13g_ratio_nograph.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Genre recognition: experiment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Goal: Test if we have an edge with law training / testing ratios, i.e. when there is not much training data. Results to be compared with `13g_ratio`.\n",
    "\n",
    "Conclusion: Being able to capture the structure of the data seems to be most helpful when training data is scarce. The effect is however small, in the order of 1%.\n",
    "\n",
    "Observations:\n",
    "* The margin between the model without graph and with graph steadily grows from 2 to 3% while the size of the training set diminishes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hyper-parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Parameter under test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "Pname = 'test_size'\n",
    "Pvalues = [0.1, 0.3, 0.5, 0.7, 0.9]\n",
    "\n",
    "# Regenerate the graph or the features at each iteration.\n",
    "regen_graph = False\n",
    "regen_features = False\n",
    "regen_baseline = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "p = {}\n",
    "\n",
    "# Preprocessing.\n",
    "\n",
    "# Graph.\n",
    "p['data_scaling_graph'] = 'features'\n",
    "p['K'] = 10 + 1  # 5 to 10 + 1 for self-reference\n",
    "p['dm'] = 'euclidean'\n",
    "p['Csigma'] = 1\n",
    "p['diag'] = True\n",
    "p['laplacian'] = 'normalized'\n",
    "\n",
    "# Feature extraction.\n",
    "p['m'] = 128  # 64, 128, 512\n",
    "p['ls'] = 1\n",
    "p['ld'] = 10\n",
    "p['le'] = None\n",
    "p['lg'] = None\n",
    "\n",
    "# Classification.\n",
    "p['scale'] = None\n",
    "p['Nvectors'] = 6\n",
    "p['svm_type'] = 'C'\n",
    "p['kernel'] = 'linear'\n",
    "p['C'] = 1\n",
    "p['nu'] = 0.5\n",
    "p['majority_voting'] = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# HDF5 data stores.\n",
    "p['folder'] = 'data'\n",
    "p['filename_gtzan'] = 'gtzan.hdf5'\n",
    "p['filename_audio'] = 'audio.hdf5'\n",
    "p['filename_graph'] = 'graph.hdf5'\n",
    "p['filename_features'] = 'features.hdf5'\n",
    "\n",
    "# Dataset (10,100,644 | 5,100,149 | 2,10,644).\n",
    "p['Ngenres'] = 5\n",
    "p['Nclips'] = 100\n",
    "p['Nframes'] = 149\n",
    "\n",
    "# Added white noise.\n",
    "p['noise_std'] = 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Numerical parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Graph.\n",
    "p['tol'] = 1e-5\n",
    "\n",
    "# Feature extraction.\n",
    "p['rtol'] = 1e-5  # 1e-3, 1e-5, 1e-7\n",
    "p['N_inner'] = 500\n",
    "p['N_outer'] = 50\n",
    "\n",
    "# Classification.\n",
    "p['test_size'] = 0.1\n",
    "p['Ncv'] = 20\n",
    "p['dataset_classification'] = 'Z'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import time\n",
    "\n",
    "texperiment = time.time()\n",
    "\n",
    "# Result dictionary.\n",
    "res = ['accuracy', 'accuracy_std']\n",
    "res += ['sparsity', 'atoms']\n",
    "res += ['objective_g', 'objective_h', 'objective_i', 'objective_j']\n",
    "res += ['time_features', 'iterations_inner', 'iterations_outer']\n",
    "res = dict.fromkeys(res)\n",
    "for key in res.keys():\n",
    "    res[key] = []\n",
    "\n",
    "def separator(name, parameter=False):\n",
    "    if parameter:\n",
    "        name += ', {} = {}'.format(Pname, p[Pname])\n",
    "    dashes = 20 * '-'\n",
    "    print('\\n {} {} {} \\n'.format(dashes, name, dashes))\n",
    "    # Fair comparison when tuning parameters.\n",
    "    # Randomnesses: dictionary initialization, training and testing sets.\n",
    "    np.random.seed(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " -------------------- Graph -------------------- \n",
      "\n",
      "Data: (149000, 96), float32\n",
      "Elapsed time: 180.31 seconds\n",
      "All self-referenced in the first column: True\n",
      "dist in [0.0, 1.50339663029]\n",
      "w in [0.00562589848414, 1.0]\n",
      "Ones on the diagonal: 149000 (over 149000)\n",
      "assert: True\n",
      "W in [0.0, 1.0]\n",
      "Datasets:\n",
      "  L_data    : (2419972,), float32\n",
      "  L_indices : (2419972,), int32\n",
      "  L_indptr  : (149001,) , int32\n",
      "  L_shape   : (2,)      , int64\n",
      "  W_data    : (2419972,), float32\n",
      "  W_indices : (2419972,), int32\n",
      "  W_indptr  : (149001,) , int32\n",
      "  W_shape   : (2,)      , int64\n",
      "Attributes:\n",
      "  K = 11\n",
      "  dm = euclidean\n",
      "  Csigma = 1\n",
      "  diag = True\n",
      "  laplacian = normalized\n",
      "Overall time: 189.26 seconds\n",
      "\n",
      " -------------------- Features -------------------- \n",
      "\n",
      "Attributes:\n",
      "  sr = 22050\n",
      "  labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n",
      " 'reggae' 'rock']\n",
      "Datasets:\n",
      "  Xa: (10, 100, 644, 2, 1024) , float32\n",
      "  Xs: (10, 100, 644, 2, 96)   , float32\n",
      "Full dataset:\n",
      "  size: N=1,288,000 x n=96 -> 123,648,000 floats\n",
      "  dim: 123,648 features per clip\n",
      "  shape: (10, 100, 644, 2, 96)\n",
      "<class 'h5py._hl.dataset.Dataset'>\n",
      "Reduced dataset:\n",
      "  size: N=149,000 x n=96 -> 14,304,000 floats\n",
      "  dim: 28,608 features per clip\n",
      "  shape: (5, 100, 149, 2, 96)\n",
      "<type 'numpy.ndarray'>\n",
      "Data: (149000, 96), float32\n",
      "Attributes:\n",
      "  K = 11\n",
      "  dm = euclidean\n",
      "  Csigma = 1\n",
      "  diag = True\n",
      "  laplacian = normalized\n",
      "Datasets:\n",
      "  L_data    : (2419972,), float32\n",
      "  L_indices : (2419972,), int32\n",
      "  L_indptr  : (149001,) , int32\n",
      "  L_shape   : (2,)      , int64\n",
      "  W_data    : (2419972,), float32\n",
      "  W_indices : (2419972,), int32\n",
      "  W_indptr  : (149001,) , int32\n",
      "  W_shape   : (2,)      , int64\n",
      "Size X: 13.6 M --> 54.6 MiB\n",
      "Size Z: 18.2 M --> 72.8 MiB\n",
      "Size D: 12.0 k --> 48.0 kiB\n",
      "Size E: 12.0 k --> 48.0 kiB\n",
      "Elapsed time: 1150 seconds\n"
     ]
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xm4W1W9//F3OpcWWmYolB4GGRQURQSUYQGKoKCiqKgo\n",
       "iFevM/fniIiaqziiqMBVUZkcGBQRBEdEDgIiKPMoFMpUoMylBVpKu39/fNcm+6RJTs7Jyvlm+Lye\n",
       "Zz9JdpKdz8pps/Zaa++1QURERERERERERERERERERERERERERERERERERERGaRB4n9NnDwArgHF1\n",
       "ni8DPx+rMCLSWer9MIj0op2BfwBPAI8ClwIvb/K9WVw6UafmEpExMME7gMgYWQ04H/hv4FfAZGAX\n",
       "YKlnqGgC8FwL7y+lCtKjWv1+RTqaWuTSLzbHWq5nxtslwAXADfH5MkO7pwdYuTt7M+AKYCFwDrB6\n",
       "g88bBL5e5/X5tg8F7gb+ilXGRwJ3AQuAU7Gdj6L3AfOB+4FPNvjsHbGeh8eBa4HdqnJ9BbgMWAT8\n",
       "DlgL+GXMeSUwp/D678Y8C4HrgRfV+cw1gJNjvseA3xaeez9wO9YLci6wfuG5FdjO1W0x7/Fx/WSs\n",
       "56T4eWsDT8e8APvG8j0ey7NN4bV3AZ+JmRcB44H3YN/3I1S+6z3j60vA4cDc+PyZrPz3yt//MHBE\n",
       "4bPGxcdzgSeBfwMbxue2xP6dPQrcCrwVEREZlVWxH+hTgL1ZuRL+Eo0r8kHgPuCFwCrAWTQel270\n",
       "+nzbpwBTgSlYpX57fG4a8BvgZ1Wv/2V8/dbAQ1QqoXJh2xvEcu4dH786Pl6zkOs2YGNsR+Gm+Ll7\n",
       "YJXdqcBJ8bWvxSqlfIdiC2C9OuX9PXA6MANrAe8S1++BVXzbApOAY4GLC+9bge1MrAbMjuV6bXzu\n",
       "ROCowms/Avwh3n8ptoOxPVYJvweYB0yMz98FXB2/j8nY32ER8Mr4mqOBZ2M+gMOwnZ9Z8fkfAafF\n",
       "5wZizhPitl6M7QhuEZ//NLbD8IL4eBtsx2YacC9wMPbvaNv4XWy10rcnIiJN2RJrNd4LLMNah+vE\n",
       "58o0rsgvAr5WeH4rrFu+Xrd2o9fn2x4oPH8h8MHC482ximZc4fWbF57/JvDTGtk/S2UHIPcnrKLL\n",
       "c32u8Ny3sUo4ty9wTby/B/AfYAca996tDyzHKvFqJwLfKDyehpVro/h4BVa55s6MZQDbUZlbeO4y\n",
       "4KB4/4fAl6s+61YqOxDzgEMKz30R2xHKTcX+HnlFfnPhfl6m6u9/VuH5K4C3xfv/AfZjZW8H/l61\n",
       "7oSYRSQZda1LP7kVeC/W8tsa+2H+3gjef2/h/j1Yy21trPW2KC6HD/P6teo8vz7WbVt8/QRg3Qbb\n",
       "K1YsuTlY9+3jheVVDG1JLyjcX4K1gouPp8f7f8O6uv8vvucErGej2mysO31hjeeqy/UU1s28QWHd\n",
       "g4X7Txc+fxDrzXgFVpm+hEqX/RxseKFYzg0Z+p1Uf7/3FR4/E3PkBuK2823djI2rF7//ejk3BO5g\n",
       "ZXOwnaBixndWbVOkZarIpV/9B+tG3jo+fgqrNHK1upA3qrq/DOsq/SBWwa3K0NZnrdc/UlhXPNr8\n",
       "foa20DfCKpIFVeuK9+fXyHgP1jpfvbCsCnyrxmurM9RyHHZk/wuxHoFP13jNvVhXcq0WeXW5pmHd\n",
       "/LWyV1uOHZj4jrich/2dwMr5VYaWczrWos8Vy/YAlXFrsBb5moXH91AZcsmXVeL7hnMvdvxEtXuw\n",
       "YYTqv8VHmtimSNNUkUu/2AL4BJWW4Gyscrg8Pr4W2DWun8HQ7mewLvGDsC7yVbBu3V9TvyIc6etP\n",
       "B/4fVulNx7rlz8C6dHNHYhXQi7Bu4zNZ2S+wbt69sDHvKUBgaAu4VOd+tZdjLcqJWAt0CVa5VnsA\n",
       "+CPwA2BmfP2uhXK9F2tNT47l+idWydVSnec04ECsJXtaYf1PsB2oV8T3TANeT6WVXO0s7HvZCRur\n",
       "L1d91o9itnxnaW3gDXW2Ve2n2AGEm8VtvhjbsTkf2/k5CPtOJmJj+ls2uV2RpnRaRV7C9rKPpTKm\n",
       "J5LCIqxSugJYjFXg11M5+vsCrGK8HvgX1vorVroZNvZ8ClZxTQI+3uDzMqxlXO/11RX6SfH1fwfu\n",
       "xCrOj1W9/mJszPiv2MFafy08l2/vPuCN2FHUD2EV5icZWmlVl6s6S/54NeDHWLf5XVhvwtF1yvtu\n",
       "rMfhVqwXIS/rhcAXsIP37scOsjuwTpZaea7E/l7rYzsLuauwo+GPj/lux34z6u0o3Yx9n2fEHIuw\n",
       "7yc//fD72EF3f8GOPL8c20mol7PoGKzn4C/Y8MJPsB2oxdgO1YFYD8QD2JkMkxpsS6Tr7Y/98H2b\n",
       "oQeeiHSbi7Aj0aUzTcd2POYM90KRTtdpLfLNsSNTPwV8yDmLSKs0UUtn2Q8b5piGNRauZ+iBeCJd\n",
       "aSwq8pOwrrYbqtbvjXXD3U7ldJP7sEkgYOjYoEg30tSpneUNWBf3fGBThnbxi0gDu2CTNxQr8vHY\n",
       "WN8AdgDItdhBQVOxA0eORS1yERGRjjHA0Ip8J2ySitzhDD3/VkRERJrgddGUDRg6WcN92BHFzZpP\n",
       "7ckwREREetF12DS/bgYY2iJ/C3aKRu4gbOKJZvXK2GPZO0ACZe8AiZS9AyRS9g6QSNk7QCJl7wAJ\n",
       "lL0DJFL2DtCiuvWe11Hr87GJN3KzGTp9Yr8Y8A6QwIB3gEQGvAMkMuAdIJEB7wCJDHgHSGDAO0Ai\n",
       "A94B2sWrIv83dqWgAWxyhLdjkzGIiIhIhzkdm0lpKTYu/t64fh9svuu5rDwd5nB6pWs9eAdIIHgH\n",
       "SCR4B0gkeAdIJHgHSCR4B0ggeAdIJHgHaFGv1HvP67kCiYiINNBxY+QplOn+PazgHSCB4B0gkeAd\n",
       "IJHgHSCR4B0gkdCm7T5GZV56Lb21PMZQge4/UK+mXmmRB+8ACQTvAIkE7wCJBO8AiQTvAImENm13\n",
       "LH8Dwxh+VjsF7wBNqve37ZV673k9VyARkRHQb2DvGnFF3s1d6yIiIn1PFbmv4B0ggeAdIJHgHSCR\n",
       "4B0gkeAdIJHgHSCB4B0gkeAdoF1UkYuISKc7BfiKdwhJS+NDItLPOvk38F3AohrLCuDIUW7zZODL\n",
       "Tb52EHjfKD8H/Hca+mqMvEwPd5WIiHSpXwKrVi3/D3iQodfYGKlSk6/z3skZn3h7AZ1+1tGCd4AE\n",
       "gneARIJ3gESCd4BEgneAREKbtttNp5+9FGuR7zrC91wNPAmcgc0QmreSVwfOBx7Czrk+D7uiJsBX\n",
       "geeAZ+JnHhvXfx9YACzEpgjfuc7nfgB4FpuJdBFwblw/C/hN/Mw7gY8V3lMGzgJ+Hrf/PqxX4Cjg\n",
       "srid3wFrYTs5C4ErgTl1Muj0sy4TvAMkELwDJBK8AyQSvAMkErwDJBLatN1uqchnAncAn65afzhW\n",
       "AdcyCbgbOAxr3b4Fq1zzrvU1gP2BKcB04FfAbwvvvwg4tGqb7wL2xXqhPwE8ED+nlupu/HHAVdiw\n",
       "wARg41imveLz5ZjvDfHxFKwivy2+djXgJuB2YI9YplOBk+p8vipyEZE+0MRvYJa1vrSkhLVEfzvc\n",
       "C6vsil0hs+gy6o+Rb8vQ2dAuYvgx8seAbeo8dzJDx8h3wHYsij5HpSIuYxV30UUMvYbIt4HfFx7v\n",
       "C1xT5/NHXJFPqPeEiIh0s1KzY8rt8llgK2C7Eb5vFitX5HdTGSNfBfgu8Fqsmx2sZV6iUtlVV3qf\n",
       "wlrps+Jzq2Fd3c2YE9/3eGHdeODvhce1LsO9oHB/CdYtX3w8vcnPH1Y3H+zWC4J3gASCd4BEgneA\n",
       "RIJ3gESCd4BEgneABMIo33MEcAA2zj0SD1AZ887NoVI5fxLYHHgFMAPYDavE84q+uhLfBeva/xbW\n",
       "1b86Nk5db0en+v33APPi+/JlNaxVnb9+uN6LtvYiqyIXEZGU1scOUDsMuG4U7/8HdsDax4GJwJuB\n",
       "7QvPT8cOZluIjZd/qer9C4BNC49XjdtbiI2LfxGriOtZAGxSeHwldsDaZ4CpWGt8a+Dl8fl6OwSl\n",
       "OveTU0Xua9A7QAKD3gESGfQOkMigd4BEBr0DJDLoHSCBwRG+/v3AOtgR49Xnkv8gvuYI4A913r8M\n",
       "q7wPAR4F3oYdMZ77HlahPoJV+n9kaIv3+1hPwGPxtX+KyynAXdhOwD0N8p8IvBDrSj8bO/99X2ws\n",
       "/k7gYeDHVHYG6rXIs6r71a/p+2O9MnQeuYj0r76vBHpY9d82YPVdz/3Ne6VAwTtAAsE7QCLBO0Ai\n",
       "wTtAIsE7QCKhTdvtltPPOknwDtCkvprZTURERLpUr7TIRURGQ7+BvUstchERkX6iitxX8A6QQPAO\n",
       "kEjwDpBI8A6QSPAOkEjwDpBA8A6QSPAO0C6qyEVERGTMaXxIRPqZfgN7l8bIRURE+okqcl/BO0AC\n",
       "wTtAIsE7QCLBO0AiwTtAIsE7QALBO0ATdgFuHeY1YQxyuOjmirxMD/9hRES61LtYeWrWRdhUp0e2\n",
       "6TMvAbZMuL1Bhr8U6lgJWH3XczQ+JCL9rNt+A/8LuB9Ytw3bbvVy3LUatM1c03yk22zWiMfIu1XP\n",
       "FUhEZAS66TfwpViLfNcRvOcu4HDgJuziJycBk+NzAbv+92ewS56eGtfdW3j/Vlir+nHgRmC/wnOn\n",
       "AD/ELtqyGNij6rO/il0t7ZmY+9i4fkvgAuxCLrcCb22wzT1jGT4FXB+3cyK2I/NH7EpsF2CXVa2m\n",
       "irzLBO8ACQTvAIkE7wCJBO8AiQTvAImENm23W+ZanwncgV0PvOhw4LwG77sLqwA3wK7/fSnwlUKe\n",
       "ZcDXscucTmFoRT4RmBs/YwKwO3ZN9IPi86cATwA7xcf5DkLRRcChhcfT4vYPxlrb22JXQduqwTbn\n",
       "YVdnWxuYhV0e9WrgJfH5C7FLqlYbcUXeapeEiIh0onKCyr7c0nW0S8DPsAr56KrnvjHMezPgeGB+\n",
       "fPxV4DjgC/HxCuw65MviUrQjVvHmn3ERcD7WSv5FXHcOcHm8v7RB/ty+WMV8anx8LXaJ07cCX26w\n",
       "zeOwCh9sHH8BlWu0/zZmapkqcl+D3gESGPQOkMigd4BEBr0DJDLoHSCRQbdPbq0SLhoc5fs+i7VY\n",
       "txvl+4td5fdgrdrcw8Czdd43q+q9AHcDa8T7GdY1P5zijtAcYAesqz43AdtRabTNBYX7z1Q9XgJM\n",
       "byLHsFSRi4hIagE4Ajst7MlRbmOjqvv3Fx436m24H5iNtajz181h+NPTiqq3fw9wMbDXCLZRS6qd\n",
       "qyG6+fSzXhC8AyQQvAMkErwDJBK8AyQSvAMkErwDJBBG+Pr1gTOAw6h0I49UCfgwNka+BvD5uM1m\n",
       "XAE8jR0MNxHLvy9wZ2Hbw1kAbFp4fD6wOTbOPjEu21M55a0tFXSzVJGLiEhK7wfWwY72rj6X/Afx\n",
       "NUdgR3jXkwGnAX/BDpa7HTiq6vla7wHrct8P2Afrgj8eeDeVru+szvuLvg8cgB0x/z3sSPS9gAOx\n",
       "cfsHsIPtJo1gm9W5m31Pz+rrwotI3+v138B5rHxaWL/QXOsiIiL9pJsr8jLdP/4UvAMkELwDJBK8\n",
       "AyQSvAMkErwDJBK8AyQQvAMkErwDjFJgmClau/mo9bJ3ABERaYuNvQN0kMG4fMk3Rnq9Pj4kItKI\n",
       "fgN7l8bIRURE+okqcl/BO0ACwTtAIsE7QCLBO0AiwTtAIsE7QALBO0AiwTtAu6giFxERkTGn8SER\n",
       "6Wf6DexdGiMXEZGeVAZ+7h2iE6ki9xW8AyQQvAMkErwDJBK8AyQSvAMkErwDJBBG8Z67sPnOn8Su\n",
       "GHYZ8N+0Nif5SHohTqFy/fJcGMH7y3TRToMqchERSS3DLlSyGnblsm9glzU90TPUGBrvHaAbaHxI\n",
       "RPpZp/8G1porfXtgOfCiJrexMXbp0Cexi6ccx9BW8q+xi5c8EV/3wrj+A9iFU5ZiF2o5N64/HJgb\n",
       "t3cT8KY6n7t3fO+z8f3XxPUzsB2R+7ELsHyFSmP4EKzX4RjgkfjcydhFYv4Qt3MJsB52QZbHgVuA\n",
       "bWt8/ojHyLtVzxVIRGQEOv03sN5FT+7GutgB3knjy5xeDnwbu2Rofl3znxWePwSYFp//LpUKF6wS\n",
       "/XLV9g7AKlKAt2FXNFuP2r5U9VkAvwV+CEwF1sYul/qBQpZlwEewyn0K1r3/MPBSYDJwITbkcBA2\n",
       "xPAV4G81PlsVeZcJ3gESCN4BEgneARIJ3gESCd4BEglt2u6wv4EZZK0uLZShXkV+OfC5Jt6/EVYx\n",
       "Ti2s+yX1x61nAiuAVePjkxl+jPwa4A11tleu+qx1gSVYBZ17B5WK+BBsJ6XoZOCEwuOPYj0BuW2w\n",
       "lnm1EVfk3T7X+mBcRESkoNTagWXtsgF2je/hzMIquWcK6+4GZsf744GvYq3stbFKHGAtrBu7lr2w\n",
       "lvtAfDwdWLPJ3HOwlv8DhXXjgHsKj++t8b6HCveXVD1+JmYYTmCYnalur8i73aB3gAQGvQMkMugd\n",
       "IJFB7wCJDHoHSGTQO0ACg4m2sz1WkV/axGsfAFYHVsGOfgerTJfH++/EWtN7YhX8TGwHId95qW69\n",
       "zgE+gfUSXB6fv4b6Ozsrqh7fi42br1njuVy7eooHGeaiKTpqXURE2iGvJFfDjmA/HeuuvqnuOyru\n",
       "Bv4N/C/WEt45biM3HatYH8PGyb9W9f4FwCaFx9OwivYRrN57L7B1g89fgLXc8zI8gB1wdwzWfT8O\n",
       "2BTYtcE2xqxHRBW5r+AdIIHgHSCR4B0gkeAdIJHgHSCR4B0ggTDK952HHaB2DzYu/h2sAs29C7ix\n",
       "wfvfCeyAVdZfBE4tPPczrLKfH7eRt7JzJ2JHsT8OnA3cDJwVX/cgVok36hn4dbx9FNuhAHgPMClu\n",
       "67H4mvxguYyVW+TV6+q9pm/1SuGDd4AEgneARIJ3gESCd4BEgneAREKbtjuWv4FhDD+rnYJ3gCbp\n",
       "qHURkT6g38DepbnWRURE+okqcl/BO0ACwTtAIsE7QCLBO0AiwTtAIsE7QALBO0AiwTtAu6giFxER\n",
       "kTGn8SER6Wf6DexdGiMXERHpJ6rIfQXvAAkE7wCJBO8AiQTvAIkE7wCJhDZt93Eq5yVr6a2l1vzr\n",
       "DXXzFK0iIv1qjTH8rEBvTDUb6I1y9AyND4mISD/RGLmIiEgvUkXuK3gHSCB4B0gkeAdIJHgHSCR4\n",
       "B0gkeAdIIHgHSCR4B2gXVeQiIiIy5jRGLiIi/aQnx8jL9HBXiYiICFbPlZ0ztEWvtMiDd4AEgneA\n",
       "RIJ3gESCd4BEgneARIJ3gASCd4BEgneAFvVki1xERES6VK+0yEVERJqhFrmIiEgvUkXuK3gHSCB4\n",
       "B0gkeAdIJHgHSCR4B0gkeAdIIHgHSCR4B2iXZivyAeDV8f4qwGptSSMiIiLJfQD4F3BHfLw5cKFf\n",
       "HEBj5CIi0l9aqveuAyYD1xTW3dBSnNapIhcRkX7S0sFuS+OSm9BogzIiwTtAAsE7QCLBO0AiwTtA\n",
       "IsE7QCLBO0ACwTtAIsE7QLs0U5FfDHweGxt/DfBr4Lx2hhIREZHmlJp4zXjgfcBe8fGfgZ/i2yrP\n",
       "aC67iIhIL+i5ek9d+yIi0k9aGiOfV2O5M02uvhe8AyQQvAMkErwDJBK8AyQSvAMkErwDJBC8AyQS\n",
       "vAO0y4QmXrN94f4U4ABgzfbEERERkbFwtfPnq2tdRET6Sd16r5kW+XaFDYwDXo4dACciIiJdYBC4\n",
       "KC4XAD8BtvAMRO+0yIN3gASCd4BEgneARIJ3gESCd4BEgneABIJ3gESCd4AWtdQiD+lyiIiISEqN\n",
       "zkn7ZLyt3gsoxXXHtCVRc3rufDoREZEG6tZ7jVrkq1K7KV+qs15ERESkKb2yIxG8AyQQvAMkErwD\n",
       "JBK8AyQSvAMkErwDJBC8AyQSvAO0qKUx8qnYFK0vjPfzjR3aei4RERFpt7OAr2CzuR2MHbl+rGui\n",
       "3mmRi4iINKOleu/aeHt9vJ0IXNFSnNZlQJnu7yoRERFpJGD1XUsV+ZXx9hJgG2Bt/Oda75UWefAO\n",
       "kEDwDpBI8A6QSPAOkEjwDpBI8A6QQPAOkEjwDtCilsbIfwKsARwJ/A6YDnwhTS4RERFpt2Yq+7HW\n",
       "Ky1yERGRZrRU790D/BjYk86ZhEUVuYiI9JOW6r1pwNuB3wJ3A8cDuyQI1YpeqciDd4AEgneARIJ3\n",
       "gESCd4BEgneARIJ3gASCd4BEgneAFtWt98Y18eangDOB/YFtgRnYhVRERESkSwTgh8A84FfAW1zT\n",
       "9E6LXEREpBkt1Xt3AecA78COWO8EqshFRKSftFTvzUiVIqEMshd7h0ggeAdIIHgHSCR4B0gkeAdI\n",
       "JHgHSCR4B0ggeAdIJHgHaFFLY+QLEwZJ6QLItvEOISIiIiOXQXYgZPdANts7jIiISJv13JByLFD2\n",
       "KchuhGymbxwREZG2aqkinwK8C/g88KW4fDFBqFbkFXkJsu9D9nfI1vSNNCrBO0ACwTtAIsE7QCLB\n",
       "O0AiwTtAIsE7QALBO0AiwTtAi1oaIz8XeAOwDFgcl6fS5GpVKQM+gV3Y5SrIdncOJCIi0nFu9A5Q\n",
       "Q409k2w/yOZBdi5ku1lrXUREpCe01LX+Y6DTTvWqU6BsCmQfgexmyG6B7GuQ7QTZ+LGNJyIiklRL\n",
       "FfktWLf6bcANcbk+QahWDFOgrBQr8K9Bdj1kiyC7BLJjIDsUsl0hm9UBrfbg/PkpBO8AiQTvAIkE\n",
       "7wCJBO8AiQTvAAkE7wCJBO8ALWrpeuT7VG3Eu/JrQikDLo/LEfGo9u2A7YFdgUOBzYCZkD0EFJcn\n",
       "sGMAFlfdLsV2aJ6Ly5D7d7PR+zbi3h+X/HdyRESkjzRbKW+LXfEsAy4BrmtbouZkJNmhyFYB1gbW\n",
       "KSwzsKlop8XbfJmE7fhMACZW3U64gles/Qr+9cESnN96LhERkSFaqvcOww54+zLwFaxr/eNpco1a\n",
       "x50Yn8FpGbzTO4eIiPSkluq9G7DWaW5aXOepEyvyEzL44AjfFtqRZYwF7wCJBO8AiQTvAIkE7wCJ\n",
       "BO8ACQTvAIkE7wAtauk8coAVde5LxZPAqt4hREREqn0CO4CrDPwvNj7+/zwD0Zkt8i9kNvQgIiKS\n",
       "WktHrR8DXAzsHDd0CHBNkli9ZRGwsXcIERGR3Grxdo24rBmX/LGnTmyRH5rBSSN8W2hHljEWvAMk\n",
       "ErwDJBK8AyQSvAMkErwDJBC8AyQSvAO0aFQt8tOB1wNX19mAWp9DLaKy8yMiIiINdGKL/LUZ/MU7\n",
       "h4iI9KSWjlq/sMl1/e5ebLY4ERGRMdOoIp+KjYmvTWVcfA1gANig7cm6zy3AtMy+n2aF9kQZU8E7\n",
       "QCLBO0AiwTtAIsE7QCLBO0ACwTtAIsE7QLs0qsj/G/g3sAVwVWH5HXB8+6N1l5J1e5wLvMs7i4iI\n",
       "SNHHvAPU0HFj5AAZbJ3BggzW8s4iIiI9paUx8gxYvfB4deDDrSbqRSWbk/5E4E8ZbOmdR0REBGpf\n",
       "6ezaMU8xVEe2yAEyGJfBxzN4JIPrMzg7g5PjXOzHZfDdDI7J4NsnwRln8ebvxMusdqvgHSCR4B0g\n",
       "keAdIJHgHSCR4B0ggeAdIJHgHaBFLc3sNi4u+Rzr47HLd0oNJfuejs3gh9jlXweoXAZ1EvbdlYDS\n",
       "UzD9Ul73Omxs/e8+iUVEpNd9G/gVsCfwauDXwHdcE3Vwi3zksl9AdrB3ChER6Wgttcg/C3wA+FB8\n",
       "fAHw0wShxMxjZKesiYiIdKwAXIJ1S+/W4HW90iIPkB0K2SneQVoQvAMkErwDJBK8AyQSvAMkErwD\n",
       "JBC8AyQSvAO0qKWj1nfGWuG3Y63HecCdaXKtZAU2Z/lk4L42fUanuQ7YwTuEiIj0rv8A+wDrYudH\n",
       "50s7lOLtOsAvGryuV1rkQDYOsgch28Q7iYiIdKyWWuRPAH8EFgCPFJZmnRTfe0PV+r2BW7GW/mer\n",
       "gj6Btcr7QGkF9v2+3juJiIj0pm8ARwM7AS8rLM3aBXgpQyvy8cBc7CCvidh56VsB+wM/As4Adm2w\n",
       "zV5pkQe7yd4CWbdeiCZ4B0gkeAdIJHgHSCR4B0gkeAdIIHgHSCR4B2hRS0et7xg38PKq9bs3+eGX\n",
       "sPJR2a/AKvK74uMzgDdiOw2/bXK7pxTe/wS2MzAYH4d42+mPo3UWwWkvh2wOlO7uoHz99HjbDsvT\n",
       "74/19+icx9t2WJ7RPmaY5zvtcX5/gA4xwNAW+QHATwqPDwKOG8H2eqVFXpD9H2Rf9E4hIiIdqaUW\n",
       "+ZfiBkpVG/pyOwL1sROAP0L2TSgt9Q4jIiLdoZmD3Z6Ky2Ls9LDX0XpTfz4wu/B4Nv1zullRqNwt\n",
       "XY+divYepyyjFbwDJBK8AyQSvAMkErwDJBK8AyQQvAMkErwDdJLJwMUjfM8AQ7vWJwB3xPWTqBzs\n",
       "1qxeadGHoQ+zV0J2D2TTXNKMTvAOkEjwDpBI8A6QSPAOkEjwDpBA8A6QSPAO0KKk9d4a2IFqzTod\n",
       "uB9YCtwLvDeu3wc7R30u8LkRZuiViryG7DTIjvJOISIiHaWleu+GwnIT8DDwsQShWtHLFfkGkD0C\n",
       "ma5nLiIiuVHVexvH2zlYF/gAsCGdcQnTDCjT/V0lofbq7AOQXQfZ1DFNMzrBO0AiwTtAIsE7QCLB\n",
       "O0AiwTtAAsE7QCLBO8AoBay+G1VFflW87cSJSnqlRR5qr85KkJ0B2Yl2v6MF7wCJBO8AiQTvAIkE\n",
       "7wCJBO8ACQTvAIkE7wAtqlvvNaokrsWuPf4h4Jiq12ZxnZf8dLgelq0K/A34M5SO9E4jIiKu6tZ7\n",
       "jU4/OxBYjk2nuiowvbCsmjigrKS0CDvV782QfcsuriIiIjJyr/MOUEOPd60XZWtAdglk50K2dtsT\n",
       "jVzwDpBI8A6QSPAOkEjwDpBI8A6QQPAOkEjwDtCilq5+9oeEQWTESo8Br8auFHc9ZAeqdS4iIt2u\n",
       "V1rkI5S9CrKr4nJwl00cIyIio9dz9V6vnH42ClkJsjdAdj5kT0D2O8j+B7IA2TpdcJS7iIg0LzDM\n",
       "6WfN/OhPAz4BbAS8H3gBsAVwfsvxRq9XjloPVC5dNwrZOsAecTtbAy/Eprx9OC5PAEuwWfXy2xW1\n",
       "NlRjXalgCkUjAAAez0lEQVR6+TxHbXoUXzipBKemK0PHCKgcnSSgcnSKQPeXAbq/HHXrvWaufnYy\n",
       "dk75K+Pj+4Gz8K3IBYDSQ9i13M+wx1kJO6NgLWBtYCY2N/6Uwm31P4Ra/zDyK90NWWaw8Cng3Qyt\n",
       "yEVEpMPlE8NcU1h3nUeQgp4bK+gGGUzL4PGsgy50LyLSJ1o6an0pUJwqdNO4TvpMyS5nezzwRe8s\n",
       "IiLSvL2wy5Y+DJwG3A3s7pqod1rkwTvASGUwM4P7M/t3AV1YhjqCd4BEgneARIJ3gESCd4AEgneA\n",
       "RIJ3gBbVrfeaGSP/C3A1sGN8fBhWqUsfKsETmc36d1YGH54Ejy7zDiUiIg2dB7wTO3q9U/RKi7xr\n",
       "ZbBTBtdm8EAGF2bwqwx++TRTfvlRjj1dk9aIiCTV0ulnAXg7NlXrv7AjpM/HTmfykgH/i51KMOiY\n",
       "o+9ldrnbzbEj5Cc+x/iJr+Ky/7mSHU6C0ved44n0ljLjsWOWVincjo/P5meYNHN/AWUWNfic9YEZ\n",
