{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy.stats import multivariate_normal, uniform, bernoulli, gaussian_kde, beta\n",
    "import matplotlib.pyplot as plt\n",
    "# import random\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "plt.style.use('ggplot')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# target distribution for mcmc\n",
    "class multivariate_beta:\n",
    "    def __init__(self,params):\n",
    "        self.R = beta(params[0][0],params[0][1])\n",
    "        self.G = beta(params[1][0],params[1][1])\n",
    "        self.B = beta(params[2][0],params[2][1])\n",
    "        self.params = params\n",
    "    def pdf(self,xint):\n",
    "        # xint is a 3-tuple with value range [0,255]\n",
    "        # convert to ~range [0,1]\n",
    "        # (actually [.5/256,(256-.5)/256], so that pdf gives 'median value' over relevant range)\n",
    "        x = [(float(c)+.5)/256 for c in xint]\n",
    "        density = self.R.pdf(x[0])*self.G.pdf(x[1])*self.B.pdf(x[2])\n",
    "#         print (x,density)\n",
    "        return density\n",
    "    def mean(self):\n",
    "        return [float(a)/(a+b)*256 for a,b in self.params]\n",
    "    def std(self):\n",
    "        return [((float(a)*b)/(((a+b)**2)*(a+b+1)))**(.5)*256 for a,b in self.params]\n",
    "\n",
    "# target distribution params\n",
    "target_params = [(3,9),(9,1),(10,10)]\n",
    "targetdist = multivariate_beta(target_params)\n",
    "print targetdist.mean()\n",
    "print targetdist.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[64.0, 230.4, 128.0]\n",
      "[30.74460553057673, 23.156071263572247, 27.931889950207022]\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean:(66.33,218.69,127.67)\n",
      "Std:(32.51,29.81,30.51)\n"
     ]
    }
   ],
   "source": [
    "# simulating 50 subject mcmcs, with optional acceptance error\n",
    "\n",
    "num_subjects = 50  # number of subjects / mcmc repetitions\n",
    "error_rate = 0     # acceptance error rate\n",
    "burn_in_time = 30  # burn-in time\n",
    "\n",
    "# proposal distribution parameters\n",
    "sd_prop = 50\n",
    "cov_prop = np.diag([sd_prop**2]*3)\n",
    "\n",
    "# valid MCMC samples collected here\n",
    "samples = []\n",
    "\n",
    "# simulate mcmc sequence for each subject\n",
    "for subject_mcmc in range(num_subjects):\n",
    "    # draw initial sample from uniform\n",
    "    x_t = (uniform().rvs(size=3)*256).astype(int)\n",
    "\n",
    "    for numQ in range(120):\n",
    "        # draw sample from proposal distribution, \n",
    "        x_proposal = multivariate_normal(x_t,cov_prop).rvs().astype(int)\n",
    "        \n",
    "        # resample from proposal distribution if out-of-bounds\n",
    "        while any(xi<0 or xi>255 for xi in x_proposal):\n",
    "            x_proposal = multivariate_normal(x_t,cov_prop).rvs().astype(int)\n",
    "            \n",
    "        # accept with probability A(x_proposal,x_t)\n",
    "        A = targetdist.pdf(x_proposal)/(targetdist.pdf(x_proposal)+targetdist.pdf(x_t))\n",
    "        \n",
    "        # accept proposal\n",
    "        if bernoulli(A).rvs() ^ bernoulli(error_rate).rvs():\n",
    "            # new MCMC state\n",
    "            x_t = x_proposal\n",
    "            # start sampling after 30th proposal\n",
    "            if numQ>burn_in_time:\n",
    "                samples.append(x_proposal)\n",
    "            \n",
    "\n",
    "# MCMC samples and color components\n",
    "samples = np.array(samples)\n",
    "R,G,B = samples.T\n",
    "\n",
    "# sample statistics on individual component distributions\n",
    "print \"Mean: ({0:.2f},{1:.2f},{2:.2f})\".format(np.mean(R),np.mean(G),np.mean(B))\n",
    "print \"Std: ({0:.2f},{1:.2f},{2:.2f})\".format(np.std(R),np.std(G),np.std(B))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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rO+tPA3YkHSdmvyRJ7u/tQM2sY5L2A86KiKFdpTWzga1UKn2XtHNMwFlJkpxacEhmlpHU\nAvwdWDEiXio4HDOrI7exzfoHSTcDkyPigKJjMevLqr2D+bukd2N+rDe6VCrtBKyZJMlI0qstVT3q\nXyqVWqrct7XD5Vcbl19tXH61cxnWxuXXM6VSaT3SzuVNgVHALqVSaY0utmlpQGhNzWVYG5dfbVx+\ntXH51cbl1ym3sfsYl19tmrj82hvKq9c1cfk1hMuvNr1Rfl12MJdKpRWBnYCzaf+g2o1s0pEkSe4B\nRpRKpWWq2HdL9WFaO1qKDqCfayk6gDpo5MQ6LQ3cV7NqKTqAfq6l6AD6qbWAe5IkmZUkyRzgFmB0\nF9u01D2q5tdSdAD9XEvRATRYb9fnLb2c30DTUnQA/VxL0QH0RW5j91ktRQfQz7UUHUCddDRcVG9r\nacA+mllL0QH0cy21ZjCkijS/Ih0bdZEO1q8APJ/7/ALpmHCv1BaamVUrIs4Dzis4DDPr+x4Bji+V\nSouTzuC9M+l48GbWB2TzHHjWd7Pm5za2WT8REdsWHYNZf9DpHcylUmkX4NVsvKfOHgmoXNfIOynN\nzMysCkmSPE46+cr1wN9IJxCbW2hQZmZmA4jb2GZm1ow6neSvVCqdQDpj5WzSGaUXAa5IkmTfXJoz\ngElJklyWfX4c2CZJklcq8mohd8t1kiRH99q3MDMza0epVDom93FSkiSTioqlL8rq+eeSJDkjt6wF\n19dmZtZgA6XOdhvbzMz6s47q6047mCsy2AY4rHKG22wCgoOSJNmpVCptDpySJMnmVWQZNGCg9CZW\nzl7WM2VcfrUo4/KrVRmXYS3KdF1+rmfaUSqVlk6S5NVSqbQycB3w6SRJ3u5kE5dj7cr4eK9FGZdf\nLcq4/GpRxuVXizLVld+ArGvcxu5zyvh4r0UZl18tyrj8alHG5VeLMjXW111O8tdORpRKpQNLpdKB\nAEmSXAM8XSqVngQmAN/uZp5mZmbWOH8slUr/Bq4Cvt1F57KZmZnVl9vYZmbW71UzyR8ASZLcQjrb\nPEmSTKhYd1Avx2VmZmZ1kCTJ1kXHYGZmZm5jm5lZ8+juHcxmZmZmZmZmNZG0hqR1i47DzMzMaucO\nZjMzMzMzM2u0scCXig7CzMzMalf1EBlmZj1ULjqAPqoFl00tWpi3/MrtprJ6KhcdQD/SgsvLzKzS\nWsBfig7CzKwfKhcdQB/UgsulFi18vPwqP3fKHcxm1gjlogPog8q4XGpR5qPyK3eYyuqtXHQA/UQZ\nl1VPlYsOwMzqZi3g50UHYWbWT5WLDqCPKeMyqUWZGm/g8hAZZmZmZmZm1jCSBgOfAJ4oOhYzMzOr\nnTuYzczMzMzMrJFWBt6IiP8WHYiZmZnVzh3MZmZmZmZm1khrAY8VHYSZmZn1Dncwm9mAJGmKpO0a\ntK/PS/pTHfKdT9Jjkpbs7bzN+jMf32Zmfd7awONFB2FmZr2nGc7BayXpj5K+UHQcRXAHs5kNVJG9\nuiWrND/Xzc2OB07M5XHzQgst9ANJb2cdSPt3sr8Rks6X9Er2OvrDLxDxHnAuMK6738OsyRV5fH9G\n0r3Z8f2gpC072d+2km6W9KakZ/LrfHybWZNbC3cwm5k1m8LOwb/4xS9uK+lhSR/k28y5fXxZ0rOS\n/ivpT5IW6ySeY2vI6yTguG5+l6bgDmYzs+4JQNUmlrQpsEhE3JtbfPCrr756ckQsAnwVOF3SJzvI\n4lfAcGAVYDNgrKT9cusvBb4qaWg3voOZta+m41vS4sBfSE8sFwV+BvzlueeeG95BFv8FzgZ+0MF6\nH99m1qw8RIaZmbWpuY295pprTiM9p76aik5uSesCZwD7AMsAM4HfdrKLyT3NKyL+ASwiaeNqv0+z\ncAezmQ1km0n6t6Rpks6VNB+ApF0kPSBpuqQ7JK2fLb+QdFKav0iaIemwbPnlkl7O7kK8RdI6uX3s\nCEzK7zQiHl5ggQXm5hb9F3i7gxh3AX4eEbMi4lngHODrubxeAKYDW9RQDmbNqIjj+zPA1Ii4IlIX\nA6+dcsopa7cXYET8I0vzTAfrfXybWbPyEBlmZs2pkDb2SSed9GBEXAvM4OOd1fsAV0XE7RHxDnAU\nMFrSgu19gYi4oMa8JgE7V1NYzcQdzGY2UAn4MrADsAbwCeDHkjYk7cTdH1gcmABcJWloRIwFngN2\niYiFI+IXWV5XA2sCSwH/Ai7O7Wc94InKna+//vpflvQuaeXz9Yh4uYtY2wzK8sx7DBjV5Tc2GzgK\nPb4rDHr88ceXquG7+Pg2s6YiaQlgGDC16FjMzKxX9aVz8Lx1gAfbPkTE08B7WXzdVU1eA/L83R3M\nZjZQBfDriHgxIqaTjuH0JdJKb0J2Z2FExAWkFcbmHWYUcV5EvBMRHwDHAKMkLZytHkF65XMeDz/8\n8CXAQsC+wHmSVu4g+2uBwyUtJGlN0ruX569IMyPbj5mlijq+7wKWk7S3pKGSvgqsPmvWrFqGuPDx\nbWbNZh3g0Yjo9jidZmbWpxXaxu7EQsBbFcveBhZuJ21v5PVfBuD5uzuYzaxQkqI3Xj3c/fO5988B\ny5OOdXxo9ujOdEnTgRWzde3FP0jSeElPSnqLjx51XzL7dzqwSHvbRsSciPgjcA+wZwcxHgzMIh0H\n6k/AJcCLFWkWzvZj1qcMtOM7It4A9gAOJb0z7/PAjcsuu2xHQ+BUw8e3mTWbdYBHiw7CzKxZDbRz\n8Cr8l3R+lLxF6V4ndXfyWhh4swd592tDig7AzAa2iKh6MP86WLni/UukleDxEXFCB9tUVrT7ALsB\n20XEs5JGANP4aFiLh+j60ZuhwDvt7iy98vuVts+STiDtkM5bG/gFZn3MQDy+I+JW0gk5kTQEeGqL\nLba4pYbv4ePbzJqNO5jNzOpoIJ6Dd5Hfv8kNWSFpDdKhmv7TSR615LU28EAVeTcV38FsZgOVgP+T\ntIKkxYEjgcuAs4FvStpMqQUl7SxpoWy7V0jHk2qzEOnjPdOygf0rK81rgG0+3Kn0SUk7Tps2bUj2\nCP1XgE2A67P1q0qa2zZkhqTVJS0habCkHUkfLzoul98KpONY3d1L5WLWDAo5vgEkbZgd24uQdgw/\n953vfOfpbF3l8S1Jw0kvMknSfJKG5fLy8W1mzWgd0ga6mZk1l8LOwWfNmjUoO68eDAyVNFxSW5/n\nxcCukrbK8jsWuCKbpA9JZUk3f/glpCE9zSuzNfC3bpVcE3AHs5kNVEFaOVwPPEU6BMVxEXEfaSfu\nr0mvkk4mHSe5zYmkExVMl/R94ALgWdJhKx4hHYP1w6ucEXE/8JakzbJFAo5efvnlf0D6CP03gJ0j\n4rls/UrAFD4aBmNj0iu0b5OOYfXliHgsF8+XgfOysanMLFXU8Q3wA+A10js1lmHe4W8qj+9tgJmk\nk5isBLxLOu56Gx/fZtaMfAezmVlzKuwcfLvtttuN9Lx6DGnH9kyyJ4Ej4lHgm1lsr5DOafTt3P5X\nAm7PfT67p3lJ2hSYERH/rLrUmoSHyDCzASkiVsventTOuuuA6zrY7irgqorFe1R8vrDi85HAEcCe\nEfE46WQG5exVaWvgxIiYk+3vcuDy9mKRNB/ppH+fbW+92UBV1PGd5fHlTkKrPL4n0cHFfh/fZtaM\nssecF2HeMTrNzKwJFHkOfscdd1wJfKqT2C4FLu1g9UbAYbm0+wH79TCvw4Efd7RtM3MHs5lZnUXE\nDcANVaY9vhv5vkc6vpOZFcTHt5lZt6wNPBYRPZ08yszMrFvn4FXktWFv5JPltVdv5dXfeIgMMzMz\nMzMzawQPj2FmZtaE3MFsZmZmZmZmjeAOZjMzsybkDmYzMzMzMzNrBHcwm5mZNSF3MJuZmZmZmVkj\nuIPZzMysCbmD2czMzMzMzOpK0sLAksCzRcdiZmZmvcsdzGZmZmZmZlZvawFPRMScogMxMzOz3uUO\nZjMzMzMzM6s3D49hZmbWpNzBbGYDlqQpkrYrOIZVJc2VVNXvsaTzJB1b55gekbR1PfdhVm996fie\nPXu2qkzv49vMmpk7mM3MmlxfOgd3G7ux3MFsZgNZZK/+pO4xR8R6EXErgKSypAvrub/2ZCcEqzd6\nv9ZUfHy3twMf32ZWHHcwm5k1P5+Dt7eDAXAOPqReGZuZDQSShkTE7EbvtsH7K8pA+Z4NVSqVjgC+\nAswFHga+liTJe8VG1Tf5+K6rgfI9zewj6+IOZjMz64LPweuqbt/TdzCbmQGS1pb0tKS9s8+7SHpA\n0nRJd0haP5d2iqQfSnoImCFpjexq4L6SnpX0mqQf5dJL0jhJT0p6XdIfpkyZMrzKuDaU9C9Jb0u6\nDBhesb6rOA+V9KCkNyVdJmm+bN2Skv6abfeGpFsrtttO0heAI4C9Jc2QdL+kvST9syKG70u6soP4\nF5V0jqSXJL0g6di2R5UkrSnpliy21yRdmi1vi+XBbL+t1ZSVda1UKq0K7A9slCTJ+sBgYEyhQTVA\no49vSYtVGZePbx/fZgOCpAWB5YCni47FzMwao5Hn4JtuuulePgcv9hzcHcxmNuBJ2gi4FjgoIv4g\naUPgHNKOuMWBCcBVkobmNhsD7AiMANpmQ98S+ASwHfATSZ/Mlh8M7AZsTdq4mr733nvvXEVcw4Ar\ngfOBxYDLgS+SPb5TRZwBtAKfB1YDNgD2y9YdCjwPLAksTVrJkdsuIuJa4ATgsohYOCI2BK4CVpO0\nVi792CzG9pwHvA+sAWwI7AB8I1t3LHBtRIwAVgBOJ91x29hUG2T7vbyLorLqvQ18ACxQKpWGAAsA\nLxYbUn0VcXwDv6kiLh/fPr7NBpJPAk8WcEeamZkVoNHn4AsvvPAsfA4OBZ6Du4PZzAa6bYA/A2Mj\n4pps2QHAhIj4R6QuAN4DNs/WB3BaRLwYEfmhBY6JiPci4iHgQWBUtvybwI8j4qWI+AA45r777ltH\nXU86sDkwJCJOjYg5EXEF8I/c+q7iJItzakRMB/4CfCpb/j5pZ9iqWd53dBCDyD1GExHvAwnpEAtI\nWhdYBfjrxzaUliE9QfheRLwbEa8Bp/DRHbPvA6tKWiEi3o+IO7soD6tRkiTTgJOB54CXgDeTJLmx\n2KjqqpDjG9jLx7ePbzObx7rAI0UHYWZmDdHwc/BTTjllEj4Hb4uhkHNwj8FsZsWSemcw/YiejCUk\n