{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plots generated in the paper were made using the seaborn python package (http://stanford.edu/~mwaskom/software/seaborn/). For compatiblity, we only use matplotlib here (the only differences are aesthetic). There is an option to enable seaborn if installed by uncommenting. \n",
    "\n",
    "To generate own data, run the individual run_simulations_figX.py python script from the terminal first (see README). This will take a lot of time, and run many processes! It also requires brian to be installed (http://briansimulator.org/) . "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## imports and utility plotting functions\n",
    "\n",
    "import pickle \n",
    "import glob as glob_fun\n",
    "import scipy\n",
    "import cookb_signalsmooth\n",
    "import matplotlib\n",
    "from numpy import multiply, mean\n",
    "from pylab import axes, setp\n",
    "import pylab\n",
    "\n",
    "#seaborn.set('poster','nogrid','deep','serif')\n",
    "\n",
    "matplotlib.rcParams['axes.edgecolor'] = 'black'\n",
    "matplotlib.rcParams['axes.linewidth'] = 2\n",
    "matplotlib.rcParams['axes.facecolor'] = 'white'\n",
    "matplotlib.rcParams['figure.facecolor'] = 'white'\n",
    "\n",
    "\n",
    "\n",
    "font_params = {\"axes.labelsize\": 30,\n",
    "\n",
    "                       \"axes.titlesize\": 30,\n",
    "                       \"xtick.labelsize\": 30,\n",
    "                       \"ytick.labelsize\": 30,\n",
    "                       \"legend.fontsize\": 40,\n",
    "}\n",
    "\n",
    "sea_colors = ['b','g','r']\n",
    "\n",
    "#seaborn.color_palette()\n",
    "\n",
    "matplotlib.rcParams.update(font_params)\n",
    "\n",
    "\n",
    "def load_file(filename):\n",
    "    file_read = open(filename,'r+b')\n",
    "    pickle_file = pickle.load(file_read)\n",
    "    return pickle_file\n",
    "\n",
    "# by default diplasy plots inline, below the cell. Comment out to display plots in separate window\n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAooAAAKRCAYAAADTZYjUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1236f7390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArUAAAKRCAYAAABKnVFhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n2jOolSRJUu0Z1EqSJKn2DGolSZJUe/8fRFFBrCnhfLoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111838bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_hist(dists,labels,nbin=20):\n",
    "    pylab.figure(figsize=(10,10))\n",
    "    fig = pylab.axes()\n",
    "    pylab.hist(dists, nbin,histtype='step',lw=4,label=labels,normed=True)\n",
    "   \n",
    "    fig.spines['right'].set_visible(False)\n",
    "    fig.spines['top'].set_visible(False)\n",
    "    pylab.legend(fontsize=20)\n",
    "    fig.tick_params(top=False)\n",
    "    fig.tick_params(right=False)\n",
    "    fig.tick_params(labelsize=20)\n",
    "    \n",
    "    \n",
    "diffuse_dists = load_file('../simulation-results/fig-1/results_diffusive.pickle')\n",
    "local_dists = load_file('../simulation-results/fig-1/results_non_diffusive.pickle')\n",
    "local_vars_dists = load_file('../simulation-results/fig-1/results_non_diffusive_variable_targets.pickle')\n",
    "        \n",
    "plot_hist([diffuse_dists['rates_hist'],local_dists['rates_hist'],local_vars_dists['rates_hist']],['diffusive','local','local, variable targets'],20)\n",
    "pylab.title('steady state firing rate distribution')\n",
    "pylab.xlabel('firing rate (Hz)')\n",
    "pylab.ylabel('probability')\n",
    "pylab.show()\n",
    "\n",
    "plot_hist([diffuse_dists['Vt_hist'],local_dists['Vt_hist'],local_vars_dists['Vt_hist']],['diffusive','local','local, variable targets'],20)\n",
    "pylab.title('steady state firing threshold distribution')\n",
    "pylab.xlabel('firing threshold (mV)')\n",
    "pylab.ylabel('probability')\n",
    "pylab.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAn8AAAKbCAYAAACEm+xvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nB4p/DhEaSwI6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1237271d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAn8AAAKbCAYAAACEm+xvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12485cf50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAn8AAAKbCAYAAACEm+xvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12483a590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeQAAAFMCAYAAAAa4c96AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4P8DBTuDK6eq51QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x124849750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdkAAAFMCAYAAACH7MbyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12a4b1c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeMAAAFMCAYAAAD4PdQDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXmcHVWV+L/n9ZKkk5CFBAKyhERENoksorIqyaDjgqLB\nneCGMjqKzm9mRGeEOCqOM66M44gIiYosQRxRRySgAXEBRVAWZQuLEAIJCSFJp9PLO78/TlWqurqq\nXr29u3O+n8/rV11169Z9tZ17zz2LqCqO4ziO47SPUrsb4DiO4zg7Oy6MHcdxHKfNuDB2HMdxnDbj\nwthxHMdx2owLY8dxHMdpMy6MHcdxHKfNuDAeA4jIXBEpB59LMsqsCstUqGuSiHxMRG4RkWdi9ZZF\nZJdE2YNE5Fsi8oCI9MbK/aCRv68RiMgZsfYtaXd7nOqJXb9fNPk4J8aOdW4D6mtJu53xTWe7G+BU\nTSXH8MztItID3AQcnigvyf1E5ATgWmBCSv2j3Tl9tLfPyaeV16+RxxoV952IvA5YgLXny6q6qc1N\nGlOIyNnAdGCjqn6lVcd1YTx+KPIieD+RIL4TuBBYAwwF63pjZS8gEsTLgVXAxuD/J+ppaJPQxLcz\nNvHrVz+vA04Pli8BXBhXx9nAPsAjgAtjpzpU9WUFiv1t8F0GTlbVtWmFRGQv4JDg32tV9Z0NaGJT\nUdXlWKfBGaOoqk+bNRbv2NRHS8+f3/w7F3sH309mCeJEOYDbm9gex3EcBxfGOxuh2nl7wXIA/U1q\ni+M4zUfa3QCnGC0VxmlWjCKyj4h8QUT+IiJbAwvfX4nIWSLSUbDeA0XkKyJyl4hsEpFtIvKIiFwh\nIqcU2P/hoE0PBf93isiZInKziKwP6rtPRC4QkefUdxZSj39oYLX8iIj0icgTIvIzEXlTFXWkWlPH\nrYyxeRCAuHX2DgvksA7g57Eqzk2WTau7kgVz0bIicoqIXCkiqwML7j4ReVxE/hisP0tEZlZTv4hc\nHdt2SHLflLo6ReTJoPxaEUl9TkRkioicLSIrRWSNiGwXkQ0icquILBWRWZWOVS8i8qHYb/tgwX3i\n5+PgxLZOETk5eCZvFpGnRKRfRDYHz8AlInJcgWMsix1jn2DdqSJyjYg8GtSZvFcrWiWLyPNF5B+D\nesJ7ZHvwzPw0uD+SRodFzsmhInKhiDwYPO/rguv65mrrqnCcg0XkiyJyR3CvbA/u7x+KyFtFpGbh\nGZ5zovliAR5KedZHeGSIyHEi8hkR+XnsXt4qIg+JyGUi8uoCxz8vdozjg3UnBfs/FDzLO+6H2H7d\nwXP0WxHZKCJbROTPIvJ5Edk7/tvS9k9pxywR+YSI/DJ4fvuD63lTcO9MztjvYan8nkx9f0mN761h\nqGrLPsCJ2HxlGfgkNof5TGxd8vMzoLtCnUuBwZw6QuEyI6eOh4Jyq4FZwK9y6noaOLyB5+QsbPSZ\ndbzvA8+L/X9xRj2/CLYPJdYvCdcn6h2KrRsKyv0iow3DysbqPiO2/fQKvzO3LDAJ+HGF6xh+PlxN\n/ZhBS7jv5wpck7+Nlf9iRplXAk9WaOcm4DVNfqZmx+6f3xYoPx3oC8r/Iec+qvS5BOjKOc6y2PV4\nHnB12n2V2GfH85pR55KCbbsfeH7B99C5wDti5yTt8yNgQk59ue0OynRixkDJ5zD5+Q2we433wiUZ\ndSaf9YsL7pf8/B8wNef458WOcSLwXxlt2Se2z3OAu3KO+TTwslgbh+2f8R54tsLveAJ4ccq+D6Vc\nnyFGnr/TY/vU9d6Kf9ppwHU48M/YJPn/YDfhduAozOp3MrAI+AT2wIxARM4P6gATyJdjgncb8ALg\nXcDu2I3xCxE5WlXTVLRhb7QLe2m8JKjnf7ELtxfwHuBgYAZwuYgcrKoDtf30He0/Dfha8K8CPwV+\niHVQDgTeDbw+1r7c6jLW/xwTRoJZT88GngLOTJS7HXgA2BU4FPi3YP3lwaeWY1dT9rNEBmZrgO8C\ndwNbsHthPnZdjiffsCKt/p8AG4CZwFuAj1Vo49uDbwW+M+IAIm8ArsA0S/3ANZi1+ZPANOzlcRow\nFfiBiCxS1ab4oKrqOhH5GfAq4EUi8lxVfSBnl9OA7mB5xG8DJgKbgRuA24CHMUG1B2bU9zbseizB\n7tOPVGiiAF8GXoHdX98B7g3qOL7CvkkmYdfk95iL3r2Yhf8uwFzgTZjgnw/8VEQWaGW3nqOwd0wZ\n+FZQ7xDwIuz5m4yd2+8Ci6tsLwDBaPdK7DkEu78vB/6IeTDMBd4MHAEcDdwgIkep6rYqD/VV7J31\nIeweBHvOn0qUezTx/0TsGt8I3Ao8CGzF3hUHYJ2Vmdg1/Db2TspDgH/EOqxPYB2zu7D361EEU18i\nMglYCTw/2O9x4GLsuZ8CLMTu1xUUsF0RkQ8DXwr+3QpcBfwaE+izg/a/FpMJ1wfn+M+xKs4Eesh/\nT5JoS6PeW20dGZexnsj8lHLhBQt7RiNGx8EPDOt5Fjg2pcwM7OYKy30+o10PJ9r1npQyE7AOQ1hm\ncZ3nYjqwLqhrEHhXSpkp2AMSb1vWyHgVKaONjN+5uorr9MkKvdCwXNGR8YiyQAeRhmQ1MCunnl2B\nA6ptC/D12PYTc+qfgj3IZeCulO17YyPe8P49OKOeozBBUcZefp1NfK7eFPtt51Uoe1NQboCUERjw\ncvJHgTNjdQwCczPKLUvct5dXOgexslkj44OAfXP2F+AfKt27jHwPPQO8KKXcc4HHYuVOrbHdH46V\nWQ5MzCj36Vi58+u4H8JznzuKjJU/FtglZ3sP1vkM23Z8RrnzEuf1RmBKTr3/Fiv7a1JG3cDfYIOr\n1JF1rNyRwT1dxjqRe2Uc81XYoK8M/CajzMMUe0/W/d4aVqbWC17jTXJi4qQek1P2O7FyaYI2rvZ6\nX049+2C9lFBoT8s5+WXgmzl1nRQrd1Gd5+LsWF3fyik3h+jlP16F8ZzYti/VeD5z2wK8tMi1w+bb\nwnIfS9n+1WBbP/CCCm16Z6yut9Rzv1Q4zsTYPXJ/Trl9Y+25to7j7Rer5xMZZZbFyjwCTCpQb65Q\nq6J9q/LOBSOF8Xtz6jo5Vu7X1bY7uDbhdEaRaYSw8/0MOZ2iCnWE576QMC5Y5xRMY5L5jmS4MH4W\nmJNT3wRgfVB2K7B3TtlzY/VmCeNrYudtjwq/ZWmsvpekbH+YYu/Jut9b8U87ralvV9Vf5Wz/efAt\nmMp2B4GBRqgaWI+pl1JR1UeBy4J/p2A9rczi5Dt5/5IoQMaBOeWKEKp6FPhCZoPMBem7dR5rtBNX\nxx2cWaoOVPXXWO8V4A05Rj6hiroMXBrfEKgb3xb8e4Oq/qnCYa8kul/y7ru6UNU+TCUHMF9EXpxR\n9G2x5TQVddHjPYQJGDC1aiUu1upVrvXwm+B7XkWjGZu+uCRro6r+DLgn+PdoEdm9yracjKk8IVKh\n5hE+61OBrOvYclR1C6ZqBlPhV+L7mu8+eSymZQH4oar+Nafs1zAtTCoiMgMb8QJcpqqVghLF36f1\nPJcNfW+1c874txW2r4ktz0hsO4xo3muVqmZeqIDrsPkfsJfHioxyvap6V8Y2VLVfRNZjcw7JNhUm\neKkfEfz7lKrek1cem787q9bjjXZUdZOI3Io95AtF5GosAtgvC1zbargU+FdsXvc1RAIMABHZA1PT\nEhw7+YIIbQYAtohZ6mfNgWuwbTM2JfH8jHKN4rvYSBysQ5H2fIXCeCuQGV9cLEb527AO76GYUWNP\nRvEi3gW/LFCmMCKyEJtjPQrTfE0l2zPkOZjAzWxbgXvs55iKXIJj/riK5sYtz2eKharMY6/gW7B7\n5sYqjlUzQef0NOAU7P26OzZ4SWOvjPVxKl3zI2PLufYUqrpeRO7B7IDSOIboOSwXeC67Y//X/Fw2\n+r3VTmG8vsL2uKHVxMS2PWLL9xU41v2x5Tk55Z4uUFfYrmFtCowRTs7Zb11MEzCN6OWWZ2wT8mCB\nMmOdD2Cdjl0wQ5fXAb0i8lvgZuB64Fca6Idq5LuYMAYTWFcltr+F6KWeNnKcG1t+Q/ApSqURWr2s\nwuY39wJOE5Gz4y8EETmcSJvzA1XtHVkFiMjLgO9hL+Mk8XMfvux2SSmX3Ofxiq0vgIhMw7QNizKO\ns6No7LtS+6p9/vbILJXO3Njy17IKZVBzh78aRORQzGvjuSmba7nmUPma7xlbXp1ZaniZLGE8N7Z8\nFtUNXOp9Lhv23mqnMC7Xse/U2PLWAuW3ZOybpJ427Y7NY2dxI5GFY7zHmfpSTFDkN45pVPU2EVmA\nzTstxjo7PdhI9eWYK9zDIvIvqvq9Go9xv4jcgmlHXikiM1R1Y6xIqKLeRrr2ZFqyyioO31VF2apR\nVRWRSzHvglmY5Wh8BPf22HKqilpE9scsz8OO5l8wC//7sdFlX1iUyOK0SCyARqmor8LsNsDmJH8E\n3IFZ7PZiz69go+bQR79S+6p9/rJGi1nE75lqO5LdlYvUR6DGv55Ilf4odt/8BTMw7SPS8nwa0w4V\nmd6sdM3jvr5FrkFembY9l418b43V2NSbY8tHisjXMVep52I9lC2Y0civsPmgwYx9Q2ZhN9t+UiEF\nISkZjhJkbYuvj3cOstR/cVKd1McYFR9gVX0YOENE3odZy78Um1s6HjtPc4Hvisi+qnp+je34DiaM\nu7AX9v+ABY7BMt0A/EhV0+6T+HVbqqpLa2xDs/gOkavf2wmEsVjwnDB4xRPYyzeNc4gE8adV9ZNZ\nBxKRi+pubRUEQSRCQXwHsEhVUzVZInJsFVVX+/xtySyVTlhegXmq+kiV+zebDxIJ4mWYJ0nqO1BE\n/qWBx413cOp9B8avyTvV4tS3jEa9t8ZqOMxwPlmAU4H3YXM5M7Ce8DRMpXEW5tr0lZR989CMT/YO\nqg+raklVOzI+L48V30R0M6aphpIUKdMO4lMJlXrxhaNRqep2VV2lqp9V1b/FtA6hTzrAJwsY5mRx\nBeYCAcNHi++ILWcZzD0WW947o0zbCGwP7gj+fY2IhFqgk4imZy7LUZktDL6frCCIp9J8tXuShbHl\nT2QJ4oB9q6h3/wJl4s9fkfdHnPCeEUbhPUN0XgeAs7MEcUA157UScTX2/ALl5+VsGxXPZb3vrbEq\njP/IcJXyI8BFmPBdjAnnuCXr8UTzHbdWqPtMzNI57fM6RjrQV03wMvx98O/uInJQhV1OqrC9XcRV\nvJUMeYpY3aaiqltV9T+weS0wwX9UjXU9jeVpBnipiOwbGNS9NVi3HlPNpnE7ph4FOCnYb7QRqqAn\nEc1p5wYxiRHOEz9U4RgLaX3M47BtSo4NhYh0E00HFeFYEamkIQzrU+B3VdQNww2wmmZRnyD+bqx0\nncLz+rSqPptVSEReSBUd6gL8Prace71EZDZmQJfFTUQCrxHnODx/dd3j1b63xqQwVtV+oigyCnxG\nVc9U1W+o6vdV9Zuq+mbsIsfVIX1YiM08rlPVa7I+NG7+K27N+tGsQoErxduytreZuBX4y7MKich+\nmPVyvYQqPqHYXGUWcYH0DszidZ/g/8tVdWjkLhCMGkJ3p32xqGyjje8RdULfHhgWhm50d6vqH3P2\nDZ+VzJFKoPL+eN2trJ6wbUK+pugsLMBCUWZiPuqpiMjfEAmC36hqtZ3x/yMyVv07EckzIG0UcbVt\npSmu8LzuJiJ58+GZmpIauZnIYPaUCvGmP0DO866q64g62MeKSJqBXzWE569R04OF3ltjUhgHnEn0\n0vmCiLw0pczdDLfaXp8xF9gOlhO17Z0ZwcenYJGL8ozO2kbgwx2GkztOUoLJB73aq8ixTxCRF4rI\nvwZls8rMIgpHWAYq+fjm8SOihOtvY/jIsZJP92exwAIAXxWRd+QVFpHdReSTgcVq01HVJzHrTrDg\nFh8keqlU+m3hqG+2iJyd3CgiXcA3idzyWkl8RPrJYAQ8DBF5DfC5Gur+TxE5MrlSROZj4RlDMuMB\nZBFYrYe2BTOBa0Ukd9pJRF4iIp+v9lgxQuvkuAtlFuF5LWEGWsm2iIj8G+by1DCCAdXXg38nAlcE\nLnXJ459M5fC1AP9CNP10ebBfJiKyn1gylLR3Tnj+dpUgUUVGHQ19b41VAy5U9XoR+XfM6GQqcKOI\nXIb5BPZhcXTfA+wW262IoUBLCHzUPoDNYQpwiYi8EYsk8ywWE/bd2BzI1djc+GjkP4mCrnxfRC7G\n1EYl4IWY7+sumHVyVmzfadgL65MicjMWtOF+zNhuJubr+lYiV49LVfWxtIqKoKrbReQq7PwegEWU\nAnhAVXOnMVT1cbFMPtdgUYSWi8hHg/8fwDQn07AYyS8h8oFMNZpKGAzODTo49fIdTF1XIooxPiKI\nSQoXELkNfVFETsQ0SRuwudXTsVHpz7HfV8TftFH8AJtnfA7m13mPiHwLU6lPx3yiX42Nan6MqeiL\nWNX+H/abfyUiyzH/2DKmTgxjUwNcpaqZvtl5qOrXROQo7Py9IGj7NdhzshYbLc3G7vOFmNblQeCf\najkeUWcM4POBsLiPyJD1sVg8hf/GYvh3AB8KLIOvxoK67I09dwuwgU0fxTpiRa2ZP4tdpwOxaazw\nmv4Ze1cvwnyfN2BTk6H2bcS8tqreLiJnYZ3FGVhs8l9hU04PY4J6JuZXfGzsd6R1sG7AYlgLcHVg\nILw2dtw/qeoaGv3eKhKmq1EfCoZZrKZscDIGYmXTPhp8b82oYwuRkda+Fdr1cFDXQw06J5WyNl2J\nvQCLhsMs19v2aq5TUP6SnPZvwx72JbF1yXCYx1e4fvFQeN8jJUwgVYTmzDnmv1Rx3Y7GhG+Rdm8i\nO4Z1bpi/Gu+pHqLQheHn+oL7fqbCb7kJmzvMvZcYHg6z0O+Klc+K8Xw0ptrMatvTmEvXebF1I+Io\nJ+9vTDuyLafeH5GTPa5Su2PlPlHhOPF7od6QoJfm1H9Jouz7yc98dxdmQLUqXJdxzNzznrHPnuRn\nbVofXK/vxs7NiJDGsfpejXkMFHkunwJmptQxGXPtytpvSVDuhILHyXxvxT+tVlNr4rvusqp6Ltbb\nvADrvT2L9eAexUZj/xSrI8utIH6Mi8TyrW4Xy618t1ie0+NiZStaVxdFVUO3rGVBm7djvbCVWDzj\n04h6tEVcqiqVKdL2aq4TqvpOLGDGz4n8UR/CRsxHqurFKXXH978J60X+P8zY4c+YMBkKvu8O6jpB\nVd+q6Zm3qm3zTdj9ED8nhcOOquot2Kj67ViHaXXQ1gFMKPwO88U9DYvRe3eyDhGJa2r6iYzD6kJN\nNXo1Nfw2Vf0Elm3nJ5ifaT9mQXwDpmk6UVXXU/lequp6pOyX1rZbsOhQ/4WNHLdjUwZ3Yurpw1T1\n2gLHHrZdVS/FRsIXBfVuw67hDcBbVfU1amrVmtoda/9nMC3MJzHDrieC37AN+Cv2zH8Ki5ecaYNR\nkHdgHf1V2HUcIOOaqer/YBqcFUGb+rGR8a+wrFxHqupqqjyvRVAbYR6O2c3cSuRp8hdM67ZAVVcR\n2QEMkfOcqOqPsXP8fkxb9Sjmo7wdE76/xuLLvxrYU1VHRGdT1a1YKNLPAH/A7rEhEudPVW+k/vfW\nDiSQ8OOWwB/yXcG/X1DVf0wps4woIXceP8FGXRsrlnScCgTzWqHl9ldUtVI6QsfZ6RCREjZAmQX8\nUVVf2OYmNYUxO2dchMCoK4zXu43sQO2K9bZWYr2zv2K9m72xubfQXP5V2Nz0MTp6DMGcsUvo4/ks\nKcYzjuMAFpwndKv6RTsb0kzG7cg4cCH4PVEM1P+nql/MKHs48GfNyCwTRPS5isgY7Fuq+t4GN9nZ\nyRCR2zG163mq+ql2t8dxWo2IHIG9e7NipR+DzdlPxwZIL1DVP6eVHeuMS2EsIpOx+cvQwfrHqvra\nOut8KWZpKdhNsW8w3+E4VRO4PDyJzefND+apHGenIphGPA3zE74Fs5gvY1bzCzH7hZD/UNV/HlHJ\nOGHcCWMRmYjN7YZRXW4GTs4a9VZZ90+JMjO9W1UvSWwPJ/ZHY2Qmx3GcUYWIfJMovW0WZcym4h9a\n0KS2Ma7mjINAAFcTCeJbgL9thCAOWEUkjA/Iacd58X0Ca0DHcRxnOJ/BLNhPwBIq7Ir5727BbHdu\nAr6pqne2q4GtYtyMjIPoQFcRhV38A3CSqm7K3qvqY7wX+Ebw74Wq+v7Edh8ZO47jOFUzlsNh7iAI\n9H4ZkSD+E5ZirWGCOCAe8/aZzFKO4ziOUwVjXhgHgeu/SxQu8m5gYZN8gU+ILd/bhPodx3GcnZCa\n1dSBI/bBWPSrfbD4m5Mwf94NWHSjPwH3aJN04UEbLiHKRfsXLEJQ3WkOU451DGZNDRYRa27SmtrV\n1I7jOE4tVGXAFWQReiOWweMkLIZnnuBRYLOI3AD8L3B1o1w4glyy3yASxPcDL69WEIvI6cAaVU0N\n5B+UOZYoJyXAt92tyXEcx2kUhUbGInIgcDYWh3dSHcfrxVTKX1bVv9RRDyLyWaLUWgNYbNPHK+ym\nWL7iHdbVIvJl4EOY5d7PsKDl6zBf4r0YHoELLA7usWkRuHxk7DiO49RCrjAO8nn+G+aUnZxf/jPm\nOvQXYCMWWP1ZzCx9ZvAJU2Ml3YDKWOrAfw0CkFffcJFVWOadapmrsTR1IvIl4MMF9lMsjdt7s+aj\nXRg7juM4tZApjIOR50eBMIl3HxaW7FLMd7ZwhhkRmYalwXorZvE8Mdi0HfhikCmmuoaL/ILahPF+\nCWG8J+aX/BIs/+7uWBzUiVgGkYewTB/fVtU7KrTJhbHjOI5TNXnCuBws3gd8HljRiOQIIrILNu/8\nT1iCclXVjnrrHQ24MHYcx3FqIU8Y34upqL+nquXUQvUc2FyS3gJ8QlUPbHT97cCFseM4jlMLecK4\nQ1WHmt4AkVIzhH07cGHsOI7j1MK4CYc5GnBh7DiO49TCmI/A5TiO4zhjnaqzNonICZibzyZV/WMV\n++0KHIIZbN1U7XEdx3EcZ7xStZo6ZmWtwGdU9ZMF9zsF89MdN9bTSVxN7TgNRqQHWIQlmp8VrF0P\nXA+sRLW3XU1znEZSjzAOuQo4XVX7Kuz3OizXsAtjx3HysXC3S4DFQE9GqV5gBbAcN35xxjhVq6lj\n9GGBMd4I7Ccir1XVJxrTLMdxdlpMEH8cGw2XsGh+M4CuoMQAFvVvAyaw90TkfBfIzlimVgMuBf4O\nWBX8fwRwq4gc3ohGOY6zU7MEE8RzsMxwe2FJabqDz+Rg3cFBmUXBPo4zZqlVGAvWKz0Z+Gaw7jnA\nTSLyxkY0zHGcnRCbI14M7IsJ2rwprY6gzD7AYkTqSWLjOG2lnpExqjqgqu/DYliXsbmdy0XkXxvU\nPsdxdi4WAfMwtXRRZgb7/E2lgo4zWmmIn7GqfhlLALE5qHOpiFwqIt35ezqO4wzjFcDsGvabjWnq\nHGdM0rCgH6r6U+ClwMPBqrcAN4rIbo06huM4456DyVdNZ9GBxTFwnDFJQyNwqerdwIuAXwWrjgZ+\nJyKHEai2HcdxcpjTpn0dp600PBymqq4HTgK+HazaG/gl8NpGH0tEponIaSLydRG5RUSeFpEBEdko\nIneIyNdE5Mgq63yFiFwhIo+ISJ+IPCUiN4vI2WLGJY7jOI7TUGoN+qHA61X1mgpl/xk4P7G6IUE/\nROSfgE9hrg6V+C7wPlXdllPfBGAZ8Kaceh4ETlXVOzPq8KAfjlMPIjcBh9a4952oHt/I5jhOq6g1\n6EchYaOq/y4ifwEuJTuKTq08DxPECjwKrARuw0LlzcRG52/A5pLeDuwmIq/U7N7HcuC0YHk9cCFw\nJ2YY8nZM/T4fuFZEjlbVxxr8exxnfFIkpGVUZjr2rhDMQ2Mw+FQaNQwBdzW+8Y7TGmoZGZ+HPRiX\nq+q9BfdZgAm7adjIeL8q25lW54XAnsB/quqqjDLHAv8HTAlWvUtVl6WUC+NmAzwCHBcXtmIRgS4C\n3hmsukpVTyOBj4wdJ0bxkJZPAHsEZWZhbkpxjZdiUbf6c462FvgYqj+ss9WO0xbGbD5jEZmhqhsL\nlPsAcEHw702qemJKmduBw4J//1ZVr00pMxH4CxZgAODQwGAtXsaFseNAMqRlHvtiPsUbMA1XCbOo\nnsxIzd0gFoY3yQbs2XwjOVNRjjOaGbP5jIsI4oAVseURrg8isj+RIL4vTRAHx+sjijYGkUrbcZyR\nhCEt85hDFNxjJpE19DZMTS3YNFMpWO5k+Ih5CBsRPwqscEHsjGXGrDCugi2x5bRwefFAAT+rUFdc\nUL+i5hY5zngmCmmZR4mRwT3CeNNTMNW0YgJXMWFcwoRxL/AYcDcmjFdi02COM2apJ2vTWCE+Gn6k\nwvbbKtT1R8yopAQcWGe7HGe8sojKBpszGR7cYyL2PhJsfriPKDFEKJhDOjADME+h6IwbcoWxiDxE\nY4N1CGbANa+BdVbizNjyT1K2Py+2/HBeRao6KCKPYfPGk0VkT1VdU38THWdcUUk9DcNjT3cTvYs6\nMWEMZrDVj6VO7CTS5E0B/oQZbLlq2hkXVBoZ79uEY7asBysiLyWygN4GfCml2PTgW7HediU2EBlx\nTQdcGDvOcGZVLrIjN7HEliF96myASECDCejn1tY0xxmdtENN3RJLYxGZA1wZO96/Zoxip8SW0yw1\nk4Q9cQGm1t5Cx9kpKGEq6RlEQncAmBAsh6rpaunBsjS5K5MzLqgkjPPUyaFRxerg//dhhhRtR0Qm\nYw/pnsGqH6vqF9vYJMfZmViPWUbPwYy0khH3urE54tBKOk65QP3hKHkhLoydcUKuMFbVhytVYO6E\nKPBkkfLNJvAHvgY4Klh1M/khLuPW1hMLHCK0yFYsZaTjOCFmSf0scDjRsxJG0oqrmgex562DaOpK\ng/VC/nRW6NZYRB3uOGOCcWVNHeRPvhp4WbDqFiyIR56RR/hgC8Ue7l1jy89ktOO82L+rsiKEOc64\nYXi0rfmYIA5HvR3BZyLD3ZTC7RJb3xmUzYq4NYTZbTjOuGLcCGMR6cLcHEL/3z8Ar1DVLdl7AXAf\nkfDeD7gp5xidwHOCf7dmWVKr6nkFm+04Y5/h0bZKWKd2gChAR5rgHVELkYpagn1LjLTjWBcrV8Tg\n0nHGBOPVWkGyAAAgAElEQVQi6EcgJC8DXhOs+hOwSFU3Fdg9Hlz+iAplFxCds3uqaqTjjF/i0bZC\n/+F+TOWcFMThd5rRVinYN9yWjLi1AQvyEXJ9vQ13nNHCmB8Zi0gHliLx1GDV3cDCKsJlxqNunZxZ\nyohH3UoNm+k4457hWZh2B47BRrsbMWG8oyTZgjezdkwoKzYC7sJGx08xXBD3AtfV9gMyDizkZpdS\npbeRx3OcOGNaGItICbiYKE70X4CTVLWw+kpVHwgSRbwQ2F9EXpGTKOK94W6Y25Tj7DykZ2GaFVue\nHFsOR7kQzQenkbUtXNePZXVal9jesFjUIuRll5qDRek7U8Sifam2LlaCs/MwZtXUQVrDbwDvCFbd\nD7xcVZ+qobqlseWvi8jeiWOVgK8B4fqrVNXV1M7OQzQvvIThAmtGomQHNppNujPloYnlMmaoBTb3\nPD1RvmGxqANBnPa7kvQEZc4J9nGchjKWR8afAd4dLA8AXwVeHLhaZaHAdUnralW9RkSuwFyg9gX+\nICLfwOaTdwVOJ3KVWgN8tFE/wnHGCFlZmOLRs7oZOT+cNyoOyyVjT8eNvLpix2hGLOoi2aXiLMLe\nAcsadHzHAca2MH5pbLmLKGdxJeZiKdeSLMFeAG/GBPDHU8o8AJyqqo8Xb6bjjHGKZWGCyNgqLnyL\njCJD4VsmEsJDmOauBGwCvgxc18hY1MEccZHflWSxCFeo4nGxnYZRKVHEPnnbGd4L3q1AeQBUNU0Y\nVkuyN11fZar9wFtFZDnwLuBoYDcssMf9WI/8wgo+y44zHsnLwhSGtuyhvs59XGgrUdjZfuBnqDYj\n0laR7FJpeChOp+FUengeprjAu7BA2bAHXM18Uiqq+rLKpWqq92dUzmvsODsTeWpcxWK0N8L+pISN\niJMhMZvlwhT6RafFzt6IuVJlhef0UJxOQynSk63WLcFxnPFFWmS6EnAANqXTSENQwfyTQ7bRYBcm\n2GG4dRSW/SktdvZkYA/MinstI/FQnE5DqSSMH6WyAUa1uFuA44xt5gB7MTy2dCPeEaFP8iDA1i64\n8Aju/Ogr+DxLZaTf77lak99vzIJ6P/K1dB3Yb+0m3c7EcRqGNM4o0RERBVBV1xA44wMz3roSiz7X\nhY0YO4k68uGouFH3fLkMz158ON2XHYLeOJfbhkqpquIdltV6bnUvMRHOwAw298d+TxHWMnyEfJcq\nf1/NcR0njzHrZ+w4ThMREUTOwATevpjQmoIZa3UyPKgHNEjjVQY+dQITvvVCuG9X/pohiCHu97s0\n358xTsKCumiUPrBUkPH3pYfidBqKC2PHcYYzMsBHaMgUGjglXZeqDXmZybIF6M+eS3ndZNY+tkvq\nXG2SRUE7ixK3oN5AFFykEh1EoT4bHorTcVwYO46TJBkIo4wJoGRAj0ahgG7tQlccjPR30P/gDB6t\n4iiLZalMqlwMGPm7kmE28wijja1wH2On0bgwdhwnIjvAR9LKueECeeU8dPMEBgZLDFRZe+j3W4Sk\nFfRaiudH7qKBoTgdJ06mMBaRjwTJEZqGiEwSkY808xiO41RFViCMMHtSmSa5MF43n7JozQOEakJa\nJnkUE8p5Kush4CHgfE8U4TSDvBv/C8BqEfmwiExo5EFFZGIghFcD/9nIuh3HqYtKQi10ZWokAvB0\nj30PdDBQQx1F/X6zMrqtxdKvPgZsxSJ/9QfLjwXbfueC2GkWecJ4DeZj9yXgcRH5uogcU8/BROTY\nIAHDGkzY7x4sO44zOsgSagPY6LhZU1tSUjoEZOPEqqycqyXPCrqMCesHsfzJ4W/eDZgPPBtYYztO\nw8l7sJ4PfB7YjlkRvg+4SUQeEpFLROQsETlcRFL99ERkiogcKSIfEJHlIvIwcBOWE3g6Flnnc1gU\nH8dxRjcbSU8E0ShkVi+IUprSz+Qaxp9Fc5ivxIzRspgDHIwFNZmM/eZuLMDJscAKEc7wNIpOo8mM\nwKWqW4CPicgFwDnAO4FJmM/hEqIsR4hIGMt1M7ALZnUY1p28abcC3wL+XVWfaNgvcRynEazHBFKS\nDTTZ4HPharhzd2RWL7v3dbL9sWmFXJtCCvn9qtIrwgrS3aH2ZWR+5pB12Mg59G/eU8Tnj53GUfHh\nUtXHVfWDwN5YHt/bY5tD/8JuTOX8XEyl08VI38PbgLOBvVT1bBfEjjMqyRJqZZpovAWwaDVM7ke6\nh5i417Ps01EuLPyr9ftdjo2Q48whWxBvYGR86mr9mx0nl5rCYYrI3tjNeDRwCNajnIlF59kOPI1l\nfLoLuAVYuTPkAPZwmM6Yx1ybVjDSorqE5RBvZg50vWQBLD8MEPSpyaz582weKLDfcj1XlxU5QDDn\nuwgzVDsKG2SAZZ5KWlMPkZ0oAqwT8Eb3OXYaQU0Plqr+Fbg4+LQNEekADgSOBI4Ivg/D5ncAlqrq\n0gL1LANOL3pcVXX/bGd8otqLSFKNOwfTeNWd+rQSS+5A10yFlfOQXXvZvaPM6pyQmFDQ7zeY412C\n+VCHHY1twAPYYKIbG/X3YdNtlVIoguc1dhpIM3u5reBK4PU522udz8naT3K2Oc54YTmwJzaCDOdR\nu3L3aAxSgvI5v0T33IysOJiO3bay6xNTU6NkFU4UEcvSlOa2Vcbeg/HR7XaKG4R5XmOnIYx1YRwf\noSrWk92AZWOplTMxtwbH2TlRVUTOB+YBhwZrGxprII8S8M470NPupnzZIWx77yncReRyFaZQvE7P\n1aLq4WR4zyTJjsZMzMe4iAGZ5zV2GsJYF8a3AvdgxmG3qeojIrIEuKTG+hS4TlU9d6mzszMJ2AML\ndjEfmEYTjbdi7NA+TR6g/J7bmfaeP2jNqQoTWZqqYTbWKc9TUztOwxjTwlhVz09Z7cZTjlM/i7CU\niQsw46ZWPVfx4wxS/4g8K7xnnAEiH+qQMEtTJXV1UXW24+QypoWx4zh1YJbToWVxUg38YZpvPb2D\n3i5YOQ+un4esm2yGYjO20XnCI3S+Zan06LmaF6gjjyIxqzdiAT6SzKCysPW8xk5DcGE8Eh9ZO+Mb\ny1ectCwOmQO8CjPcarrXgALLF8CKg0wgh+tU0DVT6bhlLyYAK2SpFDLWSqHInO4GTCWftBavZLTm\neY2dhuEuOsMR4CIReVREtovIMyJyt4hcKCLHtbtxjlM3Jog/jgnjNPXtHCyAT0sE8WePM7/imCBW\nBFWhrKBrp7CWKOrVObJUmtFZzsprLJgw3x84KPjsH6wr4XmNnQbiI+ORnBRb7sLCex4IvEdEfgKc\nrqrNDGTvOM0kz7K4hBkuNTV1asjyBXD9vOHrVNDBEuWNE5Gne9CnJrNb0KYBTAiuBy6s4jBZ4T2T\nrMXmjWcG/4fxqJOj425Mpd0F5jblITGdRuDC2FDgWSyAwK3AX7HoO3tjTv1h4vJXATeKyDGqurkd\nDXWcmrE54jzL4pmY0VbTR8W9XaaaDlHQsqBrp6DrJ9MxJGhfJwPIDmEYCsFPy1JR4KKCKuvrsSiB\nRXgUc2naFxO221PKxKNyeYxqp2G4mtq4ANhDVRer6n+o6uWqukJVv6iqrwCOJ/I9PgT4Ytta6ji1\nU8myeCatCe7BynmRahpsRPzodHhyCqVBQbd30N/fQX/Krl3Ahyiusq6UpSmNfiwISB9mzT0p+B7C\nhHA8DoHHqHYaggtjQFX/oJodQEBVbwZOJYq+dYaI7NmSxjlO46hkWTyZFhkwxtXTCrpmKuUNE9Eh\nYWh7J33bO+nLackMCgpB1R2RuooQqunDRDcd2Oh4W/DdATwHS7EYV30vFmFSwWM4TioujAuiqr8m\nspzsAE5uY3McpxbSLItLwfoDaKE/8fpgfF4Wytu66HtiKoN9XfRt7WZrfyf9FVoRjqkXy1IpIgTT\nsjSlMRPrkJSw8zAp+H9ysBwX0nOAfYL9whjVjlMzDZkzFpFuYD+sx9qtqjc1ot5RyCoiIXxAViER\nOS++j6qual6THKdm5mAjwalEgqalCHDfrqzb2s0uNexeKFGDKirC+cAa0t25QvYgEsSdRGlgw/PS\nhWnHtmOq7HjYTI9R7dRFXcJYRE7Gchwfh82phKHsOhLl/g6L5LNGVc+r55htZkNseXpWoTH+G53x\nS9yyOEwAMYUWZGNKMqsX1k4BUUrbO5lS5e4DseVCQjAwsFomwpWkBzq5CfgWJoxDgZwkFMzhKHkr\nUdhMj1Ht1EVNwlhEOoFvUtxw4UngPYCKyDJVfbiW444Cdo0tP9O2VjhObYSWxXMwQdxDJIhbOipe\nuBru2s2WO4eYRFeq5XIWcdfCqoRgMIf8QxICXISvYK5MWYI4SSemvt6KjZDXVNMOx0lS65zx14kE\n8SbgMuAHOeWvCcoJcEqNxxwNnBBbvrdtrXCc2liJWQjPxp7FllhOp7FoNfQE49tOrWpQMMRwDVXd\nBMkkTmG4SroInZjLVZGwmY6TS9XCWESOAd4d/HsdsJ+qvg34TtY+qjpAZPx0fLXHHA0EvzucLx4E\nftbG5jhO9aj2Avdho+F4AoaWzxX3DMAb70EVtHuwquOvY3gmpUYIwdDlq5bzMAETyB6j2qmLWkbG\n7wm+HwfeoKpF1bW3B98H13DMWqn4cInI6SKS6/IhIscCV8dWfVtVXS3ljEVK2MgyNNhqWyz2M+5A\nFq6mPG174TSFGxiZY7gRQnAhJlBrCdwRWld7jGqnLmqZMw5HtstUdWsV+z0efO9RwzFTEZG5RJ2D\nkBfEll8ezG+HLxwFvq+qd8TKHA4sE5G/YqPdu7De9xCwF8MjcAHcCXykQT/BcVrNLCzS1Nw2twMB\n/fgv6esss+acRUwnW20ej3oVp1GJGmYRvQuV6jooAmz1GNVOvdQijENhemeV+4U3ayPj3s7Fgt5n\ncVzwifMAEBfGYW94b0YKdhLlfgC810NhOmOc0KK6WsHTULZ2wbXPpfzrfegDHgaeh72TBjH3oQHM\nWGsDpI6eV+i52cF6YMd8cFaayJuBY4EjsJFxB9WPjstB2x2nLmoRxkPBd7Uq7tAVaFMNx8xCE9/V\n7BPyH8DvgZcAL8Qy1szCOg2bgIeAX2Oq6TtwnLHNM5gBF7RJEIdpE688GDZOpOPh6Ta6BJ4mStTQ\ngQnhcE64FGybgY2g1wJHyFLZCKxM5jsWoVKayEXBdxl71juo/nwo1mFIjtgdp2pqEcZrgfnAc6vc\n78jg+9EajpmKqt5InVHEgrnfS4OP44x3NkBrQjf2dlkM6uvnRRG3du2FZybCX6eBWujLbesm77CO\nDhM1zCaKctWdWBeqrDdgblqHAGfG8x0HgvjjZIf/PBgT6iHhqDuuKYh32pPrNbZ9Pea66Th1UYsw\n/hUmjE8FPl1kBxGZCpwW/Dteo3M5zlhgN2xkWaZJ4XDDke+Kg4YngwC4fQ48OQVKCjO3QV8n64ZK\nw1TQYSKGcBS8OyaAN5Otsg7zHe8pS+V80Lw0kUlBDMPPQyh4k0J5iJH0A6txS2qnAdQijC8HTgcW\niMjfq+oFeYVFpITlHw3V1N+u4ZiO41SDpUtMmyt9KaZaDa2HG6qqVuCzx43MUwwwJLBusi2XBZ6a\nTMezE+hOqaYctDUMrDEEPEj6vHGcRfRNW092LIM9sPdQMsxlcuoqeV7SzlE/NpLfgltSOw2gamGs\nqteKyC+AlwFfEpF9gC+QuKEDK+bjgXOJjKiu8HlXx2kiIpXmSvfDnvum5N9dviBdEANsnGRCOEQU\nYXh85zhhBiUw9fRMivgUb596Jl1btjIwJSm4S1gI0LR3Xpqw1di2+Oh4EOvMhG5WK9yS2mkEtaqp\n3oypZ0rAPwCPARcH20REHsKMn64nEsR3AmfW3lTHcXIxQfxxTBj3EGVk2h84CFPRTsCEW9zlryH0\ndplqOouNKX4UEwaZiDKbke+imQyPmZ1ULafTP3UOB101M2XLAZA6Co+T1kFRbEQ+RJTjeC02Kl6J\nZYRynLqpSRir6jrgRUTxXUsMf1j2ZbiRyPeBY90lyHGaSnyudA4mfPfCVL1TiFS0ReMvV8XKeSPn\niOMMpKSj6CzT2VlmStDWg4LP/phKOd7GYqE7h7q6mL8yKbjnEP32PAQTukkjLcEE8mPA3dhAZDlw\nfpCAwnHqpuasTaq6AXi9iBwOvAMbAc8FpmHzKI8BN2IuQbfW31THcTKxOeLFwX9hRqaQiTQoXWoe\nWerpNBTo74D+DjpU6ECZihC6J3VjHQgwlXB/VQ2ZtCEuuEN1dzUDj1DFvZ3ovK3DUqheD1znqmmn\n0dT9gKrqH4A/NKAtjuPUThhfOczIFNLN8Oe8TJNSJq7PyhIc0DVkAliB7Z0wEIzPA0uqUsoQU7D2\nlzA/5Mp0DAwwfBQdV3cXMViLaw1Ct6pe4BpV/r5QGxynBpri2uA4TstZyHCjJzChFAa06KDNz/u0\nPlNVb+2G7R1QLkFZEMXyGieKxw2wihucTdy4kW0z4/mOw45JOaeOuHV1vB1hQo2pQDnwX3acplBL\n1qZLRORiEVlQ5X6HhPtWe0zHcSoyi2gU2I3NEU9kpItOU0bFALN609cr8MQUeGKqCeGhEqhEk7Jl\nQVQoERlYhRbMJaKOxCyKqJsnr9vAQy+PW2aHo+RBRgrjrEQZSdenAWABcI4LZKdZ1NJTXhJ89qly\nv71i+zqO03hmYAI4LtRaxsLVI9cp8Og0C/ShAqKZJsuKtX2X4NNN1P4yNjqeixl6zUmpwigNbeG+\nV38jZUsojONGWZUIR8prgjYswt9fTpOoVW3lvUPHGV2sx9Sp8fnhlj6ni1ZbnuI4a6cE/sWYpXWa\nRXVAKPjCOdu0UWsnUZjMrMHACrbufhHmdgQ2qoUojnS1gU5C6+qQxSKtCSfq7FzUKoxrMecPXxKD\nNR7TcZxsbiI/I1rTcxf3DMDie6L/w4hbfR2wZYIZb1VJ+J7piH3C3zCTkSPklcDywN3ofMz9KK6y\n7md4EI8ixy8DzyF6f/UwPKWq4zSEVhp0PC/4fqaFx3ScnYlk1KlqVLINYckdNkIG2DDJRsPbO4dH\n3qqBcDTbgQnDUA0/m3JHJ5v2msqN/zLIeUOHcp5+T4QLgNcCVwInY6E0txL5Eaf5EqcxFBxzEnAY\nkfDPinvtODWT69okItMwv+Edq2LfuwWhMHOrwPwFjwD+MVh3dw3tdBwnn+MxVXVytNhSVbUA5/wS\n9twM/2+RuS9p0dnZkWuSmZPAOhxdKGUGepQ737IH1375cQamdBL99jkE2ZyAFcB/YXO9+8fqmcxw\nN6ZkC0IDslBgdxNlkfKUiU7DqeRnfDYWWzqt93hhxvo04jf6FQX3qVypSAdwIJae8Yjg+zAidd1S\nVV1aZZ2vAN4JvBjLGPMscB9wFXChqmbYjDpOW5mFRYaaSZsMuEIEOO1uOOck6Cib9XSDKAODKAMM\nTphI7+wSXdsmpsShDgmzOa0MPslgnckMTUni2+Lq8f1q/QGOk0UlYZzVa0xuL8plwDer3CePK4HX\n52wvPLctIhOAZcCbEptmBZ+XAh8QkVNV9c4q2+k4raCMxUzeh8pxmBtKMnfx47vApgkwWEQQZ79F\n0kbHnQx1C+WuTiZuhJ51RcJkLsLmjx/C8rB3EAU/yWphMqNTCevk9wFzRJjkUbicRlJJGN/ByJSH\npwffvwD+WmH/MhYaczVwQxOEWDIP6Ybgs38NdS0nyrm8Hhv534n5Nr4di8U9H7hWRI5W1cdqbbTj\nNIFQRb0WExp704KRcZi7+PJD4PGpZjk9UILNE8xwq6KKungLNfhbotxlz72UYfK6CQX3X4xFCtyO\njW73oFjyibhQ7sQ6OZsxI64fZu3kONWSK4xV9X+B/42vE5FQGH9VVdt9M94K3APcBtymqo+IyBLg\nkmoqEZFTiATxI8BxcWErIl8DLsLU13sAX4yVd5zRwPXYPOkcbHqlacE9QhT4zHFw6QvgqclmPT3Y\nYYE96hwRp5UyVbSKDJPw3ZuLhvTtATYS5Up+BtN2VUMJCyLyDGbE1e73nzOOqCU29bcJfPkb3Jaq\nUdXzU1bXMho4L7Z8VnLUq6oqIh8ATsJUgG8UkYNV1Y3RnNHCSuDzWHCdoqPFuli2AC4+HDZMNLel\ngQ6zmi5ksFUdkTGVynAL6P6p1bhKzsTiTPdQLItTklBtPh2bunKchlG1aYWqnqGq71TV25vRoFYj\nIvtjRl8A96nqtWnlVLWP4fPdPjJ2RhOnYYJiAi1wWeztgi+/2ATx9s7hgriQoUZ1YjAKAjJsBrmk\nbJ1dTUan6Zh1NVinpZpWxO1n0vIlO05deKII80MM+VmFsnFB/YomtMVxqidKnzhIiyyof/w8eGwX\nGxEPlgL/n+YfWShpaYc7dd+MAXoLC+MSFrzjCGBXhrtsVtcGc4taX+P+jpNK03OcjgEOiS3fVqHs\nH7E3QQlzqXKc0UA8fWJLhPHyw2yOOAxv2QJBbIgKHf0lemf30zurnwcXbSyw1xzMELMPC+RRTWvT\nkkt0Y3P0jtMw6hLGIjIXeBtwNNbr3IV8wxHBpmCrSEPedJ4XW344r6CqDorIY9i88WQR2VNV1zSz\ncY5TgIXYs1zLPGhN3D/TjLUgihnZAkwwigpb5vQxMGmIe964ocI++xJZTYeCewaRkE07X3mpFjsw\nI66TxfZcqYrHHnDqpiZhLCJdmLHI31O9qruWuNbNZHrwrRRTPW0gClI/Hcvo4jjtQUSAV2GuTE23\noA7Z3gn9paYZbKUR5iNWoIOJm7q48+1rcwJ+gI2IQ0E8hD27YMI09DMukjgiuX0A04wdCJwpwgqi\nmNiOUxO1jowvZHgqsScxdwqAdZiAnsnwm/gx8hN8t4spseW+AuVDR3/BsuQ4TnswQXwnllqwpXQP\nmpq6zpjTRQgH3sGoGJBymYGeIX5zdl5YyhKmmg5Zx/ABfCiM88gaNcdV42GUrz1FON8FslMrVRtw\nichxRIL4ZmC+qu4R/K/Amao6Gxs1voFoHvY+4EhV9VByjlMvJohvBQ6gDR3cnsEWzhMno3CJPsvQ\nhIcrvL5mEgnbZzDjtv2xkJhTY9vSfkWlDFdpo3HPdezURS3W1O8KvrcCr1PVhxLbFUBVN6vqD7AY\nz8uAlwNXi8hos+DeElvOS0EXEuYyVSwSj+O0gw8QueRVm6O3Lnq7LOZ0C1FMzbwd6EV4nD1uuweL\nmpc1Xzsj2GcbJnz3wgYIM7HnPJ6OsVpmkK6N8FzHTs3UoqY+Jvi+VFUrGU+gqkMi8j7g2OBzBnBx\nDcdtFqHKSSjmyL9rbDk1HaSInBf7d5WqrqqpZY6Thrkync3I+MktYeU8y11cTWLgGlFsRLs1ts7m\nfoX1qiwT4UpsVLqQ6PldjwnbvTEB3B186hHAcSZhBqsTgHtj68Ncxx6Zy6maWoRxqJK+K2WbkDK6\nVNUBEfk28CngLYwuYXwf8LJgeT8sSXsqItKJPYQAW7MsqVX1vEY20HESLGJ4qsSWGW6BJYPYNBEm\nDMK2ImkaGks493s9QGDJ/EMSAlCE32KCeCL2nmuUIIbIqjp0l3okts3DZDo1UYvKOAy190Rifagu\nyopOc3/wPdr8c+OdiiMqlF1AdM7uaU5zHKcioSsTNFbIFGJ9jyWE6B6CUi1D4+KtDYVemIFqA5YI\noxe4LnMnYVesYz0Fe191VnXUbOK/VrB3wW4M7xh5mEynJmoRxqFqNjkCDt2CsjImhUJ6tN2s8ahb\nJ2eWMuJRt1LDZjpOCwifoUqGRk1joGTRt2oSxtXto5gr0gBRPPwVeq6OSF8ogohwBvZMT6OxQjit\n1RIcYzYezdCpk1puoPuC77mJ9WF6xFdm7BcKuk01HLNpqOoDQBhne38RSQ1zKSITgfeGu2G5lB2n\nXQzSJgEwq9cegDAedRNRTA3ciwnkOfT3rGLpwEYRLhDhsuBzgQinAOdiFs3707rogh3BJxxseJhM\npyZquWFvwVKPJVW6/4cFH3i+iHxKVT8ZbhCRs4HXBv/eWktDa6Toq2IpUarIr4vI8aq6I1dzYAH+\nNcwgBOAqVXU1tdMu1mNGTZPbcfCFq+F7h5ogrlkYV7b/VswSeiD4b4jeXSfzlQdfjHaemCg7B1Pd\nzwb6MQOrRnYT8mzVwg7RDOy6DAuTKUIP6QZm1+PRu5wYolqdzkhETgZ+irn17Kaq24P1u2CWhWHw\njyeBh4D5DHe+f6WqVkrIULQtc4H3JFa/AHh1sPxLzCArbnX6fVW9I6Wuy4A3Bf8+DXwDm0/eFTgd\nOCrYtgY4WlUfT6kjdOtqi+rQ2Umw/NtfJzKmbCm9XTDnH2BzvYka85+SMvYc9qNsZON+U+ibOZ1b\nPvgYfzwjOfosAQdjU2ehIG7mM6iJ5WexTsDvgTeqsk0EwUbpizEr6zR6waN3OUYtI+MbgBuxG/8Y\n4OcAqvqsiLwV+EmwbXciwRxyfqMEccBc4OM5248LPnEeAEYIY+zBUeDNmABOq/cB4NQ0Qew4LWQl\n0TxmWzp+0lzREQq4J4H1PLvXHPpmWtja+StnpAjjedgcsdCaefT4SDnucb0iJog/jo2G8/DoXc4O\naslnPKiqL1PVl6jqzxPbfoEFIliGhb8cwAy+VgKvVdVP1N/k4c2JfVfzGVmRar+qvhWb816BGYv0\nYa4UvwY+AhymqmkuXY7TOlR7gb/SptCyK+fBhFotqfMJQ18OYXPEMyh3lOidHWnWJm1IOlPtS6R5\na6XfdXisoeD7QSwICZiArSSI43j0LqfxRg6qej9RlK6moqo30mAjlmDk3sjRu+M0Bgv2Ec4/ti3B\n/fXzAremMpTr8XBOH9eH7kyTgBLbpwyCZh0lTARRiu3bavoxd6t/V0WDOeLFNdSzWIQrVBlhJe7s\nHFQtjEUkzFjUr6p5gdodx2kEFoc6Of+4S7uas74HZvTBU403H5PEcjed2+cwY3UHfTP66d21n20z\nB4LtyUQQ7UCxee3VRH7PYW7pavHoXTs5tYwqH8YMsxqtcnYcJ4kJ4o9jwjh8yc/Bglm0zVBwxrYG\nqS4hfcsAACAASURBVKnz6+igNNCFDMKkp7uZ8sREHlwYhq+NJ4KA4aPjVp2XMhbl64nYiLYa9XSS\nevZ1xji1qKn7sYg4v2twWxzHGUly/jEcEbY+EGXArF5YO8W+H2/u+FwpDZXo3A6DE8t0b+1gypPh\n755BFHO6VYZbSUrB55VBjOwnMZuZcO67WkZbQCSnhdQyMg7DYA7klnIcpz5sjjg5/xiOCNs2Ml64\n2vyLd9ne9EPZ7ysNlSgNCH0zBnjeT2bRtaVElAAiLNeOc1HCBjQ9WJjfQ7CUlgczPESm41SkFmH8\n2+D7kEY2xHGcESTnH0uYb/EUWhdhahiKjYr/PAsemd7CA3cOdEAZurZ1cMCP5tF+QRwSdopmBP8P\nYJ2lOcA+WTtl4NG7dmJqEcYXBd9niMiURjbGcZxhxNXTc7AR13RanKUpRIGlJ8J/vcgCfvS2VFGu\nMGXtRKaumcjcVbOI1MDtjgkdjo7Ds7Extm0m1Y2Qr69cxBmv1OJnfAPw31gP/Sci4uoYx2kO4Rzi\nvthLvQN7Zls+ElTgva+FC14E9+4Kfa0al8d/acdgiZ6nJjD/um4oD9LeEXFIMm3sBiLfYyieRCI3\nE5Uz/qnFtel44CosRdkrgftE5PtY6MnHobKfnKpm5gx2HGcYoS8ttMloS4HzToAfPB+2dFmCiPag\nQFmY9ojwd4dO5MlDS/TOFlYvhNWLYKAWj6KG0EF0bcpYoKA5sW0zqayCXuE+xjs3tcSmLlNbGL5w\nH1XNdOIf03hsaqehiHwdM+AKn5dJRNbDLWPZAvjCS+DBGTYibvjdXaS+5GtqqBs27gdbgvDcAz1w\nz2K4Y0nBChvOFuAPROrzfYgCs2wlyueexkrwcJg7O7XOt9Ryt0vi23GcfDYQCeK4G0/L6O2CFQfB\n+knQ19EmQRyWi5ctDcC0R0ECjXBXLxy2HI47nzZFCZ2IxcgOeRSLzBWG9kyjFwuh6YLYqcki81N1\nHtNvOscpxkzsZT4Ze1Zb3pG9bp6NiNdPBm23qVQcUejohxmrYcP+0fp5K2HznnDHGa1uUSdmR9OJ\n5XwvY8L4Key63cXIFIrXuWraCalaTe1k42pqp2GYj/G1wOFE7k0tva8UeOm74S+z4NkJdeQuzqKW\n+uKvq3IHlDvh8aOH9xQGeuDKq2BwUr0trKV1Q1iCmccwYQxwlyp/3+rGOGOL0dTXdRxHRBA5A8sc\ndgDmxwptGBUvXwCrZ1Qu11akDJM2DF/X1Qvz22KYHF6jCdgoOfQzdpclpyJtCRzgOE4KURzq0L84\nnC9umSDu7bIUiT99LlxzAGyaAEOlJoyKayWeSVjUlidthN5EJMl518O9p7S4cUB0zSZj88glzNPE\ncXJxYRwgIquA4wsWf0RV92tic5ydk7Q8uC0Rg4qNhFccZAJ5fY99D5SgPFr1ZxI4aJT6R27raVsw\nq7C7EJ612cClIlwBLHdDLScLF8bp5D0wUmG741RPehzqMi2YSlLgs8dZnuKQDRNNGI9KQbzjCdQm\nmHc3DAEGsfCYe2EdrT1F3HLaSceFcTqvr7C9tyWtcHYm0vLgtuSlvXzBcEGswDMTYXA0RwPYMf4c\nUspd4ZqIpNq69ZQxQy6woC3rsWu8BljWpjY5oxgXxiNRVb2m3Y1wdjpC9XQJc2magcWhburQL/Qj\njrN2CmwP3gxNVQPVEjooiZSFvhkjm7i6bamBQ4vqeEjMuJ/xYhGucJcmJ4kLY8cZHczCQijOJjIC\navrzuXLe8IQPQwLrJo9m7W8ShW3Th7d2oAce/Js2tWdH32Uw+BbMunp/IqG8QoRvAitVXcvmGKNx\nRshxdi7MivogomQQYCrrpovEuHoaYOMks5yWQKQ0XU9e6wF2WFQDEzcN33bP4nb4GIcI9l4dxCKm\n9WBW1ZOJoqgtAM7GhPIZIh6V0HFh7DijgSXArrH/u2mR1mp9YpZ6Y5B/qDSaTYw08c/MB6J/Vy8K\n4lO3jVAYTyEKXzqYKBOOkHuwa3+OC2THhfFIRER+IiJPiEi/iDwtIreLyFdF5LB2N84ZZ0RW1GEe\nXMFe1m15OYcZmYRodDzq6eyDObdbRK6nDoKuUTEdG6a7VEYK4ySLMKHs7MS4ME7nlcDu2OhkBnAY\n8EHgdhH5lohMzNvZcaogtKIO8+C2NAb1rIwZy67yKBXGaW1SoDQIHQPw4q/A4sWwYFlG4ZYS2r8l\nGzKQUnaxCG3TrTvtx4VxhGLuB5cCHwXeDLwFi4j061i5dwI/EpHR7PjhjB1Cs98wD26onm6ErXHl\ng68e/n9XYAPcOTRWRsdBOqeOgSgsZvszOMVJe8duTFnXA7TN6sxpPy6MI84B9lDVd6jql1X1SlW9\nQlU/p6rHAqcS+RefBHysbS11xhNxh9i1RCrNlkiRRauhJzZOmxF4xgqRYB7dk5k70qRbWMw481bC\nguXtaFSSuGvTEKYFSaNt/lhO+6k6a5OInEttL4oysBm7Ef8E3Kmq5fxdRhci8hZs5AywCdhdVftj\n2z1rk1MdIpdhVtQhB2HGPxOILKubyrIFsDywhhgSuHs3s6hWzO0pDP7RtN5BNU9LWiPKHZa1qW8G\nrEs4Tbcvg1PIICaAw4nstUTZnJKsVeUtLWmVM+qoxWLz3AYcV4H1InIx8GlV3dqAOpuOql4mIp/E\nsulMA44BftHeVjljnPUMF8YDmMaqZVqrJXfAmqnmc9yhMHsrPDnFZGTPAGweTYki0pCcsJhhBqf2\nJI2AyLoabCCSJYidnZx2qakFC27wz8AdIrJ3m9pRC6tiywekFRCR82KfE1vSKmeskkyvp0QuMS1B\ngHN+CUv+aMJ3zhaYsS3aNmGwia5OjfiVEthIlbvSt89rawbD0KJ6LfBohbJty27htJ9aRsYvD77P\nwlwyBoCfYkLqIWAr5uA+DzgRs0zuxPKzXojNkb0IeEewPB+4RkQO12p15u0hPt8zPa2Aqp7XmqY4\n44CVwJmYAU+JFgX7SCLAGXfAaXfbCHnlPPjdnvDXaTB5wBJHbO+wAWjbJmFy07eUs7e3L4MT2Knt\npdiI2PMe78RULYxVdZWIfBETxLcDb1bV+zOKf0lEngdcFpR/XFU/ClwhIp/CBPRCzHXozUG50U48\nOMMzbWuFMz5Q7UVkBeZnOhObK24bPQNwyr32gSi/8T8uMsHc18hZ7EYJdQ0q6+oNhPKos0udChwI\n3IvZzqTRC1zXshY5o46q71oRWYSFcnsSWJgjiAFQ1fswX8qngA8H+6Oqm4DTiATaqdW2pU2cEFu+\nt22tcMYTy7ER8nOASYwiA+ZQOB+2FiYNwIShBro7pXng1kKoppZy5N4Up/0ZnDqwabkjGG4fEGeF\nJ4/YuamlC3lW8P0tVU3zlxuBqm4AvoW9ZN4fW/8M0Wj4yBra0lICa+pwnvhZ4OY2NscZXwj20h41\ngjhObzf0dcJQqQnzx42orzQE3b0j3ZugnRmc4oRTEPOBw7EpuvD9uxLrkDk7MbUI46OC7zur3O+u\nxP4hfwi+Z9fQloYgIh8SkRdVKPM64KLYqv9U1bRIOo5TDJEeRE7B1JMfgtEbgWlIolCZo5bSIHQ/\nO3xdezM4JQk7XD2YTc2BwIPA+artj07itJdaDLhCoVltSMhwLiwpdMOUK+2c6Hk58GURuRe4AbgH\neBp7eOYCrwFeEit/A/C5FrfRGS9YlqYlmB3FFGykNBF7BkblyHhz8PQqTXJzaki8MbW41OG8sQzB\nhvmw6J8iI67eWTZSXr3IBHXrCTM6DWHTXPOxRBEukHdyahHGTwN7YFGoqlGthFbYTyfWT85Y30rC\nh+AAMtyVAsrAN4GPqGql4O+OMxITxB8nirZ0ANV3bFvOuh6LyNXXOcpzHUsZJj1to2RR2D2hwJuy\nFna7C4640FIt3rGENvR/BjBhPB1zZ1oErAGWtbohzuihltFoGKf5zSJyQm7JgMDXNows85vE5v2D\n73U1tKVR/APwXmxe+3fAI5iL1nbMUO2XwPnA81X1LFXta1dDnTHPEiJBPIcM97jRSlMFcUPGhQq7\nPA4IbN4zu1h741d3B98zYus8UcROTi0j4/8G3hDs+xMRWQr8j6puThYUkV0wg61ziUL7fS1RLBwx\n30WbUNXVwGpMGDtOc4jSJYJ1hGczvEM8asecs3th9cwoDVFbKHJwLcFQF2zJMlpOMG+lCe07zqiz\ncVURvgvjUUrCRBE/bGVDnNFDLX7GvxCRrwAfxm6gfweWisjtmEDrJbIafCHD/Sa/oqqrwn8CH+QX\nB/9eW8sPcJwxRJguEcyneLSbRO1g6vbIQbatAjkPlcDNSWy+eNJGmLjRMjqBCem+GbBtBmjs1B+0\nAu56UyvjV8c7XbOwEXIX8B8iLMSCf6xUJSPBpTMeqWVkjKp+RESeAT4R1DERM3B6ScYuA8BnVPVT\nifWbgOOxZ/u2WtriOGOIuI9NqKIsE7k0jdqRcYeaS1NovBVvaEsFc1ZPQIl06B39sNvdNn8cp6Mf\nurfC1DWwdXYwepZ2xK8WzHJ+KsPvgwnAC4BDgPeLcN//b+/Mw+UqqkX/W2dITghDDhDmeUZBEQXk\nEmYQrj5lEATUC1wmH1ycUN/TzyGA13v9RMF7hesTkSQ4IEQRUEQZIyIqMyLITAhJCEMGEk6mc06v\n98eqna7T6d675+7TZ/2+b3977961V1VXV++1a9WqVZjlJJko/QauqDuWildtGnGzyG7A+cAxWMCC\nQuZiZpfLVbXjA2T4qk1OKiNXaHobNnY4gSbHoq6GE0+Am3eDwa4GjxuXI7vUI0uxHu9wn/WCs1jR\nD29uY5m+tgfc+r3yy1k7iilgLfhsKbAaaxPdWPjdwpjWy7HohTPcA7tzqKpnnKCqT2HK+HwR2RTY\nAvOOHgDmq+qrtRfRcTqWPsw82daKWIGXJwXN0dYlxczUw2U+1iYshuFx8NbmrYhfXayPn8Oenxtg\n059WYsMZqxkZ23odzBFwC58S1TnUpIxjguJ15es4pYmXS+xlFPSIFfiPA2HuejAuB7nQM27Y0z8R\nXE2tCDBcYRCzia/DwCZVZFYzpaqwJ9qPwxTxZCyccGFca58S1UG0XUR1x+lgklV5ujDzdNsG+UiY\nsRfcsQP0r7R5xqJ1jE2dRrV5dA1VdrPkrIfc+vjVsLZDX2I16cZ6yMXwKVEdgitjx2ket2Pjfbsy\nclpLW7K8F2a+zY77V5gT17jh1pYpE1HoexPGLTPHrO5BMpVz3+JWxK9OlGxCsZoV8j3l/iLXIT8l\nyhnl1GSmFpEkEtfuWGMpK5KQqp5RS76OMyqx5RJfwQJ9tHWPGGzpxOXhlaFbYfIAvBRClBQWviGd\n5VpCZHYNAznrKXeHucfDJUYFJNeq+NWJQl5F6W/ag81GSXt5OwKfnzzqqUoZi0g/8F3go1Q+V1IB\nV8bO2MOCfmyOPVzHZaRuOXfsMPJ8zXBuOGh7Zy4Ihc3ZtCZRGBrPWnpv6TbNnGNciGBtodQ6x+VY\nL9vCxu7URsXKWEQmYAsl7FVlnqPhL+w4jSAJ+rGcfEz2tuWNaB2FYYE3JsL4IZBuW8FJNXLmast/\ndXhrSMrWNQTdAsNRHKKV/TCv5au3xr4DyZSnQnyFuA6nmp7xp8kr4iVYeMu7MK++VXUql+N0IsnA\nZOFAZluqspjFEyzghwDjh23seKgrKGVsneOGrOZUFzRMJFIbQx4eZ/ORBybbtKYXjmx1AWFkG+gi\nr5CTfdra8U2fl+XUn2qUcRJbdyGwj6rOrl9xHKejScyJi4FNafNwmBsvhwXr2vHiAm8QAXpztoEF\nA1nZY0q5LUlefbQLVq+X481thtEuGFynt43WO4aoH48p4mS5xUUp99yRcs0ZJVTz19kl7K9wRew4\nVbEIe8i2NUe8kD8ezHht6Mk1sXtfVUZiveGhvhzdq4fpXr2c3hUD/OO4FQxNaLegGXFo1CFsRbtS\nY8rLgduaUSinsdTyHvtE3UrhOGODxJyYC8ftpgRGcOQLsE6ZI5WCzUOuO1qwVYvkQIYVyeXoHgRR\nZfbBi3jkjLcorehazTBmgVyQkmamKiuaVB6ngVSjjGeH/bp1LIfjjAVic+ILWLjDWtVMw1hnEE58\n0o7LUbTjhpsQECSpraoidIXC5bqUxz+6gNsumQNdqzFflzWGbNrj91Cs11sYlzrmdmBGc4rjNJpq\nlPEvw/7QehakHRDjJBH5jYjMFZFVIvKKiNwhImeKSFuP8TltTxL0A6w3NgdTyG3LaY9aD7m/jFIK\nTYrOBXmFXKlSHthkFS8c/jp/vmBBePwtJq+A26GHnIwTr6a0B/VyTAl7XOoOouJVm0RkY+BRLF7q\nFFV9oBEFazZh7vQvSH/JeBg4TlVfLiHDV21y0hE5HQvyn/B2LGBOF20aEU+BK98NXz209Nhxl8Im\nA/BCP6xu1itrsX9Z2uMs16O8+s43+ev5c3ns9GTIoAvYF3OmS4JrJL9Fs//Hw8CycDwIPAU8xtpL\nKN7mpunOo2JvalV9Q0SOA34D/E5EPgX8TGtZi7HFiMg4LILNlPDRHOBK4DlgayxIye7A3sCtIrK/\nqi4rJstxMpiBrW52JPmHfrJkXluuaSzAJ8Jq45fva9OcBsNrQ2/OQmVuuMIU8ouTSi85XHeKmavT\nMldRBicM8+QJsWdyDqv/HvK90Z6wjV9bSEMpXE7xMVU+2eQyOC2imqAf07CG8jhwGPBj4Dsi8iD2\n5pZp6mnDcJjnklfEDwFHqOqbyUURuRy4ETgKW4f2q8D/aXYhnQ5AVRH5T2xe/vlYj2x12NanDZVx\nwjkPwcJ1LExmKbrCQhJtZxtSUeiCp457ncF1