       "2OmsxWVy4X7eo7vSGS6Fz/s7ZR6t8xm7A2vG7YyPt7WWXPW2qx/fSJmLGpTp/dh3Nh47Pmx81f3i\n",
       "bbEhYp9R5vM1tjkJO8c7P013XJ3bWutyv6DMpVXbXRf4MvAwlzGZ+3kFN7ErLZx+NhiXCdjY+PuB\n",
       "k4DVmnhvO5WdPz+FQJfviJTsevV/rqxZDuxwMXApZPOg9DunaCMV6PK/RRTolnKUmQisC8wC1gfW\n",
       "Iz9F8gpewA7Mo/X5Im6nzDlN5tkaeCNWgdVaVqX2AcK1Wkq2bi6T2ez5g4OzlZ4336VM7Z1eqzw+\n",
       "QqXSngg8Azwdl2eA56hUFjR5/5PAuTU/M/9k2A14ltuYzOY8Cjwbl6XxdnnVdotLvv5WqFORw37Y\n",
       "/CTLYxlqLcupnD9dqyzFx/U+x1zDnryUh7C5NJYXbov3lxU+s5n5SjLsIOAsbqPWbb11+b+BWrmX\n",
       "YGeKPc6reAS4MlbkNTVTkYP9I3oD8DbgZeg8YmmodCdkbwJ+D9nroXSld6K+UGYVzmYz3swGwFbA\n",
       "ZljFODEuxdYBLdwvPr6fMm8aQcYtgTOxint17HibBwrLM8AKJrE29mNW/MEbjZEczzMVG0J8FLgT\n",
       "WBiXJwu3y6veU28eBnMZO7IZ/6x6XfV7nmiQ6UfAKVQq7aWUx2Boscx/Fx4F2rFzWOYTybfZyLn8\n",
       "iHMTl6PMMuCrSbdp212I/e2b0sze7q+AHYA/Yd3qf2flf8xjrVdmdutx2X7AT4ADoHTpcK/uOGUm\n",
       "YBXiltgEO6tRvyuuVtdcs6+t7s47nzInNJlxPNayeiFWOc4FbgZuAW7HWgvPUWlpwMi6YOvdzx8v\n",
       "oTyCeSXKrIJ9nw8AD1F2/y0R6RZ1671mKsPXAn/Fv/IuUkXeNbLXAj8Hvg18D0rPOgdqzCrG3YF3\n",
       "APsDDwE3xdu8RVbsiqt12+i5Rrd5BXkXZW4YQeZ9gDuAOynz3GiLLiIdbVQV+Z7AhcBbGNq1lU/f\n",
       "eXaqdKPQKxV5oFvGM+sLDFuGbFOmLTie9a9+CQODF7HN6dcx495nqXT51lomDPN8cWnm38JhlLm8\n",
       "YTnKPI21bu8HTgfOoMx9TWy7kwS6/98UqBydJND9ZYDuL8eo5lrfFavI96P2GJVnRS7dosyuUCoD\n",
       "2/PMzLksePFOzH3tAYxf9hirPDKPVeffxRp33MvkRYuBxVgXcLNL3mVc60Iw1f7TxGtuAXajzG0j\n",
       "K6SIiJ9mWjKbYAd+DLduLPVKi7x3lSlhB4G8B/gs8GvKxG71bDLwKmzY5pXAtlgr+CrsKNfbgduA\n",
       "e4FHodRJwzoiIh5aGiO/GjtSvegqYLsWQ7VCFXkns4PEfgi8GHg9ZR5p/IYsP6jspdg56fmyIXba\n",
       "z2PAAuzI4aexA7jy2/wgrurTSfLH2Wv4y5onceik2cwvHokrItJNRtW1vhV2JOxM4M1UxsZXw05p\n",
       "8Vam+yeECYwkv513+0qsNbs11jOyNjapwmQqkypkVM75rF6W1Vmfn8u5fJj7H606/WVoGcrMAM7B\n",
       "Th16dcNJJ55Xeg64IS5VsgmxjOti//ZWwU4Rym8nsvIED8WJHkpX87In1+GhgzJ4XwlOrBNiaDm6\n",
       "V0Dl6CSB7i9HoPvLAN1bjsAw88Q3qsg3x8bHZ8Tb3CJsUhhvZe8AY6bMS4CPAQdgpxddhJ0OOBc7\n",
       "mvoRbJKGvLItYRVc9axMxaX4fL4TkO8I1Ls/rolzWBdjR6mfmubUotJzVM4xHpVHgUnwM2wq2XWB\n",
       "b5Y66ywMEZF6BuPypXovaKZ7eidoeLSvh/7oWi8zG/gu9jf4AXAS5dFXaP0us676nwGzsfkR/kNl\n",
       "EpLlS5i84pN858Ef8NG7HWOKiNQyqq713Iewo3nz2YdWB74DHJokmtRWZk/ssrE/BN5NmWecE3W9\n",
       "EtyX2WmVOwL7YJdizacFnbCUyTOuYIe1IPsQlM7yzCoiktK1Ta4bS71y9bNQc22ZN1NmAWV2G9s4\n",
       "oxK8AyQS7CbbEbJbITsHsjmuiUYneAdIJHgHSCR4B0ggeAdIJHgHaFHdeq+ZS02WgDUKj9egcrUd\n",
       "Sa3MtsAJwN6Uudg7Tv8p/RN4CfBv4CrIvgvZps6hRERa8h5sLPErwFHx/ntcE/VOi3yoMhMoczVl\n",
       "DvaOIgDZhpB9C7KHILsRsmMgezdkL4ZsFe90ItJXWroeOcCLsPmnAf6GXZTBU28e7Fbmv4B3AXuM\n",
       "yRWOpEnZOGB77P/AS7AJbDbGzmu/Ky73YmcPPBxvH8GOK3mmankWSg3/thmsU7KzEUREci3Xe7sA\n",
       "743318Z+xDz1SiUXnr9XZhxlbqH8/A5TtwjeARIJI3t5Ng6yWZC9ErJ3QvYZyL4J2YmQnQvZZZDd\n",
       "bNdkzx6EbCFkz0K2HLJnIFsM2ZOQPQ7Zo7HV/+BEls5/iLUezeAbmR1Y2uZydKzgHSCR4B0ggeAd\n",
       "IJHgHaBFdeu9Zo5aL2OzuG0BnIydd/wLbFISSefVWItt0DmHNKW0AptW9n7gH82/L5uA/R+qeTnT\n",
       "ZUwadz77rvpeTvkMMDez0+QuwKZEXoBN3lO8alp2M1s9+yJuWZaoYCLSg67DfmSuKay73ilLrlda\n",
       "5BVlfkSZT3rHkM6RwUAGn87g9xlcn8GDGTyawRMZPJnB4hXw9Lf41COxN+AF3plFpG1aqveujLd5\n",
       "RT6NzqjIy3R/V4mxbvX5lNEPsYxCtgVkR0O2ALKLIPuInTqX9d5xJCL9J2D1XUsV+aex06HmAR8A\n",
       "/gl8vMVgreqVFnkAoMzLKXOrb5RRC94BEgneAVqXTYYjj4TsVMgejhX7BXHc/iuQfTiO578OsldB\n",
       "tjVksyGbYe8decWfwbSsPQeehjZs00PwDpBA8A6QSPAO0KKWxsiPxmbAWoTNv/4FbMxO0nklGhuX\n",
       "lpWWApfCUUfFSnkDYBtsatpZ2NXoZmLXT8hvZ2AXo5kMTIQsv6jOUioX1FlRb/kNb5nxFs5enMGv\n",
       "7bO5Gnis1Ds72yIdr1u73nrr9LMyJwFXUOYE7yjSz7ISQy+sM5nKgXnjsP9z44rLJJY+t5QpqwNv\n",
       "xKa+fQk2/LYQu2peXukvB7JlTJhwKCfN/QXv/jVwCXBjPHBQRBob1Vzrl2FHpi9m5b3rDLtG9NHA\n",
       "/yUI2O9eCvzIO4T0u1KGtcSXNvuOZ3n+l+X5I/czq/xnUqnw8yvo8Uf2We0idt8R2AEbolsHsn8A\n",
       "N2JH5t+LnX+/EHgS6wmMvQOlEV+xLoMJJduhEOlZrbRq18T+826RKMtI9EqLPFDmH9gP11qUedo7\n",
       "0CgEemNYIKByOMjWxRoMW2LzU8wGZsAf14d9JgKrYpfcnYz9v3+2xpKfipcvWX5/HgPrDnD349j1\n",
       "Ie4GHgSeBpZhFfzy+HruYs60/+KnV1zIq2+Jl89NIdBVf4+aAt1fBuj+crR09TOAl2GTwqzAWupX\n",
       "Y5d57rbJSzrRC4F5XVqJi7SotAA4u8YTgZV+dLPxDO36z7v/x9VYSsC4PfjbM3ey6RSsy382sAkw\n",
       "Ffvtm0jluhGl5YyfdRMv+iLWSzAPuB24DbgHeDwui7Gdh2WF23zJdwoKOxPbz4R/rVVYv6L6NY8z\n",
       "80UzWXgf8FDJ1ouMSDOt2i8Cb8X+s5WwsbCzsLnXvfRKixzKvAPYnzJv844iIgDZVGBT4AXYAb6z\n",
       "saGC1an0EOTLpMJtfgxBvduV1k3k2dJdDDw+iwcmxM9YiE0MtQR4bgHrTFmPBX/HJgN6sHD7IDbs\n",
       "UGuHIrOl9lTAmeXdANspWQQ8q4MTu0JLLfKDsKNdl8THX8cmifGsyHvJbGyPX0Q6QukZbMz+xnZ/\n",
       "0jKsRgXIrHdhNazHYCow4UTe9wJsB2I9YAA7tmC9uExn6M5EvpSe32LlzvPLJtyZXc+LF07nqXFx\n",
       "G+Myi/J8j8HtbLZoc26/DduxeKJqWYz1PuRDGsX7eU9D9kbOWevHfGD9dXh4IUN3NJ4DsjN524QD\n",
       "OfMabMfl6cLtsuGuR1BLZr0rK/pxp6SZinw+9o8qr8inAPe1LVF/CcBGWPddtwp097hTLqBydJJA\n",
       "n5WjZAf1PTx07ddvsrbTaGQl2+zQZR6blFZl8XP5wYNZZUfg+Z6Dj3HcxtgOxEz45g7w2QXYqYqb\n",
       "YL0S+QGMtaYaLgGl+WwwbQlT7sNa/cUdjQkAC1h3i/h4lcIy1baR5RcZev4YBqp2SKrXL2TGWjN4\n",
       "cnpW2Vl4jsKOw8fZZ/lx/OEWrC7Ll6VVjws9GpWdki/w5S2/zJeKx2MsB5Y/x/jsCL6WHc1nbmTo\n",
       "zkp1L0lVb4kt23D95HN401abMO/J4rYXM610FEc+vANXTN6A+VMeZL2n38h5df/SjSry4+LtQuAm\n",
       "4C/x8WuozPYmuTKlUV6xbDZwYeo4ItLvSsXKrv6rKgcNFuxTnJL7MTh8cKSf/m9gTsNXHEelminK\n",
       "JlLplXj+GIYay5D1M1m4KKP0KFav5cdA5LecyervwnqTp9RZiqdb5tsdB5RuZOvlwBUMPQtj/DIm\n",
       "TvwPW+yE7eTUGnKpXoaU4SHWmbCCcU9iQyXFnaHp1/PiLdbm4SUzeWLJnWwytdE32Wic+RCG9slX\n",
       "3z+10YbbLO0YeZkS9oeYBawfb9fBxqyKE2fkyyqs/I/gSsrsMorP/hfwQcpc1XI5RESkV41qjPyU\n",
       "eDsV2CxuZC6VLvbuU2Yt7JztLeKyOVa2Wdge6QPY1awewA4qeQI7cnVh1fIUQ7tjlrDSHm3TdqQP\n",
       "x3RERCSNRq3aicBXgUOpHIy1EXYp0yOw/n4vzbXIy6wL7INNMbsDsBZ28ZdbsHHp/2A7J/Mp81S7\n",
       "wjYQ6P5xwED3lwFUjk4TUDk6RaD7ywDdX45RtciPxo5o3Bg7WAHsiMrvAN8GDksYcDTK2B9lsGrt\n",
       "RGB/4CPYuaMXAH8CjgJupazzNEVEpGsEhrngS6NW7Vys67m64huPtWQ3ayFYq2rvmZTZBzgW6x4/\n",
       "Dvgd5VF3eYuIiHSKUbXI83MCqy2vs95PmQnA97Bu9I9S5o/OiURERMbEuAbP3QIcXGP9u6GDrp1d\n",
       "Zhx2YN4WwHZdVokH7wAJBO8AiQTvAIkE7wCJBO8AiQTvAAkE7wCJBO8A7dKoRf4RbFrWQ+H5U6O2\n",
       "w0692r/NuUbi/dgQwG6UecY7jIiIyFga7sjvErAH8CKsf/5mOmPyEhsrKDMLO8F/d8rtn05RRETE\n",
       "Se9cYySy867LnEWZo5yziIiItFvd+UYajZF3tjL7A9tAV1fkwTtAAsE7QCLBO0AiwTtAIsE7QCLB\n",
       "O0ACwTtAIsE7QLs0ez3yTvQTYD/KXTzTnIiISJ/KKLOJdwgREZEx0nNTefdcgURERBrowTHy3hC8\n",
       "AyQQvAMkErwDJBK8AyQSvAMkErwDJBC8AyQSvAO0iypyERERGXPqWhcRkX6irnUREZFepIrcV/AO\n",
       "kEDwDpBI8A6QSPAOkEjwDpBI8A6QQPAOkEjwDtAuqshFRERkzGVAmR7ewxIREcHquTI9eGxYzxVI\n",
       "RESkAR3s1qGCd4AEgneARIJ3gESCd4BEgneARIJ3gASCd4BEgneAdlFFLiIiImNOXesiItJP1LUu\n",
       "IiLSi1SR+wreARII3gESCd4BEgneARIJ3gESCd4BEgjeARIJ3gHaRRW5iIiIjDmNkYuISD/RGLmI\n",
       "iEgvUkXuK3gHSCB4B0gkeAdIJHgHSCR4B0gkeAdIIHgHSCR4B2gXVeQiIiIy5jRGLiIi/URj5CIi\n",
       "Ir1IFbmv4B0ggeAdIJHgHSCR4B0gkeAdIJHgHSCB4B0gkeAdoF1UkYuIiMiY0xi5iIj0E42Ri4iI\n",
       "9CJV5L6Cd4AEgneARIJ3gESCd4BEgneARIJ3gASCd4BEgneAdlFFLiIiImNOY+QiItJPNEYuIiLS\n",
       "i1SR+wreARII3gESCd4BEgneARIJ3gESCd4BEgjeARIJ3gHaRRW5iIiIjDmNkYuISD/pyTHyMj3c\n",
       "VSIiIoLVc2XnDG3RKy3y4B0ggeAdIJHgHSCR4B0gkeAdIJHgHSCB4B0gkeAdoEU92SIXERGRLtUr\n",
       "LXIREZFmqEUuIiLSi1SR+wreARII3gESCd4BEgneARIJ3gESCd4BEgjeARIJ3gHaRRW5iIiIjDmN\n",
       "kYuISD/RGLmIiEgvUkXuK3gHSCB4B0gkeAdIJHgHSCR4B0gkeAdIIHgHSCR4B2gXVeQiIiIy5jRG\n",
       "LiIi/URj5CIiIr1IFbmv4B0ggeAdIJHgHSCR4B0gkeAdIJHgHSCB4B0gkeAdoF1UkYuIiMiY0xi5\n",
       "iIj0E42Ri4iI9CJV5L6Cd4AEgneARIJ3gESCd4BEgneARIJ3gASCd4BEgneAdlFFLiIiImNOY+Qi\n",
       "ItJPNEYuIiLSi1SR+wreARII3gESCd4BEgneARIJ3gESCd4BEgjeARIJ3gHaRRW5iIiIjDmNkYuI\n",
       "SD/RGLmIiEgvUkXuK3gHSCB4B0gkeAdIJHgHSCR4B0gkeAdIIHgHSCR4B2gXVeQiIiIy5jRGLiIi\n",
       "/URj5CIiIr1IFbmv4B0ggeAdIJHgHSCR4B0gkeAdIJHgHSCB4B0gkeAdoF1UkYuIiMiY0xi5iIj0\n",
       "E42Ri4iI9CJV5L6Cd4AEgneARIJ3gESCd4BEgneARIJ3gASCd4BEgneAdlFFLiIiImNOY+QiItJP\n",
       "umqMfBrwL+D13kFEREQ6XSdW5J8BzvQOMUaCd4AEgneARIJ3gESCd4BEgneARIJ3gASCd4BEgneA\n",
       "dum0ivw1wM3Aw95Bxsi23gES6IUygMrRaVSOztELZYDeKcdKxqIiPwlYANxQtX5v4FbgduCzcd1u\n",
       "wI7AO4H3A6UxyOdppneABHqhDKBydBqVo3P0Qhmgd8qxkglj8BknA8cBPyusGw8cD7wamI+Nif8O\n",
       "ODI+fzDWKtdBbSIiIg2MRUV+CTBQte4VwFzgrvj4DOCNwC3x8aljkKsTDHgHSGDAO0AiA94BEhnw\n",
       "DpDIgHeARAa8AyQw4B0gkQHvAO0yVl3XA8B5wDbx8QHAa7Huc4CDgB2AjzW5vbnApgnziYiIdLLr\n",
       "qDPOPxYt8lpa7TLfLEkKERGRLud11Pp8YHbh8WzgPqcsIiIiMowBhh61PgG4I66fBFwLbDXmqURE\n",
       "RGRYpwP3A0uBe4H3xvX7AP/Bxrs/1+S2ap2y1qlqnXa3BnABcBvwF4aeDvE5rFy3AnuNUcZmzAYu\n",
       "Am4CbgQ+Htd3U1mmAFdgO4w3A1+P67upDEXjgWuw406gO8txF3A9Vo4r47puLMdM4CzsQN2bsWN9\n",
       "uq0cW2B/h3xZiP0/77ZyfA77nboBOA2YTPeVoeeNxyr9AWAind+K3wV4KUMr8m9hM9eB7Yh8I95/\n",
       "IVaeiVj55tI5k/WsR+UAi+nYztdWdF9ZVom3E4B/AjvTfWXIfQL4JXbKJnRnOeZhP7JF3ViOU4FD\n",
       "4/0JwAy6sxy5ccAD2A58N5VjALgTq7zBZgc9mO4qQ1/YCfhT4fHhcelkAwytyG8F1o3314uPwfYM\n",
       "iz0Mf8ImxulE52Dn/3drWVbB5i14Ed1Zhg2BvwK7U2mRd2M55gFrVq3rtnLMwCqPat1WjqK9sFOG\n",
       "obvKsQbWyFgd26E6D5sptJvKMGrdtAeyAdY1n7svrusm62Ld7cTb/B/YLIYe7NepZRvAehmuoPvK\n",
       "Mg7bA19AZaig28oA8F3g08CKwrpuLEeG7ZD8m8ppqN1Wjo2xiatOBq4GfoJd9KnbylF0IDYcCt1V\n",
       "jseA7wD3YEO5T2Bd6t1UhlHrpoq812Z5y2hcpk4r73TgN8BhwKKq57qhLCuwIYINgV2xFm1RN5Rh\n",
       "X+AhbByz3hwQ3VAOgFdhO4X7AB/BhqKKuqEcE4CXAT+It0+xci9hN5QjNwnYD/h1jec6vRybAv+D\n",
       "NTZmYb9XB1W9ptPLMGrdVJH3wilrC7DuHYD1sR9lWLlsG8Z1nWIiVon/HOtah+4ty0Lg98B2dF8Z\n",
       "Xgm8AeuWPh3YA/ubdFs5wMZhwVq0v8Vme+y2ctwXl3/Fx2dhFfqDdFc5cvsAV1G5aFU3/T1eDvwD\n",
       "eBR4DjgbG47t1r9Fz+rGU9YGWPlgt3xc5nBWPvBiEtZddwedc8GYEjZP/ner1ndTWdaicrTqVODv\n",
       "wJ50Vxmq7UZljLzbyrEKsGq8Pw24DBub7bZygP1b2jzeL2Nl6MZygE2VfXDhcTeV4yXYWTVTY5ZT\n",
       "sZ6ebipD3xjNKWte8tPunqVy2t0a2LhgrVMhjsDKdSs2fW2n2Bnrlr6Wyukpe9NdZdkGG8O8Fjvl\n",
       "6dNxfTeVodpuVI5a77ZybIz9La7Ffnzz/8vdVg6wCuRf2PSZZ2MHwHVjOaYBj1DZwYLuK8dnqJx+\n",
       "dirWk9htZRARERERERERERERERERERERERERERERERERERGRtBbH2znAOxJv+4iqx5cl3n5qhwDH\n",
       "Jd7mt7Fz38HmJB/ryZwGsdn82u0NwBfG4HNERKRKPn98oDJjWrMmNLntbnEwrVXk1VM/r0rlmuNj\n",
       "ocTKs3RdhE2fOhafnV8eU2RMdNNc6yJj4RvYBTyuwS4QMw44GquIrgM+EF8XsMs9novNTgY2D/2/\n",
       "4+P3F7Y3NW7v53Fd3vovxW3fgM0497bCtgexi1fcAvyiTtbBuP0rsBkPd47rD2FoRXw+dqGY/LO/\n",
       "FTNegF268WJsisr9Cu+ZjVV+twFfLKw/KH7eNcCPqPyGLMZa3dey8uUg34jNrlXMnVeqi4Gj4vsu\n",
       "B9aJ608Bvo/1XtwBvKXw/k9T+XuU47qB+B2cin2fG1LfO7Dv+wYqU3Y2Wr8YOAb7zv6KTfkL8HFs\n",
       "JrHrqFwxLIvl2KvB54uISBvkrebiHOZgFffn4/3J2HScA1hluxjris+tHm+nYpVB/ri6RZ4/fgs2\n",
       "bWQJq8Duxi7wELDLMM6Kz/0Du1pYtYuwHQGw6YsviPcPYWhFfh6VinwFlekoz46fPx54MVY55++/\n",
       "P+afEsuyHdYd/rv4erCrfr27sN0DamQE+CHw5qrceUW+Anh9vP9NKt/1KcCZ8f5WwO3x/l7ACfH+\n",
       "uFi2XbC/yXLs4iu15J85C/ue14zluBDb0ai3Ps+YD7d8gcp3O59Ky3u1wme9N5ZFZEwM1yUo0m+q\n",
       "u2T3wuZqzyup1YDNsCssXYn9+OcOA94U788GXkDjLuWdgdOwVtxDWMt4e+DJ+L774+uuxSqqWmPr\n",
       "Z8fbq+NrhvMs8Od4/wZgCVYB3lj1/r8Ajxc+Y+f4uu2wXgewHZYH4/3l2BXyaplD5WpntfL8Pt6/\n",
       "CnhNvJ9RudLeLVSuI71XXPKdjmnY3+Ne7G/R6PsuYd/vIHaVLIBfYjs5WZ3152IVeb5T8Qsq3/n1\n",
       "2N/vnEJWsL/b3g1yiCSlilxkeB+l0trNBez608XHe2LdykuwFuCUYbabsfKOQ35N5KWFdcup/391\n",
       "aY3XPMfQYbNijmWF+yuwijS/X+8zSoVcp7LywXtgZW50Ped6w3jVeYoZni3cL35PXwd+XLWdAYb+\n",
       "PeqpzljvilfFMtdb/3qsst8P60nYGivDuDrvFWkLjZGLDLWIoVeA+jPwYSoVzObYZTirrYa1YJcA\n",
       "WzJ0nHgZtSvJS4C3Y/8P18YqhStp/XKKdwHbxu3Mpn53cyOvwbrWp2JdzJdi3c0HxKxgV5baqIlt\n",
       "5UMGKfwZOBRriQNsUMgznAz7fnej0oV+INYSr7X+4vi+ccBb4/13Yn+3Elb2QezymDOA6fE16zO0\n",
       "p0akrdQiFzF5C+o6rHV7LXAycCzW2rsa+/F+CNg/vr7Y6voT8EHgZuygq8sLz/0Y64a9ChtTzt/3\n",
       "W2Cn+JkZdhDXQ9iYcHWLrpkWXv6aS4F5Mcst8XPrbSercT+v8H6DHTT2c6z8AEdi3e7jsB2UDwP3\n",
       "DJPvUuDl1O56r/78WnmK9y/Avp/8+12EHYBX/d56HsQq3ouwv+f5VI6JqLf+KWxn6EhgAbbzNQH7\n",
       "XmbE138fGxIhvnakZz6IiIh0rOnYQYLdaiSnD47DdgLVSJIxo651EWm3xVhLd3fvIKM0kvHufYGz\n",
       "sOMURERERERERERERERERERERERERERERERERERERLz8f7Z4oaREf9ynAAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2dcaeb0810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inner loop: 898 iterations\n",
      "g(Z) = ||X-DZ||_2^2 = 4.231717e+04\n",
      "rdiff: 0.00242506942781\n",
      "i(Z) = ||Z||_1 = 6.887042e+04\n"
     ]
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xm4W1W9//F3OtBCS1uKgAyFA2oRBAERBEFYgCB4RURU\n",
       "FEUqijwOFwecJyI4oOi9igOKXgFxAEFQUFQUqYL6A2QoZVSkZSqT0DIUKLTdvz++K2YnJ9PJ9F0n\n",
       "+byeJ0+yd5KdT/Zp891rrT2AiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiHRJETizwfM3AHv0\n",
       "4HN7tVwRGacmeAcQSdQ8YCGwHLgX+DYwM/d81uT92wB/7jDD6cAJPViuiAwQFXKR0Y4FToz3M4Bd\n",
       "gM2A3wOT42sKPtEkZ5J3ABERSc8M4DHgdVXzpwEPAG+L08cB5wBnAY8CVwMvzL1+MbBPfFwAPgbc\n",
       "BvwbOBtYJ/fa3YG/AkuBO4EjgKOAp4EVMc8vc8vdG9gIeKJqOTsADwIT4/SRwE3Aw8BvgU1zr/1f\n",
       "4H7gEeB64AU11wbMBk4D7onLOT/33FHAP4GHYr4Nc8+tBo4G/hG/1zfj/CnAsqrPWy9+l2fF6VcB\n",
       "18X3/QXYNvfaxcBHYuYn43d9K3AHtm4/RevrfiTmLL3/QeATuc+aEKdvw/7Gfwc2ic89H9uwewi4\n",
       "BXg9IiKShP2BZ6jdW3U68JP4uIgV2tdixeRY4HbKRXQRVnAB3ocV6o2wFv13csvZDCsSh8b3zga2\n",
       "i8+dBhxflSG/3EuAd+SeOwkbAgA4CCuyW8bv8kmsKAK8AitKM+L0lsCza3xfgF8DP8WGFSYBL4vz\n",
       "98YK3/bAGsDJwJ9y71sNXBA/Yw62EfSK+Nz/AZ/LvfY9wEXx8Q7YBsZOWBF+a/zOpZ6QxcA1wMbY\n",
       "RsHW2IbOS+NrTsL+Lq2s+5GY87txWS8EnorrA+DD2AbD8+L0ttjfZxpwF7bBNSGugweBrUatPRER\n",
       "6bu3YGPitZwIXBwfF7ECUVIAlgC7xel8wb0p9xis5fo0Vrg/Dvy8zuedxugx8vxy344V89Ln34m1\n",
       "7gF+g7XISyZg4/2bAnsBtwIvofHw2obAKir3DSj5P2x9lEyL36nU6l+NFdeSs4GPxsf7YK3ckr9g\n",
       "6x3gFEZvvNxCeQNiEbb/QslngB/nptfEejGarfsJlAv5RrnnrwDeEB/fChzIaIcyej+F78YsIn2n\n",
       "MXKRSv/Gunhr/d/YEGt5ldyde5zF6Y0YbQTrkl4abzcBK4ENsK7a29vMeh6wK9aa3gMrSpfH5zYD\n",
       "vp77zIfi/I2AS7Gu7m9hrd/vAmvXWP4crDv9kRrPbYh1R5csj5+xcW7efbnHTwDT4+P5wFrAzti6\n",
       "2Y5yl/1mWO/G0txtEyrX611VOfJ/hycpf1dovO6b5dwE+BejbYZtBOUzHla1TJG+USEXqfQ3rEV3\n",
       "SNX86Vi3+yW5eXNyjydgP/xLaizzzvjedXK3teJr7wKeUydLsz3jl2I9BIdiheSnVZ/5zqrPnAb8\n",
       "v/j8N4AXY13Tc7Fu5Gp3YV3JtVrkS7AiWTINWBcbS29mFfAz4E3xdiG2IVDK/fmq3NOxFn1Jfr3c\n",
       "S3ncGqxFvm5uut66r9frkncX8Nwa8+/EhhHyy1wbGyIQEZEEfBhrpb0CG1cdwcZw/055rLaIddEe\n",
       "jI0df5D6Y+Tvx1rBpW7n9YBXx8dzsDHy18flrEt5jPyLVHYbVy8XrBv4GqwnIb9T2Guww+e2jtMz\n",
       "Ke+Q9WKsRTkZK8C/wXbeq+VXMcOs+PrSMez7YOPe22Hjy1+nsrt5NbBFbvp0KocJdsaK6UIqu693\n",
       "xArlzthwwTTgvyi3kqu//9bY+tsVG6v/EpVj5I3W/UjMmW/QXEp5SOJDwAKsmBewMfTZMctibDhg\n",
       "crzthO0AJzL0CtjW+MnYTi4iXo7EiswTWFE/hcqW6XFYqzK/1/r2uefzBacAfAAb630UGx/O7+y1\n",
       "O9ZSfgQrYofH+c8FrsVa3ufVWC7A1LjMhTW+w1uwnbVKy/1+nL83VqAew4YKzsRaqbWsgxXh+7Bu\n",
       "9nNzzx0dv8tD2I5t+e7vVVQW8lo77v0T2wCpPozsFcCV2PdegrXGp8Xnqr8/2E5n+b3W76a8r0Kj\n",
       "dT8Sc9Yr5KWdBG+P770i9x3nYhs5D8TP/QOVRy2IDK2DsR+NrzD6P6vIeHIH5R3PpH+mY0cdbOYd\n",
       "RGRYfRQ7NhXsGF2R8Wh9rCW/SbMXSlcciPUoTMMOL7vaN45If/VjZ7cfYHvGVnf97Y91d/2T8mEp\n",
       "d2MniwAbuxIZb3bCDls6mcq9qaV3Xo3tZHcPtuPgG33jiAyel2EnecgX8onYWNUItqPIddjJFNbE\n",
       "xvFOBt7V15QiIiJS1wiVhXxX7JSRJR+LNxERERkDr4sObEzlSR3uxg6HadU91D7xhoiIyCBaQOWR\n",
       "MX03QmWL/BDge7npt2AnqGhVsxNlDKOid4DEFL0DJKjoHSBBRe8AiSl6B0hQ0TtAVLfueZ3Z7R4q\n",
       "z4o1B+0Y1KkR7wCJGfEOkKAR7wAJGvEOkJgR7wAJGvEO0IxXIf87dkWhEexsTIdiJ5QQERGRxPwU\n",
       "OzvTCmxcvHQ95wOww3Ruw64ANRbqWh8teAdITPAOkKDgHSBBwTtAYoJ3gAQF7wDRwNW9gftCIiIi\n",
       "DSQ3Rt4NRdLZUkpB8A6QmOAdIEHBO0CCQtX0w9gPpm66ed0eplIgnR3uuirzDpCg4B0gMcE7QIKC\n",
       "d4AEharpYf9tCd4BEhT6/Hn1/g0O3L/NgftCIpIE/baItzEX8vHctS4iIjL0VMgHR/AOkJjgHSBB\n",
       "wTtAgoJ3gMQE7wAJCt4BmlEhFxEZDFOAG4ENWnz9e4ETe5RlPrBng2kP84DTGkyPWyrkg2O+d4DE\n",
       "zPcOkKD53gESNN87QBe9E/gTdtnoTYHHatxWApfE138PeDOwXm4Z87uUpbQHdq3pHYBHsEvOluwI\n",
       "LI25q41gl7UufYf7gAuBl+de82Zqf9/VwKcaZGzFq4B/AI8CNwOH13ndfsDTwF+AqVXPzQV+CTwA\n",
       "PIRdNGxui58/sDJ0+JmIdN943tntBuzKkvW8ECtGe+fmnQoc24MslwJ7NJj+PPDH+HgydkGQ99ZZ\n",
       "1ghWkEsNz/WBY7BCfUSDDO/ATkZW6qGYR2UL/Ahaa5EXKRfdnbHDw6rX887Av7HriPwCO1PpxNzz\n",
       "O2EnQ5uFXazseGyjoJbqf4MhZhjP/zZrGrgv1AXBO0BigneABAXvAAkKVdMp/7a8CLgWK8Y/A84G\n",
       "TojPbQo8Qf1e1hlYq/ITVfMPo1xQoXv/RpoV8jWwQvZO4DjgsgbLGqGykJcci7XOa9kBK/T5z6wu\n",
       "3K0W8lA1/Uvgg7npLYE7KPcQTATOAn7QYJmzse+0To3ntNe6iEhvZKdCNh+yiyCb1edlrAGcjxWH\n",
       "dbBTX7+G8o/7tsDtWHGo5TTslNhfqJp/C7Bdg8+9HuvyrnX75hjyV3saeDvwZawovr2NZZyPtc63\n",
       "rJo/CzgXa/X+uYOMtayJta5vyM3bFXgj8Ic4vQrbQFpA/e7zPYB7sfU4tFLeahaR8avBb0s2H7Ks\n",
       "i7ezx5BrD0ZfIfIyrFiBjRH/rc57j8WKfK0Nh+dh4+bd1qxFDjATeJDGrXGo3yKfGufnu7kLWLf2\n",
       "+TWW026LPO8M4KIxvqfaJtjf8tA6z6tFLiLSI0/E+6uAdaBQGPuN3+SWcfQYPnsj7PLPeXflHi8F\n",
       "1q7xvt2x8dXXActqPL82tuOZh69iO+fNobKoPY51iz+KFb16No73+VOafhTYisZj5+06CdgaeEMH\n",
       "y1gPuBj4FjY0MtTUIh8teAdITPAOkKDgHSBBoWq6UYt8lrWi2+1W72gZezK6RX455Rb5JsByKhtn\n",
       "G8T3HNVguW+mvBc7jF4fN1J7b/DHgG83WG6zFvnLsb3rZ2NXwryP2uPFUL9F/iGsezqf/VHqDxV0\n",
       "Mkb+WWyYoV7GVqyD7eNQPbxRTadoHWLBO0BigneABAXvAAkKVdOp/rZMxnaoei+21/NB2KWhj8+9\n",
       "ZgHlbuaJWPH8YZPlnooVxJLQhazQuJBPw7r635R7/kzg9DrLGsEKeWkv8A2w9fAotic6wIbYxsDb\n",
       "qK/dQn4qtqNgq8fn1zIDuBL4RguvVSEXEelAyr8tO2ItusewvdZ/TuUx0u+m3EreAyt+pW7q/G1h\n",
       "fM1UrHs+fxx5tzQq5F8HflX1+nWxFvo+NZY1Qvk48sfj636FHbdd8hkqjzWv1XMwj/YK+Wrgyapl\n",
       "fqyF9+Udwei/R72hg6Eq5EXUwhCR7hpPP5ZXUDkWvAbpnNmtlZ3d+q0bO7v1g44jH2LBO0BigneA\n",
       "BAXvAAkKVdMp/7bsATwb61o/AhsT76S7t5bQpeVcSuUpWVMo5PNo7xStoQdZGhlzi3xSj4KIiEh3\n",
       "bYl1qU8D/oXtiX6/a6LGUtsoanTa2MepnXf/XocaZqn9AxGRwaDfFvGm48hFRESGiQr54AjeARIT\n",
       "vAMkKHgHSFDwDpCY4B0gQcE7QDMq5CIiItJ3GscSkV7Qb4t40xi5iIjIMFEhHxzBO0BigneABAXv\n",
       "AAkK3gHG4AYqj8XeGrv4SqvOpfnhVGGMmUqqL59a73Kq9SzGrqleb9pT8A7QzHgu5EXGwQoWEemS\n",
       "bai8vvYJ2BW5wC5+Uuv0pKspn8b1S8Dn+pK0Uq0Lr6zArttdUt1t3MoQx2Rs42QR9j33bPzycStg\n",
       "9W7gaBxLRHphvPy2bAg8hJ2WtZ53AEuoPPvbP7BztnfbWFrk04CbgONy8xZR2QKvnq5lMnAMsBv2\n",
       "Pb3PHNctQ3WudRGRbkv5t2UxsHd8/Fbsutb17IC1fKuL26nYBUa6bSyF/Czgt1Xz2inkeXcxxIVc\n",
       "p2gdHAGY75whJQGtj2oBrZNqgVbXSZFTgbnAE8BhFFk25k/rbBn5H/JtgVvrvG4W1uV8PJVd8QA3\n",
       "A7vXed+mWDf4yjrPvwsrwp04BtgFeFGHy+mnQOL/b1TIRURaM5fyOOzSLoxafhc4tM33zsS61qsV\n",
       "sGuQX095/DzvcazQ13IncCC9K1q7AJ/HLlX6cI8+YyipkA+O+d4BEjPfO0CC5nsHSND8Mbz2iXh/\n",
       "FbBfmy3yi4AD4jKOHvP7y5YCa9eY/1FgK+qPg68NDXPP7yBTI88CzsGu431ljz6jV+Z7B2hmPO+1\n",
       "LiLST4dhVx9rr4h3bxlgLe65VfMC8AnsqmiP1nnfVsB1dZ7blNp7vpdub2oz6wTgJ8BlwLfaXIYM\n",
       "oJR3SPESvAMkJngHSFDwDpCgUDWd8m/LIso7u20A/JvyXusbAvcBb2uyjFuBFzd4PrSZrdHObsdj\n",
       "e6lPa/D+dnd2mwJMxXZ22zc+7rbQg2U2ojO7iYgMgfuBPwKvidNHAesDJzO6Jf3t+Jqd4vTf+5oU\n",
       "Pglsjm1o5HM9CmzS4bJvxYY8NgJ+BywnnRPJSBMpbzWLyPg1nn5btmJs482tnNmtXZ2e2a3Tw88G\n",
       "iY4jFxHpgH5b2qNC3j1D1bVeRGN+ecE7QGKCd4AEBe8ACQreARIT2nxfO6dYbWV5n6D2jne/7nD5\n",
       "YxH6+Fn1Pr/onKEntNU8WvAOkJjgHSBBwTtAgkLV9LD/tgTvAAkKff48da2LiHRAvy3ibai61kVE\n",
       "RIaeCvngCN4BEhO8AyQoeAdIUPAOkJjgHSBBwTtAMzpFq4hI2VLUvS6+lnoH6Bf9RxMRkWGiMXIR\n",
       "EZFBpEI+OIJ3gMQE7wAJCt4BEhS8AyQmeAdIUPAO0IwKuYiIiPSdxshFRGSYaIxcRERkEKmQD47g\n",
       "HSAxwTtAgoJ3gAQF7wCJCd4BEhS8AzQzngt5kXGwgkVERDoQ0EVTRERExj2NkYuIiAwiFfLBEbwD\n",
       "JCZ4B0hQ8A6QoOAdIDHBO0CCgneAZlTIRUREpO80Ri4iIsNEY+QiIiKDSIV8cATvAIkJ3gESFLwD\n",
       "JCh4B0hM8A6QoOAdoBkVchEREek7jZGLiMgw0Ri5iIjIIFIhHxzBO0BigneABAXvAAkK3gESE7wD\n",
       "JCh4B2hGhVxERET6TmPkIiIyTDRGLiIiMohUyAdH8A6QmOAdIEHBO0CCgneAxATvAAkK3gGaUSEX\n",
       "ERGRvtMYuYiIDJOBHCMvMg66PERERDoQsHo3cNQiHy14B0hM8A6QoOAdIEHBO0BigneABAXvANFA\n",
       "tshFRERknFKLXEREhola5CIiIoNIhXxwBO8AiQneARIUvAMkKHgHSEzwDpCg4B2gmVYL+Qjw8vh4\n",
       "LWBGT9KIiIhI170TuAr4V5yeC1ziFwfQGLmIiAyXjureAmAKcG1u3sKO4nROhVxERIZJRzu7rYi3\n",
       "kkmNFihugneAxATvAAkK3gESFLwDJCZ4B0hQ8A7QTCuF/E/AJ7Gx8X2Bc4ALexlKREREWlNo4TUT\n",
       "gbcD+8Xp3wHfx7dVntFadhERkUEwcHVPXfsiIjJMOhojX1Tjdnt3ckkXBe8AiQneARIUvAMkKHgH\n",
       "SEzwDpCg4B2gmUktvGan3OOpwOuAdXsTR0RERPrhGufPV9e6iIgMk7p1r5UW+Y65BUwAXoztACci\n",
       "IiLjwHzg0nj7PfA9YEvPQKhFXkvwDpCY4B0gQcE7QIKCd4DEBO8ACQreAaKOWuShezlERESkmxod\n",