4EBgUtuA+5lVgH0lfSe3bCiwfO7z8+3kNzX3fiawUC6/P0ma27Zy0KBBc+fMmbNMF/Etz8fvLn22\nm3HmY3o3t+7nQBm4XhLAmRFxUhfxtDkfuAT4MemV1T9kHWuVVsnieTnbB6QXNp/L3v+Q9ArrvZKm\nAydHxO+rjMF6oFQqrQEcAqwKvAVcXiqV9kmS5OJ67E/H9M7xHUf3r+MbmA34+PbxbWYfWR93MJuZ\nNYTUOxPWRfRovN5CzsGHDx8+HJ+DQ4Hn4F12MJdKpeHALcB8wDDgz0mSHFGRpoX06kTbmFpXJEly\nXO+GamZNqWcdw722d9LKb5ykX0bE97PlzwHHR8QJXWxbreeAr0XEXbllZdJKYdVOtnuZ9LGWvFWA\nJ7sRZ96HMUfEf4HDgMOyK6R/l3RvRNzc0Ta5be+W9L6krYEvZa/2PE96tXeJiJhbuTIiXiG9Qoyk\nLYEbJd0SER6fsX42Ae5MkuQNgFKpNBH4DPBhB3NWp7e0fU6SBNK/10otHSz/UBwdx9QU7Uc63U97\nFltssUV/8IMfXDthwoStdtppp7uuueaa6wC23XbbpZdbbrm7L7744tsqNlkbKC+22GIjjj/++H2B\nzwLceeedI7bccku9//77R5MdDyNHjlx1l1122R1Yeamllpp58sknXzl27NgXKvI78K677hqx5ZZb\nStI2ld/hzDPPXOWwww5bK798tdVW22qjjTZaAShXGedXSR8LpLW1dZvnn39+caAcEQD/BS685ppr\nliqVSkedccYZa3/zm9+ckt8uv01b5hHB0ksvvcjZZ5/9+xEjRux5yimnXFEZO8CDDz640CabbDJ3\n5syZpw0ZMqTyd6IthpeAs84777yV9t9//zNvv/32T2211VbTJenWW2/9LulwIl1pacuzirTWvhZc\nfrVoweVXixagvO666+65zz77/JNOyrJUKuXXTUqSZFJdIyuI29dmVm897Bjutd1TTBu7nL1wG7ug\nNnZEdPlxYcM4AAAgAElEQVRqbW1dIPt3SGtr692tra1bVaxvaW1tvaqavHKv6GZ6v+Z9lftADP35\n5fJrXPn12bIGngE+BywK/BM4MVu+MWnFshnpFdgFgZ2BhfLb5fJZFZgLDMotuxn4evb+kOzzytnn\npU488cRLO9o2l8dQ0qupB2fvR5M+8vLTHsZZBi7M3u8CrJlttxJpR9A2lduRnhzcBqgitiOBh4DJ\nXZTxlaSP7CxMemV1DWDrbF0rsGL2fl3SK9KrZp9fBrav8u+qo7+xKPpvrK+9WltbR7W2tj7S2to6\nf2trq1pbW89vbW39vy6266gcOyr3PvEq8vgGdstv+8EHHxzTTnw+vqv7vyz39b+1fvBy+bn8Ci+/\n7Pds9U7SRR+ItWGvOrWvB1w51uFV7gMx9OeXy69x5ddny7qoc/DHH3/8Z5Xn4LiN3Z1z8Mq/qY7+\nxqKjuKoaIiNJkpnZ22GkM85PaydZkVdI+p0ZEyeOGTx58rLd2WbOyJFTFx49+rJ6xWQ2UEXEW5K2\nB26W9H5EHC1pf+DXwEjSx15uAyZ1lk0n604l/Y28XtLywKv33nvvS11tGxEfSBoNnAUcB1wDXJFb\nf18344zcvtYkHfB/KbJJySLilna2uZx0LKg3JD0dEZtkyy8Efpq9OrMvMB54lLQCfDr7DOndtL+S\ntCjwCnBwREzJ1pWB8yXNTzrBwr3Av4G1I6LyTlGrUpIkD5ZKpQtIT/bmAv8Cziw2qvoq4vgGLiOd\nrKPDbX18+/g2GygkjSCdKGlKwaH0GW5fmzVeNjbvZ0mf3luD9Bh7DrgHuCnaH47AeqjR5+BLLLHE\nbNKOYp+D9+wcvItddk3VZFIqlQaRNkLXAH6XJMkPK9ZvA0wEXiAdy+SwJEke7SLbYABXmjNPOumQ\nBcaNG9GtbcaPf3OBww8/JftYxo/r1aKMy68WZaovv+6kHUjK9ONyySqlV4ANI+KpAkIo81H55d/n\nDeh6phd1VI5l+vHfcIOV6Udl1QeO77xyxb/WfWVcfrUo4/KrRVnSDcAvI+LTnaQbUHV2ndrXMMDK\nsQ7K+HivRZk+WH5Zx/LXgXGkd3PeADxBerPF6qRD+axC2mF5SqQTrhWhjNvYtSjTz8uk4HPwMvOW\nX+XnNh3WM13NrghAkiRzkyT5FLAisHU2JlTev4CVkiQZRdpbf2U1+ZqZWb/1LeDePtD5ZGa9z8e3\nmfUmT/BXwe1rs8aQtDpwB2kH877AqIg4NCLOjIizI+JHEfEZ4POkdzc/KGmjAkO2ga1fn4NXNURG\nmyRJ3iqVSleT3nI9Kbd8Ru7930ql0m9LpdLiSZJ8+KhPNyYNGhCGbLDB5rS2Du/mNrOAtrueWxjA\n5dcLWnD51aKF6suvO2kHkhb6abksvvjihyy22GJx7rnnXkZx36Elt+/8+3kMlAmDzHqLpCmkdybs\nUXAoZtY81gMeLjqIvqiW9jW4jV0HLbj8atFCHyq/3/3ud6stuOCCXxwzZsztZ5xxxj1DhgzZAdih\nvbTZk/33HXXUUe/98pe/vO2oo47627HHHtvoC2MtuI1dixb6cZn0gTZ2S8V+Kz9/qKM2dpdDZJRK\npSWB2UmSvFkqleYHrgOOSZLkplyaZYBXkySJUqm0GZAkSbJqF8EP6Md3PERG4cq4/GpRxo/v1KqM\ny6UWZTxERqN4iIzalXFZ9VS54l/rvjIuv1qUcfnVoiypBTguIm7sJN2AqbPr2L6GAVSOdVLGx3st\nyvSR8pP0BeACYO+IuLmb225AOi7vTyLi3HrE14EybmPXoozLpBZlahwio5o7mJcDzs/GiRoEXJgk\nyU2lUulAgCRJJgB7Ad8qlUqzSce0GVNV+GZmZmZmZtaU5s6dCx4io5Lb12Z1JGlb0s7lPSLizu5u\nHxEPSfoc8HdJsyLikl4P0qwJddnBnCTJw8DHxqDJKr62978BftO7oZmZmZmZmVl/9cgjjyxEOpHW\nK0XH0le4fW1WP5JGApcBX+pJ53KbiPhPdhf03yU9ExF39VqQZk2qqkn+zMzMzMzMzLpj0qRJywCP\nRFfjMpqZ1UjSgsBVpENb3NRV+q5ExCPAfsAVkparNT+zZucOZjMzMzMzM+t1DzzwwNJ4gj8za4zT\ngHsiYkKXKasUEdcAZwEXSHL/mVknfICYmZmZmZlZr5s8efLSePxlM6szSXsBWwPfqUP2xwLzA9+v\nQ95mTcMdzGZm1ilJZUkXFh2HmfU+H99mVk/PPvusO5jNrK4kLQ6cDuwbETN6O/+ImA2MBcZJWrO3\n87eBqRnPwbuc5M/MrLfNmDhxzODJk5etV/5zRo6cuvDo0Zd1lU7SFNKZvJePiDdyy+8HRgGrRsRz\n2bLNgDKwBelkNU8Cv4uI8yS1AH8HroyI0bl8RgH3A7dExLbZMgHfWXbZZb81derUw4DpwF3AT7Nx\nvvoij5toVZn44MQxk6fV79geufjIqaNHdX1sQ7HHN7A/sBrZ8f3Xv/719Z133rmGb15XPr7NrC4k\nDRo6dOhSuIPZzOrrF8Af6zkRX0Q8I+lE4AxJ2/e1ceUnTpwxZvLkwfU7Bx85Z+ro0Qv36XPw/fff\n/9NnnXXWw+TOwXEbu6HcwWxmDTd48uRlFxg3bkS98p85fny1SQN4GvgS8GsASeuTPgL14Q++pC2A\n64GfAl+JiGmSNgJ+CJyXJXsN2FzS4hExLVv2VeA/zFt5nArsdMwxx/ztwAMP3J/0d3hPYGf6bgNM\nRQdg/cPkaZOXHXdr/Y7t8VtXfWxDgcc38A3gDrLj+w9/+MPX+nAHs49vM6uX1RZccMGZ06dPf7vo\nQMysOUnaEtgeWKcBuzsV2AcYA1zagP1VbfLkwcuOG7dA/c7Bx8/sTvJCzsEnTpz4aWA0uXNw3MZu\nKA+RYWYD3UXAvrnPXwUuYN4f/J8D50XEz9sqtoj4V0SMyaV5H7iS9IQDSYOBEnBxW16SRgLfBsYc\ncMABUyLig4h4NyIuiYiT2gtO0n6SnpL0tqSnJX05W76GpL9Lel3Sa5IukrRobrspkg6T9JCkGZLO\nkbSMpL9JekvSDZJGZGlXlTRX0v6SXpT0kqRDOyowSZtLulPSdEkPSNqmq3jNClLI8R0Rk/LH9wUX\nXHBHe8H5+DazJrf+iiuu+GrRQZhZc8om3TsFGBcRMyZOnDHmpJNmHtKd18SJM8Z0tZ822VAZ3wVO\nkrRAvb5Xk2j4OfhvfvObP1aeg7uN3Vi+g9nMBrq7gbGS1gImA3sDWwLHAWQnD5sDR1aR14XAr4Df\nAp8nvVr6Um79dsDzEfFPYJeuMpO0IOmV8k0iYrKkZYAlckmOB24FFgWuIH286HvZuiC9grsdMJT0\nMaINga8BjwPXAAeTXjFu0wKsCawB/F3SAxFxU0VMKwB/Jb3KfK2k/wGukPRJYFYX8Zo1WlHHd5d8\nfJvZALD+6quv7g5mM6uXscAcsruJe3IXbzfvzCUibpN0F/AD4JhubTywNPwcfO+9936pnW0/xufg\n9eM7mM3M0kprX9LHqx4FXsytW4z0t/LlrjLJxv1aXNInsvzOr0iyBDC1m7HNBdaXNH9EvBIRj2b7\neioibsqu0L5OWuluU7Ht6RHxWkS8BNwG3BURD0bEe8CfSCvDvGOyq72PAL8nfayp0leAayLi2iyO\nG4F/kj5+FB3Fa1YgH98pH99m1mij1l9//e7+LpqZdUnSfMCxwPcjYm6Dd384cLCkpRu83/7G5+Cp\nAXMO7g5mMxvogrTy24f2H92ZTvqDvlyV+V1IOslXC2kFk8/rjW7kQ0S8Q3q195vAS5L+ml3FJHsU\n5zJJL0h6K9tv5ZXMV3Lv3634PAtYqCL987n3zwHLtxPWKkBr9ujOdEnTSa9GLxsRMzuK16wgPr4/\n4uPbzBpt1FZbbfVK18nMzLrtQODBiLiz0TuOiCnAJcC4Ru+7H/E5+EcGzDm4O5j7kZfffnuYpDGS\nfjVq1Kgxkq7LxoT5saTNsjGIzKybsllsnwZ2BCZWrJtJOgPtXlVmdxHwLeDqiJhVse4mYEVJG3cj\ntusjYgdgWdLHbs7KVp1A+kjYehGxKOkjYl39BnQ1kcDKFe9fbCfNc8CFEbFY7rVwRPysi3jNCuHj\n+0M+vs2sYSQtBCzf0tLyRtGxmFlzyYY4OAI4qsAwjge+KmnFAmPo0xp9Dn755Zd3p5PZ5+B14A7J\nfuAJWGB72HHdn/2sTPoH/nKpVHqAdED7G4ARpLNs/kfSQdnjImbWPf8LfC4i3m1n3Q+B/bIB/ZcA\nkDRK0sdmD46IZ4CtaWc8qYiYTDp21KVnnXXWKpKGSRqeXTg6vDK9pKUl7Z6dRH0AvENa4UF6ZfQd\n4O1szKYf9ORLV/ixpPklrQvsB/yhnTQXAbtK2kHS4Cz+FkkrdBGvWZEaenxL2iZ/fO+7775bVqb3\n8W1mTW594LHhw4c3+tF1M2t+BwB3RMQDRQUQEVOBc0mHy7CONewc/Nvf/vZelefgbmM3ljuY+7jD\nYdRGcNBgiJu/9a0TI2LniPjZkUce+XhE/C0izo+Iw4B1SR892BF4OBsU3MyqFBFPR8S/8oty6+4C\nPpe9npL0BjABuLqD9HdmJx1ty/PrDgZ+fdRRR+1M+mjQk8DuwFXthDWIdEKBF0kf/fks6ZVbSCeV\n2Ah4C/gL6QQE0U4e83zNiveV6W/J4rkR+Hk29tM8aSPihSzeHwGvkl5tPZT0ym1n8ZoVptHHN/Ab\ncsf3Pvvs80Q7Yfn4NrNmNgp4sOggzKy5SBpKej5yUtGxACcD+3gs5o418hx8zz33vJeKc3Dcxm6o\nIUUHYO2bCYM+D7v+B1a8DM7bFV6ducIKMzpKHxEB3AHsLGln4PeSLgF+HBEfNCpus2rMGTly6szx\n4+uafzXpImK1DpbPBgZXLPsHsFMH6Scx76Mv+XXnAOdULDsNWJx0RtrO4ptKOs5Ue+seBTapWPzL\n3PrVKtKP7Sou4NyIOLudfR1T8fnejuLqZLkNACMXHzl1/Nb1O7ZHLl7dsQ2FH9+nVSQtt7Otj28z\na2YbAA+RTuRkZtZb9gaeys7dChURU7O7bQ8h7RgszMiRc6aOHz+zrvlXm7aoc/AzzzzznjPPPHPH\nKuLzOXiduIO5D3odhrZAaRDMfRjOXDq9Db5qEXG1pA1JByS/WtJeEfF2XYI164GFR4++rOgYzKz3\njR7lY9vMzID0DuaEftIoNrO+T5JIhyzoS5Pr/Ry4T9L4IvtcRo9e2OfgVjgPkdHHzIRBLVBaCN69\nG/7Q3c7lNhHxOrAr8BRwq6Qley9KM2tCXT36Y2b9l49vM2uYbOLx9fEQGWbWu3Yg7cO6tuhA2kTE\nFNJJ5vYtOBTrmwbUObg7mPuQucAOsKsgJsGVC6SLeix7BOHbwN+AG9sGTjczy4uIKRExOCI8EY9Z\nk/HxbWYFWA14MyKmFx2ImTWVH5COYdvXOu1OB76TXVwzAwbmObgPgD7kW7DZFFj2Jrh8eI2dy22y\nH98fAdeTDpexQG/ka2ZmZmZm1g5P8GdmvUrSRsAngb44FMTtwExg+6IDMSuSO5j7iItgxYth68sg\n6emwGB3JOpkPB/4DXCppcBebmJmZmZmZ9YQ7mM2stx0MnB4R7xcdSKWsv+V00hjNBix3MPcBr8LQ\nQ2D0EfDXraAuj5JlP3rfABYBflqPfZiZmZmZ2YDnDmYz6zWSFgP2AM4tOpZOXApsKmlk0YGYFcUd\nzH3AWNhuJDx/JDxez/1kV/tKwFckfbGe+zIzMzMzswHJHcxm1pvGAn+LiNeLDqQjEfEucA7wf0XH\nYlaUIUUHMNBdCCveBes+AL9txP4i4rWsc/kaSf+IiOcasV8b8MpFB9AHteByqUULLr++oFx0AP1E\nCy4rMxsAJC0KLAU8VXQsZtb/SRJwAHBQ0bFU4XfA/ZKOiogZDdhfuQH76E9acJnUooUay88dzAV6\nH/Qj2OkguH51eLdR+42If0r6FXC+pO0G0qyWVohy0QH0UWVcNrUo4/IrWrnoAPqRMi6vWpSLDsDM\nqrYB8EhEzCk6EDNrCp8BhgK3FB1IVyLiOUm3kj41fk6dd1euc/79URmXSy3K1Fh+HiKjQIfBRkNh\n9nHwcAG7/xnpBYbvF7BvMzMzMzNrPh4ew8x604HAmdmcUv3B74GvFR2EWRF8B3NBXn777WG/h21/\nDxcX0csfEXMkjQX+IemGiPCJoJnZAFAqlT4JXJZbtDpwVJIkpxUUkpmZNY9RwP1FB2Fm/Z+kxYHd\n6F83xf0NOFPSJyLiP0UHY9ZI7mAuyPf+/Odt1oFn9oKXi4ohIqZIOhS4SNLG2SSAZmbWxJIkeQLY\nEKBUKg0CXgT+VGhQZmbWLD4FnFt0EGbWFMYC1/Tlyf0qRcQHki4C9gN+VHA4Zg3lITIKIGmJG554\nYpufwc1FxwJcCLwAfK/oQMzMrOH+B3gqSZLniw7EzMz6N0lDgXWBh4qOxcyawteAs4sOogd+D+wr\naXDRgZg1kjuYi/G9Ucsv/9A2MK3oQLKxjA4CfihplaLjMTOzhhoDXFJ0EGZm1hTWAaZExDtFB2Jm\n/Zuk9YElgEkFh9JtEfFv4CVg+6JjMWskD5HRYJIWBb75kx12+B1n942LcRHxlKRTgVOBPYqOx8zM\n6q9UKg0DdgUOr1jeArS0fU6SBDwjc61acBnWogWXXy1acPnVogWXX1UOPfTQT91+++2zmbe8Wqiy\n/EqlUj7dpCRJJvVSaGbW/+wDXBIRc4sOpId+TzpMxrUFx2HWMO5gbrxvAde2rLnmG8CIooPJOQl4\nWNKuEfGXooMxM7O62xG4L0mS1/ILswb9pNyio3HnSq3KuAxrUcblV4syLr9alHH5VeXkk08+DbgN\nODm3uEx15Xd0kiTVpDOzJidpEGkH805Fx1KDy4ATJS0WEdOLDsasEdzB3ECShgOHkI55+T+N2OeM\niRPHDJ48edmu0r0zfjy/uuWWG392883nTT7nnENG/u//XtiI+MzMrDBfAi4tOggzM2saG+FJY82s\ndlsD0yLi4aID6amImC7pWtLh6H5XdDxmjeAO5sb6EnB/RDwy86STGtLBPHjy5GUXGDeuqjulj4RX\nr4BXDj/11NJEdzCbmTWtUqm0IOmFzv2LjsXMzPq/7I7DUcD9RcdiZv3eV4CLig6iF1wMHIY7mG2A\ncAdzg0gS8F1gXNGxdOYXcNPOjz32NUlLRsTrRcdjZma9L0mSd4Ali47DzMyaxkjgtYh4s+hAzKz/\nyp76Hg1sUHQsveB64DxJK0TEi0UHY1ZvnXYwl0ql4cAtwHzAMODPSZIc0U6600jHcpwJ7Jckia9c\nf9zWwHDSH5mek0YAn+AXvxjJYYd9gXR20ieJmFl7iPA5eGPjFVe8/44pU44i7RA3MzMzMzPrzEbA\nv4oOoj9wG9usUzuTPvX9QtGB1Coi3pP0Z6AVOKXoeMzqbVBnK5MkmQVsmyTJp0ivIG1bKpW2yqcp\nlUo7AWsmSTISOADf/t+Rg4DTezgL6iBgo+Hjx38HeA74HeeeuxnwfdLxM19DuhvpJ0ifqDXQX+6+\n+3XAPpLWrDUvMzMzMzNreu5grpLb2GadapbhMdpcRjoOs1nT67SDGSBJkrY7Y4cBg4FpFUl2A87P\n0t4DjCiVSsv0ZpD9naRlgO3p2Q/lqqSd0+vO3nTTm4CliNiYf//7YiJ2IGJd0secj8j+vQ3pGqRt\nSIfl6Lb1llvuv8CvgBN6sr2ZmZmZmQ0oG+Lxl6vmNrbZx0laFNgOmFh0LL3o78DqklYrOhCzeuty\nDOZSqTSI9Gr0GsDvkiR5tCLJCsDzuc8vACsCr/RWkE1gP+CKiHirm9ttDWwK/Bl4cvZ227057Prr\n3/tYqoh3gZuBm5F+CIwFzgKmDbnttvuA13oQ86+A/0j6dETc04PtzczMzMysyWVzzfgO5m5wG9us\nXbsAk3rQb9JnRcRsSVcAewPji47HrJ6quYN5bvb4zorA1qVSqaWdZJV3ykYvxNYUshmVvwGc2c1N\nPw+sDUwAnqx6q4hZRJyVbfvLoTfdNIZ0zJ9Fu7PzSMd0Pg4od2c7MzMzMzMbUFYB3o0Id35WyW1s\ns3btBfyx6CDq4DLSDmazptblHcxtkiR5q1QqXQ1sAkzKrXoRWCn3ecVs2TyySrMllx8MgM7LCRMm\nrHr00Ucv8uKLL+5IOkkDAEM22GBzWluHt7vRv/61Kq++ujgtLQ8xfPgmuW1mASOyjy10Vn6Rnn98\nMHHifcMOP3wkU6YcxBprPMd66z3PoM6vK7TtZ8aMGYNXWmmlLS688MKzx44d2+8H2a/QwgD4+6uj\nFlx+tWrBZViLFqoov1KplE8zKUmSSfUJx8zMbMDaEN+93CNuY/c5Lbj8atFCD8vv5ZdfHjbffPPt\n+Pjjjz/R0zw22GDI5q2ttN/H0vE2+T6Wunjvvfe01FJLrXHDDTf8evvtt3+9k6Qt+O+vFi24/GrR\nQpXl11Ebu9MO5lKptCQwO0mSN0ul0vyk4wgfU5HsKtIxgi8rlUqbA28mSfKxq9fZDiflFh1dbfD9\n2YEHHvh74GeDBg06Ob989kMPHTLs8svb+yFbB/gUMIG//OWdebbZeOM3h+24Y9vso2WqKL/Zkycf\nMuzJJ0cAI3jiiT144onVgCuB6R1uk+1noYUW4s0333xh3333HT127NhvdLWvfqbMAPj7q6MyLr9a\nlXEZ1qJM1+V3dJIkXaUxMzOz2myEx1+umtvYfVoZl18tyvSw/JZffvkxwN9XXXXVcT3d+UMPzT7k\n8suHdauzeOONZ7+5447DTuk6Zc8NGzaMt99+e9EddthhekRUHut5Zfz3V4syLr9alKmu/DpsY3d1\nB/NywPnZGFGDgAuTJLmpVCodCJAkyYQkSa4plUo7lUqlJ4F3gK9VGXzTk7QgsAfpBHzVWAzYmXQy\nwHe6SNtdb5JOFLE56ZAdN1LdieDvgSMkfSYi7uzlmMzMzMzMrH/biHT+F6uO29hmH7cXcHnRQdTL\nV75yzLQ//enX3zzppJkdji+9wQZDNn/oodmHAIwcOWfq6NELX9a4CM1q12kHc5IkD5OeMFQun1Dx\n+aBejqtZ7AncFRFTq0gr0s7o24CX6xRPAHeRjuncCqwMXA3M7nCDiPclHU96JWOHOsVlZmZmZmb9\nTG6CP9/BXCW3sc3mld2Ytz1wQNGx1Mvaa393xkUX/XyRceP+uRps3e7T5K2tDG+7A3v8+JmNDdCs\nF3Q5yZ/VZCxwQZVpNyXtZL6nfuF86DXgbNILDN8AFu8i/fnASElb1jswMzMzMzPrN1YABgPPFR2I\nmfVbOwJ3R8S0ogOpl8GDhwZs8jicu3bRsZjVS9WT/Fn3SFqSdDiKPatIvgCwDelwFI2aHfh94ArS\nju2vAxOBp9tLmN3FfCJwJLBT5foZEyeOGTx58rLd2fmckSOnLjx6tB/5MDMzMzPrvzYB/hkRjWrD\nmFnzaQX+2Iv5LQx8ElgVWApYFBgKzAVmAm8AU4GnZs7kwV7cbxd2fxxO3Qbw0KPWlNzBXD97AtdF\nRDXPNrQAjwCdzShaL/8AXiX9UZ8E/LODdOcDZUmjImKeH+HBkycvu8C4cd0aTH/m+PE9CNXMzMzM\nzPqQTUnbE2Zm3SZpfuDzpJNa1pAP2nXXIWtmea0I/Id0aNDbSeej+oD0aYsFgCVIn77Y5vjj52/9\n6U/ZFrgQuDKCWbXE0blvPANHfBEeWgg2+G/99mNWDA+RUT+tVDdI/RLAusw7+2+jPQucC3wa+AKz\nZ6syQUS8B/wKOLzBsZmZmZmZWd+0CR3foGJm1pX/AR6IiNd6moHEWsB1N944dG/gUeBk4E/AA6R3\nKs8C5pA+xf0m8BRwK3Du97436xjgEuB/gRckTsvyq4OF5sAGT8KZdcrfrFjuYK4DSUuQdtZeU0Xy\nbYC7gXfrGlTXpgHnAEsPP/30/ZCGt5NmArCDpNUbG5qZmZmZmfUl2QR/7mA2s1rsBvy5JxtKDJL4\nAXAbcPWPfvTuiaQTjs6uNo8ll4x3I7g4gu1Jf8/eBG6R+KvEdhIfu/muNjs+Bn93B7M1JXcw18ce\nwPUR8U4X6ZYA1gDurX9IVZkFXMygQbOB65HmGfYiIt4m7WQ+rIjgzMzMzMysz1gdeDciXi46EDPr\nfyQNAnYFrur+towgvaFvd2CTCE4dOpS5tcQTwZQIfkI6dvOVwGnAAxL7ScxXS94f+daT8PRK8Fx7\nN/SZ9WvuYK6Pagep/yxp5/J79Q2nW+bMOuigi4B/AbchLV+x/lRgjKRlGh+amZmZmZn1EZvg8ZfN\nrOc2A16PiKe6s5HE6qRPgT8BtETwbG8GFcG7EZwNrAf8EPgSMEXiCImFa8t9mffhE1PgjJE1B2rW\nx7iDuZdJWhzYAri6s3SDXnhhEdKZTe9pRFzdMnhwAN8DLgVuQVqpbVVEvEo6RtEhBUVnZmZmZmbF\n8wR/ZlaL3ejm3csSawO3AKdH8N2I6ofD6K4IIoLrIvg8sD2wPvCUxDiJhXqe8/aPwbVr91KYZn3G\nkKIDaEK7AzdGRKezgg694YatgIegnrOU1iAigBOQ3gMmIW1HxJRs7S+BeyQdV8UwIGZmZmZm1nw2\nAU4oOggz67d2B75ebWKJTwA3AeMiuKBuUbUjgkeAL0usvfzyc85+/fVBR2yxxexrdt31g3sHDya6\n2n6BBWJD4Jn00zf/A7/5Arw9GBaZU9/IzRrHHcy9rxW6+LGT5h80dOgWwP+zd+fhVVX3/sffKwOE\nyBBAIAgyyQwGAoKgDFGcwKEOzRan1rbX3k5W6m1voa03oe0t5P6ut95OdtJaO6g7SmtxuA4IKFZU\nxiAghHmQUWbClGT9/tiJhpDhJDk56wyf1/P0MWfvtc/+sBtC9ves/V1/iEiiprD2YYw5TVBkvhJr\nN1lrNxljFgH3AL92nFBERERERCLIGJMMjEAL/IlIIxhj+hKsSRXSUxDG0AN4DfhBpIvLVVnL2oKC\nUzs58ZoAACAASURBVIXTp6evXrw4dfLixamXESxSeKCu42bNOt7201f9SuCCvfBEL/hmg9qDiEQz\ntcgII2NMO2Ac9bTHAO60GRnbqOeHUNSw9udAAfB6lZ7MjwAPVDTmFxERERGRxNEf2GetjY37GRGJ\nNjcCc6219S7MZwxtCWosP7eWx5s9WWg+Ah4H1gJfAoY07PDL1sML/cMfS8QdFQfD62rgbWvt0XrG\n/WtpdvaiSAQKG2sfBX4HvIIx7YE3Cdp7XOM0l4iIiIiIRJr6L4tIU3yGYOZvnYwhmWANqLeBh5s7\nVANZgsUG/wRcBVwZ+qG3r4el/aHe+rpIzFCBObymAC/VOcKYbKBL6YQJH0YkUXjNBl4FXrCQTjCL\nWYv9iYiIiIgklktQewwRaQRjTEcgm6Cfcn1mAG2A+62tv9exI7sJJuP1JagJmfoPuX4vlBt4tVPz\nRhOJHBWYw6SiVcQU6m+PcR/we1JSovWHY+2Chf++AxQDT98IPjD8hdWru7gNJiIiIiIiEaQZzCLS\nWNcB8621J+oaZAzjgW8Ad1rLmYgka7wS4I9AJsGT7fVIAkauh6fUJkPihhb5C58RwEFr7aZaRxjT\nCpgKXEywGGCDlHfsmF1SUDANICUra0xpUVG9s4dtenqV1UrDwNpyjLkPeO0f8H0Dj/70zTev8YKG\n+yIiIiIiEseMMalAFrDMdRYRiUn1Tswzho7AX4AvWsvOiKRqulPAU8AXgcPAu3UPn7IefjWeoP2H\nSMxTgTl8rqf+2cs3Au9j7U4KChp8ArN/f9v0GTMyAMjNTWtRWJhR3zHHZ81qW9+YBrP2DMZ4wPtr\nYGb2zp3DN8CivlDnJ5AiIiIiIhLzLga2hrDujIjIWYwxycC1wHdrH4MBngB8a+tpQRp9ThAUxv8F\n2AVsq33oF7fA93JhUyvoo1qKxDy1yAif66mv/zLcTfDDJvZZuxe4dRAU3N6hw4aZMNJ1JBERERER\naXaXAu+4DiEiMWk0sNNau6OOMV8maDXxvchECrtDBAsY3kawdlUtMkphwGZ4rG+Ecok0KxWYw8AY\n0wXoDyyqY1BHYALwtwjFan7WLgUe/M3hwxe+AaNL9P0kIiIiIhLvxlDvo98iIjWaQh0T84yhG/Bj\n4F5rOR2xVOFXDKwm+PPWIWc9vKY+zBIXVBAMj+uA1621df0AzAX+j3h7lMzaP6V27rzu12B+AoNd\nxxERERERkWY1BljsOoSIxKQ6C8zAL4BHrWV1hPI0pzeArgSTEWvxhWL4oC+cVG1OYp56MIdHKP2X\n7wL+KwJZIu70Pff8LecnPxn6BkwEPnCdR0REaud5Xgbwe2AIYIEv+r6vQoGIiNTLGNOBoGASD8Uf\nEYkgY0xXoDe1tNgxhluBgcDUSOZqRqXAXOCWEydYWPOQ4Ueh/SF4uhvcG8FoIuGnT0maqGIV5auB\nl+sY1JPgB+UrEYoVUbZt29MtwZ8OHV+Dnq7ziIhInf4XeMn3/UFAFrDWcR4REYkdo4Gl1toy10FE\nJOZMBl6z1pZW32EMGcDPgfus5VTEkzWfLcC2V15pUUef5Us2wFz1YZaYpxnMTTcW2GSt3V3HmDuB\nZ6m7hUbUKO/YMbukoGBaqONtenp2C9i8Fnamw40Ej7WIiEiU8TyvHTDe9/3PA/i+XwocdptKRERi\niNpjiEhjTSGY0VuTHwNzra1jXavYNW/FipSvAq2BY+fuvn4j/OfVBH2bRWKWCsxNNwl4rda9xhiC\n9hhfiVSgpjL797dNnzEjI9Txx2fNagvQEea0gfsPwcAM+LD5EoqISCP1BvZ5nvcHYBiwFHjA9/0S\nt7FERCRGXAr82nUIEYktFU9+XwV8/dx9DAU8YFCkc0XIocGDS7cuX56aA7xw7u47t8M3O5aU7NgC\n3SMcTSR81CKj6a4C5tWxfyjBJ1X/jEwcdy6Gg7+G7RZuAJJd5xERkXOkACOAX/m+PwI4Dkx3G0lE\nRGKBMSaJoMD8russIhJzLgeKrbV7qm40BgP8FPiRtXzsJFkEXHvtmWKC9U/anbu3dRkM2PLRR8+3\nj3QukXDSDOYmMMa0IZgB9nYdw24jaI9RHplUbvWC+SvgjhwYa4jLx1tERGLZDmCH7/vvV7x+lmoF\nZs/zcoCcyte+7wPkRyRd/MpB17ApctD1a4ocdP2aIgddPwBee+21jp7nJR04cKAhT2bmEOL18zyv\n6rgFvu8vaMB5RCS6TQZeqmH7jUA3HD0Z0bFjeXZBQUnI7UEB0tNtNrC5Ice0a2dPEzw5OA548dwR\n4zbs2fPqJTVM8BaJGSowN80E4H1rbV2PFt8G/GuE8jj3ZdgyDo4thHGpsJxgdpyIiEQB3/d3e563\n3fO8/r7vryd4Cmd1tTELgAVVNuWh4kpT5aNr2BT56Po1RT66fk2Rj64fAFdfffXngE407Hrkhzg+\nz/f9hryviMSWa4GvVd1gDC2B/wG+bi1nXITav9+0nTEjPeT2oACzZh1v28jT/RO4H3gTOHr2rjs2\n7t//mWug1ECKbeT7izilFhlNM4m62mMY0x84nwRaCCMJGArvvRQ0r5/oOo+IiJzjfuAvnuetBLKA\nnzjOIyIisWEMao8hIg1kjMkEegLvVdt1P7DWWl6JfConSoCVBK2Gqhl3MDn5vFL4R5dIhxIJF81g\nbppJ1D07+Rbgb4nSHqPSD2DlWMi5EYYmBb+Exm0vJRGRWOP7/kpglOscIiISc8YAf3IdQkTcmjPn\n6NTi4uTM6tuzslLGFBWVntNu4oor7uo7f/5f3rDWllZuM4b2wHcJWkYkkneB+whmMZ+uuqNTp4kH\ntm37W1+4dbeTZCJNpAJzIxljOhN8CrekjmG3At+PTKLo0QNO9oU1r0C7yUEbkb+5ziQiIiIiIo1j\njEkHBhC0wBORBFZcnJw5ffq5bSVyc0krLGxxzvZu3VZfCvy+2ubvAn+zlnXNFDNaHQS2EKzl9X7V\nHV27Tj6wbVteX7SWlcQotchovCuAN6t+CncWYy4E+gILIxkqWtwPS74C51voB3RwnUdERERERBpt\nJLDaWnvSdRARiSWlZu/e9QOAVyu3GEM3glm8P3QWy63F1NAmo2vX6w/Btq6wq4WDTCJNpgJz49Xd\nfzlojzEXa500q3fts7DLwLEi2EjiPfYiIiIiIhJPLidYoEpEpAFe6JyS0uKUtXZzlY0PAY9Zyw5X\nqRzbBpQTPBH/idTUduXQewc80dtNLJGmUYuMxpsE/KyO/bcCD0coS1S6FZZ+EwYthIsIegwdcp1J\nREREREQa7HLgSdchRCTW/K3vgAHj9hcUlEwDWL8+6fyUlJZ3P/DAyZ8UFNhz+jVX6tu3tPeGDSmb\na9tfk/R0mw006BiHlhE8GbL17M1jNsJrfeEBLagqMUcF5kYwxvQGzgNW1zKgMzAceC2CsaLOd2F1\nb7jmIBS1D2Yxv+A6k4iIiIiIhM4YkwRcRt2Lm4uI1ODdi/r0uX9PlZ7NNwPvPvxwqxZAra0gZs06\n3mPGjPSDDTnTrFnH2zYhaKQVATlAGlCl9VDuBrjnjvLyMjepRJqg3gKz53kXEnxa3RmwwG993/9Z\ntTE5wPPApopNz/m+/+PwRo0qVwJvWGttLftvAl4lwXuUdYHTl8Lqh+DUL2AUwSzmI65ziYiIiIhI\nyAYAR6y1H7kOEg90fy2JY38qbO42ePANq+fMAYLv+V4E39uJrgQoBrKA9z7dPHkvlCUXF8/rFNTi\nRWJHKDOYzwDf8n1/hed5rYGlnue95vv+2mrjFvq+f1P4I0alCVRZvO/onDlTk4uLMytfp3Xu/KWy\n/v1XnCkoqPWRD5ueHkuPbzTaV2DZ1yD3Z7A8CcYCr7jOJCIiIiIiIbsceNt1iDii+2tJEE/2hAt3\nnXfe+aUVGyYS9HJPyHWqarAMuI6zCsxJwLANK1cWDlSBWWJNvQVm3/d3A7srvj7med5a4AKg+j+A\nJvzxotZ4oKDyRXJxcWb69OmVj3ykAP2T9u59KXXRoowajwaOz5oVS49vNFoufPQgnHwadt0Jk4H5\nwGnXuUREREREJCSXoQJz2Oj+WhLHaxfB6I0VLzoTLGr3d4eBos0WIBXoBuz8dPOVG7Zt++tQN5FE\nGi+pIYM9z+sFZAPVG45b4DLP81Z6nveS53mDw5Qv6hhjugFtOPcXgEq9CX5hOBGxUFEsCbgJlv00\neLRuCzDMbSIREREREWkAzWBuJrq/lvi2/CK4qbLArNnL57IEs5hHnL35c5sPHtzaxxhTa49qkWgU\ncoG54vGdZ4EHfN8/Vm33MuBC3/eHAT8nvj+VGg8sqqP/cn9gXQTzRL0ZsOoD6LsbVgKj0afxIiIi\nIiJRzxjTCehCbYubS6Pp/lri25K2cLQ13Lpry5akNgSzl993nSoKrQAGE8xkrtDnRHp6x73AGEeZ\nRBollB7MeJ6XCjwH/Nn3/XP+cfN9/2iVr1/2PO9Xnud18H3/QJX3yCFYJbNyHEB+Y4O7MmnSpCk9\nevQ4SJXsKVlZY8jNTcNamDv3YsaNK6JDh5y63iepc+cu5Oa2b8i5zzomM7MXubl1niMs5wnD+B7A\nNW+/fegXbduO+vGOHa0YOvTmlKysXUCtLUQiIIcY/P6LIjno+jVVDrqGTZFDCNfP87yqYxb4vr+g\neeKIiIjEpcuAxdbaMtdB4kk47q8r3ieHOLjHjiI56PrVKysrZUxuLmnVt2dm0is3N/h+XLduQeae\nPeOPTZjQYuLixWUjBgxgT1YWl4d6js6dk7rk5tKgOkasHvPGG5T06MEtmZmkV16/I0euO9O69ZEf\nEbQYldDkoL+/TZFDiNevtnvsegvMnucZ4DFgje/7j9Qypguw1/d963neaMBU/8ev4oQLqmzKCzV8\nNJk3b95twNcff/zxTz59Ky0qmtaisDADyASymDfvpfrep3zEiGEUFq5syLnPOiY3N4fCwgXNfp4w\njb8JNn3vo49u/BHMM4sXDyotKvq/FpMn1/j9FCH5xOD3XxTJR9evqfLRNWyKfOq/fnm+79c3RkRE\nRGqn9hhhFq77a4ife+woko+uX72KikqnFRa2OGeyWG4uOYWFld+Pz3wWxr9TWMj2tLSkMSdP8sy6\ndaGvxTRiRPmwwkIaVMeI4WMOfPwxQ/v2ZUvl9bv++v6dnntuRjb6fmyIfHS9miKf0K5frffYocxg\nvhy4GyjyPG95xbbvEUxMxff93wCfBb7qeV4pUAJMDeF9Y44xpgPBox3Laxmi9hi1+AJs+x7wFzh0\nN3RLWr/+fNeZRERERESkTpcDD7kOEWd0fy1x7rSBNX3g168CVwwfXrpp8eLUkIvLCehDYMqJE+yr\n3DBy5D2bX3xxxueMMe2stYcdZhMJWb0FZt/3F1FPr2bf938J/DJcoaLY5cC71trSWvYPAF6PYJ6Y\nkQRMgWWPwrC7YXnqggXjXGcSEREREZGaGWPSgOHAe66zxBPdX0v8m9MV2hyDkQADr7jizLzFi1Pr\nOyiRnQaKt2yhU+WG9PT2pcBigsUR/+EqmEhDhLzInwDBAn9v1rKvNdAB2Ba5OLFlOqxcBgN3w6qk\nbdsuIfilVUREREREos9I4ENrbfUF6ERE6vBCHxi2CRgLLG/b1p5xnSgGrNq+nS7Vtr0OXOUijEhj\nqMDcMOOBt2rZ1w/YCGgBjFoMgJIhsPGH0MO2a7cDuMV1JhERERERqZH6L4tIIyzpAzftJHgCYrHr\nNDFiY0kJ6UDV3tYqMEtMUYE5RMaYdOBi4N1ahgwA1kcuUWz6PCx9HkaUDh68GPgX13lERERERKRG\nE6j96U0RkRocSoHN3eDeTgS9hY+4ThQjyrp0YR8wtMq2FUAXY0w3R5lEGkQF5tCNAYqstSfO2VNS\nkgL0BoojHSrWfBU2n4C0v3TseAjIwpg+rjOJiIiIiMinjDHJwDhUYBaRBnnqQrhoP5w3Ej0B0SA9\ne7KHYFIjANbaMuANYJKzUCINoAJz6Gptj5Hy7rv9gN3AucVnOUsK2Gth+W+WLRsN/AX4outMIiIi\nIiJylmHALmvtXtdBRCSWvNYbvn8C2A7sd50mlnTtymGgJZzVi1ltMiRmqMAcusuo5RO45HXrhqD2\nGCH7d1i+4qOPhq2GvwL3YkyK60wiIiIiIvKJCcBC1yFEJNYs7w03dwLecZ0k1hgDwGpgSJXNrwNX\nGVOxVySKqcAcAmNMEnApNTWoN8Yk7dqlAnMDZMPRHhkZW4bCIGAncK3rTCIiIiIi8omJqD2GiDTA\nqVMfJ8OwTGh1AtjqOk+MWg0MLS//5PUm4BRB7UQkqqnAHJqBwP5aHhEbhjFlwL4IZ4ppN1988bvA\nl4DfV/xXREREREQcq5hcMx4VmEWkAXbvfikDZpyBJM1ebryPAFasSO4OYK21qE2GxAgVmEMzlppm\nLwduKL/ggtWRDBMP/m3ixNXAgOtgCTAJYzq5ziQiIiIiIgwGDltrd7gOIiKxY/v2DzvBkGTgA9dZ\nYtwHy5enZFd5rQKzxAQVmEMzhtp7CN1YNnCgCswN1CYtrQz40yvgAS8S/FdERERERNxS/2URabB9\n+7I6wp4PgDLXWWLc6u3bk7KNobLv8hvARGNMqstQIvVRgTk0Nc9gNiYTGFA6evTGiCeKD48Dny+B\nvwD3uA4jIiIiIiLqvywiDbWhY2npNSnQfYHrJHFgT1ISpwnWAcNau4+gF/Mop6lE6qECcz2MMe2A\nXkBRDbunAK8SzMaVBrLWrgG2doEUoDfG9HedSUREREQkURljDEGBWTOYRaQB9kxs2XLpKWh51HWS\neNCzZ9kK4PYqm+ahNhkS5VRgrt9oYJm19kwN+24EXohwnnjz2DH4AvAUcJfrMCIiIiIiCawfcAbY\n4jiHiMQOA337Z2Zu2+s6SLwYNapsOZBrzCc1O/VhlqinAnP9au6/bEwacCXwUqQDxZlngJxXg+t4\nN8GsCRERERERibyJwEJrrXUdRERiRm/Yn9Knz+A9roPEi8GDy/YAB4DLKza9BYwwxrR2l0qkbimu\nA8SAscDvatieA6zC2v0UFEQ2URyx1h41xsyZDMPL4BRwGfC261wiIvHM87wtwBGCRVjO+L4/2m0i\nERGJEuq/LCINdHQMPF7aseP/O+46SZx5hqBNxlvW2uPGmCUEi7BqkqNEJRWY61DRg+xS4Es17L4R\nmBvZRHHrsXJ4vBz+mAR3owKziEhzs0CO7/sHXAcREZHoUHHvcwUw03UWEYkZ50GLXlBUbIwekA+z\nZ4BFxvCAtZQRtMmYhArMEqX0E6Bu/YGj1tpdZ20NfvlS/+Xw+SdgvwDrgFyMaek6kIhIAlBLIhER\nqao/UA5scB1ERGJGNiw8BkP1cyPMrGUDsJPgyRJQH2aJciow163m/suQBZQCayIbJz5V9Hh77Em4\nAfgAmOI4kohIvLPA657nLfE87z7XYUREJCpcCcxT/2URCZEBOwJmp8FnN7sOE6cq22QALAF6GmO6\nOMwjUisVmOs2Flhcw/YbgBfQL1/h9CRwy8dQSNAmQ0REms/lvu9nA5OBr3ueN951IBERcW4S8Ibr\nECISM/rAiTJYeQouP+Q6TJzygduMIdVaWwosJPgwUCTqqAdz3cYAf6hh+w3Af0Q4S1yz1u4xxswf\nC0nr4SqMaY+1B13nEhGJR77v76r47z7P8/4GjCZYnRrP83IIFrKtHAuQH+mMcSYHXcOmyEHXryly\n0PVrihwS4PqVlpaaVq1aTXnrrbe2AX3C+NY5hHj9PM+rOm6B7/sLwphDRMJvJLy2B4aech0kXlnL\nFmPYQPAB4P8B8yq+fsppMJEaqMBcC2NMOkEfshXVdnQGBqPVlZvDY8XwfeAVIBf4reM8IiJxx/O8\ndCDZ9/2jnuedB1xDlQWdKm7oF1Q5JI8EKK40s3x0DZsiH12/pshH168p8kmA65eamjocmDpy5MgH\nw/zW+YR2/fJ83w9lnIhEh1ZAH/jvbZDzoeswca6yTUZlgflbbuOI1EwtMmo3HFhjra3+adxk4HXO\n3S5N939Az1eDxz7ucR1GRCROdQHe8jxvBfAu8ILv+686ziQiIm5didpjiEjohkL5BljSA+5U/+Xm\nVQh8xhhaEqwDlmaMCeeTJiJhoRnMtRsFvF/D9qD/sjRJeceO2SUFBdOqbjs+ezY3P/746v8+cyb3\n6h07sk995Sszy3v3/qRNRlm/frvb3Hrr05FPKyISP3zf30zwIaqIiEilScATrkOISMwYBu+vgvad\nYNBx12HimbXsMIbVwDXW2rnGmDcIfmZvchxN5CwqMNduFNU/xTemBXA18A0XgeKJ2b+/bfqMGRnV\nt8+AtTfCl8pgbdpvfnM5sKhyX8ns2RHNKCIiIiIS74wxqcB44F7HUUQkBqxdm9QZaAe/bAlZmr0c\nGZVtMuYStMm4Bvid00Qi1ahFRu0uAZZU2zYeWIe1exzkSQhXwIFM2DcHDgNZrvOIiIiIiMS5S4BN\n1tp9roOISPR7553UUUARvNsLrtQs2sh4FrjBGFoRFJivNMaonidRRTOYa2CMaQd0J+hvU5XaY0TA\nbbD8RzDUgxYEvUJV0BcRERERaR619l+es3LO1OIDxZkNebN+HfrtvnWY2tqJxCNjSG7RImkUHHsG\ntlwCd211nSkRWMtuY1gGTLbWzjHGHAGGAkWOo4l8QgXmmo0EVlhrS6ttvwHwHORJKN+BNT+H6w5A\nUYdgFvNrrjOJiIiIiMSpScD/1LSj+EBx5vQ3p5/T1q4usyeorZ1IHLuyZUuOnj79pzTouhe6nXId\nKIE8TdAmYw7BLOZJqMAsUURT6mt27gJ/xvQH0oEVLgIlkvPhzBhYXfFb7lDAOA0kIiIiIhKHjDHp\nBPc+b7rOIiIx4fN9+5a9B6/2hhHqvxxZc4DrjOE8Pi0wi0QNFZhrdm6BubI9hrXWQZ6E82VY9ij0\nt3AC6Ok6j4iIiIhIHJoALLfWHnEdRESiW0Vh84aJE88sg+V94Br1X44ga9kPvENQm5oPjK9YpFUk\nKqjAXLPaC8wSER581BJOr4YdwMWu84iIiIiIxKFrgFddhxCRmHAT8M+WLbeUwa5OMHWH60AJ6Bng\n9opFWTcT1K5EooIKzNUYYzoDbYENVTZmEKyuPM9RrISTBFwPy/4DzgMGAcmOI4mIiIiIxJtrUYFZ\nREIzFXh6yZI/XwS9d0JG9TWrpPn9HZhkDG1RmwyJMiown2sUsNSe3QrjGuAtrC1xlCkh/Tusehl6\nn4H9QD/XeURERERE4oUxpjuQCSx1nUVEopsxtAdygL9v3ryoP1yi9hgOWMtBgp75N6ECs0QZFZjP\ndQlqjxEV+kHJENj4EhwCslznERERERGJI1cDr1try1wHEZGodwvwurUc2bNnTT+4Xgv8ufMMcDtB\nofmSisVaRZxLqW+A53kXAk8CnQEL/Nb3/Z/VMO5nwGSgBLjX9/3lYc4aKaOAxz95ZUwywZ/rB64C\nJbJ7YNkP4KrPQHtz8GCa6zwiIiIiInFC7TEcSMD7a4kPU4HfGWO6pKS0zIDbPnIdKIH9A/gl2FQw\nK4Bx6Ge5RIFQZjCfAb7l+/4QYAzwdc/zBlUd4HneFKCv7/v9gC8Dj4Y9aQQYYwznLvB3KfAR1m5z\nkyqxfRU2bYf0A7ArZeHCYa7ziIiIiIjEOhNMorkKFSVcSJj7a4kPxtAZGA28CFzZoUPvjdDC1nOY\nNBNrOULQHuNm1CZDoki9BWbf93f7vr+i4utjwFrggmrDbgL+WDHmXSDD87wuYc4aCd0AA1RdDVXt\nMRxqAfZqWP44lCavXz/SdR4RERERkTiQDey11m53HSTRJNj9tcSHXOAFaykBJnXrNmK960DySZsM\nFZglajSoB7Pneb0Ifhl5t9qubkDVX052AN2blMyNEZy7wJ8KzI49CCt+At3M4cPdMaab6zwiIiIi\nIjFO7TGiQALcX0t8mAo8XfH1lUOH3ljsMowAQY1qLLxTDPQ3xnRwHUik3h7MlTzPaw08CzxQ8Ulr\ndaba67MemfA8L4dg1VEAfN8HyA/1/JGQm5s78fTp0ylU5lq8uB3p6Rdx8OB1BL+E1SglK2sMubkN\n6g+c1LlzF3Jz2zf6mMzMXuTm5jT7eZphfEOPGQv0nzfvZHFGBv3Hj/8D8M+GnKsWOUTZ91+MyUHX\nr6ly0DVsihxCuH6e51Uds8D3/QXNE0dERCSmXAPMdh0ikTX1/rriPXKI8nvsGJODrt9ZliyhbatW\njNy7l0vffvvtq9q0adNp6tSbh588yTn1j8xMeuXmfvr9WKlz56Quubk0qF6QiMdUvX5ZWSkngYza\nxloLo0axfezYMb99/fVBe++8885HCZ6GSGQ56O9vU+QQ4vWr7R47pAKz53mpwHPAn33f/3sNQ3YC\nF1Z53b1i2ycqTrigyqY8ouz//MLCwueBPxH8Qw9jx34NeJYWLfLqOq60qGhai8LCWv/y16R8xIhh\nFBaubPQxubk5FBYuaPbzNMP4xhxzNewvOH360sf++MdOPPFEfkPOVYt8ouz7L8bko+vXVPnoGjZF\nPvVfvzzf9+sbIyIiklCMMW2AkcCbrrMkqnDcX0Ns3GPHmHx0/c4yahTfBv7SujUPjRs37l+Af6xa\nVf5+YeG5xc/cXHIKC8/6fgRgxIjyYYWFNKhekIjHVL1+I0eWHpo8ucUjdY1fsoSiJUv4Oqz9zUMP\nPdTrBz/4QX5DMsWhfPT3tynyCe361XqPXW+LDM/zDPAYsMb3/dq+wf8BfK5i/BjgkO/7e0IIFm2y\ngaqr86o9RpT4N/jwmRMn2pdCV4wZ7DqPiIiIiEiMugr4p7X2uOsgiSjB7q8l9lVtjzGJoOevRIeX\ngREwdQXqwyxRIJQZzJcDdwNFnudVFl+/B/QA8H3/N77vv+R53hTP8zYAx4EvNEvaZmSMOR9oC2yq\n2HAeMA64w2EsqZABpdk9eix7ZfPmlOvhLuD7rjOJiIiIiMSg64GXXIdIYAlxfy2xzxj6EcyeqLro\nbwAAIABJREFUX2CMMcCVwHTgFqfBBABrOWEML8KfB8LTnYwx3ay15zzpIBIp9RaYfd9fRAgznX3f\n/0ZYErmTDayossDfJOB9rD3sMJNUcd+YMYt/uHnzPVOgqzHmB5y9GKOIiIiIiNShokg0BShwnSVR\nJdD9tcS+qYBvLWXGMBQ4aq3dWlBQ4jqXfOoZSP53YD5BDetJx3kkgdX7D1sCGQEsq/Ja7TGizGeH\nDfvoffjoGCQDl7nOIyIiIiISY4YDx6y1xa6DiEj0MgZD8DR31fYYb7hLJLV4FRgCly1FbTLEMRWY\nP/VpgTn4ZF8F5ihk4bE/wWGCNhkiIiIiIhI6tccQkVAMBc4DFle8Vv/lKGQtp4Dn4fdtgEkVT6mI\nOBFKD+ZEkQ38sMrXR9En+9Horw/D7K/ABUnGfAtrT7kOJCIiIiISSXNWzplafKA4syHH9OvQbzdB\ngfk/mieViMSRO4CnraXcGJMCTAC+5DiT1OxpGDgTsEB/YJ3jPJKgVGAGjDFtgW7AuqNz5kxtNXjw\n58ypUx+dKiiYFsrxNj09G9jcrCEFAGvtIWPMP7bApX2CWebPuc4kIiIiIhJJxQeKM6e/OT2jIcd8\nq+e3zgMGA282TyoRiQcV7TGmArdVbLoE2Gqt3eculdThDTB/zsy8fmP37h1+XFBQ8naoB/brV7b7\n1lvbPF3/SJH6qcAcGAasstaWlhQUZKasWTMMeC19emi/tB2fNatt88aTah57GCb+Ar5gVGAWERER\nEanXey+8NxB4g3xOm5kmA7gA6AikEzwKf17F1wYoBUon9Zg0FDgN7COYHSci8W80cAZYUfFa7TGi\nmLWcMYY5xnx71JIlDw5ZsiR9dajHzp6tBRslfFRgDnzSf9ns3NkG6ABsc5pI6rLwSTjzvzAhxZiu\nWLvLdSARERERkSiVDvRb2m7pBP6dE8AxoAzYCXwMHAdKqvy3nOA+MbVoX9ElQCbQClgPLAL2R/xP\nICKRVNkeo/JDpSuB/3GYR+r3zJEjY2+EDzPgtIEW+kBQIk4F5kA2wS9LpLz//mBgI8EvVhKFrLXl\nxpjH5sM9VweL/f2360wiIiIiIlGmC3A50B/L5tOrT7emN3cwkHdsnj0ayhsUzC+YVtGKow0wHLgX\nWEkwm1H3SyJxxhiSgduBnOC1aUUwo/kth7GkfgvPnGlxHow8Cc9nQq4m4UnEJbkOECVGAMsBkjdv\nHkzw6bxEtydmwQVl8AW0UqqIiIiISKWWBIv53QPsBh5hBe+kr0/fZ5+yr4ZaXK7mKEGB6ZcEheu7\ngdRwBRaRqJEDfGTtJwvFXUbQTvSIu0hSH2sp6969fAU8UAIv9HGdRxJTwheYjTFpQF/gA4xpafbv\n7w9scBxL6mGt3bkQ3joG5wMjXecREREREYkCmcCXCe7zfgH8EzjJGgZ0H9A95L6cdTgB/IWgzcYt\nBP2aRSR+3AE8VeX1VcBrjrJIAwwfXroMrmkL7/d2nUUSU8IXmIGLgfXW2lPAONu69W6C3mMS5crh\nsT8Ev+Te6zqLiEgs8Twv2fO85Z7nzXWdRUREwqYPwazl+cBc4CQQLM23k4FZV2StCtN5LPA8QW/n\niWF6TxFxzBhaEnxw9HSVzVehBf5iwiWXlG2F88qhTQ84kuw6jyQe9WCussAfcF35BRd8mHT4sMs8\nUovyjh2zSwoKplW+3p2fn3zlj398/jfgi6fz8zfTqlVZ9WPK+vXb3ebWW5+uvl1EJME9AKwh6Kkp\nIiKxrz9wE/AM1Rcr38j5lJEyfNLwHWE8XxnwHPBV4AO08J9ITJoz5+jU4uLkTIBJk1KHLl2afHD6\n9JOfLSiAffuK05OTW1z80EPbRhUUlIyoPCY93WYDm52FlholJQEkr4J/HQ7PdIf7trrOJIlFBeZg\ngb/lFV9PLhs8+NWUtWtd5pFamP3726bPmJFR+Tod6AlFm2Bw/5kzLyUolpylZPbsSEYUEYl6nud1\nB6YA/wk86DiOiIg03YXAZ4C/AjvP2VvEQLqxLikp7A+vHgUWADcCTxDMbBaRGFJcnJw5fXp65T32\nGGDtp6/nDoJ+2/Pzu5w1IWHWrONtI5tSGmAV3DIKvtxHBWaJNLXIqJzBbMyFQGZZdvZ214EkdN+E\n5T+FluXBBwUiIlK/nwLfAcpdBxERkSbLAG4H/kZNxWWArQxkAB820/nfJ1hUsH8zvb+IREYLgrWp\nqkzamt8HRm1yFUgaZS+knITUAa6DSOJJ6BnMxphUYAiwkqCZ/aukpOiT9xhyHex7ED4uhZ4toDXB\ngiMiIlIDz/NuAPb6vr/c87wc13lERKRJUgAPWERti5TvoTXH6Ug2zTWTzQJvAeOAdc10DhFpfgMI\n2uuc+HRTUR+4f4mrQImsY8fy7IKCkmn1j/zUp61LUlfAhPGwqwV0Pd1MEUXOkdAFZmAgsN1aewxj\nrgP+DnR0nEka6BpYNg8mTIZhwNuu84iIRLHLgJs8z5sCpAFtPc970vf9z1UOqCg851S+9n0fID+i\nKeNPDrqGTZGDrl9T5KDr1xQ5ROH1y+qaNebCthdefLrsdMr4HuPTjDE5NY37cP2HXfcN3Xdk/PDx\n47O6Zp0kmPHcoPPkDs5Nq2tMuS3npeKXzh/RdcRnLmhzweFq58khxOvneV7VcQt831/QkKwi0iQX\nA1UWAn2vHZxIgxv2OkuUwPbvN21nzEhv0M/rT1uXpBWBNx6e6AUPrm+GeCI1SvQCczZBe4xUYBLw\nNYKZzBJDvgsf3A3XXg0jU1RgFhGple/73wO+B+B53kTg21WLyxVjFhD01KyURxQWV2JMPrqGTZGP\nrl9T5KPr1xT5ROH1++nin/52+5HtY4BHn1377KlaB77GXQzmzcI1hatHnj/y0OSBkx9pyHmKdhVN\nK1xTGEqR4+jb29/uDzxf7Tz5hHb98nzfD2WciIRfK6AH8Oynm57pDYM3gZ7wjkEHoOQ4lAwHVGCW\niEn0HswjCBb4GwtsxNo9jvNII3SF06dhzcGgb1RP13lERGKIbhpERGKMmWk6Lty+sLLvcu3F5aO0\n4AA9GFlL+4zwKiIoUJ0XgXOJSHgNJmizU6Wdwtt94LLNrgJJUx1dA4N6uU4hiSXRC8zBDGa4DnjZ\ncRZpgi/Bsl8CFka6ziIiEgt831/o+/5NrnOIiEiDzerWpttKqKev8lL60p7ttK2jCB0+Zwh6MF8c\ngXOJSHhVa49RDnzQB27XAn8xq887cGUrWNfWdRJJHAlbYDbGGGA4sAKYDPyf20TSFJ+D7U/BqbJg\ncYJWrvOIiIiIiISbmWnGADd4A7yX6h1czEB682Hzp/rECoL7KxGJEVu3JmUAnTlrodAXO0PaaRh7\nyFUuaaqWh2HbCVh3qeskkjgStsAM9AKO2qCtQi9gsdM00iRJwFhY+g4cJ1jsT0REREQkbpiZJgV4\nFPh2+7T2J+scfJIU9tCfUayNSLjAVqDVyr0rL4jgOUWkCd58M2UUsBoo+3Tr830gS7OXY97mzdBp\nkOsUkjjifpG/o3PmTE0uLs6svn3GpElDn1258vCZfv3+O3nz5q0np037BgUF2PT0bEC9hmLQd2Dl\nt2DiyzAyWR8YiIiIiEh8+RpwEHgKeKDOkUu4iLbspjPHKzd1bNUxu2B+wbSGnDA9tUH3Rhb4YPne\n5VkNOYeIuGEMplWr5NHA38/e824fuG2Fk1ASRq3fhaH3EkyqPF3PYJEmi/sCc3JxcWb69OnnrHy8\nES4aDAdS9+8fBmysHHN81iz1qIlRQ+D4Xth8BLq1DxYZ2eY6k4iIiIhIU5mZpivwEDDB5llbML+g\n7gM+ZDB9WFN10/4T+9vOeHPGOfdFdZk1ocH3Rut3Ht15VQOPERE3xiUlUQrs/HRTSRIU94C7/l7r\nURIjrtwG88phQDb0eNd1Gol/Cdsioxi6DIfdQB+IyMrKEgF3wrLfQSla7E9ERERE4scPgT/YPFt/\ny4tTJLOb/lwS0fYYlbafKDvRwcw03R2cW0Qa5gsXXVT23tmbnukOnQ5AvxI3kSR8koClu6As23US\nSQwJW2DeBpm3gAGOVvxP4sA3YcOvIKVisb9013lERERERJrCzDSDgJuBWSEdsIQ+tGEvmU7ucco7