrDC4zWzi1hZhlJ8Zn9/QkiSJOzaUophcpC2ivMuz\nx3+yIn1cCowcLQODNU4gnsYdCRNXixXblFIcLqu2ClmMNOaFD24tEyGDChCM69rKjf/hQ1q7/3sP\nAeAvdWn5AWdPLL4ujIGBwfIzphpaiiK87I2VQkAhlCiO0MGEWjbCUS9CB/NrTDnqqqgqqae+Qkz4\nFCVG56gIDbxRrUuYNknIQEmZa1Z+VmNbGTZ7YdUUTRaLVotw+i2RyVFxm5oXK8sEXj0y30fnZef1\nDVhtZgKTUQIT4nm9fZ/I3RobDKIsUJTWYOnJlUOpdOueqqGpXgYme3DZPIRiIjQ2Y9lAaYG8WTk2\nVwmD/MwCHi2AezaJCJakXYRonu5/C1mZX62wmDAMLQOguOKLDZaW2i37cEZ1Q8sqe4tWCCPHpvrd\nWrvR3qW1T47qeVqe9mZMTmEs9n/7QW1/LvcsHJwdarjWMO7ZtctaH9vx4KDaEhOlTQ3XA7O91t4C\nGiThsyIEzru5DbjU0AK4Z/cHACHm8VLnmwDsqHaBooAk0fKercQiKUYHg5riR1WdryjGNhcNMPXy\n2wBCIEP1agz/9OlFX89sNrFxu5gIv33oIgD7DjQDkM0q9PcuXtFwtVEM45pjIioWJCvcuqrw4XPP\nAdBQ0UZO6TNt3UppgQuDX1fvRQLeHgwRWSDcv61MeOfS1t0oiGiXB174+5Xp5DVS2P/wHDz44IPc\nf//9NDU1AeD3+9m5c6f2I865Z41tY9vYvrLtt85M4IqECZVDoC/OaGyM+271F03/5tresUussAb6\n4jwbfQipcS8K8MDPn0G6rk47v7fOT/R8L9sGRlFkmVdfe40Ek4ADWVb4+UNPUlbpKfjfY2wb28a2\nvj0eER6tQF8cBWivEdLNZ468QWgyTvWWfZhNUkH6JyfTxHoHkSxmjo0NYgqM4lANrQ45SigVYjtw\nw6Y7+btvfxmAk+XPwh3v59+//yiJrkkcm/fxWiBB4t8f4+JgL5vad5GMZxgcPcuhQ+MF//9vv+0G\nuv/2W7zwxFME3ncjBw8epOL2G3n5uefofOwJdmf/DMlsXtT1d+1v5IlHnyWYvMi9H9qB3WllZLKL\nVDLDWy9X0LyhvGh+f2t5OysrBGIeJODsscOcN0kcPHiQzsGjBPriDETGwQMKFgJ9CQKW43B7S0H7\nv6u2mhMjEb798NPsq/fNeX6J04pz7AxjkTSeyj3YMsf5+eM/YYPtxiXvT67d3y9Chq+//nruuusu\nrhZpJZU7JElqAR5RFGXnfOc899xzyr59+1asTwaCQ4cOaT82g7XF57/+IBWvdtK79WFSDtgd/CM+\n+isH2bitutBdmxdFUfjU/7mJrJzBbnUSqfgm4WQWr93MTz69Szvv3F98g95v/CsAt7z4fbxb2ojH\nUnzjfz4PQH1LKZ/4jRsL8jcsN8Y9u3ZZ62P75R/+Bh0DIkRNxsE3Pv8ClW4bv/XQWXqm4lS6rfzr\nJ3Zc5irLQ6S7j0MHP4GzuY7bDgtP+Su3foLoeaGSuPNrf0r9L70HgF/7h7uIJ2cACz/40uu88uR5\nHjgzQX+JG7/Dwq/ZFDqODwNgNkv8pz+4g6PH3yz42MqZDM9vfQ+ZcJSDL/8Az6YWhn7yFKc+/z8A\n2PDFX2fj7392UdeMRVN88y+fx2oz87v//W4kk8TP/vUY58+MYTJLfPEv1rYWWrHcs+ORFJ/6tzOU\nuSz82yfFVFuWs/zHr95BPBXF6ywlHJ8mY24h5P8TPndDHb+0q7BzgQeOjvDA0VF+aWcVn7uxft7z\nnj0/xf9+qR9zph9/SCxy/O4H/oqbty7vb+vo0aPcddddV53ItpLy7j8AXgM2SZLUL0nSr63UdxsY\nrGei6SyO+AwpB6CYsCjOohbCAJH82lS5ERAhAo2eMCAKMWby4v2r36fX0xp5SIS8OF02TKpS4fiw\nXnvLwMCg8Mhylt4xvWyDYvLgU8MEczlaBc3PGhIqec56UahYyWaJ9Q1rx90bmrT2TZvvVlsZ3ug+\nztREhPK4yI8JJTKMjejPn007a3B5iqNAvMlioeJ2sQDV/x0hKlC6X1/AGv35c4u+ptNlxet3kE5l\nOXZYeALu/oCo2SVnFYb7DS20lWBSDRuszAsbvDDWSTwVpcRdQTguxiFlEw6N/PDCQtGqhgWem5i/\ncDHATU0iEidrbtTk6b/6yB+RSC38uUKzkqqDn1QUpU5RFLuiKE2Konxnpb7b4PIUw0qMwfJQsmEP\nlrR4uFoVL1abBa+/MHUzFsOOFr1wcYVJz9MaDes1skr27cDsEcm0gz94VNu/6wahYpZOZYlF12ZN\nLeOeXbus5bEdDvQRT0Uxm4QxpZgrsVvEVCSaEvLuJQXMG0kMCWGLXC5WrH8EJSUmr2aXE9/Ozdq5\nt267V2s/+Or9jA2FNENLAYYn9QlgU5uQUC+WsW349C8CuiCGq6lW+9uivQPImcyiridJEje8qxWA\nt17uRZEV3D6HZly+8NjZhT6+6imWcZ2YQwjjSPfLALjsHm1f0n7TJecVil01HiwmiVOjEe0ZMBce\nu0UswkgSKet12v6HXv/WSnTzqjHEMAwM1jixtIwpOwOAVfZQXesrmJzrYthSv0drhwIvaO2eqdny\nw97twvOVmgiQjQkBjAN3tGnHn/1Zx3J208DAYBEMBy4CaCvSFrvwECmKQjwtxDHKCqiEFh9SFQcb\nRDhVtFsvrOxub8Jk1Y3A9trt5JQuhscPEwqH8bhtlKgeuYDDisksjtc1FVeB+JK9ohZY9HyfZlRV\n3KGGWWdlpl55e9HX3L6vHkkSQkRP/vQ0ABu3CYN1dDCILK8OlbjVzIi6EJnv0To7eByAWFJV8DWV\noJjKLjmvUPgcFjZWOFGAzgVk3gF+cVsFAHHnR7V9r5x5Yjm7d80YhpYBMDsJ0GBtMXjmCEjiAWtV\nvNQ0FLfiYI58ifeBiQ5yU7O3B2eHA1a9+11aO3JBhKy4vQ48qnz9hXMTy9zTwmDcs2uXtTy2o9Oi\nrpIsi8m90yUWSmJpWTO+ypyFM7QSwzmPlloQfUR/ftgqymada7M6qCrbom1HzAM0tJZyW5swqmRJ\nQs4quL12yirdQPGMrcXrxtlYi5xM0fd/fwSAb5furRv8/s8XfU2b3cKW3bUAnDs5QiYjc9u7xTUV\nRa+ztRYplnHtmRQLkRvKVZW+TIruEWH0zkSFrHvKLBYiJaDMVTjvcT7bq4W37XSesvBc/MI2UdtO\nNldo+6Yj48STCxtohcQwtAwM1jhpWUYxiRAWq+yhstZb4B5dGRW+Gpw2MTlRULCZxMTs+HB41nll\nN+q5BYFDR7X2npvESnkmLRu5WgYGRULO0AKxdFJaKkQv8osV+4oiR0ut2ij8MwAAIABJREFU2zM2\nqR2zV5dfcv4dO9+vtYPWThpay9hdJ56xtqwqX7+juiijCPzXbQdg8qXDALPCIqcOvY1yFR6o9/3y\nbkrKXGQyMs88fAabw4rHJxa9nnjwFJnM/KFhBtdOTtq9Rl1oPNV3mHQmiceh52VnrGLcS50WrObi\nMAO2V4t3/eXqafkcFrx2M0gSSasoA6Og8NMiDh8sjv+wQcEplvhig6XH37SDtE3EbVsVD6Xl7gL3\n6MowSSZ2tuiKgX6LyDMbi6RJZfQJgG/HJq099O+Pae2d+xu09oP/svgwmGLHuGfXLmt5bJ8/+ZDW\nViQ3JW5hvISS+gS8pJCG1rAwtHI5WsnxKe1Ybl8+BzbdorVnrGeprvPR6BeT3Jyh1b5V/1wxje3m\nP/4tAEKnzqMoCs6mWix+YSRmghFGH3lhoY/PS2mFWoT26BC9XRO856NC/U5R4PTbQ0vQ8+KjWMZ1\nMibe9RVq7tXJ3tcBMJtzXmJJK/pbDEIYOXKG1qnRyKzC5XOxq0Z4v5L227V9hzoeX7a+XSuGoWVg\nsMaxREIkXLlixR58Jc4C9+jK2daoJ7y6lF6tfXFaL0ZssllxNopwlci5XuS0eEi7PXasNjMAsUiK\n/h59wmRgYLDyzEQmZ21nTZVaYeJwIt+jZV7RfuVQFIV4zqPVIFQHk6N6n+cytKpLGrBYhLcgZZ4m\naZnEmc7iSmXwqM+iiurijCJwNNRgLfWRDsyQGBpDkiRK9m3Tjvd+/YGruu7dv7hdaz/0vaM0tZVT\npUZSvPBYJytZVmg9ISsKU6pHq1zNc+yf6AYglhCRIKW+ZpDE/VUMQhg5SpxWtlS6kBV4a3DhCJSP\n7RbeZtlcp+2bjkwQSRRn5EpRGlqKovBy7zQX3pH0brB8FEt8scHSEzrzJjG3CFuxKG4td2k10FKl\nh7JkIq9r7fNTs+Vcq99/h2jIMjNHTmv799zYqLWf+MnJZeplYTDu2bXLWh3biZDI0TGZxERPNlXg\ns4t2eJZHqzATwPR0CDmexOJ1Y/GKFfZczhbMbWhJkkRjxfXa9ps9TzM1HKJ9OoJZgbDHgTvvmVtM\nYytJEu72ZgDOffkbAFTdezB3kNCZbjLRxUtn+0udvO+XRUi3LCucPjbErfeJyINsVmFiNLzQx1cl\nxTCu0/EMWQW8djN2iwlZkembOA9AOis8XaUlu7Xzi8mjBXCDKt/ePbnwb25LlRubWUI2zw7lfeyt\n7y9b366FojS07vvWcf7ncxf5zYfOcu/9x/jKK/3810fP87mfdDKpSldeCSOhJGdGI5qFn4+xomKw\nXrDHYsS94la3W9xIpuLLFZiP1potmCTR91j0jIg9AY5cIohxq9aefOktrb1tr178MDyTJL2AdKyB\ngcHyMhEU9agkValPNtfgVcMEQ8nCe7QSOcXBer2Aa3xwVGs76+Yu7Loxz9B6rfMpBi9OU5IQ846R\nAhmNV4qrWXgFQqfOAVB2i4gikCxmkGWCx69Oln3rnjr23SyMuJceP0fThnLsqmz/4z86iSIbc7Cl\nZnBGRHo0qKGrfWPniCZC+F26iIvbv19rF5NHC2CjKuDxzPnAZc9tV8NTZ3x/ru176PVvk0on5vlE\n4ShKQyuHLREHReHxc1OcGo3QN53gkz88w2Bw7n/kcP80HceHSWWyvHxhms/98DTfvf9NvvnXz/O3\nf/QkTz90monpGP/5513c963j/OyNAf72j57k23//CnJ2fcuOFkt8scHS0+ytJqYaWmX+S5O5ixm7\n1UlbjQhlkVAwS0K69sTIbGWi/DytwCu6oVVR7cFXotcMe/2F7uXs7opi3LNrl7U6tjlDK6sqDqYt\nW7TQwfy8jEIVLH6n4mA6FCET1L0vjvpLPVoAWzz7sMgib2Q8OETPYJeWnzVtszId0xeIi21sN/3p\n5wGID40hp9K425uw+L0oathj8OjphT6+IAfvEYqSiXiawd4Am7aL/+vkWITBi5efTK8mimFcB4Li\n/dio1sk83SfehT7V0LKYLKTMuppvRZEZWpsqhfEUSmY5NrSw1/OD24XqoGxpQCaXd65wdujEcnbx\nqihKQ+uGEyf4+He+zm/+zZ/ymQe+RfVQPyhpkNNUheP87vdP8qMHjnLizQHCwQSP//gkLzzWyQ/+\n6TDPfOtlvvqnT/O9B0+yaTJEVSyFMytWTk6+Nch3/+ZlGt64wF29Y5z/+RkAAhNRhvpmCvknGxgs\nG45okLhDvOg3NLVd5uzi446dv6i1nYj8iXAySyzPO2VxO7FVlAIQOtWleawlSeIjv6avNr/9ykVk\nYyXVwKAgTARny3tnrC1a6OCMamiZJXBYCjM1iQ/m8rNUaXc1XwvA4vNg8cwtJJQIZqhO6KIYx4M/\nRQJkIGyz8HJv8c4vHNUVeLe1o6TSTDz3GpLJROmNenjZzJEzV31tm93CDbeJIsZP/vQ0B+7cgFlV\nuTt+eGChjxpcBQOqR6tJXVw81SfUJJMZsb/SX0cgrjsVKj3FFTpY6rRqxt/hgeCC597epnvpkvab\nydWz++sf/86y9e9qKUpD65Yf/19cipmzv/Ilhg9+gN1JO9aMQunM71AVepibhwL0nxnhhw8f5ff+\n+Q1e6Bxj9H99lR3f/jIbf/pNql/5d9rP/oj6Cy/iffNb1L38MLbpcfKnV+Z3zLUOHelY1+GExRBf\nbLD0KIrC+OhpFJOCRXbT2Fh3+Q8VGTduvktrW1L6S39QXb3LUX6rMKjkZIroBf0lXpansijLCuND\nxZkwu1iMe3btslbHdiI0rG9INpAcmkdrKiZC7Vw2c8Gk0N+pOBgf0MMG58rPyhGYjFCR1oV7Zqwd\npKUgcZcN2STxWp/+zCnGsa1+720AjD32EgB1H75XOzZz5Mw1zY2uu7kFp9tGeCbBwIVpGtUJ8rlT\no2sqkqgYxnVAjfZqKLGTzqQ4O3gMEEIRAM1Vm5jIS78pNo8WwO/cLNSC8wWv5qPeJwzFtG0XuSeG\nrMi82vHUcnXvqihKQ6v/7o8zePuHZ+370KM/J+b6JMPO5yh9+yfs+Je/ZP9jP+SWh/4c/8izBLZc\nx9TW6zn+mc/z+Ac6Ob7lDd7a/Cgv3HuB7tYeNj70j7g7hXUfsvQQNQ+RlqKkpCAx0yjPnP9rPvE3\n19MzcvWrNwYGxUYiIyMp4iVvk0soKXUVuEeLx+P047SLsBwlpr/MLk7PFsspv12Xgh/9+XNaWzJJ\n3PWBrdr2c492LFdXDQwMFiAXOgggmUXiey4fKxhX1UJthcnPAjTFwVyOVi5nC/RwwrkITESxKm5k\nSrR9M9ZOHFXiudU5HkUu4oXc2g/dA8DkC28AUHpgj3YsNRGYZXAuFrfXzo23iUiKl5/q4vb36gJH\nPWfXZjH5QpFbfGzwOzg/fIpUJkltaRPpjNi/tWk/gZgeoptTJiwmmlVV5OPD4Vm19eZis1oEXLZu\nQM5zpfzTE3+OrBSPEV+UhlawqY2EaQol7x/Xc72PqtBL7B74ZcLtBzj563/MoY808syHwpxufZZX\nNv0jT9x3nJP+/40izR6cjp0BvvvFFKevu8jbJX9Ml+fbdHq/yQn/X3HS/7/p8H2NmGUEFIl/ffEf\nVvrPLQqKIb7YYOkZiyRpKBeJsXa5BG9evtJqYlOdqMNikqe1fd3vUCX1bddjzwOvHp11bM9NTeQW\nyUcuE5KwWjDu2bXLWhzbRCrOSF6x4qxJ5Fj4cvLu6qQqF0pYCN6Zo5UvhDFfflY6lSU0k8Bkkoi6\nP6btD1q7aG8WhlciI2sqysU4tq62Rkx2G6mpGTKRKI7qCtwbW7Tj068fu6brb9klpPKj4STptIyv\nVEymj73Rf03XLSYKPa7prMx4JIVJglqvjSeO/ACAqhJdeXdn23u0drXHhq1IihXnU+O10ei3Iyvw\nszMLG+I3N4vFGhkbWZN+f6azKc4NXNtvdikpvv8ycLTkzzjt+zuO+v87HdIfk4530ev+EVFLPyca\nf8QbLd/grOefGLW/OOtzGZNeUdoeK6c0cQcoeghCwHYZeWdJoXPwGFnZUCYzWBv0TiWQzcKjZZX9\neH2r09B6975PqK00KOL+7BqfXUE+V0sLINo9+wUuSRI33r5B207GL1UiNTAwWD4ujHagKLKmIpqW\nxP3qVQ2rSEqsQPsLqNKXGJqdoxXPy9FyzhM6OD0pnkMl5S5k2w5MijAiQpYetrTo9bOOFnHIsiRJ\nOBuFMRQ5J+oVVt2r55xNvvTmNV3f43OwURXCGB2YoaFZ5NP290ytSan3QjASTiErwoAySTInLwrv\npMUs7q9ybw1Tcd150VZWnPU0zSaJz94g1IIPXVw4t/FgawlmdYqfsQpBLJtFzHG+89zfLF8nF0lR\nGlo5FEkm5ocTtd+95FjMMowize0aTNjvIVD+Z8TTN7Hr7HsX952KzNNHf3RV/V3NFEN8scHSMxBK\n0h8SXiCr7MRcoCTza2Vns5CklQBLRkwELrwjhtvq9+JqFfHdybHJS/IK9t7UpLWPHV79K6nGPbt2\nWYtjOzYzCKCF9KQsG3BaTVjVVfV4WiyglBcobyQbT4rixJKEo6YSgMTg5UMHA6qhVVbpxuv0Upa8\nBUe2CkXKEJN78KihkG8NCEOrWMe2/F03AHqeVv3H36cdm3zxMIp8baFYpeUibP25Rzo12XeAo6/3\nXdN1i4VCj+uQGjZY77czHOgjmU5Q6a+jd0zI87fXbmcsrOdn1fiKSwgjn+savLisJi4EEpxfoKaW\nSZKoUgU9Yu7PAJBShT/6J87TO3p1pQmWmuKcdSlzJ8K6w/5L9lkjH+Izf2fnk1+38fFvuPnAA9V8\n7J9P8/m//BJ/3pDhS1/5El//8I+5pfweShwV3Ok5yK9+xcZn/s7OB79j5dNfsfH+p95FS+wj2jWP\n9Ly8bH+agcFKMhpMkraLF6SN4lzBuhIsFhs2iwiBtCVfAUQ4TuQdMdxNv/5R0VAUpt86NeuY22vX\nwgePrZGXu4HBaiEUmy3nLZvrtbBBgGRGPKeqC2RohTt7ULJZPJtbMdnF5G1WseJ5QgcDE6qhVeHm\nv93eTGVqN76MyEl67Oi/0F4hnrvnLlOEtdDU/MKdAIw+8jyKouDe0ISzSYgnpQNBwmfOX9P1d17f\noLWj4SSNbcKr1XV61KhvuAR0qBEeLaVO3ux6XrSrNjMTmQJgd+sBRiO6oVWbV0S72LCZTdzaKsJu\nn71MTa3r63WvsSx5Zx376iN/tPSduwqK0tD66/Lf5//+2uM0lIuHldPm5iM3/wb/54+e4iPvfpy6\njX9DxraT977rmzzw5T/h3oGXKW1spqyhlpt/+1Pc/bU/5q6up2n5Tx/H6vdS0d7GF/7jX/NPv/sU\nv/Hb/8Dtr/2Ykv072fvJT9P7yV/FPj1BeWovkiIe+gOTPYX88wtCoeOLDZaHYCBISZtYSfTYfAXu\nzbVxwyahPmjNnNP2jYZnFzDPlyUe+O5Dl1yjvkW83KPhFMF3iGmsNox7du2yFsd2Kjw+aztrrtTC\nBtNZGbUKC9Xewqy057xX7jaR0yJnMiTHprTj83m0RgdFzmdFjZdmtxW3XIY3IyTNzw2fYJdqnyUy\nCqmMXLRjW3rDLqylPuIDI0wfPoFkMrHhv3xGOz754uFru36Fm+tuEZ6sN17s4SY1lDsZz3C+Y2yh\nj64KCj2ub/aL3+F19V5ePv0oAE2VG5HVUPsDW+5lPN+jVaD77Eq5Y4N4V3e8I0Xgnexr0Oc12zZ8\nZNaxkem+opjPF6Yq4GVo+ewvA/C3//HHlxz7pV3V/NKuauBObZ/JauHWV//tiq/vamngpkf+GQDb\noy9x6qGfISFRkdzPhON1oonijaU2MFgMiZFx4i7xoK2rbLzM2cXNR27+HIc6HheCGIoCksRQKKlV\niAfwbGoR8YUKBE90XnKNe35xO9/5igjxOPlWP7feu/mScwwMDJaegQm9WLjD5gXJjs+RE8LQPRrl\nrsJMAOOqwmBOxj01MY2S1fvlqJ3bozUzJTxVVbVeEiERtuRLb8IsO8iaEiSCzwI3ATAUStBaVpzK\nr5LJhL2mkvR0iIlnX6Pspj2U5akPTr74Jm1f+NVr+o6KGuFxGBkI4nTZsDssJBMZuk6Psm3P6is9\nUiwoisKwakS1lpq0MF2TSfhSHFYXTrub0Yiu+llb5IbW5ko3Jgm6J2MkMzL2edIedtR4cq98SkoP\nAP8y6/i/vfx1vvThv1/u7i5IUXq0VpKGW/eRkhQs0RC+rPCgZbLpdVdTq9DxxQbLQ3Z4kOHxGVAk\n2jdsKXR3roma0kbMJgsSWU2y/vzE7NUus8OOtUSscCXHLw05KK/y5OoacvTV1R0+aNyza5e1NraK\notA30aVtl5eIZ1GZKi89nSdOU+YqzPpv4h3S7tEePY/TWubH7Jw71Cqm1iVyeexMjkUAMGPDo3q1\nugcOYTWJh87XXh0s6rHd9If/CdDDB51NdZjdwjAMHD6BnF5YbvtybN2lCxYN9U3T3F4OQHfH+KoP\nHyzkuM7EMyQzMl67me4hIVzSULGBQx1PAFBVIsQlcgWNAaqLOHQQRJmHllInWQWODs0vmOJ3WKjy\niOfIYNSHxOzUoyPdL5PJFlb8at0bWla/l0xpKfbgFI5subb/nfHkBgarEVPoIgoKNsVPXW1Nobtz\nTUiSRHWJiPO3pMWk7dzkpeF/ns1iwSQbjs65YOJXpYXTaZn+nsnl6q6BgYHKVHiUWDKibft82wG9\njs90XJ/AlxWotk98YAQAZ4N4Tk4fPqEdy4ljvJN0OksinkYySTicVvp79FBDi03U0Lo4fpa7Noh6\nPx3jUWS5eBdxK+++GWuZn3jfMPGBUSSTCW+ubEYmqxV0vlosVjN3vl/UNBy8OM3mnfo76ZWnuub7\nmMFlGFG9WdUeG08fE5Fgt+/8BUYCYjHx7t0fIZ7OMqXW0Cp3WXGsAmGs/Y1i0fSVy6gP7qgR99qZ\nsSjf/r1XLjl+dvD40nduERT/f3oFqGiqwRoJYpfLNCGO3ErAeqHQ8cUGy4OUGaOs2Yk9W75qa2jl\ns73pegCc8UcAOD8Zu8SYqvnQ3aKhKES6Ll5yjY999gat/ei/X6bkQxFj3LNrl7U2tn3js4UUTHbh\n7SlzCu/VaFgoppkkNJW+lSbWOwSgKZfG+/UwK3t1xZyfyUm7l5a5MJkkbRtAcet1/TZ6RJ6IrEDb\n7v1L2/ElRDKZ8G4T/Y6cuwCAb/tG7Xisb3jOzy2Gti2VmEwSXadH8ZfqYZRHX+/TvIOrkULes4NB\n4amqdWfoHDiCSTJT5tEXBw5ufzddE7oYy546z4r38Wq4Ra2Tld/3ubirvQyArAInx1L8/ke+Muv4\n/U/95fJ08AoxDC2gcd9mrNEgJqzYZOHVerXzqQL3ysDg2pElIe3ukMs1T85q5sM3fxYAszwMSopY\nWtZW83KU7d+ltcefvjScw1fixOlWJWEjKTLp1R2yYmBQ7PRPzDa0Yop4z+Y8WkMhYWg5LCYkaW7V\n4eVETqWJdImyEa4WEWYV6x/Rjttr5ja0psaFl668yoOiKJrUO8CIeZPW7h95Xav3c3IkQjHj2SyM\n4MhZYRxW3qPX04r1Dl7z9UvKXGzZXYuiwMPfP8p9H96uHXv8x6t34auQ9KshgfbsWbJylo31O+kc\nOAqA11mCy+7lXJ6x0uBfHYuubeVOLCaJgZmEVtB8LvbW6WqDX36ul011u3FYdSN+dGaAN84+u6x9\nXQjD0AJKD+zBHBM5H66MeMhOBK995WY1Ucxx4wZXT9YRJ9AXx572YS9gIdClotRTidfpRwKsafFS\n7ntHPS1Xqy76EXj1yJzXqa7TlYpOvDWw9B1dAYx7