       "k3ZsvK/eCijEef/Tk0StGbjj6URERBqoW/catcjXpnZTvlBnvoiIiEhLtCExWvAOkJjgHSBBwTtA\n",
       "goJ3gMQE7wAJCt4Boo7GyNfETtG6dXxcWtiRnecSERGRXjsXOAE7m9sR2J7rJ7smUotcRESGS0d1\n",
       "77p4f328nwxc0VGczmVAkXS6PERERHohYPWuo0J+Zby/DNgWWA//c62rRT5a8A6QmOAdIEHBO0CC\n",
       "gneAxATvAAkK3gGijsbIvwfMBj4FXABMBz7dnVwiIiLSa60U+35Ti1xERIZJR3XvTuBUYB/SOQmL\n",
       "CrmIiAyTjureNOBQ4HzgDuCbwMu6EKoTKuSjBe8AiQneARIUvAMkKHgHSEzwDpCg4B0gqlv3JrTw\n",
       "5uXA2cDBwPbATOxCKiIiIjJOBOAUYBHwM+AQ1zRqkYuIyHDpqO4tBn4BvAnbYz0FKuQiIjJMOqp7\n",
       "M7uVootUyEcL3gESE7wDJCh4B0hQ8A6QmOAdIEHBO0DU0Rj5I10MIiIiIqIWuYiIDJWOWuQiIiKS\n",
       "qFYK+VTgzcAngePi7TO9DCVtCd4BEhO8AyQoeAdIUPAOkJjgHSBBwTtAM62cfvWXwDLgauCp3sYR\n",
       "ERGRbrvBO0ANGiMXEZFh0tEY+V+BF3Yvi4iIiPTTzcAzwD+AhfF2vWsitchrCd4BEhO8AyQoeAdI\n",
       "UPAOkJjgHSBBwTtA1NH1yA+oWkgqV0ATEREZeq0W5e2xK55lwGXAgp4lak2GNihERGR41K17rYyR\n",
       "vw/4EbAesEF8fEzXoomIiEhPLcSuSV4yLc7zpDHy0YJ3gMQE7wAJCt4BEhS8AyQmeAdIUPAOEHV8\n",
       "ZrfVdR6LiIhI4j6I7aVeBD6LjY9/wDMQapGLiMhwqVv3Wt1hbEdgd8o7u13bhVCd0M5uIiIyTNqq\n",
       "ezPi/ex4WzfeStOe1CIfLXgHSEzwDpCg4B0gQcE7QGKCd4AEBe8AUVvHkf8U+C/gmjoL2LzDUCIi\n",
       "IjKk1CIXEZFh0tFe65e0OE9ERET6rFEhXxMbE1+P8rj4bGAE2LjnyWSsgneAxATvAAkK3gESFLwD\n",
       "JCZ4B0hQ8A7QTKMx8qOxs7pthF2LvOQx4Ju9DCUiIiLd89/eAWrQGLmIiAyTjsbIM2Cd3PQ6wLs7\n",
       "TSQiIiL9UetKZ9f1PUWlDLKLIJvlnCMlwTtAYoJ3gAQF7wAJCt4BEhO8AyQoeAeIOmqRT6h63URg\n",
       "cqeJuuAA4LveIURERFL3FeBnwD7Ay4FzgK+6JrIW+TOQvdE5h4iISD90tG/YROBdwLnxdnSc5ymD\n",
       "bG/IlkD2XucsIiIivTZudvIO2EVZTgH2bPC6+IWyzSG7GbL/gcx748Jb8A6QmOAdIEHBO0CCgneA\n",
       "xATvAAkK3gGijsbIdwd+D/wTWBRvt3cn1yirsePUpwB3N395YRHwUuBFwDmQrdWjXCIiIuPWrdiO\n",
       "ZRsAz8rdeqF0ibb1gR81eF3Vlkk2BbIzIbsCsg16lE1ERMRLR13rV3T44T8A7gcWVs3fH7gFa+l/\n",
       "tOq5NbCd6uqp8YWyAmSfhex2yJ7fdloREZH0dFTITwROAnbFurBLt1a9DNiBykI+EbgNO2/7ZOy4\n",
       "9K2Ag4HvAGcBezRYZoMvlM2D7H7IGo2xD6LgHSAxwTtAgoJ3gAQF7wCJCd4BEhS8A0RtXY+8ZJe4\n",
       "gBdXzd+rxQ+/DCvYeTtjhXxxnD4LOAjbaDi/xeWennv/MmxjYD4UTof3z4ZX/sL2aC/8mPIfYn68\n",
       "H8Tp7RPL4z2t9TF6mibPa1rTmh49vb3T55cej5CIESpb5K8DvpebfgvwjTEsr4UuhmwbyBZD9inr\n",
       "dhcRERm3OmqRHxcXUKha0PG9CNQ9hRsg2xX4FbAFZEdD4Znef66IiEj/tHL42fJ4exw7POyVdN7U\n",
       "vweYk5ueQ0uHm41V4V7sePT1gIsgm9n9z0hG8A6QmOAdIEHBO0CCgneAxATvAAkK3gF6YQrwpzG+\n",
       "Z4TKrvVJwL/i/DUo7+zWqjG26LOJkH0Tshsg23Rs7x03gneAxATvAAkK3gESFLwDJCZ4B0hQ8A4Q\n",
       "dbUneza2o1qrfgosAVYAdwFvi/MPwI5Rvw34+BgztPGFsgJkH4DsbsjGste9iIiIt44K+cLc7Ubg\n",
       "QeC/uxCqEx18oey1kD0I2au6F0dERKSn2qp7m8f7zbAu8BFgE9K4hGkGFGm7yyPbBbJ7IXt39yK5\n",
       "C94BEhO8AyQoeAdIUPAOkJjgHSBBIYHPL9JmIb863l/SpTDd1IWxgmwLyG6B7CuQtbLTX+qCd4DE\n",
       "BO8ACQreARIUvAMkJngHSFDwDhDVrXuNjq++DjtN6ruA/6l6bRbneSkdDtfpYmZjJ6B5EDgcCk92\n",
       "vkwREZGuq1v3GrVE3wiswk6nujYwPXdbu8sBnRQeBvbDdsT7I2TrOwcSERHpuld6B6ihyyeUyQqQ\n",
       "nQDZvyDbsrvL7pvgHSAxwTtAgoJ3gAQF7wCJCd4BEhS8A0Qdndntoi4GSVQhAz4N2SLgz5C9Hgp/\n",
       "9k4lIiIyqHp4itdsX8gegOyw3n2GiIjImPTh1Ob91eHhZ00Xvy1kd0D2CV1wRUREHAU6OPysZBrw\n",
       "acpXK3se4H0ylT5smWQbQXYNZN+HLIVj55sJ3gESE7wDJCh4B0hQ8A6QmOAdIEHBO0BUt+61cvz0\n",
       "acDTwEvj9BLg810IlbjCEmAPYEPg15DNcA4kIiLSltKJYa7NzVvgESSnj2MF2STIvg3Z9ZDNaf56\n",
       "ERGRruuoRb4CWDM3/Zw4b0gUVgLvAc4A/gbZDs6BRERExmQ/7LKlDwI/Ae4A9nJN5Lb3Xva6eMGV\n",
       "FI+tD94BEhO8AyQoeAdIUPAOkJjgHSBBwTtA1NFx5BcD1wC7xOn3YUV9CBXOhewe4DzIPguF73gn\n",
       "EhERaeZC4DBs7/VUOB9Plz0HsmWQLYHsT5DN8s0jIiIDrq2LppQE4FDsVK1XAWcBvwKe6kayNmXA\n",
       "Z4H58eYR4XJgtzixFDvO7ywoPOCTR6THihSw/Wqqb/Xm17p9EdgCeBL4EPB47v2FJo9bfV2r73k3\n",
       "sDG2z8/XYqbSb2Kh6tbuvFZecxiwPnZ00A8p/7aOZbndmH4lsC7wDHBBXC/Vr6XL9/We2xOYBawE\n",
       "/oCtm0bGcr6Psbz2ZcDMmOPSFnJ03/VsyH28hL/yLOpkH8sXmoSNjR8F7A94Ho7VpaufdRThIuAA\n",
       "bOPmi8BrgQOBy4EzgQv6fDW1gNtGTZICra6PIhOxf9+Tu3grLe9N2I/0M8DP4/3EeJuUe1x96/Zz\n",
       "67OIqWzOKmzDcyzFt3QDWF11y2rMa3TbAJgal/UYcG9uOVmDx42ea/c9u7GIddkcgHuAK3LPU7Wc\n",
       "TuY1e81BwEZx3m3Ab1pcTren384iRuL6WAj8NPcaaryvW/e15n0AO2cJ2JFT36e5sfTUtvraY1nE\n",
       "3LhO/g6cOobP6KYPUWQudepeK2PkYHutvxp4A/AibA/uYXcY8F3gaCgsA86HbDpwMPB24BTIzseK\n",
       "+p+hsNovamKKTACmYP+upja4NXu+3mu24XZmsAUrsfMeTKRx0S1gBbZbt5W5xxsDm8RvfhB2aeAV\n",
       "8TWr6tx68dyZwEvi9/07cDRjK8CrKXZhSKtIfgN4P4os63iZ4z1LkRGskHvneCkw4p7DshyIFXLv\n",
       "dfIaYG4COQ6OOWpqpZD/DPsB+C3wTeDP2A/DkCssw4Yc8vMex34wz7Qzw3EY8HVgFmQ/svmFW3oU\n",
       "aH7Xl2gt1RlVt5kNpkvdYRlwO7AGtYvvGlj3YfXtyTrzaz3/aIPnT2ILNojfYjFwDI0Lb3eKVC1F\n",
       "nosVcu8fgodjq+Iq4K2OP9LlDWDPQlHKsnkSWVJZJ6msD8uidVKZw3rSamqle/oV2BhFSsU7ga71\n",
       "sci2Aw7H/hj3YMW+d+Ppxf9cQ76V4tvouTWx7s9H4+2R3ONa08cCW8cUl2BjoLUK7dM9K5yQTkvL\n",
       "sswihR+kVHKISLvq1r1GxXAf7Mf4ECrHEwpx+rxupWvDOCvkJdlEbL0eTjvj6UWmAZth3V/5+8Dt\n",
       "zGSL/3QRr4XtRNSs8DabXk6R1ocEUimgRWZxI+fxAl6rolUhoP0oqgW0TvICWh/VAmmsk7p1r1HX\n",
       "+h5YIT+Q2jsGeBbycaqwCjsu/+LcePo7sPH089j4ivOZF+5h8lObYQW6umivBdyJdRffEW8XAFtS\n",
       "+E9X8q+B14+pAHdPGt1h9tnHc46KuIgMvlZatVtg453N5vXT+GuR26E7z6JWgV41+TlkE7Zg9cQ1\n",
       "eGTTVayafAdrPXQFM5YsoFy0FwMP1uySTqUlLCIivdJW13rJNdie6nlXAzt2GKoT6RVy2xN7A0Z3\n",
       "e+cfP0W5Jb246v4OYCnF7IWMdTxd458iIoOurUK+Fbbj0knYTkulsfEZwIeBF3Q345j4nxCmyM+B\n",
       "XbHDeR7ToxmeAAAUmElEQVTB9kx+hNoF2h4Xeaz1Dxg1nn4ZVtQvrDOeHkhjHCcVAa2PagGtk2oB\n",
       "rZO8gNZHtYDvOgnxdhxtjJHPxQrIzHhf8hh2UhhvRadPnQ4cj62TyXHuVcC2FOniCWBqjqcfBXwH\n",
       "svOwon6Zjk8XERlo8+PtuHovaKV7elfgb93J0zU+XetFXgV8C1upG2Mt5j6PS2cbY93uh2O9Iz8G\n",
       "not16z9hzxXUvS4iMlg6qns/xE7yUbIO8INOE3WovxdNKbIRRc6hyD8psk+cN4siZ8fxaSfZdpB9\n",
       "BbIVkGXxthCyV0A22y+XiIh0WUd177oW5/VTfwp5kQkUeTdFHqTI5yiyZl8+d8yyi+DSDLJ/QvY1\n",
       "yC6F7FHIboPsJ5C9H7LdIFvLO2kfBe8ACQreARIUvAMkJngHSFDwDhDVrXutnKK1AMwGHo7Ts7Fz\n",
       "Vw+2IttiJ8hfDQSK3OicqJHD4IHzgNeWu9WzicCWwE7AzsCbga2t2HNlvF0F3AiFlR6hRUSkc630\n",
       "t78V+CR2zvUC8Hrg81iXu5fejZFbq/sz2IlaPgV8z+nkKj2QTQG2wwp7qcDPwXpY8sX9dij0d/hC\n",
       "REQa6eg4crBDzfaKj/8I3NSFUJ3oTSEvsi/wHezqUO+nyL1d/4zkZDOxcwLki/talIt6vC/c7xZR\n",
       "REQ6rnsvA94WH68H8TpKfrrbWiyyPkV+TJHFFHllV5fdP6F7i8o2hOzVkH0OsoshWwrZHZCdA9lH\n",
       "IAuQrd29z+uJ4B0gQcE7QIKCd4DEBO8ACQreAaKOxsiLWIttS+A07BKUPwJ260YyV3ba1LcBJ2LX\n",
       "WH8BRZb7hkpB4V7sHO4X2HRWwA5xK7XavwBsB9liKlvu10Ph6f7nFREZXq000xcAO2CnZd0hzrse\n",
       "eGGvQrWg8671Is/HTmu6FnAURfc98ceZbDKwDZVd8lsBK4Dl2EbAP6g8u90DGnsXEWlLW1c/K1kB\n",
       "FTt7TetGoi4o0s4pWotMAT4OvBc7Q9u3KCZ1rfVxovAMcG28fdfmZZcBu2P/RnbELoW6C+Vzzk+H\n",
       "7E7qncIWlsQz2omIiAk06d5vpVX7YaxbdT/gi8CRwE+AkzvL1pH2WuRF9sSKzi3Af1Pkri7n8hRw\n",
       "P0dyVnkVtlFnmMtK11OvvqhMaXpd7EIxdzC6yN8B3DWGrvuA+/pITkDrpFpA6yQvoPVRLZDGOumo\n",
       "RX4SVsQfw86//mng912L1g9FZlP+HsdQ5HznRIOqfD3ymqeJLSzHjnioc9RDNgU7HG6EcoHfK/d4\n",
       "Q8gepH6L/k4oPNGtLyMiMh6kdSnQ1rXWIred2d4MfAU4B/gkRR7tbTTpnWwSdo77Wq36EWwjoPT3\n",
       "LQBPAj8HlgAPYSc1eij3+GHtnCci40Rbx5H/Bdsz/XFG7/aeYT+EJ2EXEem35oW8yHOAU4D1gXdS\n",
       "5Mo+5BJXWema8L+mvGPmQqwHaTbWdb9u7vE6WLGvLvC1in7+8TKN5YtIn3V8Qpha1gX+ih2W1m/1\n",
       "C3mRydj1048FvgR8jSLP9C+am0Aa4zgJyC6C+QdAqDNW/5/XFbAryFUX+FpFP/94beza842Kfenx\n",
       "u7BehMex/UuWxB0FPQT0b6RaQOskL6D1US2QxjrpaIwc4EXYSWFWYy31a7Afqb0avanviuyKnR/9\n",
       "bmAniixyTiQ+apx7vpZChhXkR4DbW198Ngm7ImC9Yr9N7vFLgOnxjbcBEyBbiR2itxwr8MtbnG72\n",
       "2uW6Pr3I8GmlRf4Z7Pzq58XXHwScC5zQw1zNVG6ZFJmJ7VH/GuCDwNkU+3ypU5Gaqvfk5xFgCnaI\n",
       "3vR4P62F6VZeuybwFLWL/BbYOROexk6z/Fh8vCJ338rjFl6rYQeRHuioa/0f2MlfnorTa2IniZnb\n",
       "lWjtsS9kO7MdAnwdGxf9KEWWOuYSqZLNouGe/F39rAnY/89ahf5rWE8B2LUETsc2KKZgZ2usflxr\n",
       "XquPM+pvAKwfX7MSuBH7XVkJPBPvGz1u9XWtvudDwKbYfhIfBpYBq+JtZZ3HVdM6wZH0TUdd6/dQ\n",
       "3tIHmIp1Xfsqshm2o90WwKEUudw5kbdAGuM4qQgksT4Ky4BD+/RZqym3wB+ofC67C+Zv03y/gW7I\n",
       "JlG/0J+OnSwIrCB+GZiM/RZNavFxaXrKGN5T6/3bwPzp8VwbvwPuwy7RXLpNqvO4ND0BstXULfKN\n",
       "NgAqHm+G/a6uAm7ANnpKz63uwuNWX/sG+O1msP8ybIhyeZxf77aqyfOdvO8E7JoeTwLvw3qQSupt\n",
       "PNWaP5bX1pr/JbhwezjwPuwkYp0c9dTJRt+XG7W7GxXyb8T7R7At54vj9L6QxB7gV2Mt8UMossI7\n",
       "jEjiWtxvoBsKpRZvjesWZKUNjKuAg3ufpZFmJzBq+v4CMIHaRb7VjYGJ2NE125cWih0NNDEue2IX\n",
       "H0/ANmCm1nl+c5i6EbAJ8AFsQ3hCjdvEOvNbubX63o1jTrCdqh+Mj+tVs1rzx/LaevPXg7XXALbG\n",
       "ak47Pb7dOMx73XbfOA84It7Xeuwpo8h8isxyziEiY5LNguzsOOSgLJbjIsgyyK70zZJKjpSypJSj\n",
       "s/2+1gS2xcbXpjZ5bb9kFMkocrZ3EBGRziSzQZFIjpSypJSjvUI+GRu/+jd2uNk18fFJ8TlPGUWu\n",
       "VIu8QvAOkJjgHSBBwTtAgoJ3gMQE7wAJCt4BorauR34Stufr5pR3NJgBfBU75en7upWuLV/kj6xg\n",
       "e5LYoUlERKQnAh1sTMSTV4wyMT7nSYd8iIjIMKlb92oV6pLSYQDVVtWZLyIiIn3WqJDfTO290w/H\n",
       "ructaQneARITvAMkKHgHSFDwDpCY4B0gQcE7QDONxsjfg52W9Ujs+DmwEzmsBRzc41wiIiLSgmYH\n",
       "qheAvYEXYP3zNwGX9DpUC1q7HrmIiMhgGLi6p53dRERkmLS1s5uML8E7QGKCd4AEBe8ACQreARIT\n",
       "vAMkKHgHaEaFXERERPpOXesiIjJM1LUuIiIyiFTIB0fwDpCY4B0gQcE7QIKCd4DEBO8ACQreAZpR\n",
       "IRcREZG+0xi5iIgME42Ri4iIDCIV8sERvAMkJngHSFDwDpCg4B0gMcE7QIKCd4BmVMhFRESk7zKg\n",
       "yDjYUhIREelAwOrdwO0bNnBfSEREpAHt7DYEgneAxATvAAkK3gESFLwDJCZ4B0hQ8A7QjAq5iIiI\n",
       "9J261kVEZJioa11ERGQQqZAPjuAdIDHBO0CCgneABAXvAIkJ3gESFLwDNKNCLiIiIn2nMXIRERkm\n",
       "GiMXEREZRCrkgyN4B0hM8A6QoOAdIEHBO0BigneABAXvAM2okIuIiEjfaYxcRESGicbIRUREBpEK\n",
       "+eAI3gESE7wDJCh4B0hQ8A6QmOAdIEHBO0AzKuQiIiLSdxojFxGRYaIxchERkUGkQj44gneAxATv\n",
       "AAkK3gESFLwDJCZ4B0hQ8A7QjAq5iIiI9J3GyEVEZJhojFxERGQQqZAPjuAdIDHBO0CCgneABAXv\n",
       "AIkJ3gESFLwDNKNCLiIiIn2nMXIRERkmAzlGXmQcdHmIiIh0IGD1buCoRT5a8A6QmOAdIEHBO0CC\n",
       "gneAxATvAAkK3gGigWyRi4iIyDilFrmIiAwTtchFREQGkQr54AjeARITvAMkKHgHSFDwDpCY4B0g\n",
       "QcE7QDMq5CIiItJ3GiMXEZFhojFyERGRQaRCPjiCd4DEBO8ACQreARIUvAMkJngHSFDwDtCMCrmI\n",
       "iIj0ncbIRURkmGiMXEREZBCpkA+O4B0gMcE7QIKCd4AEBe8AiQneARIUvAM0o0IuIiIifacxchER\n",
       "GSYaIxcRERlEKuSDI3gHSEzwDpCg4B0gQcE7QGKCd4AEBe8AzaiQi4iISN9pjFxERIaJxshFREQG\n",
       "kQr54AjeARITvAMkKHgHSFDwDpCY4B0gQcE7QDMq5CIiItJ3GiMXEZFhojFyERGRQaRCPjiCd4DE\n",
       "BO8ACQreARIUvAMkJngHSFDwDtCMCrmIiIj0ncbIRURkmGiMXEREZBCpkA+O4B0gMcE7QIKCd4AE\n",
       "Be8AiQneARIUvAM0o0IuIiIifacxchERGSYaIxcRERlEKuSDI3gHSEzwDpCg4B0gQcE7QGKCd4AE\n",
       "Be8AzaiQi4iISN9pjFxERIbJuBojnwZcBfyXdxAREZHUpVjIPwKc7R1iHAreARITvAMkKHgHSFDw\n",
       "DpCY4B0gQcE7QDOpFfJ9gZuAB72DjEPbewdIjNbHaFono2mdVNL6GC35ddKPQv4D4H5gYdX8/YFb\n",
       "gH8CH43z9gR2AQ4DjgIKfcg3KGZ5B0iM1sdoWiejaZ1U0voYLfl1MqkPn3Ea8A3gh7l5E4FvAi8H\n",
       "7sHGxC8APhWfPwJrlWunNhERkQb6UcgvA0aq5u0M3AYsjtNnAQcBN8fpM/qQa9CMeAdIzIh3gASN\n",
       "eAdI0Ih3gMSMeAdI0Ih3gGb6Uchr2Ri4Kzd9N/CSMbz/X6i1XssR3gESo/UxmtbJaFonlbQ+Rkth\n",
       "nSyo94RXIe+0CD+3KylERETGOa+91u8B5uSm52CtchEREUnQCJV7rU/CusdHgDWA64Ct+p5KRERE\n",
       "mvopsARYgY2Lvy3OPwC4Fdvp7eMtLqvWIWvDbA5wKXAjcANwjG+cpEwErgUu9A6SgFnAudjOpDdh\n",
       "h3gOu49j/28WAj8BpvjGcVHr0ODZwO+BfwAXMw4OveqyWuvkJOz/zgLgPGCmQ66BMREr+iPAZNSK\n",
       "B3g25ZMVTMc2jIZ9nZR8EPgxdljjsDsDODI+noR+iEaA2ykX77NJY2emfnsZsAOVRevL2Nk1wRpL\n",
       "J/Y7lLNa62RfysPQJzJ866SrdgV+m5v+WLxJ2S+AfbxDJGAT4A/AXqhFPhMrWlI2G9voXQfbsLkQ\n",
       "O6fFMBqhsmjdAmwQHz87Tg+bEUafwKzkYOBH/YvSmtRO0dpIrUPWNnbKkqIRbEvyCuccKfhf4MPA\n",
       "au8gCdgcO7nSacA1wPeAtVwT+XsY+CpwJzbstwzb8BMr4vfHx/dTLupijgQu8g5RbTwVch03Xt90\n",
       "bAz0fcDjzlm8vQp4ABsf1yl+rcX5IuDb8X456sl6DvB+bON3I+z/z5s9AyUqQ7+7eZ8Ensb2qUjK\n",
       "eCrkOmSttsnAz7Hunl84Z0nBS4FXA4uwHS33pvL0wMPm7ni7Kk6fixX0YfZi4K/AQ8BKbAeml7om\n",
       "Ssf9WJc6wIbYRrHAPOCVaIOvYzpkbbQCVqT+1ztIovZEY+QAfwbmxsdF4Et+UZKwHXaUx5rY/6Ez\n",
       "gPe4JvIzwuid3UpHBH2M4dyxa4TKdbI/doTDs1zSDKB2DlkbZLtj48DXYV3J12L/6MTsifZaBytc\n",
       "V6HDZ/I+QvnwszOwnq1hUzo0+GnKhwbPxvYXGNbDz6rXyZHY4c53UP6N/bZbOhERERERERERERER\n",
       "ERERERERERERERERERERERHpROk0t5sBb+rysj9RNf2XLi+/2+YB3+jyMr8ChDbfuyd2AaVOjFD/\n",
       "ohjtmoKdeGc8nS1TBoT+0YmMVjq/9ObAYWN876Qmz1efyGi3MS6/3zo913b1b8zawB7A/DaXtxdj\n",
       "P51qs79JN6wALgNe04fPEhGRJh6L9/8PuzLWtdgFaSYAJwFXYmdJe2d8XcB+xH9J+bKPvwD+jp0K\n",
       "9Kg470Ts3N7XAmfGeaXWfyEueyFwPfCG3LLnA+cAN1P/Eorz4/KvwM5+uHucP4/KFvWvsEJa+uwv\n",
       "x4y/B3YB/oSdCvnA+Joj4ne5FDvb12dyy3pL/Lxrge9QLtqPY63u6xhddN8CfCE3vQ92Vbbrgf/D\n",
       "Tr8MsBg7yxjYudEvxXpI7sXOHX8tthG0Hnb++CvjrfR5RWwdX45dlz5vhHKLfCp2ZbjrY47QZP48\n",
       "7O9ca328BPs7iYiIs1Ihrz5X+zuxKyCBdaVehRWFgBWvzXKvXSfer4kVjdL0Y1QqTR+CnRKzAKyP\n",
       "nRLy2XHZy7CrdBWwi33UasVfim0IgJ3K+Pfx8TwqC/mFlAv5auAV8fF58fMnAi/ECmXp/Uti/qnx\n",
       "u+yIXefggvh6sNNWHp5b7utqZAQ4BXhtfDwVu5Toc+P0GdgGE9hFb6oLOcBxwAdzy/sJ5fWxKXBT\n",
       "fFzE/j5TamQYoVzIjwW+Hx9via33KQ3mz6P2+iA+f0+tLy3SS/3ochIZr6ovg7ofsC3lIjUDK0Ir\n",
       "sdbgHbnXvo9yN+sc4HnxNfXsjhWlDLvi1J+AnYBH4/uWxNddhxWiWmPr58X7a+Jrmnka+F18vBB4\n",
       "CliFtdDz778YWJr7jN3j63bEeh3ANljui49XYVfkq6XUqgYrkIuwaydA+eIlX2+SO/93eTmVF09a\n",
       "G5iGrccLsC7vRnYDTo6Pb8X+hnMbzM+ovT6ujp81ASvwTzX5XJGuUSEXGZv3Um7tlgTsOt/56X2w\n",
       "ruqnsNbk1CbLzRi94VAan84Xo1XU/3+7osZrVlI5Tp3P8Uzu8WqssJce1/uMQi7XGYzeeQ/sOzca\n",
       "W6+3b05+2fncjdZdAevSfrrGc080eF/1MsYyv/o1q6umdQ1v6Svt7CZS32NYC6/kd8C7KRe5ucBa\n",
       "Nd43A2uxPQU8HyvoJc9Qu0heBhyK/Z9cD+v+vpLWikkji4Ht43LmADu3sYx9sa7kNYGDsHHnS7Ce\n",
       "ifXia2ZjXdvNlIYMwFq6I8Bz4vThWE9EKfeL4+NDcu+v/ptcDByTm96uhQx5l1G+xvRc7Dvc0mB+\n",
       "gdHro9Q7MgXbiGrWCyDSVSrkIqOVWlQLsB/m67Cu8u9jY7DXYF3Rp2BFOaOyFfbbOP8m4IvA33LP\n",
       "nYrtQFXa2a30vvPj/AVYkfww1sVevWxqTDf6Dpdj3dc3YV3WVzdYTlbjcYZtUPw8ZjsX+/43A5/C\n",
       "CumCeP/sGsupdjnlAv0UdunMc7DvvhLbaQ7gszHvVXF+aZkXAgdT3tntmLi8BdhlSY9u8P1qfddv\n",
       "Y7+D1wNnYTv3PdNgfr31AbADlX9rERGRgTMdK87j1TzqH1f/BWwjQ6Sv1CIXkX56HNtnYC/vIG2q\n",
       "1UMC1q2+O3aonoiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIi3/w/djiThVD4NMwAAAABJRU5E\n",
       "rkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d88eea150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global objective: 1.111876e+05\n"
     ]
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAgQAAAFRCAYAAAALqbVPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xm4HFWd//F3Q0LYSQLIGriIK+MCRFZBDyKLoiKjM+DG\n",
       "5giKgtvPBdARZXRQHEdQATcMiEAQHUWNKELiCMoyQEIUIgkQSMIiImEdIZDz++N7arr63u7b995e\n",
       "vqe7P6/nqedWVXdXfW5lOafPOVUHRERERERERERERERERERERERERERERERERERERESkB80CTh3j\n",
       "e1cDz53geZYC+07wsyLSg9bwDiAiNQ4DrgMeBx4ArgXeV3o9pqXTunUeEcmEKgQi+fgo8FXgi8Bm\n",
       "aXkv8Epgcul9le5H6xkVdH1ERKSHbYS1ChzS5H3fo7bL4D3AYuAh4KfAFqXXVgPHA3cADwJfolpY\n",
       "bg9cBfw1vXZBylC4C3hNgwzrAP+BdSusBH4HrJ1eexPwJ+BhYC7wotLnlmKVngXpcxcDU9JrtwEH\n",
       "ld47KeXaMW3vDvw+HXc+8OrSe+cB/wZcAzyJdZPsD/w5necbwG+Bd5c+czRwK/A34HJgm9Jrq4Fj\n",
       "gdvT+b4+7Pd/T/rso+l33Snt3xL4EfAX4E7s2ouIiIzLgcAqmrfalSsEr6FaaK4FnIkVfIXVwJXA\n",
       "VGAGVkAWheL22BiBycAm6XP/WfrsaBWCb2CViS1S3t3T+V+AVWr2BdYEPoZVViaVjnktsDkwDStU\n",
       "j02vfRqrlBQOwgpbgK2wisuBafu1aXvjtD0Pq2y8OOXZFHgEeHPaPgF4GqsEAByccr0wvX4yVpko\n",
       "rAYuAzbErttfgAPSa/8ELAdmpu3tscrEGsCNwKfS77sdVhHbf8TVExERGcU7gfuG7Su+ET8J7JX2\n",
       "fQ/4XFr/LnBa6f3rYQVf8W13NbUF0vuA3zQ4/5uBm0rbjSoEa6Q8L63z2qexb/2FClZ4vqp0zLeX\n",
       "Xv8icHZafx72jbtoafgBVrgCfAI4f9i5LgcOT+tzgVNKrx1ObQEPcA/VCsEvS+vF7/QEVviDXbc9\n",
       "S6/PBj6e1n9F/W/+uwF3D9t3InBunfeKZEljCETy8BD2Tb38b3JP7Jv0Q9T/t7oFtYXQE+m9W5X2\n",
       "LSut34M1a4ONT7gYK7AfAb5P9Rv3aDbBCu07GuS5p7Qd0/nLee4vrf8vsH5aX4J1G7wJWBd4I3Bh\n",
       "em1b7Jv5w6XllVhLQ6H8e26Zfq+y8va2wBmlYz2U9jfK+WQp59bU/923TectZzwReE6d94pkSRUC\n",
       "kTz8AXgK+6Y+VvcCQ6Xt9bBCfUVp3zbD1ovXvgA8C7wEGzvwLsb2/8Ffgb9j3+jr5dm2tF3BvnWv\n",
       "qPNeGHkXw0XA27Am/VuxfniwSsb3scpRsWyAjYmod6x7sYK7nKO8fQ9wzLDjrYd1ZzSzjPq/+z1Y\n",
       "C0j5mBsCbxjDMUWyoAqBSB5WAp8FzgLeghV4a2DjA9Yrva88iv4i4Cjg5djgvC9ghVr5W/r/ozqG\n",
       "4ASs+RvsG+8TWDP9Vlh//1isxprBv4K1CKwJ7IGNIbgE6/t/DTY24aNY5eH3DY41/G6Ai7G++vdi\n",
       "XQaFC7AWg/3T+dYGArXf6MvH+gXWpXEw1p//fmpbE84BTgJ2SNsbYS0QjZSv+Xewa7pz2vc8rKJ1\n",
       "PfAY1rWwTsr5EuAVoxxXRESkobdjzyF4AhvMdi3wL1RvOyyPIQAblLcEa/a+jGqXAFjh/QGsifuv\n",
       "wOlUvwTsAPwPVojdBHyE2orEaIMK18YGIC7HKjLzqPb9vxkbDLgS69t/8SjH/Awjxwb8BhsHMbyp\n",
       "fdd0noew6/Izqt/651I7JgCsYlG+y+D3wDtKr78TuAXrLrkHK+gLz1L7QKd613wRdu1uwSpkYBWk\n",
       "C7GxIH9L52x0DUUGyrnYg1UWDtt/PNZX+EdsUFHhRGzk7yJqB0LNTMdYjPX7FaZg33YWY/9plpsq\n",
       "j8BuGbqd6sAjERlMa2DdFq9u9kYR6Yy9sftzyxWCfYArqH7b2TT93AG7t3gy1ie6hGoT3fXYtwOA\n",
       "OVRvPToOa14FOJTq6Obp2DeiqWkp1kVkcOyP/bufgt2tsILqMw9ExMEQtRWCS6jfhHYidmtR4XLs\n",
       "3uYtsNaEwmFY/1/xnt3SevEQE7BBSWeXPnNO+pyIDI7PYN0kj2IDNnfxjSOSv24PKnw+dk/ytVh/\n",
       "YDHgZvhtQsuxAUPD96+gOpBoK6q3Gj2D9QVuPMqxRGRwfBa7RXJDbNDjDb5xRPI3qflb2n6+adi3\n",
       "/12wFoOJzsYmIiIibdLtCsFy4Mdp/QZsFPQm2Df/GaX3bZ3eu4La+4eL/aTXtsHuOZ6E3Tr0UNof\n",
       "Sp+ZgT1mtZ4V1I7KFhER6WcLqM4R0lVD1I4hOBZrygN77nlxm1MxqHAtqs8ALwYVXoeNFagwclBh\n",
       "MVbgMGoHFd6JDSiaVlqvR9O71jrFO0CGTvEOkKFTvANk5hTvABk6xTtAhk7xDpC4lHsXYd/en8L6\n",
       "+o/C7iL4PlZJuJHab/InYXcXLKI6kQhUbztcgk3eUpiCdTkUtx0OlV47Ku1fjN2C2IgqBLVmeQfI\n",
       "0CzvABma5R0gM7O8A2RolneADM3yDpCo3GtAF6bWLO8AGZrlHSBDs7wDZGaWd4AMzfIOkKFZ3gES\n",
       "lXsN6MLUCt4BMhS8A2QoeAfITPAOkKHgHSBDwTtAonKvAV0YEREZJA3LPU1uJGXBO0CGgneADAXv\n",
       "AJkJ3gEyFLwDZCh4B2hGFQIREREZeOoyEBGRQaIuAxEREWlMFQIpC94BMhS8A2QoeAfITPAOkKHg\n",
       "HSBDwTtAM6oQiIiIyMDTGAIRERkkGkMgIiIijalCIGXBO0CGgneADAXvAJkJ3gEyFLwDZCh4B2hG\n",
       "FQIREREZeBpDICIig0RjCERERKQxVQikLHgHyFDwDpCh4B0gM8E7QIaCd4AMBe8AzahCICIiIgNP\n",
       "YwhERGSQaAxBY3EOxKneKURERMRPhBghzvYOkongHSBDwTtAhoJ3gMwE7wAZCt4BMhS8AyRqIRjF\n",
       "DcCx3iFERETET1R3gYiIDBCNnWtAF0ZERAaJugwai+t7J8hI8A6QoeAdIEPBO0BmgneADAXvABkK\n",
       "3gGaUYUAdvMOICIiIr4ixH/1DiEiItIl6jIYxSu9A4iIiIivCPERiGt6B8lE8A6QoeAdIEPBO0Bm\n",
       "gneADAXvABkK3gEStRCM4j7gJd4hRERExE+E+F2Ix3kHERER6QK1EIziGmAv7xAiIiLiJ0J8IcS7\n",
       "vYNkIngHyFDwDpCh4B0gM8E7QIaCd4AMBe8AiVoIRnE7sC7Erb2DiIiIiI9UU4o/hXiobxQREZGO\n",
       "UwtBE1ej5xGIiIgMrKKFYE+IN/pGyULwDpCh4B0gQ8E7QGaCd4AMBe8AGQreARK1EDRxI/BCiBt4\n",
       "BxEREZHuK9WU4tUQX+sXRUREpOPUQjAG16BxBCIiMqBUIahShSCfPq6cBO8AGQreATITvANkKHgH\n",
       "yFDwDtCMKgRVvwd200RHIiIig2dYX0q8DeKOPlFEREQ6TmMIxkjdBiIiMpBUIag16BWC4B0gQ8E7\n",
       "QIaCd4DMBO8AGQreATIUvAM0owpBrUGvEIiIiAyk4WMIKhD/AnGGTxwREZGO0hiCsalE7G4DtRKI\n",
       "iMhAUYVgpEHuNgjeATIUvANkKHgHyEzwDpCh4B0gQ8E7QDOdrBCcCzwALCztOwVYDtyclteVXjsR\n",
       "WAwsAvYv7Z+ZjrEYOKO0fwowO+2/Fti29NoRwO1pOXycuQe5QiAiItJ2ewM7UVsh+AzwkTrv3QGY\n",
       "D0wGhoAlQCW9dj2wa1qfAxyY1o8DzkrrhwIXp/XpwB3A1LQU6/XU6UuJUyA+romORESkD7mMIfgd\n",
       "8HCd/ZU6+w4GLgJWAUuxCsFuwBbABlilAOB84M1p/U3AeWn9R8C+af0A4NfAyrRcQbUSMQaVp7DW\n",
       "i93G/hkREZHe5jGG4HhgAfBdqt/ct8S6EgrLga3q7F+R9pN+LkvrzwCPABuPcqzxGNRug+AdIEPB\n",
       "O0CGgneAzATvABkK3gEyFLwDNNPtCsHZwHbAjsB9wH90+fxjdQ2wl3cIERGRbpnU5fP9pbT+HeBn\n",
       "aX0FUL73f2vsm/2KtD58f/GZbYB7sd9jI+ChtD+UPjMDuGqUTLOwbgqwLob52K2HP4D19oUnngXm\n",
       "pdeL4/brdrEvlzy5bNPkdW1rW9u12/Myy5PDdrGv2+cv1odwNkTtoMItSusfBi5M68WgwrWwFoQ7\n",
       "qI41uA7rz68wclDh2Wn9MGoHFd6JdUdMK63X03BwRZroaKfGr4uIiPScUcq9zrkI+/b+NNbXfzQ2\n",
       "KPAWbAzBT4DNSu8/CRtMuAgbGFgobjtcApxZ2j8FuITqbYdDpdeOSvsXY7cgNjJaheA7ED8wymf7\n",
       "UfAOkKHgHSBDwTtAZoJ3gAwF7wAZCt4BEpcKQS8YrUJwJMSLupYkD8E7QIaCd4AMBe8AmQneATIU\n",
       "vANkKHgHSFQhaGC0CsHzId7TvSgiIiIdpwpBA6NVCIqJjrbpXhwREZGO0uRG41eJDN7zCIJ3gAwF\n",
       "7wAZCt4BMhO8A2QoeAfIUPAO0IwqBKMbtAqBiIjIQGrSlxL3gHhzd6KIiIh0nMYQNNCsQqCJjkRE\n",
       "pJ9oDMHEVJ4CbgJ2907SJcE7QIaCd4AMBe8AmQneATIUvANkKHgHaEYVguY0jkBERKTPjaEvJb4B\n",
       "4hWdjyIiItJxGkPQwFgqBNMhPgqx2xNBiYiItJvGEExc5W/YDIsv807SBcE7QIaCd4AMBe8AmQne\n",
       "ATIUvANkKHgHaEYVgrHROAIREZE+Nsa+lHgkxIubvk1ERCRvGkPQwFgrBM+DuKyzUURERDpOFYIG\n",
       "xlohqEB8YAAmOgreATIUvANkKHgHyEzwDpCh4B0gQ8E7QKJBha0ZyImOREREBsY4mk7iRyF+o3NR\n",
       "REREOk5dBg2Mp0KwO8T5nYsiIiLScaoQNDCeCsFaaaKjDTsXx13wDpCh4B0gQ8E7QGaCd4AMBe8A\n",
       "GQreAZKWxxAMAa9N6+sC/VwoNlB5msGa6EhERKTGMcANwB1p+wXAlX5x2mqcTSfxCxA/25koIiIi\n",
       "HddSl8ECYApwc2nfwpbi5GO8FYKDIP6mM1FEREQ6rqUug6fSUpg02gH73B+AXft4oqPgHSBDwTtA\n",