\np3deC9zg4NwiEiJjaA3cMnHimSVn73m5N2Sr/3LcOLoKunQCWrlOIvEvIQvMu6DFEWh9MZwPFLvO\nI+GTBuXDYMW7cATQJ3UiIiIiEut+AvyXzbMHQxr9IYPpfXZ7jEjqm9H3A+BGV+cXkZB8FnirWzdb\n7YOopX3gKq1JFTemrIfXLVgt9ifNLiELzK9Cl0zYlwR9gY2u80h4PQjLZ0CbchhFaalxnUdERERE\npDHMTDMWuAT4RUgHnCaZXQxgpJP2GACM6TpmHTDBzDRprjKISL2+ADx+9qZdLWBHV7hTaxnFjcsP\nwfMn4dgI10kk/iVkgfk96DIM9gOd0EJwcWciHNgHO/dDecqCBYNd5xERERERaSgz0xigAPgPm2dP\nhHTQUnrTmo/pxpFmDVeHDq06nADWApe6yiAitTOGvsBA4MWz9/ylJ/TcCeefcZFLmsuO9ZDaBWjt\nOonEt4QsMK+FTC9YCG4bUOY6j4Tf3bDkp2BTli8f5zqLiIiIiEgjXA90AJ4M+QjH7TGqmA9c4TqE\niNToX4A/W0u1QvIbfWCU+i/HndGb4M0SYIjrJBLfErLAvAm6TAgWgNMPzzj1IKx/HFLKDh/ugTH9\nXOcREREREQmVmWmSgdnADJtnQ5sQc4pkdjKQS1RgFpGaGUMa8EXg0XP3rugDU1QjiTt3boZHW0H5\nUNdJJL4lXIG5FMwu6NwduqACc9xKg/IrYenctLSDwNdc5xERERERaYB7gIPACyEf8T59acM+unG4\n2VKFbhEw8sCJAymug4jIWXKBZday4ezNH7SGg23htl1OUkkzGnQclh6Esk5AO9dpJH4lXIH5LWg/\nCE4mQ0tgr+s80ny+D8tmnDjRsRw+jzHqNyQiIiIiUc/MNK2AHwLftXnWhnzgGobSl1XNFqwBbJ49\nBhQ9/cHTF7rOIiJn+Trwq3M3P9UbBmyBtPII55GIGLIJln+M2mRIM0rEAnPm7VBCMHs59F/YJOYM\nhWMtO3X6cA1sBe51nUdEREREJARfB5baPPvPkI84Rgv20I8xUdEeo9L8eZvn9XIdQkQCxjAS6Mo5\ni/sBLOwDYzZHOpNEyqRN8LskQG0ypNnU+8iS53mPEywwsdf3/Ytr2J8DPM+n7Sae833/x+EMGU4r\nocv3g8K62mMkgM+NGvX2A3PnXv86TDPGPIoNsYediIiIiEiEmZmmPfBdYEKDDnyXAXRgGx0paZZg\njfP2B3s/uMN1iGgUb/fYEjO+CvzaWqrdE5cDqy6CH73lIpREwj1boXcH+E0pJHUADrhOJPEnlJ5Y\nfwB+Tt2rFy/0ff+m8ERqXhsgc3DQd0YF5gTwr2PHbvj3uXNPHALaw03A31xnEhERERGpxXeB522e\nXdugo9ZxMQP4oHkiNdq7Ww9t7WZmmuSQFypMHHF1jy3RzxjaA7cBA87d+2JnSCmDiSo6xq0up6H7\nR7DxDPQbAujDBAm7eltk+L7/FsECE3Ux4YnT/DKgaxKcgKhY/EKaWXJSEhYezQu+hx90nUdERERE\npCZmpukOfBnIb9CBB2jFAXpwKR82R67Gsnn247Yt2x5FPT/PEW/32BITvgC8aG1N61DNuQiGbUjA\nDqoJZswGeKIU/UyWZhKOnyAWuMzzvJWe573ked7gMLxns9gGaWMhPYXqK6ZKnHvyURhcCr0wZrTr\nMCIiIiIiNcgHfmvz7I4GHbWYwXRmA2043SypmqBfh347gDGuc8SgmLnHluhnDC2AacD/1jxicV+4\namMkM4kLt2yE33cBzgPOd51G4k84CszLgAt93x9G8JjP38Pwns3iVehyI5xJUnuMhGKtPVwK/p9g\nFfAt13lERERERKoyM80g4DNAQYMP3sDFDGJV2EOFQXbXbBWYGydm7rElJtwBrLeW96vvOHZsXyps\n6g6f1wJ/ce/GPVDSEg5sQLOYpRmE0oO5Tr7vH63y9cue5/3K87wOvu+f1b+nYqGCnCpjoaGPfzVC\nSlbWGHJz0wB2r1rV7a5161pyww3dSEvrUtP4pM6du5Cb274h53ByTGZmL3Jzc6IhWzRfs5SsrJNA\nxpw5c+w377338nvPnEk1ixf/lDFjsonA918cy0HXr6ly0DVsihxCuH6e51Uds8D3/QXNE0dERKRJ\n/guYbfNsfW0TzraDdhylM6Oj8wnNSb0n7fjl+7+c6DpHrIn2e+w4lkOcXb/SUkznznztoYd4mRr+\nbKdOLbwhI2Pwiauv7jY21Pfs3DmpS24u59yXZ2bSKzf30+/H+sY35hzxfEzV69c850hh0aKcYy1b\nvtxx7967+k+ZgsnKSjkJZDTkPFEshzj7+xthOYR4/Wq7x25ygdnzvC4Eq99az/NGA6b6P3wAFSdc\nUGVTHhH4P7+0qGhai8LCDICP4Y4jcKTV3Lmv1za+fMSIYRQWrmzIOZwck5ubQ2HhgmjIFs3XrHTk\nyEMtJk9+5JZbbuHWW2/Neh92jR47NhVrF6AfPk2Rj65fU+Wja9gU+dR//fJ8369vjIiIiFNmprkS\nGAx8tsEHL2YYF/IBLYnKRfQm95u8F+huZpr2DS6eJ7Bov8eOY/nE2fVLTeUzwJb77+fz3/gGtvr+\n5557LOfQoYHLCgt5M9T3HDGifFhhIefcl+fmklNYeNb3Y53jG3OOeD6m6vVrvlxDD8DDg+Cuds8+\ny5pLLildP3lyi0cacp4olk+c/f2NsHxCu3613mPXW2D2PO8pYCJwvud52wn+0UoF8H3/NwS/CH3V\n87xSoASYGkIgJy6EzBOw3XUOcebRXPjiVriCDz54nKFDXecRERERkQRmZppk4GFgus2zpxp0sAU2\nMozrea45soVDWkpaObAcGAnUOskn0cTTPbZEL2MwwAxgtrXnFpcBdu9ePRC++o/IJhN3PrcRHpkM\nZcsheSiw3nUiiR/1Fph937+jnv2/BH4ZtkTN5CQkDYY2HYiu1ZUlogq3wcO74IWuM2aMZe5c13lE\nREREJLHdQ1BAfLbBR67kQpIoZwgfhT1VeC0DRqAC8yfi5R5bot5EoD219PA2xlyYkpLWGm7dFdlY\n4s6g49DxELyxH66+vLycOa4TSfwIxyJ/MeFN6HgZ0FYL/CUsa+1J4LEpUMq8edkY08F1JhERERFJ\nTGamOQ/4MfBvNs/WOLuwTssZzkWswIQ9WrgtJZjBLCKRNR34L2trbaFzTadO/ddBi4b//JEYNnID\n/LodYIqKkru5TiPxI2EKzDthwCE4TTBDQBLXr1bAzaeGDSsG7ncdRkREREQS1reBRTbPLm7ogccP\nH09lJ4MZS1Ez5Aq3yhnMIhIhxpANXAz8uY5h1/bsOWZdhCJJ1Ji8EZb0BVYvXZqS7TqNxI8mL/IX\nK9Kh9w74uIfrIBJR5R07ZpcUFEyrfH189mzGPPLI1kczMto+kJr6nZPf+95J267dWf3uyvr1293m\n1lufjnxaEREREUkEZqa5iGCyw0iAOSvnTC0+UJwZ6vFFrxbdSAY76crR5soYRh8CXc1M087m2cOu\nw4gkiO8C/2MtNfZ2N8YkA1eNHHnn/y5eHAPPQUgY3b0dpnWEj17dvr3rTcZgauvRLdIQCVNgvgC6\nnKBhq3BK7DP797dNnzEjo+q2f4Nl31+48M5vnjmzodWsWVcDi6ruL5k9O6IZRURERCRxmJnGAD8D\n/p/Ns1sBig8UZ05/c3pG3Ud+qvv87gMYxFvNlTGcbJ4tMzNNEZANLHAcRyTuGUNfYBJwXx3DRgE7\nL7xw1GEg5J89Eg9al0H/rfDr1sbMLCP4XnjPdSqJfYnSIsMMgfTzYa3rIOLePbC9TUpK6V9hKzAW\nSHOdSUREREQSxs1Ab+CnjTr6I9ru3bq3PZfF1OLlS1GbDJFI+TbwqLV1PuFwLfBKhPJI1LlsI8zv\n27Nn+XLgdtdpJD4kxAzmndD9NHAx7HCdRdxLAr5y0UU7frxixaC7YT1BkXm+41giIhHheV4asBBo\nCbQAnvd9f4bbVCIiiaFiYb9HgM/bPHu6UW/yT4b3u6TfjtWtVpeGNVzzWgZc5TqESKyYM+fo1OLi\n5JDb5gD061e2+7bb2iwEPGBAPcOvBfKAIY2MKDHt9g1w87iRI0+/8uGHre4yhu9YS7nrVBLbEqLA\nvBsG74SS3q6DSNS4r3fvvQ+tWDFiEbw9Dj5L8EjIcde5RESam+/7Jz3Pu8L3/RLP81KARZ7njfN9\nf1G9B4uISFP9B/CmzbMLGnV0GYYNjBj7n2OXrT66OqzBmtkKglmVIhKC4uLkzOnT0xvUumL27BKA\nacCfrWVfbeOMMe0JFgB8CxWYE9TEA5BSZszfgTsOE0y6e9txKIlxCdEioyX02g57XeeQ6JGekmKv\ngyUPwWBgFTDOdSYRkUjxfb+k4ssWQDJwwGEcEZGEYGaaS4HP05RC63tcRAtKLsq+KNYWy1sL9DEz\nTUvXQUTi1YEDphXwL8DD9QydBLxtrT3Z/KkkOiUBwzYWFc0ZBDyD2mRIGMR/gbm8nAug4zHY5DqK\nRJc8WLIYhmyH94FhQFvXmUREIsHzvCTP81YAe4D5vu+vcZ1JRCSemZkmHXgS+IbNs3sa/UYrGckg\nloYtWITYPHsS2EL9j+2LSCO99FLq5cCL1rK1nqHXAy9FIJJEtWuKt29fUllgzjWGZNeJJLbFfYE5\naePGjmcguQdsdp1FossQOJ4N638Q/KK7FMhxHElEJCJ83y/3fX840B2Y4HlejuNIIiLxbhawxObZ\nZxv9DntozX56MY5V4YsVUasIHssXkfBLWbcueQJQUNcgY0wSMAV4MSKpJIp9cdORIzt7gNkD7AbG\nu04ksS3uezDbVav6zgdztVpkSA2+BYvvg6kn4ddp8HUgEzjkOpeISCT4vn/Y87wXgUuABQAVxeac\nKmMA8iMeLr7koGvYFDno+jVFDrp+TZFDE6/fo+8/2rtty7a3rPzKyl/V9l5ZXbPG5A7OTavrfVYu\nXdnj+MjjBy+79LLLOrfu3CV3cG77huSI1DFZXbNOApW9Y3Oo+DPfPuT280+cOfFVoF9Nx3mel1/l\n5QLf9xc05LwiCW54+/Z26549pr7m7COBg9bajZEIJdGs85mMjB6bP/5449V82iZjgdtMEsvivsB8\nZMuWoSuhZCqccZ1Fok8u7JoBB/8TLvoRzAcmU17+oetcIiLNxfO884FS3/cPeZ7XCrgamFm5v+KG\nfkGVQ/JQcaqp8tE1bIp8dP2aIh9dv6bIpwnXz8w0HYBlwO29Mnq9XNu4ol1F0wrXFNa+oFc5hte5\nnyk8V7imcOeI80cMK1xTuLIhWSJ1zMjzRx6aPHDyIxUv8yv+xzOrn7kZuI+ar2ee7/s1bReR+iUB\nl48bd+aPUG+b8+vR7GWp0LPnpWs+/njj9cCPgMXGcL+1lLrOJbEp7ltktDp4sNc22OU6h0SvL8M/\nn4DLyoNf/lumvvLKMNeZRESaUVfgjYoezO8Cc33fn+c4k4hI3DEzTRLwJ2COzbO1FpdDsoTeJHOa\noewMSzg31CJDpHkMAQ6PHl22JYSxKjDLJ0aMuGsNMBnMFoI++Vc4DSQxLb5nMBtzYVJSUktgm+so\n8v/Zu+/wqqrs/+PvnUYIvYNUFURa6B0hoDQVBDRXVOzdsTDOb76ijhMy6kCcGcdx7IooFvBGiiIg\niFRBaYI0wSgiRXqRJoSQ/fvjBCdgyr0k57Z8Xs/DI/eevc5eHkLIWXeftUPXw5DxL+j9GtS/Bz6N\nWbJkIMbEo111RSQCeb3eNUCbYOchIlICPApUAB4p8pm+pj1NWYYp8pmC6Uegskk1FW2KVUs6keLT\nDfissEHGmJo4LWq+cD0jCQsNGybtAw7gtE453Saj0K8lkbxE+grmS1ZER59oBee+U7NEvBiw18GX\nL0AXYLOtUGEb8HCw8xIRERGR8GRSzaU4+3tca1Ns0Vr1baMCe6lP97Dd3A8Am2KzgXVA82DnIhJB\nGgIW+N6Hsf2B2dbaTHdTkjAzDWdlezow2BjigpyPhKlILzB3n3HqVGxPZ0dMkXyNhNU/wXnToVrm\ngAEfAw9jzPnBzktEREREwotJNfWAd4FhNsUWvaXFQtrRgG8oSyQUhdQmQ6R4dQEW+zhW7TEkL58A\nV1jLFmAjcFmQ85EwFdEF5pPQc74xtg0cCnYuEtoqQtaVsHQUdMlu2HAf8C/gJYwJ7wcRRURERCRg\nTKqpgFPA+YdNsXOKfMLjxLCJNnRlWZHPFRrWoBXMIsWlFlAFWFvYQGNMHE7hcLrbSUnYWQQ0zGmh\ncrpNhojfIrfAbEx1oPbucuW2R+7/pBSnJ2HZCrh45fbt5YF/AnWAoUFOS0RERETCgEk1ccBEYD7w\n72I56UKaUYEdnM/+Yjlf8GkFs0jx6QJ8BWT7MLYb8J21Vu1D5QzW2pM4fZf747TJGGgM8cHNSsJR\nJG/y1+172FK7cuU9HNQeElK4hvBrV1idOnPmJbOs/RvG3AlMxpiZWBspP9SLiIiISDEzqcYArwLH\nxg8Yv+inX356KG1ums/xCbEJrXE2wTvTWjrQgfnFlmjwrQVamFRjbIq1wU5GJIxVBC7EaW/gC7XH\nkIJMAwZYy1hjWA30BT4Kck4SZiK5wNzjczjeuFq1n9m0Kdi5SJhIga96b9p0uzGmnLX2K4z5EPgH\ncHuwcxMRERGRkPUEzsrcHj/98tOdIxaMqOhP8Kjuo8r/7s011CaTBDqRUUw5Bp1NsbtNqskEagPb\ngp2PSBjrBKwETvg4/gpgmHvpSJibAfzHaaViT7fJUIFZ/BLJ3SO6T4ZyHerV+znYiUj46AYHGlat\nmgHclvPW40BvjOkbxLREREREJESZVHMTcCtwpU2xR4vtxF/RkcYsI5pIW+mrNhkiRRPBPgRcAAAg\nAElEQVQPtASW+DLYGHMhzornr91MSsKXtXY3zgZ/3YAPgcuNoWxws5JwE5kFZmMqWmj4BdTpd/HF\nO4OdjoSX+7t1mws8bIyJw9pDODcMYzCmcpBTExEREZEQYlJNL5yn3a6wKbb47ju2U55dNCIpIgtC\nKjCLFE1b4DvgkI/jrwCmW2t96dUsJdc04Apr2Q18AQwOcj4SZiK1RUbXX2B9JpSvUqbMyWAnI+Hl\nxnbtttzz4YcZwA3AWKz9HGMmAi8C1wU3OxEREREJBSbVNAUmANfaFLu+WE8+j440YBUVOV6s5w0N\na4CewU5CJExFAe0B79kHqlTJbp2Wdmz479+/8J4WLQYvzutYQoLNu/+7lETTgPeBPwHjgDuBd4Ka\nkYSVSC0wd1/m9PRScVnO1dPAq8aYcdbaU8CjwNcYMxRrJwQ5NxEREREJIpNqauLcjP/Jpti5xXry\nQ5TiR1pzM68V63lDxxrgwWAnIRKmLgIOA79rBbp3ryn/6KMJZ/V/3x0LW8+fN2/45Hnzzj4Go0Yd\n/X3/dympVgLljTENwU4FXjGGOtaqX774JjJbZED38ZAFfBPsRCRszQP2AtcAYO0x4EbgeYypE7y0\nRERERCSYTKopA3wCvGlTbPGv7ppLa6qzibocLPZzh4Z1QGOTaiJ1sZOImzoAS30f/vqFcP52qO3r\nZoBSQuW0UPkEGGAtvwITgeuDm5WEk8grMBtTBmiRDlWA1cFOR8KTtdbirGJ+zBhjct5cBvwHGI/R\nD8QiIiIiJY1JNVHA2zhF0qeKfYIsoviWTnRhcbGfO0TYFHsM2AFcEOxcRMJMtZxffrTkmX4xJG1w\nKyGJOB8Bg3J+Pw642RhMEPORMBJ5BWboBKw64mwcoRXMUhTTgWzgylzvjQJ+Bf4WlIxEREREJJhG\nArWAu2yKtcV+9oU0oTS/0Pz3j79HmPVA02AnIRJmOgArgFO+DT8eBasugjtUYBZffQ60MsZUBRYB\npYHWwU1JwkUkrsLsvsf5ptsE2B7sZCR8WWutMebvwOPGmE+stRZrszFmGE4/5gVY+2mw8xQRERER\nd6zbsa75Jxs+GQ4wfdP0VvHR8QPvannXs+eVPe/etLlpecYkxCac26ZZFlhJV9ozvyg5h4l1OAXm\nKcFORCRMlAKaAy/5HjKuHlQ+CO0OuZWURBZr7a/GmM+AK63lLWN4B7gJ+DrIqUkYiMQCc48PYRaw\n2lprj6Xl/YOfiI8mAU8CvXA+zQNrd2PMDcAEjGmHtfogQ0RERCQCbfllS9kRC0ZUxFm1nAyMe/7r\n52OA322Wddqo7qPObdOsJVxINjF05btzig8v64HewU5CJIy0An7A2eDPR5Muhm5avSz+moKzF9Vb\nwLvAF8bwZ2s5GdSsJORFVoHZmFJAu7/DbNQeQ4qBtfaUMWYU8DinC8zOgfkY8wJOP+ZeWJsVrBxF\nRERExFWlcIrL04Fdrs2yhO60YiFRFH/rjdCzHhge7CREwkhbnO9BPsoGll4Mb7/vVkIS/qpUyW6d\nlnbsjO/Ff/rTqoTnnuvQ74knfvrz6NHVTo4eHX+0TZtTr6SlnVwD0KjRqZ1DhpSbEJyMJZRFVoEZ\n2gMbtsHFwJxgJyMR431gpDGms7X2y1zvjwJ6AKk4BWgRERERiSDOvs9cCWzCaevginVfrKvCccqR\n5N4cIWYD0NikmmibYn3sJytSYtXGqd1s9j3ko5pgsuGK3S7lJBFg715T/tFHE856Iqcl0ODnp556\nry08tgH4Zs6cqO5z5sRuBRg9+ljgE5WwEGmb/HUHFgCJaAWzFBNr7UkgDfjrWQeygWHATRgzIAip\niYiIiIiLJm6cWBuoDri678a89+ddRCKLiCHbzXlChU2xh4E9QIMgpyISDloDK/0LGd8YOm6IvJKP\nBEbSBpjeOOfFepwPOSoEMSEJA5G2grn7L/AGcC8urjCQyJZdpUrrY2lpZzwm8nNKSnTj0aM7/nfI\nkOdu79hx828HRo8meunSiXFTp75rjGmPtSWhZ56IiIhIxDOppklCbEJj4HXAvXZo66i1/+f9FRjM\nKtfmCE3rcTb6+yHYiYiEsFigGX5t7gew6GL42ww3EpKS4PaN0LMHHI+C+JPAWpwPOuYFNy8JZYUW\nmD0ez5vAFcBur9fbIp8xzwP9