du2y1sa2bzw/LExiPC5W1Ot8Ik9kOCgWS7z2\nwuRnTb4o8lqczXVYPCLMLxdKCOCY19BSpd2r3ASn42TSuRphJqJmXc78cNezVKiLOz998vml/wOW\nkJK92wAIvC5CJ8sO7NWOTR2a+3m6WHIhg5FQkqnxKFbVi3mxa5Ko6t1cbRTynj3cL+avY6OPA7D3\n/2fvvAPrqM60/5uZ24t6712y5G5csMEFG4zBYDBgagIhJIRNgHRI2CSbTTZ9EwIbWBKykNB7tbGN\nwdi496YuWb1Lt/c75fvjypKFZGMIBMjH89edO++ZOVPOmfO25y1awKGWHUAsVwugwz36nfy0E2Gc\ngEESqUizoAEvHO0/pZwkCiwcpoOPKhodXpFl08cyEN776l2fWK7W54oWED+5DG1Y0bLLscnx5Hjy\nz/E5PqsIm2MfLWPks2HBOhMUpsdi/M3B9aBptDjGhhVIZiOiOXa9vvqWCY8xbe6oMvbO2joU5R8r\nxvk5PsfnODV21Y9ak+3meLo9Met0dnxM0eoZXlwnf0JEGJ5jMUUwbfm5AKhReWwNrayJGQdP9mh1\nt43mkUhWIwgCOl3MoBORQ2QbYorLccenu6xE8sJYaKNj5wGUUBjJbEQXH/MY9K3fStR9amKCM0VR\neSrFFbHQtn3bWll++ederQ8Ld0imzRXCKHjoGjiMQWekOKNqxFkwp3QxMOr1gs+ORwvgplkxApXX\nagdRT0NSdyJ8EODxA31cPPv6cTJr9z3x0XfwDPC5ogUYUpMQlAhiNIxVjXm0FFUmFPl0T4gfJf7V\ncgI+RwwhS4ikfDM29bPvzTqBm8+/GwCd0oqg+jjcPTBOxpwTYw47uQ7OySgqT0Wnj01/mjZadPSz\nhM/H7L8u/pWe7aHjO8ZsZyaXomiQZtNj1sc8Ga5hMow02ydjaXfvPwZA/IyYESfU3Q+qimiIzZun\nqqF1sqLV1eYc+T8vP2Zd19sXjfzn7X8eNA1d3lQcn+JcJGNaMvaqUtRgGNdw0Xf7pBjBEFEZ175j\n//A5BEFg1Q0zR7ab6wZISIqFtrc1DREMfHrvz6nwSY3Zmr7YtyvfGjMMFGVUcqR118j+C2auQVE1\nmocLZosC5Cd+dhStqvSY99sbVvj1O6dmCj4rZzR8cG+nhw6viSe+O7b221Nb7scbOD2xxseBzxUt\nYoM+LjUBa3cLZiU2oWpAXeeBT7Zjn+Nz/ANo7x0krPeDJjC5OO+T7s5HhozEXJJsMQuzXj42YaJs\nzg2rYj9UlfDAeAZRSRLJyksc2T5RdPRzfI7P8dGiun3vmO3UxFhoWupwKJ2maSP5F6Up//waU5qm\n4TpQDUDCrCkABNpixBicqEM0gUdLkdVYDS0BklKsdHeMLuAmV6QiAP3C0pH/hjxtGJQ6ALa2frrn\nm5RFMcKgwc2xhWryOWeN7HPu/Wg8TqIocO2tcwGoPdzD8ismj+zb/c7xj+Qc/z+gZrikgD4ce1Z5\nqSWs3Rvz3JRnT0MSdezr9BAZDtooSDSfsibVpxGSKDBcHYHNzU48oYlztfSSyA+X5I9sf3dtE66g\nxhPf3U28ZdTb9ZMnv/yx9ncifHbu9seM/MmFGN1DSJgQNQsC8PLORz/pbv3T8K+WE/A54IW//i8I\nGt5WiQUXLX3/Bp8hLJ4aU6RMoY34ozoG32Mhzl6zYuR351OvTXiMs84pGPm94cVjHzkpxqA/gv8M\na8N4QjKbGh00DAaIyGcWxnjymHUGozx1qBf3KT5CnzZ0uEI8sq+blk95GNXHjVPVa/xXmo+7HWOt\n0HpjLD8nZZgIIxBVUYZvQ0Wi8Z/uzfA3txN1ejCmJWPOjfWt7/V3AFDDEQRJGvn/ZDiHAqiqRnyC\nGU3TGOgZDanLy08kP9FEFBu5aaMKhD26FU/zIV6rGfhU1+pMXhxTtLqeXYcqyySfO6ponfByfRTI\nzIlHN+zVPLCjnZS0mPdi37ZWAr7TvweyqnGw28tQ4JOtkXQCZzpmhwJRnj/aT/gM5/nNzU5+s6UN\n3ynIIA52+xBUDz19mwEIRYKoWuy7s2jyJQA8frB3RH5V1cSlCiaCoqifCrKoR9dUjvz+wjPVp5Rb\nXJw0xrP1/NE+JFHHr256auS/bkcr7xx99ePp6CnwyQREfwqRvuxsDHufBUDSbKhCgP4Whbc3NXLe\nslICYR+SKKFpoGoyFuPow9Q0jYbBANlxRmwnJfMGAxE2vHiMloZBispTsVgNTJmdQ0Z2/Gn7IkcV\nBEFA0ol0PPEqol5P0sql9Ha6scebSEqxIkr/mI6sqgq+kIc4S+L7C58CoWAU11CAjJzR6+n3RXit\ndpC1tYOkWPWEZZX5+fHcdFbW+1pRTnx4PmrWqXAoiqpqmC3jw1LcIRmbQUIaNplomobiC6CzWz/S\nPpxAjydMms0wcj7XUID4RDOCOPE1B/wRAr4IKemjdKytziCHu32Y9CIzs+2srR0k3qSjps9P/WCA\n311cSprNQLPvICSCSU4iMSfrY7meTworZ9/AizseRqd0ICq97OvI5MKK7JH9hsR4BJ2EJiu0Pfw8\nxXfcOO4YhWUpGIwSkXDsQ7J7y3EWLCsdJwegahrvNDvJiTdRljpqdX+9dpB1dYOsnJTCivIYk9rA\nkJ/Ha4ZY3+BALwk8c93kMfPCRHjyUC8vHhsNgfz9ylIq062Iw2PB7QwS8EeoCY2GT3iaG7lay+PS\nyhRue6kegEf29ZBm0/OL5SXknSY8xOWILRKTUj7Yex6MKgQiKsnWsaGoYVk9Yytpda+Pb79ajyaK\nPHWoj58vL2JO7unnxDNBrzfMjzbGLOEC0OoMsbQkkbsWF4yR0zSNqKoRiCgYJBFRUVFkFbNFf8p5\ntd8XYW3dIJoG10xLxzKcvN/rDZNs0aM/w/nYFYzyeu0gEUcAx9sxJr6V10yj4qRCrqeCMxjlnWYn\nKypSPpYaOMGoQk2fH1WD4mQzCSYdzkEfjoEAJZVpKBpsanRw3BFkZUXKad+vE+hzdbK/acvYP6VY\n1MiJd6humFBCAN594iDbNPjK9xah+ydZ3U+EwiWcNXnk2+PYfQgNEDQNW0XRCEHGyXAMjIYNtjWN\nhiibLXriEkxMSrPS6gxRVPAFOvrvAkAL7gVtJh3uMLe+WMdDqyu6I4FOAAAgAElEQVQ+EZbFU6G6\n18e3Xm8EVeSr9nhsg058tc3Ez6xC0OvQojKu/dWosoyo+8eXj6IkctOdC3j0j9tprO5j+rw8BofD\nMfdtb2Hh8vJxbXxhmW2tbn7/7mhB6aw4I/evKpuQTGVDwxBbjjspTrZQmWalbsDPtdMzPpE6UrKq\ncc/6Jo47QlT3+vjJ+UXjZFRFZcNL1Qz0ell2aSUPbGvDHdU40uPlb2uqRtYOEBuzDYMBBMGAI+lh\nrL7/o6FrtP7bkqmX0esNj2EcnHkSQ9/p4Bz089ifdhAJK8xfWsLZ5xWPvKuapnG8foCWhkFmn1tA\nXIL5tO9xU00fLz9+kOKKVFZeM32E/ORMkWE3cseCXO7b3kEwqnJ8KEhR8sQsyt88J48bno4pYy8c\nG+CWOdkk2lK4dtHtPLXlfgAefOOn1PlmMBCQ+d6i/HHvgi8ss7HRQYpFT+5HUBZH+GdaVQRBuBC4\nl5gn7a+apv36vTJvvfWWNnPmzHFtP25EnB5evOAbdJ5/Hb36/XRaX8QsZ1Dlu53KJSb+fvA7yFIe\nPtstgMhFk3KYmZeLKMB/vDmacH/nObnsbHYSV9OF+B42tBOwFiTxqqTnsqpUvjo3G0EQYtaZLg9d\nx4doWl9Lcs0+MnePUswPTJlP3+xYfSC/TqSQDjLDPmZ/50ZMCQae3PQQrp2TkPwuzl6Tz6CuBcV4\nFjuPhTC0OfH2HKe8IJGrb74QOSLz6qZX2NX8JhHRRVXO15k3PQOPo5+tQ27OqVxA1bFD1N/+U2zl\nheTfchXZ16xE1OvQNI21zxym7siohaSoMpFa21E6ldk0O4etNCfeq/cMvocuK8AguMhMzKNj8Dgp\n5jy83iCNR/vZveU4kiSiKCqLVpSTNjmDuoEA87NtvLi5hYEdrRgseq776hySU210tTqJdnajT0nA\nnpHEzrebKZ+eBHv2onQ7SPvqKvR6E3//415UVeOmb56DqJcw6kQ8IZnvr2vkuCPEBaWJXDM9A6tB\n4tidP8D/6g6E3Ez+cMsPUCWJ/EQT/3VBIUQUTDqJjqDM9jY3l09OJcWip6vVybHHn4c/PQrA4Jwy\nvHd8i6kmleSkZMon5fLskX7+uneUyfK2AjvNbzeNbK+8ehoV00YXW5qq0rynmZdfjVHsJmXaOZqX\nQpMjiLmvF1WU8CYkoQ2HtqBpxIVlZFEgoJcoT7XgrrmViM5H0cBqfvHbe85gFHy28KX7lhMMDaKI\nSbjjf8XPLyxh63EXO9vd/GhpIb4b/g1fTTOIIkvat7DluIuCRDOZcQZCskq/L8KbTx1C7vdh7usg\n/cAmFr/we1KKssecZ//GPfyuTsUaVXAY9VgTTciCyJA/giGyF1NoE4qUxfTKb2Dq97PVHWTW9rdo\nLa2kN7eQqnQrf7ikDFXT+MEbTRzp8fHVmRnkmXVMKkritpfqxlHUmyMy5UNebr5mKhFXkI0vVaMA\nB1MsTH13A7pohLdWrsGsgl7VcE/AKPng5eUUJ1vQVI3aIz20Nw/hHArQ1TqaS6KlWPnCF2ZgFAX8\n3jDWeBOJw7Vt2o8PsWVdPaqq4c+MY3NQI+D1k99Ux63fXs20YeXorcY+fr0l9m5bw29i8L/BLUu+\nRbatCm+/QFKaiaPd23C4BqkfnMJgWw+rH/sTR2afw57zLyMxGMUU/xrfvGANRZnTaK3rp715iKyq\ndNZ1+RnwR1hTkUK2URwxUmmqhqpqiJIAGqytaeK+XbEFmj0YxmcyoA3PPdlxRlZVpbKqMgVBELjp\n2Wq6PRHQNGwRmVx3gFxfiBnz8liwopTXjjYSVvVcPytWT8gdklnzxNi8lB8tLeRIj49XagaID4Y5\nLxol7A/jjDOz02LGIglUdjpICkUxZ8ax/OJyNAT+8PwxBs0G5vSMzRO46bpSAtUNHNrZhjUjibP+\nbRWvNDro9oS5LNWEwxnkdwe6SR8cItHby82rZuEzpzJpeiaay4UxPXZtfa5OPH4X/h4LEgaM6WF+\n8tyd+PXzMSUsY2lhBjMFlaA3zPR5ecQlmHEFoxgkka+8UMuAP+YdiA9FmNnjRD88jWcXJlKflcju\nTi957gCipvHVS8qZURlTmpqHAuxet5vEP9xP5TeuJ//mGOPX3976HW/sH7Ummw1Wiib/lXdbfdwy\nO5NZBpFn6od4ZzBEYjDC7J7Yu5mZG09WXgKLVlQgigJqJIrs8RHuH0KyWrDkjxqOVFWjq83J0b2d\nzFlUSEq6PWa00zQC/ijH6wcoqUwbZ2jTNI22vz7H0Ja9DLy5nfIffZ3Cr1/P7se38G7NqKe1wt3A\nyj/dMW58rX/hKMf2dzFrfj77d4x67QpKk7nyS7NZXz/E799tZ0GegdpDXxzZHzIuIWCNJeqXJJu5\nf1X5yOJZ1TSGAtGRsMqGgQBRRaUwyUxdxw7s5gRKs6aMkAKIgoCsKjh9LiKalZerB7moIpmceCN/\n299DrzdCcbKZnW1uGgYDJBhVqlIj3LFoNqqqMhSIUphkQRIFoorKV16oo3uYan/Fc48y6fBehJuv\nw3BNLv1X/5J4p0hzOaz+w/1kzpw17p6cDrKqIRDLEZKVKL6Qm8MtO5lfcQFvv9rI4QNdpKXZGBoO\nhbNqLpLn2vBmzUAUBQ52eakbCGCUFRRBQJ7AuPHNBTmck2nDPkz28F9vt7K15fQ5OYlm3UjB7DSz\nxB39RyiZV0XS2TPwe8MYTToEScPtd2LQGTDoTfT1DfLms8epmpFFSoadwtIUBvq8hL1uXnpyDxFz\nkIyzXFww8wrSEjMRBIGXjvXz4K6ucee/cWYaV03NRC8JHNjRxua1dWP2R0WBHTnJhHUx5eT80iTS\nbQaO9vpoHgriiygImkZKIIzbEMXm/RYAheaFLF72Qx450IsjKIOmYTFIvPTFqeOUIq87hN4goddL\niJJA/dFeXn86prBZetvI2r6WwYUXs+z7V6DIKq8/c5joSdEaCckWrDYjS1ZWjHEkaJrGO+vq2L99\ndHwUlqcybU4uReWpDPZ6aartx2IzEJdgIqcgCcOwstzT4SIYiFJUHvPA9XV7eOTxgxwXJSoKErj9\n0klUH+iit8vNYJ+P2ecWjrBZPnO4l7/ujbGG3jo3myumpKGqCjf/cRGhaGxsJ0bPp9i/GHe8mZVX\nT2NuQSyvMhKR+f3f9tLpiNIRZyakk/jlLFi6dOmHtoj80xQtQRBEoAFYCnQDe4FrNE0b81Z9UooW\nwEslK2i+8nb8+h5q7Q8gqSZmeH6EFuhmINSG3xTElZlJWF9PVJdBfHgJi7dtQYqGUEJets07l6HU\nNObW1BHOKkLRGnGZs0gK2Yh7j/t1b2YiTqNEWs87qFI9giRREpiBNZBIzobfs/9chal7JNK7RDRB\nwFExC2fJVIKpOSQde4fsPVsBOHD2EurPvYjEUJSC9layt/wNV2YSjUXt9BYnkBSZTLKvlOz6fhS9\nAXf56L11mPS4jDo64q0UufzYAgfRenYxfWsPce7YB1cDQkkZyJqKZrHTvvx6VGTCooN283o8+h40\nw01UObNwSBr16UmYFY2zO4cQAVkQ6LUaqUmLDT69HMQe6iXL04pf10dUbUCVQpiVSnKCc7D4BEzu\nQRRfHccqF9GWXUBZYy25hrH0ul6xn+J3N5NWX0/UbMNZPpPUw+/ijVc4OkehcXJM4Yt3Glmwbx6D\n0xej6g0M6gXSe9s4OnMGuU3t2PUxS6XQW0N6XQ0px2tGzhE1GPnr93+FLElk+oJ02l0kuH+JJoSR\nxMsJqXOZf3A/Wv5UKh/7JaIy+oydpdPoWnAJiCL+qQMc7O1EZT5T6+pIMCXSkJlOW6KNqkEvWb6Y\nQn48N45ekxkcTpZWNxLMyOdkePUSeWsfIbuzdeS/J772fZzp2SzuGEv6EBQHqI67F51qoaD7cn5+\n37fPaAx8lnD/a//O9tpYYXGP/fvI+rIx+xfv3sTM114C4Pmbbqe9pGJkn6gonLPxZTICEVwzzgOg\n4vHfoIuE2HvFtUwrycbdF2Wz0USq3k7qSeFMGtBvMeIUH8WnG12AG7QKvPZvsvDlxyirO0rnuavw\n5o+eE2DAbKA+2UbAoGfJq09T1NpISKfHGAziyc1Gch1n7+IbSNOHsGs5CLxnbldV8t58kq6Fl5Ny\nbCfmwR5UvYGjZ82nsiSF2h4nDYkZBGx2wiYLlU4fGe4gQamDFstzABT7r8Oijg+F8klt9Ji2YA1f\nQJaaGauuOoxOm4mAt5fVj9wHgCxpHLpqNrohNymNGq9e+xWSZZH4kAtL7xNUbfcgGNLpXnIFCGMX\nRGI0TNmz96ELBzly012EJCdGLYOAzoNRicdw0jfJaZBwmg102M0k9HeT4nczmJnLNAQYDIOigCjS\nbTeT6QuhEqHPuJ1MVxntthTq88fnJlojMqUOH2mBURrpiOAlKPYhieXoVI3OODNt8VZUATRBIN4x\nQNXh/TROnkVJzUHSutppnJND1NZHXuA8JD48iYOmaRS/+jCWoVE68aZzV/L24mUYZYVZfW6kcJC8\nN5/G2h8rRaBKOhqu/AayyYyxYzf5O7dhCEbwpmcQzCxlYNpCNCm2MHsnNwkxGubSJx7GaE+hf+Zi\ndAEvmbs3oEwt5dE5F6JJEsmBMNP7XPh1EraocsZ5BUFJRdVEinZtIu74MTzFk+mbtQRECdlVT19K\nH/7IRjxJGmUZ59HsXE2KP0zu8LxXl2ynPd5CkdNHiXMsKY0QDVPqa0Fa+wpSJBzzMgFN136Ti29b\ngigKPPd/+8a2kSMUbHgSZ+k0XGWj1OQrrpxC1cyYEWVw617evftBdN1t6EOxhZfn5tsxVZXTUD2e\nRtpk0RMKRJm9sJB5i4owmvU8+Mu38XsjsQ6dtIyav7SE+UtLaHeGuOWFWlKseuKGvo0rEJujFTEF\nd/wvR4yQ8YYIs+M2UpqexZGhTLb3jvduJpoU1N4fEDYuBARC5osBuHmGmcd3bSVi/HBFkCW5mXRz\ngKA0GWdo7FxT0FDN6r8/gCchiRe+1MP5L+nJaRV5+Yav0VGSjKTPZPW0DK6cHM+OI+uJdvYwbckX\nePSAA6NORBQgzqTjuSNj76fd81v0cv3IdthwFn7b1wDQySpL2vtH5r3EPRtYu+pqrIqGPRKlaMCJ\n6GzAnZ5It2jEmF6Mx7UPUXkDxZSHqLYgIFLsvx5bZiqdgwLJwShOg0h3chID1hjLJZo2zgicfbyR\npbt24k9JwtbTgT+nAk9hLGTNZaymyfQUUX0JXvudgJGUQIjEkEyWL4QxKo/k8xW+/gidC1ehCwfx\npibQnPQIXrUHVbATNF+MrFvEpEN7caSk0ZtbiCpJZNj03JBh4cjGBt4LlSgCEm/lp6GJIqmBMCke\nH+kH3kEfDrH5oitY0DlES0oiDv0u9OGYYSMz8mNSQiaiooBtOEyx36xn5lAL2dEhuuLzST17Kgd3\nto875wlYetvI3/gkstmG0etENlnpmXsB8cerietoYLBqLr1zl49pc97KCmbOL8Ax4OP/7t02Zmy8\nHxLq9pO1ewOT/vNOXmiOrc1SM+wM9J4Z0+Wi62dQmGIlOc3KVQ/uJccdwCwKLKtMpWRSOk6hmd8/\n+wMiUkz5LvV9iXi5hAGzHj0+CrRt5DywHQBvTgkdS65A1Rs578q0z4yiNQ/4iaZpK4a37wa093q1\nPklFa++13+ZwNJWhskoOJvwnaAKz6s/HH95O3bTxrGSztuqYvE8iEpfMUNUcPHnl+GwG6u1/JCp6\nRuT0qp3M0BISopMwaHExS2rTDvaXv403bmKv1wlc9JQevXU6XQsvQ4yGyVz3KIlDfaiChqwHOT6X\n4xfdiM/QTZ39f095nMmebyFpZvTaxKFCbV015GePxsEWrH8Mb04J3VMqkDQzOkykHNlO2yQbtanP\njmuvjxYCuXht85g8FCBezqDDtA6H4Qh2OZ+08Hw6zTY8+qdA0PDZbsYm5zG3eyxRwYBhH22W2OLY\nEk7hgtez6Fx6NQABsZeI6CJBji1e8zc+hVtXT+0sHf3ZoJNFgqaJ2ePmtH0VNT6fqODDaeghKZKD\nThvrek478A7m/k4icYmYB3tAEAmk59A75wJazC8wZJyYHCXOM5m8ulrMUimJnQ48VgepPQKKDtZd\nOzZ+fGrvjeRueYWUrgDuJI09C5cQyMjDZXl4RMagJJIbWkFidJjyVlFAklCIoGt5hUnv1NCfLWHy\nyfTlCgyefR02OX/MYu9Ef1P8kzAFp/O733x3wr5/luHw9nPrQ19EUmMhd674XyCqXiSlk4h+Jim9\nQ6x55DcYQwIBq8azX5lD1OCluNrM4nUHEDUBTRCp/tK/A5DQcIjkmj3sWZ5IS+ahkfNYwxkUhW7A\nqI2G2QbEXmri7h/Xp/KuZSSFCokk5Z82lELnc5Gx9y0EVaF3zvkoRjMGrxOfJczhjEfQhJiFtcpz\nJ2Z1fCJ+5o51dHQcoTgxD9lkxVk6DVt3C6lHtoGm0XrhF/BnFY7ID/Eulu4Gitqy8OSX488qQhaC\nRAQ3AhKSpudI/G8BsMn55AUuxaymIbxnuS0F/YQsGjXWe9FQmdxzPTp7rE6LX+qi1v7AiGyJ7wsj\nY1UWAgwaDmBQ40iKxgpKF7zxGHqfi8arbj/lfQLQBWIfWdkSC3lJaDyMq3TaGJn4piO4S6aOa2vb\nt5GNK87FZy9gWk8n6cFTs2/Kgkp1aiLZ3iCCFiU5pBGRw7RpHroKyjhr6wbmbVmPhsbWKzJoyY8t\nUMxKBpXer4+7Vx8UWdteI6nhIADVqh/p2nuIWu2oxJT8pNp9DOTZ0FunoAjhMfOXpsmUPvsHBs66\nENlkRRNFgqk5aDodYSFIfGs1ofyzJjyvGAkT3xS7p5reOOEidCJomobk62fAvB+LNBWzkDNORoyE\niNv9v2y6JDZGc/w3kBGNMftFhr04R9PiGLKYOLtjEHtEft9zZ+5YR3LdPnyZBbQuvz6myJ9Bf62d\njViz0pHr69H5vTgqzqL8ufvQRJFAWg59MxaNM26dCpJeRIlOnGNzy3cWkpBsQdU0Lvq/Q6ga2Lx/\nwhCNPVtHWxBTxRcImS8c31iLoo8eQRGzUMUUJLUDY3gPotqHJLcRMS4gZFyEJphAtI1vfxL0kYPY\nfP9LVF9FwHI9qpQ8VkANkOS6Aw0jipRBVD+JoPkyFhbo+ffzp7Or1Un1mms4NH8IR0oCyX0LuPC5\njWxfdimOtExWPflnAhYbrsQEFGMbR+YItBVfjKAsIKV/gDjnEENpGfTmFo7rmym4FkvwJVAqKTta\nTm+OG0XXiNk3mzTrVKwKaLrRsaoAunCQ1H2vsu6ioyBo6GQdV/5ZxDSsIMqShs+usXWlTDApg0m+\nryG+JzvmmO0hQrp2BIrx2b9HfLCD+MBahgyHeC8SXHGUeq7FoJixdB6lt3IGnoFelqx7DmdqBn0Z\n2ZTWHaV99lLapxg42v8yFRnLyAgvwNrdQubmv/PsrRHU90QzpoXPJiJ4MGhxTN4joDkOow9n0Txt\nDq5iG3m+dCSMaKj0GbfTaV4PwLxNOoqaEmg951x6s8PodVlYopl4BZHwwHGG0rNwpm7BGNmF2ZvK\nsm3l9Jy9Ytx1pe3fTNrhdwGovfY7KOaJ14S6gI+8TU9z/NJbABDkKEl1+0k7uAXZZEFQVRquvnP8\nsx3oJrHpMKqko3/GIjT9GRih3jPnCHIUNBUxGkUf8BCxJ5Kz5WXiOhtxFU3Gl1WEL7MAUVWIxCWO\nM+a9H9rNr9FvjDEzVnpux6ymIyBgdPRR/OrDiGrMaN5TWUrX2ddw0RXpnxlF6wpguaZpXx3evgGY\no2naGJ/8J6lodb2wgS1/fJXucy7hcNyviIpedKoFWRzPanYCJy+E3Lp6Gm1//8j7Ven5BhY1ZuUa\nNOxH7xmiM343QfPplbT3QqdamOL5LhJGQuIAIXFoZCF0QtHS0BAQ0FCICF6q4+5Fr8Yjano0QSYk\njafSPlOUe7+CXc7HXruH6hl6/PoYS05YdCKLEytIVjmX3OAK+o27cRgOTyhzpjAqyYSlsZ6fjNBC\nskLnEZT6celr0GkWkiMz0Gmx8CkNhbDo4ljc7/+hc38YFPuvpfidPdSXttBW9v6JswWB1WT35RIy\nqezPjCkBFQ0rmLF8DquuuvTj7u4ngq889BW87g/ODlpcLXLuhtiHfKjiLLrmX4BP145PaqPbPHEF\neb1qJykyFbOaRqv5FRBiz2Sy51sci/vDiNxU9/cwaAkoRHAYDhER3QiaRJxcjFXJPeWCvNf47shH\n9WQkRCpJcaaS3Z2Cv3AmGhrt5tdo7TpGZcYFWJRMrMpouGNCzS7ap6YianraLC+jECFeLsOqZJES\nOQuProkG2yNndJ9ELYHc4CJSI7Hk+D7DDjosa8feS//1mJQU6m0PjxvHejWOnOCFtFhHjTM2OZ9y\n3y0IiGhoqISRiIX6uHVN+KU2UiNzETQdEoYx90slSkDqRa/aMWoJY86loREWB6m2/w+aIJMbvIj0\n8IIxMioKGsqIUUIWwkQEJ+2W1/HpxtdcSwvPIzt4ARLG4f410mh7dJycTS6gzPelcQs7okHQm9FQ\n0SIuEvc+yWDVAnQJ08d4KyOCixr7gxjDJlb/2cOerHxs599Itf1eQtLguPMBlPq+SLxcjoZGj/Ft\nus1vEx8tJyj1IWp6UsNzcRqOkh5egEoUt74BEJA0I2nhebj0dSRFpqIJMgY1ng7zGwwYd5Mankte\n8BIK1/2diEHg0AXnYJKKMQe96HWji3u/1Emt/cExfcoJriAjfA4hcRCnvgaH4RBBqQ8ASTUzzXP3\n+HsEaKqCIH6wvA2IGUdcZdPfVy7vzaeI62gkHJeEY9JZDFXNO30DVYEP0R+jScftP142sv2t1xqo\n7vMjqA4SXd8HYopWUr4ZR+JDIEigqbGFohrGGHkXUXWgjzahU8Yz74X1MwhYv4igebEEnkHQovit\nN6MJOnRyC/pILXq5GkntG9NOQ8JvXkPUOBftFAqazXs/ktKNoLpYuOApXj9WS4L7R+Pklr6sw28H\nu0vAb9fYccF4kobEAYGsNpGpuyWMYQFV1HjjqlSCVj92t5vJ+3RktQn05mp4EzR2nD96jII6kbP2\n5tByyVcJiQOY1JSROeCY/Q9jxkOhYwnzXqjFl2TltStiYfZZjkoyxDXIgp928zrSInOJk4vHGYLO\nFKUNWcx/fRABAVkHOhki9gQ6Fl9BMDUbn9ROnf2hkecKUO69hVC0mraknR/4fKdDVddKzNazUZHR\nkAn5dyC5jmPMvpmw6BxZpyzYPYdw+apTH+eRn6EYTLQuv55Qyvj8bdNQL6Hk8VEPnyTM/Z3EtdeT\nVLOXwSlnMzBj0fs3OgVOnrvs0WLK/TeftK+L1MZOEjt76Fi4EgGJpVf+iylat912m+ZyucjLi4V8\nxMfHM2XKlJEaBSeYXT6ObU1V+WXlhfTMvRB9US/d5rdwtMXCCpLyzRiVFIItNhQhgr44lpMQPp5K\ndvB8MnLTOBZ37xh5s5xJT2cXqhAeGYAn7z+xbVFyMBUNnbRfJCnfOEY+NTcJm5JPS/fBce3fu22X\ni0f6N9F+XQTiSse2v+5APusv759Q/lTbmaHzGGx302fcdkbyAAk1l+HTtSGXHTwj+Q++HSY/eCnl\nGQtRiLDN+RvCouMDHc+sZDAv+euImsRW56+Jiu6R/fG1l6BTzYglrXh0TfR0dp1R/zJyM4iI7o/h\nek+9bQiCo/1S7v7S0n/K+Pkktl947Rn+9OZfSMtxfuD7M2m/hYOGCgJx1STlhz/U/U7fcQ5qfD7Z\nOQUciv8vHG1BjEoKC5N+gNP1F/YJdWPk3a0a+YFVlGTFaI1buo6hCAG00lrc+oYP/bxTcxOJk0vo\n7ezFL3WcUl5tKsClr/3Ax58tTMOTYqV+YMf7yidEqzAVOolIzlMeryr9IuxyAbuGHjjt8eSmXDLD\nC0e87dscvyMgdZOUb8YiZ2GuX4iIRFyBSrP1qXHtXW0ycdFS0nNTceiPMtDhGN5vJ6qbgvv4AUQt\n9L7Xn5NdTHZoGbuHHhrZb5Gz6OxqHiNvqJ+DXS4mIzcNg5pAZ1csD1MpPYbDcHjM8S962sTTs5zI\nhg83vkVFouSVMjrL4glM3vWB259uOzXHzuq/irR5YkZGzzIDddNVkl8PI+shuNhKxChP2N6gJmAr\nHD+eivzX4m2NLZhPPM+2rpoJt+c3N5DYdIQDdjPuosmkzlpxWvn8zAoqnvpv6qIx63fqtGW4S6ae\nWv4j3J40PZP0xFLcjiAphQGSUq0j89OTr23ivh0dxBVPxxjaQrj2z2Pu11BbhIhhNsbKb2AMv0u4\n9qEx+8/keWkIJBRmIamOM5L3W64mK303ghaht7cSWVeIrXQxaCr+hnUIWgB7yWziPf/1kbxPVfsl\nBlYakA1n3n5Zh41IYi5bbbUj+xMjk2nu2TtOPjkyC620ZtzxTEoa3Z1t/3D/AbLTkpi9WcDT7MGZ\nnYLl/OuwKBk09+zjuOWZ08+Hbhtf3CzRVRrHC1Ud/3B/7HIhpkI3ihg8pfz58b9FQKKtq4bE+v3M\n6+zEWTKNXfkFwEf7/se11HB2Wwvd8y/iqEGYcP/0QIShyjlUC5HTHq+rYReaTkdO0VkfrD+ZFSCK\nY/bbOptocrYTTsoYI28a7CZ92jK6TJuo7lsHwKyUG/HoG3G1qQwYdiFpJuTj2XQHYp7O79z0U77z\nne98JhStecB/aJp24fD2py50EKDp+Y28+/cdRCx6tk19g6hueKCF/43euCqm9ruQNBg0HKDV8sKE\nxyioEyluziKYaCOuZxC/LURvVoChNA1H+uj9NiilyMZbmHu8l3BcPB5dM2Y1DaOahCwEkIXgB/Kk\nJPWZSOyvIGzKQ0OgtG4t+Y0iG64w0pPnPZPoijNCcXMGZ70VRCeLIIiogsa71xTRmTA2Vt7kFyk7\nVEbDzCAh86kLzZ0MWVqIJ+5aQMISXIcp9PJYAZUxRQl0WnaXNYUAACAASURBVAZx6hcI6eMBE0ZV\nISkokBgeDdlrtG3Brds4si0qsdy3nrwPRgub1Gtk8n6wmRcyOGU+qt6AQoiA1ItON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EVF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AoTd/BIr/rcOLS/S/nbPiySjdc/yM7044D9/Avo3AbLk7ciNBqn++etiWLlwgMkH9uH0Aqi\nI1rgF+jJnr3b0Bm0vPDmvQSH+rjM71O1VVu1VdtV26ffp6TYH5rHxcUxceLEGhdaR4EI7NkH0wHH\nQVLK6EoNJMQbwG3Ysxd6AX7A71LKO8p/7lJc0VqzZo1jIhU1S6HJypMLD5GQWUxMoCcTekTx6bpj\nHMkpIchLR1SAB7tTC+lQz5c3hzRB8y81rS5kvtYf+IuP5j/jaPdtez3jBj930T+PtdjIwVc+JeW7\n3yrYQ3p3psO3b6Dz87noMWoDi8XG7O82cywp22GL6xXDlUNbXFS/6txyL8rPV0JGAc9NHYDAhMRA\nUdhnGK1g0Aq+u7ElYT4GJ3tbkZKT6WwYPo6S46cctthn7qfxI3f8x1G1x6kTeaz8Yz/HksvOMb9A\nT/JzSvAP9OSmsV0JCPKqdH/q3HIv1Hy5D2qu3IuLXdGqbFDKbUB/YFDp+9vLvSqFlPJZKWW0lLIR\ncDOw4kyRpVBcDFab5JVliSRkFlPP38DtnSJ4bUUyR3JKiAn0pG2EL7tTC+01tK6I+VeRdSGk557k\ni8WvONrhAZGMHfTsRfebtyeedQPvOktk1b1+IJ1mvOdWImvO9K0VRFazNhH0GaIyC17ONAn1pUPz\nOwEQmGhg/QqtBkxWyf2/HaDQaHGug2fgWTeM3ut/pc6Ivg7boTe/IGPVJid6VUadev7cNLYLPfs3\ncdjyc0rw8jGQl1PCr99uIj/X+SnqFQqF4nKiUita1T6oEH1QMVqKaubrjceZtTuNIC8d17QM4/tt\nJ7FJ6BTpR4S/gYX7M/HQCl4f3IS2dX2rbdy3Zj3EjtIsg1qNjk/uW0Cw38XFRGSu3cbW0Y9XiMcC\niBl7I81ffhihufjEHbVBcZGJeTO3VxBZ9RuHcMOdndBWQ/IRhXtjsVq448O+2Kz2xChXdX6V3w/X\nRQJ1fPVMHdUSvQv+nRx691sOv/8tAEKv46pdCzAEuU5s2a7NR/lrzl5H28vHQHGhiaBQb266twu+\n/p5O9E6hUCjch1pZ0RJCeAghXhdCJAohckttA4UQEy5kUCnlqn8TWQrFhbIqMZtZu9PQCujTKIhp\nW+0i6+Z2degU5cfC/ZnoNIJJAxpVq8jambTeIbIAHhz+6kWLrLy9h9g25qmzRFbdkYNo/sojbiOy\nUo/l8sOn6yqIrKiGQVx3ewclshQA6LQ6HhnxlqO9cvPLjOtiT05zqsDMowviccbDwPMR++Q9RN4y\nDABptrBh2DikzeZkr8po27k+Vwxq6mgXF5rw8tGTnVHEr99uprDA6ETvFAqF4vKhsnc7k4HWwK2U\nxWftBcbXhFOXGuUD7BTVz/60Qt5ddQSAKxoGMndvOgATekQRG+rN1xvtRUaf7BNNXNT560xVdr6s\nNgtTFr7oaPdqOYQezQdW1f0KFB05waaRE7AWFFWwB3XvQJsPnkFU03bHmiQ3u5g/ft7JjM/Wk5dT\ntlWpfbdobrynCwaDrtrGUueWe/Fv89U1tgetok9nzbSwZOP7jOkUAcChjGLHue1qtHr3abwaRgH2\nGlu7Hn7VpcRWl94NaRMX5WgXF5rR67VkpRfy+/StmM6zNVOdW+6Fmi/3Qc3V5UVlhdZ1wGgp5XrA\nBiClPA5E1pRjCkVlOJln5MW/EjFZJX0bB7LxqD0F84Qe9huM11ckIYG74upyVePgah37++UfkFdk\nzwIY6l+XcYOev6j+TBnZbLr+QSw5+XaD3i5IAuNa0+n7d9B4uFZygH8j/WQ+Mz9fz4FdFUvs9RvR\nkv4jWqr07Yp/5Ynr3kantf9952avIy8vkb6lZReWJWQzZ0+aM937VzQ6HXE/fgClf9MnZy9h54SX\nHbXtnI0QggHXtKRlh3oOm9lsBQGnjucxb+Z2rBbXEYYKhUJxKVJZoWUCKjyGFkKEAZnV7tEliMou\nUzOk5ht5alECuSUW4qL8MFklxWYb3aL9Sc4q4dN1x7BJGN2+Dje3q3y9m8rM147EdSzZ/gtgj8t6\n8ZavMOgvPO7BUljEltuecGQ003h5gtlCYFxr4n6a7BaJL1KP5fLz1xspKijb8qjRCK6/oyMdulUq\nOWmVUeeWe3Gu+fLy8Oaxa98BQAArNr1IbIgHjUPsWfK+2HCcxMyifz3Wmfg0jKLZ8w842qm/L2Xd\noLvJXLvNiV6VodFqGDyyDa07lT4TFTj2pBxJyGT1koPnPFadW+6Fmi/3Qc3V5UVlhdYsYLoQoiGA\nEKIu8Cnwc005plD8FyfzjDy5MIFTBSZahHszsGkIa5Jz8dAKTuQa+eNABnqN4Kk+MdwZV69at9yl\n5Z7g/blPONoPX/0G4QH1/uOI/8ZmMrPj3ufI27HfbhACW3GJW4ksk9HC3BnbMJaUbUfy9ffg3id6\n06i5KpaqOD+dGl9BpyZ9ANDKHL5f8S7do/3xMWiRwJOLErBYXW8FpsH40QT36uRoF+w/zOaREzj4\n+ucuEV+m0QgGXdeadl3rlyvMYmfr2iMkH8pwjmMKhUJxGVBZofUskATsxl64+BBwAni5hvy6pFD7\ncauXvakFPDw/3iGyxnaJ5MN/7IXlhBCk5Bqp5+/BhyOa0j+26tsF/2u+LFYzk+c8idliDyZvHtWR\nrs36XdgPAlgKi9k14RUyVm4sM0pJYOc2biOyAFb8sZ+CvLIA+7r1Axj7RB/8Aytft+dCUOeWe3G+\n+Xrsmrcx6Owrw16mVcxaP4vm4d4IIN9o5Zk/D9eCl1VDCEHnXz7Es254eSNJn/xA4ofTnOZXeYRG\n0H9ESzr1jDnre4tn7/7X5Bjq3HIv1Hy5D2quLi8qJbSklCYp5WNSSl+gDuBX2jad71iFojpZnZRd\nYbvgwz3r89ryJIrMNvRaQYnFRsdIPz67thmxod7VPv6sNV+QlHYAsG8ZfOL69y+4r9ydB1g38C5S\n5y+vYI++dxRdZn/iNiIr8UAae7Yed7QjY4K46d4uaHUqs6Ciaui0eu4ZWFb427voB7YfSSDQy75z\nfefJAp5YGI/NBVaKyiO0Wrou/AqtT+mDhVL/Dr39NSnT5zjRszKEEFw5tDl9h1csEl6Yb2TW1M0V\ntvwqFAqFono4Zx0tIUSjynQgpUysTodUHS3FuVgSn8nkf1KwSRjRMpQBscFM+iuRrGILeo3AbJN0\njPTj5QGN8KiBm/xth//hnd8edbTv6v80gzreWOV+pNVK0mc/cujtr5AWKwjhuDFr+eZEou8aWW0+\n1zQFeUa+eudvbDa7/zGxIVxza4dqzSyouPx46IurSc+zZwvVeHcmw/M+6gd4cDTXvvISG+rF5Kub\nYnCxMgEFh1NYP/AurIXFDpvQaeny26cEdW3nRM8qcnh/GvNmbqN8ksTQOr7ccFecqrGlUCgU5ajJ\nOloJ2LcIJvzH69CFDqxQVIW1yTm8v9ousm7rGEFMoCdPL0ogq9iCh9YuslpH+NSYyEpK3c8Hc59y\ntJtGtrswkSUlO8Y+T/zrn9tFlt0IQNRtI9xKZFnMVqZ9tMYhslp1imTkmDglshQXzYPDX3W8txVt\nxsOawNFcI92i7eUZDmUU88i8gxSarM5y8V/xbRxNl9+noPH0cNikxcr2u5+luDTRjSvQuEU4197e\nCVEuC2jGqQK+/3Qdx5KynOiZQqFQXFqc845USqmRUmpLv57rpa1NZ90VtR/34sgrsfDx2qMADG8e\nwoqELD5Zd4wisw1vvQajVdIwyJNXqklknTlfyacO8vbsh7FY7VtrDDoPnrp+8gX1ffSHeZxatMq+\nilWOoK7taPnGxAtz2AkU5Bv56p1VlBTbU1k3bhHO4Otb13r6dnVuuReVna/mUe2JDot1tKOYA1Ky\nP62IKxoGAnA4q4T7ftvPwfTCGvH1Qglo15yO099G6Mr+PZoys9kwfBwF8cnOc+wMGjUL45rR7SvY\nigpM/PrtZpLi09W55Wao+XIf1FxdXlTprlQIUV8I0a2mnFEo/o0vNx4nu9hCTKAHSxOyOZFnoo6v\nAT+DliKzjehAT94Y3ARfj+pdSZFS8ue2X3juhzvIKSp7yvvgsFfx9Qqocn/5Bw6z/9n3T3eO0JWr\nkzXjPTQGfbX4XdNs+SeJL95cSVGhXXiGhPtw7a0d3KKYssJ9uH/wJMf77NyDNPPdQ26JheSsYlqE\n2+Mv0wrNPDIvnlWJ2c5y818J7dOFtp9OQujLrknGk+lsGD6OjFWbnOhZRZq0rMMVg5pWsNlskrk/\nbOPU8VwneaVQKBSXDpUSWkKIaCHEWuAAsKzUdoMQ4puadO5SQdVMuHCWxGey9FAWOg0czTVitNiI\ni/KjwGgh32SldR0fPhgeS4hP9YmU0/O1fOfvTFv2DlZbWcryQR1uuqAsgyWp6WwYOta+XVCjwSMi\nFGmxENCxldtkF8xKL+SLt1by9+Ky2jvN20Yw5uFeFbYg1Sbq3HIvqjJfjeq2qLCqJXN/JTpAw9Fc\nI1JCpL99e54NePfvZBIzi8/Rk3Ooe21/evz1Hb7Ny8KdLXkFbLn5MeLf+AKbxfIfR9ceXXo3pFXH\niuUprFZJ8i4thw+mO8krRVVR10L3Qc3V5UVlV7S+BBYCfsDpsvdLgQE14ZRCAbDsUBYfrLanbdcI\ngU1Cl/r+7DiRT6HZRs+YAN4c0gR/z+qPCUpK3c93y96pYIut24Yx/Z84xxHnpiQtkzV9bsVaVAIa\ngWfdMIypGfjENqDTjPdcXmTZrDZW/rGfqZP/caRw1+k13HhPHMNvbl/r2wUVlw/3Dylb1crIO0m/\niK2EeOs5kF6Eh04Q7mt/wGKywUtLD5NvdA3xchq/Fo3p8dd3RN40rMwoJYkff8+225/EnFfgPOdK\nEUIw6Po2tO9aVlRcq9MgJcyZvpVDe1Od6J1CoVC4N5UVWl2At6SUNkpLHkopc4Gq75+6DFH7cavO\nqsRs3lt9BAkEeuowWSV1/Q1sOpqHxQZXtwjl+X4NayTxxbIVf/HBvKcqrGSF+tflmRs/RSOqNp4p\nI5t1fe/Aklt6Q2WTlBw/hVdMPeJ+nowh2PVPoaXz9rJ13RFHu01cJI9MGkB041AnemVHnVvuRVXn\nq1FECzo0Knv6++fmqbx4ZSARfgYSs0rw0mnw97DHQqUWmJmy7li1+lsdaAx62nz0HE1feKDMqNWQ\nsXIjG4aNo+Sk81eNNBpBvxEt6N63MQBWi42jqfYC6vN/3EGq2kbo8qhrofug5uryorJ3jaeAJuUN\nQoiWQEq1e6S47FmTnMObK5OxSbvIyimx4KXXcDLPhE4jeKhHFBN6RKGtgZUUm7Qxd8N3pOeecNg8\n9d48e+MUvD18q9SXOTefdYPvwZRRFj/iE9uANp+8QK9VM/GKrFNtftcUKxfuZ/eWshpZw25qx6Dr\n2zhtq6Di8uOxa9/BQ2+vT2W0FLNo42Q+GB5LXT8DR3KMNAvz4fSf44rD2WxIcU1R0OjB26h/+7X2\nhtWG0OsoPJTMllsew5yb71znsK9s9ewfS9+r7XW2bFZ7NlEpYda3qs6WQqFQXAiVFVrvAX8IIe4C\ndEKIW4BfgLdrzLNLCLUft3IYLTa+3XyC15YnYZPgrdc4RFax2YaPQcs7Q5twdcuwGku8MH/jNDJ0\n8Y62VqNj4nXvUS84pkr9FB9LZV3/Oyk5VrbtJqR3Z7ov+prIUUPQlkv/7IrYbJI/ftnB1rX2lSwh\n4KaxXWjRrq6TPauIOrfciwuZL4POg4eGv+5obz70N4nH1/Bi/4YYtILNx/Lo1SDQ8f3Jq1MocLEt\nhKdp8ebjBMa1AUCaLaDRUHAgkW1jnsJmdA0h07F7DCNGt6dp47YOm7HEws9fb8Dkor9XhboWuhNq\nri4vKiW0pJRTgSeBUcBR4A7gBSnlzBr0TXEZcTLPyPg5B/hl5ylsEkK89RSZbfh5aB0i683BjWkd\nUbVVpaqw+8gmfl79maOtEVqeGvkhbRp0rXQfUkrSV2xgzZW3UXz0pMNeZ9iVbhGPBZCbXczMz9dz\nYKddJAoBtz3YnfoNg53smeJyJS62D21iys7DLxe/QoA+l4d71gdg3ZEc2kbYz63sEguvrUjCUlrf\nzZXQ6HTE/fIh9W4aajeUVgzO3rCTQ++6Tm6ppq0juOOhHkRElW1tzkov4uevN2J2sdplCoVC4cpU\nOuBESjlPSjlUStlKSjlESjm3Jh27lFD7cf+b5OxiHvsjnmO5RqIDPOgRE0BmkRkPrSDfaHWIrObh\nNSdSMvNP8cmCZwFJ1hF79rIx/SbSrmH3SvdRmHSUdQPuZOvox7EWFDns4YN70+6LV1w+fbvNamPL\nmiS+fX81p47nAWUrWXXquWYsmTq33IuLma8nrnsfg86+ElxozOe93ydyZUMfhjQLwWKD1AITgV72\nxDjbjhfw0T8pSOl6Ykvn40Xbj56n7ZRJFexJn80kZ+seJ3l1Nrv3buOme7vQsFlZLGbaiXx++lKt\nbLki6lroPqi5uryobHr3j4UQPc6w9RBCfFgzbikuF9IKTDy5MIGsIgvNw7wJ8dGz7kguAjBaZa2I\nrIKSPD6Y+yR5RdnotQYAArxDGND+hkr3UZKazroBd5G/51AFe9jAXrT/6lU0+urPjFidnDqey4zP\n1vP3ooPYSlcChIAb7+1MVAO1kqVwPh4GL+4f8pKjnZx2kKnL3uHB7lE0CfEircBMfX8P9KUBW0sO\nZTFr1ykneXt+6o0cRLMXHiwz2CTb7noGU2aO85w6A71By3W3daRxi3CHLe1kPjOmrHcUK1coFArF\nuRGVeeInhEgHIqWUpnI2D+ColDL83EdWneXLl8uOHTtWZ5cKF8VstfHEwkPsTyuiWagXx/NMFJis\nCOypLcN89Lw0oBGxod415kNq9lHenv0IJ7OP4O3hR5HRHpT++DXv0qVZ30r1kX8gkQ3DxmEtLAIh\nEB4GZImRsH7d6TD1TTQehhrzvzpIPJjGnB+2I8tttdLpNIy6pzORMUFO9EyhOJvJc59iY/xyR/uF\nm78kOKgN438/QJHZxqg2YczZm+HYOvjWkMZ0jPR3lrv/iZSS/c++T8p3vzts+kA/us77At9mDZ3o\nWUVMRgszPltPVktdqH4AACAASURBVHqhw+bppWPErR2IbhTiRM8UCoWiZtm2bRv9+vW74MQAld06\nKP/ls9oqHK9QnMXUzSfYn1ZEoKeWlBwjBaV7/yXQoZ4vU65tVuMia9LMuzmZfYSIoPoUm+w3EVGh\njejc9KpK9VF89CQbR9xfKrJA5+eDLDEScmUX2n/7hsuLrEP7TjHn+20VRJaXr4E7HuqhRJbCJXnk\nmrcI8SvL2PntkjcJ89bwQPcoABYeyGRi72hHJsKXliax8nAWVheM2RJC0PLNJ4ib9TH6IPv2XHNO\nPmsH3kXOtr1O9q4Mg4eO627viKE0lT5ASbGFX7/ZzLrlCU70TKFQKFybygqlf4DXhLAXESr9+lKp\nXXEe1H7cs1mTnMNve9LRAEVmG8UWe1B4pL+B5/s14K0hTQj0qrmYpvziHN6a/TC5RVm0iOqE2WJC\nShsCQY86oyqV1dCYnsX6ofdiOV10VAgseQWEXBFHx+/edunMghaLjb8XHWDejO2UX9SOiQ3hzod7\nEhxWc0lHqhN1brkX1TFfGqHh5VunUvrviBPZySze8hMDYoPpFu1PkdnG/H3pPH6FvQBvicXGmyuP\nMPa3/ZzMN170+DVB6BVx9Nk0G48IezyUNJrYeO0DThVbZ85VUKgPo+7pgscZBeLXLU9gxR/7XTIe\n7nJCXQvdBzVXlxeVFVqPAP2Bk0KITcAJYADwUE05prh0OZln5P3V9hJs3gYtptJ6LQNig/jy+hb0\nbhhUY+nbAaw2C+/PeYLU7BRiwpsSU6cpmfn2WI4hcbcQHlDvvH1krNrEqi4jMaWX1chCQv07rqXj\n9HfQermuyCouMvHTlxvYsibZYdPpNFw5tBk3jInDx9d1fVcoAEL9Ixjc8WZH+9c1X5BVkMZjvaIJ\n99WzP62If5JyGNel7Fw+lmvkuT8Pk1vimokcdH4+9FzxA4Ywe0ykNJnZMOJ+jv+yyMmelVE3KoAb\n7u6MwcMutnR6+y3EtnVH2LDysDNdUygUCpekUjFa4FjF6gLUx57ifZOU0lbdDqkYrUubfKOFJxcm\nkJhVTICnznHTM6ZjBKM7RNSowDrNL/98xpz13xLkG8b4IS/x5qwJSCQB3sF8NG4enoZzb1eUUrLv\n2Q84+t1vFez+bZvR8q0nCezYsqbdvygK8kr49dvNFWItYpqEMHhkG/wCPJ3omUJRNWw2G+M+7U9B\nib1Acddm/XjsmndIySnhsQXx5But9G4YSISfgV93pTliP1uEe/P20Fg8da65892YlsnavndUKHQe\n2rcbnX54F6HV/seRtcfRxCxmT9uC1WJDp9dgMdtvBUbf35V60WrLsUKhuHSolRgtIUR77MkwNkgp\nZ0kpNwCRQoh2Fzqw4vKj0GTl2T8Pk5hVjJdO4xBZQ5uFcGvHurUisvalbGXu+qkIBOMGv8C05e8i\nsT9smDD8tf8UWabMbNZceVsFkaXx8qDFGxPpvvgblxZZVquNbeuPMO2jNRVEVtNWdbjhzjglshRu\nh0aj4cHhrzraGw8uZ2fSOqIDPXltUGO89RpWJ+VwIK2Qvo2DkIAA9qcV8caKJJeM2QLwCA+h+5/f\nYggtEywZKzawbvA92KyuUcOqfqNght/UDiFwiCyAWVO3UFzkGoWXFQqFwhWo7CO9GcCZATMG4Ifq\ndefSRO3HPS2yEjiYXoSXXuOIyeoc5ccjverXig8Fxbl8uvAFJJLhXe5g3oapnMhKBmBA+1GOwsRn\nzpeUkiPfzGJlu2soPJjksPu1jqXn8u+JuXukyzxpPhMpJfF7Upn24RpWLNhPSXHZtqmWHepx9ej2\nCE3NC9yaQp1b7kV1z1eHRj2JDCnLzvf9isnYbFZahPvw/vBYgr107EotZNvxPGJDvBxia0NKHh+v\nPeqycUVeURF0nf+FYxshQP7ueNb2uRWbpXa2Pp5vrmJb1eG2B3vQoGlZnS2zycr0j9diMrnm9sxL\nGXUtdB/UXF1eVFZoRUspE8sbpJSHgQbV7pHikqPIZOW5Pw+zP60IT62guPQJaKs6Prw6qHGtrGRJ\nKflqyWtk5Z+icURLEk/u4cCxHQDUDYrm9r6P/etxhYlHWT/kHvY/PxlZ7gYn5t5RdF/4NT6Nakck\nXgjFRSZ+n76V+T/uIDuziPK/5o49Yhg6qm2t/O4ViprkgaGvON4fz0xkzb7FADQO8eajEc1oVceH\nnBIrhzKLCffRO8TW4oOZvLc6xZEG3tXwaVSfzr9+hD6oLDV9YUIKW25+zGUEYp16/txwZxz9rylb\nzS/IMzJjynqslmqPLFAoFAq3o7J1tPYBt0kpt5WzdQR+lFI2r9RA9rpbq7GvhBmAeVLKZ8/8nIrR\nurQoNlt5bslh9qQWotMIx01NszBvJl/dFF0traYs3/k7Xy95HU+9N61iOrM1YRUAfl6BvH7HD/+a\nACN1/gp2TngJWe7prNbfl7YfP0+dwb1rxe8LJe1kHvNmbCc3uxghqJBZsPegpnTp08h5zikU1cwL\nP9zJoZO7AQj2rcNH4+ai19lLK9ikZOH+DD5ZdwwB1PEzkJpvcsRsda3vz4v9G6LXumbMVu6O/Wy6\n4SGsBUUOW/TdI2n5xkQnenU2e7cfZ/Gs3Y52WIQft9zX1ZE4Q6FQKNyR2qqjNRmYJ4R4SAgxVAjx\nEDAH+KCyA0kpjcBVUsoOQFugrxCiZ5U9VrgNJRYbL/6VyJ7UQgQ4RNZVjYP4eETtiazjmUlMX/4e\nAM2j2jtEll5r4OkbPjpLZEkpSfx0BjvGPV9BZAV0bkOvlT+4vMg6uDuVGZ+tJze7GCgTWXqDlhvv\n7aJEluKS4+ERbyCwX0+yCk6xZNuvju9phODqlmHc0CYcif18CC1d2dJpYONR195GGNC+BXEz30fr\nVRZHmTL1N479/IcTvTqbVh0iGXxDG0c7PTWfbz/4h5ysov84SqFQKC5tKiW0pJRfA48Dw4B3S79O\nlFJ+VZXBpJSnr7gepWNn/8fHLxkux/24UkreXJnMzpP2GlOnt+vcFVeXZ65qUGtb1swWEx8veBaT\nxUir6M7sSFoHgL93EC/c/CVN6rau8Hmb2cKM2ycQ/9pnFewNH76drnOm4BVZB1dF2iRrlh5iwU87\nsFnLbhr9AjwZNLI1D0/qT3Sj4P/owf24HM8td6am5issoB7DOt/maP+0+hNSs49W+MydcXVpGOTJ\nqQITjYK98DVosdhAI2BJfBY/bEt1WbEV1LUdPf/+gfpjrnPY9jz6BqeW1FwpywuZq9YdI+k/omwb\nYWG+kW/fX83SuXuwWdVWwppEXQvdBzVXlxeV3itRmm1wsJSyVenX2VUdTAihEUJsB1KBv6WU+6ra\nh8I9+DM+i/VHch1tvUbw3vBYbmkfUWs+WKxmvv7rdY6kxRPmX4+Ek3sACPYNZ/K9c2ga2bbC50tO\npLH11omk/1V2EdQY9HT6aTLNnh2PRue6W2AKC4zMm7m9Qi0bjVYw5IY23Pf0lbTpFKXisRSXNDdd\n8QAB3vYHCVabhcnznsJmK8vSZ9BqeKZvAzx1GjYdzWNAbBAeWsHpEK0Z21N58a9EsorMznD/vHjH\nRNLq7SfpMncKpwMut495msOf/IC0uY6Iad8tmmtu64CmND+QlLBz0zF7kgyjSpKhUCguL6pSR6sO\n9jpaoYDjjk1KObXKgwrhD/wFPC2lXFX+eypGy/1JzTdy7+x9mErvcTx1Gj6/rhmRtZhCPKcwkw/n\nPc2BY9vRafU0CG9Gwsk9CKFh8r2/ExFUlsTCkl/I0RnzSHh/aoU4CH1wAD2WTnPZVSyL2crhA+ns\n236cpPgMbOWC+jUawejx3YiIDHCihwpF7bIzaT1vzprgaF/b7W5u7v1ghc+sSszm9RXJaATc1iGC\nn3aewmyV6DUCs00S6q3n/eGx1PV33cLdGas2s+WmRxzt4N5xtP3kRTzrhP7HUbVLZloBs7/bTH6u\n0WELDPbilvu7qaLoCoXCbbjYGK3KJsO4FnuK90NAK2Av0BpYI6W86oIGFuIFoEhK+X55+/jx42VO\nTg7R0dEABAQE0KZNG3r16gWULbmqtmu2V6xazefrj5Eb2gKAwsQdPH5FNCOH9Ks1fwpL8lmS/A0n\nspIxp3nQrmEP9hWuBKBdwCCuaDWUXr16YTOZ+eWhZzi1+B+am+yPX/fZ7DWm2oVH0Xvdr2zctd2l\nfr+n23VDm7J41m4OJuwEICbSvl3nyPF9CI3gyRfuoH6jEJfxV7VVu7baCzZ+zxHrVgCyjhQzqtf9\njL3l4QqfP2BoyK+70ihM3MmVjQPZoWmA2SoRx/eQW2KhafsufDA8lgPbNzn95zlX+/ivi/llwv8A\naKnxQRfoh/GhUQS0a+4S/gEs+XM5qxYdINi3MWC/Pvn4eTDpnbF4eRuc7p9qq7Zqq/aZ7dPvU1JS\nAIiLi2PixIk1LrT2AC9LKWcJIbKllEFCiLuAVlLKJyo1kBChgFlKmSuE8AKWlPa5vPznLsUVrTVr\n1jgm8lLGapO8vDSRDUfzHLYJPaIY0TKs1nwoMRXz2i/3k3ByD9FhTbh34LO89NNYbDYr0WGxvHPX\nz/bPncpgx9jnydm0CwCh0yIt9iW4eB/BfZsW4hESWGt+V4UjCRnM/m4LUoJOr8FqsTkSXvgHenHz\nfV3wD/ByrpO1xOVybl0q1MZ8lZiKeWLqjWTknQBAo9Hy5h0ziAlv6viMlJKvNh7ntz3paARc2SiI\nvxOzsUkI99WTVmCmfoAH7w2PJcjrzBKSrsPhj6dz6I0vHW2h09F1wRcEdrj44unVNVeFBUZWLT7A\nvu0nHbaQcB9G398ND0/X/d26G+pa6D6ouXIvaivrYLSUctYZtunAHVUYqy6wsjRGawMw/0yRpXBf\npJRMWX+sgshqE+HD1S1qbyuLlJIpC18g4eQewgLq8eg17zJ53tPYbFZ0Wj3P3/Q5YK+NtWHoWHI2\n7UJjsP+jPy2y9MGBtHznKZcVWUnx6fw2batDWFnMdpGl1Qq6923M2Cd7XzYiS6H4NzwNXjx6zZuc\n3uFus1l57Zfx5BWV5V4SQjCuayR3dIzAJmHF4WwifO3p4NMLzET46jmaa+SZxYfJd+G4osYPj6HN\nlEnlrmMWNgwdS8oP85zsWRk+vh4MHdWOOyZ0R6uzz0lmWiEzPttAQV6Jk71TKBSKmqWyK1oJQE8p\n5alSofQAkAFskFKGVKdDl+KK1uXAzztTmbq57IllgKeOL65vToh37T2xXLh5Jj+s/ABvD19evW06\nny+a5EiAMX7oS/RpfTUF8clsHvUwxlMZ6AP9MefkOVazNN5edJ37GQFtm9Waz1Vh29pkViw84Ghr\nNIKIqABimoTQtXcjdAatE71TKFyLmX9/xIJN3zvaTeu15cVbvkKnrXhN2nY8j3dXpZBZZHbEaXnp\nNPh7ajlVYKZ5mDdvDWmCtwufX+a8fLbc8ji5W/c6bG0+fI7Im4c50auzyUwrYNrHa5CluTu8fQyM\nurszYXX9nOuYQqFQnIPaWtH6Gji9zjkZWAnsBD475xGKywIpJXP2pFUQWYGeOqZc26xWRdbB4zv5\ncdVHgF1U/fLPFIfI6t9+JH1aX03+/sNsuv5BjKcy8KgXjjnHvvomLVY8oyLoMvtjlxRZxUUm5v6w\ntYLICq/rx/hnr2L0/d3o2T9WiSyF4gxG9byPOoFlSW/iT+zikz+ew2KtmFWwY6Q/X17fnF4NAjCX\nJpQpttiwSQj11nMgvYhJSxMxWlwns9+Z6P396L7wa9p+/rLDtvvR1zkxb6kTvTqbkHBfxjzUC63W\nfs9SVGji+ynr2L7+CNLmmqn1FQqF4mKobB2tt6WUv5W+/x5oCnSSUr5Qk85dKpQPsLuUKDBaeHlZ\nEp9vOO6wBXnp+PL6ZoSXbsOpDbLy0/lw7lNYbVaGxt3Kip1z2RS/AoDuzQdwz4BnyNt9kE0jJ2DK\nyMYjMhzjiTTH8XWGXUnPZdMI7NgKcJ35sllt7Np8lG/f/4eE/ekOe1yvBtw+oQde3rX3O3ZVXGWu\nFJWjNufLoPdk/NBJFWwbDy7n0z+ex2qruB3Q31PHC/0a8kD3KIctvdCMEBDgqWXnyQKeX+La2wgB\n6l03gHZfvuJo77pvEunL119QXzU1V6F1fLnj4Z4OsSVtkuUL9vPVu6vYtu6Iqrd1gahrofug5ury\notJ1tMojpUyRUu6vbmcU7kOx2cozixNYV65WVqi3nmmjWhJUiwLAZDHywdwnyC7MoEX9TqSkH2J7\nov0i1q1Zfx6++k3Sl61j47UPYs7KRR8SiPG4XWQJnY6Wbz1B+29eRx/oX2s+V4bjR7KZ9vFa/pqz\nl5Ji+xN4IeCaW9tz5dDmqiaWQlEJmkd1YFDHmxxtgWDDwWXMWX92VRIhBNe2CuOW9nVK23axpddo\nHGLrkfnxHM917biiutf0p9lLDznaW2+bSOofK53o0dmEhPly09iuaLRl17H83BJW/LGfRbN2VyhV\noVAoFO5Mpeto1RYqRsv1sdgkL/51mC3H8h22yAAPplzTFG+Drtb8kFLy5Z+v8Pfu+YT6R9A6ugt/\n75kPQL9213N37ydImjKDhA++A5sNodchzfYn0t5NounwzRv4NW9Ua/5WBptNsuaveDatTqpg1xu0\n3Dq+G6F1VCyDQlEVSkxFTPz2BjLzTzlsWo2Ot8bMpH5Yk7M+L6XkjRXJrErKwaAVmKyShkGe2KTk\nSI4Rb72GR3rV56rGwbX5Y1SZhA+nk/BWaUZCIeg673OCurT974NqmYR9p5g7Y/tZ9tadIhl0XWuE\nRj1QUigUzqW2YrQUCgffbjpeQWR1i/bn/+ydZ2Ac1bWAv5ntu1r1Xi1Zttx77wVcAAOmd0IJBBJa\nIIQWSkgglMADTIdAHMCYZpqxjcG9d1uW1XvvbSVtnXk/1kgY2yA3aWXf75funZk7Z3R2yrn3lHcu\n7t+lRhbAil2LWZP6NXqtgQn9Z7cbWaP7TONC/UzWT76SnOffBcXrivKTkRV/06VMXveRzxlZbpeH\nbxbtOczIiojx59a/ThNGlkBwHBj1Zv4w91AXQo/i5o1lfz/MhRC8K1t/nhJPXIABp0fFpJPJr7cT\nYtEzqVcArS6Fp1cX8uqmYjw+vPKSfPf1JNx6hbehqmy98HaaM3K7V6hfkDwggtkXDUL+hUG1f2cp\nSz/Zi9uH4+IEAoGgMwhDqws4nfxxs2pa+Xx/R7zQJYPD+fus3mi6cOZRVVXWp33HwlUvAHDhuBv5\nZqs3u1hsSG8uyB/Iziv/jL2kAuSOn7ik0zH8vX8x4J/3IMlH/+l3h76cDjefvLON7LSOWXdZIzFl\nTgrX/nECRh+u5dOdnE731plAd+lrcK+xTB98QXtbQiK3Io3PNr51xP1NOg1/OysRg0aizaVg1Mrs\nKm3GT6/hzomx6DQSXx2o4Z+r8nH6sDHQ/4k7Sbr7d96GorBx+nWUd9KNsKt0NXhULJfdNBrzL+J6\nM/ZV8Nl/tre7Tgt+HfEs7DkIXZ1ZCENL0GlcHoVHlue0t28bF8MtY2O6VIYWezP/9/VfeXXp31BU\nD3NHXslXW99HRcVisHJt0Rhynn2n44CDq1lafz/Gff06EXOndKm8naHV5mThgo2UFXfEuyX1C+NP\nj8xkzJTEbpRMIDh9uGb6PQRavHX9VLwrUUs2v8uu3PVH3L9XkIk7J3mzFroUBZ0ssTyrjpJGB38/\nOwmLXsOGgkb+9n0edh82tvo+cAv9/nGPt6Gq7L35YTL/6VsJg2MTg7n+jon0GxJ1SH9JQT0fvbGF\nxvrWbpJMIBAITgwRoyXoNE+tymdNXgMAI2OsPD338PiGU0ljSx1Pf/onCqoyMerMXDX1Tr7a+j61\nzRXIkszDQx+l+LqnvXVKVUAjg0dBFxrEmE9fxtq/d5fK2xlyM6pY9uk+7G1eFyZZIzHvimH0GRjR\nzZIJBKcfu/M28sxndx7SZ9RbePLq/xwxXgvgxfVFLMusJcCopcnuRgUi/PRcMTSChbvKqW9zMzza\njydm9cao9d25y7qte9g2/0/tk0+hM8cz7K0n0VrM3SzZoeSmV/H1oj14fma8mv30XHT9SCJjArpR\nMoFAcCYiYrQEXcLXaVXtRpZJK/PE2V270tLQUssTi35PQVUmUUEJPHH1uyzb+RG1zRUA3Dr9Iar+\n+q53ZxVvyjCPgjEmgnFfv+FzRlaLzcEX/93BkoW72o0svUHLzfdOEUaWQHCKGJ40kXNHXQ2ATuN1\nVbM7W3jkf78jt/zAEY+5fXwsfUPNNNrdGHUykVY9lTYnr20p4Q9jYwgyadldZuPR73N9emUreOww\nJvz4XyS91w255sfNrB19CTXrtnezZIfSu384V9wyFr2xI+a31eZk0Ztbyc2o+pUjBQKBwPcQhlYX\n0NP9cX/IrmPB5o5aWU/P7Y1e23UFchXFwyvfPERZXQFxob356yUvs+DbRyivLwLgyil3Yn15M47y\nn72EVRXroD6M/fI1LElxRxn5yJxKfamqSm5GFe+/tIG8zJr2fqNJxw13T8I/0HTKzn060tPvrTMN\nX9DXlVPvIClyAC6PE6spEACHu42/fXBkY8uglXn2nGTGxwfQ5lKotjkZHu2Hy6Py2pZS/jI1gWCT\nlj1lNv62Ipc2l6erL6nT+PfvzbQdX6Dx865iueoa2HHZXZQs+vawfbtTV1GxAVx7+3is/ob2Po9b\nYcnCXaz4Yj8Ou4jb+iW+cG8JOofQ1ZmFMLQER8XhVnhubSHPri1s7/vD2BgGRPh1qRyfb3qHtKId\nBJiDue+iF3jtu0cprvFmz5o+5EJ6f1FF1fcdDy6N2UT/f9zD+OXvYoqLOtqwXU5hTg0LF2xiycJd\ntLV0fCj06hPCTfdOxhpg7EbpBIIzA61Gx58vfI5gawTNbQ30Ck9BI2tRVA9PLr6Vhpbaw44x6zU8\ndnYiFw8Kw6PCnjIbvYKMNNrdvLShmPumJhBs1rK33MZfluZQ2+K7hoAhPIQpWz7FEBna3rf/z09T\nt/nwNOvdSVCohWv+OIHw6EOzrabuKOE/L6ynJL+umyQTCASCziNitARHxK2oPLEyj63FTe194+P9\neWJW17rgpRZu46nFtwNw/8X/x7Kdi9hXsAWApNB+XLQuhprlHUZWxLnTGPD0vRjCQ7pUzl9DVVS+\n/zKN1B0lh22bfm4/Rk7s1fVCCQRnOMU1uTz+0c202JsYnjT5YKFzlcigeJ694WP0WsNhx6iqyoe7\nK1i4qwIJb/3AkkYHwSYt90yO57XNJZQ3Owk163hwRi8GR3btpNSx4LE72DLvVppTswBvAffxK9/D\n38fcrN1uhXXLM9m1qfCwbZPO7sO46b4lr0AgOL040RgtzeOPP34SxTlx8vPzH4+K8p1ViDMRj6Ly\nzJoCNhZ2ZMGL9Tfwwry+SFLXpXGvt1Xz1Cd/xO5qY/64m9idt4E9+RsB8MPMtFcacKV1vHx733sj\nA5/5i08Fd7fYHLzz73WUFtQf0q/Rylx03QgGDO/arI0CgcBLgDmYfrHD2ZS+nNLaPAbEjaS6qRyb\nvZGCqkwm9p9z2PNOkiSGRFlRVNhXYcPpUUgKNlPS5GB3aTMPz+xFaaODggY732fV0WR3MzjSD53G\n95xHZK2W2CvOpfL7jTir60BRKPl4KRGzJ2EI851izLIskdg3jMjYAIrz63A6Olwzi/Lq0Bu0RMcH\ndqOEAoHgdKa8vJykpKQnjvd433v6n4b0NH/cj/dWsvZg4gsAi17DKxf2Re5CI8sbl/Uwja11DIgb\nSWltPjtz1wGg88hMWeTC1NgReB7/u4tIvu+mk3Luk6Wv0sJ63n5uLa02Z3uff5CJSbP6cPO9U0js\nG3ZSznMm09PurTMdX9NXSsxQ7jr/X8iShgPFO4kN9a6O7M7dwKfrXz/qcdeNiGR67yDsbpXyJjt9\nQk002N08+UM+d06M4+rhkWgk+OpADbd8nsHu0uajjtWdyHodY79YgDHeO7mpOpxsmnMTJYu+Zf26\ndd0s3aEkpYRx4z2TGT0l8ZACx2u+yyAztbwbJfMNfO3eEhwdoaszC2FoCQ4htcLGf3d2vLSMWpnX\n56dg0Wt/5aiTz2cb3+JA8U78zcFYTYFsy14FgN4pMWuxhvDyjp9u4u1X0/+f93TpatuRUFWVmkob\n+3eW8Mm721j05lbcLq8xqDdomX3xIG7+82TGTest4rEEAh9hZPIUbjjrfgAq6ovbE2R8seVd9hds\nO+IxkiRx75R4xsb50+xUyKlpI9pfT12bm4eW53J2n2AWXJhCcoiJSpuTvy7LYW1e/RHH6m50AVbG\nL30bc2IsAKrTxf57niLt/udo2p/VzdIdit6gZeqcFG65fyq9+nbEmH2zaC9ffrCLumpbN0onEAgE\nhyNitATtNDvc3PzZAerbvK4ZBq3MOxf3I8J6eKzCqWRfwRae/uRPAMwYOp8f934BgNYFcxfrCKk6\naGTJMgOfu5+4q8/vUvl+iaKoZKaWs21tPtUVh89ca3UyV946joho/26QTiAQ/BaqqvLW8idZnfoV\nQX5hNLbUoqgKZoOVBX/4FrPhyLFWHkXlvzvL+XhvJQCBRi0Ndjfhfjr+Obs3MQFG/ruznMV7KzHp\nZBZckEJcoG9OsnicLjbPuQnbgY6i9EgSCTddSr8n7kDSdF2m2c6ybkUm29bmt7c1WpkZ5/VnyOjY\nbp94EwgEpwciRktw0nhpfREHqloBkCV4/cIUYrr4o6C6sZxnPrsTu6uNs4dfyqq9X6KiIikw42st\nkaUdL/tBLzxI3FXzulS+X6IqKksX72XzqlxabU70Bi0arYTH453AkGWJi64fSUxCULfKKRAIjo4k\nSQxJHMfe/M2U1xWSEN6HhpZaXB4nWWX7mDb4yJM5siQxPMZKfKCRbcVNtDg9GLUyjXYPSzNqqG5x\ncvXwSKpsTnJq29hXbmNmcrBvxmxpNMRdewGt+SXY0nPb+xt3peG2tRI2fVw3SndkEpJDkWWJojxv\nBkJVUcnL72uINAAAIABJREFUqKYgqwaL1UBwqKWbJRQIBD0dEaPVA+gJ/rg7Spr4IbfDteWh6b1I\nCO7amk5NrfU8/ekfaWytY1D8aA4UbkdRvKtrY9ZoiS3wGlmSXseAZ/5C7JXnnRI5jkVfq5dlkJla\ngSSBRiPjdLjbg7VlWeLCa0eQkBz6G6MIjpeecG8JOvBlfem1Bu6+4BksRn8KqrLoH+v1rEgv3sV7\nK5/51WOnJgXxf/P6EOGnx+5W0Gu8k58rsuq4b2kO142MIjbAQEG9nQeX59Di9M1aW5IsM+TVx+h9\n740cUFvb+wvfWkzuywu7UbKjM256b4aOiT2kr7ykkSULd/G/BZvwuH3zf32y8eV7S3AoQldnFsLQ\nEtDi9PD8uoL29lnJQUxJ6toVmFaHjWc/v5uyukLiw5IJ9o+gsqIAJEjeL9Nvj4wpLoqRHzzPzPRl\nxF8/v0vl+yWqqvLVh7vZtbHwYBs8HgXpYJC2Vitz4bUjSEoRCS8Egp5CeEA0t5/jnbjMLN1L78gB\nAKzY/QnLdiz61WN7h5hZcGEKQ6P8cHpUFBV0skRRg51HVuRy+7hYwv10pFe18tfvcmiyu0/59RwP\nkiTR5y830/8f92CMjWzvz37qDTKeWNCNkh2ds84fyLRzUtBqD/2kqSxr4v2XN+LyUcNWIBCc/ogY\nrTMcVVV5enUBaw5mGTTrZD67ZjDaLnRtaW5r4F+f3kluRRqh/lHMGnQxXy5fQKs/hFRKzF2sI3T4\nEEZ99AJaa/e7gjgdbha/vY3KMm+NMZ1ec8iLPCougLmXDhFuKwJBD+WjtS/z9db/EmgOwWSwUF5f\nBMCc4Zdz3Vn3IUtHfz56FJUladV8nlpFbasLCVABnUbi4kHhrMmto8LmoneIiX/NTSbA2LWJho4F\nxeWm8D+fkfnYy+19AaMGM+bTl9GYujZ2tzO0NDtYvTSDjH2HZiGM7x3CZTeN7iapBAJBT0bEaAlO\niJXZdXy0p7K9/fDMXiQEdZ3LoNPt4IlFvye/MoPwwBhmxM9mxYq3aQ4CawPM+lxP8lWXMOzNv6Mx\ndW8Quaqq5KRXsfjtbTTWtwFgMGpxOjzoDRoGDI9h7NQkps5Jweznex8hAoGgcwyIH0l60S5KavOI\nC0tGQqLV0UxORRqpBVuYPPBcZPnIySFkSWJAhIXzB4RS3+Ymu7YNWQKPAvsrWxgXH4DDrVDY4GBz\nYSMhFh2xAQafTN4gaWSCRg0icNxQKr9dg+py4yirIv/1j9CaTfgP7ouk9Z0kGXqDlr6DIgkJ96Mk\nvw6XyzsB1ljfhqqqxCf5TiF7gUDQMxAxWj0AX/XHrbI5eXlDUXu7X5iZCQldW/hx2Y6PKKzKIsw/\nmujWAJZsf4/6UBVzM8z6VM/IR+5j4NP3Imu7btb3l/ryuBX2bS9m4Sub+OqD3TgOuvxodTIOu5uQ\ncD+u/eMEZl80iJTBkcg+GOh+uuKr95bgyPQUfWlkLXfMe4oAczDpxTtJiRnKgLhRAGSVpfL0J3e0\nx48eDb1G5q5JccxNCUFRQSuDVpb4IaeeCQmBJAQZKWl08Pcf8rl9SSYljfauuLRO83NdhU4axcyc\nlVgH9QG8KeAzHnuZNSPmU/LxUnzNMyZlcCQ33zeFSWcnt/dtXpXLxh+yfU7Wk0VPubcEQldnGuKL\n8AzmjS2lOA/W/NVI8PdZSV16/npbNUs2/wcAZ0UNe5wHcBoholji3E8MTHv93yTccHGXyvRLcjOq\neP/lDXy/JO2Q1O2yRsLtUkjsG8rVt40jSLgJCgSnFcHWMO6/+P8w6IxsSF9GXFhvRiVPAyCteDsv\nf/Pwb44hSxJ3TYpjTt8Q3AqAigR8mlrFrD7B/HF8LGEWHXl1bfzpy0w2Fzaeyks6IWRZZuIP/yX6\n8nPa+5y19ey/+59sv/RO2koqulG6w9EbtIybnsw1fxzPT4uFm1fl8vZza6mp9M0C0gKB4PRDuA52\nAfHx8d0twmHsKGnivR0dfuy3jI1mREzX1nl6/4fnKCpIA8Bu8KCzw4iNGubUDWHihwsIGjWoS+X5\nifj4eDxuhVXfpLPmuwzsrS50OhlF6ZgJVVUYNDKGcy8fik7nO64zZxq+eG8Jjk5P01ewNZzEiP5s\nzvie7LJUJEkmyC+UxtY6SmrzCLFGkhjR71fHkCSJsfH+VLc4ya5pa+/fVdrM6Dh/7pkUT0mjndw6\nO+vy6+kXbiHav/tdj4+mq/A5k3E3NNO4+0B7X1tROcULv0QXFID/kBSfcoP08zcyYEQU+7aXoCgq\nDrubPVuLcTk9JPQO8SlZT4Sedm+dyQhd9SxO1HVQGFpnIHa3wiPLc7AdXM6KDzTwwPTELpVhyaZ3\n2bDiQ1qtoGogJl9i5sYgLn3xbfreexP64IAulefn1Ne28Nl7O8jNqG7vUxS1fVZUb9Bw9oUDGT8j\nGVkWi8ICwelMZFAc/WKGkVW6l/L6QlocNixGf5xuO3vyNjJpwFz8jL8+SSVJEuPiA9BrJfaW2/hp\nymZ7SRONdjd3TIjFo0JaZQubChsZE+dPsFl36i/uOJAkibCZ49H4malds629X3V7qP5hE7Vrt+PX\nLwljVHg3SnkoRpOeYePiSd9XjvOg63dZUQP7thUT2ysQa0DXljIRCAQ9B2Fo9QA2bNjgUzMYb2wu\nZmeZDfDGDLwxvx+mLlyVWbL5XdZ++Dq1B9U8fJOGufJEZn39Aaao7kuH7nJ52Lo6lwXPf4RW6jD0\nDCYtikdBVSEixp/Lbx5DfNLpMxPak/G1e0vw6/RUfYUHxjBjyIXUt9SQV3EAjSTjUT0oqofN6d8z\ntu9MLJ0wtgZF+jE40o8dJU3Yvb6E5NS2sS6/gZtGR9Pi9JBd08aGgkb6hZmJsHbfytZv6Spo1GAC\nRw+mftte3I229n57WRUlH35DS24RAUP7oQuwdoW4v4lWp2HwyFiaG9qoqfTK63J6SN1Riq3ZQVJK\nWI9+pvfUe+tMROiqZyGSYQiOiW3FjXydXtve/tOEWIK6cOb0i03vsO2N16mK8c7pjl2tZXbUHMa9\n/wJSN6wOtbU6KcypZevaPN54ejWbVuXyU6x0RIw/RpMOR5sbVYUho2O58paxBASZu1xOgUDQveh1\nRm6Z/Qij+0yjzdWKSe99DjS21nH/e1eQXZbaqXGGRlt5bX4/hkT6tfeVNzu555ss5qQEMyrWSqPd\nzf3f5fDZvkoUH07eEDp1DJPWfEjsVfMO3SBJlC9ZyfpJV5L5z9dxN7d0j4C/wGDUcu7lQ7n0xtFY\n/PTt/fu2FfPS4yvJ2Fd+2ibLEAgE3UOX1dGSJCkWWAhEAArwtqqqL/9yP1FH69TR4vRw1aJU2lxe\nnQ+PsfLM3OTfOOrkoKgKn254g8yX3qM0SaUxVCU+W+YK4zkM/79HkTRdG+fU1upk69o89mwuwn1w\nZvknrIFGZFmisc4bTxEVF8C0c/oRk9C1RZwFAoHv4XTZeXLxbWSX7SPYGk5dcxUAsqzhrnlPMzZl\nZqfG8SgqyzJreW97Kc0H3bi1ssR1IyJpdrj5NNXrujw82spfpsYTatH/2nDdiqqqFLyxiMy/v8pP\nM1X6yFCcFTXev0MCGfTCg4TPntydYh6C0+lm/YpM9mwtRv3ZKyA+KZhzLx+KpRtXEwUCge9wonW0\nutLQigQiVVXdI0mSH7ATuEBV1Yyf7ycMrVPHM6sL+DG3HoAwi5Z3Lx2IUXvqV5EaWmpZsOQB/N7b\nQ2U85PdXsDTBdSFXMOXu+7rcXSM3o4rln6XS1uo6pN9s0TN0TCx7tpXQ1uIkINjElNkp9B0U0aNd\nSgQCwcmlwVbDQ/+7jrrmSpIiBpBX2ZEY4sqpd3D+mOs7/cxosrt5cFkO2bUdiTIGRliYkRzEwp0V\nNNrdWA0a7poUx5RE357sqd24i723PIKztgEAfWgQhqgwmlOzQJLo9/c76fX7y7tZykNRVZWli/eS\nsa8ja2JAkIlLbhxFUIjIJisQnOmcqKHVZb5aqqpWqKq65+DfNiAdiOmq83cnvlAzIbumtd3I0kjw\n/Ll9u8TI2pu9gXtfnkf0S/twGSXy+ytoXDAzZR5T7/lLlxkwqqpSXtLI8s9TWbJw12FG1uCRMQwf\nn8D2DQVkZO2hV58Qrr9jIimDI4WR5cP4wr0l6Dyni74C/UL5y0UvYNAZyas8QL/Y4e3bFq19hRe/\nup82R+fc5fyNWp49tw/9w72uiLLkTYrx1tYyLhsSzuhYf5odHv7xYwHPri2kxfnr9btOFsejq5CJ\nI5i88WNCp48FwFlTT3NaDsGTR4GqkvG3l0h/5EVUT9dcQ2eQJIlzLx9KVFxHXG5jfRv/fWkjBVk1\n3SjZsXG63FtnAkJXZxbdEqMlSVIvYBiwtTvOf6ahqipPrcpvb980JpqoLkgf/OWKV1nwzt3Mfl/B\nYYKdU7wv1xkjLuaqax8/5ef/ibpqG4ve3MqHr21m/87S9n6NRiKxbyhT5vSlorSJjT9k43YpJKWE\nMf/akegNXVckWSAQ9CwSI/px7/x/o9XoyCjZTXJURzmKbVmr+PO7F7Mje22nxrLoNTw1J5lBERYU\nFfQaCYdb4e1tZfQJNfHH8THoNRI/ZNfxhy8ySK/yjZinI6EL9GfkRy8w4Nn7vS7hikLd+h1o/Mwg\nyxS+8ym7b3oIR3Vdd4vajiRJXHbzGAKCOrIPut0Kn72/g/XfZ6MqIm5LIBAcH13mOth+Qq/b4Brg\nSVVVv/rlduE6ePJZn1/Pkz8WABBm0fHBFQNP+SrNlg/eZse775CULlOeoPLjBS4ULQxLnMADl75y\nSs8N4PEolOTXUZBdy+4thbhdHU74fv5GxkxJJC4piD1bitm7vRhUr7vIWRcMILFv92U+FAgEPYsd\n2Wt48av78SgegixhtDiacLod7dvPHXU110y/p1PP3DaXh0e/z2NvuTcrngSowPkDQjmnXyjPry0k\np7YNs07muXP70CfUtxPzNKVls/3Su3DVNRy2TdLriDp/Jsn33Yi5V2w3SHc4ba1OtqzOZfeWIhRP\nx7eRX4CBC68ZQWRM95UdEQgE3UOPidECkCRJC3wLLFNV9aUj7XPbbbepDQ0N7akvAwICGDx4MJMm\nTQI6llxFu3PtdevW8+SqfKTYwQDcFFVLTIDxlJ1v/fr1ZP77bWK2ZNNiUVmaYqM0USE4wUR4QDSX\n9P8Lsiyf0utvsTmoyDZSXd5MYak3diIhZgAAbRQTEx9MiDWJ3PQq8ovTkGSJSy4/h/Ezktm6bXO3\n6ku0RVu0e147qncQry59lP2705GQiekbSqujmbpCb9zVNRffzLXT72Hjxo2/OZ5HUSm0JPPRngoa\ncvYgAdbew+gXZmaaoYTvs+rIMycTYNRyRWg1EX76br/+X2s76xsJXLKBqu/WckDxrsQNkL2xTweU\nFiStltnXX4UxOoy9dZWETB3DlGlTu1X+4UNHs25FFt99sxLoeH80OwuZdk4/ps/oXvlEW7RF+9S1\nf/q7qKgIgFGjRnHvvff2GENrIVCjquqfj7bP6biitWHDhnZFdjU/ZNfy7Frvj6V/uJmXzk85ZedS\nFYVtl99F/fqdNAQprLzYRYs/oECgNYRnb1iMv/nUBnNXlDayZOEuWpodmPz0eFwenA4PsiwxeFQs\nOelVtDR7Z5slCfoNiWLstCRCIzpqvXSnvgTHhtBVz+J01pfTZWfxhtf5bvuHqKjoNHpcHicSEioq\nUwadx81nP4heZ+zUeAcqW3hsZR6NdjcaWcKjqFgNGh6dmcjifZXsKGkmzKLjxXl9Cfc7+RkJT7au\n6rftI+OJV2jcmdbeZ0lJoiUz75D9gsYOZehbT2KMCD1p5z5emhvb+OGrA4cUr0eCqbNTGD0lsfsE\nOwKn8711uiF01bPoMckwJEmaCFwNzJAkabckSbskSZrTVec/E3ErKm9u6YhJundKwik5j72imsJ3\nPmXVsHnUr99JbaiH5Zd5jSyLXctNsx/ktduXn3Ijq6yogcVvbfMaWRY99hYXToeHyNgALr1xNEW5\ntbQ0O4iI8ees8wdw831TOffyoYcYWQKBQHA86HVGrp1+D49e+TbB1ghcHiccNLK0spZ1+7/lsY9u\nosHWuQQLAyIsvDivD1FWPZ6DMULNDg8PLc/lrD7BDIywUN3i4oFlOdT/IrmPLxI0Zgjjvn2LYW/9\nA62/t4ZYS2YesVefT9Ld15P4x6sxRIZSv3Uvm2fdSHN6bjdLDNYAE/OvG8kdj84k7qeMjyqsXZ7J\nO/9eh8vlO0k9BAKBb9LlMVq/xem4otVdLE2v5qWNJQD0DTWx4MJ+J21s1eOh5OOlFL65GFtWPire\n35EtAJZe4cRuAaPWxDM3fkxEYOxJO+8RZVFVcg5U8u3ivXjch/6eR03uRXRcIGuXZ9JY10Z4lJXL\nfz8Wg1F7SmUSCARnLvW2ap774s/kVXhdly1Gf0w6MzXNFfSJHsJjV76FVtO5QvGtTg9LM2r4bF8l\n9Xbvh70sweNnJfL+zgry6tqI8NPz2FmJJPt4zNZPOKpq2Tr/dlpziwEY8K97if/dxTiq69jz+0eo\n37IHXaCVkR+9SOCIAd0sbQflxQ188u52XAczP+r0Gm66dzJ+1s6tUgoEgp7Hia5oaR5//PGTKM6J\nk5+f/3hUVFR3i9HjcboVHl6Ri/NgQO9Ts5MJMnfuxf5b2HIK2XnVnyn531feeimShAQ4jLDsciet\n/qCVdbzw+y8ID4g+Kec8EvY2F2m7y1j+eSq7Nxe1F51MHhDOwBExRMUFUJRby65NhTja3IRG+HHJ\nDaMx+XDhT4FA0PMx6S1MGjCXvIp0KhtKcLkdGA1m9DojZXUFNLXVM6J354r36jQyAyP8mN03hLRK\nG9UtLlRgS3ETD03vRX6dnaIGOyuz63B6FGIDDJj1XVsA/ljRWszEXXshpZ+twN1ko/qHzTSn52KK\niyTxjmuxZeTSnJZD2efLcVTVYUmORxfo391iYw0wMnpSIuXFDTTWtaF4VHZsKEBVVWISgpBlUQpE\nIDjdKC8vJykp6YnjPV4YWl3Ahg0b2pN7dBVfpVWxqagJgN4hJq4ZcXL+p7bsArZffAetecXoQgLB\n40H1eHBrVZZe6aI52Lvf72c9zMCEUSflnL+krqaFdcuzWPZZKjkHqmhtcXo3SBDfO5iKkkZyM6op\nLainpdmB0aRjypwUZl00CIPxt43N7tCX4PgQuupZnEn60mp0jO93NnkV6VQ0FNPmbEGSJFRVJbc8\njYr6YlJihmHUm357MMCglZnRO5jSRjuFDQ7cisqa3HouGhROsFlLVk0bqRUtfJnmjScaFOl3Qtll\nT7WuJI2G6MvmUvLRtyhtdlqyCyj7ZBlNadn0e/IuPC1tNO1Jp3H3AQrf+ZSyJSuxl1XiP7APGnPn\n/menAlmWGDg8BlApzvfWpizJr2frmlwKc2oICbdgDeh6+c6ke6unI3TVszhRQ6tb6mgJTi1tLg8L\nd3VUub9nYtxJGbc5PZftF9+Bo6oWY2wErvomFKcLRfIaWY0h3tWzvtFDmTbkgpNyzp/jsLv54esD\n/OfF9aTuKMHjUQgK6XCVkYCi3DraWl2YzDp69w/nvMuHcusD0xgxIQGNRvzcBQJB16HV6Ljvon8z\npNc4AOzOVjyKG1nSsOHAMu55Zz5vLPs7e/M30xk3fr1W5sEZiVw00JsowuFReWNrKWmVrdw9KY4p\niYEoKizcVcFj3+d1WXHj40Uf6M+ktR8QPKGj4HPND5vYOP06Is+bzsTV/yP6kjlo/My05haR/+qH\nrB17KTnPv4vH7viVkU89E2b24do/jW+vt6iqUFrYwEdvbOWL/+4U8VsCgQAQMVqnJR/tLuf9nV5D\nq1eQkbcu7n/CY1at3MjePzyGp6UV2WxCafWmLW41KXxznZs2i/d3pNPqeeb6RUSH9Drhc/6c7LRK\nfvzmALYmB7IsMWBYNG6PQsbe8kP26z80itGTEwmLsp7yWmECgUDQGRyuNv6x+Hayy/a19+m1Rpxu\ne3t72uDzufHsB9BrO1dMfm1uHa9uLqXB7m7vm9M3mKHRVl7bXEKzw0O/MDNPz03G4uOuhKqqUvLR\nN2Q+sQB3k629v9dtV9LvsTtQ3G4aduwn/9UPqV7pTZFvTopj0PMPHGKkdQeqorL++yz2bivG8TNd\n6A0abrpvChZL5/QpEAh8kx5VR6szCEPrxLA53Fz50X4cB2OzXjyvDwMj/Y57PNXjIffF98l54T1Q\nFCS9DtXpzXBVlORh9flu1J8tFN057ykm9J99Qtfwc5ob7fz49QFy0qsACAm30Lt/BBn7ymmqb0OS\nvDOJSDB7/iAGjzq1iTcEAoHgeLDZm3jui3vILNmDJMmoB4NKR/eZwd78jTjdDpIiB/DAJS93OkOr\nW1H5aHc5H+yubO8zaCTmpISwqbCR6hYX/cPN/HN2b/wMvp8AyFnXSM7z71D83yWoHu//J2jcMEZ/\n/gqyxmss1m3ezYG/Po8tKx9kmb4P3krin67p9ok1VVUpzKlhxZI0mhu8BrSskbjylrFExQV2q2wC\ngeD4EckwegBd6Y/7we5y9pZ7i0L2DjZyw+iY4x7LUV3Hruv+Suni70BVkU0GVIcTl05lw2w3uyd7\nQAJZklFROXf0NZw3+pqTch2KorJ7cxFffrCLmkobP71D21pclBbW47C7240sWZaYddHJM7KE/3TP\nQeiqZ3Em60uvNTCx32xK6woore2oHVXZUMT1M++jtCafkto89uZvYmzKWRh0vx3nI0sSQ6OtJAWb\n2FTYiKKCR4XM6lZ0GgmTVkNJo4NNhY2MivXH/xiyrXaHrjQmI2EzJxD/u4tozsynNb8Ye0kFpZ8u\nJ3TGWPTBgZjiooi9+nxUVaV+8x5q1++gaV8mQWOHovM//knFE0WSJAJDLIya2AuH3UV5cSOqCqk7\nSigtrCci2h+TWX/KDMIz+d7qaQhd9SxEMoweQFFRUZfcVPVtLv7xYz4HS67wzNxkAk3Hl2mwOT2X\nbRffQXNaNtpAK5Iso7Q5qIlQWHqli5poFVnSYDb44XQ7GJ40kVvnPoosnXgcVFV5E19+sJvUHSUo\nSseKq06vISjUglYr43R4XTQSkkOYf+0IevU5ecUtu0pfghNH6KpncabrS6PRMjblLGJDkyiqysFm\nb0RVVQ4U7eDPFzxLdvl+SmqOzdgCiA80clZyMHWtLgoPrqY4Dpa6CLfoKG1ysiq3Do0skRhsRNeJ\neNXu1JXGbCT64lmoHoX6LXtwN9ko+s/n1KzbjqooWHrHEz5zAv6D+1L942Zs6bmUfPgN+mB/Aoae\nvDImx0ti3zA0Womi3DoAGuva2LO1mM2rc9mxoYCc9EpCI/xOatKMM/3e6kkIXfUsTtTQEq6DpxGv\nby5mSZq3GOagCAsvzOt7zGOoqkrpoqWk/+3/8LS0og8LxllTD6pKYbLCmnkuVAkCLSGYDVbK6gro\nFZ7C41e9g1F//DVcWm1O9u8qJWt/BRUljQBIsoSqqFgDjYyZkkhFSRMZe8vweFS0OpkZ5/Vn8KjY\nbncZEQgEgmPF6Xbw7Od3s79wGwDRwb148JJX+Nfnd1Jam09caG/+dsWbx1zofXVuPc+uKeCg9zjB\nZi1x/kb2Vnhjnyx6DePj/ZmcGMS4eH+ff36Wfr6C/Xf9E9XdEf8kGXREzJlC7NXnY+kdT8ajL1G5\ndA0ACb+/jH6P34Gk6f64tMaGVr76YA9VZU1H3D50TCwzzhuARisSNQkEvoqI0RIAUN3i5NqP09pX\nsz64YiDhfsdWL8rTamfPHx6l+vsNAOgC/XE1eF8QtREq313txoOCSW8hzD+KopocIoPiefSKtwi2\nhh2X3G6Xh1XfppO2qxTPwS8DSaa9JlZQmAWrv6F9ZhAJkvuHM3lWX0LCu89NRCAQCE4Uh6uNpz+9\ng4yS3QBMHnAOV0+7iycX/4HS2nxiQhK5c97TJIT3OaZxd5c189j3udgPrmrpNBLj4wOosjnJqG5t\n3294tB93TownJsC3EzbUb09lx+V34Wm1H7bNf0gKyffeiKuhmf33/QvV5SZ0+jiGLHgUfYhvxEbZ\nmuys/jadzP2Vh22LiPbn4t+NwnyM72uBQNA1iBitHkBX+OO+tbWE7BpvJsAxcf7MG3Bsho+qKOy9\n/XGqlq1DNhuRDfr27E+tVomVN2hw4K1X5WcMoLKx5KCR9SbB1vDjktnt8vDlB7vJTK1AVSEixh9F\nUXA5vVZWXFIwtVU26mta0eo0DBkTx7mXD2H4uATMp7DosPCf7jkIXfUshL4ORavRMS7lbHbnbaCx\npZai6mxaHTZum/s4e/M3UVqbz+p9XyIhkRTZH62mc67gUVYDQ6L8WJtXj1sBRYXCBjsWg4Z7J8fT\nK9hIXm0bhQ0OlmfVMjjSj4hffOj7kq5MMRFEnDsNSaOhtaAUpc1rcElaDY7yasq//AEk6HPfzdRu\n2IEtPZfyL1cSMHwAppiIbpYe9AYtKYOj6DMwgqqyJmxNHanpW5odpO4oJjTSSlCo5bjP4Uv6Evw6\nQlc9CxGj1QM41f645U0OnltXBHhrSb04rw9G3bG5TeQ8+zbFC79E0mpRHc72zIKtfhI/3GakUWkG\nQKfR0+popld4Cg9d9tpxG1ltrU6++nA3hTm1aLQyRqOWhro23C6FkAg/AoJMlBU2oCgq/YdFcckN\no0gZHInJfOpn/YT/dM9B6KpnIfR1OFqNjkn957Il8wda7E3kV2ZQVJ3NQ5cuoNVhI6d8P2lFO1ib\n+jWBlhDiO7m6Fe6nZ0iUH5sKG3F6VGQJGtrcbCxsIMSs47IhEbgVlfw6OxvyGxgR60+IucOQ8zVd\n6YMDCZsxjoQbL0EXaKUpNRNPi3dyEVmiJbuQ2vXb6fvw7bjqG7Fl5lP2yTI0RgOBowb5hIukxc/A\n4JGxRET702Jz0lTvld/tVkjfW05Rbi2hEVb8/I3HPLav6UtwdISuehYiRkvAv1bnsyq3AYCpiYE8\nPDMtWV96AAAgAElEQVTxmI4v+3wF+/54+G+ozV/DqtstVDurAdBrDDg9DkYlT+VP5/0To/74AnmL\n8+r4ZtEeWluch/T7BRgICDRTVd6Ey+nBZNZx9oUD6Tso8rjOIxAIBD0Fh6uNf316J+kluwAIsUby\nxNXvUlFfxEdrXiavMh2Aey54lrEpMzs9bk2Lk2fXFrKnzHbYtv7hZvSyzN4KG356DfdMjmdyom+4\n2/0W7pY2yr9YQd6CD2grLEPW61AOThDGXHUeGqORov98BkDY2RMZ/PLf0Af5d6fIh1FWVM/Sxfto\nPGhw/YTZT8/Es/owcHg02mOcNBUIBCcX4Tp4hlNY38bLG0sA72rW8+clY9B2/sFcvz2VXTc8AIpy\nSL9xQC/W3miirK0UAIPWhNNjJyV2GH+9+CX0umP36S/Oq2P556ls+jEHl8sDgMmiIyklDJNZT02V\njeYGO4pHpc+ACC66fqSoPyIQCM4ItBodUwfNo8XRTE75ftqcNpbv/BiNrOfm2Q9jMVpJK9rB7rz1\nDEuaSJBf5zKtmvUaZiYHY9TJ7Cu3tcfxyhJUt7iotDmJDzRQ3eJiXX4DVTYnw6OtncpM2J3Ieh0B\nQ/sRc+kcGnam0VZYiqT3rsg178vEXlZF2MzxtBWXY8vMp/zLlRhjIrD0jkeSfeParAEmRkxIQJIk\nivPr2vtdTg95GdXs2VaM1d9IaISfT6zICQRnIsJ1sAdwKv1x39xaSn6d1199TKyVuf06H5tlL69m\n20V/RLF1BEfLJgODXnuUlaOrOFDhDdCWJQ1uxUmQXxiPXPY6ZqO10+dQVZWaShs/fHWAdSuy2l0l\ngPaU7MV59TQ12NFoZQYOj2buJUMYMTEBfTcV2BT+0z0HoauehdDXryNJEsOSJpAY0Z9tWavwKB7y\nK9P5fvcnXDTh96iqh7yKdHZkr6Ff7HBCrJ2LP5IkiYERfoyJ86eu1UVtqwvXT8mHgEa7h35hZhrt\nLrJq2liXX09j9h6GpiT5/Ae+xmggev7ZtJWU05yaBRIYIkJxVNZgy8xHdbmRtBrcjc1UfL2Kss9X\nIEkSfimJyPrjK39yMpEkibikYBL7hlKQU4PT3pFd0e1SyE6rpKbSRlJK2K9mJxT3Vs9B6KpnIQyt\nHsCp8se1Odw8t7aQn5w/nz23DxZ951azFJeb7ZfdRVt+SXufLtCfPoue5M2Sd9lf5E05LCGjHsw0\n+MAlrxAdktCp8VVVZevaPJYu3sv2dfnUVbe0bzNb9PQdHEl2WiWtNidmPz2jJydy7uVDGDAsGou1\nezNgCf/pnoPQVc9C6KtzRAcnMGPofIqqc6hsKEFRPaxP+5YLx95Ii7OZouocNqR9R1hA9DFlJAwx\n65jeO5hLh0QgS7Cv3OtO+NPqlqKCQSPRYPewMTWbLfUGNLJEn1CTTxtcklZD+NypoKjUb96Nx9YK\nsox1YDKGiDAcFV73d43FhLO6nppVWyheuATV7cF/cF+fMLisAUYGDo+m7mACqJ9TV91CXlY1/YZE\nHdWVUNxbPQehq56FiNE6g/k2vYaXNxYDMDDczIvnp3TqOI/Lxfb5f6JhR2pHp1ZD2Af38cqe57E7\nvQ95jazFo7gx6S08dNmr9Ike3LnxPQrLP08lfU/5YduS+4dj8Tewd2sxSDB1TgrDxyegFXVEBAKB\n4DC2Z6/hpa8fwO1xARJ3nPcPDhTv5Me9XwAwLuVsbpr1AFbTsbtZr86t5/l1hbg8KkEmLXa3QptL\nQStL6DUSrS6vS/mEhADunRKPtZu8DI6F+m37KHznUyqXrkH1eNBaLVgHJNOwJx3V4cTSNwGtxULj\n7gMA6EODGPTCQ4TPmtjNkndQkl/H5jW5FGbXHtJvMuu44taxhISJ0iYCQVchYrTOYJ5fV0CD3Rvr\n9PjZSYdkjDoaLYWlbJx2LS3ZBQDeoo6qivuhObxd9A4utzdBhVFnxuVxYDUF8uBlCzptZDXWt7Lo\nja0U59Ud0h8eZWXm+QMoL2kkc18FsixxzmVDGDomHln23ZlSgUAg6E5iQnoxddB5rEtbitNtZ1vW\nai4cdyODe40hrWgHhVWZbEpfQb/Y4cdczzAx2MSIGCtbChtpsLsxaiUSg01Ut7hwKd5MhbIERQ0O\n1uY1MCjCjxBL96/+/BqmmAgi580g8oKZtBWWYcvIw15aCR4Pkl6Hs6oOjcVE/3/chb2yhtbcIsqX\nrERVVILHD/OJlTv/IBMDh8cwYkICAcEminJqURQVt0thz5YitDqZ6PhAn5BVIDjdEa6DPYBT4Y9b\nVG9n4a4KAIJNWm4dF/ubxzSlZbNp5vV4DtbH0gUH4Gltwz5/IIv81qAcrBKs0+hxuu2EB8Twtyve\nJCG876+Oq6oqVWVN7NxQwLef7KPtYDZBa4CRiWcl039oFIqisnVNHrVVNkxmHRdeM4LkAd1f3+RI\nCP/pnoPQVc9C6Ov4MBv8mDJoHqv2LcHlcbIlcyVJkf258awHyC1Po7Q2n/VpSzEbrSRFDjimD/Aw\ni56pSUEU1tspbHBQ2+oixKzFXZSK4hfOT2mSWpwevs+qxc+gJSXM7PMf+frgQKIvnk34nMmY4qOx\nZeXjbrQhGw04q+uo27KX+JsuxX9oP+q37aN+0y5ctQ2EzhzvM9em1WmIjAlgyJg48rOq2zP1FubU\nsnNjAYqq4mc1YDTp2Lhxo7i3egjiOdizOFFDy/f9AARH5LuM6va/5w/67VpWTalZbD7n96guF5JW\ng9+AZJr3ZSINiWNJn3RUd4cLqcvjZFjSRG4/5wn8zUG/Om5hTg3rVmRRWdrU3idJMHx8As2NdtYu\nz0TxdIwdmxjE3EuGEBB0fKnhBQKB4Ewk0BLM09d/xAPvX0mbs4XPNr7FrtwNXDX1TrZkruSHPZ/z\n/g/PsvHAcn438y/0jhrQ6bHD/fQ8Nac3q3PreXd7GdUtLppaXUTpZML99JQ2OXB6VNwqvLq5hH3l\nzfx5SkKnY4K7E/9BffEf1JfI82ey4/K7aM0vQTYZcdU1kPHwCwDIRgOKw0HR+1+gsZjo+/BtPpOZ\nELxxzdffMZEta3PZuDIHAKfDw8aVOWxcmYM1wEhw/OHp+wUCQfcjYrR6IE6PwkUL9+H0qGgk+PaG\noWh+5aXgrGtkzbDzUZwuJL2OoNFDqNu4E02wlS9vVal1/OQHLgEql068lfkTbkaWjjymx62QmVrB\nzk0FhxhYAIHBJkIirOSmV7UPGRkTQK8+ofQfGkVIuPAtFwgEguOlqbWeJz/+A8U1Oe190cG9GJY0\ngU0HVtDQ6n2eD+41lutn3EdsaNIxje90K3ybUcOyzFoK670ZbSW8iTRqWl3t+5l1MjePjmZuv1A0\nPcT921Fdx86r/kxTahbaACvmXjE0789G9XgO2c+SHE+f+28h4rxpPmVwATjsbjavzmbnhkJ++flm\nDTBy5R/G4h8gJjIFgpPFicZoCUOrB7I6t46nVxcCMDbOnydn9z7qvqqqsmHKVbRkFyJptQSNHULd\nxl1IViOf3+CkSetNt/5T4osLxv6OK6feccSxPB6FA7vL2PhjNrZGxyHbzH56xkxJJDO1gvLiRrQ6\nDcPGxTFqYq/jqnIvEAgEgiPjUdx8tvEtvt32P1yejsLvIdYIhidNYsOBZdhdrfgZA3jw0lfoHTXw\nuM5T0mjn031VrMiqRVEh0KhFlqCurSMFuQSEWnRcOTSC8wYcW4xYd+BqsrHr+r9Sv9lbviRs9iSi\nL56No6aerMcXoDg7/p/mxFiS77+ZqPNneuOZfQh7m4stq3PZtangkDKYsixx4bUjSErxfV0IBD0B\nkQyjB3Cy/XH/tbqAhoO1Np6clYS/8egeoOkP/ZuaH7cAoAv2pyUzH9XPwOKrm2kxerNY6TUG3IqL\n6YMv4PqZfznMP13xKBzYU8bXH+0hbXcZTkfH7F9giJlJZ3sr2K9dnkV9TSvWQCOX3zSGgcNjuq0W\n1okg/Kd7DkJXPQuhr5ODLMkMShjN7BGXo9PoKa3Nx+Fqo83ZQkF1FtfNuBdZkimszmJT+gqCreHE\nhfZGOoqXwpHYsGEDg/omMT4hgEmJgeyvsFFhc2J3K4yNs6ICzQffBa0uha3FTeTWtjKhV6BPr3Bp\nDHqi55+NbDbSuDMNW0Yeld+spm7TLkwJ0eisFlyNzQC4GpqoXLqG0k+XoQ8Nwq+f79QV0+o09OoT\nyrhpvYmKD2T1qrX4mUJQVUjfW05ZUQNBYRb8rAafkVngRTwHexYiGUYP4GTWTCisb2tPghHhp+d3\no6KPum/ZF9+T9c/XvQ1ZRmlpQ00KZdFFNTjM3kKJFoMVu6uV0X2mcfu5f0eWO2btPG6FjH3lfPPx\nHlJ3lOL4WSHFlCGRzLloEOOnJ5F1oIpV36bjcnqITQzi0htGExhiPinX2x2IGhc9B6GrnoXQ18lF\nrzUwMH4U542+lqigeHbnbcCjuNmdt4FJA+cSZAklvzKd7dlr2Ja1ioTwvoT6R3Zq7J/rKtCkY1bf\nEFqdHjKrWylpcuJ0KwyK9KNfmJkWl4dWl0Jxo4N1+Q3M6RuMVuNbLnc/R9JqCB47lJjLzkFrteBq\nsuEoq8JV24CroRmNxYT/oL7t9bfcTTYql66hfutewudMQWPQd/MVdCBJEkEhFrSmNoy6QBpqveVZ\nGupaSd1eQuqOEuxtLixWA2aL78h9JiOegz0LUUfrDOPF9YUsy/SmTr9rYizn9j+ye0BjaiZb5tzs\n9T2XJFBVnBMSWDQ6C1UDEhIB5mAaWmvpHzeSBy99Bb3WWyi4qaGN7evzydhbTttBn3xJllAVlcAQ\nM+dfOYyQcD/S95Wz6YdsmhrsSBKMn5HMuOm9Rbp2gUAg6Abqmqt4aOE1NLR447RG9ZnGsMSJfLnl\nXWqaKpAlDZdOupXZIy7HbDi+eNnc2lbe2lrK7rKO5Au9g41YDVr2HCyAHGDU8tqFfQnz697i88eC\nq7EZW3YB+a9+SNWydQD4D+2HMTaS2tVb8bR63ey1/hbGfPEa/oM6Xyi6q1BVlewDlSz/LPUQz5Of\niO0VxDmXDcE/UMRwCQSdRcRonUE0O9xc+kEqigo6WeLbG4Ye0SXAUV3H+olX4G7qeBE6hoSzaEYx\nHJxkDPWPoqapnF7hKTx65ZuYDVacTjcbV2azZ0sRnoOZAi1WA20tThRFJTI2gHMuGULWgQp2by6i\npdkbpxUe7c+s+QOJjAk49f8EgUAgEBwVp8vOYx/dTH5lOgBWUxCXT76N0tp8lu1cBIAsaUiJGco1\n0+8+7vitmhYn6/Mb+GRfFbWtLiRgdKyVbSXNB88Blw4O59oRUeh7UEF6VVWp+OpHDjz0Aq66BgD8\n+nkTitgy8rw7yTL9/3E3CTde0l1i/iput8LODfns2VZMc4P9kG2yLDFmaiLjpyej6UF6EQi6CxGj\n1QM4Wf64X+6vYtfBWcSpiYFMTjo89bricLLl3FtwlFe198l9IvlwVhGqBkAixBpBbXMFkYFxPHLF\nG1hNXneDT9/bTm56NaoKcYnB6PQyjfVtqCoMGhlDrz4hfL1oLwXZNbicHkIj/Zgyuy8z5/XHehpl\nORL+0z0HoauehdDXqUej0TJz6HyaWuvIqziA021nV+56SmrzGJwwFr3WQFNrPdVNZazd/w1GnZk+\n0YMPm7T7LV2Z9Rr6h1uY1z8UWZJIrbBR2uRkcISFRrsbtwJplS18llpFtc2B1agl2KxD9vF4IUmS\nsPZLIvbyc3BU1dKSW4yjsgZnTX3HTqpKzY+bKf96FX7JCZgTju7C31X8XF+yLBHbK5hRE3uRMiSS\nipJGbE3eiVFVhZKCerauzcPe6iIhOVTEcHUx4jnYs+gxdbQkSXoXOA+oVFV1SFed93TBrah8vK+y\nvX3ruJjD9lFVlT23PUZLdkF7n+Jv5JO55SgHQ68C/UKpba4kKiiBv13xBi01MluWp5Kxrxy3S8Fk\n0aE3aCnO97onWqwGJs3qQ1lhA6u+zQCgV58QRk1KJCE5RDygBQKBwMeQJImbZj1I76iBvLX8Hyiq\nB7uzld15GwCYNvh8dFo9K3d/xv9Wv0BxTS6/n/0QGvnYPwkMWpnrR0bRP9zMU6sKSK1sYXi0BUmS\n2VXajNOjsjSzjqWZdVj0MndOjGd671+vz+gL6EODGLLgMQY+/wCNuw9Qt3kP9Zt3U789FcXuNVpa\nsvLZfumdxF5zAf0e/xNaP0s3S304IWF+XH3bOEoL6tm9pYjMVG+Mt6qo7NpUyL7tJYye3IvRkxN7\nZPIqgcDX6TLXQUmSJgE2YOGvGVrCdfDIrMqp5V9rigDoG2piwYX9Dtsn54X3yHn2bW9D8hpe39yp\np05rQ0LCYrRiszcR7h/PnbNeJGtHEwf2lB3xfBargeHj4wkJ82PNdxk01reh1cqcPX8gA4cfbuQJ\nBIL/Z+++A+S8ykP/f8/7vtNnZ7b3viqrspbVZbnJBfcSjI0J4GDAcDGXkuAQ4N4QyE0BckNySe6P\nhNxwCXATqmPAGBckN8lFkq3ed6XtbXZ3dnanz1vO749ZryxLMrJsSzvy+fwjvTNnZs7sszP7nvc8\n5zmKMvd0jxzkW7/6EiOx/hNurypu4Lrld/KTzd8mZ2VZ3noZn771r8567RZA13iKLz12lKmMRVOx\nl1sXlbNtYIqXBuI4rzrVuLOjko+urp3T1QlPx8mZRF/Yye5P/Bnm5PF9JIXXTeW1l1L/vpspv+aS\nOXsRcvvmbp559PBJt2uaoKYxTENLGcsvaSRQQOvrFOXtVFBrtIQQTcDDaqD1xtiO5IM/2sfEzN4l\nX7+xjRV1oRPajD6+mZ0f+kL+wNDBsum8p47nKvI55W7DS87KELAamZ+8B0OeXBXQ53fR2FZGVV2I\nTNrkyN5RYtF8BaOKmiJuvLODyprQSY9TFEVR5q5UNsHm/b+hf6yLrUc2EU/n1x7pmsENK+7m6b0P\nk8xOU1lcx2dv/TptNYvP+rX6Yhn+7ImjDE3n96NqK/Mxv8zH4bEU3ZPH1wtd0RzmC1c145rD1Qlf\nj5VMs+vjX2Z80/Mn3edrqmXBn/5Xqm++cs5teCyl5LmNXby0uRvLck7ZRtcFS1bWc+UNC/G8zvYx\nivJOoAZaBWDLli1cdtllZ/3433ZO8D+fyc9mFXsNfvKBpSdcLcuNT/L0ynfjZHMIXUfaNtbFtfy/\nq7sBEGhIHIrNduZnf5/KqlKi40nMmapERcVe1l/dhsuls/WZbsZG4rPP7Q+6WXVZCysvbUIv0D+I\nb9SbjZdy7qhYFRYVr/MvkZnmu0/8NS8c+u3sbYsaVpJIx+gfP4oQGpcsfBcVzkLuuvX9GLrrDb9G\nznJ4cF+EH+8eJW2e+mQe4OLaIF/a0EyJ/42/xlwxuX0vez75VdL9wyfdpwd81N51A2WXrSK8fDHe\n2sq3babrjX62cjmLniPj9HdH6e2aYHI8yWtPBzVdsOaKFtZfPQ/tHfL3/1xQ34OF5c0OtNSlijnO\nciT/unVw9vjuZVUnfFFLKXn5nj/GyeavHkrbRgS8PPyuCZip7ipxKM+u4vaLPkXz/EqeffQwZtZG\nCFh5aTPtF9Ww8VcHGBmYAsDrc7FgaRXtF9VQ31KqyrUriqJcIILeEJ+59WuUFVXz6+0/BOBg/8sE\nvCGaKhfQP9bF84ceJ9r7C35z7Dt0NK3h3mv/hMrwmRd8cBsav39xNXcsrWT/aIJ9I0mmMhZdEykO\nRlKz7XYNJfjAj/fznqUVvH95NT6X/jrPOjeVrO7gyu0PMrl9L4f/4v8j1TNAbjwGjoOdTNP/bw/R\n/28PAeCpKqf6tqtpvPcOAm3ntxiC222wYGk1C5Ye31ctPpXhxaePsu+lAWxb4tiSF586xvbNPSxf\n18iiZTVU1oQQ6pxAUc7YnJvRuv/++2UsFputyBIOh+no6Jgd/W/Zkl/M+045/uaPfsPP9owSaruY\noFvnM80xDE2bvf9nX/gf9H/vQRZrARBwwE5y6L2VTDfmi1lEe9OE7DYeeO/fMzwwxVObngFgxfI1\nXH/HEh5/9El2b+2jvnoRgSIPvrIorQsruOLKK+bE+1fH6lgdq2N1/NYfSyn5829/jucPPE5pU75q\nbLQ3v1dUaZMPTWiM9yQBqJtfzgc2/CHueDma0M769Z/dvJlt/dM8lanFdGD66C4AQm0X43NprHR6\nqShy83vXXUVNyDOnfl5v5Hj9unUc/PK3ePz//hCkPOHvM8BiLUDVLVcxfu1yfPXV572/J/X/kvU8\n+/gRHvzJbwBoqsunkvYOHkAIaF94Me0dNRihcTRNnPf+qmN1/FYev/L/vr58JtmqVat44IEHCiZ1\nsJn8QKvjdG0uxNTBs+VIyT0/3sdY0gLgDy9r4Kb28tn74weP8tw1HwLHAQFIiNy7mN+U7pxt45ZF\n/H77/+TQS1FsW+Jy66y+vIUlK+vY+MsDdB8eA/Ll26++ZZGqOqQoivIO8lLnM/zL43/JdCp/cc6l\nuxFCkLPylfWKfMWza7paqxdz06r3UxGqoaFi3lkXztg9FOfLTxwlY8lX/nSd5NKmMB9YXs288pPX\nExeK6b2HeekDf0wuMjF7m7u8hNzkNNg2aBotn/h95v3JfejeuVd8ou/oBE/8Yj+xidQp79cNjfaL\nqrnu9iXoBTgbqShnomDWaAkh/gPYAJQBo8BXpJTfe227C3GgtWXL2eXjPtcT48835tdZFXsNfvyB\npbN7kJhTcbZs+CDZ4bHZ9mO3tfJI28HZQRcCLgt/mkxvPjWgY1U966+dx9GDEZ77bSfplInX5+Jd\nv7eEhR3Vr335d6yzjZdy7qlYFRYVr7kpno7xxI6fsnHXg0wmx4H87FZlawjLNtGEjtvwkDGPn3C7\nDA+r521gxbzLmVezlKri+je0/ujwWJJvvzBwQirha2nAH17eyA0Ly876vZ1vmdFxDnzxb4k8tpmT\nFkHN8FRX0P7VT1F181VorrO72Pl2fbakI+k6GGHni70M901hmvZJbYSA5Zc0cdVN7Sqt8Ayo78HC\nUjBrtKSU7z9Xr3UhkFLyg5ePl17/2Jq62UGWY1rs+viXjw+yhGDv7U283Hpw5sEChGSe+zoyvdV4\nvAZX3rCQdCrHT/91G5Pj+T9sjW1l3HhnB0Vh7zl9b4qiKMrcUeQr5j2Xfpzb132YYyMHOTK4m+/8\n6H9h2SYBb4hkZpqMmcLvKaK6pAHbseiNHOH5Q4/z/KHHgfxs192Xf5KLmted0YBrYUWAb922kIGp\nDBs7o/y2c2I2e+MVDvB3m/voj2X46JraOb/Z8al4q8pZ8b2vk+obpu///ozI41tI9w8jreMDluzI\nGLs/8RWM4m/S/PH3Unf3zRhFAXSf96wHXm8VoQnmL6li/pIqACYiCXa92MfEWJKx4WnSKRMpYcfz\nvex8oZfSigChYh+VNUWUVRUxb3ElbrfKlFHeuc5p6uCZuBBntM7GvpEEn/t1JwBBt86D93QghEBK\nyf4Hvs7Afzw823bn9ZXsXpLfI+WVCoMVYimNk3dTFPIxb1EV+3YMYM1UfwoVe7nyxnYWLK2as3t9\nKIqiKOfP0EQPf/vQ5xiK9uL3BAh6i4lM5Qsz+T1Blrdeht8TZGJ6lCNDe0hk8sWUljSu4n1XfIr5\ntaddIXBKjpT0xTL0RtN8Z9sQ40nzhPvXN4X5woamgiyYcSrmVJzhX/yW7n/+EenuwVO2MYoCtP/F\nH1J3901z9m/1UN8kv/qPXSSms6e8X9cFHavqWXFpM6GwF+MCiZ/yzlEwqYNnSg208v700U62DSYA\n+MS6Ou5YWgnAsX/8AUf+6p9n2x1cG2LrpWMnPDYsW2iduoeKilIAomP5Bbhtiyq5aHU9LfPLValW\nRVEU5XWlsnH+8eH/zs5jzwEQ8IbQNZ3p1ORsm6rietYvuh6AJ3b8lGQ2vz3Idcvv4g+ufuCsysOn\ncjZfe6qHrf35DYFfyYavCBjcsqiCDa0lVBe55+zg443q++EvOfCFv2F2V2dNIAwDmcsPNmvecx1L\nvvF5jGDgPPby9UVG4jz2sz1Ex5Kn3Z8L8uvBr7xxIT6/+xz2TlHO3psdaOlf/epX38LuvHnd3d1f\nrampOd/deEtt2bJltorimRhP5viH5/NXuLyGxleubUUTgrGNz7Pvc1+bbRcvcfPbWyfzf4VmVFgr\naY7fTUNDBY4jmYgkKSnzc/sHl7P2ylZKywMqh/p3eKPxUs4fFavCouJVOLZs2UJb63zWt1+HpukM\nT/QwnZ4kax7fdFgIjURmikMDOxmbGuKBd3+TcKCMo8P76Rzay5GhPXQ0r8XnfmMDBJeucUVrCUfG\nkrMbHwOkTIddQwl+sX+Mhw+O0x/LUBFwU1bA+3ABhJe1U3b5asY2PY+dTOdHlfbxwUri4FGGHnyC\n8MoleGtOvRfX+f5sBYIelq1tZO2GVtovqqGmPoxhaMSiKRzn+AX9yHCcXS/0MjmRRDoSy7RxHImm\na6STuXdEQa7zHSvljRkeHqa1tfXPz/bxF/5vdAH61f7jM1S3Ly5H1wTJo33s/uRXQcqZCk2S39wV\nnx1kGcJDffoGyjKrmbeokvhUhvHRBCVlfu7+2BqCIbUOS1EURXljNE3nPes/xrsv+ShHh/ez7chT\nvNz1NMPRPqTMDwaC3jAT8VG+8fPP8Klb/4qV867gbx96gH292/j0d27lssU3ctOq99NYMf+MX9fQ\nBF95Vytf/e0xXhqIn3CfSxNMZSwePxLl8SNRLmkM89nLGigt4AFXyZqLuHzLjznwpb9l+MEnTro/\nMzjK1lv+C66SMKXrl1Oybhlll64kuKhtTs3sCSEoqwxSVhlkyYo6bNth54t9bHniyOzyBdN02L9j\niP07hk56fENrKWuvbKVpXtmcel+KcrZU6uAcY9oOd/xgD1lbogn45R9chJ7J8MJNHyPZ2TObQ/HM\njRbdi/KLaf1OJW2Je/A4pVy0pp6x4TjD/VOES32872NrVbELRVEU5S1l2SZHBvfwP//zj0jnknQY\nwkMAACAASURBVIT8JbMphWsXXsMtq+/hV1u/z0udT/PK5cGO5rVcc9G7WTHvCtzGmZUztx3Jf+wa\n4f/tGDmpDHzIo5OzHTKWpMij8+FVtVw3vxS3Udip8am+YYYffIzotr2YU9NM7zqU38blFHxNtdTe\ncR2NH7kTz8xygbnIsmx2PNfLvh2DRMeTp67p/ypVdSFWrG+itDyA4dJJxrNkM/liKYEiD7WNxWgq\nO0c5B9QarQvMxs4of/NMLwCXNYf58tXN7PzwF4k8vgXhciFNk8FGm9++xwIBAbOBBcmPUFdfwUWr\n6tm1rZ/I0DShYi93f2wt4RLfeX5HiqIoyoWqa3gfX/vpp0hm4wihIQBHOrgND3dd+gnaapbw4uGN\nPLPvV7NphwFviNvWfogbV7wPt+vMLgTuHUnw95v7GJg6seiCoQlqQx76YvnnLvUb3LiwnGvnlVB3\ngVxknN7fya77/hupVxXN0LweJBKZyc0cu2m5//3M+/x9CG1uDzTTqRy7Xuxj19Z+kvFTF9H4XXx+\nF0tX1XPZtfPRC3xgrcxtao1WATjTfFxHSv77Y0dJzywk/caN8xj9vz+l77s/R7gMHNPCMhx++SEb\nNHDZRazVPs/VN3dQXhnkuY2dTEXThEt8vPe+NRSXFu5Gj+eTyp8uHCpWhUXFq3CcaaxKiyq5YunN\nJDPT9I4enp29sh2bvb1beWbfw/SPd7GoYSXza5ci0BibHmJf7zae3f8IIX8JDRW/O/2tKujmxvYy\nPIZGxnSIpU0c8vUjpjIWG1qL0YRgaDrH3pEEvzwwzsFIksqgm6pgYRde8FSW0XDP7+FvayBx6Bhm\nbDpfHn6mRLwwdPZnpjC2HiBx6BiV11+GZszdlSEul05DSymrL2/h4nWNNLaVIoQgOpY43VZjszxe\nA7/fRTKRY6g3xkB3lJYFFQW1tkt9DxaWN7tGSw20zoG+vr4z+lC92DfNo4fzO8i3V/i5IZBj18f/\nFGnZSMdB4vDz/yKw3DZIwXXlX6axvpYXNnXRfWQcy3Ronl/OnR9eRZFak3XWzjReyvmnYlVYVLwK\nxxuJlc8dYNX8DVy2+EYW1C2jtKiK3sghnJk1XLZjMxrrp2+si8aKedxz9ecYnOhmZLKP7Z1Psb3z\nKWLJKC7dTWnRqYs9AOiaoKM6yI3t5dzRUYkADkSSSKBnMsNlzWHuXZXfb2twOkt/LMsTR6KMJUxW\n1hWhF3CqmTB0Qkvm03TfXfgaa4k8sSW/AbIQ4DiMSZMK4SbZ2cPAvz+MY5q4wkW4S8NzeobL5dYp\nKQswf0kVS1bUkYhnmRhNnLa9bTnksjbFZX4syyYWTfPSlh62b+7myN4RBvti5LIWyXgWXdfweOfe\nuj31PVhY3uxAS6UOzhFSSu758X4iM3uH/Nud7fTf+zkmX9yNIwSalPzyD2CyPAsS1pbcS4W1kpGB\naTRd0LKgggVLq1i0rFblLSuKoijnVSwxzqbd/8nwZD/HRg4wFO2Zva+quIFP3/KXDEwc4yebv81k\n4ngBqMpwHRs6buOGlXfj9xT9ztc5OpHi8490kcjlZ3eCbp2bF5XRVOzj0FiSxw5PkLMlCyv8fPXa\nVsoCc+/E+2zEdhyg82/+hYmntwH51EHN48aaOnGQogf8VN10Ja2f+iDBhS3no6tvWCZtkkmbmDkb\nt0fH7TFwuw0O7B5i82NHSCVzv/tJZpSU+Vmyso4V65vUxsnKWVFrtC4QOwam+OJjxwBYVhPkvw7t\n4NCXv4UUAqTDE3dpDDdkQMKiwE3UZa4lFk0TKvZy2weWU10XPs/vQFEURVFOJqVkX+82fvDkN+kf\nPzp7u98TZH5tB5XhOqZSkxwZ3E0sOQ7kKxm++5KPcsPKu9G11z9BnkiZfOWJoxwZT590nw543RrJ\nnENNkZtv3DSP6qIzK8RRCCa376Xrm9+dHXABxzcee42mj99N+1c+hdALe9PgXVv7efo3B2erGEJ+\nYu/1Tmf9QTdX3rCQxctrVTVD5Q1Ra7QKwO/Kx5VS8sAjnaRnvjS+vtjNofv/DGnb2LrkkT9wMVad\n/wNS71pDi3kbU9E0VbUh3vfxtZSUzd1NDAuRyp8uHCpWhUXFq3C8lbESQlBVXM+1y+7A0F10De3D\ndixMO8dobIBjIwcYnOgmY6ZY0XYFRf5ihid72dPzAju6NlNX1kJZqOq0J8h+l85N7eVc3lxM53iK\n8ZQ5e58ETFtS4tUZS1ls7omxsMJPZYGv23qFr66Kujtv4Gi5l5YFC0gPjGDHU/mRhyZOGHBNvbyf\n/u8/hBEuItSxoGAHHNX1YZaurMMXcGPmLFLJHDNZqoRKfEgJtn3iIMzM2XQdiLB7az8vP9/Djuf7\nyKRNSssD53x9l/oeLCxqjVYB+F35uE92RfltV74s7hX1AUq++tdkhyJMl7j51YcN4kX5VIAW76Us\nsO6eHWTd9dHVanf1t4HKny4cKlaFRcWrcLwdsRJCY1HDCt59yUe4dNENWHaOSGwQ0z6eCjY82Yuh\nu7n36j+mJ3KYoWgPz+x7mCf3/IKJ6VEqi+so8hWf8vmLfS5ubC9nfVOYtOkQTVtkZ4pLZSxJud9g\nPJXff2siZdJc4iVYQEUUXs9IYpoV99xJwwdvIzc5zfTuQyCh5o7rCC5qJXGkB6TETmcYe2ILE89u\np+yK1bhCwfPd9bPi9hjUN5dw0eoG1m1o4+J1jay9spV1G9pYfXkz1Q1h+romME37hMeZpk0ua5PN\nWAx0T/Ly870YukZdc8k567v6Hiwsao1WgXMch9u+v4ecLTE0+PvRbXR/6/sMN+psvMPG1vKlTzvK\nr6Nm6iaiY0kqaop4rxpkKYqiKAXOcWzGp0dwpMMPnvw7dhx9FgC34eUL7/kWe3u38uz+R4jGR2cf\ns6hhJWsWXMX69usJB06/d5QjJc/3TvG3z/SSmskYWVoV4GAkiS3zGXZrG0PctriCFXVFaAU6w3Mq\nAz9+hP0PfB1p2wTmNVJ25VrcpWF6vvszrOgUAMIwaPnUB5n/J3O/JPzZsC2HnS/20rk/QmR4GjNn\nn7ZtVW2I2z+4nFCx2hJHOZFao1Xg/nJTN892xwD4ZCiB57NfYM9qi52X2vm/AsC1iz+IcXQ146MJ\nyquCvPe+NfgDapClKIqiXFie2fcw33n0L3Bk/qS4PFTD2gXXsKC+g+1HnuXFw09g2fnUQJ87wF2X\nfYLrV7z3dddxxdImn/3VEYbj+ZmzZdVB/G6NlwbimE7+HKip2MsfXd7I4qoLJxV/bNML7Pn0/8Cc\nGVgB6AEfRihIdvh4ARLd76XhQ3fkKxrWVZ2Prr7tpJRMRdOMDEwxPBCjt2uC8VNUN6xpCLP44lrC\npX6EgNKKoNqP9B1ODbQKwJYtW7jssstOun1j5wR/80wfABWYfOTbf83uqiG2XXX8qsvd6z5LfHcb\nkeE4pRUB7r5vDYELaCHvXHS6eClzj4pVYVHxKhznM1ZD0V6+8u8fIZ6OnbZNwFNEMhsHoLFiPh99\n1xdZWH/xadunTZtPPnSYwenjG+R2VAdoLfXxXO8U40kTTcD7llXxBytrCm5263TxckyL2Et7Gdv4\nPGObXiBx6NjsfZrPi5POnNDeU1NJzbvfRdUNl1O8uqNg13GdiZHBKZ7f1MWxQ2Ov2679ohrWXtlK\nRc3vroJ5JtT3YGFRxTAKwKnycbujaf7740eRgJHLcv/Pv8NYrJunb7GQMzP4ty36IyZeric2kaK4\nzM/d960hqPbHetup/OnCoWJVWFS8Csf5jFWRr5hb1txDW81S4ukYU8kJLMc6oc0r67oM3c1kYoyn\n9/6Kg/07cBseKkI1GPqJZdxdusZN7WUkczZHJ9I4EiIJk8NjKZbVBFlSGeBYNM2ekSQjiRzrGsMF\nNdg6XbyEruFrqKH8yjU03nsH9e+/laLF80j3DZEdjiBcBv7mOszYNAB2Ikls+14Gf/RrJl/YRahj\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cxzCIpkx6JzMcHkti2pKGYi9tZT6aS7wIIZCOgzk5jZVI4S4vwQj4TtvvbMak+8g4ugbh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\nzA16vprCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12e79e1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "askers = [60,50,40,25,60,50,40,25,60,50,40,25]\n",
    "colors = {60:bmhcols[0], 50:bmhcols[1], 40:bmhcols[2], 25:bmhcols[3]}\n",
    "fns = ['asker-tests-25mm/ADXL%02d.TXT'%(i+17) for i,a in enumerate(askers)]\n",
    "data = {}\n",
    "for fn in fns:\n",
    "    data[fn] = []\n",
    "    with open(fn,'r') as f:\n",
    "        data_start = int(f.readline().strip('\\n').split(',')[1])\n",
    "        voltage = f.readline().strip('\\n')\n",
    "        for line in f.readlines():\n",
    "            data[fn].append(map(int,line.strip('\\n\\r').split(',')))\n",
    "    data[fn] = asarray(data[fn])    \n",
    "close('all')\n",
    "fig,axarr = subplots(2,1,figsize=(12,10),dpi=300)\n",
    "vfs = [] #final velocities\n",
    "hts = [] #half flight times\n",
    "for fn,a in zip(fns,askers):\n",
    "    times = cumsum((3./2)*data[fn][:,0])/1e3 #fix timing bug and convert to ms\n",
    "    times -= times[-data_start]\n",
    "    gs = (200/2**12)*data[fn][:,1]/16\n",
    "    gs = smooth(gs,window_len=17,window='flat')\n",
    "    \n",
    "    zero_g_time = where(times>-45)[0][0]\n",
    "    zero_g = average(gs[zero_g_time:zero_g_time+10])\n",
    "    gs -= zero_g\n",
    "    impact_time = where(gs[zero_g_time:]>.2)[0][0] + zero_g_time\n",
    "    \n",
    "    release_time = where(gs[impact_time:]<.05)[0][0] + impact_time\n",
    "    dt = times[impact_time:release_time+1]-times[impact_time-1:release_time]\n",
    "    dv = 9.81*1e-3*sum( dt*gs[impact_time-1:release_time] )\n",
    "    vfs.append(-1+dv)\n",
    "    \n",
    "    next_impact_time = where(gs[release_time:]>.2)[0][0] + release_time\n",
    "    hts.append( .5*(times[next_impact_time]-times[release_time]) )\n",
    "    \n",
    "    times -= times[impact_time]-.25\n",
    "    axarr[0].plot(times,gs,label='Asker %d C'%a,c=colors[a])\n",
    "    axarr[1].plot(times,gs,label='Asker %d C'%a,c=colors[a])\n",
    "    \n",
    "for ax in axarr:\n",
    "    ax.set_ylabel('acceleration (g)')\n",
    "    ax.set_ylim([-.2,1.1*amax(gs)])\n",
    "axarr[1].set_xlabel('time (ms)')\n",
    "handles, labels = axarr[0].get_legend_handles_labels()\n",
    "handle_list, label_list = [], []\n",
    "for handle, label in zip(handles, labels):\n",
    "    if label not in label_list:\n",
    "        handle_list.append(handle)\n",
    "        label_list.append(label)\n",
    "axarr[0].legend(handle_list, label_list,loc='upper left')\n",
    "axarr[1].legend(handle_list, label_list,loc='upper right')\n",
    "axarr[0].set_xlim([-180,500]);\n",
    "axarr[1].set_xlim([-5,70]);\n",
    "axarr[0].set_title(\"Foam Drop Test, Thickness 25mm\")\n",
    "tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 460,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[60, 50, 40, 25, 60, 50, 40, 25, 60, 50, 40, 25]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x12f35b810>"
      ]
     },
     "execution_count": 460,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BHJOZlwDry+vmUHoxjSRJqrNqg317YEH5c/uI+K2A1TWrSJIkdVu1wf5r4KKK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\nIAa7JEkF8v8B3tqGd+adUDEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x141529390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print askers\n",
    "e_vels = asarray(vfs)**2 #energy ratio calculated by integrating acceleration\n",
    "e_time = (asarray(hts)/150.)**2 #energy ratio calculated by measuring times between impacts\n",
    "\n",
    "avg_e_vels = [average(e_vels[i::4]) for i in range(4)][::-1]\n",
    "std_e_vels = [std(e_vels[i::4]) for i in range(4)][::-1]\n",
    "avg_e_time = [average(e_time[i::4]) for i in range(4)][::-1]\n",
    "std_e_time = [std(e_time[i::4]) for i in range(4)][::-1]\n",
    "\n",
    "N=4\n",
    "ind = np.arange(N)  # the x locations for the groups\n",
    "width = 0.35       # the width of the bars\n",
    "fig, ax = plt.subplots(figsize=(8,6))\n",
    "rects1 = ax.bar(ind, avg_e_vels, width, color=bmhcols[0], yerr=std_e_vels,\n",
    "                error_kw=dict(ecolor='k', lw=2, capsize=3, capthick=2))\n",
    "rects2 = ax.bar(ind + width, avg_e_time, width, color=bmhcols[2], yerr=std_e_time,\n",
    "               error_kw=dict(ecolor='k', lw=2, capsize=3, capthick=2))\n",
    "ax.set_ylabel('Energy return ($E_{out}/E_{in}$)')\n",
    "ax.set_xlabel('Asker C Scale')\n",
    "#ax.set_title('Scores by group and gender')\n",
    "ax.set_xticks(ind + width)\n",
    "ax.set_xticklabels(tuple(askers[::-1]))\n",
    "ax.set_xlim([-.2,3.9])\n",
    "grid(False)\n",
    "ax.legend((rects1[0], rects2[0]), ('Integration', 'Timing'))\n",
    "\n",
    "\n",
    "#plot( askers, asarray(vfs)**2, marker='o',ls='' )\n",
    "#ylim([0,1.])\n",
    "#xlabel(\"Asker C Scale\")\n",
    "#ylabel(\"Energy return ($E_{out}/E_{in}$)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 443,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x12f6e7e10>"
      ]
     },
     "execution_count": 443,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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w9vTro4QMYI46KSEDlJGjhAxQTo5edHvv/b2BHTLzV/0YjCRJ6p9ur9O/Gnhj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\nxhKutQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1408efb50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(8,6))\n",
    "plot( askers, (asarray(hts)/150.)**2, marker='o',ls='' )\n",
    "ylim([0,1.])\n",
    "xlim([20,65])\n",
    "xlabel(\"Asker C Scale\")\n",
    "ylabel(\"Energy return ($E_{out}/E_{in}$)\")"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 4,
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   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "data_start,3487\r\n",
      "battery_voltage,4.07\r\n"
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "/usr/local/lib/python2.7/site-packages/ipykernel/__main__.py:13: DeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n"
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     ]
    },
    {
     "data": {
      "text/plain": [
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       "<matplotlib.text.Text at 0x10a8a9b10>"
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      ]
     },
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     "execution_count": 4,
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     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "image/png": 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geLti5qswEElct2tZqSRpTU29Ghrzs+NGvoU5c/hH7u4hczeRu3vIHH4wAwIA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DzEcdxIAJcA+L3pnia7+ygcx2kAXMFx3GgAuQAmM8YuBdncX3gAwGHBa7K772MAcDnH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\n",
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      "text/plain": [
274
       "<matplotlib.figure.Figure at 0x10a895910>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
282 283
    "fns = ['kiri-tests/kiri-test-fail.TXT','kiri-tests/kiri-35-pp-017.TXT']\n",
    "fns = ['kiri-tests/kiri-35-pp-017.TXT']\n",
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    "data = {}\n",
    "for fn in fns:\n",
    "    data[fn] = []\n",
    "    with open(fn,'r') as f:\n",
    "        print f.readline().strip('\\n')\n",
    "        print f.readline().strip('\\n')\n",
    "        for line in f.readlines():\n",
    "            data[fn].append(map(int,line.strip('\\n\\r').split(',')))\n",
    "    data[fn] = asarray(data[fn])    \n",
    "figure(figsize=(18,6))\n",
    "for fn in fns:\n",
    "    times = cumsum(data[fn][:,0])/1e3\n",
    "    gs = (200/2**12)*data[fn][:,1]/16\n",
    "    #gs = data[fn][:,1]/16\n",
    "    gs = smooth(gs,window_len=3,window='flat')\n",
    "    #detect impact\n",
    "    #impact = where(gs[20:]-gs[:-20] > 3)[0][0]\n",
    "    #print impact\n",
    "    plot(times,gs,label='%s'%fn)\n",
    "xlabel('time (ms)')\n",
    "ylabel('acceleration (g)')\n",
    "legend(loc='upper left')\n",
    "#xlim([amin(times),amax(times)]);\n",
    "title(\"Thickness 12mm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([120, 120, 120, ..., 120, 121, 121])"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d = data[fns[-1]]\n",
    "#1/((d[1:,0]-d[:-1,0])*1e-6)\n",
    "(d[1:,0]-d[:-1,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "181.8181818181818"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1e6/5500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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aq5QeBaFCmYCh3TWK4vBAFiVmCv5zzzlt9axZ47QLryh2IhPyzNzCT31SUcoT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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113429590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axarr = subplots(2,1)\n",
    "for i in [0,1]:\n",
    "    axarr[i].plot(data[fns[i]][:,0]/1e3,data[fns[i]][:,1]/40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8295.43916903 45.3503565643\n"