       "hoJ3gMwE7wAZCt4BMhS8AzQzlgrBb4GTsbED+wE/BH7WyVD5qvwNWAa83DuJiIhIt62JjSO4NC3v\n",
       "ASquidpnAi0d8VsQT2h/FBERkY4b1Bb+piZSITgC4uz2RxEREem4lioEd9VZ7mxDqBxMpELwPIjL\n",
       "bX6DvhO8A2QoeAfIUPAOkJngHSBDwTtAhoJ3gKRhuTeWwXG7lNbXBt4KbNxqoh52B3bdtgHuds4i\n",
       "IiLi6ibvAG0ywaaT+COIb29vFBERkY5rqYVgZukAawCvwAYaDrJi5sMLvYOIiIh0yzxgblquAL4N\n",
       "vNAzUBtNtIVgN4gL2hslC8E7QIaCd4AMBe8AmQneATIUvANkKHgHSFpqIQjty9E3bga2h7gRVB7x\n",
       "DiMiItKq0UbKfzT9HF6bqKR9X+lIou6KTPiZCvG3wBeg8qt2BhIREemghuXeaC0EG1C/aaHSYP+g\n",
       "KcYRqEIgIiLS41qo2MSDIPbLrI+F4B0gQ8E7QIaCd4DMBO8AGQreATIUvAMkLY0hWAd4N7BDWi8O\n",
       "dnTruXra74GLbKKjyjPeYURERDrtUuBU7OmER2B3Gpzpmqh9Wuz6iH+EOLM9UURERDqupXJvfvp5\n",
       "S/o5GbiupTj5aLVC8E2IH2xPFBERkY5rWO6NZfrjp9PPR4CXAlOBTdsQqh8UAwv7RfAOkKHgHSBD\n",
       "wTtAZoJ3gAwF7wAZCt4BmhlLheDbwHTgU8BlwK3AlzoZqoekCkFfTnQkIiJSYywDD3tVq10GFYj3\n",
       "QxxqSxoREZHOaqnL4E7gW8C+TPghPv2qEum/bgMRERlAY6kQvBi4EvgAsBT4OrB3BzP1mqvpnwpB\n",
       "8A6QoeAdIEPBO0BmgneADAXvABkK3gGaGUuF4AlgNnAIsCOwETbhkRi1EIiIyMAIwNnAXcAlwFtc\n",
       "07RPGx7BHCdDfBzi1NaPJSIi0lEtlXtLgZ8AbwPWb0eajLRpToY4D+KB7TmWiIhIx7RU7m3UrhQZ\n",
       "aleF4PMQT23PsVwF7wAZCt4BMhS8A2QmeAfIUPAOkKHgHSBp6S6DRyZ40nOBB4CFdV77KLAae75B\n",
       "4URgMbAI2L+0f2Y6xmLgjNL+KdjYhsXAtcC2pdeOAG5Py+ETzD8eGkcgIiLSwN7AToysEMwALsfG\n",
       "IxQVgh2wRyRPBoaAJVRvcbwe2DWtzwGKpvnjgLPS+qHAxWl9OnAH9kTFqaX1etrVQjAN4mM2nkBE\n",
       "RCRbbSr3xm+IkRWCHwIvo7ZCcCLwidJ7Lgd2B7YAbivtPww4p/Se3dL6JODBtP42bABk4Zz0uXra\n",
       "eGHiQoivaN/xRERE2q6lLoO1gXcAJwOfScu/TjDIwcByqhMlFbZM+wvLga3q7F+R9pN+Lkvrz2Bd\n",
       "GxuPcqxO64dug+AdIEPBO0CGgneAzATvABkK3gEyFLwDNDOWxxL/FFgJ3Aj8vYVzrQucBOxX2pfD\n",
       "kw9nYXdSgP2e86k+ZyGkn2PZvgZ++G5gwQQ/n8P2jpnlyWF7x8zy5LBNk9cHbZsmr2tb2+D3/2ux\n",
       "PkQb/LGFzw5R7TJ4KTbI8K60rMIK4s2AT6alUHQHbE5tl0G5O6DoVoDaLoNytwLAN7ExBvW0s8vg\n",
       "uRDv1URHIiKSsZbKvW9hff4TMUT9uwyg/qDCtYDtsIGARcF6HVY5qDByUGFROTiM2kGFd2IDCaeV\n",
       "1utpZ4WgAvE+iNu175giIiJt1VK5dxv2bf52rHBfyMgxAPVcBNwLPIX19R817PU7qb3t8CTs7oJF\n",
       "wAGl/cVth0uAM0v7p2BPTSxuOxwqvXZU2r8YuwWxkTaPtoyXQnxne4/ZVcE7QIaCd4AMBe8AmQne\n",
       "ATIUvANkKHgHSFoq94bSsm1aiu1+0O4KwYchnt38fdkK3gEyFLwDZCh4B8hM8A6QoeAdIEPBO0DS\n",
       "crm3I3A8NuPhy1uOk492Vwh2gTiW1hMREREPLd12+EHgAmBTbADgBcAJ7cnVd+YD22miIxER6UcL\n",
       "gfVK2+vReKBgr+nAE5viXIiva/9xuyJ4B8hQ8A6QoeAdIDPBO0CGgneADAXvAElLLQRg8w7UW5eR\n",
       "+uEBRSIiIiN8BLur4BTgs9iDdz7sGaiNOtFC8DprJRAREclOw3JvrA/RmQnslQ70O+DmNoTKQaTt\n",
       "T0uMU7HbLKdDZVV7jy0iItKSCZV7G6af09OycVqK7X7QoVmf4kK746DnBO8AGQreATIUvANkJngH\n",
       "yFDwDpCh4B0gaVjujTaXwUXAQcBNDQ6gJ/I1djU2juAG7yAiIiLSXKdaCN4J8YedObaIiMiEtVTu\n",
       "XTnGfb2oUxWC7dK8BproSEREcjKh2w7XwcYMbEp13MB07LHFW7UxXD9ail30XutWCd4BMhS8A2Qo\n",
       "eAfITPAOkKHgHSBDwTtAM6ONITgWe0rhlsCNpf2PAV/vZKjeV4kQi+cR3OmdRkREpB2O9w7QQR3q\n",
       "MgCIH4J4TueOLyIiMm4tPakwAtNK29OA41pNNAD0xEIREekrC+rsm9/1FJ3RyRaCyRAf67GJjoJ3\n",
       "gAwF7wAZCt4BMhO8A2QoeAfIUPAOkLTUQrDGsPetCUxuNVH/q6zCnkOwh3cSERGRZsZyW9yXgW2A\n",
       "b6b3HwvcA3y0g7m6pQOPLq45/KnAGlA5uXPnEBERGbOWyr01gfcBl6bl2LSvH3SwywAgHghxXmfP\n",
       "ISIiMmYdLvd6V6crBBtBfNzGE/SE4B0gQ8E7QIaCd4DMBO8AGQreATIUvAMkLY0h2Au4AlgM3JUW\n",
       "3Vs/JpVHsGu1k3cSERGRVv0ZeB2wGbBJaekHXWg6iWdD/HDnzyMiItJUS+Xede1KkaFuVAjeCfHS\n",
       "zp9HRESkqZbKvdOA07Hb53YuLf2gGxWCoR6a6Ch4B8hQ8A6QoeAdIDPBO0CGgneADAXvAEnDcm+0\n",
       "uQwKu6cDvGLY/n1aSTRA7gZWA88F7nDOIiIiInV06faLeAnEw7tzLhERkYZaaiH4DNUHGZQP9LkW\n",
       "Qw2SYl6D872DiIiI1DOW2w6fSMvjWNP364GhDmbqR70y0VHwDpCh4B0gQ8E7QGaCd4AMBe8AGQre\n",
       "AZoZSwvBl4dtnw78ugNZ+tkCYFuI06DysHcYERGRdpgOLPEO0SZdfIRjvAri67t3PhERkRFaGkOw\n",
       "sLS+BvAcNH5gIq7Gug3meAcREREZj+3Sz22xMQNDwNb019TH3WwhOADib7t3vgkJ3gEyFLwDZCh4\n",
       "B8hM8A6QoeAdIEPBO0AyobkMiqfrnQssTctyYFW7Ug2Ya4GZENfyDiIiIjLcaE/Pmw/8EJv6+CvD\n",
       "3hvTvl7X0rzQEzjdAuAYqPTz46BFRCRfDcu90VoIDgOeBdYENgDWLy0btDngoOiV2w9FRERG6OeR\n",
       "8V0cQwAQ3wHxR90957gE7wAZCt4BMhS8A2QmeAfIUPAOkKHgHSCZ0BiCgkbFt09qIeiJiY5EREQG\n",
       "RrdbCCoQl0PcvrvnFRERAVpsIZC2qUSslWAv7yQiIiJlY6kQrAd8Gvh22n4+8IaOJep/OQ8sDN4B\n",
       "MhS8A2QoeAfITPAOkKHgHSBDwTtAM2OpEHwPeBrYM23fC3y+Y4n6X84VAhERkYZuTD9vLu1b4BGk\n",
       "A7o8hgAgToL4GMTp3T+3iIgMuJbGEDwFrFPa3j7tkwmpPANcD+zhnURERGQ89gd+CzwIXAjcDezj\n",
       "mqh9HFoIAOLnIH7B59yjCt4BMhS8A2QoeAfITPAOkKHgHSBDwTtA0tJsh78GbgJ2T9sfxCoHMnFX\n",
       "Ayd7hxARERmPnwFvx+426DdeLQQbQnxcEx2JiEiXtVTuBeBsrKvgUuCtwNqtZ8qCU4UAIM6HuHvz\n",
       "94mIiLRNW8q9ScB+wCXAo+04YAY8KwTfgPhRv/PXFbwDZCh4B8hQ8A6QmeAdIEPBO0CGgneApOUn\n",
       "Fa4DvAV4L7ALcN4YPnMu8ACwsLTvVOyWxfnAlcCM0msnAouBRdhAxsLMdIzFwBml/VOA2Wn/tcC2\n",
       "pdeOAG5Py+FjyOpBzyMQEZGecgnWXfBN7O6CNcf4ub2BnaitEJSnTT4e+E5a3wGrJEwGhoAlVOdr\n",
       "vh7YNa3PAQ5M68cBZ6X1Q4GL0/p04A5galqK9Xo8Wwi2hfiAJjoSEZEuaqncO4CxVwKGG6K2QlB2\n",
       "InBaaf0Tpdcux+5q2AK4rbT/MOCc0nt2S+uTqN758DZszEPhnPS5ejwrBMVER8/zyyAiIgNmQl0G\n",
       "+6af6wMHA/+YlreknxP1eeAe4Ejg39O+LYHlpfcsB7aqs39F2k/6uSytPwM8Amw8yrEyU4nY7Yc5\n",
       "dRsE7wAZCt4BMhS8A2QmeAfIUPAOkKHgHaCZ0Z5D8Cqsn/+N1K9R/HiC5zw5LZ8EvgocNcHjtMss\n",
       "YGlaX4l1XcxL2yH97ND2Vx+ATd9KdUxGh8/XdHtH5/PnuL1jZnly2KbJ64O2TZPXta1t8Pv/tVgf\n",
       "og2eO8Z99QzRuMtgG+CPaf2TaSkU3QGbU9tlUO4OKLoVoLbLoNytADb24dAGGRy7DADizhBv9c0g\n",
       "IiIDpKVy76Y6+26ss6+eIWorBM8vrR8PfD+tF4MK1wK2wwYCFoPtrsMqBxVGDiosKgeHUTuo8E5s\n",
       "IOG00no93hWCSRAf1URHIiLSJRMq916MjRe4k9qxA0cCfxrD5y/Cpkp+GuvrPxp7sNFCrPD/EfCc\n",
       "0vtPwu4uWIQNZCwUtx0uAc4s7Z+C3QFR3HY4VHrtqLR/MXYLYiPOFQJIAwsXQpwDsVHFpVuC8/lz\n",
       "FLwDZCh4B8hM8A6QoeAdIEPBO0AyoXLvYKx//SHge6XlTGDPdiVzlkOFYBHEmJbZzmGC8/lzFLwD\n",
       "ZCh4B8hM8A6QoeAdIEPBO0DSUrnXz9P05lAhmJMqA/dm0EIgIiL9raVy73xq++CnYU8h7Ac5VAim\n",
       "QvwJxPsgvto7jYiI9LWWyr35Y9zXizKoEBTiQRDvhriRY4jgeO5cBe8AGQreATITvANkKHgHyFDw\n",
       "DpC0NJdBBRu5X5jOxJ9cKA1VfgH8Avi6dxIREZF6Dgf+jE1M9G9pPdcJg8YroxYCgLhuGmTY6FHL\n",
       "IiIirWi53PsH4ANp2aHlOPnIrEIAEF8B8S8QZzR/r4iIyLi0XO7tTfURw5tiDw/qBxlWCADiyRCv\n",
       "gjiWLp12Cl0+Xy8I3gEyFLwDZCZ4B8hQ8A6QoeAdIGlpDMEpwMexGQnBniZ4QeuZZBSnYdf5Q95B\n",
       "RERECguwisPNpX23OGVpt0xbCADidhAfhPgy7yQiItI3WmoheApYXdper+U4MgaVu4D/B/wA4tre\n",
       "aURERD6GzRh4F3AMNm/ACa6J2ifjFgKAWIF4KcSvdOmEoUvn6SXBO0CGgneAzATvABkK3gEyFLwD\n",
       "JA3LvUlj+PDpwP7AY8ALgE8DV7Qnl4yuEiEeCyyA+AuoXOmdSEREpB9l3kJQiPtDXKZpkkVEpEUT\n",
       "KveuST8fx1oHysujwFLg/W0I56lHKgQA8asQL7FuBBERkQnpSLm3MfbUwl7WSxWCdSD+EeK7OniS\n",
       "0MFj96rgHSBDwTtAZoJ3gAwF7wAZCt4BkpbGEADsjD2caDXWcnAT8BCwT8vRZIwq/wvxHcBvIP4O\n",
       "Kku9E4mIyGD5V2Ah8Fngc9hzCT7tmqh9eqiFoBA/BvG/IWqCKRERGa+Wyr3bgfJ98Oukff2gFysE\n",
       "a0KcC/GT3klERKTntFTuzQWmlbanAVe1FCcfPVghAIjbpAmQdm7zgUObj9cPgneADAXvAJkJ3gEy\n",
       "FLwDZCh4B0gmNIbga+nnI8CfgF+n7f2A69uTSyamcg/ED2FPMZwJlSe9E4mISG8b7Ra2I7GaRPGe\n",
       "4evndS5W15R/px4ULwQegsrx3klERKQntFTurQO8FHgJtWMJ+kGPdhkU4jSId0M80DuJiIj0hAmV\n",
       "e5OBLwEu/SytAAAVwUlEQVR/xW4zvCmtn55e6wc9XiEAiPtAXAFxkzYcLLThGP0meAfIUPAOkJng\n",
       "HSBDwTtAhoJ3gGRCsx2eDkwHtsOeQ7Az8FxgKvDldqaTVlTmAhcC39ZTDEVEpBOWUL/CsGZ6rR/0\n",
       "QQsBQJwCcQHEo72TiIhI1iZU7o32rAE9hyA78SUQH4S4vXcSERHJ1oTKvZ8CR9TZ/y7gspbi5KOP\n",
       "KgQA8YMQfw9xrI+kHi60M02fCN4BMhS8A2QmeAfIUPAOkKHgHSCZ0HMI3g/8GDgauDHtmwmsCxzS\n",
       "tmjSTl8DDgJOBE51ziIiIj2k2SC0CvAa4B+wWsWtwJWdDtVFPf4cgnriVtgdIW+Eih4gJSIiZX1Y\n",
       "7rVHn3UZFOJbId4OcT3vJCIikpU+Lfda18cXJs6CeM44PxQ6EKTXBe8AGQreATITvANkKHgHyFDw\n",
       "DpBM6DkE0ttOAPaH+EbvICIiIrnr4xYCgLgXxPsgbuadREREstDn5d7EDcCFiZ+H+HM9xVBERBiI\n",
       "cm9iBuDCxLUg/g/EY8fw5tDpND0oeAfIUPAOkJngHSBDwTtAhoJ3gERjCAZX5WngncC/QXyhdxoR\n",
       "EZEcDUALQSEeB/EGiP0yU6WIiIzfAJV74zNAFyZWIM6BqCcYiogMrgEq98ZnwC5M3DzddbBngzeE\n",
       "bqbpEcE7QIaCd4DMBO8AGQreATIUvAMkGkMgAJX7gfcC34e4gXcaERGRXAxYC0Ehfhviud4pRESk\n",
       "6wa03GtuQC9MXB/iYoj/6J1ERES6akDLveYG+MLE3SHeD3HL0s7glSZjwTtAhoJ3gMwE7wAZCt4B\n",
       "MhS8AyQaQyDDVa4Fzga+B1F/D0REZKANcAsBQJwE8VqIx3snERGRrhjwcq8xXRji8yA+CHEH7yQi\n",
       "ItJxLuXeucADwMLSvtOB24AFwI+BjUqvnQgsBhYB+5f2z0zHWAycUdo/BZid9l8LbFt67Qjg9rQc\n",
       "PkpGVQgAiP8C8WaY+lrvJBkK3gEyFLwDZCZ4B8hQ8A6QoeAdIHEp9/YGdqK2QrAf1XELp6UFYAdg\n",
       "PjAZGAKWAMXsfNcDu6b1OcCBaf044Ky0fihwcVqfDtwBTE1LsV6PKgRAeorhUvjVg+lpho2u1yAK\n",
       "3gEyFLwDZCZ4B8hQ8A6QoeAdIHEr94aorRCUHQJckNZPBD5Reu1yYHdgC6xFoXAYcE7pPbul9UnA\n",
       "g2n9bdhgucI56XP1qELwf+I1EGNafu6dRkREOiLLuwyOxr7xA2wJLC+9thzYqs7+FWk/6eeytP4M\n",
       "8Aiw8SjHktE9kn4uA3aD+A5rORARkUHgVSE4GXgauNDp/DLS2+GSucDLsK6dk4ELIU7zjeUueAfI\n",
       "UPAOkJngHSBDwTtAhoJ3gGYmOZzzSOD1wL6lfSuAGaXtrbFv9ivS+vD9xWe2Ae7Ffo+NgIfS/lD6\n",
       "zAzgqlHyzAKWpvWV2FiGeWm7OM4AbFdWApfBoTvadpwJ510Am98G8W1QmZtX3q5t75hZnhy2afL6\n",
       "oG3T5HVtaxvs/xKP8xfrQzgbonYMwYHAn4BNhr2vGFS4FrAdNhCwaK6+DhsrUGHkoMJirMBh1A4q\n",
       "vBMbSDittF6PxhA0FQ+EuALilyBO8U4jIiItcSn3LsK+vT+N9Usfjd0ieDdwc1rOKr3/JOzugkXA\n",
       "AaX9xW2HS4AzS/unAJdQve1wqPTaUWn/YuwWxEZUIRiTuCnE/4I4H+I/eKcREZEJU7nXgC5MrdD4\n",
       "pViB+O70EKPjB2jAYfAOkKHgHSAzwTtAhoJ3gAwF7wBJlncZSE+pRKh8F9gDeAfwS4hbOIcSERFp\n",
       "C7UQTEicDPGUNFviId5pRERkzFTuNaAL05K4B8Q7IH4H4vreaUREpCmVew3owtQK4/9I3ADidyEu\n",
       "gbh72xP5C94BMhS8A2QmeAfIUPAOkKHgHSDRGALplMpjUHk38HHgpxA/Y9Mqi4iI9A61ELRV3BLi\n",
       "ryFea9Mqi4hIZlTuNaAL03ZxDYgnpNsT3z1AtyeKiPQClXsN6MLUCu07VHwJxAUQfwxx+JMpe0nw\n",
       "DpCh4B0gM8E7QIaCd4AMBe8AicYQSLdV/gjsij2GegHEA5p8QERExI1aCLoivgbiMohnQFzHO42I\n",
       "yABTudeALkzXxOkQZ0P8E8Qdm79fREQ6QOVeA7owtUJnDx8rEN+VBhx+zAYgZi94B8hQ8A6QmeAd\n",
       "IEPBO0CGgneARGMIJAeVCJXvA7sAbwKuhDjDOZSIiIhaCPzENSGeBPEvEA/zTiMiMiBU7jWgC+Mu\n",
       "vgLinyFeAHEj7zQiIn1O5V4DujC1gs9p43oQz4a4FOKrfDI0FLwDZCh4B8hM8A6QoeAdIEPBO0DS\n",
       "sNzTM+clA5UngPdBfAMwG+IDwBPAI8DbobLSNZ6IiPQ9tRBkJ24G8X6IMS1/gLiudyoRkT6huwyk\n",
       "V1QeAG5KG3cCTwIrIJ4HcT8bjCgiItJeaiGoFbwDmDg1PcRoatreHOKHIN4A8T6IX4E4s0sTJ4Uu\n",
       "nKPXBO8AmQneATIUvANkKHgHSNRCIL2kshIqh1bHDlTuh8pXobIL9o/qceAS4FaIn4L4XLeoIiLS\n",
       "F9RC0LNiBeIeEL+ennx4DcT39fjMiiIinaZyrwFdmL4QJ0M8COJFEFdCvAzioRqMKCIygsq9BnRh\n",
       "agXvAK2LG0A8HOKvID4McVaLgxFDG8P1i+AdIDPBO0CGgneADAXvAInGEMigqDwGlfOhcgDwYmA+\n",
       "8O/AsjQYcecuDUYUEZEeohaCgRFfBPFzEO+EeBvEkyFu551KRKTLVO41oAszcP5vMOI30mDEq9Ng\n",
       "xI29k4mIdIHKvQZ0YWoF7wDdFSfb45JrBiP+M8R1Sm8KXukyFrwDZCZ4B8hQ8A6QoeAdINEYApGR\n",
       "Kqug8nOovA2YAVwK/AtwL8TvQfwF/OSrEOdUH5IkIiL9SC0EUkfcAuKHIT5amlPhjtS1sIfNzigi\n",
       "0pMalnuDPto6omsgDcU5wOuA24DvAi8CdgJ2AO4Bbk7LfPtZedApqIjIWKnca0AtBLWCd4C8xKkw\n",
       "+6qR3QVxMsSXpucdfAXi3PTMgxUQfw7xVIhvsUcq9+UtjsE7QGaCd4AMBe8AGQreAZKG5d6kbqYQ\n",
       "6S2VlcDn4NCVw/avAham5XzbFyvAtlgLwo7AEcBXgQ0gLqCmJYHboPJ0N34DEZGx6sdvL+OhphPp\n",
       "sLgJVkHYqfRzCFhEbSXhFqg86hRSRAZHw3Jv0AtDVQjEQVwXeCm1lYSXAPdSW0mYD5X7vFKKSF9S\n",
       "udeAxhDUCt4BMhS6c5o4CeIOEN8B8csQfwPxIYj3Q1yWllshHgFxT4jbQlyrO9lGCE7nzVXwDpCh\n",
       "4B0gQ8E7QKIxBCJ5qzwD3JqWH9i+WAG2BuZgLQgAnwdWAFsBz7HBjKzAWhdWNFgehooqvyIyqkFv\n",
       "NlDTifSA/7v98QZg/zTYkTSD43OwysFoy1qMXmFYAdwHlae69RuJiBuNIWhAFQLpAXEq8E3g2Gpl\n",
       "YFyfXx/YktErDZsBj9C4wlBUKB5Sa4NIT1OFoAFVCGoFYJ5zhtwEBuKaxDWBTWlcYSgqFBvA3Aj7\n",
       "PAUsBv4GPIpVJso/6+0rfj4GlWe79qt1XmAg/o6MS0DXZLhAHtekYbmnMQQiQiqg70/LjY3fF/8b\n",
       "Kntj/3f8FfgisBGwYennZsALhu0rr68P8UnGXoGot+9U4LnAk8DbJ9ZyIiJlg/7tWC0EIuPSaDzD\n",
       "uI6xBrA+9SsLY923GdXJ2VZhlZP/bePyZP39lWfG//uKZEVdBg2oQiAyLq2OZ2hbjqJiciPwVqxS\n",
       "sM4oy7pNXh/rspraSsJGWGvJKuCPwOPA3zu0rNL4DWkDVQgaUIWgViCPPq6cBHRNhgu4XxOPikms\n",
       "AJOprSDMhnm7pFvM5wGnA2t3aJnEyErCU6X1bVKmVcB1WCvH02lZ1cL6OD9TeZYs/o5kJ5DHNdEY\n",
       "AhHpJ5WVwKFdPmekWvg9YvviX9OLNwCHdLZyEtcEptC4wnAW8PL05o2Bi7AKzFppKa+vhXXb1Hut\n",
       "lfW1rLyZC+yzGmsxKSoLz6Sfw9c79dq7gM2xStPXsApS04s8hvdM5P3HwC+3h9c9DJwxxiydcMxo\n",
       "34EH/duxWghEpAW5dKFAe8Z3tCXHb4FXpY2fAO/FvnxOTkt5ffj2aK+N572TgNdjz+kAWAb8vknw\n",
       "8ZYF43l/wO7iAVgOXDvOc7VLgMomqNyrS/1xItIn4lSIs0dO1931HHMgRojX+2bJJUdOWeIcnMq9\n",
       "c4EHsCliC/8E/Al4Fth52PtPxO5rXgTsX9o/Mx1jMdbUUpgCzE77r8Wmni0cAdyelsNHyagKQa3g\n",
       "HSBDwTtAhoJ3gMwE7wB5iVNh9lUZFMKZVJCKLLlcE59yb29sFrdyheBF2P3Jc6mtEOyAzfA2GZsa\n",
       "dgnVJo3rgV3T+hzgwLR+HNZnBtaXeHFanw7cAUxNS7FejyoEtT7kHSBDuiYj6ZrU0vUYSddkpFyu\n",
       "ScNyb41GL7TB74CHh+1bhH1rH+5gbADMKmApViHYDdgC2ACrFACcD7w5rb8JOC+t/wjYN60fAPwa\n",
       "WJmWK6hWImR0GdSks6NrMpKuSS1dj5F0TUbK/pp0skIwHltiAy0Ky6k+LrW8v5jljfRzWVp/Bhv1\n",
       "u/EoxxIREZEGcqkQSB6GvANkaMg7QIaGvANkZsg7QIaGvANkaMg7QDO5PIdgBTCjtL019s1+RVof\n",
       "vr/4zDbYLGyTsCeGPZT2h9JnZgBXNTjvHWgcwXBHeAfIkK7JSLomtXQ9RtI1GSmHa7LA68RD1A4q\n",
       "LMzF7h4oFIMK1wK2wwrqYlDhddh4ggojBxWendYPo3ZQ4Z1Yf8200rqIiIg4uAj79v401td/NDYg\n",
       "cBn2DPD7gV+W3n8SNphwETYwsFDcdrgEOLO0fwpwCdXbDodKrx2V9i8mjxqZiIiIiIiIiOToQKwl\n",
       "YjHwCecsOZiBdeP8CZux7QTfONlYE7gZ+Jl3kExMBS4FbgNuBXb3jZOFE7F/NwuBC7GWy0FT7yF0\n",
       "07Fbvm/HbgMfpG7betfjdOzfzQLgx9iYN8nAmlj3wxD2IKT5wIs9A2Vgc2DHtL4+8Gd0TQA+AvwA\n",
       "uMw7SCbOw7r+oDqQd5ANYWOUikrAbAazi7LeQ+i+BHw8rX8COK3boRzVux77Ub2r7zQG63pkbQ/g\n",
       "8tL2J9MiVT+h+qCnQbU18BtgH9RCAFb43+kdIjPTscrzNKyC9DPgta6J/AxRWwAuAjZL65un7UEy\n",
       "RP0B9QCHABd0L8rYDeJzCMoPNAI9uGi4Iax2e51zDm//CXwMWO0dJBPbAQ8C3wNuAr4NrOuayN/f\n",
       "gP8A7sEGUK/EKpFilYEH0voDVCsHYq1sc7xD1DOIFQI9d6Cx9bE+4g9i85gPqjcAf8HGD2iaUDMJ\n",
       "m3/krPTzCdSytj32fPoh7Amp6wPv8AyUqYj+3y2cjN15d6F3kHoGsUIw/CFIM6h91PGgmozNCXEB\n",
       "1mUwyPbE5sq4C7t99jXYPBqDbHlabkjblzJyxtJB8wrg99gD0Z7BBovt6ZooHw9gXQVgc9L8xTFL\n",
       "Lo4EXo8qjVmZhD34aAh7EJIGFdq34POxZnKp9Wo0hqDw39hspQCnAF/0i5KFl2N35ayD/Rs6D3i/\n",
       "ayI/Q4wcVFjcwfVJBm8Q3RC11+NA7G6UTVzSyKhehw0GWoLdNjTo9sL6yudjzeQ3oxkiC69GdxkU\n",
       "Xo61EOjWqaqPU73t8DyspW3QDH8I3VHYgMvfMJi3HdZ7KN9i4G6q/7+e5ZZORERERERERERERERE\n",
       "RERERERERERERERERERERES8FI9+3hZ4W5uPfdKw7WvafPx2OxL4WpuP+WUgTPCzr8YmOWvFEI0n\n",
       "r5moKdjDnwbxCbKSAf3FE+mM4tnt2wFvH+dnJzV5ffjDtF45zuN3W6vPsR/+/9QGwKuAeRM83j6M\n",
       "/xHDzf5M2uEp4HfAm7twLhER6ZLH0s9rsVnwbsYmjVoDOB24Hnvi3zHpfQErDH5KdarYnwD/gz0e\n",
       "9z1p32nYc/NvBr6f9hWtEZV07IXALcA/l449D/ghcBuNp16dl45/HfYkz73S/iOp/Yb/c6xALs79\n",
       "pZTxCmB34LfY48HfmN5zRPpd5mJPrvvX0rHemc53M3AO1cL/cawVYD4jC+93Al8obe+LzcB4C/Bd\n",
       "7JHkAEuxJ+aBzTswF2uxuQ+bl+FmrDK1KTY3w/VpKc53CnaNrwZ+MCzDENUWgrWxWSBvSTlCk/1H\n",
       "Yn/O9a7Hbtifk4iI9ImiQjB8LoRjsBnPwJqIb8AKl4AVgtuW3jst/VwHK3yK7ceoVWy/BXtMbAV4\n",
       "Dvao1M3TsVdiM/JVsAl56rUqzMUqFGCP974irR9JbYXgZ1QrBKuBA9L6j9P51wRehhW4xefvTfnX\n",
       "Tr/LTGwOkcvS+8Ee5/qu0nHfWicjwNnAP6b1tbHph5+Xts/DKl5gk1MNrxAAfAb4SOl4F1K9HtsA\n",
       "t6b1U7A/nyl1MgxRrRB8FPhOWn8hdt2njLL/SOpfD9LrK+r90iKd1o1mMJFBNnz65P2Bl1It7DbE\n",
       "CrNnsG+nd5fe+0GqzcczgOen9zSyF1a4RWx2ud8CuwCPps/dm943HyvQ6o09+HH6eVN6TzNPA79K\n",
       "6wuBvwPPYi0G5c//Gni4dI690vtmYq0gYBWf+9P6s9jsm/UU3/LBCtq7sHlJoDrB0BlNcpf/XF5L\n",
       "7QRnGwDrYdfxMqwpfzSvBM5M63/G/gxfMMr+SP3rcWM61xpYReHvTc4r0laqEIh03weofvsuBOCJ\n",
       "Ydv7Yk3wf8e+3a7d5LiRkRWQov++XKg9S+N/+0/Vec8z1Pbjl3OsKq2vxioIxXqjc1RKuc5j5CBJ\n",
       "sN95tLEHjcY/lY9dzj3atatgTfVP13ntyVE+N/wY49k//D2rh223Ou5CZNw0qFCksx7DvnEWfgUc\n",
       "R7WwfAGwbp3PbYh9g/w78CKsYlBYRf3C9nfAodi/602xZv3rGVuhNJqlwI7pODOAXSdwjP2wJvJ1\n",
       "gIOxfvkrsZaSTdN7pmNN9s0UXSFg37yHgO3T9ruwlpEi9yvS+ltKnx/+Z/Jr4ITS9svHkKHsd1Tn\n",
       "uH8B9jssGmV/hZHXo2itmYJVxpq1Soi0nSoEIp1RfMNbgP0HPx/rAvgO1kd9E9bEfjZWuEdqvxVe\n",
       "nvbfCvw78IfSa9/CBqoVgwqLz/1X2r8AK2w/hnUdDD82dbZH+x2uxprlb8Wa4m8c5TixznrEKiY/\n",
       "StkuxX7/24BPYQXygvRz8zrHGe5qqgX937Hpdn+I/e7PYIMTAT6b8t6Q9hfH/BlwCNVBhSek4y3A\n",
       "pjI+dpTfr97vehb2f+ktwMXYIMpVo+xvdD0AdqL2z1pEREQaWB8r5HvVkTR+LsMXsMqKSNephUBE\n",
       "es3j2JiKfbyDTFC9Fhuw7oK9sFs0RURERERERERERERERERERERERERERERERERERES8/H/u+i1S\n",
       "XzgfeQAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d88d79710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Outer loop: 14 iterations\n",
      "\n",
      "Z in [-1.15960109234, 1.81123566628]\n",
      "Sparsity of Z: 905,112 non-zero entries out of 19,072,000 entries, i.e. 4.7%.\n"
     ]
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAfEAAAFCCAYAAADhbOSmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XnUJlVh5/FvS4NRQRrUw24aUaN4ALfgOuGVKCHuswTN\n",
       "cUEwc5wxiRo3QM+km5OTOYg60UwGHaOSNipKlDgwhyjo9IvGDRdoUEBAQxQNraIYE6OAvPPHrYe3\n",
       "urqWe6vuWs/vc8573uepp56qe6vqqVt3BxERERERERERERERERERERERERERERERERERkeydCFwH\n",
       "3ACcljgsLg4DtgNfB74GvKJavj9wKXA9cAmwqfadMzDxvA44obb8McDV1Wdvry2/J/DhavkXgF/1\n",
       "HYkR9gCuAC6q3s85vpuAjwDXAtcAj2Pe8T0Dcz1fDXwQE745xfe9wM4qbAux4ndytY/rgRdPj4qV\n",
       "tvi+GXM97wAuAPatfTbH+C68BrgLc74XSo9vFvYAbgQ2A3sCVwIPTxkgBwcCj6xe7w18AxP2s4HX\n",
       "V8tPA86qXh+Jid+emPjeCGyoPrscOLZ6fTHmwQbg5cA51evnAR/yHIcxXg18ALiwej/n+G4DTq1e\n",
       "b8Tc8OYa383AtzA3KjA3q5OZV3z/HfAodr3Jx4jf/sA3MQ8Im2qvQ2uL79OAe1Svz2L+8QWT4fo4\n",
       "8A+sJ+JziG8WnoA5uAunV38l+hjwVMxT3QHVsgOr92Ce+uolDR8HHg8chHkyXng+8M7aOo+rXm8E\n",
       "fuA91G4OBT4JPIX1nPhc47svJlFrmmt898c8iO5XheUizA1/bvHdzK43+Rjx+13gHbXvvLP6Xgyb\n",
       "ac+ZAvx74P3V6znH92+Ao9k1Ec8+vvcYXiULhwDfqb2/uVpWms2YJ8AvYm4IO6vlO1m/QRyMid/C\n",
       "Iq7N5d9l/RjUj8+dwE/YtTgotj8DXocpllqYa3wPx/xIzwW+CvwlcB/mG98fAW8Fvg18D7gNU8w8\n",
       "1/guhI7f/Xq2ldqpmJwmzDe+z6n2f1VjefbxLSURX0sdAA/2Bj4KvBL4aeOzNeYRR4BnAt/H1Idv\n",
       "6FhnTvHdCDwaU3z2aOBf2b2UaE7xPQJ4FeaB9GDMdf3Cxjpzim+bucev7o3A7Zi2D3N1b+ANwJba\n",
       "sq57V3ZKScS/i6mvWDiMXZ9ocrcnJgH/a0xxOpin+QOr1wdhEj7YPa6HYuL63ep1c/niOw+sXi/q\n",
       "ZH/kL/hOngg8G1MkdR5wPCbec43vzdXfl6r3H8Ek5rcwz/g+FvgccCsml3EBprprrvFdCH393tqy\n",
       "rdT3uZcATwdeUFs2x/gegXko3YG5bx0KfAVT2jLH+CaxEdMIYDOwF2U1bNsAvA9TxFx3Nut1Laez\n",
       "e8ORvTBFtd9k/anwi5i6lg3s3pBiUdfyfNI39Fo4jvU68TnH99PAQ6vXWzFxnWt8j8H0srgXJpzb\n",
       "gN9nfvHdzO4N20LHb39M+4pNmDYHi9cxbGbX+J6I6YFw/8Z6c41vXVvDttLjm4XfxjSouRHT2KAU\n",
       "T8bUDV+JKWK+AnOy98c0/mrrsvIGTDyvA36rtnzRpeFG4M9ry+8JnM96l4bN/qMxynGst06fc3yP\n",
       "weTE691x5hzf17PexWwbpqRpTvE9D1PffzumbvMU4sXvlGr5DZhW/zE043tqtf9/ZP2edU5t/bnE\n",
       "9xesn9+6b7FrG4zS4ysiIiIiIiIis1XqqGwiIiJLreRR2URERKLLqYvZsZhE/CbgDkyLvuekDJCI\n",
       "iEjOckrE5zIqm4iISBQbUwegZnAEpGOOOWZtx44dMcIiIiKSheOOO47LLrusdRS5nHLig6PZ7Nix\n",
       "gy1bttz9t337dtbW1oL8AcG2bbMfgC1btmQf/rHhaQvflPiW+NcXXx/nL5dtlHR+6/Fti7vN8Vho\n",
       "i+9C1/vUf11sjtfU+9XQsR/a/9jzPHb9kNfz9u3bd0nrLrvsss5zk1NO/MvAQzAN276HmcLtd5sr\n",
       "bd26NWqgREREYlpZWWFlZeXu92eeeWbnujnlxO8E/gD4BHANZp7ia3u/UbNhg9/x6vueSsdqC2PX\n",
       "flz339x2/ft9x8b3cevSjE+I4zsHi/Ph4/jYbmPDhg2d18HUcLRt1/WaG7v+mGu7mSvs+7xr34vc\n",
       "VNuNty/n6cuU3/SYHLoPbcfF9ntj9xdy/ZhyyokD/F31J7DLk9gyUHznbdniu2yW7fzmEt9iplur\n",
       "rHU9ES2egHMWMox92x77mcSX4nz4zP23bbu5Xdc4jl0/1bFc7DPVb0u/6fmpfqPZN2ybZMxF66Mo\n",
       "2WUbfQnp1H3aFHn1fS9Wsbrsqq8aJJYQRbrQnZiELsqsN0Sy4bN4f0yRsG+LB5ixur4b+34ZUl8V\n",
       "ks13Y3zH1mwScRERkWWTx2ORvc7i9GXRzN0sU9GZj6JZ8UvHv9vQsVnm33JqsY/11P0tRXG6iIjI\n",
       "slEi7qivy8yYrlyudSXL3FXLR/1qrnKpK3TRlpO0/Z6v/bt+Vl8e+pgPXZvL/Fv2Vb8+tgtj7GMd\n",
       "cn9KxEVERApV2uP/GqR7Yk3ZdUWkS+jr0VN9XvLfbYlcwl5aPW9qtm1sXLoNhjomqhMXERGZoeJy\n",
       "4l1PRLnnRkTGipWTDZmLmPNvxyZ+qY9BDoPQ2CjhWKagnLiIiMgMKREXEREpVLGJeKjuGaFmcxoj\n",
       "dpcdyUPbUKxt15/vrlpTZ86z/Sy2ZlhSzHiYuvi3WZQeo5vfmO2UcCxtxLz+i03ERURElp0S8YbQ\n",
       "OXoXvubUzSlXJN0Wg1eEnkvZ16QrocM5VVvuzqaLUG5sBzRxGeTEx2RMQ7Mjumjr1mWzf1uxJy2p\n",
       "l3yEvqaUiIuIiBRKiXhiU5/SbJ++c8xhyK7GlKjkVre5kENud2iY3qEpfV2HU27muqYMx9wVpq7v\n",
       "+BrG1KXUxMd9pWsYXJvrxzWsruGybYfi8zfoev2AEnEREZFilZY98zYVaU4DBgQeqi+bePrk+5iN\n",
       "2V6qIRhdpQ5HCQMx+RwMJcXxznl41jFKCGMf3/cTDfYiIiIyQ8Ul4l31Bm3r9S2vP3V3bduHmFMf\n",
       "NjX7F8+pXtz3U/qY7blONWnLti6s7Ts+w+Eahq7v+jhXfXWRPvq3+7yeUuQg2+5nQ+uGEOp+F+Le\n",
       "5bpNl/VD3E+6FJeIi4iIiFFa1syqTrxvOrmQdS051pHOuV5c7Pi87obq7drqlX3/9tpK04amlJxb\n",