gWPALV6v189P14qBMTFA55thNPCjtfZ4wHOQiGD27i2f8OijZzwm\nkgDcBl+8MHnywAcmTx53VsjBrPbtP41ZtmwyxnTCWj82XhARERGRUGNSTTQw7urGV2e8s/adPa5O\ntpBL2l/ePmN+qfklrVXE6QLz1GAnEmhhc48toaApsBW/Nvf7siIcLA83bnUrKYl0HX6BSofgnbpw\n50/ACuB6YH6QE5MQ5svzEmOBfvkd9Hg8lwMNvV5vI+Au4OViys1frYAtH0E91B5DXPB3WLUPKr6W\nx6N8mYMHfwl8CbyJMSbgyYmIiIhIcXoQODK06VB3CzQbqcF+6vW4vsdmV+cJTdMpuauXw+UeW4Lv\nHNpjjLkY2nwHcSVhw1BxTdcN8GGTnBe7gCNAwyAmJCGu0BXMXq93ocfjaVDAkIHA2zljl3g8nooe\nj6eG1+t1b4flvJ3uv9wSFZjFBQmQfTvMfwZ63gFjc386k12tWutjf/3rmvjnnnsgu379jzLT0grc\nZPJUo0Y7yw0Zop1XRUREREKMSTUNcDZw7myM+a+rk80liWYsKl22dElbvYxNsZ8HO4dgCaN7bAmu\nykA1wM82jHOawh8WupGQlCS3rodrb4SsmRBjcVYxtwWWBTkxCVHF0YO5Ns4jG6dtA+rgfMIRSD2A\n94E7gH8HeG4pIZ6E1WPhkhfhggec3cSBnLYaf/tbWWBi1Jo1d8aMGHGQXMfPdmz06ECkKyIiIiI5\nJn0zaWjG/oyaBY3JttlULV31rpplan41rOmwK46cOFLg+CJZRy32U4ebmYjTY1XktFC5x5bgagWs\nBvz4AGplOdhZDe7O915UxDf99kDp4zC+Nty4DacPc+9t26LKBzszCU3Ftcnf2S0BAvsohjFRwCW/\nOpv7/RetYBaXxIG9G+b9C3r9ATbl0WPmEPAhkIyz4eTBwGYoIiIiInnJ2J9Rc8SCERULGdYCqLL3\n170fjlgwouKYy8eUci2hefSkBQsp7eIGghLOgnuPLUGVlYXBKTC/61/ky02h9UYoW+KeihA3XLIe\nxjfLKTBnAus+/zymc7CzktBUHAXm7UDdXK/r5Lx3Bo/HkwQknX7t9XoBRhbD/PDxx9W59VabMWfO\nwwmdO5c9fPjwnacPxSQmdiI5Od7XU0VVr16D5ORK/kwflJiaNRuQnJwUCrmFzTXLrYDrV9g8I61l\n/IwZFcc3azbkhvr19+cZs3btTrZtu53LLltJTEz22eeISUw8DhR2gxPKkiiuv78lVxK6hkWRhA/X\nz+Px5B4zz+v1znMnHRERiQBxQB9gAvC7n9+K1WrqcIga9Mbr6jwSroJ/j10yJREi1+/gwbgry5eH\nvn1pirPRX6GqV4+qUbHi8loXXfTw1vr1//d1UVhMcjJ+3WPnF1OzJg2Sk38/b3HOEckxua9fqOS1\nb9+fyixaNKjFgAHZJ4yJYt8+spcti+556BBPli/vz8r6gEgiRP7+hqkkfLx++d1jF0eB+WPgfmCC\nx+PpBBzMqzdUzoTzcr2VQnH94Q8c+AdgSsuWLT8D2kRFRf123qzVq4fHpaf7XMjLbtOmJenpfq2A\nDkpMcnIS6enzQiG3sLlmuRVw/QqbJxq4BXaNWLr0kuuWLp0UlX/MECZPrgBMPvscWW3bHozr3/85\nP/5XQs1I9M27qEaia1gUIyn8+qV4vd7CxoiIiJzWDafF2e8KecVuAT1pyQLitXpZ8hT8e+ySaSQh\ncv3eeSdq0KFDzE9PZ4WvMfXrf9/h4MFvGyxdOnDK0qW+Ff/atMlumZ7u3xPg+cUkJ5OUnn7G12Ox\nzxHJMbmvX+jk1QHIPv/DD8dnwA3bASpXthUqVDAbrfV3db3rRhIif3/D1Eh8u3753mPn8YT/mTwe\nz3hgMdDY4/Fs9Xg8t3k8nrs9Hs/dAF6vdzqwyePxfA+8CtznW+7FShv8SUCNgA3ZYP4OTQoYNhWo\ngfNdWURERERCVwWgHeD+xnPLacBRKnMZq1yfS0JSmNxjS5AYQ7W9e01jnJ63Plux4t3zoNV3UD7U\nVpZK2IoCLlkH439bRd+mTdYC4CFjftfGR0q4Qlcwe73e63wYc3/xpHMOjDE4BeYRwFPAZ0HLRUqM\nGLB/hs//Dv0eho35DDsJfADcDuwEtgQsQRERERHxx6XAMpz9NNyTjWEBvWnHHOJC7vFiCZCQv8eW\nYBtWs2b22u3bo0/4E7Rhw4zacN1st5KSkurG9XDbdZD9GUTRs2fW+tmz43oCnYAvg52dhI5CVzCH\ngYZAFrAZSMTZZVXEdQ/C95Xh0P9BmwKGHcBpkZEMlAtMZiIiIiLih9rA+cAi12eaT1PA0NO/lYki\nUjLkrAq9vU2bU0v8i1xXZu/eHyrAvT+4kpiUYAN3QfQpSD8PIDoaC/wXeCi4eUmoiYQCc3dgvnE2\n5WgIrA9yPlJCRAFPwWfjoMf+Y8cKehrgB2AJcC1OC2cRkaDxeDx1PR7PXI/Hs87j8az1eDwPBjsn\nEZEg6wPMATJdnSWTaJZyKZfwGVFYV+cSkXDVDojv3Dnre//CXmpSv37HXVBRfd2lmEUBXdfDe7k3\nm3wL6GMMdYKTk4SiSCkwL8DZWXWTtfZ4kPOREuQa2NEUfkydObNhIUO/AA4D/QKQlohIQU4Cf/R6\nvc1wHm37g8fjKaifvIhIJGsElIYA9EOeSTvKso/2/Oj6XCISrm4Hxkb5XamZ1bxFi8Hub1AqJdQt\na+GL5pANgLX8ArwL/CGoaUlIiYQCcw+cAnMi2uBPguA5+PyDb765YDWULWToFJzHL1sFIC0RkTx5\nvd6dXq93Vc7vjwDfAucFNysRkaAwQC+c1cvurij+hVKs4RIu034xIpI3Y0gAPMDb/kUuLw/bq7dq\nNXSXG3mJOG0y4jJhXN1cbz4L3GkMFYKVlYSW8C4wG1MfSMDZZK0lKjBLEHSCXwY0bfrTQ5BUyNAT\nOJv+9Y5euVKPkohI0Hk8ngZAa5w2PiIiJU0TnMLyBtdnmkZ3apJBY3a7PpeIhKshwFfWss2/sBea\nQ/tv4+ISsl3JSoQooNcaeLfF6XesZTMwA7g3WFlJaCmob2w4uARYgLUWY1oBzwQ7ISmZnurf/7sW\nK1f2nAlf9YW9BQzdA0yL++ijWzFmFNbuC1SOIiK5eTyessCHwEM5K5lPv59Erg/MvF4vwMjAZhdx\nktA1LIokdP2KIgldPwASayV2Sm6aHA+QbbOZ8f2M9i2qt/ihXoV6SfnFxMfEV01umpzv8bxUL1u9\nRnLT5EqnXx/48UDp+dvmt+n9j97LylQrk+e5zo7xd45QikmslXgcqJjzMgkfv/48Hk/ucfO8Xu88\nf+YViQC3Ay/6H/ZZC3hiJmglqbjpvrXQ747MzKNRzjpPANKAz4zhP9byaxCTkxAQ7gXm7sACY4zB\naTuwMsj5SAlVo1y5kx744v/gsr4woZDh67Pr1Kka/f3372PM5Vh7KiBJiojk8Hg8scBE4F2v1zsl\n97GcG/p5ud5KQcWpohqJrmFRjETXryhGousHwOodq4enr08/XfhMBPYt2b5k0pLt+T/E0a9Bvxrp\n69Pn+TNPm6ptWqavT//fk5UvcT2NmDt9z/TF7PExxt85QiimbdW2B/tf3P+5nJcj8e3rL8Xr9foy\nTiQiGcOFQDPgY/8iP60GR8rAbT/ByUQ3chNxdDsAVfcvWvRSY+f2AKxlrTEsA24FXgpqehJ04d0i\nw+m/vBCoBxy31qrnkATNv2HZVqjxCjQobOyJm2/+BIgDUl1PTEQkF4/HY4AxwHqv1/tcYeNFRCJQ\nFM7K2jmuz/QlDTlCFa5QKyIRKdAtwHvWkulf2OvNodtaiHO3j7wIAP3WrF07pc1Zb44C/mxM2C9g\nlSIK3wKzMbWAasBqnP6R7u/8LFKAipA1HD5Lhf7HC/u7FRubDVwL3IQxVwUkQRERR1dgGNDT4/Gs\nzPnVL9hJiYgEUCvgILDZ1VkyiWYh/ejKp8ShJ9ZEJE/GEI1TYH7Tv8hsYF4LuHVN8WclkpcH1u3c\nub65Mea3HhnW8iWwBae+ISVYOH/C4KxetvYUxrRG7TEkBPwF1r8P7R6E9q8VtmmWtbsxxgN8jDHf\nYu13gclSREoyr9f7BeH8AbOISNFE47TZ+9D1mabTkTLspysZrs8lIuGsN7DDWvwsFI+vDdHZMGSH\nK1mJ/E6zoxUr1t28b98PA4APch34O/BvY5hgrT5QLanCqsB8eNKkodEZGTUBStWvf42tVGlPZlra\n8MbVql19ZbNmy46lpQ0/O8YmJLQGfgx4slIiRQHPwYyr4ZY/wtomcLTAAGu/wpi/ApMwphPWHilw\nvIiIiIgURRucTZe3uTrLNiqwjm5czxuuziMikeB2/F69DPB2IvRco3UDEkiNG/dZsXjxyzdwZoF5\nFs6TQUOB94KSmARdWBWYozMyaiaMGHF6Y47G/PTT2phVqyruhLoD5837PGHevIpnxxwdNap8gNOU\nEq4f7OkBq++GSxf4tknDq0BH4A2MuQ5r1T9LREREpJgdPXk0FriEwjdkLhKbbWEql9OYrzif/W7O\nJSLhzRiq4qxgvsO/yCPRsLg5TBvjRl4i+enR449rFi9++VFjTHVr7W4Aa7HG8ATwsjF8YC1ZQU5T\ngiBcP+oqm/Nr1/dQ+jiU6uJ8WiISEl6Feaug0QQ4r9DBTkH5PqAR8LtV+CIiIiJSdFN/mNoF+Dnn\nl2uWTltaiyNUZgCL3JxHRCLCDcBUa/nFv7D/NIKae6GHPsSSgKpQofYJnIV0N5x1aA7Ov6/DAp6U\nhISwWsGcS32cJuL2U6hVB3bGgFZ9SsioCyfugs8fgcuvgTFnf31mV6nS+oyWLqNHE7Vp07RSY8f+\n7eTAgRdkde36w9nnPNWo0c5yQ4a4uuJGREREJBKZVFMmLiquF/C+qxMdotSsN2clcikfUEp9KEUk\nf8ZgcNpjPOR/9AetYZD2oZJgGQv8xxjznM15AjvXKua3jeE9azkZ3BQl0MK1wNyAnF2fl0PNC2Fn\nULMRycNo+OZDaPsItPwXrMp9zOzdWz7h0UfPbumSDUyJmzr1lripU18DDuc+eGz0aJczFhEREYlY\nf6hcuvKmnUd37nJ1lo/oWa9pvd0b2mz4ydV5RCQStAXKAPP9C1tbFjLqwWcT3UhKxAfzgXI4+xqs\nOP2mtSw0hu+BW4HXgpSbBEm4tshoQE6B+Vuo1UIFZglBMWDTYMbrcOlmiPcx7AdgKeDB2eVcRERE\nRIrApJpywJ961+/9qasTraQeW2k26I+D1rk6j4hEituAsdaS7V/YPxOh3QaokelKViKFsNZmA2/h\nFJLP9gTwF2MoHdCkJOjCscBcBqf/8k6AzVCzG+wIakYi+bgWfu4I394EffwI+wI4in8xIiIiIpK3\nh4DPmlVt5t7q5WPEMour6Ma0ClUrqOgjIgUyhgTgWpwinR+ygU9bwS1qjyHB9jYw1BhzxmI6a1kC\nLAceDEpWEjThWGBuQE7/5b0QewAq9oE9Qc5JJF9vweer4cKX4XwfQywwBWgItHAtMREREZEIZ1JN\nZZwCc6qrE02iF5X5me5scHUeEYkUHuBLa9nmX9gHtSErGm7d4kpWIj6y1m4GvgEG5nF4BPBnY6ga\n0KQkqMKxwFyfnPYYn0KNGrAnAX8fKREJnNpw4nGY9gRcud/3vufHAS/QD6juXnYiIiIiEe2vQLpN\nsRmuzbCSemyhOUOY4docIhJp7gRe9z/s9dbQZ1V4lnIkAo3FafVyBmv5DpiA82+wlBDh+F2pATkF\n5i+h5vnqvyxh4M/w3fmw41bo4UfYLmAmzqNTpdzJTERERCQymVTTGLgBSHFtkqPE8hlX0ZXpVOGY\na/OISMQwhmY4T7dO8y9ybyx81RQe/saNvETOwSSggzGmXh7HUoHrjaFRgHOSIPF1NWVIMD//XBYo\nT05ReT3UbKoCs4SJt2BGR7h3Mqzzo7nyaqAOMDi7UqUlx9LShvsz56lGjXaWGzJkgl+JioiIiESG\nZ4BnbIp1r51eOn2pzDZ68K1rc4hIpLkDZ3O/LP/Cnm4ODbdCu0OuZCXigypVslunpR0bDjB69FFe\neaXPuvj4cq+npR074yme0aPh3XfjvtqzJyp94sQj87//PuZHX+do1OjUziFDyqmOEWbCqsAc8/XX\njYEfcXrUsglq3ez0fBEJec3g6N0w+0EYuDora2kZ30NnAreWevvttrGLF/v8TRng2OjRfmYpIiIi\nEv5MqumFs5eFx7VJFnAxu7iQe3nFtTlEJKIYQzwwDOjof/SH7WH43OLOScQfe/ea8o8+mlDxf+88\nthqG3jRiBEsg4ez2tauASz7+OO6XcePiD/g6x+jReiAoHIVVi4yozZsbA5sAjkD0DqjW32kjIBIW\n/gGrEuB46qxZF/oRdgrwxqxc2RDfNwoUERERKZFMqokGngX+z6bYE65MspNyfMGV9GMi5XFnDhGJ\nRIOBVdY6dQ3fTTgPjpWGB753JSuRc3b5Hqi+D565OI+DWcCcTz+Nax7orCTwwmcFszEmKi7uIuAr\ngFlQrTIcrAGZQc5MxGdRwOswdcDSpfdcAVV7w14fQw+dGDRoWfz48UOcU6DHokRERETydjfOz0oT\nXTl7NoZ0BtGIZbRkmytziEjEmDTp8NCMjOiaAJUqxd+XmHhqcVrayQJbHyYk2NY4T2/neLE9XLEc\n4qyryYqck+uWw/vtYeT6PA6uzsqiJ9AUyOu4RIjwKTBDE6KisoH9APPhvAvh5yDnJOK37nDgvq5d\nv71jzpzBG2FMPJz9GEmeTiUm7mX8+CU4j3qOxVnZLCIiIiI5TKqpjbOxUA+bYt0pxEymG6eIZTAL\nXTm/iESUjIzomiNGJFQEqgDnzZ8ftXX+/NiKBcWMGnW0/P9ebSoNy5vAG8+7m6nIuXrkW3iuH8ys\nCn3PXkRn+/TJXDthQvxlwHfgb+9xCRfh1CKjd3b16htPv/gGardQgVnC1GOXXfZjGfj1FujmZ+gX\nwGGgX/FnJSIiIhK+TKoxwIvASzbFurNKajkN2EgHriWdGN8WCYiI5OgAfI3fC4Webgktv4PGakwr\nIarsKbjsa3i2XV5HW7Y8tQenvW3nwOYlgRROBebLshs0+K3A/D2cdwlsD2ZCIucqyhjeg48+gY7p\nUMvP8CnABUCiC6mJiIiIhKtbcH5G+rsrZ99FWWZxNZcxmVocdmUOEYlUcTj3b8v9C8sGpraDe5a5\nkJNIMXpkBSxMhN2x+QyYhVNgLp/PcQlz4VFgNiYW6J7Vtm0GwEGI2Q1VtcGfhLPWcHg4zLgfhuyF\n/L4J5+UE8AHQF6jhTnYiIiIi4cOkmguBZ4DrXdnYL4soJnANjVhOB3835xIRIRGnp7Kfe+m8cCHE\nZMFNW91ISqT4dPoFGm2BJ/NbCHcAWAb0DmBSEkDhUWCGTsD3tkaNowAzoEY12FtZvVskzP0N1jaA\nnR6nWOyP3cCnwLVAfLEnJiIiIhImTKpJwNnQL9Wm2LWuTPIBlxFNFlezwJXzi0jEynaa6XQAlvof\n/UpnuP6r8CndSMn2h6/gg86QZfIZ8AVQD6gfwKQkQMLlu1Rv4LPTLxbCeQ3Vf1kiQBTwIXzyDVzw\nJDTxM3wNkAEMBvL7Bi4iIiISsXL6Lr+O83PRi65M8hkt2UZjbmAiUbizcaCIRKzFi2Ma5vx2s3+R\nH9eAbTXgr2uKOycRd9yxGUplwr8b5TPgJE6rjP6ETz1SfBQuf6BnFJjXwHmJKjBLhKgLJ16AiWlw\n5VdQwc/wWUAC/m8WKCIiIhIJngIuAu62KbbYi78bVmyIZyl9GMIEKvFrcZ9fRCLfsmUxl3BOq5fT\nOsOApVDez00BRYIlCrjpS3i9oM381gG/Am0Ck5MESugXmI2pCDQHFp1+63s4r4cKzBJBroPtV8Pi\n6+Hq4/79vTwFpOM8cnWBO9mJiIiIhB6Tav4fcDXQ36bYY8U+wQ7Kvfr4q3VI4iMasafYzy8iEc8Y\n6u3bZxoCq/2J27v3h3j4ujE86eemgCLB9vg62F0ZPqxVwKAZQBJQOjA5SSCEfoEZLgUWYe1xgN0Q\nuw8q93N60IpEjDGwOB4yk52veX8cwuk7OAT/V0CLiIiIhBWTaoxJNanAXUBvm2L3FvskR4hjPNd1\nH9T9AF35rtjPLyIlxUP162cvBTL9CZo3758XQLc1cIGenJAwk5ANg5bAPwtaxbwbZyWzv7UPCWEx\nvgzyeDz9gOeAaOANr9ebdtbxJOAj+G1H5Yler/epYspxAPDJ6RfToWYt2F3WWbkpEjFiwH4EkzrA\nXU/Btr/At36Ebwa+BDzAm+jvh4iIiEQgk2pKA68ALYBuNsUW/6KTLKJ4m2QqsWPQ3YMSPpnxSeEx\nIn4I8v21BIgxVARu6dPn5H9ffjnaj8jdsWvXftQAPn7VpdREXPbkCmj8ECwvD+0O5TNoLvAHYBWw\nLXC5iVsKLTB7PJ5o4AXgMmA7sMzj8Xzs9XrPLn7N93q9A4s1O2OigSuAlNNvLdIGfxLBGsGxl8F7\nO9zQCXZfBvv8CF8E1AYGApPdyVBEREQkOEyqSQTGAeuBS2yKPVrsk1jgHa4AYBjTjDHJxT6HlGhB\nvb+WQLsbmF6/fvZBoKLvYY+3qVWrxb7Nm3vsdysxEXfVPQFJq+CvnWH6zHwGHQdm4iwqfRXIDlh6\n4gpfWmR0AL73er2bvV7vSWACcFUe40yxZuboBPyMtT+dfmMtnNdSBWaJYEPh59tgzjC4djfE+hk+\nGagKXOJCaiIiIiIBZ1JNJZNq0oDPgeeBG1wpLgNMpDv7OY+bSCdWN7viimDeXxqkqYEAACAASURB\nVEuAGEMp4EHgn/5FHowBb9devR7Z6EZeIoHz9y9hXitYV6aAQWuBIzi1PwlzvhSYawNbc73elvNe\nbhbo4vF4vvF4PNM9Hk/TYspvADA19xs/QO2ezie9IhHrP7CiIWzvD4Oy/Pvh8iQwHmgLNHMnOxER\nERH3mVSTYFLNCOA7oBLQyqbYN22Kta5MOI32/EBrbuB9yvnXL1