C59RszEfmA2xZ9tg2JLoWE0pISMtI4P4lKUxRTVm\n6lrHVVRV22bsVUR6sAfjxtiLxJ6q+o8i6SZjTjcTMYePLVV1UUEaN1M75SPyfewlsB9TBuuT7x21\nrcl6xl62gMTyItGS/7YpLB1vEbua8i8olceIPmYYzV665Qq+O/v+qGqXAzOBdwN7YMtbTmbk/O/1\naPx88Nh5bGk4fh440M3RY4e6rWdcAe2mqA4jPyZzZzFFDKCqr4vIz4EzMfPVMcC05hTR6VAmYdak\nN4A9ya/c05aKGOzPe/qj8JEnrId8xw75sJkbL4f3zIMf7Q0D48yU3bLX0nxwyRyCMtyT474LHoGu\nBRSMvYqwGFPGC7B1gzfEXpB6salFG9GcAC1JR2cY+IEr4rFFNT3j7WrNtJ2ChYjIt4ELwunnVPWy\nlLQfxt6kAWaq6kkF171n7JSPyLVYbwxgP/Ir83TTfi+tZbG8F/Y/E57vh1U9Teghl5adw0y9Q2E/\nB3ivTtW1FJwI62D/63UKrwU2A7YnP64fU8vaUsn9CYNYb/1O4ET3lB5bVOPANbsB5Wgle0THD2Wk\nfbDEfY5TDW+QV8Zt2xuuhHUG4TN/gYsOgnkb2Bhyjqb1kHOYcluFjcEnLAIuK6aIAVRZLsJMRnq5\nxyzArBgbk/eyjl3F4qG72AkvNj9nOecl5XZFPEbpiAdAjSThPZV8QJNSzCP/x9upUQVyxgyxg078\nQB/VD+LTH4WzH4GNBxo499hkJso3mZub9IYTRTyMKdIfkR0cYwY2D7wUz2BzwofDljjdJbGjB4EB\nbAbGACN/z1xU1mIxxXLYlKYv4op4zFKxmbrTEJFF2FuvAuup6vJq07uZ2qkIW984MY/uCWyQXKE1\n81zrhgLT94L/nALz14cVPaVXdeoKamtcDl1vJSwbD4PdSLI8Y9KlzNlee3NoT47hgV4GQw0pea/0\nlZhiXAzMBa4DZujU7AedCIL1jk+kuMl6M2ATzJQs5IcVkvwWhWJuhq1b3cfIDk+ikJPfVzHFPQ/4\nb1V+mFVGp3NxZSySzDFUoFdVU73FRWQe9kdTYAtVfTW65srYqYx8EJDJwK7RlVE7bhwz0AtfOhx+\nvgcsCSs/qY0jr+n/dStstBzdbgm5HoUhgZcm0bVwAl25LpgwiE4cRPsGLXzosvH0LO9lxfJxPA08\nginB/rBB7KBVwjSdRhhDPhJb8rIw4MY7KS/64DZhP5eRDmGwtvK+HY+mNeYpqYxF5GCCGUVV7yn2\nebXE8lqNK2OnpYgI8CVsDvveWG8K2jgiV4UowOsTGDriNHT2JFau7oa+ISb05Mitv4qhDVYy2DdE\nX4+O9GEZFljei7xnPkOvTWTV6m5WbriCwd1f5+4r9uWcV75duaKtlTJ6z5CfMkWZ6Wa4InbSlHGi\nlEbMCw6fV+NBmNzTbvOM3UzttBZTyKcBn8V8GBKl1AiFHP93q/0fU3BfsYfISmwcdI3J+MwPMe/q\nd7EjwI6L2WbSSjaMb+gdZlxPjl6JZJ/6GKvPepgFmDf0GuVFi016Gb3nNeEqy03nOOUoY1S1q9jn\n1RLLazUi8jw2bUGB7VW15CopIUDISkIIQ1XtK7ieVOZF0cezVHVWXQvtdCY2hvwD4ANYcJlkuDT2\n4E2IHYCyFGoO89RNpuYUjmPGskvJSpyQIB82clyBrCHgReA+LIAJRIpHLmQlZgU4EoWtlrLZ5OVM\n7tL8HF5RpDtHT4/Sc/gLrJo6i390wQOJDLT5vWHHaQZpU5suDvtCbX1xYcIKaTdzzDOYMpawT1uy\nbCvyD5/nSiVS1QvrVThnDKG6HJFTsV7ySVh768eU3jgs2EwP1gaHsJ7nAqzn2Y85DvVhL4yLgSXY\nuOREzPFo/XD9rSCnD/s/9oVzYaRiTkJDLgn5T8QU8ZuMHPOEMnqtCshFIRSocOLcDVjwynq8NnmA\nDftX0t87bGOq3V0s2XYhN33iQb7Y5crXGSO4A5fIJcDnwunnVfXSlLQnANeH0+tV9eSC626mduqD\n9ZJLmTf/CBxY4lrp3mN+fPrI8Ekc/nEc5mAUt93V2MvpAkzZ3gS8WnG+xYpyUer3q8rxynFGM66M\nRY4Abgunt6vqUSlpr8JWcAI4Q1WnF1x3Zey0N/nx6cSxqIu8t2/SA+8CXsGW73sVNxE7TsOpJhzm\nVMzi9Lyq/rQhpWoiItKNLRQxGftee6rqk0XSbYItFLEOsALYSlUXF6RxZeyMDtJ73q54HafJVLtq\nkwJfUtVvNaRUTSasyfzdcPowtoTikuh6H/ArbPoJwCWq+n+LyHFl7DiO41RMNcp4MRYp6CRVnZmV\nfjQgIr1Yj+DA8NHLmFfr85gTzZnAbuHaE8A/qeqyInJcGTuO4zgVU80Sii9jynj9rISjBVUdFJFj\ngF9gSypuDfx7kaQPAccVU8SO4ziOUy3VzPf9ddgfXs+CtBpVXaKqRwAnA7dg8WJXYZ6kdwJnA/up\n6tzWldJxHMfpRKoxU28JPA6sBxyqqvc2omCjETdTO47jONVQcc9YVecBp2AexbeIyPkiMqHuJXMc\nx3GcMUI1PeNpmDf1zsAB4eMBbPWUeZAda1VVz8hKMxrxnrHjOI5TDdVObaqFtlooop64MnYcx3Gq\noRULNriichzHcZyIaqY27VD3UjiO4zjOGGbMx6auJ26mdhzHcaqhbdYVdhzHcZyxiitjx3Ecx2kx\nrowdx3Ecp8WUdOASkYOx+cSo6j3FPq+WWJ7jOI7jjHVKOnBF84lHzAuOllCs1EkpucfnGTuO4zhO\nRDlm6mKKpRplIwV7x3Ecx3FIn2d8cdgXdp0vLkxYIT6XynEcx3EifJ5xHXEzteM4jlMNJc3UIvKO\nsK3fzAK1AhGZLiK5crdWl9dxHMfpLNLGjB/FVmI6JP5QRKaKyNdEZNdGFqzFaIkN3MzuOI7j1Jms\n2NTFzK1TMYX0KPB03UvUes4BXmt1IRzHcZyxQ5oyTnqAvUWudeqYqAK3qeqcVhfEcRzHGTukmamX\nYEp32yLX3FTrOI7jOHUiTRk/Efbni8i+IlKsh+w4juM4To2kmamvBaYA2wF/BhBZY50W4MZkKk8F\njIYIXJ1qgnccx3HalLSe8ZXAb8OxRFuMVLhRREY7IcBVIjJHRFaJyBIReUJErhSRA1tdOMdxHKcz\nSQ36ISJdwLHA+4GtgfHAQeHyE8DCKvJUVT20ivsahohMB04tI+ktwKmquriEHA/64TiO41RMxRG4\nooUijlfVmxpSqiYjItOA44DbgfuBl4Fh7AXkfWFL+DtwgKouKyLHlbHTtojIIao6q9XlcJxCvG1m\nzzMuhdBZHtXfA85T1RVFrl0qIlOAXwCbAHsAlwJnN7F8jlMPDgFmtbgMjlOMQxjjbbMaZXxY2D9e\nz4KkISJnAVvVQZSq6kVFPnw446Z7ReR44I/Yi8jpIjJVVefXoUyO4zjOGGdULBQhIn8B9q2HLFUt\nZ9nIUuW4FTgqnJ6pqtMKrrd/ZTqO47QhY314r2rF1GRKxYquZquFWdFxJ8fmdhzHcZpItWPGTUVV\n9291GQKLouNJhRfH+pud4ziOUx2jpWfcLmwUHS9pWSkcx3GcjsKVcWUcHB134opVjuM4TgsYFQ5c\n7YCIHIB5UwMMAdu5N7XjOI5TD8ZMz1hEjhaR60TkJRFZKSKvici9IvITEflAxr1TgBuij67JUsQi\n0isiZ4vInSLySgivOVdEbhaRj5RZ5lkikitzezFD1vQKZOXKKZ9TH1La5mdEZJ0G5NdWbbNAblPr\nwslmNLbPDPm/L2ifp2Wkb86zU1U7esNCeF4L5EpsiZf1fCwe96eAU4CPABcAvytI/xiwXkae2wEP\np+SZA24DNsiQMytKP5yy5YAXMmRNL8g/TdZwq3+3sbCV0TZzwLPAnnXMs+3aZqvqwrf2+03q1T5T\n5J9WRN6pGfc05dk5Krypa2QGplgB3sAU7uPAZODjwH7h2ubAWSlyFPgVcLYWCYWZICKTgFvJT316\nErgamAvsDJyDhdk8ArhBRN6nqsNlfI/jMq4vL0NGwjnAaxWkdxpDVtvcF9gR+J2I7Keqc2vJrM3b\nZlPrwimLTmmfifxNsOiJAAPAxCqK2bhnZ6vfvhr8ZncM+beZF4GtCq4L+Tc/xRrcc5in9Erg/tEx\nsAAAFZNJREFUVeAv2A+4V5l5XhbleQswruB6P/BQlOa8FFmzqFNPlfzb3TCwTat/m7G+ldk2fxSl\nub4OebZr22x6XfjWfr9JPdtnCfnXhfseBK6J5JTbM27os7PlP3qDG9QjUYUfXSJNHzA7Svf2GvLb\nBFgV5CwFNi6R7u3kzRrzga4S6VwZd+jmbbN1deFb+/0m9W6fRe77ULhnENibkabntlDGHevAJSI7\nA+8Mp8+o6u+KpVPVlcAPo49qcRA4FugNx9eq6hsl8nwCuCucbsbIKVNOh+NtM0+L6sJJodPap4is\nD/xPOL1cM9YiaBUdq4zJx5AG+H1G2rixHV1DnvFSi0UbcAPyrAaPFNZavG3maUVdOOl0Wvv8FrAF\ntjTuVyosVyENe3Z2sjLeIzp+KCPtY5gZAmD3OuSpZeT5YJH7SiEicktw818tIgtF5BER+W8ReWfG\nvWvJAq4SkTlhysASEXlCRK4UkQMrlOVUh7fN4vKbVRdOOh3TPkXkIMzpSoHzVXWg6hI2+NnZycp4\nl+h4dlpCVR3CPPYAJorIFpVmJiJdmGch2NhClmfhnOh45zKy+GdgUyyeeD9mRjofeEREfiQifRUU\n93BsScpeYH3sT3QW8AcR+bWI9Fcgy6kcb5t5mloXTll0RPsM7S4xo/9KVX9dadmK0LBnZydPbUoW\ncki8pLNYBGwT3VtpdK11ge5wvERVc2mJgYXR8VqLTgSSsv8ee1ucj72dbQ/8L+CfQrp/BbYRkaO1\ntKu/Yo4RtwP3YyabYWyqwPvIm4k+gDWsAzRlCpdTE94215bfrLpwsumE9gkwFVPWS4FPVlimmOY8\nO1vttdeoDXiGvAfcDmWk/xN577r9qshvi+j+OWWk743SryiR5r1Ad4qMY4G3IjlfTkm7NzAh5foU\nYEEk64et/g07dfO22bq68K2s9tIJ7XMvzHM6B/xbkevTIxlZ3tRNeXa2tGcsImdhXf5aUVW9qA5y\n2gpV/UvG9RtF5Gzgp+Gjz4vIJaq6ukjaVA9CVb1XRI7H4m8LcLqITNUxGn/b22Y69WybTuV4+yyN\niHRjc6C7gftV9Ypa5DXr2dlqM/VZWBSXelDYoN6KjssZT50Q9gpUY56tNj+qzA8AVb1WRL6GRa3Z\nADgAuLtKWfeJyG2YN2V32E+rtmyjHG+bRqPbZrProlPw9mkUy+9zwLuwnvHZVZSnYurx7Gy1A5fW\ncStkcdgLsHEZZal1reK3sNWcACYFp4RG5hczKzretVSiFsgazXjbrD6/mFnRcbH21Oy66BS8fRbJ\nT0R2Ai4Mp5ep6uNl5F+v6UqzouOKn50t7Rmr6v4NFP8McGg43h64p1RCEekBtgynA9WYZlU1JyLP\nYz9CNza4/1LKLdsWlLUWFkXHaQ4NzZY1avG2OaKstZDVnppaF52Ct88RZY35GNa7VmBYRErNK35H\ndPxBEdk63HObqj5QSfkjanp2ttpM3Uj+Hh2/Gwt6Xoq9yFsJnqwxz12xN613k96g3lNwXy3Us7fg\nPY/G422zuPxm1YWTzmhunxLtv1Rm3seHDayXXq0yrunZ2WozdSOJI8ccVTKVEUdxyYr+0m55wsiQ\ncE+3kSynON4287SqXE5pRnP71GhfiWk+7Vq51PbsbLbbfDM3Rq7wkRbs/CXyrvxvqyG/jbHVnpJg\n55NLpNsjKtc8QGrI85RI1hKgtwZZB0SyVgNbtPo37NTN22br6sI3b5+Yc1VZU5vKlFfzs7PlP3qD\nG9SHogp6Edi64HoXI5cBuy5F1oVRumkp6S6N0t0CjC+43s/IxbPPLSHnU8C+Gd/vWGxdzkTWV0qk\nOxU4IkPWFGzJyETWVa3+/Tp587bZmLrwzdtnmd9veiSnpDJu5rOzk8eMUdWbReQ64CRs0P9hEfkB\nNs6wEVbR+4Tk84ELyhWdcu0izIyyGxYm8GERuSrI3wn4BPn5gXdjC3YX4zDguyLyNHAnNh6zEBsL\n2Q74IBA7cdwJfLOErL2B6SLyMmYO+jvwOvY2uxUjo8iALSD+2ZTv6NSIt82owI2rC6dKRnn7rCfN\ne3a2+g2sCW9444CfkX9rKbY9A+yRIefCKP3VGWm3ZaSZp9j2e2D9FBm/yrg/2YaA7wN9KbIuK1PW\nMPALoL/Vv9tY2Lxt1r8ufPP2WeZ3mx7JS+sZN+3Z2dE9YwC1iD8fFZEZwBnAfthC1suAZ4GZwJWq\nuiJLVME+Lc+XRGQ/4HTgZOBtmInlDWzR7h+r6swMMZ8DfoOFHXxHKPPGmAf8EuxPcC9m9nkuQ9Yl\n2Eon+2OT4TcNsvqANzEz1H3ANar6aNb3c+qDt80R5apXXTh1YhS3z3Iot0xNe3ZK0P6O4ziO47SI\nTp7a5DiO4zijAlfGjuM4jtNiXBk7juM4TotxZew4juM4LcaVseM4juO0GFfGjuM4jtNiXBk7juM4\nTotxZew4juM4LcaVseM4juO0GFfGjuM4jtNiXBl3ECLSLSLnisg9IrJQRIZFJBe2d4Q0F0afHZwl\ns8x86y5zNCMis5L6aHVZWkU71oGIHBK106l1kJfIurse5Qsyjw0yV4jI5vWSm5Lf9iIyGPJ8X/Yd\nTqNwZdwhiEgXcBNwBba+Zn90uVQA8kYEJu+4YOfhIX6hiEwVkW3LuKXswPgdTLvXQT3LVRdZItKH\nrRIE8ANVfSW69nik/A+rQvaU6P4nks9V9UVgRjj9LxHp+MWD2hVXxp3DscD7w/Fs4PPAR8Lnx4XP\noDEPyXZ/8NbKIcDXgKnYEm9ZSENLMzrwOqic87D2tYK113++Ojo+vQrZ/1pCFsC/Y8td7oqtzuS0\nAFfGnUOiiBU4WVUvVdVfqurNYVsKoKoXqWqXqnar6j31yLgRMtuUTn3ZcFqMiEwAvhhOp6vqgoIk\nP8EUJsDxIrJuBbLXAU4Mp0PAj+Prqjob+Hk4/Yr3jluDK+POYevo+JGWlaKz8d6e0yhOxdbJVeCa\nwouq+jpwSziNlWs5fBhIlPetqvpakTRJnltVKNupE66MO4fxyYGqDrayIB2OK2SnEZwb9s+r6l9L\npJkWHZ9egew47bQSae4CkjHq8yqQ7dQJV8ajmNg7FDgo//EaR421PEezPJ9FZLvo+rTw2ZYi8g0R\n+ZuILK6TzI3DfY+LyLKwPSQiXwwmu3K+/6EiMlNE5onIShF5WURuEJEjC+unGu/Z5Hth48UJdxep\n30xvWhE5WURuF5EFIrJKRGaLyDQR2TXjvhFeycFj/vQga56IDInIiyXuPVpEpovIs6F+l4vI8yHf\nA8ooc5+InBfyeiWU+61Q9gdE5CoROUFEerNk1VIH0f09InKWiPxWROYHGQtF5H4R+bqIbFaOnDLz\n2lZEviciz4l5Nr8mNkvhHBHprlc+Ia89gXeE05+lJL0FSHq1U0Rk+zJkbwMcGk5fB35dLJ2q5oDr\nwukB5ch26oyq+jZKN8yxKAcMh30uOh+Ojr8W3XNh9PlBRWRuF8m5GjgKWFREfi0y9wHmFsiMt4eB\n/ozvflnK/Tng0qh+cnF5K6jfqSVkF9bvXQX3zYqu9WFe7qXKuQI4OqUMd0ey+oE/FpHxQsE9k4E7\nM+onB/wQ6CmR747As2XIyAHvLHJ/3eogyNsFeCqjHMuAj5fxf0ltD5jT41sp+dwDTIrO70orexnt\n7KuRrIMz0n47SnthhbIvzUj7wSjtp+v5rPIte/OB+tHN49iDQzCPyLeHz48rSPd0kXvLMbfuDMwE\nJmAOHncCS4HtgXlVytwG+A32MPsJpmzewsr+b8BGwF7Ad4HTigkIvdxPh9OhqGwrgT2BM4HPAFuW\nUZ40fg48CpwMnBQ++wrw94J0b5S4XzCz4AeBB4O8OZiy/BjwT9jwwk9EZFdVXVhCRrL/KXBAKNO1\nmIf8Bth3tkQiGwJ/BnYIHz0K3AA8hz1k98TMllti9dTDSE9bRESw333H8NEjwC+AF4BB7LfbDetx\nvYt0x7aa60BEtgLuxcZUwV4SpofvtCHwIeCfgYnADBHJqWpaD7N0Yc1icD2seTbei/UYX8Pa/WnY\n1MFCj+RaODLsh7E6SmMacEE4PhV7EU4j+Q8ppU3UCX+Jjo8C/isjvVNPWv024Ft9NqKeSEa6C8m/\n/Wb1YnPAm8CUOstcCOxTIl3SCx8ENi+SZjdgdUjzFkV6ElgP8qGCPCvuGZf7/VJ+i2S7uEgawZRk\nkuYLZcr6TkbevwrphoBPlkgzEfhdJPOoguvvia7dBEhKfrsCGza4Dm6N0lwH9BZJc1r4zkmb3axI\nmkPS2gPQzcje94VF0vRiLxTxd6u6ZxzyHAhy/lbmPfdHeR+Sku6gKN2DZcp+IaR/vdrv5Ft1m48Z\nO1l8WVXvrbPMT6nqA4Ufqk2xuCKcdgOHF7n3fPK9lotU9Q9F5CzGerPt4Mh2p6p+rfBDtSffF6KP\njipD1oOq+rlSF0Vkb+CYcHqZqn6vWDpVHcDq583w0QUFSXaKjq8OZS2Kqj6tqosyyl11HYhFjks+\nfxE4VYs4KKrqDOD74XQ9zMpSKR/EzOEAd6vqhUXyGcQsCXOqkF+MHTDLExS3YBWjXEeu+FpWrzjh\nH2G/oYjUallyKsCVsZPGAPCjOst8jXQnlbui492LXE+UzUrg/5USoqrPYj2qVlPS1KeqzwMvh9Ni\n37WQKzKu/0vY54DvpCVU1SXAb8PpgSIyLro8EB3vUUa5sqilDo6Pjr+nqqtS8vkWeZP58SnpShEP\n75SsP1VdQfZvUS5xEJmsl5qEa7H2D/BhEZlYmEBsbvEJ4XQV6f+5mCXR8TZl3uPUAR8zdtJ4JDx4\n6smDaT0tYH50HIf0REQ2JT8O/IiqLsvIaxY2ntgqlJHjcMWYj80R789Ip5jzVhoHhv2bwH5h7DeN\nvrAfj42HJj2zezGnqgnAVBHpB2ao6uMZ8opRax3sG8m5LTUj1ZdF5ClMqe8qIuuq6lsVlHWfsB/G\nfBnSuLMCuWlsGB2XpYxVdYmI3IhZNyZiSndGQbITyM8tvjlYi8ohGbMXstukU0dcGTtpFHPSqpVS\nzk4Jcc+nr+DaFtHxC2XkVXTKTzNR1XK/7/jUVEbW77Fd2PdjY8flMuLBq6qLReSzmNm3BzNjXyAi\nrwN/wl4KblXVp8oRXmMdxIslPFNGds9gyliAzTAnr3JJ2teCMl5Cn69Abhrxd856uYyZhiljMHN0\noTI+PTquxNlsaXRc1hRDpz64mdpJo969YjATarXE5rjlZaQfyE4yesgw0YJ5Vq9JXuEWm6lR1Ssx\nb+k7sZ6iYh7Qx2Im3CdF5F4R2YfGsl7YD6nqUGpKI/7N1yuZqjhJT7KZbSv+Tdev4L47sOmBAAdJ\ntIBJOD4knM4jw6JQQNyGGvH/d0rgytgZTcQPwHXKSL/WWFqHk5hkX1KLE17JtlZMcVW9R1WPBDbF\nxmC/BfwVU85g05LuLRbopY4kvcUeKS9mchyzuZKeJuTrr5ltKzZNb1gyVQFhqCfpDQsjpwHGx9dk\nDAsVUrHZ3KkProyd0UQ8nrxjyVR5dshO0lEkPaVNylRcZaGqi1T1JlX9oqrujzkdJQ5BvVggikYR\n/+a7lEyVZ+ewV6BwsYUskmGAzYIDVBo7ZVwvl3gopWxlHJgeHZ8Ka+aIx3OLp1MZSRkUeKnCe50a\ncGXsjBpU9VXyCuddIpJl1jukTlnHpvV2jk2dTPOaQD48at1R1fnYAz9RdnuLSDlj3tVwf9gL+eAY\nRRGRrbF56ABPVei8FefVTXbbKTbtrhpmk7f47JaSbi2CJ3ri1LeDiByI/e5JKMv7wqyCSkg82hdq\ntJ6y03hcGTujjZvCfjzwv0slEpFdsKhM9SB+qLez6Tte7WeqiDTs/62qw4x0KGuUM+gN0fEnM5T+\nF8i/LP2yirxip7fPlkoUYqefW+p6JYR6fCic7ioilY5zF845Pr3EtUzCbIVkOtP9aWmd+uPK2Blt\nXE4+mMdUETmkMEEICXkt9VMQsef2u+sks+6o6v3kldCBwE/THu4i0isiHxaR8wo+/5iInCYihd7s\ncZr3YqEwwWJjN8RZLkynSuaL7wBMK7YwhYj8C/lAH0uB/6kiu9+Qn951uIh8tUg+vdjc+20Lr9XA\n7WHfhUU/q4SZ5HvWJ2LLJRI+u75CWftFx7+v8F6nRnxq09ilEqeOVsocmYHq0yLyDSxE5QTgdhG5\nFgsWsgoLUnEmsAn2oErWZq3Fi/uP2AtAL/AFEVEsLnjiCbuwWESxFnEGNra6JxZP+ygRuR6LebwE\nq7MtMUX6Psx79qoCGTtjK1VdLiK3Aw9gwwOrsHo9EPOq7sJ+8/9o7FfiHGzxkMnYdJ69RWQGNr1o\nEjaX/P0hrQLnhiGNilDVnIicic0x7gUuElsB7DpsxaNtsZ7n7liPvZrAIsW4Efg61qs/hOw5znGZ\nB0RkZihX7Lz2yyrM9MnqTjng5grvdWrElXHnUe6YZiPGPpsynqqqF4dAFJ/Gxvc+HrY1SbCFJm4h\nr4wr9ayN81soIt8GvoQ98C4uSPIH8g+ymErqIyttWbJUdZmITAGuxJTxJEyZnVPqFkY6SUH+xWUi\npnSPLXHvauCrqppmDq25DlR1XvhON2OxsHcBvlEk6QCmiK+tIM/CvO4TkZOAH2Pff0rYYu7BXvjq\nooxV9QkReRRbIOWj2GphlTCNtcNiVmqi7iK/GMqfVNWdt5qMm6k7By3Y1ytdI/KuRGbxi6qfBQ7D\nzLLzsV7bXGzc72hVvYD8Kj9Q4zQNVf0ycAq2wMIrIb94nm6xspfzfbPSViIrKesyVT0F2Bt7KXkY\nC7YyiL2UPIPV02eBHYvEYP4G1kP7OmaufBGbezuI1eNfgW8Cb1PVS+pQ7sy0wRFpT+Bs8r/B6lCe\nh7BVy3ZS1Z/Ukk/I60ZsFbHLsSGKlVjP+F7MT+EwVU3ietfLGpSY1XcUkf0ruVFV/4hZCZK2+GKx\nmO0ZHI4FSYF8jG+niUhlU9AcZ/QgIt/BFI4Ce6vqYy0ukuMUJTimvYQNA1ypqiWdExuU/zWYdWkO\n9oI2nHGLU2e8Z+x0JCKyAfmFE97Axngdpy0J0dW+GU5PFZHN09LXExHZnnxozW+4Im4NroydUYeI\nbBqmLpW6Pglz3krM1Ferai0OXI7TDL6PDQn0Yf4JzeLLmP/QU1QWx9qpI26mdkYdwZnnHmw1oLuA\nZzHnnQ2wcdJTMMclsLG0vRo19cZx6omIHION56/EzMUNDbwResVPYcr4aFW9PeMWp0G4MnZGHSJy\nANnLCQI8BnxIVV/OTOk4jtNCXBk7o44QjOJ44GhsXvFkYCNsSs7r2JzaG4CfVxgk33EcpyW4MnYc\nx3GcFuMOXI7jOI7TYlwZO47jOE6LcWXsOI7jOC3GlbHjOI7jtBhXxo7jOI7TYlwZO47jOE6L+f8e\n0K5+8qOjRgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12a4fd910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_input_group_rates(diffuse_dist, label):\n",
    "    smooth_width = 20\n",
    "    pylab.figure(figsize=(10,10))\n",
    "    fig = pylab.axes()\n",
    "    pylab.hold(True)\n",
    "    pylab.plot(multiply(range(len(diffuse_dist['ratesA_std'])),1.0),cookb_signalsmooth.smooth(scipy.array(diffuse_dist['ratesA_mean']),smooth_width),color=sea_colors[0],lw=4,label='10 Hz')\n",
    "    pylab.plot(multiply(range(len(diffuse_dist['ratesB_std'])),1.0),cookb_signalsmooth.smooth(scipy.array(diffuse_dist['ratesB_mean']),smooth_width),color=sea_colors[1],lw=4,label='5 Hz')\n",
    "    pylab.plot(multiply(range(len(diffuse_dist['rates_std'])),1.0),cookb_signalsmooth.smooth(scipy.array(diffuse_dist['rates_mean']),smooth_width),color=sea_colors[2],lw=4,label= '2 Hz')\n",
    "    mean_rate_diffuse = pylab.add(pylab.add(multiply(diffuse_dist['rates_mean'],0.8),multiply(diffuse_dist['ratesA_mean'],0.1)),multiply(diffuse_dist['ratesB_mean'],0.1))\n",
    "    pylab.plot(multiply(range(len(diffuse_dist['rates_std'])),1.0),cookb_signalsmooth.smooth(scipy.array(mean_rate_diffuse),smooth_width),color='black',lw=4,label='population mean')\n",
    "    fig.spines['right'].set_visible(False)\n",
    "    fig.spines['top'].set_visible(False)\n",
    "    fig.tick_params(top=False)\n",
    "    fig.tick_params(right=False)\n",
    "    pylab.xlim(0,410)\n",
    "    pylab.ylim(0,12)\n",
    "    fig.set_xticks([0,100,200,300,400])\n",
    "    fig.set_yticks([2,4,6])\n",
    "\n",
    "\n",
    "diffuse_dists = load_file('../simulation-results/fig-4/results_diffusing-True_trial_ID-0.pickle')\n",
    "local_dists = load_file('../simulation-results/fig-4/results_diffusing-False_trial_ID-0.pickle')\n",