       "nfEUc4/fEN9tKHxut29/qE5cRERkXpSIi4iIFGqWxemx2BSf5FB0lUMYRGKxKfL32QUoRRc6m+qC\n",
       "EOHyXS3RFW6IUwXYta+cugnWGtSpOF1ERGROlBNfAqWUGIjOg086lvHN6ZjnFBc1bBMREZkhJeID\n",
       "mh38xw46MGbgDl+DEdgMBOFrWsspUg6Mk0LbeXYZtEO6ueaixhxv14GmfPA10YnLej4GOcnxeh6a\n",
       "zCTkQFk+t6dEXEREpFD5PR71Wws9YItMs+znZmzrZ9+TbtgOyjI2HLEnoIl5XYWYDEfKEGtgpDHb\n",
       "QnXiIiIi81JcIu6SU8hBiElVxooxicCy50YW8Y99HFz2NyZsvs9zX31r/TeTy29nyLJf93NR4kQ4\n",
       "xSXiIiIiYqRIxA8DtgNfB74GvKJavj9wKXA9cAmwKUHYREREipGirOrA6u9KYG/gK8BzgVOAHwJn\n",
       "A6cB+wGnN767BuUVXanRS9mW9fx1zUrW9rmvfU2ZfSyE1PtfFrmd99TajgcZNWy7BZOAA/wLcC1w\n",
       "CPBsYFu1fBsmYRcREZEOqevENwOPAr4IHADsrJbvrN7vppSns+agAaEGC3AduGFomeyulGvOt3q8\n",
       "245BiEZAzW36aITXtczm81zPfahBlmw+n3LP6VpvzHmfMvBW33dDNEZ2PWYu193GUSHyY2/go8Ar\n",
       "gZ82Plur/nazdevWu1+vrKywsrISJnQiIiIJrK6usrq6arVuqqzYnsD/Bf4OeFu17DpgBVPcfhCm\n",
       "8dvDGt9LNgHK0DSEOdXhxJqWUPxLMa1ljP2WyPZY1XNPtr89m/YGi212hW1h6v2nrz7aZmAgHxMs\n",
       "tcXXdvu+73e28R+7bbA/Z/VjQEZ14huA9wDXsJ6AA1wInFy9Phn4WORwiYiIFCVFTvzJwKeBq1gv\n",
       "Mj8DuBw4H3ggcBNwEnBb47vFTkXa91QP7U+gY/bR3JbL5yILc8yZ9+WwfA9767JOV7hstwn2dcgu\n",
       "w+1OLWWcOoRvyGvQNnefS6+Jvpx4ijrxv6e7BOCpMQMiIiJSstKaJwfNiad88osRhmUxh2Oodg1h\n",
       "aHKTcFJcs1PuqyWd19zqxEVERMQDJeIiIiKFKi4RHxrIYUonfV8zM03Zto/inWUfxKWUIjIob5CR\n",
       "mHzMZNbcRlvXsLb167oGa+pa5jO8zW0ODVIytE7Xd/q+Z7vcZkAgnwOpuBSHt51Dm+57Q5+1vW87\n",
       "povlrnG3Wb+4RFxERESM0rJs2XYxc+2O4bNRRUkNNHxb5rjnJIfz4CMMseKRw/HqMqUr6piBWXKR\n",
       "Y9hyHexFREREPFBOXKLI8Sl3juZwnMcOSjL0XYkv9EAxsaQOj3LiIiIiM1R8Ih6iJbZrK82QYRmz\n",
       "/bGtU0PK6al6DnJp1R7i+umLw1ALaF1neRl7PnI7j/WSntwUn4iLiIgsq+IT8RBPbF3bHNrXlKnv\n",
       "bJb19XGtv7eZ8m/RZzG3J95lM/bJvqvvsi+22y7l+unro5tTyVWIfsRTjd3H1OPqs0+57f66PlsY\n",
       "GmcgheITcRERkWWVx6OEvaJbp+eY880xTENKDHMf1/hMiX+KKRS7xk8IFZZG31rv+7CJS6h928jh\n",
       "91H6hCO5Uet0ERGRGVIiLiIiUigVp1tSUZA7HTM7Ok5x2BznEs5FCWHskkvYfVZ3xKg6UHG6iIjI\n",
       "DCkRt5TD02Mb124YMbtF5HrMctGXG4jdfSVVd5lU1+PQYDk24QrZBaovDG25PtvvhjKlS2Kq+9fY\n",
       "4WBtwhFzcBgl4iIiIoVSIh5B2yTxvqytrXU+mbflFJQ7zkfbeUuVO7epK/bFdWCimPu1qSutrzMl\n",
       "/EM5edvfaluuz+c0x13vu67XZrxsc619+2lbd8r1MXU42OZQv13HqX5uQg3brURcRESkUMW1Toey\n",
       "c5MhW2c2B9bIpSWoTJPDeUwZBp+D4QxtK9VgOMsm9j0q1T3RVyt4tU4XERGZoeIS8VyfWqfUz/iq\n",
       "+2s+aeZ6rMbIZbKBUk2dxCLlteTa0rev9XaoSYxcDIUnh2s9dBh83aNcr4nY1/FQuwkfikvERURE\n",
       "xFAiLiIiUqilT8T7ulC4qHczcO024tpopy/MvuY0z6FIr25OVQOufMR9apeaVHxc20ODo9gO7NL1\n",
       "vuv7toO1uH7ex2fV3Jhth+pG1cX2WPns5ut6vsdsy8XSJ+IiIiKlKi4RD/0kZzOk4dC2QjbWCLXt\n",
       "5oAFqXNgPuRWmtDUV3KTQ0PJHPbvmtOy2ffQb972O0ON/kLNld63rC8HHaNx41AjxFT3Fdv7evNY\n",
       "tR07n+fbx/EoLhEXERERI++syu46pyJd1kETZHe6FvzrOqY2y3U+xJaulXYa7EVERGSGZpOI6+kt\n",
       "fV1oLkq8FnI/d671gM0JInJhMxFF23dSh6H5/VzFmvQllJyPbZeUifgewBXARdX7/YFLgeuBS4BN\n",
       "icIlIiJShJSJ+CuBa6gmNQFOxyTiDwU+Vb2fJMenqpC5gNRPsbZ89rO03Y7tttv6k4a+jmLWA4aM\n",
       "S9+2Y/8W+1pHux5rm/X7+iE3308dijPlRDRDhvqXN+OeyzXT1wLfto95qvQmVSJ+KPB04N2sV9Y/\n",
       "G9hWvd4GPDdBuERERIqRKhH/M+B1wF21ZQcAO6vXO6v3IiIi0iFFIv5M4PuY+vCu8oc11ovZrbQV\n",
       "YeVQvNwsirEtSloYM6ygixRFQKEHx5gytG1bg6zQ11HM6zTkrFl92+7rGhpCitmquvbtOqyyy/K2\n",
       "z0M0xIMwQ/eO/czH/a5vAJeuz1zCG+veujHKXnb1REzR+dOBXwHuC/w1Jvd9IHALcBAmod/N1q1b\n",
       "7369srLCyspK0MCKiIjEtLq6yurqqtW6qVt+HQe8FngWcDZwK/AmTKO2TezeuG0NymnABeFKBPq2\n",
       "m8Mc0DJdDqVJOYRhYUpY2krBbBusue4zp2O24CMePo9/fVnfZ13b6ftuXxigO8c85XoIfc5zH+xl\n",
       "EfOzgKdhupgdX70XERGRDqlz4q46h12dIkVueez+55LLnnrMU5+zEPvLMQfXxSasrtd1iuPQ9nsa\n",
       "KuVyCWesuPjcT19uE4brqnO8hpvnDaZN2xw7jrnnxEVERGQE5cQnCPlENnbbpebsJJ2xOZNSry8f\n",
       "db2pc+Ex62ZLPc/gHvaQJUxj16m1cldOXEREZE6UiLdoDrfZN4RjKD76ZC5ab85R6KFbc+Y7jmOH\n",
       "AR2Te3UdyjbEMMVj+nG3DZ06tH6K+8OYuIwxZhs5jUkxZX2X/utTt2fzuRJxERGRQpWWbYleJ557\n",
       "fVDu4ZN+vs9fyddDiHreko/HnKU6L7HaKYT4XaM6cRERkXlRIi4iIlIoJeIDci+Ka3aVmWoZGobl\n",
       "pDkARfP12O3lxDY+ro21pkwgFKLBnMs2Svud+TxeKas4YjU2jBk/JeIiIiKFsknEXwXsi6lUfw9m\n",
       "CtHfChmoZVPvetO3ztCyvi5lttvPMSe3DGyf4pvnccx1E1uoa2rKdl2nueyaNMPl+NZ/nxEmy/B6\n",
       "bdh0qbNdv3mfsrn/de3L5/U9Ngxj9+Mr7DaJ+KnAT4ATgP2BF6HJSURERJKzScQXjwvPwMz7/bVw\n",
       "wbEz9Qkmh9wJ7Jr7tenwP2Yggea6KQaukXZjrkObgUrGXt+5/C58CN2uYLFOiMFExnLN5fscDGpq\n",
       "qUhXScfQvqZ0PWzb7pT2G67fdS3d6GKTiH8FuAR4OvAJ4L7AXVZbFxERkWBskvo9gEcC3wRuA+4H\n",
       "HAJcFTBcXdYg31yjzUD2oacLnPI9DYxRlhKnuYwh1PSiMY6D7T2kbb2heIS4Z4T4Xix9gwuB/RC2\n",
       "sX6DdKTXGy2+/0vgTuA3gD2rZWukScRFRESkYpMTPxc4Cvg6uxajnxIkRP2CDbs6djpCoPPpN+a0\n",
       "gLk/9eZCx8mver3dMhzXXK6fHIYtDV2yGKpk00cPgZilrovtMSEn/jjgEVRF2SIiIpIHm4ZtXwKO\n",
       "DB0QERERcWNTnL4CXAjcAvyiWrYGHB0oTH2izmI2poFDLsVty0LH2x/XazjWjFA+9+/ynanxi1md\n",
       "lovUDQNdhJx1zLepxenvAV6I6R+urmUiIiKZsMmJfx54QuiAWFrzkdtN+dTV9vTnGp4pjdtyf+Jc\n",
       "Zr5ywCXlMKYIFbfQOfyx+xjaToxw+zLH6zJ0yRQTcuJXAB8ELgJur5atARf4CJyIiIiMY5MT/6vq\n",
       "f/MRY1ZdzLrY5Hpg2vB/U+qQfNbxpX6Sn+PTeZ++a2euA2ws2HYpsv19pRj8aEyX0hC/sSkDxITi\n",
       "a7CZ2PcXX6WcuXUxe4m3kIiIiIg3Nl3MDgP+FvhB9fdR4NCQgerTNSj8YrnvSRyGnqbWWgbv7wtH\n",
       "2/ING9qn4rN5knPZt01cXPl82py6rVDXQEiLHFLb8qb6emPPcd93Y+nKpTRztW3Lu3R9d0zY6tvs\n",
       "+m02c119+267Loeu1bb4255zn9fG0Puh79eX1ePRt15d2+/DNUyLdfpKXOr7a2NzfXX9Zut/Xftv\n",
       "rtO3fpNNIn4upovZwdXfRdUyERERScgmqd8BHGOxLIbodeJ92urrXOrYxtYRNffpQwl1qb7q2aRM\n",
       "LvWVY9uKDP1G678/X3XVLuZyvaeOR+r9u+qrE7fJid8KvAgzm9lGTJ/xH/oKnIiIiIxjk4ifCpyE\n",
       "GbHtn4DfIU3LdBEREamxaZ1+CPCsxrInAd/2H5z0XIpZhhrnDG13bFcG30V0Q9sMYUw4XY732H2k\n",
       "lGKQltjHyLVIHNbPsUs4x6479BvtW3coDM045vQ7nVIlMaYLW+xuqT6Oves+fX+3i01O/C8sl4mI\n",
       "iEhEfTnxJwBPBB4AvJr1SvV9sEv8i2STkx4zQITLE2rf9kN0E0vB1wAnU45VbnzlFMbuM+X+pv5m\n",
       "Qpqae1p8P+VgIUN8HP8Uv7cU18iUbYU4Rn2J+F6YBHuP6v/CPwP/yXtIRERExIlNF7PNwE1hg2Ft\n",
       "zbXupU3bE6/Prltj62mmrue6bo6mDI0YU8owhLoeXOOU6hjkcP5Fmnx0Ie7bNhOGXf0Z8BbgSOBe\n",
       "1bI14PgJYdoEvBt4RLWtU4AbgA8Dv4p5aDgJuG3CPkRERGbNpm77A8B1wIOArZgE9ssT9/t24GLg\n",
       "4cDR1fZPBy4FHgp8qnrfynaYwaHv15+UmkMbjhlesCt8sdZzXTdHNuHPIY6xWo677rs5XOOUa2do\n",
       "6MdU58FXaVnK78fgO4wx42wzHK3P/fgYqtem91EINiH/KvBo4CpMggsmEX/syH3ui5ne9EGN5dcB\n",
       "xwE7gQOBVeBhjXXWfDWIavuez9GYRKZKPaJfqNEBc+CzSi5XvsMYM84uXRF97Ce3bmNt+2DCiG2L\n",
       "OcRvAZ6JSdD3mxCewzETqZyLeUD4S+A+wAGYBJzq/wG2Gxx7ALuenLoSd9t9xn5Kb9tfCTkF6Te2\n",
       "H7GvG4rPbY3l6zpubmdqvFIfFxu+wzh1ey7n0kePk779+XxATX0t2CTif4qpw34N8FpMXfYfTdjn\n",
       "RsyDwDnV/39l96LzNXafv1xERERqUmTXDgQ+j8mRAzwZOANTvP4UTI7/IGA7LcXpW7ZsufvNysoK\n",
       "KysrgYM7jm1LxRBFMZoopCw5TISh6yMOX8fZRzGwjzCNva/lXozts6dGM642cV9dXWV1dRWAM888\n",
       "8+5NtW7fOpR+fRr4PeB6TGO5e1fLbwXehMmZb6Ilh17KjUaJuNhSIr48lIjv+rkScbsuxouXbZ/b\n",
       "dDEL4Q8xrd73Ar6J6WK2B3A+8FLWu5iJiIhIh9JaP3ltnW4jVgvdFE+Vyn3Ng69cWezrYUq4feSU\n",
       "XHJGuQxsE2KAqCnfsd2GS7fHFMd6ynGtL/Pdq6l+bTKidfo9gZOBp1bvXwD8L+D3gT2tQyEiIiJB\n",
       "9OXEP4gp4r43ZuS0vYELWE/UTw4btFZWdeKp64libtN1nznmNsSOz3q6vvVtSp9Cj6MwFAaX3I9r\n",
       "+Nr2nfvvxiUMvuuhp14LsY6f7/YIPrdps09G1IkfVf1tBL4HHAzcCbwfM/CLiIiIJNRXnH4PTJH6\n",
       "Ppgx0/etlv/KwPeiaxvIYcogEUP1Ol3bHtrn1JxJ36Au9f999U9tT9E+wudL6EFqchkEZ0w4hnKO\n",
       "tusPbd9mkBfbz/t+M33HYCgM9c/6rum+7/cdt6Hfje1nsbiEYUp4277r61qxMeX36zsX3rbNofCF\n",
       "uP/05cTfD1wL3IEZ6OUzwOeAxwPbvIdEREREnAw9FmzGzB/+I+AIzHjp1wE7wgarUzH9xFPIoW4u\n",
       "B3M7DnOLj+icipu+OvE8yhbtKRHvoRuDMbfjMLf4iM6puBnbxexo4AvAzcC72HXSk8t9BS5XIeou\n",
       "QtbH2twUcqkP7uMjjKXcHLvaOTTFqDMMfW3O0di2MRDuGs3tPDa/47qNKce47Tu+j099e6mu875E\n",
       "/B2YIVGPwgyP+lngwdVn6icuIiKSWF/Dtn2Aj1ev3wJ8pXr/wtCBEhERkWF9+f8dwG8AP6ktOxoz\n",
       "4Mt+wP0ChquL6sR7qJ5NhqS+RnKatCLlfkIMPJJSLuGo6xvoaurwtTGvgVoxvXOd+NnAkY1lVwHH\n",
       "A387HEQREREJqbQWJ7PMids2SusbBjLHJ2GRIT6vW5fJN8butzkka3PyFNthSdtyhc1l9f3YhKVr\n",
       "f77vDWOGXh0KH6SfZMr38L1t640d0nhs6/Q+7xr5PREREfGkLye+f893rgIO8R+cQbPMibuYWpcz\n",
       "N8sSzzkp/ZyVHv6UQh+7uZ6bsROg/BD4x47PHjAxTCIiIjJRXyL+LeA3aU/IvxMmOPamTA0Y+2nN\n",
       "5/5s4zW3p9GuY1hyPG3rLueWu/Adl9jHp/RW5Sn33dVuYGFq2Ob0O7HVVyf+NnYdpa3uzQHCIiIi\n",
       "Ig6WunV6zJyPr5aPU1uGijT57D8bKly5yTlsyyTF9TplWxN7RXhtnS4iIiKJKREXEREp1FIVp89t\n",
       "qMMxSg77nMQa4CJnU4oWl/m4yXSu11DIxni2+2dicfp9q//7+giQiIiITGebiK82/hdpai7ex3am\n",
       "mjpnrXIweVhbW7Oe/32u83GPvRZ1DeelxOvTVy7cdVsh2Cbi5Z0lERGRmSuuYVvIp76+bQ9NrBBL\n",
       "6qc+iWfMwD0bNmwoMmfUxzU+Nut3lXJMOXZt20x1v4q5P8fpNJ3OT2ht+2kuy/2eW1wiLiIiIkZx\n",
       "iXjIpyLXbXdMFxfFmH3Vc2ltOba55eBK4Lve26auPTdDcR/zu+zaZrNXQHPbzalAx4Szvs0xAzzZ\n",
       "inWex/ak6GpHZLOdvvNQXz615GRoKOcS7onFJeIiIiJi2D5mPBS4Hvg14BvhgjOoyKlIbSe68LkP\n",
       "kTFSDbua8/WroY675Xochvp1Q/q6bptjt1jHRz/x66v/KRNwERERqVFxumdtdShd9W4+2W4zdB1P\n",
       "CXVIIZUQf9teGDHbTITq/dG3jaHP+nJszeMUKqxD2w3ZEr5r2yVc40P9uvty6bHi13XNu9b3KxEX\n",
       "EREplBJxERGRQtnk138deAOwGdhYLVsDjg4Upj7RG7a5zrUce1KHXBuWSPmGrq1Srr2uYvG5xK9N\n",
       "DmHPIQx1PhoYt20DwjeS62vYtrFtYcMHgNcCXwPu8hSmM4AXVtu7GjgFuA/wYeBXgZuAk4DbPO1P\n",
       "RERkdmxy4p8FnuRxn5uB/wc8HPgFJuG+GHgE8EPgbOA0YD/g9MZ3O3PiuT31pVbvmlD/L/kKlTNM\n",
       "PY3i0L76unC5fCeEKb8fXyV3Nl3cQh6nttJIl+3O/R7kUlrr0oUTdhu4aHRO/EzgPcAngdurZWvA\n",
       "BRbfbfPPwB3AvYFfVv+/h8mdH1etsw0zY1ozERcREZGKTSJ+MmaQl43sWpw+NhH/EfBW4NvAvwGf\n",
       "AC4FDgC2lw+NAAAT4UlEQVR2VuvsrN5bK+UJz2XgiDFPbQvNISDn/CRcqmYOZejchJi6M+b10LWv\n",
       "oS5cLtuy4ZJzav6OmjkkX+HoW25zfFyOrWuY+u4rXd+vb2foO137Hfp8yvH3eS90GVK2eWy66tSb\n",
       "2+zrbmaTiD8WeBgm9+3DEcCrMMXqPwH+BlM/XrfWtb+tW7fe/XplZYWVlRVPwRIREUlvdXWV1dVV\n",
       "q3Vt6sTPBd4CfH1CmOqeBzwN+L3q/YuAxwPHA08BbgEOArZjHh7qihx21cYyDWNZmpyOZU5hCWHu\n",
       "8Utt7sd3rvGbOuzqE4ArMUOvXl39XTUhPNdhEu17VYF6KnANcBGm6J7q/8cm7ENERGT2bHLimzuW\n",
       "3zRhv6/HJNR3AV/F5Mr3Ac4HHkh3F7PZ5sRF6nKYdGNMC+SS2LYMh3La3CyUeD5y5no8Q5Ss0pFe\n",
       "5z8I7q6UiMtSUCIenhJxsZVzIq5hV0VERAqlRDyyGDPk2O6jhNmIlkn9fAx1Kxp77ly+55KTKCHX\n",
       "15yJq63rTvN9s+tf1yxXNrON+Z4JrG/Gra6ua13b6dtH2/sxs211bb9rO7bhGrN/m/NVZ1ti07b+\n",
       "Io5jjr8NJeIiIiKFKi0rtvR14nOpows1jGUsMcLic5jVnI7dkJLC6ssyxrlPiCGGfWw/FdWJi4iI\n",
       "zJAS8Qn66jlC6Rqe0zUcKcLd9951G6nr82M8xbvWw/V9r6Rch48JO0Ku78qmDn1MqZQvvtpXuNRp\n",
       "D213aKjRrn3Evs5T34dAibiIiEixik3EfT8Bjdmey+QkPvbX/P5Qa+Y5W7b4tinxGMTIuQzl4tpa\n",
       "qdsYG3aXnga2Lb7b2jwM8d2jwUfp2mL7Xfcyl5bzvoxp+Z4yR15sIi4iIrLs0hfou1n61umuSmuF\n",
       "OWe2I4T5WCe1tl4ULj0r6vWiOcQ1l3DkKsfj46NHTA77WGwXtU4XERGZFyXiIiIihVIinqm2Bi4u\n",
       "jeRyHRTGx1CNtvvIjc256Ftn0QCoq1HT2EZAfUNr9un7vK0rZNsQpn3fb3Y1Gju8ZtdvyLYx2NAx\n",
       "79vmUDfUMd3hurY5FI6ubdlse8jQdesSrj4u4RtqeDfmWmjbR7NRnu8GhEOUiIuIiBQqzyxLtzVw\n",
       "y13m2OAC/Icr13jmRscpT13nZVnPV6nxDtmwy9d2Szi2bQ3mUMM2ERGReSkuEXd9gvL59OZTqCfB\n",
       "XOuDc5HjE3iK4Xtz03VebOta+/gehjXGACRTrtOU11KocPv83ca4B0w9By5hLC4RFxEREUOJuKUY\n",
       "005OWR5rcpBlyjHGimvXpDZtYrTuL4XtMfNdetfXArntM5vW5C6fDbGdICm3aynHUrKxpgzJ7UqJ\n",
       "uIiISKGKT8Sn1He59FkM/bTqmhPrq0MM+UQbctspj3+bVDmDvhzSIkxdYRuT67MJS6j1c9m2q75r\n",
       "Y6h//JhtTOW6/5yONZQxEYkrX+e4+ERcRERkWZXz2GJoApQeKfo/jt1njLCW0B8U2sNZStjb2IS9\n",
       "b50pcc/5uClsMpb6iYuIiMyQEnEREZFCzTYRn9rAwXVwfNdt+jZUPBnK2CK4GGEtpXjQtdFR7my6\n",
       "O4Zq1BXzuLleqzmf05zDVufzvh5CioZ1s03ERURE5m62ifiUzvbNXK2vp9RUXb9iDvE6pZuYGteE\n",
       "M6WLjs20l2Ny3GPD0/w8Re5H1+p0vqc8DfV9l3CmuCZmm4iLiIjMnbqYzdwix6CcQ3pD50DnaJ2O\n",
       "RVlyPF9z6saqLmYiIiIzpEQ8ANtJS2xawLvW+XVNjLL4X9KwhC5KiJfNxBpdYg2bmsu2c8vVDXGd\n",
       "wMjXPmIORzp1qtDYQ/jaDDg0dV85XKdKxEVERAo1i0TcVy5l7JNiM7fcNzlJ8/3QPl0nNBmahjCH\n",
       "J8cQSo2X7TXnOkGO6/dc5VQH6mvCF9/Tf/Ytd7G4v9iMJxCil8DQpEs23623zakv7+Oz9LBvMiGX\n",
       "ffkuffKxvZCJ+HuBncDVtWX7A5cC1wOXAJtqn50B3ABcB5wQMFwiIiKzEDIRPxc4sbHsdEwi/lDg\n",
       "U9V7gCOB51X/TwTOCRw2ERGR4oVMKD8D/Lix7NnAtur1NuC51evnAOcBdwA3ATcCx7ZttK0IfKhB\n",
       "kG3jMNfiIh+Nxobmh24TqhFNCY3D5sZ3g6BYRdx91TY+irKnxtn1OORUPdDkUqUWIg5Th8GtH9sx\n",
       "9zsfbIvyXRqfTq2O9SV2bvcATBE71f8DqtcHAzfX1rsZOCRiuERERIqTssh6rfrr+7xXs7FE54Y6\n",
       "nmR9Dglp87TsqxtZl5CNa0SGpMplyboQucHQXb1svu/z/pjTMNo+JoLaODkUbnYCBwK3AAcB36+W\n",
       "fxc4rLbeodWyVlu3bg0UPBERkfRs07nQhfibgYuAo6r3ZwO3Am/CNGrbVP0/Evggph78EOCTwIPZ\n",
       "PTe+Vn8q8/nE77NOrL6tru3mMgRnznWBpSvh2I4NY+q42fzG2ta13WZpSg77GL6v2+b1BO7tlNq6\n",
       "+/lMU+hIr0PmxM8DjgPuD3wH+GPgLOB84KWYBmwnVeteUy2/BrgTeDkWxekiIiLLrLTmyFEnQBnz\n",
       "JGXznalPfX3biv00nlsOILfw2Aj9FJ+7mPF32e6U31aoONlOaNQW9r5cKLQPHOMah77PfR+TkL+R\n",
       "sdfJlO0M7QNNgCIiIjIvyonP0DLl4sSPnK+ZkkqYbHObNjlqm8+6thM7lzq0zKWE0kepx9T1IEwv\n",
       "izElGbWW6sqJi4iIzIkScRERkUKpOD2CmEVdUr6U10fs7lhji1BDhiWlHMIwdyVeL2rYJiIiMkPF\n",
       "JuI+hxf0Nexp1zaaT2u+hhHs22es75emhPimzInFnmjDx1CYLo2VXLfjYzIXFy7dmnztM7ffhG14\n",
       "XMO9uM+PHR67aeg+Huu4FpuIi4iILLu8HsGGea0TD9mVIBRfgxBMWXcs1feNE7PLzdQhg0s4xyWE\n",
       "sVShBp+a6zlz7PamOnEREZE5WfpEPKenu0XJQL0upVmvYvvU5lofE+M45HSsS+JSV+uSY2lbr2eg\n",
       "CauSq5DnuC/OLt+ZEsbmb3Tod9b3WwxVZ+qy3bbw+WojZBumts/67nup6vBD7NdHvfrSJ+IiIiKl\n",
       "WupEPKecYdswis36JRdra2tZxc+33FrUdgnV66Hr3I6ZsKdL8xryWb85tO+u8LgsX3zWV7LVFbau\n",
       "Zc3W9EM5qTEt3ody7kPf78u1tuVwm/cYl3tHV669WSLkWnrTd9/LIVc+xPaa89G+ZKkTcRERkZLl\n",
       "+RjTzal1eo4tGqe0NG4b+Q3yKlGIbaiFddc6Y7a7zEK1kJ+qlPNkc52G3O/QfSSXY2jbjzuX8Mai\n",
       "1ukiIiIzpERcRESkULMpTp9bEUuu8cllAJlcj89cjRn4JTclhdWnlPGeuu9QYY9dFenjOKDidBER\n",
       "kXmZTSK+jE/Y4D4AxtQuGS7HOeQ5Wdbz7VO9y5JLtyWb5S77j/U914Z5c5HzhDqu192U89LsKhhz\n",
       "wpuQ52A2ibiIiMiyKe1xcw3iPFnmMCHIstbhST5yqk+dMrFLaG0DM+XYJS9nOgbdVCcuIiIyQ8Ul\n",
       "4rGe1GJPCOI6UYPrJAVzquNbZq7nMUQbiKkTNozd95SJXVyMiUNziFHXutyxYZ7T79phSs7O98uo\n",
       "uERcREREDCXiPWLlOMD9SXzxtG8bDl8tMSWtMdfJENcJSWJMRZry2nT5Xfk4Zq7qpXC51CHbTOri\n",
       "45i6lM645NqnhC31fVSJuIiISKGUiIuIiBSqtPLUpZvFbOr3llGJxyr3MOcevtwt2/HLuTtgDL7j\n",
       "pS5mIiIiMzTrRDzWoDBt/7vWGxsmmwYc9X2nbmwRi2vXvFzlHuaUA760vc6JzRDHfRM3TdlnqGPi\n",
       "e7td28v9urdpsNcmZrxmnYiLiIjMWZ6Ptt1a68Rj1qs0h1fUVJtSMl1n/XwMjZxi+l6fddJTh5R1\n",
       "3Wff56Gv16lD5gaeOlV14iIiInMyi0Tc9onTRz1PfSCImFNtxq4PzLX+cU5CTXvoYllz4bZ1nUOD\n",
       "JNkcv9jT97rkBl3D72MKTx/HdKq+uuy+8A21gbK5b/v+DYdMxN8L7ASuri17M3AtsAO4ANi39tkZ\n",
       "wA3AdcAJAcMlIiIyCyET8XOBExvLLgEeARwDXI9JuAGOBJ5X/T8ROMd32LqesMZuKzbbnPnYEoeh\n",
       "J0rxb0yLZZ0Xd22/iaHjODS0bIjJh3xt0/UamTKpjm2ppK8JYGKXVDT32/bfdRjiZvuCvtc2Qibi\n",
       "nwF+3Fh2KXBX9fqLwKHV6+cA5wF3ADcBNwLHBgybiIhI8VLWiZ8KXFy9Phi4ufbZzcAh0UMkIiJS\n",
       "kI2J9vtG4Hbggz3rtJZRbN269e7XKysrrKys+AyXk2axzJTuBb6GYw0xmIzEFfNcpO5ilmr/bfsd\n",
       "WlZ/3fa7b/5fcCkq7joeQ9ucci/q2m9bfLqqJYaOXV/Y+t777MK3WM925rO+8+G67zZt53OxvdXV\n",
       "VVZXVznzzDPZsmVL73ZCN0HeDFwEHFVb9hLgPwO/Cfy8WnZ69f+s6v/HgS2YIvc6p7HTQ0uZiHfd\n",
       "MERcpL5+Yuy/rd52aiLeto6P36RtIj70+dj7Sdsym37itsfTJqyhE/GhdRZCJ+I226ufAzLpJ34i\n",
       "8DpMHfjPa8svBJ4P7AUcDjwEuDxy2FrZdEVZ/Lk0eJnazaB5oscqvStZ6eFPbcoNqNkYZ8y5cE1o\n",
       "+t737aO5n7bfT/P32/xNd4W1q9HTGEP7sP3e2IZbsHtC3cwx2jbW6otL33qupRg+G8Ut4md7Ln0/\n",
       "gI45jyGL088DjgPuD3wHk7M+A5NQX1qt83ng5cA1wPnV/zurZcpeioiI9CgtG+NUnJ66qHCKrqIs\n",
       "X8V2ffsMsb3QYXcJSyn6roG29bre+wxL33vwnzNxLVqdM59Fy2O+P2bbY7fnq42QT0P3rjHXqst6\n",
       "ZFKcLiIiIp7MOiceQ+oc5iIMoBbmIiGE/k27NAqLYUpjrrHfze0YhDKlATPKiYuIiMxLkYl4Ti2S\n",
       "fbZMrXOJY1eL0b5ttrUm9nFcY52bnK6BKULGw3Xbi/X7WpqPCa9ND4+p2/D9fZtW1r70tfZuC09o\n",
       "U1pkD4XbpfW9S2+fMaZed22fDW1zSq+BLkUm4iIiIjKjOvGS6098hb2rXglUXy7T+GyRm6OSwy7z\n",
       "pzpxERGRGVIiLiIiUqhZJOI5FoW5Nkxrs7q66rTPrsE3UjaSceEa39KliG+zcePi/9gGOS5DZPqK\n",
       "b4jrN8T9Q9fzOpdz5tqYzOe2XLYf8vy6hGMWifhc6SYwb4rvvCm+85ZLfItMxNu6Lfh60vP1HV8T\n",
       "lIwNh0s3kBhyzf3nEi7f4ejaXlvOeVFa4zMH5FvMLl/iX9sEKVO2k8v6MD1HPzUcRSbiIiIiUl4X\n",
       "syuBY1IHQkREJKLLgJXUgRARERERERERERERERERERGRebgLeEvt/WuBLR62+6fAt4Gfdnz+H6t9\n",
       "P7q27E3A1dXfSbXlhwNfBG4APgTsWfvsz6vlO4BH1ZafCFxXfXba2Eh4tAJclDoQIiIyLz8Hvgnc\n",
       "r3r/Gvwk4scCB9KeiO8DfBr4HOuJ+DOASzBdSu8NXA7sXX12PuuJ+juA/1K9fjpwcfX6ccAXqtd7\n",
       "ADcCmzEJ/pXAwyfGZ6oVlIjLklI/cZFw7gDeBfyR5+1eDtzS8dmfAGcBv6gtezgmYb8L+BlwFfDb\n",
       "mC6mTwE+Uq23DXhu9fo51XswOfVNmAeHYzGJ+E2Y+H2oWrfpdzC5/isx3WPAJPyfBr5S/T2hWr5S\n",
       "rfMxzEPPWcCLqnheBTyoWu+vgHcCXwK+gXk4aboP8N4qzF8Fnl0tf0S17ApMycKDW74rUhwl4iJh\n",
       "nQO8ALhvzzormMSl+ff3jvt6NHAI6znohR2YIvB7AffHJNyHYkoIbsMk7gDfrb4PcDDwndo2bq4+\n",
       "61re9N+AE4BHAs+qlu0EngY8Bng+prh+4WjgZZgHjhcBR2AeGN4N/GFtvQcCv45JwN8J3LOx3zcC\n",
       "n8KUHhwPvBlT+vAy4O2YaoHHVOEWKd7G1AEQmbmfAu8DXgH8W8c6q+xa5zzGPYD/AZxcW7YYzOlS\n",
       "TML3OeAHwOeBXwJDYztOGQzqs5ic/PnABdWyvYC/wAzY9EvgIbX1v4RJ5MHk9D9Rvf4a5qGDKrzn\n",
       "19b5FvCwxn5PwDw0vLZ6f09Mwv95TAJ/aBWeG0fHTCQjSsRFwnsbpmj33I7Pn4JJgJt+BjzJch/7\n",
       "YIqMV6v3BwIXYhK0rwL/vfoD+ABwPfAjTDH5PTC58UMxuXGq/4fVtn8oJve6Z2P5YbTnav8rJif9\n",
       "DEzR+WMwDzL/hMlp74FpM7BQL/6/q/b+LvrvU3e1LPsPmEZ3dddh6vWfiSmpeBmwvWe7IkVQcbpI\n",
       "eD/G5CBfSnvudzsmJ978s03AAX4CPADT2vxwTIK1SMDvwXrjuqOrv0uqsGzH1F+DycV/rHp9IfDi\n",
       "6vXjMcXuO4EvY3LQmzE56+dV6zYdganT3oLJ/R+GqVJY1OW/GJOQu9hQhXVDtf0HYerG6z6BeVhY\n",
       "WJRwHA78A/A/gf8DHOW4b5EsKREXCaeeYL8VUx/tw9mYeul7Vf//eGD9vTANyr6OqUd+Aes52NOA\n",
       "V2NyrvsB76mWX4wprr4R+N/Ay6vldwJ/gEksrwE+DFzbEcarMI3bPouplz8H86BwJfBrwL/U1u8q\n",
       "2l+rfbaG6Vp3Oeu56dsb6/wJprTgKkxR/JnV8pOq91dgSize17E/ERERCeBcTFG5iFSUExcRERER\n",
       "ERERERERERERERERERERERERERERERERESnL/wfWSjzRO45PqgAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2e0c88fb10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "D in [-0.760848701, 0.938695788383]\n",
      "d in [0.999999701977, 1.00000035763]\n",
      "Constraints on D: True\n"
     ]
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAeUAAAFRCAYAAABKa7UBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X+8bHVd7/HXgQMq8uMIaIpom7xheVPIiswf12/+IPV6\n",
       "1dLSMBMts3u717Q0ozRP9sjU8qE3u1aUgpY/joqS1rHQh2eLqQkqBwHF5McxBQMUjhoUEMz947vm\n",
       "sWcP83vPzOez93o9H4957FmzZq3ve33nx2fW+q6ZDZIkSZIkSZIkSZIkSZIkSZIkSZIkaZP6U+Bl\n",
       "My77HWBlflEkSdq69gE3Ad8GbgA+ATwf2DbDulaBX5hXsERW2ZrbJW0KB0QHkJaoAzwROBy4L/Bq\n",
       "4KXAm2dcVwbb57y+LNs1rXn3gyRpwa4EHtV3248AtwEPaKbPBH6vZ/6Tgb3At4DLgJ8Afh/4T+Df\n",
       "qYes/7i57+3A9zTXjwDeBlxL3UP/bdb2yE8F/hH4Q+B64ArgcT1tPgf4AnWP/nLgl3rmFeBrwG8A\n",
       "X2/auIj6YaPrIOAbwAkD+mAH8LdNruuBDwL3buYN266HAucD+4HzgB/rWd8qtb8+0SzzAeBo4O3U\n",
       "PjsP+O4BOaAe6r8d+HngK8B1wG/1zL8T8AbgqubyeuDgEf3wCuA9wF9R++7zwPcCpwHXNG08tmf9\n",
       "p1L799vUx+CUITml1ngL9cVy0RzW9ePABT2XfweeNOGydwPeD1wIfBr4r0Pu9yjgs9S8ZwIHTrD8\n",
       "rzb3v7i53nUC8CnqG8cHgMOa2w8Gzmhu3ws8srn9sL7tu476JrVR83wMshtUlKG+WT+/uX4G8Mrm\n",
       "+knUQvToZvoY4P7N9T3Ac/vW01uU30Z9TtyVWpS+1HP/U4FbqIeJtwG/TC06XU8Ajmuu/zfgRuAH\n",
       "m+kC3Ar8AbX43hl4CfCunuWfTH0uDnIk8JPNcocC725ydvVv15HUQ/3PpB5Zewa1mN+tmb8K/HOT\n",
       "93DgEuDL1H4+EHgr9Tk2yAq1z/6cWoAfBPwHa338SuCT1CJ/NLXwdx+bQf2wk/q6f2xP2/uoRflA\n",
       "4BepxRfq4/ItatEG+C7WPphJrfUI6pvNvAvC3YBvUl+o/fYNuO0PgZc31+8PfGTAfQ4A/gX4L830\n",
       "77L25jVs+R+gbtudqW8KHwbu18w7n7r9UPeMum82v8La4dS7A59h8JjnZ4CHD7h9Wot6DDIaVpQ/\n",
       "RX3jhvVF+c+B1w1Z1x7uOPbaLcoHAjcD39cz75eaZaAW5S/3zDukWfYeQ9p6P/CC5npp1n1wz/xj\n",
       "qHuphzbT7wVePGRd/U6kFtmu/u16FvBPfct8Enh2z/1P65n3R8Df9Uw/kfohcpAV6nYf03Pbp4Gf\n",
       "aa5fxvojCCdTH0MY3A87gX/omf4f1H7pvn4Oa9o7nFqUbwB+CrjLkHzS0kWPKX+c+sLodT/gQ9Si\n",
       "cy5rn5qn8dPAbuqn7n6Dxsy+n7U3zC9R3yzu3nefo6h7N5c10x8Bnjpi+Xs0t3+6yXEb8DHqmwDU\n",
       "T+gfH7Ou66h7aj/cl+X4Zv3/2EzfnfpGfF5zeeiAbRxm0GPQNseyvjD13n75iOWGjb8eTd17+0rP\n",
       "bf/C2mFigH/tuX5T87dbVB9PLYTfpD42T6A+/7quoz4Xu66m7kU+jXp4+nHUw8eDHEL9sLGPuqf4\n",
       "Meqh9t4Pfr3bdUyTvddXWF9Ir+m5/h/UQ+O904cyWn9fdO9/DHfsw952+/uBvrb/nXoYv9MzTbP+\n",
       "G4GnU49SXE09pD/Le400V9FFeZDTgf9DLUQvAd40wzqeAbxzivtfyFqxPIl6uPHYvvt8g3oyyQ81\n",
       "008D7jNi+XtT9z4fQT0EeAjw33vWewn1MCPUDxG963oSdW/ruKa9/izPYP3hyv9LPZR9UpPrL8du\n",
       "sbp+hPpG/48D5n2VtSMj/UadEPUN6qHVlZ7b7ksdAx3nTsBZwGupH7zuRv2AOaxodr0V+Dnqc+mT\n",