XED8G8v5bAuR5Yay3f+Bc2og3U\n39GoUa+DrmQlEjCtDkPX1fBIl0IGTgO6of2kwp4vBWZffoD7Gqjr9XpbAv8FphQpq/8ZCHx8+sVP\nBw7E/wLle0Pxb+QhEkKigE9g2j4ofz308DP8CE6R+fLopUsbFHtyIiIiIi4yqaaWSTVPAj/ifGje\nzabYu2yKdW+RyWwSWU03hjKOmhx2bR6R4N5fSwAYQxTwZ+Af/kUeiobx3eDx+W7kJRJ4oxfBnNYH\nDmyJK2DQfuAr4PIAJSUu8WWTv+1A3Vyv63JWA26v13s41+9neDyelzweT2Wv1/tbz6CcjQqSco0D\nGJnvrAsWVKJcubrs338FOV9oK+CK5hUrHovv3bu7D3kDEFW9eg2Skyu5NT5oMTVrNiA5OSkUcgub\na5ZbAdcvVK5ZRWDBsWNbOsye3enVZs2q3VS9epRfeW3Z8kPcrFn38umnsfTrt8fnON8kUdDfX/FF\nErqGRZGED9fP4/HkHjPP6/XOcyed8OHxeN7E2d9gt9frbRHsfEQk8kz6ZtLQjP0ZNX0d36hyo51D\nWg6ZYFJNC5yizADgfaC7TbHuPya+kMYspQ/JvE19Drg+n5R0xXJ/Dedwjy2FSaIYrt8zz3DRc89R\naetWugHdEhNjOiUnE19Y3Pr1z5+3a1fiyZ49r72oevVfayQn49c9afXqUUGNqVmTBsnJ//t6DJW8\nwiUm9/ULpbyKFtOWr74adGD58v90TE5+Jd9WGVlZmJkzqdO0Kdecfz57ExNjjuNX33JA99dFlYSP\n1y+/e2xfCszLgUYej6cBTu/ja4Hrzjp5DZwbVevxeDoA5ux//HImnJfrrZQCk+/RYzjwATExv23w\nN/7jjzvVPXjwOOnp8/KNO0t2mzYtSU/3+bEUf8cHLSY5OcmX6xCI3MLmmuVWwPULpWtWD3gZ1gz7\n+usbay1atHRgerpfn2Znde16YWz//gOAbli7xZ/YQoxE37yLaiS6hkUxksKvX4rX6y1sTEk0Fmc1\n1LhgJyIikSljf0bNEQtG+HxjOODCARdePeXqm4BWON+fhtsUG5jNrRbTiAUMZBDv0oji/kBeJC/F\ncn8N53CPLYUZSRGvnzEYYAnwUFQUXoDVq7OGp6fHFfI98VA0/PNBeNGbns72Nm2yW6an+9deI9gx\nyckkpaef8fUYEnmFS0zu6xdKeRU95uGvd+1Kuj8z809LodGxAgZuWr6cIcuX83Hbtlm7+/ePe86f\nvND9dVGNxLfrl+89dqEFZq/Xm+XxeO7H2d0xGhjj9Xq/9Xg8d+ccfxW4BrjX4/FkAceAob5kX4iB\nwBlfUBt2725wj/O4kEiJMRh2Pg5Tb50w4apP4JvO4HM/rpMDBqyIXbRoBTALYy7BWt04iZRwXq93\nYc5NrYhIsFUB+s7+aXYl4FFgiE2xx30J9HeVNEBCbEJrnLYbjkVcxHwGMoD3acYOf84lcq6CeH8t\ngXE5UBr40L+wx1vBeXvgBu03JRGm3aFGjXptX7fu/3WBj2YXMPAnYBNwGc5TTBJmfFnBjNfrnQHM\nOOu9V3P9/kXgxWLLypiKQDtg9v/eMtFx0dH1B+XqySxSUjwGGw526NDkqnnzhi2GMQ3hV5+DrX0O\nY6oDn2LMpVirDSNEREQkmOJwHsVsBSx8pMMjr6b0TnnDnxP4u0oaYFT3UeV/e7GQxixkAAN5n+b8\n7M95RIoq4PfXEhA5q5dHAqnWku175O5YGNcDXvnApdREgqpPn5Eb163r1h1WLoHWBe1zMBO4b9Gi\nmIaByk2Kjy+b/AVDP2AB1uZePt+sbKlShxo5n+CKlDgpfftu6ggbe8P1+338cCiXx4GFOCuZtTur\niIiIBEtt4B4gAaeA9mV8TPypgGYwl2YsZABX8Z6KyyJSjK4ASgGT/At7oAtctAWu0+pliUjVqzf+\nFXp/DQ/1LGToceCTzz6LHWoM+fZsltDkb5EqUK7h9zvldrmgSpUfOab6spRck2F2NxjcC675Crzx\n+PjJuLUWY/4IPI+zkrkv1h5yNVkRCUvaMMgVSegaFkUSun5FkUSAr19ircROyU2Tz9jQylrLhr0b\nztu4b2ODxBqJ311Q6YKDQPuc8X5v5pPXHIWpXrZ6jeYbmjfLWJlRv8sTXVZXbVy1MdC4oJj4mPiq\nyU0L31j77HmSm/q3YbS/MYGY41xjzvrzTKKImwaJhINzX728tixM7QizXncpNZEQ8cJCaPIATK0O\nA3YXMPC7KlWyG23fHj0KeDBQ2UnRhV6B2ZiyQG/grrOOdGl53nmb2bo1CEmJhIYYsLPho44wNAkG\nLYDJcWB9CnaKzA/irBaagTGXY+0vbuYrIuFHGwa5YiS6hkUxEl2/ohhJgK/f6h2rh6evT89dMDZA\nf5yi4ysrdqzYv2LHit8Otq3a9mD/i/v7tZlPHnMUzMLW97Z61s5aW5WhvDL31NwDrC88rF+DfjXS\n1/u+wThAm6ptWqav92/DaH9jAjHHucac9ec5kiJuGiQSJq7Aaf8z2b+wB5MgaRV0O+BCTiIhpO4J\nuH4hjOgNA94raOTQoZmT//Wv0n8whonWMj9QGUrRhGKLjAHAIuzvdo7u0ueii37MK0CkJCkLp+aD\ndx+U7wNX+vHxuFNkhvtxNsucgzHVXElSREKWx+MZDywGLvJ4PFs9Hs+twc5JRCJaNM7TidWAMcDZ\nP+O7L4soxnHFxqUba3Mrb1IfFXJEpNgYQzTwNDDSv9XLM6vCkibOyk6RkuDZ5bCrMrxwQUGjqlWz\nx3Daab1tjH9POEnwhN4KZvAAZzS3N8bUAKr0vfji3YD6x0qJVxVOLoD3O8NNV0DfaTDT50+LrM3O\nWcn8FDAfY3pjrfp9iZQQXq/3umDnICIlRhRwdc5/3wOy8hpUpXSV1mlz04b7c+KE2ITWQOGLTw5R\nine4Bou577X7Fjy9+ukj/swjIuKDm4Aj+L16+c+9wfMFXOD7Bu4iYa3sKXjwcxjVB+56FeLyfRrb\nWqYaQz/gZWO43lofn9yWoAmtArOz+Vgv4OzVVF2AL2Ojo/UFJZKjFmTOg3e7wc1XQt9P/CsyW+Bx\njDkELMgpMm8CODxp0tDojIyaBYXHJCZ2ylq9+rcbwVONGu0sN2TIhHP8XxEREZHIY4DBQCwwAch3\nI7+9v+4t/+iCR/1aoTSq+6jyhQ7aTgXGcz1V2cowppetWLaFP3OIiJxt0qTDQzMyon+7VzpyhNi4\nuNKPX3ll5lsdOpx6KC3t9zEJCTaPD8RGNYadVeA/XpdTFgkxf1kP77aH+zvAa0sKGfz/gOXAjcA4\n93OTogitArPz+NxsrD141vtdcB7nFZFcGsDxL+DtHnBjX7h8BsyI8bUnM4C1aRhzGGclc1+sXR+d\nkVEzYcSIgm/ykpPj49L/1/fw2OjR5/q/ICIiIhHmVPYpAwwEygDvU0Bx2TUrqM9MrqEpi7mKLzEB\nz0BEIlBGRnTNESMSct8rdQe2T5pU6uCkSXk/yj9q1NGzPhDbFQdpl8PoyVA+8N8fRYIqCnhxGgy6\nDe5dD60P5zfSWn41huuAz41hkbX8ELg8xV+h1oP5ZvL+VEIFZpF8NHCKzON+gJqXwpVZ+HkLZe1L\nwGPA5xjTzo0cRUREpOR4c+2bA4EqwHjyaYvhGgtMpSMzSeZSpjBIxWURcU0ZoBMw27+w23tA081w\nz+biT0kkHPTeC/2WwZ39ChtpLauBJ4EJxhDvfm5yrkKnwGzMBcDFwIwz3zalgFbA0mCkJRIO6sKJ\nRfDuDqjcGa4+5Gyo4ztr38Fpoj89ZtGihq4kKSIiIhHPpJr7dxzZ0RSnuHwyoJMfJo4xDOY7WnMD\nY+iolU4i4qok4BvwZ+PQj2vAvFYwZpZLOYmEidcXwuZa8Kwv9Yf/4rSZecEYfWwcqkKnwOz0VJmA\ntZlnvd8W+M5aqw05RApQCzKXwnunIKo93LAdSvl1Ams/Aq6N/fTTm4GLXElSREREIpZJNQOBx25o\nesOrQGA3rVpHLV7ibqI4xb2Mob4/BR8REb/VApoAC3wPyTTw0JVw2xxoctStxETCQ+UseGIaPH0F\n7I0taGTOBn+34TwxcFdA0hO/hUaB2ZhonC+WsXkc7QHMD2xCIuGpImR9Bem1YV8HuGXl9u2Fb4CT\nm7VzM6+66nWcvomJriQpIiIiEcekmvbAGOCqCyteuD9gE2djmEJnpjCMDszhNj4mIcArp0WkpDHA\nlTitMfz4MO2uzhCdDc9+7VJeImHmoR/goi1wXe/CRlrLEZzNg580hs7u5yb+Co0CM/QDdmLtyjyO\n9QLmBDgfkbAVB3Y2TOsO3/Z/7bXhxphW/sSfatduC/A2cCnQwZUkRUREJGKYVNMA+Ai4w6bYZQGb\neDdleIkb2ExTbuJ1erIuYHOLSEnWDqcF0CrfQ6bUgPSu8M5kiPF9U3aRiPfBDFh+kS+tMqwlA2dx\narox1HM/N/FHqBSY7wFeOfvNnP7LnfDrsRMRiQLGw4I7OnX6GPjMGDPEz1PswXmioBPOzsgiIiIi\nv2NSTUVgOjDaptiPAjKphYXehXV5g3upxnbuZyx1ORiQuUWkRNu+3ZTH6b08zdeYEyeORsE9V8P9\ns6CzvleJnKHecUibAqkDISOhsNHW8gnwT2CmMVRxPz/xVfALzMbUBzoDH+RxtAOw0Vqrb8Ii5+Cp\n/v1XAf2B/xhjnjDG+PN3/iDwJtAM6OtGfiIiIhK+TKqJAyYCs2yKfT4gk26nAi9xw5cffdmIgbzP\ntcwlhuyAzC0iJd7EiaWuAr7GWZDjk8mTH2gKtffAqG/cy0wknN21GS5ZA54B+PBPurU8B3wCTDWG\nQovSEhjBLzDD/cA4rD2Wx7FewNwA5yMSUay1y4GOOK1oPjbGVPYj/AjOSuY6wFWgHVtFREQETKox\nwGvAYeBPrk+YjeET2vMWd1ODLQ+PfXguzfnZ9XlFRHIYw1X795v6+PWE9bMNMzJm14EPPgmN8otI\nqHp/DuyqBA+28zHgEWATMN4YYlxMTHwU3D8EYyrg9E9pk8+InsAzgUtIJLJkV6nS+lha2vCjo0dz\nNDNzoufttwd8vX17xusez1s3tG27Na8Ym5DQGvgx11vHgXHAdcDVwCT3MxcREZEQ9xecp5ySbIo9\n5epM31CHOfTHcIpreZOG7I2Ji2np6pwiIrkYQw3glX79Tr43ZUqcjxuJzq8Mfx189dVjlr7zTkM/\nNgMUKYnKn4J302HgbUuWNP4eHihwtLVkG8NtwBRgwpEjfFu2bEASlXwEu8p/BzATa386+4AxpixO\n8/yFAc9KJEKYvXvLJzz6aEWABGAuzH8Sdv8xPf2eRenpi96AL2PgjE0mjo4aVT6PU50E3gc8wLVk\nZe1yPXkREREJSSbV3IGzSKSzTbFHXZtoB+WYxmXs4Xza8TmXspootDmWiASUMRjgDeDNTp2y9kyZ\nElex8KhdcXDtULh5btOmV/pYkBYp6Xrtg5FTpk177BZjHnzGWlvgk0rWkmkMg4H0Ll3wrFnD09Zy\nPEDJylmC/YzGcOBf+RzrCSy11h4OYD4iEe8J+PYzeP0LaNwUbloOeRWU85KF0ys9i/nzmwOx7mUp\nIiIiocikmluAFKCPTbE7XZnkGLF8SHfGcC9l+YUHeIHefKPisogEyR1AbSDVt+HZwOVXwUXb4L/L\nXcxLJAL9v4yGDXsuBj40xsQVNtpaTgDXxMaSBXyknszBE+wVzKuxdkU+x/oDMwKZjEhJ0RkOroe3\nboOuSXD3XTD7n7DSh0+cTgETiY+/CxiGs6r5hKvJioiISEgwqWYY8DTQy6bYjGKf4ATRzKIta7iE\nKmzhJl6jHtrsW0SCxhguAv4O9LCWzLQ0X6KGJsHeCvD5W8Ff0ycSfh56aNyeJ57oXDcurszCUaMO\nj4+Kii5w/OjR0Ldv9IbWrUsdBeYZw1XWsiMw2cppwS4w/zWvN40xBqfAPDCw6YiUHHFg34UvJsP3\nD8LA6dD8DfikdeGh2XTpsoEPPywD3AS8C7r5ExERiWQm1dwIpAGX2RS7sTjPnZWZZZhBW1bRnQrs\nZBDv0RR3VkeLiPjIGMrj9Hd9zFrW+xZ1b3uY0wLmvwkVs9zMTyRS7d8fW3737nlToeNNjz12fTJM\n/aywmMTEzDLANTh7RCzJKTKvdD1Z+U1wP07Lf/VyI5zH79cGMBuREmkw7MyANzrBD33hzj9PnXrR\nwcI+fDIGYBqwGbjF/Pyz2umLiIhEIJNqjEk1jwJP4RSXfSyy+OAYsUyjfdr1ab35gSZcgZf7GK/i\nsogEmzFE4SykmW8tr/sW9Zfm8P4l8NE70My9/vQiJUKNTJj9HixrBDd39SXCWqy1PAn8CZhlDMnu\n5ii5herzGpcDn1pr1WdNJADiIfstWDwDXv/m558rXQh/eBouzi489DNgffwbbzyAMXXczlNEREQC\nx6SassB4IBlnQ7/iKS7voQxekvg3w9nKBUP+NGQ59/MuiWwvlvOLiBTdSKAS8JBvw59tCM/1g/ff\nha56ulOkWDT8FWa8A1PbwfA2vkZZSzrQDxhtDK+qL3NgBLtFRn4GA/8MdhIiJU13ODDr7ruXjH30\n0cNPQb9x0OGf8OkA2F1A2PxTDRseilm9egHGXIq1PwYsYREREXGFSTVdgLH1ytf7+eZmN48vE1vG\nkzbXp+ajJMQmtAZ+//PAt9RkCe3YRjPqsI7reJML2Nekc5OWLCje/EVEzlXOqsebgQ7Wkll4xFNN\nYPSV8PJ4uKKg+yYR8Vvrw/DhuzDkJvg1Bl5d6kuUtawwhtbAS8ByYxhqLavdzbVkC7kCszGmBtAS\nZ2WkiATB/bDpDnjlYWh7HdzcAr5/Ghb0gn15jc+8/vq5MatXzwTmY0w/bDE+PisiIiIBY1JNLSAV\nGADcf1+r++qOWDCioj/nGNV9VPnfXhwjloU0Yz3tOE45GrGCu3mBaujxcREJOcZwGfAi0MdadhUe\n8XBreKMXjHsHhqi9j4greu2DGWNhwI1wsDSMn+9LQwZrOQQMM4abgM+N4UVglLWccDvjkigUW2Rc\nhdMe43iwExEpyeIh+yVY9i083wD2DYDbusDgOVAlzwBrXwIeA+ZhzKWBzFVERESKxqSaZibVvASs\nA34BmtoUO/FczmWzLXxDHd7mcp7lj/xAEzqwgP/jOa5hgYrLIhKKxoyhHvA+cI21rCp4dDZwSxd4\nqwdMeUvFZRG3dT4I88bCwibQvx9kGl8jrWUc0Drn10pj6OJamiVYyK1gBoYAY4KdhIg46sKJ8bBg\nKyz5P+g4AG7r+cUXR26BjdfAjjMGW/suxmwDPsCYR7H2zaAkLSIiIgUyqaYq0ApIAq4EqgJjcQrL\n51Yo2UQVlpE46vlRbTnBr5zPGm7lVWrzS3HlLSLiBmPoVaYM1wJXWVtY0569sTDwSthcAz4dCx30\nPU4kIJofgcVvQZ9rodUN8PFEp08znDyZVTMtLWt4fpGjR0N2NnNnzYrdv3hxzPQ6dbIz7rjjxNiR\nIxNeClj6ES6kCszGmMpAZ+CaYOciImfKXWh+oXx5zx07dgx9BA7eCEseOHnyq9+65ls7D2N6ANMw\npgnwGNaeDF7mIiIikWfSN5OGZuzPqJnf8SOZR2K3Ht5aqVb5Wr3nbZ530aHMQxWPZR2L2/zL5iyg\nBVAWWA0sAB4EFtkUe8qvJCzwHTVYzcVs4WJOUJZ6rPU85lk65vCYBfi8tkhEJHiM4XrguX//G++d\ndzK7oLGbNi2sDLfdBnX2wqoxUF33OSIB1eA4rH4HhlwGHe+CNz6AwTv37jWlRowo7UtLr5+Al7Zv\nj+729NOl/5GaSg3gGWv1dFVRBbXAfHjatL65X/ds1Wrgph07VqwZM6br4WnTzhhr4+NPxURHh2JL\nD5ESpS6cSEtM3Jq6ceN7z8DF46Djs0891fvwE0+UBsZZa7di7QaM6QiMw2mZcR3Wbgly6iIiIhEj\nY39GzRELRlTBaV1VA6ie8/sKQEUgDjhUKb5S1IHjB2KBQ+1rtt+5+ZfNb+O0wfjJpljr98QniGY1\n9fiORmzjYiyGOmygJzNoyVaisQ3bNNSmfSIS8owhGvgbMAzodeed+S90M8YY4NrY2IQ/wnWL4LWv\nQrPjqEhJEJ8N02fBEz/DsBth2Pzs7H/5c4JMYM7tt5+Y++qr8RcBG43hCeAda8lyJeUSIKgF5jI3\n39w99+vvDhy4+vHSpT8/+32AzMGD4081aeJDk30RCYR4yP4rrP8rrH9z0KCyt3/wQV1glTFmJU5h\neZJ1Hrn9M7AMY+7C2o+CmrSIiEiYMqkmGmiG87RfpzKxZfoC1YCDwG5gF07h+CBOD+WjgL3s/7d3\n7/FRlXcexz9nJhNy5ZIQIGC4RyzqCi1e6qWia7ugXa3YPNV668v1srbW2pe2Jb14aX2JaWvX8upa\nrVa3tbvFB291t7q2K6ZeUPAG4g1FjOUSIISQQEIuM/PsH2eQAXKZzCSZTPi+fT2vmTPnzJlnfh6e\nX84z5zzP1DPmLn1naTXAeYeft3PlVSv/3MnuuxSNRv2hL95mGhuYTj2TKKCOCazjHB5iBlt1pbKI\nZBrPYxLwH0AEONY5ttHFndSe540D7gJmnH32z+995JGrmwasoiLSjZ+8BafWwpXn3HbbacXw8yI4\ndUei754zJzx5ypSWFStXBrcuWxb6QVub99OTTgo/PX9+x+uhENHO3lNeHtmyYEHhkr77DkNHWjuY\nA/X1n9xO8iiMa4GcK5qb1wWamw+6msLbs2dQDechIvucP3v2xsuWLLnT87zr8GedvxRY7MGTwGPv\nw0Xl8Gs87xLgWzi3Ma0VFhERGeS8W7wS4IS4ciywGXgZeOmsqWfV27W2FRK/0qY4t3h21bNVXY5P\nCBBuD3tvv/D2+LUr107dvG7z1MZtjTPoIMxYPuRTrOYYHqOIPcl/MxGR9PE8soCrgRuBX+DfGt/p\n8ECe52UBVwA3488T9dVjj730Xx95hERuwxeRAXFGPbz3wKxZt1310UdnXg5fegl++TKM7nH4mu3