    "local_vars_dists = load_file('../simulation-results/fig-4/results_diffusing-False_var_targets_premod_mean-2.0_var_targets_premod_std-5.0_variable_targets-True_trial_ID-0.pickle')\n",
    "\n",
    "\n",
    "plot_input_group_rates(local_dists,'non-diffusive')\n",
    "pylab.ylabel('firing rate (Hz)',size=30)\n",
    "pylab.xlabel('time (s)',size=30)\n",
    "pylab.title('non-diffusive', size=30)\n",
    "pylab.show()\n",
    "\n",
    "plot_input_group_rates(diffuse_dists, 'diffusive')\n",
    "pylab.ylabel('firing rate (Hz)',size=30)\n",
    "pylab.xlabel('time (s)',size=30)\n",
    "pylab.title('diffusive', size=30)\n",
    "pylab.show()\n",
    "\n",
    "plot_input_group_rates(local_vars_dists,'non-diffusive, variable targets')\n",
    "pylab.ylabel('firing rate (Hz)',size=30)\n",
    "pylab.xlabel('time (s)',size=30)\n",
    "pylab.title('non-diffusive, variable targets', size=30)\n",
    "pylab.show()\n",
    "\n",
    "\n",
    "fig = pylab.axes()\n",
    "fig.spines['right'].set_visible(False)\n",
    "fig.spines['top'].set_visible(False)\n",
    "fig.tick_params(top=False)\n",
    "fig.tick_params(right=False)\n",
    "fig.set_xticks([-0.055,-0.05,-0.045])\n",
    "fig.set_xlim((-.055,-.045))\n",
    "    \n",
    "pylab.scatter(local_dists['Vt_hist'][500:],local_dists['rates_hist'][500:],c=sea_colors[2],s=250,alpha=0.75,lw=0)\n",
    "pylab.scatter(local_dists['Vt_hist'][:250],local_dists['rates_hist'][:250],c=sea_colors[0],s=250,alpha=0.75,lw=0)\n",
    "pylab.scatter(local_dists['Vt_hist'][250:500],local_dists['rates_hist'][250:500],c=sea_colors[1],s=250,alpha=0.75,lw=0)\n",
    "pylab.ylabel('firing rate (Hz)',size=30)\n",
    "pylab.xlabel('firing threshold (V)',size=30)\n",
    "pylab.title('non-diffusive', size=30)\n",
    "pylab.show()\n",
    "\n",
    "fig = pylab.axes()\n",
    "fig.spines['right'].set_visible(False)\n",
    "fig.spines['top'].set_visible(False)\n",
    "fig.tick_params(top=False)\n",
    "fig.tick_params(right=False)\n",
    "fig.set_xticks([-0.055,-0.05,-0.045])\n",
    "fig.set_xlim((-.055,-.045))\n",
    "    \n",
    "pylab.scatter(diffuse_dists['Vt_hist'][500:],diffuse_dists['rates_hist'][500:],c=sea_colors[2],s=250,alpha=0.75,lw=0)\n",
    "pylab.scatter(diffuse_dists['Vt_hist'][:250],diffuse_dists['rates_hist'][:250],c=sea_colors[0],s=250,alpha=0.75,lw=0)\n",
    "pylab.scatter(diffuse_dists['Vt_hist'][250:500],diffuse_dists['rates_hist'][250:500],c=sea_colors[1],s=250,alpha=0.75,lw=0)\n",
    "pylab.ylabel('firing rate (Hz)',size=30)\n",
    "pylab.xlabel('firing threshold (V)',size=30)\n",
    "pylab.title('diffusive', size=30)\n",
    "pylab.show()\n",
    "\n",
    "fig = pylab.axes()\n",
    "fig.spines['right'].set_visible(False)\n",
    "fig.spines['top'].set_visible(False)\n",
    "fig.tick_params(top=False)\n",
    "fig.tick_params(right=False)\n",
    "fig.set_xticks([-0.055,-0.05,-0.045])\n",
    "fig.set_xlim((-.055,-.045))\n",
    "\n",
    "pylab.scatter(local_vars_dists['Vt_hist'][500:],local_vars_dists['rates_hist'][500:],c=sea_colors[2],s=250,alpha=0.75,lw=0)\n",
    "pylab.scatter(local_vars_dists['Vt_hist'][:250],local_vars_dists['rates_hist'][:250],c=sea_colors[0],s=250,alpha=0.75,lw=0)\n",
    "pylab.scatter(local_vars_dists['Vt_hist'][250:500],local_vars_dists['rates_hist'][250:500],c=sea_colors[1],s=250,alpha=0.75,lw=0)\n",
    "pylab.ylabel('firing rate (Hz)',size=30)\n",
    "pylab.xlabel('firing threshold (V)',size=30)\n",
    "pylab.title('non-diffusive, variable targets', size=30)\n",
    "pylab.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "diffusion r_squared =  0.834881812391\n",
      "local r_squ =  0.641662737019\n",
      "local, variable targets r_squared =  0.59275807303\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbsAAAEdCAYAAACVLMntAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1297ea0d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbsAAAEOCAYAAAAQbrnYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1297ea3d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbsAAAEOCAYAAAAQbrnYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOzMzm3n/H+NSu+FXm7z4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1117d8750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "\n",
    "diffuse_dists = load_file('../simulation-results/fig-5/results_diffusing-True_ds-0.002_trial_ID-0.pickle')\n",
    "local_dists = load_file('../simulation-results/fig-5/results_diffusing-False_trial_ID-0.pickle')\n",
    "local_vars_dists = load_file('../simulation-results/fig-5/results_diffusing-False_var_targets_premod_mean-2.0_var_targets_premod_std-5.0_variable_targets-True_trial_ID-0.pickle')\n",
    "\n",
    "def plot_2Dhist(x,y,nbins,label_passed):\n",
    "    #seaborn.reset_defaults()\n",
    "    pylab.rcParams[\"image.cmap\"] = 'jet' \n",
    "    H, xedges, yedges = pylab.histogram2d(x,y,bins=nbins) \n",
    "    # H needs to be rotated and flipped\n",
    "    H = pylab.rot90(H)\n",
    "    H = pylab.flipud(H)\n",
    "    # Mask zeros\n",
    "    Hmasked = pylab.ma.masked_where(H==0,H) # Mask pixels with a value of zero\n",
    "    # Plot 2D histogram using pcolor\n",
    "    pylab.figure()\n",
    "    pylab.pcolormesh(xedges,yedges,Hmasked,label=label_passed)\n",
    "    fig1 = pylab.axes()\n",
    "    #pylab.title(label_passed)\n",
    "    #pylab.xlabel(r'$\\Delta \\nu_{input}$ (Hz)')\n",
    "    #pylab.ylabel(r'$\\Delta \\nu_{output}$ (Hz)')\n",
    "    fig1.legend()\n",
    "    #pylab.ylim(-35,15)\n",
    "    cbar = pylab.colorbar()\n",
    "    cbar.ax.set_ylabel('Counts')  \n",
    "    cbar.set_ticks([5,10])\n",
    "    fig1.spines['right'].set_visible(False)\n",
    "    fig1.spines['top'].set_visible(False)\n",
    "    fig1.tick_params(top=False)\n",
    "    fig1.tick_params(right=False)\n",
    "    fig1.set_xticks([-40,-20,0,20,40])\n",
    "    fig1.set_yticks([-10,0,10,20])\n",
    "\n",
    "rates_diff = diffuse_dists['rates_reconf']-diffuse_dists['rates_hist']\n",
    "plot_2Dhist(-1*diffuse_dists['inputs_diff'],rates_diff,50,'diffusive')\n",
    "print 'diffusion r_squared = ', stats.linregress(-1*diffuse_dists['inputs_diff'],rates_diff)[2]**2\n",
    "\n",
    "rates_diff = local_dists['rates_reconf']-local_dists['rates_hist']\n",
    "plot_2Dhist(-1*local_dists['inputs_diff'],rates_diff,50,'diffusive')\n",
    "print 'local r_squ = ', stats.linregress(-1*local_dists['inputs_diff'],rates_diff)[2]**2\n",
    "\n",
    "rates_diff = local_vars_dists['rates_reconf']-local_vars_dists['rates_hist']\n",
    "plot_2Dhist(-1*local_vars_dists['inputs_diff'],rates_diff,50,'diffusive')\n",
    "print 'local, variable targets r_squared = ', stats.linregress(-1*local_vars_dists['inputs_diff'],rates_diff)[2]**2\n"
   ]
  }
 ],
 "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": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}