       "1HHWQX6d+qHuJGoxfmSz7u76+9d9FXccE/5u1h9u7zXPE8Wu5o59ePWItqZt+xzq3vc9gUuBv5hy\n",
       "eWnusp2xeCj1JJL39NzWPTz1U9RDxv2+Rt2z6LoX9bBx72GsPwEe1lw/hrXDae+mjkm9mlrYLqAW\n",
       "0guoe7a9OtRi+HrqG+c5PfcZtvylwGua+97Y3H57s8xzqSfSvJw6ptz9xP8W6t7yZ6h7CZ8ckOXp\n",
       "1Dfgrsc0y3QdRv0Q8CAGv9F0mnlt1C0+h1PHa99APTHokp753fu8mfrY/S117PRe1Ofol6h7h92h\n",
       "iH63UZ9bv089ieko4EXUYY5xDm4u36A+Vx5PLRzjhhfeD/w/6tjoa0bc71DqHuO3qB8WX9E3v3+7\n",
       "dgNvBH6W+rp8KvWw/N/23GfbkOsb9U7qd8bPb6Z/h/pYDTNN2/egvtd8hNofN3LH15nUSiusveEc\n",
       "zvpPwrP4VeDPRsy/csS83vuMO+R2Muv3VidZ/lXUw2X9jqce5h7kE6wfmzyBWhR6Xcf6sbVprdCe\n",
       "MeXu95T3U/v2f7L+zbx3TBngKdSjF9+mjgN3z959CPVxuJ5a2GH9iV47qAXkWuph15f1tPNs6tBM\n",
       "r9t6lv1f1EO6N1BPGHsH609w6j+c3PWX1DHUQ4bMh/rBYk9zv0upY923sXbUbNB2PYz6IXE/tUD2\n",
       "Do/0nxj2e6w/sesx1BPBBlnpa7t/fXeifti9urm8gfVnX/f3wyuo/dXb9hU909ub9o6h7h2vNtt0\n",
       "A/BR1r/OpC3p/qw/Y/hbrJ2w0rXC+oLQHRuD+iY27R7dP7F2xvIgg4ryEay92J9HPbN6kO44852o\n",
       "n7DLBMt3T965L/BF6geP3nUdQH0jObWZvgv1JBSoBWC1L8OruePezdtZf2LPiUPyD7NCO4ryVvdy\n",
       "1hclSRrqAOo41316bnsn9RPwLdTxu+dQC8SHqF8HuoTpfvJwpVnPKFcMuK27d3Ap9YSpI3rm/R31\n",
       "UzXUcb4vNPd7wYTLn0vdjr3Ur211vaBZ5kvUPejebbi0aecc1vcX1BOPju+77SjqXvuFTVvTjMN3\n",
       "H4ObWXsMtPkcSf3AOY8z8iW1wMkMPplG0sY8D/g3ZjspUlJLvYU6ViZJkgIdTD0Zqf+7v5IkqbGs\n",
       "r0Q9nvrzlNf13X4V638MQJKkre5Cpj8hd67exdrP8vXarP+RZhl2RgdIamd0gKR2RgdIbGd0gKR2\n",
       "RgdIaucS2hha+5bxi153pX5f8H1LaGsrWYkOkNRKdICkVqIDJLYSHSCplegASa1ENr6Mw9c3Un8L\n",
       "WJIkJebh6+FKdICkSnSApEp0gMRKdICkSnSApMoS2khb+9IGkyRpQULHlDWbEh0gqRIdIKkSHSCx\n",
       "Eh0gqRIdIKkS2bhFWZIkAR6+liS1j4evJUnKzqKcV4kOkFSJDpBUiQ6QWIkOkFSJDpBUiWzcoixJ\n",
       "kgDHlCVJ7eOYsiRJ2VmU8yrRAZIq0QGSKtEBEivRAZIq0QGSKpGNW5QlSRIw85hy53TorEJnN3R2\n",
       "zDWRJEmLlfZ8qlmL8ip0Os1l11wTSZK0WFuuKO9uCvJ5W3hPuUQHSKpEB0iqRAdIrEQHSKpEB0iq\n",
       "LKGNLXf29SnAu4GTYdv+6DCSJG0FaXfhJUlakC23pyxJ0pZjUc6rRAdIqkQHSKpEB0isRAdIqkQH\n",
       "SKpENm5RliRJgGPKkqT2cUxZkqTsLMp5legASZXoAEmV6ACJlegASZXoAEmVyMYtypIkCXBMWZLU\n",
       "Po4pS5KUnUU5rxIdIKkSHSCpEh0gsRIdIKkSHSCpEtm4RVmSJAGOKUuS2scxZUmSsrMo51WiAyRV\n",
       "ogMkVaIDJFaiAyRVogMkVSIbX3RR3gG8F/gi8AXgIQtuT5IkDfFW4LnN9e3AEX3zHVOWJLVNSO07\n",
       "ArhizH0sypKktgk50es44DrgDOBzwF8Ahyywva2mRAdIqkQHSKpEB0isRAdIqkQHSKpENr7Iorwd\n",
       "eDDwpubvjcBvLrA9SZI2te0LXPfXmsv5zfR7GVyUzwT2Ndf3A3uB1Wa6NH/bOL2aLE+macbMb+P0\n",
       "arI8Tuef7t6WJc9Wni7Aqc30PgKdCxzfXN8JvKZvvmPKkqS2Cat9J1D3lC8E3odnX0+jRAdIqkQH\n",
       "SKpEB0isRAdIqkQHSKosoY2htW+Rh6+hFuMfWXAbkiRpDtxTliS1jb99LUlSdhblvEp0gKRKdICk\n",
       "SnSAxEp0gKRKdICkSmTjFmVJkgQ4pixJah/HlCVJys6inFeJDpBUiQ6QVIkOkFiJDpBUiQ6QVIls\n",
       "3KIsSZIAx5QlSe3jmLIkSdlZlPMq0QGSKtEBkirRARIr0QGSKtEBkiqRjVuUJUkS4JiyJKl9HFOW\n",
       "JCk7i3JeJTpAUiU6QFIlOkBiJTpAUiU6QFIlsnGLsiRJAhxTliS1j2PKkiRlZ1HOq0QHSKpEB0iq\n",
       "RAdIrEQHSKpEB0iqRDa+PbLx0TqnA8cDNwGnwLb9wYEa0+TKug3a2jbr824z5t6MmTWb/sea17IF\n",
       "H/sRY8qdVeh0msuupSUaa5pcWbdBW9tmfd5txtybMbNm0/9Yb+ixT3s+1aiivLvZ2POgs2N5kcaZ\n",
       "JlfWbdDWtlmfd5sx92bMrNn0P9Ybeuw3ZVHe0XwaSfZEnybXhrahzLBMG5ToAEmVtatZXzvjLCx3\n",
       "mfP6emzWvgZ8LQ1TBt/c/1hv6LHfjEW59Up0gKRKdICkSnSAxEp0gKRKdICkyhLaSFv70gaTJGlB\n",
       "/J6yJEnZWZTzKtEBkirRAZIq0QESK9EBkirRAZIqkY1blCVJEuCYsiSpfRxTliQpO4tyXiU6QFIl\n",
       "OkBSJTpAYiU6QFIlOkBSJbLxZfz29T7g28BtwK3ASUtoU5IkDXAlcOSQeY4pS5LaJnxMeduS2pEk\n",
       "adNaRlHuAB8BPgM8bwntbRUlOkBSJTpAUiU6QGIlOkBSJTpAUiWy8WWMKT8M+Dpwd+DDwKXAx5fQ\n",
       "riRJm8oyivLXm7/XAe+nnujVW5TPpJ4MBrAf2AusNtOl+dvG6dVkeTJNM2Z+G6dXk+VxOv9097Ys\n",
       "ebbydAFObab3EegQ4LDm+l2BTwAn98z3RC9JUtuE1b7jqHu+e4GLgdP65luUhyvRAZIq0QGSKtEB\n",
       "EivRAZIq0QGSKktoY2jtW/Th6yuBExfchiRJmgP3lCVJbRP+PWVJkjSGRTmvEh0gqRIdIKkSHSCx\n",
       "Eh0gqRIdIKkS2bhFWZIkAY4pS5LaxzFlSZKysyjnVaIDJFWiAyRVogMkVqIDJFWiAyRVIhu3KEuS\n",
       "JMAxZUlS+zimLElSdhblvEp0gKRKdICkSnSAxEp0gKRKdICkSmTjFmVJkgQ4pixJah/HlCVJys6i\n",
       "nFeJDpBUiQ6QVIkOkFiJDpBUiQ6QVIls3KIsSZIAx5QlSe3jmLIkSdlZlPMq0QGSKtEBkirRARIr\n",
       "0QGSKtEBkiqRjVuUJUkS4JiyJKl9HFOWJCk7i3JeJTpAUiU6QFIlOkBiJTpAUiU6QFIlsnGLsiRJ\n",
       "AhxTliS1j2PKkiRlZ1HOq0QHSKpEB0iqRAdIrEQHSKpEB0iqRDa+PbLxxeicDhwP3AScAtv2b3wd\n",
       "vHb4OufR3ryMyrLonPNa/zTrmXh7rwVWNp5t0aZ53s26zkVse3Qbs7af6bU7qYi+nsfzcJr25vH4\n",
       "RT+20e3PbgFjyp1V6HSay675rGPUOufR3rxE5pzX+qdZz8Tbe22ex2iUaZ53s65zEaLbmLX9TK/d\n",
       "SUX0ddb3jszvy2Pbn7n2/RDw4DGXB8668o0EG7HK3U1HnAedHfNZx6h1zqO9eYnMOa/1T7Oeibf3\n",
       "nDyP0SjTPO9mXeciRLcxa/uZXruTiujrrO8dmd+Xx7Y/c+37DrBnzGXfrCvfSLARq9zRfLrbSGHo\n",
       "W8eodc6jvYHK9IuE5Jzz+seup0x23955i972eZnmeXcHZbJ1LkJ0G9M8Z6ZaLqG5Zi6TtZH1vWNh\n",
       "73dlhmWmbX/m2rdnDvc5ELgA+OCAeX4largSHSCpEh0gqRIdILESHSCpEh0gqbKENobWvm1LaPzX\n",
       "qIfBDwOe1Devs6QMkiRlMbT2beQrUd83wX2OBZ4A/OWwAJIkqdpIUT5ngvu8HngJcPsG2mmrEh0g\n",
       "qRIdIKkSHSCxEh0gqRIdIKkS2fi47ym/ccS8u41Z9onU74dewOiNPJO1k8X2A3uB1Wa6u5zTTnen\n",
       "T0yWx+n804yZ39bpE5PlyTLNmPmzTBfg1GZ6HyOMO6T8HeDFwM2sH5jeBrwOOGrEsq8CngX8J3Bn\n",
       "4HDgLODne+7jmLIkqW1mrn17gIcNmbdvivU8Es++liQJRtS+cWPKT6Uefh5kZV4hNFCJDpBUiQ6Q\n",
       "VIkOkFiJDpBUiQ6QVIlsfNyY8vVzaudjzUWSJM3ZW4E/BX5gg+tx71mS1DZzr30nAU+j/veQjbAo\n",
       "S5LaJm3tSxssgRIdIKkSHSCpEh0gsRIdIKkSHSCpsoQ2hta+cWPKBwG/ADwFuHdz21XA2cCbgVvn\n",
       "kU6SJI3/ntS7gBuoY8hXNbcdCzyb+uMhT99g+35PWZLUNjPXvi/POG9SHr6WJLXNzN9Tvh74mb77\n",
       "HUDdQ57X16U0WIkOkFSJDpBUiQ6QWIkOkFSJDpBUiWx8XFF+BvUs62uoe8Zfbq4/tZknSZKWbBtw\n",
       "dHOZ5xiwh68lSW0zc+178JzuM4xFWZLUNjPXvs8DR464HMXw38ZeaLAWKNEBkirRAZIq0QESK9EB\n",
       "kirRAZIqS2hj5u8pHw58dsx9rps6jiRJSsc9ZUlS28z8lShJkrQkFuW8SnSApEp0gKRKdIDESnSA\n",
       "pEp0gKRKZOMWZUmSkpjmO8cnACusnRzWAd63wfb97WtJUtsMrX3jzr7uOgN4IHAJcHvP7RstypIk\n",
       "aUpfYDF7tJ59PVyJDpBUiQ6QVIkOkFiJDpBUiQ6QVFlCGxs++/p84AHzySJJkgaZdO+3AB8A/hW4\n",
       "ubmtAzxog+07pixJapuhtW/Sgng58CLgYtaPKe/bUCyLsiSpfTZc+z41pyD9HFMerkQHSKpEB0iq\n",
       "RAdIrEQHSKpEB0iqLKGNmX/7umsv8A7gg8AtPSv17GtJkuZk0t3nM4bc/pwNtu/ha0lS22yo9h0I\n",
       "vG5+Wdbx8LUkqW02XPv+Cb+nvGwlOkBSJTpAUiU6QGIlOkBSJTpAUmUJbcxlTPlvgPcAN/Ws1DFl\n",
       "SZLmZNK93zObv/3V3TFlSZKmk7b2efhaktQ2G/6ZzfsA7weuay5nAcduPJdGKNEBkirRAZIq0QES\n",
       "K9EBkirRAZIqkY1PWpTPoP7M5jHN5YMM/5pUrzsDn6aOSX8B+IMZMkqSpB4XTnjbIIc0f7dTz+J+\n",
       "eM88D19Lktpmw4evvwk8i/qd5e3AzwHfmHDZ7tnaBzfLXz/hcpIkaYAV6iHr7pjy3wD3nXDZA6iH\n",
       "r78DvLZv3oL3lDunQ2cVOruhs+OO06Puu0yDcp69d3yWRWSepo9mbX9DucuU9593+xOsY179NHH7\n",
       "Z072fBmXexHLLXudA5Xx7c0ry8RtnDmfLBtaZ5m+zVmf25Hvr1O3X6ZfburtS3GU+Ajq4evSc1uH\n",
       "+nWrnc3lhX3zy8amz94LezrQ6UBn1x2ne+/fWa3z9nTnzaH9Sac7qzXTng7s+uj6LLs+Ovn2zSPP\n",
       "2Xub9XXbHtHerO33b+9UeV+4se3bcPvN9Kjny6DHc6PtjWz/2smeL+Me31m3d9btWcTzd+B0Gd/e\n",
       "vLZv4tfPtZM/fyZt75wbpty+F46ZP8H2Tfp8inx/nbr9sjY9t+0r1Fp3JrXWzVyUXzHk8jvNZVov\n",
       "B17cM73oPeXdTYee13yq65sedd9lmibnqOUWkWUeOZeRexrzaH8Z/TRx++dMvv5Mj9mynwfLeP1P\n",
       "3MaIx2yaLPNa56zvOZHvVdNY9PN+6vXPXPteDPx63+V3gK8AN06w/NFAN+BdgHOBR88j2GQ6O6Cz\n",
       "a62T+qdH3XeZpsk5arlFZJlHzmnaWIZ5tL+Mfpq0/WnWn+kxW/bzYBmv/0nbmFeWea1z1vecyPeq\n",
       "aSz6eT/1+udS+w4HXgZcCbwGuMcEyzwQ+Bx1TPnzwEsWEWyLKtEBkirRAZIq0QESK9EBkirRAZIq\n",
       "S2hjaO2b5LevjwJeBDwTeBvwYOCGCRu+qLm/JEnaoD8CLgdeChy2gPW7pyxJapuhtW/cD2LfDtwC\n",
       "3DpkpYdvIFR3HSl/lFuSpAVJW/vcUx6uRAdIqkQHSKpEB0isRAdIqkQHSKosoY2hte+AJTQuSZI2\n",
       "AfeUJUlt456yJEnZWZTzKtEBkirRAZIq0QESK9EBkirRAZIqkY1blCVJEuCYsiSpfRxTliQpO4ty\n",
       "XiU6QFIlOkBSJTpAYiU6QFIlOkBSJbJxi7IkSQIcU5YktY9jypIkZWdRzqtEB0iqRAdIqkQHSKxE\n",
       "B0iqRAdIqkQ2blGWJEmAY8qSpPZxTFmSpOwSFOXObujsGHOf06GzOtl9t4wSHaBK1/dlvqtLt31D\n",
       "jM1ZFrDOGZeddd4icndOh7P3Tt/eorchhRLX9MT9e2ZAX5cltZNSBzod6Owac7fV5n4T3HfLKNEB\n",
       "qnR9X+a7unTbN8TYnGUB65xx2VnnLSJ3ZxX2zNDeorchhRLX9MT9e21AX5cltJF26LYDnfMm+LS7\n",
       "u3lQJriv5mur9/1m2b5F5NzIOkctO+u8ReSetb1Fb0PbTdy/52zRvk5dlCfo6M6O+ilpSz0om8RW\n",
       "7/vNsn2LyLmRdY5adtZ582h7Xu0tehvabtL+3bJ9nbkoa4gSHSCpEh0gqRIdILESHSCpEh0gqbKE\n",
       "Njz7WpIkjeaesiSpbdxTliQpO4tyXiU6QFIlOkBSJTpAYiU6QFIlOkBSJbJxi7IkSQIcU5YktY9j\n",
       "ypIkZbfoonwfYA9wCXAx8IIFt7eVlOgASZXoAEmV6ACJlegASZXoAEmVyMa3L3j9twIvAvYChwKf\n",
       "BT4MfHHB7UqSpDHOBh7dM+2YsiSpbVLUvhXgK9Q95q4UwSRJWqLw2nco8BngKX23hwdLrEQHSKpE\n",
       "B0iqRAdIrEQHSKpEB0iqLKGNobVv0WPKAAcBZwF/TT183e9MYF9zfT91/Hm1mS7NX6ed7k6fmCyP\n",
       "0/mnGTO/rdMnJsuTZZox82eZLsCpzfQ+Am0D3ga8fsh895QlSW0TVvseDtxO3fu9oLk8rme+RVmS\n",
       "1DZpa1/aYAmU6ABJlegASZXoAImV6ABJlegASZUltOEvekmSpNHcU5YktY17ypIkZZeoKHdOh84q\n",
       "dHZDZ8fil1u2/pxjc5fJ1rOIbItY56g2Jm2/czqcvXd5j/UitmFcGzMrG1h2gcL7BcL6Zl7bsIg+\n",
       "XMRraer3uCBjc5bFt5dXzy58ZxU6neaya4pVzLjcsvXnHJu7TLaeRWRbxDpHtTFp+51V2LPEx3oR\n",
       "2zCujZmVDSy7QOH9AnFFeXU+27CIPlzEa2nq97ggY3OWxbeXd+i2tyjvbkKfN92nqlmXW7b+nJm2\n",
       "dxnrHNXGpO0v+7FexDaMa2OraXO/zGsbFtGH0a/5SMvOOai9zVGUdzSfIqbslFmXW7b+nJm2dxnr\n",
       "HNXGpO0v+7FexDbMa7nNos39Mq9tWEQfRr/mIy0756D2NkVRVp8SHSCpEh0gqRIdILESHSCpEh0g\n",
       "qbKENjz7WpIkjeaesiSpbdxTliQpO4tyXiU6QFIlOkBSJTpAYiU6QFIlOkBSJbJxi7IkSQIcU5Yk\n",
       "tY9jypIkZWdRzqtEB0iqRAdIqkQHSKxEB0iqRAdIqkQ2blGWJEmAY8qSpPZxTFmSpOwsynmV6ABJ\n",
       "legASZXoAImV6ABJlegASZXIxi3KkiQJcExZktQ+jilLkpSdRTmvEh0gqRIdIKkSHSCxEh0gqRId\n",
       "IKkS2bhFWZIkAY4pS5LaZ2jt277MFLl0TgeOB24CToFt+4MDDbFZci7KpNs/r35adH9nfjzXZbsW\n",
       "WCFlzmXL/JhpzTweJx/rwD3lzip0Os1lV1yOoUr9kz7ngt1h+8uE95tXe3O2sPWXja9iXbZrt9Dz\n",
       "rmxs8S37GizRAeZrHo9TZxX2LOOx9uzrAW5q/p4PPD8yyBibJeeiTLr98+qnRfd35sezN9venuvZ\n",
       "ci5b5sdMa+bxOLX+sY7cU95RPwl1dsRlmMRmybkok27/vPpp0f2d+fHszZY557LZF5vDPB6npT3W\n",
       "ac+nShtMkqQFCTt8/RbgGuCiBbezFZXoAEmV6ABJlegAiZXoAEmV6ABJlcjGF12UzwAet+A2JEnS\n",
       "hFYYvqfs4WtJUtt49rUkSdlZlPMq0QGSKtEBkirRARIr0QGSKtEBkiqRjWf4Ra8zgX3N9f3U70eu\n",
       "NtOl+eu0093pE5PlcTr/NGPmt3X6xGR5skwzZv4s0wU4tZneR7AVHFOWJKkrrPa9E7gauBn4KvCc\n",
       "vvkWZUlS26StfWmDJVCiAyRVogMkVaIDJFaiAyRVogMkVZbQhmdfS5Kk0dxTliS1jXvKkiRlZ1HO\n",
       "q0QHSKpEB0iqRAdIrEQHSKpEB0iqRDZuUZYkSYBjypKk9nFMWZKk7CzKeZXoAEmV6ABJlegAiZXo\n",
       "AEmV6ABJlcjGLcqSJAlwTFmS1D5Da1+G/xK1hXROB44HbgJOgW37gwNJLbNZX4ObNbe2mi22p9xZ\n",
       "hU6nueza4MrKHAJtRSU6QFIlOkAOA1+DJTDQhOb63jGpsqR2NpuyhDY8+3pJbmr+ng88PzKI1FKb\n",
       "9TW4WXNri9lqe8o76qfczo7oJFI7bdbX4GbNrRmlrX1pg0mStCAevt6ESnSApEp0gKRKdIDESnSA\n",
       "pEp0gKRKZOMWZUmSBHj4WpLUPh6+liQpO4tyXiU6QFIlOkBSJTpAYiU6QFIlOkBSJbJxi7IkSQIc\n",
       "U5YktY9jypIkZWdRzqtEB0iqRAdIqkQHSKxEB0iqRAdIqkQ2blGWJEmAY8qSpPZxTFmSpOwsynmV\n",
       "6ABJlegASZXoAImV6ABJlegASZXIxi3KkiQJcExZktQ+jilLkpTdoovy44BLgS8DL11wW1tNiQ6Q\n",
       "VIkOkFSJDpBYiQ6QVIkOkFSJbHyRRflA4E+ohfkBwM8C37/A9raaE6MDJGW/DGa/DGffDGa/DBba\n",
       "L4ssyieMFLq9AAAG+UlEQVQBlwH7gFuBdwFPXmB7W82O6ABJ2S+D2S/D2TeD2S+DhfbLIovyvYGv\n",
       "9kx/rblNS9E5HTqr0NkNnR2Tz5OkrLb+e9cii7JnVm/MygaXPx54JPB44M+nmJfdSnSApFaiAyS2\n",
       "Eh0gqZXoADNYxnvXyoLWO5FtC1z3Q4Cd1DFlgNOA24HX9NznMuB+C8wgSVI2FxIwdr0duJz6qeNg\n",
       "YC+e6CVJUpjHA1+i7hGfFpxFkiRJkqTc/GGR6j7AHuAS4GLgBc3tRwIfBv4ZOIf2fn3hQOAC4IPN\n",
       "tP1S7QDeC3wR+ALwo9g3UI/IXQJcBLwDuBPt7Je3ANdQ+6FrVD+cRn0vvhQ4eUkZowzqmz+kvpYu\n",
       "BN4HHNEzrxV9cyD1kPYKcBDtHm++J2sD/odSD/d/P/Ba4Dea218KvHr50VL4NeDtwAeaafuleivw\n",
       "3Ob6duqbSNv7ZgW4glqIAXYBz6ad/fII4AdZX3iG9cMDqO/BB1H78DK29k8wD+qbx7K2za+mhX3z\n",
       "Y8Df90z/ZnMRnA08hvqp7Lua2+7ZTLfNscBHgB9nbU/ZfqkF+IoBt7e9b46kfqi9G/WDygepb7Zt\n",
       "7ZcV1heeYf1wGuuPVv499dszW9kK6/um108Cf91cX3rfRFV8f1hksBXqJ7hPU1881zS3X8Pai6lN\n",
       "Xg+8hPpVui77BY4DrgPOAD4H/AVwV+yb64HXAf8CXA3spx6ubXu/dA3rh2Oo78FdbX8/fi6wu7m+\n",
       "9L6JKsr+sMgdHQqcBfwq8J2+eR3a12dPBK6ljicP+z59G/sF6l7gg4E3NX9v5I5HmtrYN/cDXkj9\n",
       "cHsM9TX1c333aWO/DDKuH9raR78N3EI9H2GYhfZNVFG+inqCU9d9WP9ppG0Oohbkv6Ievob6Sfae\n",
       "zfV7UQtUmzwUeBJwJfBO4FHU/ml7v0B9rXwNOL+Zfi+1OP8r7e6bHwY+CXwT+E/qCTs/hv3SNey1\n",
       "0/9+fGxzW9ucCjwBeGbPbUvvm6ii/Bnge1n7YZGns3YiT9tsA95MPYP2DT23f4B6kgrN37Npl9+i\n",
       "vhiOA54BfBR4FvYL1CLzVepPDkI9B+ES6hhqm/vmUup4312or6vHUF9Xbe+XrmGvnQ9QX2MHU19v\n",
       "3wuct/R0sR5HHSp7MvAfPbe3qm/8YZHq4dQx073UQ7UXUJ8gR1JPcmrT1ziGeSRrH9rsl+oE6p5y\n",
       "71c47Jt6dnH3K1FvpR6FamO/vJM6rn4L9QPccxjdD79FfS++FPiJpSZdvv6+eS71K09fYe09+E09\n",
       "929T30iSJEmSJEmSJEmSJEmSJEmSJEmSJEmSpB5Pof4wzP17bjuB+sM5i7BK/YGDJzbTP039IY3b\n",
       "qD/DuWh/D9zA2n/06np7k+si6q/XbW9uP7pZZi/1f4mf2tx+l+a2m6k/eCFJ0obtov4S2c6e204F\n",
       "3rig9vawvvh+H/WnOPtvX5RHUT8Q9Bfl3g8h7wB+ubm+E/iD5vrR1N+s3t5z3yuxKKtltuQ/a5YS\n",
       "OBT4UeB/U3/bHerv576ymb6Auid7JPU3iC8EPgU8sLnvTurPRJ4L7AN+Cvgj4PPAh1hfvHr1/ket\n",
       "S6k/qThKAT7WZLic+s/dn0X9fd/PA98zZvleHwX+bcDtH+q5fj5r//ru68DhzfXDWftHEpIkzdUz\n",
       "gT9rrp/L2p7qs4E/7rnfG4GXN9d/nFqsoRblc4EDgQcBN7H2u7vvo/5wfr9he8Sj9pQL9ZDzd1E/\n",
       "NFzF2p79C6j/0xrgFNZ+F7j38u4B6+vfU+46CPgs8LBm+kDqIferqf+utP+wvnvKap1hn7YlbczP\n",
       "slbQ3tNMf466J9u7N/sw6l4w1OJ5FHAY9X+2fog6Hnwx9ajWPzT3u4j6H9bm5Xzqv/WD+sP73XYu\n",
       "pn5QgHrYedT/mJ3Em6h75Z9opk+jjh0X6v9C/jB1zL3//4lLrWFRlubvSGox+wFqcT2QesLXS4bc\n",
       "f9uQ229p/t4O3Npz++3M97V7c9+6b+653m3nmcCLByx7GfUwfNewfwD/CuoHjuf13PZQ4Peb65dT\n",
       "94zvT/3XrlIrOaYszd/TgLdR92aPA+5LHRd+BPBt6p5w18dZ+6fqBbiOuqc4rFDPqnd996b+C79p\n",
       "vB34wQGXn+6736DcvwicTD0E3utS6v88hnr4/P7AFVPmkrYUi7I0f88A3t9321nN7XuAB7B2otdO\n",
       "4IeoJ3q9irV/Qt9h/V5n/x7osD3SXj9J/X+xDwH+jrUTru7F2p53fzv9bUzSTtfHqWPMj27afWxz\n",
       "+58C96CeyHYB8LLm9lcBP0zd9o9Q/xfy9VO0J0lSWnuoBX6cX2Htu8yZeaKXJGnTOot6EthmKLij\n",
       "3Jl6AthXgR3BWSRJkiRJkiRJkiRJkiRJkiRJUjr/Hyeb5gJ6kE+6AAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d88c60110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAesAAAFCCAYAAADR4PWHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XvQNFV94PHvs8hNUG4VLnLxVRTviHiLRAO4bCCKxJiK\n",
       "l6hF0Lgba1VcTQKYGNyt2lpi1LibLeJ6SxDFiIoEsqxK1Bd3w66g3IVXQpQgEsBgWDC1CoTZP04P\n",
       "zzzDTD+ne/p0n+7+fqqmnpl5ZqZPn778+vz69GmQJEmSJEmSJEmSJEmSJEmSJEmSJI3IccA24G+A\n",
       "UzouS5cOBL4GfBu4Dnhb8f6ewMXAjcCXgd07KV23tgOuBC4sXlsnYZ4/B9wAXA88H+sF4DTCNnQt\n",
       "cA6wI+Osl48DdxDqYaqsHk4j7IO3Ab/QUhnbtqhO/pCwDV0NnAfsNvO/MdRJtO2Am4AtwPbAVcBT\n",
       "uixQh/YFDiue7wp8h1AX7wV+p3j/FOCM9ovWuXcAnwIuKF5bJ3AW8Ibi+SMIO5mx18sW4LuEAA3w\n",
       "GeBExlkvLwKexcbAtKwenkrY925PqMObgH/RSinbtahO/hXr83oG46uTaC8Avjjz+tTiITgfOIZw\n",
       "VLdP8d6+xesxOQD4K+Bo1lvWY6+T3QhBad7Y62VPwkHuHoQDmAsJO+Ox1ssWNgamZfVwGhuzml8E\n",
       "fjZ14TqyhY11MuuXgU8Wzzurk1yPCPYHvj/z+tbivbHbQjgC/AZh47qjeP8O1je2sfgj4LeBB2fe\n",
       "G3udPA74IfCnwBXAR4BdsF5+BLwfuAW4DbibkPYde71MLauHxxD2vVNj3Q+/AbioeN5ZneQarCdd\n",
       "FyBDuwKfB04G7p3734Rx1dnxwJ2E89VrSz4ztjqB0Go8HDiz+PtPPDwjNcZ6ORh4O+Fg9zGEbel1\n",
       "c58ZY70sslk9jK2Ofhe4j9DPYZlW6iTXYP0DQseqqQPZeDQzNtsTAvXZhDQ4hCPgfYvn+xGC11gc\n",
       "AZwAfA/4NPBiQt2MuU4gbCO3ApcXrz9HCNq3M+56eQ5wKXAX8AChw9ALsF6mlm038/vhA4r3xuLX\n",
       "gZcAr515r7M6yTVYfxN4IuFIeAfgVax3IhqbNeBjhJ69H5x5/wJCJxmKv+czHu8ibDCPA14NfBV4\n",
       "PeOuEwjB5/vAIcXrYwg9oC9k3PWyjXBecWfC9nQMYXsae71MLdtuLiBsXzsQtrUnApe1XrpuHEc4\n",
       "zfZLwE9m3h9znSz1i4ROITcRTuqP1QsJ52WvIqR9rySsSHsSOliN6bKTRY5k/UDOOoFnElrWs5ec\n",
       "WC+ht/P00q2zCNmqMdbLpwnn7e8jHNidRHk9vIuwD94GHNtqSdszXydvIFya9Xes73PPnPn8GOpE\n",
       "kiRJkiRJkqSxcDhRSZIy5nCikiRF6urSrecRgvXNwP3AnxO6yEuSpDmP6Gi6i4YTff7cZ8Y2Uo4k\n",
       "SQtHZeyqZT3IQDyZTDY8tJq267Ovy6+szJPJhNNPP71X86PN9XVdTaEv9bBqObtqWXcynOhsJa2t\n",
       "LRtSWmrO/IbpeqcmuB6tG0tddNWydjhRSZIiddWyfgB4C/AlQs/wjwE3dFQWadCOOuqorosgaUU5\n",
       "5w8aPwGROg3e15RnrqcH2q7PFNNr4zfLfr/LZZvretUXfd2ftC2XdXyz6VcoZ1YdzCRJUiSDtSRJ\n",
       "mevqnLWkmmJTbZt9NjXTts2qcvqjTWXrXE7rY9/ZspYkKXMGa0mSMjeqNLgpmMWsl6Cv9VB3RKRc\n",
       "emubKo2Ta73kWq6hsWUtSVLmDNaSJGVuVGlwLZZLOnSIcq7PXMqWSznUvDaW7VjWH1vWkiRlzmAt\n",
       "SVLmTINrg76Mj51CX8o5r2wQCk9xDEcfl2Vft6lYbc6PLWtJkjI3qpZ16iPToR01NqUv9dKXcs7L\n",
       "dRhKNauPy7KPZc6VLWtJkjJnsJYkKXOjSoNLZfrSGabKXY667JTUxw5RTRnzvCuoOwzwMrasJUnK\n",
       "nMFakqTM5ZyfaTaHoN5pOy3dlzT40OWaQq6yfuQ6D+qFhSuMLWtJkjJnsJYkKXMGa0mSMmewliQp\n",
       "cwZrSZIy56Ao0oD1sVdyruXsulx9XJZqji1rSZIyZ7CWJClzpsFb0pcBN/pSTsXp4/Iz3buanLbh\n",
       "nMrSd7asJUnKnMFakqTMmQZvkCkfzWtjnShLG5tSHo5cl5/7vTirbou2rCVJypzBWpKkzJkGb1BZ\n",
       "asPUUP5SLCOXe3XW2Wrarj/3e+2wZS1JUuYM1pIkZc40uJRQ1z1lTUNKw2DLWpKkzBmsJUnKnGlw\n",
       "SUnEDgJR91RB16cY2uYAN/lpcx20ZS1JUuYM1pIkZW5waXBTRdXNp3LUnK7XwS63h7rTiy1z2/OT\n",
       "U9rdsuShzXm1ZS1JUuYM1pIkZW5wafAxpWDUrL6m83JKFTch1zJXKVeu85DCmOZ1FavWky1rSZIy\n",
       "N7iWdRk7nwVlHcpyqpecypKzoa3Xuc5PXzMvGobULesDga8B3wauA95WvL8ncDFwI/BlYPfE5ZAk\n",
       "qbdSHxruWzyuAnYFvgW8HDgJ+AfgvcApwB7AqXPfbfx6olyP2NvWl5Z12/racur7et2X9bHr9aMv\n",
       "9aSVLVyYbS/h84H/WjyOBO4gBPOtwJPnPuvFvy3JdWff9c6xL3JdfkNTZX1MsUxig7XbTZ4qrBML\n",
       "/9lmB7MtwLOAbwD7EAI1xd99WiyHJEm90law3hX4PHAycO/c/ybYipYkaak2eoNvTwjUZxPS4LCe\n",
       "/r4d2A+4s8oP1k0xmS4MytJpOaXQuj4n2JfUYk5lqcNzsYv1pV5y3jaGJHXLeg34GHA98MGZ9y8A\n",
       "Tiyen8h6EJckSXNSHwK9EPg6cA3rqe7TgMuAc4GDgJuBVwJ3z3136WGlLevVVLlxx5jqqa8t674b\n",
       "YguyiX1N3Xppe11124izageznGvV89iJ9GXj6ks5tZq+LOeug3Wu9aI4feoNLkmSajBYS5KUuaq9\n",
       "wfcC7kpRkCo897yavtRZX8qpcWh7fczpvHSZnMoyZGUt6z8AfqZ4/hzgu4QBTW4BjkpbLEmSNFUW\n",
       "rF8K/LB4/j7gVcATgGOA9yculyRJKpSlwbcjDGhyP7ATcHnx/o3ADonLVco0y2raSFvZG1a5cr1S\n",
       "F1Zdz8pa1mcCFwEvBr4I/GfCzTf+PeEuWpIkqQWbhfqjgTcDTyS0wm8ljDb2cUKLOyWvs07ElrVy\n",
       "MsRBPFJ3gs1p28ipLAPhoCi5GuLKbrBWrCEuZ4O1VrCwAje7dOtg4BXAAcA/E85XnwPc02jRJEnS\n",
       "UmXnrE8GPgTsCDyP0MnsIMLlW0enL5okSYLyNPh1wDMJLepHAv+D0MHsIMJdsw5LXLbRpMGHyIFr\n",
       "NGYp1v++3PBEi6UcG3xCuHQLQqt6l+L5LTPvS5KkxMrOWX+UcG31N4AXEUY0A9ibDIYclSRpLDbL\n",
       "nTwdeDIhJb4tfXE2MA0+cn3tZeopAKXgejUaXrqlfjFYS+tcr0bD+1lLktRHVW+R2arpkeQQjiLL\n",
       "Wol9bUFKTXD9j2O9LDaWjIMta0mSMhcbrM8t/n42VUEkSdJisWnwJxZ/n5CqIIsMKaVRNi9Dms8m\n",
       "9bVe+lrurlhfWsVY1h/T4JIkZc5gLUlS5rLuDa7+8haZ4zCWnrhVWS/tGUtd27KWJClzsS3rPyz+\n",
       "vi9VQTQsTRzhDvkoWapqLC3IRcrmfSx1kfNcOtyolLkxB5AyqW+ROba6Htm8O9yoJEl9ZAczSaPS\n",
       "RsfFEbT+1DJb1pIkZS6mZb0T8CvAlpnPT4D/kKhMkiRpRkyw/gvgbuBbwE/SFkdSn/Qx3dtGmUfW\n",
       "ISo56zAuWO8PHJu6IJIkabGYc9aXAoemLogkSVosJrdwA+FuW98Dflq8NyF9APc66wyYzmvW0OrT\n",
       "64mD+R7ms4ZeLw4L3LiFFRiTBv/FhgsiSZIqiAnWN6cuhCRJWs5BUVTKlFaz2q7PXFOnQ2PdKrWy\n",
       "DmY7tVYKSZK0VFmwvrT4+8k2CiJJkhYrS4PvCLwWOAJ4BRt7qE2A8xKWS5JGrayHeU6G3ts9F2XB\n",
       "+jcJwXo34GUL/m+wliSpBTGHL78BfDR1QRbox2GllLHUrRWvs06njWu3c+Jyf8jCmY+pkR2ANwM/\n",
       "X7zeCnwIuL+RYi1nsO6AAxyoCnewUuNqB+uPEdLlZxWffz3wAKHFnZLBugMGa1VhsJYaVztYX8PD\n",
       "hxZd9F7TDNYdMFirCoO11LiFG1LMjTweIIwNPnVw8Z4kDdpkMnnoIXUpZgSz3wa+SriRB8AW4KRU\n",
       "BZIkSRvF5q12Ap5ESE3fCPwkWYnWeSjbAdPgqmLoafChz5+yVPuc9aq2A74J3Eq4XntP4DPAYwk3\n",
       "CXklcPeC7xmspRWlvvxn6MFs6POnLNU+Z72qk4HrWQ++pwIXA4cAXyleS5KkJVIH6wOAlxAGVZke\n",
       "LZxAuAyM4u/LE5dBkqReiwnW5wEvjfzsvD8idFB7cOa9fYA7iud3FK+Vidner/OPMetrXaytrT30\n",
       "UL/1cf3LSV+34amYAPwnhDHCbwLOIHQ0i3E8cCdwJcvPjU/w3LQkSaVigvXFwK8BhxM6hH2FcPvM\n",
       "k4DtS753BCHl/T3g08CLgbMJrel9i8/sRwjokiRpidjc2F6EYUZfB9wGnAO8EHg6cFTE948EfovQ\n",
       "G/y9wF3AHxA6l+3O4k5mS1vc9tBMZ8yXbg1x3u0Nvpqc5m9sN/YYsYULM2ZQlC8ATya0il8G/H3x\n",
       "/p8D36pQgOmadgZwLvBG1i/dkiRJS8Qcjr0EuGjuvR2BnzZfnA1sWXdgiK3LWEOcd1vWq8lp/mxZ\n",
       "j0btQVGuBJ41994VhHPYKRmspQalOBgZ+rY49PlLwTpbWeU0+H7AY4CdCYF5jRBAHw08sunSSZKk\n",
       "xcqC9bHAicD+wPtn3r8XeFfKQm3Go7VmeSQ8XC7b4ch1WQ7x9FGOYmr1V4DPpy7IAl5/3ZJcdwJa\n",
       "XeplO/R1J6f5y6ksswzWjaucBn89oQf4FuAdcz80AT7QVMkkSdJyZcF6el76UWxs5a5hqzepXI+g\n",
       "h2gIdV02D32dp1xYf/kpa8kPuZWf85yM9oCg7QAyhIBV1xDmvct5GEL99UWudd12gBxBsK6cBv/j\n",
       "kv9NgLetVBxJkhSlLFh/i/XW7XykH22rtw1tHw329OizEUM4Ku9LObWaXJez+6t25DzXHhCoVX0N\n",
       "1l3KNTWrcRrINlx7bPC9gd8BnkoYIAVCIH1xM+WSJEllYm6R+SlgG/B44D2Em298M12RNlf3BuJ9\n",
       "vvF4jCbmL8UN2vt+03ellfP6kWu5tC52GeW8nsWICdZ7AR8F7gMuIdzH2la1JEktiUmD31f8vR04\n",