b\nveGVlXkj8X+c/wMwefny0GnLl4fmA38D3oL9O5pvv72lP77EkDBoOm3vgk+fAW9k+aO5iUgGcs61\nAkuBpZ7njQXOBf7lcDixAF54GEJnwJtBz7sNuAvn1DqLiMiQ09P4yAeaUDih7uI/X/wusauTY4+j\ngZX4Hco/B1a4m9wnV+VUPVt1nV1re9XJsX3P9uGVz1Xu/55t5LOO8WymlK2U0UAZ2eymhI+ZQM21\nldduW7xx8Uu6SllEMpnnEQAWALfgT1Q+1zne7nxbz8O/aKYK/4e9f3LOrQKoqtLpi8jgk+2++MXv\nNTz22BkPwXVnwPRr4PJn4bbVkN2bPsYa/AmPJwOn4U+EvAJ4A39YDenGoOhgfhvyl8PRy/3bTkRk\nCHDObQXuBu72PG/Ebpg/D750BHj/Bjd9Fm55w/MeexV+cINzH6e7viIiIn0lNj5yd52/QWA8/gnM\n5KAXnACsw+9MrgZuB951N7lOb89MShRvy0db8niRcmoppY7x7GQ8EUKMoJZiNnMUrzOTxynZN9FN\n6bTSY9jUZ7UQERlQnkcJcAHwdaAJ+C7wpHMHX9jW2toayM3NNcD1QH7s8SnnkhivXkTS4OQGeHUp\nPHgY3PQFePAkuOAluPlNGNmbsZVr8DuaD8P/0f9UYBX+D/87+7zaQ8Sg6GBeCCeeBGtmwa5010VE\n+p5zrhFYAizxPC8wH2adCV+9Ci64DGoe9byGZbDiv+DhBngBeF9/yImIyBCyX4cy/glLPf4JzIrr\n51y/purMqkV98kntBNnECDZTzDbGvPg/Lx7B+5TTTMm9+fdGyGYzRdRyBGuYytNMpEFXJ4vIUOF5\neMAU4EzgPGA2/rB9VwAvdNax7HleKXDhqFGjvol/S/wi4L+dc50OnSEig93FG+HC++GeKfDvn4Xf\nng7zXoVvrfY7oRO2Ef8O7RHAccCVd9yRs37hQj4G/uycrmqO12MHszFmHnAn/h/G91lrqzrZZjEw\nH2gBvmatfSPRCnwAec/Ap5+DXydebRHJVM65KPB6rNzwqudNGgfX3ADn3g53vQCR5cC5nvf+G/DK\nBlgZhTXAW8653WmtvMgQkEheF5HUtIZbg0AZXXQo45+stO7dvii3KOExjT3PCwCjKxZWlPESE9nB\nKJoYxS6KaGEUbRSQQxP57GAkdcXHFzduLtv8PJPY/qOzfzSj8rnK1X32RUUkKf19jn2oiHUmjwWO\njpUTgJPxh918Bj/Gf3Hu4HHjPc8rxu+EvhA4Hnh88eLFj1x00UWXD1D1RaRfBYCrP/LL/5bAHXNg\n3uUwph7OfBMuXwvlie6sEfgr8Lfp0yOT6+oC3wbu8TweAh7G//HqkP9BqtsOZmNMEPgVcAawCXjF\nGPOEtfbduG3OBKZba8uNMcfjdxSfkGgFLoZ5p8DqOf7tKiKSgaLFxbNbqrqfNChepLx8S+GCBUsA\n5vjDY3wH+A6eVzoPTj4OTndwSj5cFIVLN0D4Qxj2SDDY4UKhlkB29q5QTk5TYX5+Q0lhYcNhRUU7\ncgsKWtywYe3k5ra7vLw2l5fXHp41qzRYW/sBgUDC3yW+biJDTSJ5XUR6z7vFy8e/hfIU4HMBL3Ai\nsAP4iE46lDvdh+eF8Mdd3lvGARM6KaXArqfueaqVHJoopIGxbGYmbzOOBsbTSNzM50fMPGLumnfW\naHJdkUFiIM6xh4JHH911/gcfBMcB7NlDsKYmULxpU6Bk+/bA6J07vZLGnTnVGwAADc1JREFURm9s\nVpZXCniFha525Ei3ec6c8J6RI919U6ZEd8T+/J8CXFVVBc3N9aHVq5eWffhh9bSNG1+fGQxmlxYX\nT/3gtNPO21RefsVtBQUlHcXFWfOqqlq6PafJy3Oz8dt2EckY8+pg3lOw+y/wq+nw6FFw/z/+7Gfj\n2uCYYji9BhZsggltPeyo/ZxzOlYuXx76qucxHTgf/4es8Z7HE/id0MucY3s/f6FBqacrmI8D1llr\nawCMMUuAc4D4E9Gzgd8BWGtXGGNGGmPGWmu39vThN8KR62H8O3BPUrUXkUHB2759eF5lZcITDbXc\nfnvnK5yrBZYW+SfisZ17o2bAlLLTT/9G7bJlE+va2oqa29qGt+/aNXp3Xd3EJsj5CEIjIDoSooXg\nCoBc8HICgaysaNSLQthBmwfNAdjtQTNdlJYf/jDEggVJx0JkkEskr4tIF7xbvCxgIjANOBL/1uvZ\nseVVRHiBHdxtJppXlry2ZDgt5NDKMPZwOG3k0MYw2sihlVzayKeNPNrIu/H2GwvxuCOUHWrJzsne\nnZ2b3Twsb9iu/BH5OwtGFTQOHz28sWhc0WslE0uWjZ8+vjFveF44L5Q3+9pnrlUnh0jm6ddz7EwU\nuxJ5FP6dH5OA6ZMn5y2oqQmWAkVAIf4VhDtipR6/k3crsLuhwaOhAa68svWYysrcKLxZBs+XwJsl\nsK4E1o+D2jFQug2O3ADffQEu+XjbtpHhWbOaj6mszM8HqKggZ+nS7G7PaRYtah7eb4EQkX5WEIGF\na/3SGjjrrD+d+uCDSzz45alwQymM3gFTa2FaHRxdByfWwbGNkHXQ0DrOsQ64FbjV85iGPzHoJcC9\nnsd6/Hk1XomV95yjYwC/aFr01ME8AdgQt7wR//aRnrY5DL+x79YdcNb98IfRDP1Ai0iSnGsAGqiq\nWjNt2bIN0zrZpB28NVD4FhSuh8KNULgFCveUl0/6+9q14QjkhyA3D0YVweiJ0FEG4QkQGQ9uNASK\nITgCgoW33hpqv/XWn7RA0x7Y2Qo72qCuHba1wLY2qO+AhjA0tEJ9K9TXwfbnod46p7ZMBrtE8rrI\noOXd4nlACBgG5BAmhw7yiJJPhDwgF0c+YQpw5MeVXBzZU0dPPSocCRdGo9GsqIsGo9FoIOqiWdFo\nNOCcC0ZdNOicC0ajsUcXDUYCkazWQCtkk0cuueyhnUZaqaedWjrYCNSyizCfxv/31Ph4/uMQoIMs\n2gjRSjZthGgjO9bdXEQ9+bRQSDPDabn+n6+fsmjNotc6Ah2ugw6a982xt7/dwCoKABZ9bpE6OUQy\nU7+eYw8GsQ7jHCAXv4O4uJNSiv+DXVmsRIC/x8q6oiK3taaGGojugKbdsCkEtTmwNQfqY6VhBmwp\nhC3Dob7wpz9tHgNb5kNWGMbXwcQ6OGIrXPQmnLsZinozyZeIDGk50Zkzv7gDvhIbOmx3EP40DlaO\nhbVjYMU0+HEJtObAyEYY1QSjmx54oKBu4cKn24AG/An/duL/APYQ8Bt4uwNmzsH/MfF04HvAJM/j\n78B7+MOlbQZq4x4b8Oek2+0cfTfB8wDrqYM50Um2DpwaJKH3/f7zn3/orEmTGlr9xNOtyFFHZRM5\n5Ic0EZFOZIP7DDR95oChdpq/9rVj8iv3H2uyCYI1kLsRcjdD3muQuwuyd0F2M2RvmzEjumrt2g8m\nwejxUDQGRpZAeRHMGg05IyC7ALJGQFYhBAogOBy8bwDtnkcb0A6uDVx77Hk7RDvARQHnt4+OrKxg\nNBz+jgMXX9h/GbpvTx0c3AAfuH4vr5t1nWzTYzuezlkYg/n5+ZHm5qu7Wv8iXPhdzRPZmaSCEroy\ntCPBTT2AcDQc7uazuptOrOt13f2l4SUxRZmH18saJvIZnW6TE8rJaQ23dnXLbXLTq8V/5wO/R/d7\nTP3zevOuntfte3SffJJHMK5kESDITQTx/3KN4ndDhGOl45PnjjCOCI4wUSKx/8JEiBIhSnjD1g05\nHeEOYnuJLxFc3HKAMB5teITL8sqaNqzdUE0T29nEJlpoAvbgj4vaEve8EWhxzrmqZ6uuW/jcwoTv\n7BlePPwwAmltVkVk4PTrOXYo9FIsZ3tebBfevt3tXfZwzsM55/yb/fa97r8vvgrx+9mv6Y4tDwvs\nK9kByAlAKAAdDtqi0BSGnbGyI1bqw7C1A2o6YH0brF8HDSH8foF/AI5dvTq7EKJZEMmCQBRyWiG3\nFfJij/mtUNAKJbth1iaY2PTlLx817t57D38VpiY8rr2IiK8gAhdu8ku8TcNg1QhYVwg1w4PBdSFg\nFjAyVkbEPR8JR2YD7UBbrLRDziY4IgBHHwVTZkFpFpSGYGwIxmRDQdAvw4Ke1xaBlgh0RCHqIByN\nFQeR2POOuHxwYLeB6+J14tYf/J78/GB+c3Oky/Nr2NPs3OendhdBz3VzAm6MOQG42Vo7L7ZcCUTj\nJyEwxtwNVFtrl8SW3wNOPfD2HWPMXGDu3mVr7U3dVUxERCRVxphb4harrbXV6arLYJBgXp+L8rWI\niAywQyVn6xxbREQyWZf52jnXZamoqMiqqKj4sKKiYnJFRUV2RUXFqoqKik8dsM2ZFRUVT8aen1BR\nUfFyd/uMe9/NiWynovgpfoOvKH6KYbqL4pd03HrM64p1v8RdMVT8FL8MLYqf4tcPMdE59iAtip/i\np/hlblH80h+/QHe90tbaMHAN8DTwDvCQtfZdY8xVxpirYts8Caw3xqzDn6zv633fPy4iIiKp6iqv\np7dWIiIihw6dY4uIyFDU0xjMWGufAp464LV7Dli+po/rJSIiIv2gs7wuIiIiA0fn2CIiMtR0ewVz\nP6tO42cPBdXprkCGq053BTJcdborMARUp7sCGa463RU4hFSnuwJDQHW6K5DhqtNdgQxXne4KZLjq\ndFcgw1WnuwKHmOp0VyDDVae7AhmuOt0VyHDV6a5AhqtOdwUyXHWqO+h2kj8RERERERERERERka6k\n8wpmEREREREREREREclg6mAWERERERERERERkaT0OMlffzDGzAPuBILAfdbaqnTUI5MYY2qAJiAC\ndFhrjzPGFAEPAZOAGsBYa3emrZKDiDHmfuAsYJu19ujYa13GyxhTCVyGH99rrbV/SUe9B4su4ncz\ncDlQF9vs+7EJShS/AxhjyoDfA2MAB/zGWrtYx2BiuonfzegYHFDK172nfN07ytepUb5OjfJ1apSv\nBw/l695Tvu4d5evUKWcnT/k6dQORswf8CmZjTBD4FTAPmAlcYIz51EDXIwM5YK61dra19rjYawuB\nv1prDweeiS2L7wH8Yyxep/EyxswEvoJ/PM4D7jLGHOpX93cWPwf8InYMzo5rdBS/g3UA37bWHgmc\nAHwj1s7pGExMV/HTMTiAlK+TpnzdO8rXqVG+To3ydWqUrwcB5eukKV/3jvJ16pSzk6d8nbp+z9np\nCPBxwDprbY21tgNYApyThnpkIu+A5bOB38We/w740sBWZ/Cy1j4PNBzwclfxOgf4o7W2w1pbA6zD\nP04PWV3EDw4+BkHxO4i1dou1dlXs+W7gXWACOgYT0k38QMfgQFK+Tp7ydYKUr1OjfJ0a5evUKF8P\nGsrXyVO+TpDydeqUs5OnfJ26gcjZ6RgiYwKwIW55I3B8GuqRaRzwf8aYCHCPtfZeYKy1dmts/VZg\nbNpqlxm6itd44OW47Tay7x+a7O+bxphLgFeB62O3nyh+3TDGTAZmAyvQMdhrcfF7GTgJHYMDSfk6\nOcrXqVNbmTq1lb2kfJ0a5eu0Ur5OjvJ16tRW9g21l72gfJ26/srZ6biC2aXhM4eCk6y1s4H5+Jey\nnxK/0lrrUGwTlkC8FMuD/RqYAswCaoE7utlW8QOMMQXAI8C3rLW74tfpGOxZLH4P48dvNzoGB5pi\nmBzl6z6ktjIpait7Sfk6NcrXaacYJkf5ug+prUya2steUL5OXX/m7HR0MG8CyuKWy/B7wqUb1tra\n2GMd8Bj+pelbjTHjAIwxpcC29NUwI3QVrwOPycNir0kca+02a62LNdz3se/2CMWvE8aYEH7ye9Ba\n+3jsZR2DCYqL3x/2xk/H4IBTvk6C8nWfUFuZArWVvaN8nRrl60FB+ToJytd9Qm1litReJk75OnX9\nnbPT0cH8KlBujJlsjMnGHzT6iTTUI2MYY/KMMYWx5/nAF4A1+HG7NLbZpcDjne9BYrqK1xPA+caY\nbGPMFKAcWJmG+g1qsQZ7r3Pxj0FQ/A5ijPGA3wLvWGvvjFulYzABXcVPx+CAU77uJeXrPqO2MgVq\nKxOnfJ0a5etBQ/m6l5Sv+4zayhSpvUyM8nXqBiJne84N/FXixpj5wJ1AEPittXbRgFcig8T+Zz4W\nW8wC/tNau8gYUwRYYCJQA5jYWCmHPGPMH4FTgdH4Y/HcCPyJLuJljPk+cBkQxr9V4Ok0VHvQ6CR+\nNwFz8W+bcMBHwFV7xztS/PZnjDkZeA54k323kVTiN8g6BnvQRfy+D1yAjsEBpXzdO8rXvad8nRrl\n69QoX6dG+XrwUL7uHeXr3lO+Tp1ydvKUr1M3EDk7LR3MIiIiIiIiIiIiIpL50jFEhoiIiIiIiIiI\niIgMAepgFhEREREREREREZGkqINZRERERERERERERJKiDmYRERERERERERERSYo6mEVERERERERE\nREQkKepgFhEREREREREREZGkqINZRERERERERERERJKiDmYRERERERERERERScr/A3/ZoLidCvZP\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18e58f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting component distributions\n",
    "\n",
    "data = [R,G,B]\n",
    "RGBname = ['Red','Green','Blue']\n",
    "RGBcode = ['r','g','b']\n",
    "\n",
    "fig = plt.figure(figsize=(25,6))\n",
    "for dim in range(3):\n",
    "    \n",
    "    # comparing mcmc samples and real distribution, by projection\n",
    "    projection = data[dim]#[200:]\n",
    "    \n",
    "    ax = fig.add_subplot(1,3,dim+1)\n",
    "    ax.set_xlim(0,256)\n",
    "\n",
    "    # target distribution\n",
    "    rv = beta(targetdist.params[dim][0],targetdist.params[dim][1])\n",
    "    linspace = [(i+.5)/256 for i in range(256)]\n",
    "    ax.plot(range(256),rv.pdf(linspace),'k-',\n",
    "            label='beta({0},{1})'.format(targetdist.params[dim][0],targetdist.params[dim][1]))\n",
    "\n",
    "    # kernel density estimate\n",
    "    kernel = gaussian_kde(projection)\n",
    "    normfactor = kernel.integrate_box_1d(0,256)\n",
    "    kernel = kernel(range(256))*256/normfactor\n",
    "    ax.plot(range(256),kernel,'{0}-'.format(color),label='kernel density est.')\n",
    "\n",
    "    # histogram, bin width=32\n",
    "    plt.hist(projection,bins=range(0,256,8),\n",
    "             weights=np.repeat(32.0/len(projection),len(projection)),\n",
    "             label='MCMC samples',alpha=0.5,\n",
    "             color=RGBcode[dim]\n",
    "            )\n",
    "\n",
    "    # legend\n",
    "    ax.legend(loc=0);\n",
    "    plt.title('{0} component'.format(colorname[dim]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x18120f60>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8kU6nB7/+9a+bX/nKV949ceLEjxZwnYuKqJ10CWIGnPP1AD4P9UavOcg5FFVP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1BK9dB6DmSi4gveYiHEVjZRVdw0SghhlVKbOH7nRSKqCfVNz7PWHieE2BRMXnMjkEoF8ptt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\nIqKs9f8BWZLuad5tltMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1736bfd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3D color space plot\n",
    "fig = plt.figure(1,figsize=(12,10))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.set_xlim(0,255);ax.set_ylim(0,255);ax.set_zlim(0,255)\n",
    "ax.set_xlabel('R');ax.set_ylabel('G');ax.set_zlabel('B')\n",
    "# ax.plot(xs=R,ys=G,zs=B,c='#999999',alpha=.5)\n",
    "ax.scatter(xs=R,ys=G,zs=B,c=samples.astype(float)/256, alpha=.7)"
   ]
  }
 ],
 "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": "2.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}