     ]
    }
   ],
   "source": [
    "freq = 1e3/(times[1:]-times[:-1])\n",
    "print average(freq), std(freq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.05714286,  0.11428571,  0.05714286, ..., -0.20952381,\n",
       "       -0.13333333, -0.15238095])"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.0079117037037036344"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#integrate over series\n",
    "dv = sum(gs)*.12e-3 #change in velocity (m/s)\n",
    "dv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.5"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "2.75*2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def square(x,nmin=1,nmax=100):\n",
    "    k = arange(nmin,nmax).reshape(-1,1)\n",
    "    return (4/pi)*sum( sin(2*pi*(2*k-1)*x)/(2*k-1)  , axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x116885290>]"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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jo/e0/5prrNkzyGJ0QY0YYUuIeBmIsXq1Nd+NGBH8eF6vT69Ltod1wQVWWRs6\n1Gr/iZYtsyzo/PMtuGfb4MG22GOmrNVlfwFQJMEAsAd+TJmSuabX3GwdujfeaDMxc+nCC+2L5e67\n02+3YoU1LQS98PwEgw8/dD88LpW+fa1J6oEHrBnotdfs6XDPPms321tvWXa3xx65KY+fYBA0MxAB\nhg/31hw5ZYqdi1w8JCheWRnwt7/ZqrOZhprecYdl1PvuG/x4Xq/PKVNyEwwAW+rj8sutVn7TTbZ6\n8YwZNoR0wAC7d4MuEujXzjvb+Z0xI/12LvsLgCIKBu3bW5t0pkkgd95pSwWEWYwuqNJSe7jKDTek\nnyh3xRUWCIKOVvCz9suHH7qd0JXJXnvZkMQzz7Ra8Mkn24ijiy6yztZcBmivwaC5OVy77KWXWiUl\n3eJ969ZZzfOuu9yOqffq8MOt6eeii1J/Ua9cCdx3X/gRXl6CwddfWy19QOjF7r0bPtwGFSxebMNu\nzzvPvpDfftuGomazMz/RIYfYfZKO68wgbw++T/UDH8tRJFq3TnXffVWffDL5+6+8orr77vbA93x6\n5BFbqmHRom3fe/ZZm+IfZqmApiZVEW/bDhqkOmlS8GMVsk2bVDt0yPww8pEjVW++Odyxnn5atbxc\ndfPmbd9raVH94Q9VL7003DHC2rxZtaIi+VIdmzapHnWU6vXXhz/Obbep/va36beZNEn10EPDH6tQ\n3XWX6rBh6bepq1Pt3dt+R0SWo4iMnXe2nv7hw7d9/OKUKTaq5amnwqW4Llx4oaXkFRVbj79/8klr\n7nrwQX/P901UUmL9Epn6Jhobrcaa6qHqxa6szFaxzFQDC5sZADZfoHdv+38f3xbc1GR9Q0uWWNaa\nT23b2jX44os2oiu2tv4XX9jfnTsHn0AYz0tmMHVq7pqIomjgwMwPiXLdTORoUFJ0HHqoNRUddpg1\nQ/TrZ7MYH37Y2qqzOYTSj8svB3bZxWYXd+sGbNhg49EnTgz/5SyyZcRGui+x2lprisrWWP5CcOih\n1lSUbu2bMH0GMSJWUTnzTFvu+JJLLCiMG2cjm157LTed5pl06WIVp8suswmTBx9s7eexIbJBHywU\nz0swmD49N0Nro2rAABvu29iY+ulprpuJii4YAFbTOvJIW172tddsQbuamnAPBsmGCy+0pyNVVwO7\n7WaBK0xGEM/LWO4PP3S/BEWhGTAg81PpXGQGgH3ZP/20tbs/+KC9NmyYXQNBH5eYDTvuaJWnpUst\nc+zdG9jF6/4gAAAOy0lEQVRvP3f79xoMvMxLKVYdO9rQ59mzU/ebMBh41K9fuDWLcqWszIa0ueZl\nLHeuO4+jaMAA4E9/Sr+Ni8wgpqzMssLLL3ezv2zq3t1+XMs0wGHTJhtllqs5QFEV60ROFww4mogy\n8lL7mjaNmUF5uX3xbNqUehtXmQGZTNdmba3160Wh2SyfMvUbbNzIeQbkQaYbrqXFms5yObkpinbY\nwZbKSPdUMpeZAWW+NqdPz+2Q0qjKFAw46Yw8ydRnsGiRjWffZZecFSmy+ve3L6BUmBm4lSkYzJjB\nSgpg52DWrNT3MYMBeZKpz2DWLFsRlawWmm62JzMDtzJVVBgMTKdONpx34cLk73MGMnmSqfZVUwMc\neGDuyhNlzAxyK11FRZXNRPEOOij1agXMDMgTL8GAmYHp399qo6km6TEzcCvdtblsmY24itow8Hxh\nMKDQMqXis2YxM4jZfXeb35FqCWNmBm6lCwazZ/O6jJcpGLCZiDJKl4pv3gzMn28PUCFzwAGpRxQx\nM3ArUzAoL89teaIsXTDg0FLyJN0NV1dnsxu393Hc8crLUwcDZgZupZt0NmcOg0G8fv1s5F+yR8ay\nmYg8SRcM2ES0rXTBgJmBW+muzTlzOPM4XlmZzYOprd32PQYD8iRdnwGDwbaYGeROqmCgymaiZA46\nyBYLTMShpeRJuj6D2lrecInKy+2LKNmIImYGbqUKBp98Yl9uXbrkvkxRdtBByZ/gyMyAPMnUZ9Cv\nX27LE3VdutgX0SefbPseMwO3UvUZzJ7NJqJkysvZTEQhpAoGjY02o7F379yXKepSjShiZuBWqmuT\nncfJpWrCZDMReZLqhps/35Yl5kiibaW66ZgZuMVg4E/PnsCKFVuePBfDzIA8SZWK19ayiSiVVMGA\nmYFbDAb+tGljmXx9/davRyoYiMguIjJRROpF5BUR+VaK7RaJyAwR+UhE3g9zTPIm1Q1XV8fJZqkw\nM8iNVCPd2JeVWrJrM1LBAMBoAK+pal8AbwC4OsV2LQAqVPU7qrodP+Y6d9IFA95wyaUaUcTMwK1k\nI91Wr7b+LK5JlFyyYBC1PoPTADzc+vvDAE5PsZ04OBb5kCoYsJkotd12sy+qTz/d+nVmBm4luzbn\nzgX69gVE8lOmqCuEzGB3VV0JAKq6AsDuKbZTAK+KyFQRuSTkMcmDZH0GqswM0hFJftMxM3ArWTCo\nrwf69MlPeQpBLoJBxvqOiLwKID55E9iX+3VJNk+xCDCGqOpyEdkNFhRqVXVyqmNWVVV983tFRQUq\nKioyFZMSJLvhli/npJ5MYjfdMcdseY2ZgVvJ+gximQEl16uXraobaxqqrq7G8uXVuP9+ewCOCxkv\ncVU9PtV7IrJSRLqq6koR2QPAp8m2U9Xlrf9+JiJPAxgEwFMwoGCSBYO6Ot5wmTAzyL5kfQb19cDZ\nZ+enPIWgbVtg330taB58sFWSO3SowMiRNlR8zJgxoY8RtpnoWQA/bv39YgATEjcQkQ4ismPr7x0B\nDAWQZHI1uZQsGMybx8lmmSQLBswM3ErVTMSKSnqJ12bU+gxuBXC8iNQDOBbALQAgInuKyPOt23QF\nMFlEPgLwHoDnVHViyONSBslScQaDzJLNQmZm4FZiMGhutsmQvDbTy3YwCFXfUdU1AI5L8vpyAKe0\n/r4QAJ9ommPJUvF584DDDstPeQrFHnvYw39WrQJ23dVeY2bgVmIwWLLEznXHjvkrUyEoLweeeGLL\n31EbWkoRlSwV//hj1r4ySTaiiJmBW4kj3dhE5E38ddnSYvd327bu9s9gUKQSg0FLC7BggY1KoPQS\ngwEzA7cSr825czms1Is+fWyRyc2brYmorMztvAwGgyKV2GfQ0GBDSpmKZ7b//lsvGczMwK3EYMC+\nLG/atQP22ssyfNdNRACDQdFK7DPgDeddYjBgZuBWYjCYPx/Yb7/8laeQxLJW153HAINB0WLtK7j4\nYKBq55GZgTuJWev8+Wy+9IrBgHxjMAiuRw9gzRrgyy/tS6ukhGvmuBSftTY3A4sX25r9lFnsqWeb\nNrGZiDxKrH0xGHhXUmKddXV17C/IhviKSkODDStt3z6/ZSoUscxg40ZmBuRRYp8Bh5X6E2sqYn+B\ne/HBgE1E/vTrZxW79esZDMij+BuupcWGpDEV9y4WDJgZuBeftbLz2J8OHWxiZG0tgwF5FB8Mli8H\ndtnFLiTyhplB9sRnrR9/zGDgV3k5MG0a+wzIo/jaF7MC//bfn30G2cJmonDKy4GPPmJmQB7F174Y\nDPzr1QtYtAjYsIGZgWuJwYCZgT/l5cCMGQwG5FH8Dcdg4F+7drZ+/MyZzAxcKymx+RstLWwmCqK8\nHPjqKzYTkUfxwWDBAgaDIIYMAd56i5mBayL2s2KFfaF16pTvEhWW/fe3f5kZkCfMDMI78kigupqZ\nQTaUllolZZ998l2SwrPTTrZGEYMBeRK/TPDChdbkQf4cdZSN2mBm4F5pqV2XPXrkuySFqbzcfTDg\nZV6kYpnB5s3AypX2nFTyp2dPoGtXZgbZUFpqHfQMBsGUl7u/LhkMilQsGCxZAnTrxtptECLWVBS/\ngim5UVJiwaC8PN8lKUyXXQY0NrrdJ5uJilQsGLC/IJwjj2RmkA2xzGCvvfJdksK03362NIVLrC8W\nqVifAUcShXPiicD06fkuRfFhM1H0MDMoUrHMYNEiBoMw+vQBHnww36UoPqWl1oTJzCA6GAyKVCwY\nfPqpdYISRUms6W2PPfJbDtqCwaBIxYLBqlW2XjxRlJSU2MAG9sdEB4NBkYotVLd6NdClS75LQ7S1\n0lL2F0QNg0GRii1Ux2BAUVRayv6CqGEwKFJsJqIoYzCIHgaDIlVaamvxr10LdO6c79IQba2khM1E\nUcNgUKRKS4E1a4COHTn7mKKHmUH0hAoGInKWiMwSkWYRGZhmuxNFpE5E5orIqDDHJG9KSmxYKfsL\nKIo6d7Y5HBQdYeuMNQDOAHB/qg1EpATAXwAcC+ATAFNFZIKq1oU8NqVRWmrBgP0FFEWTJ9vaTxQd\noTIDVa1X1XkA0v1vHQRgnqouVtVGAOMBnBbmuJRZaamtVsrMgKKIgSB6ctFn0A1AQ9zfS1tfoywq\nLbXOYwYDIvIiYzORiLwKIH5BAwGgAK5V1eeyVTAKp6Q1zDMYEJEXGYOBqh4f8hjLAMQPIuve+lpK\nVVVV3/xeUVGBioqKkEXY/sSm+bPPgKj4VFdXo7q62uk+RVXD70TkTQBXquqHSd4rBVAP60BeDuB9\nAOepatJHhoiIuijT9u5//xc480xg3Dhg+PB8l4aIsklEoKqhemLCDi09XUQaABwG4HkRean19T1F\n5HkAUNVmACMATAQwG8D4VIGA3IllBmwmIiIvQg0tVdVnADyT5PXlAE6J+/tlAH3DHIv8ifUZsJmI\niLzgDOQixcyAiPxgMChSDAZE5AeDQZFiMCAiPxgMilRJCdChA9C+fb5LQkSFgMGgSJWWMisgIu8Y\nDIoUgwER+eFk0plLnHTmxsaNwLRpwBFH5LskRJRtLiadMRgQERW4vM9AJiKi4sBgQEREDAZERMRg\nQEREYDAgIiIwGBARERgMiIgIDAZERAQGAyIiAoMBERGBwYCIiMBgQEREYDAgIiIwGBARERgMiIgI\nDAZERAQGAyIiAoMBERGBwYCIiMBgQERECBkMROQsEZklIs0iMjDNdotEZIaIfCQi74c5JhERuRc2\nM6gBcAaAtzJs1wKgQlW/o6qDQh6TPKqurs53EYoKz6dbPJ/REioYqGq9qs4DIBk2lbDHIv94s7nF\n8+kWz2e05OoLWgG8KiJTReSSHB2TiIg8apNpAxF5FUDX+JdgX+7XqupzHo8zRFWXi8husKBQq6qT\n/ReXiIiyQVQ1/E5E3gTwW1Wd5mHbSgBfquofU7wfvkBERNsZVc3UXJ9WxszAh6QFEZEOAEpU9SsR\n6QhgKIAxqXYS9j+IiIj8Czu09HQRaQBwGIDnReSl1tf3FJHnWzfrCmCyiHwE4D0Az6nqxDDHJSIi\nt5w0ExERUWGLzHBPETlRROpEZK6IjMp3eQpRssl9IrKLiEwUkXoReUVEvpXvckaViDwgIitFZGbc\naynPn4hcLSLzRKRWRIbmp9TRlOJcVorIUhGZ1vpzYtx7PJdpiEh3EXlDRGaLSI2IXN76urPrMxLB\nQERKAPwFwAkADgBwnoj0y2+pClKyyX2jAbymqn0BvAHg6ryVLvr+AbsG4yU9fyJSDuBsAPsDOAnA\nOBFhf9cWyc4lAPxRVQe2/rwMACKyP3guM2kC8BtVPQDA4QAua/2OdHZ9RiIYABgEYJ6qLlbVRgDj\nAZyW5zIVomST+04D8HDr7w8DOD2nJSogrcOdP094OdX5OxXAeFVtUtVFAObBrmNCynMJJB9ochp4\nLtNS1RWqOr31968A1ALoDofXZ1SCQTcADXF/L219jfyJn9z389bXuqrqSsAuKAC75610hWn3FOcv\n8ZpdBl6zXowQkeki8ve4Jg2eSx9EZB8AA2ADclLd377PaVSCAbkxRFUHAjgZlkYeBQsQ8ThiIBye\nv+DGAdhXVQcAWAHgjjyXp+CIyI4AngRwRWuG4Oz+jkowWAagR9zf3VtfIx9UdXnrv58BeAaWFq4U\nka4AICJ7APg0fyUsSKnO3zIAe8Vtx2s2A1X9TLcMX/wbtjRb8Fx6ICJtYIHgUVWd0Pqys+szKsFg\nKoBeIrK3iJQBOBfAs3kuU0ERkQ6ttQbETe6rgZ3HH7dudjGACUl3QDGCrdu1U52/ZwGcKyJlItIT\nQC8AXJ59a1udy9Yvq5j/BjCr9XeeS28eBDBHVf8c95qz69PlDOTAVLVZREYAmAgLUA+oam2ei1Vo\nugJ4unU5jzYA/qWqE0XkAwD/EZGfAlgMG2FASYjIYwAqAHQRkSUAKgHcAuCJxPOnqnNE5D8A5gBo\nBPDLuFrvdi/FuTxGRAbARr0tAjAM4Ln0QkSGALgAQE3rBF4FcA2AW5Hk/g5yTjnpjIiIItNMRERE\necRgQEREDAZERMRgQEREYDAgIiIwGBARERgMiIgIDAZERATg/wGeIGTRXtSODwAAAABJRU5ErkJg\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11612db10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = linspace(-1,1,200)\n",
    "plot(square(x,nmin=3,nmax=100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8.814239501953125"
      ]
     },
     "execution_count": 312,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmin = -144335\n",
    "tmax = 433315\n",
    "(tmax-tmin)/2**16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.1169999999999618,\n",
       " 0.12399999999999523,\n",
       " 0.12036882683892487,\n",
       " 0.00072019892819037484)"
      ]
     },
     "execution_count": 317,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt = times[1:]-times[:-1]\n",
    "amin(dt), amax(dt), average(dt), std(dt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1321faf50>]"
      ]
     },
     "execution_count": 322,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Y5Sr/nXJl9GtxNibdHVKubUaQwl4E+u6qC1/JleUvTYfvMCQV/WtxPrfBqb9G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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x131eeda90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(20,4))\n",
    "plot(dt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0509683995923\n"
     ]
    }
   ],
   "source": [
    "v = 1. #m/s\n",
    "g = 9.81 #m/s^2\n",
    "x = v**2/(2*g)\n",
    "print x"
   ]
  },
620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x10be63f10>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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OnOh0NcLGypUr6du3r9PVCCsaM3s0Xva8/HKl+5x4nrbb9uhryh6Nlz0aL3uC1WZ7Kk1l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\n0Tt6Xjy1iA2723j67V38eVMzb9W18FZdC4XZ6Vx68jg+NLOYE8dmBz1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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c654250>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#approximating initital stiffness of curve crease kiricombs\n",
    "#parameterize the bending of a plate by a bending radius r (m)\n",
    "#z is the height (perp to bend)\n",
    "#t is thickness, E is elastic modulus, \n",
    "#l is length perp to bend axis, w is length parallel to bend axis\n",
    "#e is the straight extension of the curved section\n",
    "#l = .003 #meters\n",
    "e = .01 #meters\n",
    "w = .01 #meters\n",
    "E = 1e9 #Pa\n",
    "t = .0005 #.0005 #meters\n",
    "N = 10\n",
    "def z(r,l):\n",
    "    return 2*r*sin(l/(2*r)) + 2*e*cos(l/(2*r))\n",
    "def dzdr(r,l):\n",
    "    return 2*sin(l/(2*r)) - (l/r)*cos(l/(2*r)) + e*l/r**2*sin(l/(2*r))\n",
    "def U(r,l):\n",
    "    return t**3/(32*r**2)*l*w*E\n",
    "def dUdr(r,l):\n",
    "    return -t**3/(16*r**3)*l*w*E\n",
    "def Fz(r,l):\n",
    "    return -dUdr(r,l)/dzdr(r,l)\n",
    "def stress(r):\n",
    "    return E*t/(2*r)\n",
    "r = linspace(pi*l,10*pi*l,200)\n",
    "\n",
    "cycles = [4,5,7] #for 10^X cycles\n",
    "cycle_stresses = [16,13,12] #Mpa, Cyclic Fatigue and Thermal Softening of Polypropylene\n",
    "\n",
    "fig,axarr = subplots(1,2,figsize=(12,6))\n",
    "\n",
    "ls = linspace(.001,.006,6)\n",
    "for l in ls:\n",
    "    axarr[0].plot(r,N*Fz(r,l),label='l=%d mm'%(1000*l))\n",
    "axarr[1].plot(r,stress(r)/1e6)\n",
    "for c,cs in zip(cycles,cycle_stresses):\n",
    "    axarr[1].plot([0, amax(r)],[cs,cs],ls='--',label='$10^%d$ cycles'%c)\n",
    "\n",
    "axarr[0].set_title('Initial Force vs. Curvature')\n",
    "axarr[0].set_xlabel('radius of curvature')\n",
    "axarr[0].set_ylabel('$F_z$ (N)')\n",
    "axarr[0].set_ylim([0,1.1*amax(N*Fz(r,ls[0]))])\n",
    "axarr[0].legend(loc='upper right')\n",
    "\n",
    "axarr[1].set_title('Stress vs. Curvature')\n",
    "axarr[1].set_xlabel('radius of curvature')\n",
    "axarr[1].set_ylabel('$\\sigma$ (MPa)')\n",
    "axarr[1].set_ylim([0,1.1*amax(stress(r)/1e6)])\n",
    "axarr[1].legend(loc='center right')\n"
   ]
  },
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}