       "nnA/6z2SlUiSJG0QE6z/I7A78E7C5VyPBv5dykKl0tPOBtHqzl/qlFBf6r0v5Rwa6726gXSkakTs\n",
       "vPe9jnIuvbfIbIn3yVVdQ98Wc50/g/WgrdQb/E2EMcKnn58Ab2ikWJIkqVRMsP4L4OvAxcCDxXv9\n",
       "60o3AnVbAR6V91uurb9YY24l1p33nOso1/Wx7+tZTLDeGTgldUEkSdJiMZdu/SXw0tQFkSRJi8Xk\n",
       "AX5MuF3mfcD9xXsTQq/wlEy1V1Q3/ZRr2krNSpEGbGLdyTk9mdO2kVNZlFTtDma7NlwQSZJUQUyw\n",
       "Bvgl4OcJrd1LgAuTlUiSJG0Qk0s5A3guYYzwNeDVhLHBT0tYLjANvlCKVFjd66xNy2lo60DdlHwb\n",
       "qfy+1HVfyhkr9bJdUF8LJxAz1WuBw4B/Ll5vB1wFPGOlEm7OYL2AwVo5Gdo6YLBeXV/KGSuXYB3T\n",
       "G3xCGG50ancMpJIktSbmnPV/Aq4AthavjwROTVUglcuppTuEo+ZZOfdKzpV1FLS9vbmuLpaiXlJk\n",
       "MGd/M3ognMjpPIZw3noCXEa4A1dqtt4rauLSrXlj2gm4A1Rf1oGcy9llGnwg9VL5nPVTgBuAZxMC\n",
       "5/Sz0yleEVvImgzWFRmsV5Pzhq529GUdyLmcBuvFUgbrjxBu4LGVxYHz6E1Lt5pB3XWrqZWobN6H\n",
       "PkBFakOf91znL/VgLU39ptbltA9uu7HRwuBTtXuDd8VgvcnvGKybNfR5z3X+DNb9k9M+eCzBOqY3\n",
       "+K+yPrTou4HzgMPjiidJklYVE6x/H7gHeCHwL4GPAx9KWaghWltb2/DIyWQyeegxZjkvo1zluu4M\n",
       "fVnO1nsXdZ9T3c4v69Rl62reY4L1dDCU4wnnsf8S2D5ZiSRJ0gYxwfoHwIeBVwH/Hdgp8nuSJKkB\n",
       "Me34XYDjgGuAvwH2Iww1+uWE5YJMO5iVdVzpesjBFB0fcq3rFNMY4vyllnr429hBgJqafhsdQevq\n",
       "sl7GrIN1YqXe4I8A9mbjiGe3RH63LoP1JtM3WDc7jSHOX2pDC0oGa83LJVjHDDf6VuB04E7Wz19D\n",
       "+ht5LJXrypdruTZTdsDRpb7WZ6w25q/Ng5G2g0SK32/qN4dW12OWS93GBOu3A08C7kpcFkmStEBM\n",
       "R7FbCJduSZKkDsS0rL8HfI3QE/y+4r0J8IFUhVpF6rRf1ymRts/LdT2/qfVx/nJNgeZSjjHouq5z\n",
       "HcFsaKeWZsUE61uKxw7FQ5IktajKYcEuwD+lKsgCtXo65XTE17Ymeovm2mrTuirLKPX20GWv57HJ\n",
       "qTd4TsuoLy3rNsYGPwK4HthWvH4mcGZc8dqX0zB4KTQxxOD8kHyzvzn0YRqHoMoyanNZdj0EpsZp\n",
       "2b4s1TqY83CjHyQMivIPxeurgSOTlUiSJG0QO2zo/AAoDzRdEEmStFhsB7OfK57vALwNuCFZiUYo\n",
       "597ZuY5upjh9XEax5bR/xWJt1IN1vVid7S32OzEt6zcD/xbYn3BTj2cVryVJUgtyPjwaTQ+Vrscj\n",
       "rtt67mOrbWza7A0+zyE3m+X2trmu14k6+8sF79ceG/zxhPHBt8x8fgKcEPFdgN2BjwJPK753EuHu\n",
       "XZ8BHgvcDLwSuHv+i9OZGPqKmaj7fy1VelD2cbl0vTHPyqksTeh7+XNTti12ve50eZBWput1sM70\n",
       "Y78T86lrCMH2OuDB4r0JcElkWc4qPvtxQrDfBfhdQu/y9wKnAHsAp859bzKWYF1F6rtulRnCcuh6\n",
       "JzdrCNfDeteydHI+cM41WOesjVtkXgY8r1Kp1u0GXElonc/aRrj86w5gX2Ar8OS5zxisFzBYryan\n",
       "HbzBurlpdzH91AzWw9JGsH49cDDwJeCnM+9fEfHdw4D/RhhU5ZnAtwh38bqV0JqeluFHM6+nBnXO\n",
       "ui875qHvAIdg6COYLfv9VNPIVc4BMdfR1OZ1XU+z2rif9dMIAfto1tPgFK838wjgcOAtwOWEAVYe\n",
       "lu5mYIFZkqQmxQTrXwUex/odt6q4tXhcXrz+HHAacDsh/X07sB9wZ43fliRpFGKus76Wh6eoY90O\n",
       "fB84pHh9DPBt4ELgxOK9E4Hza/7+6LQ99rJjPQ9HX8bubmKs+r7MaxW5jtlfVtdt32tgyPc2iGlZ\n",
       "70HoEHY56+esq1y69VbgU4TRz/6WcOnWdsC5wBtZv3RLkiQtEHPocdSS97c2V4yFhnE4XGhj4JMU\n",
       "HcxmDe1Ita/qdjCb18TyzPUWmUPomJbzPOS0n+jLYDFt9AbvisF6k99pI1jnvPKrmhTL1mC9+fSH\n",
       "OPLfEOahbSnvZ/3Xxd8fA/fOPe6pUkhJklRf2Tnr6Z22dm2jIJIkabGyYL3nJt/9UZMFGYI2Um/L\n",
       "BoDvq67TlepeivW46/XIm5ioaWXB+grCeeM14CDgH4v39wD+jnDttSRJSqzsnPUWQkC+GDge2Kt4\n",
       "vLR4T5IktSAmd3Id8PSI95oWlRvLOR2UuqdsGW/kESf2EpTUPamb+s22p5f6csF5sdPIeb9QV5fr\n",
       "allZuq7bnMrSkNpjg98G/B7wyeJHfg34QXPlkiRJZWKGG30NsDfwBeC84vlrUhZKkiStyzlnsDTn\n",
       "08R9m/uaLsk1DT6EtGPZPPQlDd7lPKS4v3rdda6NQYjallMaPFbOZZnV1PrZ0PpSeVAUSZKUAYO1\n",
       "JEmZi+lg1plpSqHLcX27mH7bhj5/TUiRxk0x7nVOy9JeyM2KHRApp/1l18uoTOwplvnPpdimY8QE\n",
       "650Jt7J8GrBT8d4EeEOqQkmSpHUxafCzgX2AYwm3xTyAcHOP3om9KfmQb2C+yPzN45fdSL7M0Ous\n",
       "Sr2kroec6jpFOcp+M6dtOPXvN7FdtiGn9bFMlXLmOD8xJbkKOAy4BjgU2B74X8DzE5YLYLIsDZ5T\n",
       "KqxtbfcGH1P9tt2Tum1DmIe2dbmvSTFYjHqhdm/w+4q//xd4BrA78DMNFUqSJG0i5pz1Rwh34Po9\n",
       "4ALCLTPfnbJQU8uOFnM9iqzbMqvbsi3LOFRRt6NF2bRzXUbz2m45dTm91L/f9fykvstdFanrpevt\n",
       "a0zZuCr7tpTLPSZYf4VwO8xLgOmdth7faCkkSdJSMWnwzy1477NNF0SSJC1W1rJ+CvBUwjnqVxBO\n",
       "ek+AR7N+CVdSfetgVvf6uzbuVlT3d2LLltNyqKLtTmRd1tMQ5ien9azutbh15drhMadlUqbv23dZ\n",
       "sD4EeBmwW/F36l7gTclKJEmSNog5DDgCuDR1QRbw0q0FvHQrnSFeujXmbSW11HWb8/rYx/Wqbp11\n",
       "UNcLJxAz1ekIZk8tnk9LnnoEs8bvutWlFHcBKlO353aPVujG5bxznJVL79TNfr+P22kVKeavLwfO\n",
       "OS3btu9G1sJdH2tfZz0dwew4wghmB9LTEcwkSeqjmGD9BMJ11T8GzgJeQvrRyyRJUiHmOuv5Ecxu\n",
       "p6URzGLuutV2erLu4CY5qTKYytBSfU3dIajL85Vd/mbsulLl9+um9eelqKO636t7aqLLee+ruvvg\n",
       "ugM+dSXrEcwkSVJcB7OuRPUGn9eXlnWXHcxS/GZOraMyTbX+6vxGFU11dmu63CnW8ZzWnaZaUSk6\n",
       "/eXUss6pg9msFMM6N1Xvq3YwK/vGO2enw/qgKFMf2Lx4K8kj91BBGws11963OfWWHpvYdWJe08Gt\n",
       "qQPQvvS0b1uuAVLrGto/L/xnWRr8UYSA+STguYQU+BpwPHBZaYklSVJjYg7P/iehB/i9xetHARcB\n",
       "L0pVqIIt6wXfs2Wtebasm5NTWebZss5fVy3rqb2B+2de31+8l1xMb/CctX3+NfazOfUBSCFFr+Sh\n",
       "1ZH6reuDilwbBkMe8CkmWH+CkPY+jxDxX0643lqSJLUg9hDh2YS09wT4OnBlshKtW9obPFdtDGdX\n",
       "t+d26pZ1LkefML6WtWnw5uRUlnk5rYO2rDf/bNNp8HzWxIebLFs52x7Ttc7vz2vq3HPbl26lvhwm\n",
       "p+VQV0479DKpB1rJ6RK2tlOeKXboVTRxaV+ul1tuJrZsTe0XWog/C/8ZM9yoJEnqkMFakqTMxXQw\n",
       "61xTaZZcxlfe7Hup04ll4xHPz18T50PbTpNVmV4TqdO62ujj0KXU5crpXGlT6qb5U6uy7efaB6bu\n",
       "/qvKPrGO2N+zZS1JUuYM1pIkZS7rNPiylECXab+cLk9powdjbLq+7bRcCn1Zl1L9TtPTTrGOp1Zl\n",
       "fnLdD3V9KqTt5V53PxQ7jRRXkNQphy1rSZIyZ7CWJClzWafB+y51mjin1HPXqbdYOY9Q1UddjmDW\n",
       "9bJMcWopVlMDwuR0hcwQppfy1Igta0mSMmewliQpc6bBK6qbgsk53Ro7wEHbYz+nmEZOPXqbkmKs\n",
       "6TalWCZdL8sU85DrshziNlVXyvm1ZS1JUuZSB+vTgG8D1wLnADsCewIXAzcCXwZ2r/qja2trDz3a\n",
       "NjvtzaY/mUweelQR+70qZWnCbLkWDcFXd35Tm62jnOahqel1uT0MTRvLJNftRHlLGay3AG8CDgee\n",
       "AWwHvBo4lRCsDwG+UryWJElLpAzW9wD3A48knBt/JHAbcAJwVvGZs4CXJyyDJEm9l7KD2Y+A9wO3\n",
       "AP8P+BKhRb0PcEfxmTuK14OQ4kbyZf+r+/t17+YzhDsnxV4judn/mrjWMqeha+tOu0tVlmWKjqBj\n",
       "7kjVpabquu7yq/u9VcudsmV9MPB2Qjr8McCuwOvmPjMpHpIkaYmUwfo5wKXAXcADwHnAC4DbgX2L\n",
       "z+wH3JmwDJIk9V7KYL0N+FlgZ2ANOAa4HrgQOLH4zInA+QnL0KkUvXRne5LW7Q0+/70ue6fm3Iu8\n",
       "rtS9s9u+CiC1nNaBKmWpuwzqXE0yv73nLHU5y5bR0LaNWSnPWV8NfAL4JvAgcAXwYeBRwLnAG4Gb\n",
       "gVcmLIMkSb2X86HHMJpZDUsxGldsayZFh56ub8Ywq6mbI+Sk6Q6DKTogtvGbY1ofux4VMLWm5i92\n",
       "HtrudMuSuOxwow1qaqGWrUSpN4y2hzjMKegNref2/PS6TjHH6nLH2Zf1McX36k6j7XW8qUZD364Q\n",
       "cLhRSZIyZ7CWJClzpsErauPG7k0MuFFX26nSnG4kn9PAJ1V0cE4tioOGrCbnc88u28VS7rttWUuS\n",
       "lDmDtSRJmRtVGrzLm9o3ldJqIuVUJdXdZc/OnOWSXoZ8e3yn6G3b5WmSnKS4jLIpbZ+WSb3Od12f\n",
       "U7asJUnKnMFakqTMZZ0Gn6Yfmhqpq8kyxUw/9paLdX+jrirTa7v3ea5px76UM/WgNil+vy9125TU\n",
       "VxLktL9s47RhrqeBmmbLWpKkzBmsJUnKXNZp8JgUStfj0tZNu6Qel7YpQ7iZRayuBzeJlVNZupRi\n",
       "fexL3ea0LQ4h9VxWn7kMFmPLWpKkzBmsJUnKXNZp8KalGFCky/vIqrq6g0nkNIZ5l7pe/3IdkzrX\n",
       "5bWZPp46aPsKmVzYspYkKXMGa0mSMtfLNPhYLoJfJMW8x/5OisEW2r6FZB/SXdDcYBJNq3I1RN3B\n",
       "P+oOGNSXUxOx36u7LPuakp/VxzJD2nLbspYkKXMGa0mSMtfLNHhZmix1yrPrC+TbTvvnmpKsoo+9\n",
       "upsag77p0yZtrH9djgNdd3l1vV/ISV/mL/X+uc62XvYdW9aSJGXOYC1JUuayToMvu0Vmmdg0WYqU\n",
       "bllKvql0aBOG2IO+7dMfqW9zWKbt27SWaeIUQ93ttClN9bqelXodrFLm1KcNY9exVaZRJrZe6v6v\n",
       "qTpbdd4IAEM6AAAEQ0lEQVRtWUuSlLmsW9bLjkSaaOnWme5mum4hlIk9uq6i7hFtig5fbXcUa+J7\n",
       "Xa8TTQ+/2/X8tK3tMQ9y7VzatSbGiegDW9aSJGXOYC1JUuayToPX6WDW5HSnmkh3dZ1yyTmN1bSm\n",
       "Ot80IcWpmKbSecu+l2LaZdtU3SFMm1K3U2rdzntj2hZTyOk03mZli/3NGLasJUnKnMFakqTMZZ0G\n",
       "7ypd1NR13W1cY9uELofjTKGp3vwp0l05XX/b5rJtalyD1MONdn01Quy22MZybuKqmzbWsSbWibpj\n",
       "FVSxar3YspYkKXMGa0mSMpd1GnyZMd91K0XP9NSpqraH40yh7fRoGwPJNK3L4TeHaOjzV6apIXWb\n",
       "0HWaf8qWtSRJmTNYSwO3devWrosgaUWDC9Zra2sPPar8b9ZkMtnwiP1f3d+sYjKZcPrppzOZTDbM\n",
       "T9Ue7LOPJspVV1P1knp6bZezqWW7trbG0Ucf3Vi6rqweFk27avmbKkvOUpe5jbrv0vxyb2M9m+5z\n",
       "25jeMoML1pIkDY3BWpKkzOWcI9kKHNl1ISRJasklwFFdF0KSJEmSJEmSJEmSJEnj8RbgJuBBYM+Z\n",
       "918LXA1cA/w1cOjM/04Dvg1cC5wD7FhhekcCL1ihvJIkjc5hwGOB77ExWL8A2K14fhzwf4rnW4Dv\n",
       "sh6gPwOcWGF67wHeWa+okiTlZwuwDfhT4DvAp4BfILR0bwSe2+C05oP1rD2AW4vnexZl2YNwo58L\n",
       "gWMWfOdlhAB/BXAxsDdhfv6++K0rgZ8r3vsqoRX/V8CBxff/DDgT+N/A3xIuVzkLuJ5QHwDbFZ+7\n",
       "lpABeHvszEqS1JQtwP3A0whjHnwT+FjxvxOALyz4ziGEQDj/uAJ4dMm0yoL1bwEfnnn9r4F7gTuB\n",
       "s5d8Z/eZ578BvK94fjrwjpn/XQi8vnh+Euvz9GeEFDuEeb2HjfXwTODZwJdnfms3JElq2RZCC3rq\n",
       "LOA1xfPHE4JwU5YF66MJrdk9itcHF6/3IrSsv0A4vz3vGYRAeg0hO3BR8f7pbEyD/5DQQgbYvngN\n",
       "ofU8O6/z9XAC4YDgJuC/AMeS9yBOUlIONyp166czzx8E7pt5vuh+809iccv6Sqq3PA8FPkIIjP9Y\n",
       "vPcc4FLgLuAB4DzgiAXf/WNCED0U+DfAziXTWRZkZ+d1vh62B+4mtLC3Ar8JfLRsZqQhW7QzkJSv\n",
       "7wDPqvnd2aB5ECEQv47Qep3aBrybEHx/QjhffdmC33o0cFvx/Ndn3r+Xjen4S4FXA58ktNC/XqG8\n",
       "exFOE5xHaHkvS8lLg2fLWurW/H0SJyX/q+NtwPeB/Qkp6+m56d8npL7/hNAqnwbkq4FPEM4bX1O8\n",
       "N3s+e+o9wGeLz/1wpqwXAr/MegeztxLOVV9NCNYnz/xG2bxOijJ/rfits4FTN51bSZIkSZIkSZIk\n",
       "SZIkSZIkSZIkSZIkSZIkSZKU3v8HLjktbr0z0F8AAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d88f4c4d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAcwAAAHMCAYAAABY25iGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXecJFXVv5+a3Qk7szknNrFL3F1Y4pIzSFIBUTGBIiKv\n",
       "ERR9f6KviDkrKibMARUzgkpyAZUgknNYWFhgc2JzOr8/zqnpmt6u6uqZ7q7qmfN8PrPVXel8695z\n",
       "z7n3VnUtOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOE5fYx4gGf7Ny6GuOE151ZWlJtfl\n",
       "vtXXdMVpyquuLDU1oq5EpDsHVZE4+1nqSrKdR11eh5XZz2MdlttWa/JYVkn281hW5bbVmjyWVZL9\n",
       "XOpqqrcKp7cgHwE5NmsVjuPkDTkeJOuElwlZX3Qeex817EHKGSD/7O7BFa7vISIg89LsmH697NQD\n",
       "QZXSw/KSpSBHVktMCtt59Pk6a5IAZHYK+3ksq3Lbak0dy0ouqiBh5rEOY+37CDNfvBo4JGsR2SCz\n",
       "gOeyVlEBI4GDshbRx9gPuD9rEU7eEQE5qhZn9oSZL4KsBWTIwKwFODIZ5OGsVSTQlrUAp2HYrRYn\n",
       "9YSZLxqtPvpygofsp42qzX7AHlmLcJwqsLUWJ61zgJazQIbW12ZD0ZcTULMupDlbGRXR2xJmv6wF\n",
       "lCH0kZZsZTgNwLZanLTeI5pfAmfX2WYj0ZcTZrstB2Sqom+T985Khy3bE/cC9AEhp+/RWe+9YYSZ\n",
       "hU25BGS/+trsNo3WyKup1xNm9vTXRW6TTQUJEx+F9k3C+FGTzl//Wpy0DPVO0p8CJgN319lud8hr\n",
       "oKoH7UXLHCPh1GVvq69osNmcpZAYOoqWSbQBm2qoxYnHYrw0QbC9zrYH2bImHe9ePsLsDGyLEvYZ\n",
       "ohWbC/KiIwsaKGF2Pq3ZmqmK6lPTYFMFKhlh+hO12dFStKwnI22ZVcKUoDpTNJ3nqFJSSHXjf0jR\n",
       "shSrgP/puZ6q0GgjlmrqrWT0kDVhY7w0SxE1YJgt85owB9tyUOJeSo4Tpsws/cN+GQjyuvrrqTqt\n",
       "Rct6MtGWmY0wXwD+BDKyhyOx8AKqNYKYkWKfMACM7rpaih+dn1AFPdVgrC7iOigyDmTf+kiROSDT\n",
       "6mMLgFG2HJm4Vz6I+Etu7/d1hzG2jLRROSETJaUZbssRKfYdVn6XLJADgb3tc3E8fT3wK5Cp+fYr\n",
       "2QNkTcIOfTphjgNOBZYCt4CcGb9rYiWHI4cEZ5ePVPCzk4dALi5tU8LCChvNuMi2kcDD+vOFTofd\n",
       "ktJmDZGAwo9tx8bs9EPqdy/2HuAvZfaJ9OKlCeTFwjS4TAKppJcfBuvxkXPOBNnHPu8CkjC1Xldm\n",
       "AtegPyupY2CWHnY2pQ3k9Qk7hB3L6Cj/9J7ZrCojgO2k61Tl9UG/Oyhom1JYLR8Evm9f5gPbtYOc\n",
       "Sw4keZQ/sGgJyJ4g1ralA2SvGmmbiZZfJoMgAVkO8ld73VD4dw3IT0F2Bdm5kLTkWZB3FJ0ifPJu\n",
       "Xzv2uqLt4Q3iwLa/sav9WF3Rv48XgrOMtnUT0JcAPw/yVOTQ/Wz7FPsTkK9HtvfT4Nz5fVJRTzDl\n",
       "uyKjiVyGgIyyc8c0AjkC5GmQP4KcE7PPrTtO5ch0++1ihe9klP6Re7wRzZ11KSAvFG0/0vYZbNuf\n",
       "iGybbOumRo7/erIuOQBktgXya0HuA7k0ssvzheuVs+yc4608B4FMA7EepQwCOSbGVoz9itaHm1tA\n",
       "7gG50PR8IWa/t4KkGQmltR3198dBTgf5CsibQOaan5ZJJPJuOz4m2MndIEv03J3rbkjQJeYPTWgQ\n",
       "7OGoSIaBfCP+PHINyKMgH9Z9y8aHWT3T0y3S1uE8kCsjm4pjmqj/11xXit8SS9FIUT5i+gbH7P9H\n",
       "2354ZJ2A3GGfPxmJY93Q1Rmjih5alfNAVoG802Kp3baTMXQmayDd7byS9tM8JTsSAkF7txejv28Z\n",
       "A+wEPGb7zAfZhj6N+lUNgrShI7uTNBgyHvg7MBfka8DbgL8BZ4J8Ctho5zoSZC3wyjK3yFqBc4HF\n",
       "wFXApSCXACtt+7eBQ4E/AeeAfMu+f9O2zwE+a5/fqQ7MZuAA4P+0kBkOPAp8DuRWQMrftpPb0N7N\n",
       "VJC/oFPH04H1wAZgNMjv0LK/zba1o++RfSf6gNJVaBK8BzgOnRa/Cy1z0FH+UrT8nwS+VEbTyehI\n",
       "aLnpGAn8Fnge5IumcSywF7ALyFV24HiQ/4fWeziSuh+97ztfj5P3Au8Gwimab1LoFJ1aprDuLPp+\n",
       "PvBdkBOBa+mcXpGvofVi5+dE+xx2ku5GfW2CNmYmAjfZNbWhZTUELb9bgTHJ9Sj7obMOewMnAzeg\n",
       "dTceuMSu/Zd6/VwMchrwMPAbdCroUOAc4HeWUJ8FDgOOAX6ONsbRwONmZxuwOsUt4eftenZBRyMt\n",
       "wDNAJDHICrRu7zH9D6KjgRFoe1mvZSO/t/XztTxoR9vv94D3gbwZWIiOJpJYQ2EksRHkWbQNvgwM\n",
       "RetgIXCwlcO1qP+0AEeh7WspOnKcDRwPtGoSpp9+ZqRd+4FoXVwIfLiMrnvRW0kXotP9I4GdzcZs\n",
       "4CfA08Ab7dwL0DY2F21zV9s1hHHpP6gPTARW2zVvtzLsBywBXkhRh7tZWVwDPGKx8WpgrWoMNoHM\n",
       "QOPje0D+YDpeQuPKo6i/iGl7Br23O9LWr0PLvQ2NMf9Um4n+fgbqF4eg8WQtesDzdo13gXwU9dcp\n",
       "wLvswNeAvIjGrnnAvrbPq+w8J1unJfSPXUD2BMJO9YQyuj6pZcAQtD3PByYBh4E8CexlSXgu6odN\n",
       "wAnA7cArgE0gPwbOAAaBXIa24bdbXHvaymgD6mdb7Dy7x+kqG/3j95F+qON1AK9EK2ueimQummx2\n",
       "RhvuQtvvJ8B5aFCZCpyCNq7Fts/9wGvtIlogmBljv0iXBOgLEf4X2BV4K3AS6jivQh30OgpPbS1H\n",
       "A8j3gSvtLww6S4AHgGNRhxlC4WGDtRAMjC8TBOQHdlxY+COB69GgMBtt9GPQhH0XmvQC4FoIHrHT\n",
       "vMF0zzHboQM/iJbxq9EK3tW2bYFgWnxZyb/RzkCHXc9WNAk/jAbfhWijHAw8hdblDWiA3wVtqNPt\n",
       "bwFaZ1eiTnkAhemPa9FGF9bnTAjGJOg6E/g3GqAmQ3AZyN7ovZxxZucF1OFvQDtY77dy2IQmpp8B\n",
       "b7H9NqGBfyc0SA5E6xM0uEwxbU9B8JYEXfNR/7jVztmCJryb0M7JXdqJBJDpaHDbG02Cy4EngO+i\n",
       "P2maitb7PNQfZgMrzNZEO/8Q1R30j9FkusJtMhhYB4G9zUQGof52Mur3zWgdLrJyXI4mqTvQTtp5\n",
       "qL8HqB+tQNvkt9BA9yk0gO6q1xx8J6GsLkaD9gK71hVo2x9k17scbQMHowGq2b4HaDDejnbGwuv7\n",
       "DRr0hqNtZoVeKyPRwPZ94NPADyF4IEFXP7SDcA7qG8+hiW64lcPZpqUd+KN9nms2bwfsVgCz7Br2\n",
       "QNvNZtSXVqEBeoB9nqLnDsbHaIId49ZhaGf/ceA6CL5ctPsM4CNo22xH21TY+VmG+vdU1IearZw2\n",
       "m67lVl7HAgsgeGVCWd1r1/QSmlC22r7taMy42+w2W1k+ifrWRbbfLDtmA9pR2Qj8Ch2QDLYyutP2\n",
       "nYF2MBZqmQXtCbq+hZb7I3Y97WiH4TH7LMBpaJv6FHAbBBvs8AHAZagftwC3oL6wCe2gvNG0bbPr\n",
       "Go362njVGrw1RlciWb/6q9JpxuHoTfVS2wJ06i+cAiyaLpM2CtNLQWEaQgI7b3j/yP/7nspwXTtM\n",
       "fe+w3XzOfatC8qjL67AyGk1X9Q+qInksTG8QleG60uO+VRl51OV1WBkNpasv/1DecRzHcVLjCdNx\n",
       "HMdxUuAJ03Ecx3FS4AnTcRzHcVLgCdNxHMdxUuAJ03Ecx3FS4AnTcRzHcVLgCdNxHMdxUuAJ03Ec\n",
       "x3FS4AnTcRzHcVLgCdNxHMdxUuAJ03Ecx3FS4AnTcRzHcVLgCdNxHMdxUuAJ03Ecx3FS0L/M9lvI\n",
       "9v8luyVhfVa64jSF2/Kmy+sw3n7c+rzVYbgtb7q8DkvbTtqWN11eh/H2HcdxHMdxHMdxHMdxHMdx\n",
       "HMdxHMdxHMdxHMdxHMdxHMdhHvpob1Z/83KoK05TXnVlqcl1uW/1NV1xmvKqK0tNjagrEenGIfeB\n",
       "dOO4iuxX6/zdIcl2HnVlqSnJvuuqzHYedXkdVmY7j7q8Diuw72/66XPIJJAG+lGujAIJslZRHvkZ\n",
       "yG1Zq3Cc/CETQYZlraIedGeEeb+PMDMhZVnJ66pYP2noYR2KgJxUNTXl7XezbGRZFcq1wX2r7uRR\n",
       "l9fhjiYE5OYK7efSt3yE2ffol7WAbjAyawGO4/SIUVkLqAa1SJgNMH3Wp/FOkoP1+l+ZtQqnz7A9\n",
       "awHVwINn36MR69w7YbXhyJ6fQqb1/BxOH8ATZgwe3PJNI07JNgKN6PfjqnCOPvEwh9NjPGHGkHHg\n",
       "kGaQ0Rnaz3tCatGFlPuv3ZzeT0sVzpHTjoLsA5Lz2ZTcx4pqsq12p5ZZINXw5bLk3KG6xaXA4gzt\n",
       "t2ZoOw0dtmzLVEUqOgNeb/TTPFCNgF3kR9IBsncVzttT/gu8K2sR8chwYCvIHlkrqRO1HGE+QJ3q\n",
       "ujcGoqwd0BNm9WgtWuaZnI60StE5smmuwsk6ir5fAtxbhfNWg8uzFpDAHkXL3k6tp2QH1vj8QENP\n",
       "ycb+mH1wfezHkvdEFD7enXedUDJhSn+QAzJR03sIk9ygKpyrOFANrcI5q4i0Z61gR2QUEL7kYnqW\n",
       "SmpP5yzRxhqdP7y1VJe808AJkxINQQJgrzrZj2NA6dUyAuQ19ZVSkgm2bISE2Va0BDgduLPwVW4C\n",
       "ydHvNKVf6fvDMhRkSP31lCRMctXoXHaAvClyD6kao9Zqsi6H9wpn2XIZ8FmQ2VmKqTGhj3Wj45Lq\n",
       "HvS3bXlu5eevnFokzDI3X2UfkMOqYGdKiXVzgPVmZ0wVbHSH4THrLwCurqeQGMKEOSlTFZ3Iv0H2\n",
       "jdkYjiyjCTN8aCmwDtLRwJ41k5eIBCAH25ewo/h7CqMHQMKA8QDwj7pJ04ff4kaQU4CVQDUS+CDg\n",
       "Z8CzIN8C3m72s56ivgX4rX3eRxcy0O4dZohsQ6dhVwIHA/8G3pippNoyHH1rzoRyO5ZgG8g7QXYB\n",
       "advRp6QFCH9LPAmkGk9994juvBpvuf0oOiYZy8oKXiGW8Nok+UDRqjeZ3ctAfg6yHmSK9eyreQ+s\n",
       "zKuv4n4MLhebvkily8jClJEE6hRV1xVZL6eahu+CfNLW9VNHi47Sqvp0YVIdTjE9H4+sbgc52z7v\n",
       "Zdu/Gdn+Dls3RDtF4Q/wpT/IDJCZID+O7B/XgavwlVwS7DhSkf3N/myQjfZ5TcG/5ZLIZwFZDfJW\n",
       "kNfaulkFf5DmBE1JeuN2fwTk7phtZ4NcDbJOk0jJfXaPjJST6vB7dm3bbLnFljeB3Aryscj5hoKc\n",
       "1bV+ekSSLgue8huQm0EuNV0Ccq0G4ZpQLj6Ef5faqp1AXgap9Qiphq+gkyEJfrQfyAMgmwvtRwKQ\n",
       "8+17Uh2W+tsCcoG1o3DdF0Cuss//q37W84sqtbJcL1B0H2kH3gy8AOyK9uivBUaj0zuLgTuAicBN\n",
       "tt/H0d95BcBq238D8BgwCIJo4ng1cCMEa9Ee+Xb9HNovpUsWAc8CNwDnm5a/AG+wz08VHfMPdIQ3\n",
       "HR0BPIlOFyxERy3P6DIommuXAIJo4cVpCnWtBE4CDrFyeBydevkZcATwP8DdwCuADwEvA0cBr0ef\n",
       "8B2K9ojvR8v5JQie0uTAWLSsRwBPA/2BjRBsLVNW44DPAWejj3cfBfwQ+Cbwtci+9wHTrFyOQnu/\n",
       "0+1a1lF4mGM9sAidoeiHjlTWm4Z+6A3+1bo+WJGgawEw2b7fCfwHvb/2VuAE1J++bdf5BuBk2/9w\n",
       "K+MhwFXAB1Bf+yDweeDD6Oh0T+Aeu/ZmYCfgB8AbIXhLgq5XmZ0hqH//HHgbcBrwS7SufoX2bmd2\n",
       "PbbznNcDx9vnZejr/ZZSuIe8J/Aw8CngIdUYTInRFOr6HDqL8hg6xRU+DT4E2A31pV0imjaZ1qfs\n",
       "+puBt6BleSHwJuAJ0yDAl4CvoL63FbgIuNz8K66sMLuvRNvYGLQ+PhTZ74N27ijn6v7BM5HT9Qfa\n",
       "rO2nIcHnw/XyfuCrtv4h9Pp+aN+/i/rN9WgdPYmW7Ta0rLagMzELIdhQwozZqCg+fNfOe3Eh1si+\n",
       "aEzYhI7+24AzgBuBZyBYE3O+SkiKD7ehPvNf4HfAGrS9TzRNA4G1qA/vi5bPz9B2HrbBZ1EfaAdO\n",
       "RePyUgp+sD/wI/v8RVv+AoI3Jujqj5ZL+NT1A8BsNGbPR38D/EnT3Ax8BJ3hGI+22ZfQuH49GjOX\n",
       "oLFkCeqzA9F7q0LhZy9NqifYUkpXioQpj6BONciMhTwDTAX+SWF6rx2dkroDeG/kQkuxBK2YbWgS\n",
       "Xgg8B8xFg+9jEOwXo1GsF/GA2VsCXAHB6sguw9BAPxtN1mfY94FoxbeiCXwYGqS3oIlzJRosBqOF\n",
       "Otr2W6bHBBNiNIW6HqRwj2KbnWsbpefwt6HBaTJaoXYOFqLlPZSCo2+h6/2hF1Fn7VAbQf+EstqO\n",
       "Ou/X0MC1DQ2Se6MdnHFowD3F9KxGk9I21DHb7HNgGoZRmCYV1OnCANNu1yz6F7Qk6LoP7Vh9C/Wn\n",
       "29F70H+lkMgvA/4PWI4m9EOBPwGvNRt3o41xK139czOJtweCzn9K6AKtgzXo9NkiNBEEaPJ5GPX9\n",
       "FuBRtFMxC3gP+vac4WiH40k0kBwXryOVplDXNeg98hmon76MJjwB/mY2TwHuQjtH70anrPdGy2Mr\n",
       "WlffBb6B+vZX0aS6FfXx6LTWNrTz2hyjS0CuB34Owc9AmjXQSIB2MJ5Ek/MBwO5o8H3GyieMGY+g\n",
       "dRgAx6DB7l+oPwmwyq7zRbR++1sZ9IPgDfG6OhNmk15nsCiyOUAD6zGo3y9C/XmS/W2xc7RYuTWh\n",
       "/jAN7aRsoOt94GVofXRAMDVGU5GuHTa9F03mAV1vlW1E62YNsAItv3a1RTtaphvQWNEfTXTL0LoT\n",
       "tKy2QHBijG1Bp9Ln2Pma7Po3oW0fO/dEs/k8Gp/b0Bi1CO2UTkDLcwgaXx+25b/QDtMI4LPAzmjb\n",
       "WQvcDcGR8bqi66Vtx8FMKSRAO9OH2/UMRwcna0zzRrTTutE0CYUneLfZ+lYIWkvpSpMwDwGWQfAE\n",
       "yIDSPa3EU7SaoP4mqEMFdYrtQBvDBLRy19IZoIPbYzQm9eK6gQxEK385WqGgDbUNLej+aMBcC8HT\n",
       "CbbDEXkLhUS7EoLtNv0QJpXtRb1SrDc1BtgMwVKQWbofC9BKX4+W21rTNNv0Wn0Ey2J0iQaNYntp\n",
       "kFYINpVY34Q2LEHLbYPuJ/1QJ12LBhJb3506lPG6PXjBzluqzAI7x04QLDBdA9Gg0VHomYezBBKg\n",
       "yd7qJLa8+tn2mGsOSvwIO6lBS4CWR1g+q9C6XKfHSCswFYJHE8qkyj7f5dRt6OzKGtM6HPWxicAi\n",
       "CNbH2O6mps76GIR2kGehZfOg/e2JBq5taJsYiiaysEO8GmiG4DvV1QVWF00a56Rdr12GoLMTq9Ek\n",
       "2oIm8SY6Z1IYgdbn4wm2U+iSAWiywuJGC3r9u5g9s8M6NJGC+vwqNLZ0oAkh9Ne1qje4JsZ2Df0q\n",
       "FSlmCapusgX1q8UUBkrNaHlZjI31+eQzV1Fld6jhvHu3qeJ9pqqSx7JKsu+6KrOdR11eh5XZzqMu\n",
       "r8MK7PfGFxc4juM4TtXxhOk4juM4KfCE6TiO4zgp8ITpOI7jOCnwhOk4juM4KfCE6TiO4zgp8ITp\n",
       "OI7jOCnwhOk4juM4KfCE6TiO4zgp8ITpOI7jOCnwhOk4juM4KfCE6TiO4zgp8ITpOI7jOCnwhOk4\n",
       "juM4KfCE6TiO4zgp6F9m+y1k+/+S3ZKwPitdcZrCbXnT5XUYbz9ufd7qMNyWN11eh6VtJ23Lmy6v\n",
       "w3j7juM4juM4juM4juM4juM4juM4juM4juM4juM4juM4juMwD320N6u/eTnUFacpr7qy1OS63Lf6\n",
       "mq44TXnVlaWmRtSViHTnoCoSZz9LXUm286irD9Sh7AYyqdKDKlxfD9y3KiOPurwOKyOlLtkTpKPm\n",
       "amLtpz5ImkFGVFtNevsVra8HVWgQ8jOQd1ZFTXnbDdIgemRCQJ6u9KAK1/cQeT/IwHI7dXNbrenD\n",
       "vlUxOalDaQUZm8J2g9ShCMiXaq4m1n7qg+QTKjYT8ljJ1UiYAnJvVdSUt90gDaJHJgTkhUoPqnB9\n",
       "DxEBObXcTt3cVmv6sG9VTE7qUL5UFLfzWFZJ9kslzO/UXE2sfSXNu2THVVlIDpHhGRgt91pCpzKy\n",
       "bvhp2J61AKfPMLb8Lk6lpEmYm2uuoubIngnbRgPL6yalQHMGNg3ZGeSJ7Oz3WRohqTu9gzp1zuRb\n",
       "IL+sj63s6QMJU/oDD9myFAPqqSZCliPMPYAZGdrvY0gQfshUhtOX2FYnOwcCZ9XJVub0gYRJuy3j\n",
       "EqMlrtiEWiuyTJjrdFH3a64leU5GLbaswqyCjAU5uufncXo59UqYa+pkByAov0tt6QsJM0yU7THb\n",
       "W4v2qxdZJqvwmsdkqKEvEfpeWxXO9UXgpiqcx+nd1Cth9ikq+A+kpbX8PrmkvWhZzICiZb3I8B5m\n",
       "Z1n0poSZ5xFmNX2sXxXO4fR+/AGzGpAmYYaJstxvyPJKuYQZ9vrrnTCzDHxhWWT1+9pakOeEWc0R\n",
       "ZubTUl2Rp+v8+zgnHZYwxTtYVSRNwgwbeT3fslBN8pow8zDCHJmhhr5E2Nmsho9ZwpT3dl0tWfnT\n",
       "NOCEjGw78YQDnUE1thM+A1IP/8u8s1hJwmzUEWa5e5glpsukGaQao4EksryH2RsTZp5HmOFv4qqY\n",
       "MPl6YZUMBjaDnFuF83eHBpr+kxEp3rjUGwh9bWiN7YQDqbj4WgUkzFMV3EKsDVVImDIBZP9qCaoB\n",
       "3Rlh/gSo9FVrKems/Hq+9WOQvSnjGVvRbvan1E9Dzck4YcqESN0WM96Wo3poo7nrOTrtzbTllT07\n",
       "f7f4KzBdfawayByQD0d+ilNtFgB/qNG580R4u2VIje2EeaGWM5ApbgvKMdXzwXjSJMxwFBIn9pvA\n",
       "XV1XSUvJPbMhTJRxjtNWtB/AHApBjirfB5iCPoqdUPayCOTCKtr8W8G2fA54J/Br4Kj4wFSzgNUN\n",
       "5Osgl8dsC+tmY8LxvwJ5R9VlddWwEDg5ZoeJaAdscg8NPQocBZxv3zeAHAicROfT7HKq1rG8BeQN\n",
       "dajHk4G76XLt8kENYKWQKSAxI21pAr4MfA44rGeyYmNQB7BL0b4XFfaXERlOb1eAjOr6qkWZW1TX\n",
       "44GXqekIU1qBScCzwE61s8M0W04ssh+NyzcCb48/hRxbh1lDxEYmSy1ohU4126aBALne9jkOfcH0\n",
       "FPv+Ht1fDgA53fb9BcjeICeCTAQZam+dmW499OLGnfY9gzO6HitNOu0iTSBfMD2ftm1FNuR9tj1S\n",
       "2PIAne9hlN1sexPI4QmaIrrkRJCDC/ZkCEh/u8bNIC+CbNMKlybbfkmkfAXk6shpm0G+VhhRlAyC\n",
       "CWUlxX9rTcsjZndX+z7BdB5t+7VVobOQpOtSkHdrMpNTtHzlKJDvgEwFORLkiIjuT4F8A+RGkEkg\n",
       "rwD5rG1bDzLOruEwkOXqa2Db/x0xHZTRdb79zQYZg456zgHZxzRdZMuTQWaCXG42PmanGFxoHwBy\n",
       "k+l8OlLHR4LcaZ+bQDYlaAp1iforoG9YidbpbuxYzwLyTZDTQIbT/d/dlmmHchbaybsK5OWI7Unm\n",
       "/4HV45WRbe8COQ/kApDX2eebQe7Xa5R/W9nuY/t+GWQY2rZmq88m1uF4K1ezD2g7EtPapP4hZ1KI\n",
       "X032+Td23OHo716fBdlJy092QWdsWij9y4FydXg5OoL+oNXhaWgsPMI0HGs2D7dyaDO7V6BxbojV\n",
       "dVj/A81HxXx0GsjB9v12O/9pZcpqih13IshkK+f/K/LhVpDdrbxOBPk76tf3gHwEZBXI8XR94Tto\n",
       "+/5B0bpX6bUklpeAvBrNGQJyl9kYamX0Olt/kJWbgHzbyutQK6tzUb/vsO1vts+DbDkrYu5wOjtK\n",
       "8fGhXO8zfKn1P4Ez0F70I2iPdgPwHLAr8BL6ztmtxN+bWwkMA5YAoxNsPon2ApshGBWjUbTC2IxO\n",
       "PRwMXI/2qHax46dF9v80cBFwG3A8cL9pCXtgK9FprSV2vs3oFO08dCR4ODrd9XaTE1dugv4vJOFL\n",
       "gn+G9ryOtO+LgB8Dn0B7ZfdaWexj268CpgP7o+V8H/AG4B7b58um+f3A79ByHwWsheADCWV1NvAL\n",
       "tIf2OeCjEDwNMhe4Ha3LaK//ZfRhga3o07z3AC+i96qG2/6C/iB/IPqbrwW2fZx9XwTsCcHeCboW\n",
       "AMuAfYGldlzY4Dai9TTDbF4NnFniPKAjrw2RcoyyCq1jQet3DLACguEJuhajfjzYrj+cDVhsf4Fp\n",
       "mmC6b0br43KzN9HKZTFajvNRH/0psLNpmWjneBT1+Vem8K37gP0gsN/YyceAfwB3QRCOMO8H/oj6\n",
       "1kbgCtMQzhT9y66tDW2/7cBqs7sZ9alBpm2p7hu8Lb6sCDTRcBFwhF3zb9He/j7oCGQrOq32HPA2\n",
       "tE182cot9LMtVhZfts9Pob69CHgY2BP1jQfQNjM2obykKN5tRv1zJPBfdPTaivprEwX/fwaYasc8\n",
       "Cuxux4aj1YXsMMrhYTvmfmAZBKfGaAp1bQbWo+1pPurfU8zOs0AkiPMEGs+20fWp+uesLObbscUj\n",
       "p5fQWaWHgc/rtQfTYnQVlxV0jePRMgHNBYei5fNb4KtovP0NcJDt8xBa7/eisTMAbrDzCpo/nlJ9\n",
       "wasSdIX18xfgXOBPwFw7dj1ab5PQmLPIymQLhQcqF9q2pE7/k7bPQLRctwBjIBhYSleKhNn5VF6A\n",
       "NvphFBrgg6gDr4Qg7G0OMoGj0YqbZGLWoo1pN7QhjkArtBmYjQbpjRQCMhDcGaNRQN5iF7fcLnQO\n",
       "WrhPog6Kc8sWAAAgAElEQVT0vO27DoKlIOPRhhJq34o66BC0Ik4xu+NsfdgZGIE6wFy9nuDHCeUm\n",
       "IL8D/o4GoWEUGuWTwAsQPG677gLsB2xCp2hb0US5P3AN2lifRhuyWDmNRR0lTFJr0Ya2DoLPx5dV\n",
       "uXqWJjRwHoomlaFo52KAHbs/Wp8j0Trchpb9VtM+AA1u/dEE2GTfn4Hg5sp1SZOeI9hq34OIf/VD\n",
       "G+goYL6u7xxxh523XYHH0PIaC7yAdohesO0TyvhWk523BegHwYauGuKQQcABaKCbgAaz29VusNXO\n",
       "dyRabxu1fDgInT67CYL58WWSph4Tte2E1s80tP42oD62EvWtAC3XkWidrkLbwiYIvh1jO6kOBwCn\n",
       "o+UdALcVknpqzUVlLm0Q2NS7DIYgTPQldMkhdl3LKCTsLWg73I62ofVomViQZBqaHFfY+vvs+1bb\n",
       "1o6+JWuaHbvWymAzWlajIfh5fJnElVdJ/94EwSZ0VqDV7KHXFGw2n29BfWcthen+h+zYsF1MR/1v\n",
       "XUJZhR3CAG1XAsES9L913AON8aOAFyFYr5rCttnlVBPtHLug8XdnK8un0djSD42nS+xzW0J5xZVV\n",
       "W+H6Otf1s323ofF8tV1OWKZDrIxGmp4ZqA+ss/03oOW7u9ldCcG9MboSyfrJw5RTsnUlxZRsJuSx\n",
       "rJLsu67KbOdRl9dhZbbzqMvrsAL7mT+m6ziO4ziNgCdMx3Ecx0mBJ0zHcRzHSYEnTMdxHMdJgSdM\n",
       "x3Ecx0mBJ0zHcRzHSYEnTMdxHMdJgSdMx3Ecx0mBJ0zHcRzHSYEnTMdxHMdJgSdMx3Ecx0mBJ0zH\n",
       "cRzHSYEnTMdxHMdJgSdMx3Ecx0mBJ0zHcRzHSUH/MttvIdv/l+yWhPVZ6YrTFG7Lmy6vw3j7cevz\n",
       "Vofhtrzp8josbTtpW950eR3G23ccx3Ecx3Ecx3Ecx3Ecx3Ecx3Ecx3Ecx3Ecx3Ecx3Ech3noo71Z\n",
       "/c3Loa44TXnVlaUm1+W+1dd0xWnKq64sNTWirkSkOwdVkTj7WepKsp1HXV6HldnPYx2W21Zr8lhW\n",
       "SfYr1CUCMqzHasrb9jpMbz+XunLyph85HOTIrFWUR1ZmrcBxGgsRkAFZq0jB0KwFOI1PnbK8bNOG\n",
       "ldp+Rr0PCYfrsTvUS0kFtnPZU0tYXy9qpEvOBDmnuwd3c1ut6WZZSVDl0Vta+90ZYU7tsZrythuw\n",
       "DmtODXXJcJAfdffguh3UDTMbPWH2mJyVVVn7CbpEQI6uiZry9nuaMNfF+HKqg7u5rdZ0N2G2Wl2O\n",
       "q7qiZPsVlJX0M407V0VRLutQrkuw3YDxIfWpj692W8zJlCxbshaQL+QxkPdmrSJjds9aQDcJshaQ\n",
       "I9qKlnmk1ZYtmaqoLSdmLSAjtlf7hJ4w88muwGn1Nyv7gDxaf7u9Ck+YBcJEmed7mC1FS6f3YAlT\n",
       "qtYmPWHml1rd90niEGC3DOyWolETTw51SwfIiAwMh6M3H2E6WdBsy9bEvSrAE2ZqqtdLScmQOtuD\n",
       "Gkxh9IAcJp5U5KVNRbkKWJaB3UaYkg0TZdWCqpMbwpmNgdU6YV4adwMkzLL/d2i16Vdne+AJsxrk\n",
       "Ufe0jOw2wpRsXxhhPp61gIxot2WvS5ibsxaQgnr3kutQN/Lmot/I5SBhSthRyItvVkoeE2ZWT0I2\n",
       "0gizNyfMPJd/Lem1I0xPmDtSj7r5KXDCjjaludTOdaIRRiVJZNCm5ESQr9XfblkaoS77wggzz+Vf\n",
       "S8IRZtWeB8lZwqz7fcJKqFPClLBOajwlK+EUc/S6QgfrqK3tHbREE3TYuNtL7dkAZOHDFwHvS9ie\n",
       "1QgzTEZ5rksfYfZewjg2plonzEvCDIN3nQN1RdTr1Vkjga3UvlcYOtGEyLowsNkDR3IlSGQ6Qw4G\n",
       "+UN1ZUh/YDPIK4s0VM3J84UENegYhjMDce05q3YetueEJ3RlYl2UlLbdQWG6rjcnzL46wtwDfT6m\n",
       "NyVMCYBJwDZgcGT9rhkJimOnOtmZADwGtIHE9AzlIJAKnqKVDvs7GuQku2/5RdsYva4wWY3Tt7Rw\n",
       "LjAnsv1M4NXp7ZbV1Q58yb4cDtJC4YUFZ2Y8NZxAXMKTNrSBbrRgXIp/oE+t9sR+P5Bv2htq/gKE\n",
       "b0WKvK1GdgUZZFrtTTtRn5EfgkzvmY6yjLflqIjdDhB7CEmGAc93vY8uHSCja6wr5BngRvtc9JSs\n",
       "XAfy1jrpqCHSTC7ifCbsB/yFgh+WQKraUUo5lSNNXYN7cUCRuSCn2OcWkMh9M5kBskx/MC/7aGOR\n",
       "2SBLEuwLyG527GEgc+yYvW3zIN0G+vszsR6G7FEIGjIGZGbRaf+Kvgi+H8jZIB8D+RLIWJALQB4u\n",
       "UyYCMsquYS7IuSCvADkNZIKNLoaA/NqueRLIlELAkIkgfwS5BuRekDfZMU0grys8ECMCcsWOtmM1\n",
       "Ff89YctvgfzOglQbyC9s/WusrATk+5ZoPwLyXVsXaEKV1VbWLSADQUaC7B8x3ZRS1zO2fAFkEchX\n",
       "7fttIHfZ509ogJUWkHOoqMMQZz9W11tAzjffGmXXdpLV3aUg95j/vAnkQ1Y/+4Eca/oXgpxq9fsl\n",
       "kPeCDLfTC8iaIpO7apmW9a3iv2+CvN0+/0r9CkCaI+X5b5AnQZ4DeTfIMXY9AmLTuDJR/bCLuYFd\n",
       "bcdq+gbq70PQNjgTfZ/uYJDPgCwAudJ238/8zc4nB5qOOerb0gHy88j2tojGAKS/XduAMuWV9NrF\n",
       "V4GcYH4bLctLbHs/Cu/Avcmu43A6Y5oMJHmGoFwd3mS+fC7Iq9F21N98eye0rQUgk0HG0Tkj0Wl/\n",
       "DshXzOcG2bqjQaba8a8GeQDkQlu/G8hT3SurupDkW+E1RxK+DAc5y/z43SCrtEy6HNoK8j9Wh2ei\n",
       "b06zWUyZBbKHfbZX50nk9pfsB7JnnK5yU0MCcqIdHI4AtwMz0KmMDcBw4Az00fV/2H6HA9fb9hcp\n",
       "3F/5LXoD9hjgIWCFnesr6I9ML6TQG10PQXuMRim6nrUUplY2off/+pv9sPe6Gp1qfBl4FB2uDwQe\n",
       "se2PAK+xa33KdBXzfxBcFqOplK6QVSRP6W5Dy2knYAH6Kqu9gR/QdTrlUeAe4I3ofd870Pp4CIJ3\n",
       "x+gS9GXgfwf2R+vqJTv3EODuov1vBQ5Gy28ZOkVczAvARnREs40d77f+AJ3ierNJitN1GXA18Bzw\n",
       "OlseBlwGTAF+jNZDKQ2gZbAEra+hwEK7phXoo/ThVEyTbV9Ap68klleMOQDWEX/rYDU6cj8QODXp\n",
       "JMA16Oh9AfrCiBsgOC5GU1TXT4B9gM9B8Evb1IqOkB4G5qMjyqfQNvgkcBvwNuA9dP2JyXPobMbx\n",
       "dl1Xor3xe4HPAJ8EBkHw/hhd5coK4NvABcB9qE+H/Ar190OsDMbQ9V7bX4GxaBn9DJiL+sKLqD88\n",
       "CMG+CbqmozMmg4ArgCeARVYGAM8DN6EzGsuAPYEHTM/DaAyL8nm0TXzAtE1H2+JSYKKt2xeCd8Ro\n",
       "CnWBxqUtqP/G+XaUjahvLQJm2/nDmHI1OvNTzDa0bqcD8yA4IUaX7Li+s0MwAoKi3+9KKxo3V6Lt\n",
       "YL1t6G/n2gJMRuP8ULR8ltr3lbbfSNRfN0Jwf7wu2Yi23RbgWTQWjkHrbifUZ9eg/i5o7ApQP3sE\n",
       "uBy4AfW9jcCdwBvs/B8FzrHy+bWdawPwLt1cOm6lSZi3ooU/BFiMOuEiu4AWMzIfdZ5JdlHPoYlv\n",
       "nBXaMjRBTkaT7n/sfCOAp63QQP+Lr/VWKJsh+FuMRgGZgFbYU7ZPky2HUXCmDtTRwu0bbf3OaCPd\n",
       "jj4l+iwaoG8BjrRrulbPE2xDpw5noI10W0K5CchQXXaWzSYItmrPqPO4fqgTNVvZDgVGq45gQ+R0\n",
       "7WiAa7Lymm3nvsfKd4utHwvB1+LLKk6vBGig2BkNrBOBu4BZViaL0c7Nv9COxnFoMhqP+sBm1OHu\n",
       "sPIbZdcSdqyWQPCrynWV1NqKds62oz4ymMK9sSloIpygNpmK+tqzaPmCNohJdtxiCL4er0v6QbDd\n",
       "6mwK2iifNntb7PpfROtvE+pny/V8wWYr18D0DLFjAjSJmk+w3T5PRst0IARfSiiTFOUlA9Dktwa4\n",
       "Ra9hh332AvZFE/Yxapf56BuedqMQjDajvnE3BB9NKKvRtl8YWF+y6xkFHAjBNegU7IloW93J9I1C\n",
       "E2SYpP4FzETr50nbNhat17FoZ6g/2p6HA89A8IcEXYvNzhrgdruuEWhQtUAc3GC79wPej9brFtRn\n",
       "HlEbHIL6+oFWJs1osF+OJuNxtv96O+ebYzSZrug2Cex6NwBbIz7XgfrIOjSebkZ9abDZ3YD65Xq0\n",
       "E/ycXdsEdIr5QdXCdnS6/nkIHk4oqw8BN0PwXx398i6z1Qz8EfWRfYA/oLdpomyy8hR2HBTcgcbN\n",
       "EWi8nazXyTN2TDMEuyXoOgKNO1sj51iD+ldg5RUAR6B1FN6SWAbBnZFTNQN7oZ2u+9FXj+6GJtJb\n",
       "0c76RrQ+m9E4/OMYXYnkeLieGTn83wgSbXsdVmY/j3VYblutyWNZJdnPY1mV21ZrkqY+H7Spyd/r\n",
       "qE7moNPlB1G4dTPXPv9OpzTlZE1EMgGdPh6P3lLbSQcNEnkyOnwWQfZjx/8bNY912G37eRWdR8cr\n",
       "t63W5LGskuy7rsps51GX12FltvOoy+4VymWWOBcknGIIsQ8i1kJXppS031efnnIcx3EACASdEh9G\n",
       "4Z5kqf1WQ7CxTqJyiSdMx3EcZyV6D3dDuR37Mp4wHcdxHHuQxhNmEp4wHcdxnBW29ISZgCdMx3Ec\n",
       "Z5UtG+G/WswMT5iO4zh9ns7f7PbVF7WnwhOm4ziOE5Ln/1kmczxhOo7jOCGN8H8TZ0b/8rs4juM4\n",
       "fYCdqfn/w9u7yeXbFhLW14MGfJNHpriu9LhvVUYedXkdVkZD6fIpWcdxHMdJgSdMx3Ecx0mBJ0zH\n",
       "cRzHSYEnTMdxHMdJQbmnZG8h25uvtySsz0pXnKZwW950eR3G249bn7c6DLflTZfXYWnbSdvypsvr\n",
       "MN6+4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4zjMQx/tzepvXg51xWnKq64sNbku962+\n",
       "pitOU151ZampEXUlIt05qIrE2c9SV5LtPOryOqzMfh7rsNy2WpPHskqy301dMqTbStLZrkJ5SSvI\n",
       "nt05sML19aLRdFX/oCpSYWHKDSAtNVOTaLvstlrTaI7nuiqznUddNdYkg0DuTNqhwvXl7AnI8O4d\n",
       "m8p2NRLmh1Rn5QdWuL5edFOXTALZt+pqUtuv4kFVpNKEKSBja6Ym0XbZbYA0g0yvqprytqtUhzIA\n",
       "pDv/f2ova6g1xRNm19PPLJMcapEwx3fv2FS2q5EwL/OECSB3d7Mc0lLy3L3oXbISXkue/1PsdwNP\n",
       "Zi2imywFfpCdebkdZGp29hsdaQP5XNYq8ouE/3FynuOHUyCT/+i6FyVMmm05IFMVyQzMWkAP6ABm\n",
       "Zmh/LnBAhvYbnV2AD2ctokICXUhQB1vhrZzWOtjqCXUcEcrONR7F9YTtWRjtTQkzdPT2TFUksyVr\n",
       "AU6fxdp6XZJPtQg7wbV+LgEK8aOtDrYaBbufm0ufySSR96aEGTaqPI8wGz1h5rW36ZQnTAR5H0FF\n",
       "aSta1pJGSZj1bINhTB1WR5tpaaSEKeOqK6MqNMIIc3PWApw+y8CiZSPQWrTsLbYahUG2zGO8b5SE\n",
       "KR3Ai/rEZ+e6sSB7V01V9wh7Q3lOmOE9mXpMMfUiOqeE8jg11CiEibIjUxWVUc8RZtgmfYRZYLAt\n",
       "e/pTm1rQKAmT8LHrUZF1PwTu7bmcHhH2DPM8JRs2xqGZqug+WU3J1jNw9lbC0UIjjTDrOY3cYFOy\n",
       "dbmvOLhomScaLmHmbZge9hDzHBDCxjghUxW5RDaDHBezcUDR0qmcRkyY9UxijTIl279oWUvCRDko\n",
       "ca9saJinZMNgH/2B7/oqaOkpoaPnefQWNvxJmaroPrXs1TUDR8Zs84TZc8JptWq8/q1e+AhzR+qZ\n",
       "2MNZxDyOMO0ByriRtgwCqXou6E7CDN9UMzuyzhJmt94EUy3y/ERXSNgYJ2eqInd0On2cg9c5YYqA\n",
       "XKCv3yq7b94DbMiIomUjUM8klmKGSg6rg45y1PPhxrHAavKZMMPOe9zo91rgiWobrTBhykTgbOAv\n",
       "wMmRQBc69DTbb9QOh9ae0OEjN6gl0JcVd35+Y91VdWV34CFgRn3NyhEg54JcBHJSN44P63lbwj4D\n",
       "I29LqZQxtpwSsz1MpJFgL4H5Y/i92m/+uAJYAHImyMgiu6ZXjgc2gBxrr+rqRtlWgvRkVDESWEds\n",
       "wpQAZPcenL8bSAfIloS6C8s9Wu97gRzSTXuHR94IVkwYw2JilwwDbgWpcfKQg8u8LCB8aCtOZ5O+\n",
       "xrIqjEHfTBYzKyHjQN5TJVuVshOaNONeZTiNHcpIdkmo/6oghWAhE0BetN73VJAnQN4Ocp2tewrk\n",
       "UpBL7Pvx9jquoeYER9l5SgyhZYT+lbIfq2tG13PJyWb3F5F177B1LSDTC9o7t3fQ5d2RpRL9Dnq7\n",
       "+a5IGQmyBuS1psOmtmWPwtSBHAnyPMhwOt+JK68AeUOCzXK2xexF/14EWQryNpDdinY/WutKjgQ5\n",
       "FeT/VIsIyOM66pJBO5aLCDu8ek1mldG1N8ib7NittjzVymoEyGds19fYtqs1uMokkNNtXWB/UriW\n",
       "Uk8h7zD7kaTrYvPlhZEyWwzySOT7g7bcbstt6H3YS0DmgXwd5H0gh2gjldkgY0D2Rd+RGrBj4y3j\n",
       "WyIgfwS5EORskN3N3t72+bXoO3+HW/kNtro7BmQTyH9BPm6nC0Am05kk5Sg7f6nklVRW00CG2V+J\n",
       "kaBMjjknICeaTZutCust9C35rm1/V0TzGgoJpYL3kEqbnevwyLo9QD5r9fM+2355ZPtgkL3s8/62\n",
       "fU5k+3EgHylvu9w2aSqUkVxMl3fayuSCr8g4kJtt+zG2fRjIt0FeZ98vjJRPeP6DE3TFaepv/n8x\n",
       "yJKInv0K9SxXmJZox/VokEreyFVGlwToLzOim0JfvY3YTqo83rUcOmPEm+x7M7EzohLE6Sr3pJVo\n",
       "4+d24GLgz8BrIBAVzc22353A+9CnZfcALgE+HTnPZvQe1RJ07vkZtNeyzj6fhI4ifoH29B4E5kDw\n",
       "qhiNErkeAb4HHAE8BuwPXIbeFP4GhZ7jCnT0uRzYRNeeyZWm5X3AH8zmINM6HLgcGA3sDsF5CeUm\n",
       "ID8A7kKndpah068jgfcCPwHOBZ4FJgLXA8eXOM+jaot/AwfbusuArWjP6m/o/b4twH3AyxCEuktp\n",
       "OgN4AX213dvQXuNpVjYt6NTFS8BK4NUlzrEOeJGuI+OtwAJgFfBH4JNo/a4HFqP1+nqTVK4OlwJ7\n",
       "Ax8EXoX2Du8G9gOuAU4F/oPW7e3AQcA9wD7AfOBfwJuBX+l5OQv1wSNs287AW4AvmL4tEHw6Xlfn\n",
       "z3+moKPeduBodHrqYWBPtD6IlMkC4P8BB1pZbQaOtWOHmN1wJI3tMx54HPiHHhfMidEUltcmdrx3\n",
       "FZZTEovR9wCvBL7Y9RoB+CnqB69H2/B/0dmExcDOEHwpRpeUiCtr0Cm8e1D/PNDONwyt11vQslkG\n",
       "nGz7PoG2+TOARWhb+zdwqC1HAE+jcSLkOghOStD1R/TJ/SOAtXZ9r0Db5n/ROjwIjUsPoyO3e4FX\n",
       "Aj9G20HYif8yegvqOLTN/gP1h/Ahtf9B29IlEIyI0RTqakNf83gr+uDODVZGT6Lx9Cy7/meBG4G3\n",
       "2z572XqAf6J+sAI4wda9CPwajRcH2nEfMV3jy7TDDjRevRV9RmWxXdt6tI7+i8awO4HXWHktNNv/\n",
       "QmPlQrQthO3hTcCuwL7AdWg5B6h/LEXrYxQEVyToarHz7w+cj8bMkcAFaBz4KxpPv4PGm+vQV0Ae\n",
       "B3zCbLzOynYuOmv0VyuXr6Ix9kTUV19v530/8D0I9i+lK03CPN+MfR+C24s27w48AYFN1UmghcAy\n",
       "tDBb0EB8P5oQd0cT6hPAVPu+GK3sVeiTt+vQCr8fgitjNIY9vWHoPPssYCPwOfR9mfugL+d9ygro\n",
       "ZdTBNgLHoPPbE9HG8R/UqY5EHXB31CFAA9oGO3Y7sASC8xPKTUD+hTrENjQYPGvXdAtwjZaVDEWD\n",
       "6c7A783+GrRhD0Wd4L+m92HU8V6LNrDV6H3kVWgwbgGaIDghvqyS6llGooHsRLv276MBYbaVxxI0\n",
       "ma0CDkETw0Q04U5AOykr0DofjgbDIWj9L4bggHhdMhjoB8Gqok0HoD73MNpAN6CdloPQct2K+s9I\n",
       "NAg+bTrCY2bYdU+0clxj+25Dk8ZoCM7qXnlVivRD6+8x0zMF7bBtBp5Dy/xQYAEEv0ywHU3ko1Cf\n",
       "akc7gOPRZPwC6nPrbdtM4A5gGQRbrH2OQ9vgKRSC2G6on96Jdk7WocF5IvB0sm/JAGAOGjD3sf0G\n",
       "moYmW38o6iMvofW2xbatBh5A/WqirZ+KBrgwiH8XbQ9LTfdDds17QPDBBF0/tOt7Hq3zDcDf0Q7q\n",
       "ENM1EE1Kx6Bt71bgQtRfNgLnmZY1aH3di8aX+9GYsMlsrEJjUQcEYRmUItrBWI0mmiY0CT9h5/wP\n",
       "2gmeiz4cuB71mcm2/8dMy+lmc6lpmIT6/ROmeW80NjZreSW2Q9AYeT3aoRiPdtp/DMEmG4ldisaf\n",
       "e9DOxsNonNiIxrIBaKL6M5rgdkU7P2Nsn01oDJ2ExrjNaMf1qARdy9FOy83oQOFRO8+lEDyC3qJ4\n",
       "LZroJqHxaAVwtR2zFfhf1Kf+C3wLrd8pVsYbTPta+5tt578KgnNidCWS1e/uytnPUlc3p2RrTh7L\n",
       "Ksm+66rMdh51eR1WZlvQe/3t6IvN6/kCk6Rp9eFk977YJF2z0peRBDptXLUHT7vlQ94gKrOdR11e\n",
       "h5XZz2MdlttWa/JYVkn281hW5bbVmjyWVZL9XOrqTS9fdxzHcZya4QnTcRzHcVLgCdNxHMdxUuAJ\n",
       "03Ecx3FS4AnTcRzHcVLgCdNxHMdxUuAJ03Ecx3FS4AnTcRzHcVLgCdNxHMdxUuAJ03Ecx3FS4AnT\n",
       "cRzHcVLgCdNxHMdxUuAJ03Ecx3FS4AnTcRzHcVLgCdNxHMdxUlDuP9u8hWz/X7JbEtZnpStOU7gt\n",
       "b7q8DuPtx63PWx2G2/Kmy+uwtO2kbXnT5XUYb99xHMdxHMdxHMdxHMdxHMdxHMdxHMdxHMdxnN7O\n",
       "PPRJpaz+5uVQV5ymvOrKUpPrct/qa7riNOVVV5aaGlFXItKdg6pInP0sdSXZzqMur8PK7OexDstt\n",
       "qzV5LKsk+3ksq3Lbak0eyyrJfmS97Apyal3UlLRf44OqSB4ruRc3CPkyyEVVUVPevvtWZbbzqMvr\n",
       "sDLbddAl00HOrsB2A9Sh3AhSb52eMKtELw5qIiAvVUVNefv1CB4BSEeF9ispr9NA3l2pqqQTdnNb\n",
       "rcljO0yyn8eyKretWuZ/EpNc8lhWSfajCfP6vCRMfzWe05s5F1hbw/N/FfhGDc/vOJWSdQKsBbm5\n",
       "Jk+YTjHbsxZQRabV+Py5aciOY/RGn8xNTPKE6RTTmxpcrRtabhqyU2/kRyCHZa2iBL3RJ3NzTSkS\n",
       "ppR7QbvTI2RO1gp6Mb0sYcq4+tpzEjgHeHPWIkqQsw6vtFYhhzRSwmRozVX0be4BGZW1iAg5a3A9\n",
       "otbXUu+G/K0620uJtILskbWKDMhjW8mbpseB7/fwHA2VMAfVXEWfRVrsQ1umMnovFjwkqNH5692Q\n",
       "N9TZXlreBTysv5fry8jArBWQv4Q5Gdi/h+doqIQ5pOYqaoKcYj8rGJy1kgTCnzzkoaGF5K3B9YRm\n",
       "W7Yk7tV96t2QV9fZXlrC8v1FpiqqilwP8vYK9h8NvFwzOenJY/vt6ZRsbq6pgoQpM0EaZHpWRgDX\n",
       "AKOB1SADMhYUx8CiZR7IjXNWgXZb1spvMyirXD5TEI5812eqorocB7y2gv3z0jHPzWgMJOyw9jT+\n",
       "5uaa0iTMwSDnAQ8C36yxnmrxVlvOtmUeen6l8IRZW8IgNrJG599Yo/PGcQHwuTrbTEOrLetdHrWm\n",
       "kqn8vMzE1fo2RCUMRpPdsB6ep6ES5inA4fb5jSB5bLDFnGLL623Zr36mZaYt+9mUsICMjdk5TJR+\n",
       "n7g2TLJlDRKm9KMzEEg970F/oAavL+wpQ4F/0ZlgpH9OAnZPqeRnd3mZfQtnIPIwqzYEeB4YEHle\n",
       "ozts0YW0Ju9We9I4xGnA9Mj3D9dIS5WQVmAW8MOi9VPrJOBBe43TViB8CGJWzL6DipaAzAJ5T+T7\n",
       "4dQF2dM+JIwSZEz+prelPWHjZOAxIPIUsgztYeMNCev2xa7n76ItqFHi+DLIV0COitjKaKpWjgH+\n",
       "H/AP4FiQ3YBlwD8jU3IUOpANRUx87AzcUT+qU8KUI0HuSdgh1Bb1+StqqGePhIe9hgCrUH8Y3QMj\n",
       "oR/l6dcEJRGQ99ooKfr3apDXdP1dmNTiJQhl3jMog7s2SgC5GOSvFqxO13d9yg9N9+sLP+HodgIt\n",
       "867IHcpKQG61MpsKcj7Idbb7W237h/U6ZE+Q39H53kQZY9sjIyQJYnpaPXxXpLwT5E8gL4AcHLPP\n",
       "dpAb052vWroST/1KK58SgVgGg7wM8j2QD0XWbwX5QWW6pLVrHQDI+0Bu0uAlB8Sc6ucgv0lzJfG2\n",
       "o9vknSADi3zrEZAP2ueeTn1VqktA1oFstoT4TETXAyA/toA63dZdXD9dZQ8tMasj/UDGaowQAbnP\n",
       "1jdZuwsfJJxh2/8WOfY8a7dVfpesnESXzpB8gS7vVS1+qFH+atrsyVRpLaNLQPa1v2aQdrtei+fS\n",
       "pOUSq28zSMzT23Ka6bkF7ViFehaBTCjYj9PV+fFPdk0xv1mXI3SbNFNytkd2B5lt17hf/LXE2S+Q\n",
       "plf6DeA54HZgOXAQcKtt2wpyB9q7mgnyL+AMdKpxErAInQ7dF3gWeBSCJVopDNTPnfqaIKhgrlou\n",
       "Ad7m+jIAACAASURBVD4FrAL5IzARWAi8CjgaAgF+b/sOAG4ErrLva9W+LLRrWWHX2GE6F6JTGsOA\n",
       "pWZwATC4/G2NIJyW+gDwEnAt8HHgD0X6H0N7sHei96VOAQ6NbBfgJ/bl45rIuAgduY6zJBAAU4GH\n",
       "knXJPsAuwMnAnsBddp7d7Fo3AO9EH3L4G/BnC/Rr0R7rKnRaJACOATkZWIneIz4KuBJ4GjjSzve0\n",
       "lhXbyuj6B7AJLff77fxbgCVo730g8BQwE/W9ycAj6D2NFiAcib8f5CngdOAmdBroNcBtwG+AK0Ce\n",
       "AH6E+uOJCaIAuR2YYXp+B5wJDNWGy2+sDD8CfAIt/ztBrgSeAUagvrQ78EY733FoXT8OvB14CPg7\n",
       "hVsFG4CDUvjWd+x8403DK4EJwBdth7NAfgZB5J699DfbuwOPQbApsq0DLcc16ANSa/Wag+0WMNuB\n",
       "dWV0rdSyCrZpYuQc4FfA0cCfgej/nHGZtUUBHkDjw0C0/S1HyzIAxgKPUnj2QNCfXm1Ay2ydrkv0\n",
       "rT8Ad6D18RA6E/BRK4vxwM7aoeEvaDvfGzjfDp5v+vYC+SjwSeAtwE+BC1E/XAgchL7t5890xppy\n",
       "yJ1o+1sE3If65J9Qvx4F7AQcAzyBzvacAHwTZA0aq15j5/k0cAA6qn8JGIfGkVegfvYZkGPTaeLu\n",
       "GK03oyPDUSC3me3laCybYn/N+iefRGfKhqExdCvwDtXBHsC5aEf8CGAMcDnIj8rU4e7AcNTPFwEz\n",
       "QB5E/WEgGg/Pt/OBtvfDQCZa2WwCNgNXozlqlS7lUFs/AvW9dWhZr7Rj1sfpKtdCpfQ+cghwsF4A\n",
       "/wAWo8HyYLSyl6OJZhTq6Hegw/Pd0QLegga9l03sQLvoZ9AGvB0NttNiNIp1AH5vx4xFG9Jy4C8Q\n",
       "/K3EMVhjHWz7DgZ2tr8ONPAE6PtHx5n+JajDtKGNpA2CUTGaEsoL0Omz6VZWATAXuBctvzdYufwH\n",
       "TZoB+pReC+ooe6FOvQdaqcPRINCC/sapPwRjEsrqIbSsH0Q7Mk+a1qV2rk3AHRD8SXvQnGD2m9Gg\n",
       "uQVtyD9Eg83rKTyButHW9TP9e6KdjTV6fLBLgq5vUKiPFXodDLVrHI02vrGoH92MNsj5aH2sRTtx\n",
       "LwFfseubigaydjTgfd6u9UNoo2tFG8oyCE4to2sJGvQfRAPcI+i9/KPR4PtdCO6z5HUM2iHZH22U\n",
       "603fPOBAtKPSjLaBBZHr6mcamlB/b4/RZLpKtsUAfchtMJrA21GfGW3X2oG2p6XovdylpnEwGjC2\n",
       "2zGbKXReFpvWfmV0CcjOEMyPkdwP9Y12s3sGGjMGA/tF7A+xvyfQul8C7BOxKRFt29H67wfB8ARd\n",
       "16Id9cDOOxW4HG3ff0CT73vRoP8MWj+X2zUPQmPWeWi9zkXrbAnayXwO9a33oHEjHK1+DYL3x2gK\n",
       "dX0P/XnQXDTuvWD2h5mmsWgc2wtN5ivQ2LoT2g5Xo4nzFNM6H21zrajf3YO2lQvQdrhNyzogoaxm\n",
       "275H6Xces2sai/rC86gfH0ThXvWzaNtfgfr9GLRuH4jo+ZLtPwJNnKvQePsIGkNWQxDWUSldoJ3v\n",
       "x9CB2zUU8kd/O24V2s5uRpPnFjTPhLNwL6AxYigaf+9HY2DYWVxH4ed9W9G2uAGCjlK6upkwEw9p\n",
       "U9HBthLbBqMVs15FMd7ErkedcRLacAOgFYJHYux3Q1fVSLKdR11Zakqy77oqs51SlwxHg9LzaJJZ\n",
       "rccGYiPK4WgHZAUaTLbaeQUNKtvRxLocDSZtEKyJsV3Fsqp0hinRfgZ1KIHNanl8qIwEXdJkZRqu\n",
       "6of67ga0g7EIghLPXEh/NGE2Fc22NEVmT7DtW23/NgrPb3RAsCpGV9mLyZIa3v/qNlW+R1E18lhW\n",
       "SfZdV2W286jL67Ay23nU5XVYgX3/30ocx3EcJwWeMB3HcRwnBZ4wHcdxHCcFnjAdx3EcJwWeMB3H\n",
       "cRwnBZ4wHcdxHCcFnjAdx3EcJwWeMB3HcRwnBZ4wHcdxHCcFnjAdx3EcJwWeMB3HcRwnBZ4wHcdx\n",
       "HCcFnjAdx3EcJwWeMB3HcRwnBZ4wHcdxHCcF/ctsv4Vs/1+yWxLWZ6UrTlO4LW+6vA7j7cetz1sd\n",
       "htvypsvrsLTtpG150+V1GG/fcRzHcRzHcRzHcRzHcRzHcRzHcRzHcRzHcRzHcRzHcRzmoY/2ZvU3\n",
       "L4e64jTlVVeWmlyX+1Zf0xWnKa+6stTUiLoSke4cVEXi7GepK8l2HnV5HVZmP491WG5brcljWSXZ\n",
       "z2NZldtWa/JYVkn2q6xLBORNlRxQaqW/6cdxHMdxUuAJs88gQ7NW0HuQkSBTslbhZIn8HOSIjDUI\n",
       "yOBsNThR+shwvSIadMpFBOSUuqnZwX7q9fWiB7rkP1qeVadBfSszMtQlAvK9Cm1XUZcEpmFy2gMq\n",
       "XF8vfEo2W2RGfkZTMgzk9VmriDAtawG9hAlZC3D6PC22LPc+cKeKZJgwRUAOqcGJnwB+UIPzdodj\n",
       "gKtAWsruWR8GZS2glzAgawFOn2egLdszVdHHyHqEWYuECZCTESabbTkxUxUFBpbfJW/I7iBZ+2kx\n",
       "njAdgCBD22Fb7shQQ58j60A0rEbnzdKRo4ROnZeRXSM+IPAI8NqsRRTRmrWAHZEBOexYOLXDR5ip\n",
       "6WwXPW4fWTewWgXwSMKUAOR3uqw7g4qWWTM8awGV0VlnozOVUZpNWQsoIM3AeuCkrJX0MbLsmIcj\n",
       "S0+Y5WkuWnabjBKm9NvRvgQgU6tkIHpdHcDpZONYORlhSugoYzKVUTnh1HoeE+b6rAVEGGHLarUf\n",
       "J/+EMaUKU7Iyt+fnyDUtRctuk9UIM6zk6D21I4D5ha/ynR6cP9rzG2LLLO5r5iRh0mbL8ZmqqJxQ\n",
       "74jEvbJhQ/1NStzTueHMQYb1K98BObeC/VtBfgnSVn5fpwRhm6jGPcz9dCEngryzCufLG42QMOWf\n",
       "CT/sLTVVaQ2nMyic0QPjpRJmre6XJhHazjphDgC2k8uRWmLAHGfLHE0lS3j/clsGxhfGrA/LJ4Of\n",
       "u8g0kFcD5wPvquDAI4GzKjwmI6QVJDI703mrIMtbWmFbrkZc+wbIr4ArgG+DDAe5LT8/z+sxjZAw\n",
       "OQSI+6HoTraMJpKRhW3SRFlHkBIPXnQ6cvQpxqIRpswBGUJ9OAS4l+wTVRvwIjAoRz9xAeQmYAPI\n",
       "T2J2mAUsI1cJkzHAy8AwfdCm3pS8Fz8cHfFO7Lqf7FUHQU8Df7DPc0BuTHncnsDj5OK+qwwqMy35\n",
       "eWBR5HvRDJm8DeTHVdYUgDwDMjZmh9FonVfrNsvrgCn2eTlwKLAS5BVVOn+WpEiYMinNiWqUMGVX\n",
       "+xBXmXOBeyidMMegSW5tGSMbQc4H+Yu9IGAkcJ5tiybb4hHmPcCnTGerOeYxEe17V2eaSCYCM4Cv\n",
       "AweW2D7FdNfj3uoJwAJgNYVyLtazP8isOmiJcrQt36IveJCPgVxgenYBvgL0A44FOb70KeQCkCo/\n",
       "Wi+BdixKPnW6K3A3cD/wqpjjR3YdkVSVK0xfADLC/P4k4Ea0sxk+H3AscJ/6GID8CWTfGmkCeMCW\n",
       "x4B8FaSEz3dhCnAtcDTIOao7Tbsr1VEuud9nQH4KMt3Kqlnrs2SdXgLcnnCyGUXfww5/2EF5F3B2\n",
       "Ol2pmYOWUVyd7cUOnXFpATFtEoC8L+XDjpcWff8PcCWwCnhHesm5JfSrpDixAGS/nhoq8XqgsEFK\n",
       "oIFKjuianaUd5DqQeSALY0aCvwb5LMhTkXXfQV9mcB7ITO1dJb02SeL+PmzLd6Fv/bnZvv9cg7CI\n",
       "6TvUPh9my0laYCLW4E8H+RbIsehTtgNAdv7/7Z15nB1Vmb+f6k4n6ez7vhECBEISCLsgq4DAsIkL\n",
       "m4CAgs4Iigo6LjDjjMrooKMzyDgIDgzLIJuo8AMcSEDCKggYNhMICSH7npClk35/f7xv9b25uVW3\n",
       "bve9t+p2v8/n01331qmq8633vOe855xaboymUNeXQF4AWWjnOBBkGcgbIHNA5lvPMV/zSAtYA0H+\n",
       "BuQTpr05Z+s4JEhgq/1B3rRz6Wt5HaMNuxyYp+UikNNBjgL5mjX+g0AutrIebmXfb8f8w79i+Ufq\n",
       "+rE2kvJugT3+D2Q9yM9BRuetXwrye5DrQGaD3Gvr7zWf+hzIWSDfABmLPsN5MsgIkMkgM8w/R5bQ\n",
       "9Upenk+hlxfus/ILdT9gn+9BG+WfmX/tC7Lazsl8XxpBvgtS6hpjKd+6zvLczs5+v3fB91W2nG12\n",
       "FJC5Vo5LzVZ3gpyN1rmHQE4COcNsOBmtIzNK2Orn5II0IB8F+TXIOrQOfdT+vg3yTSuXs03PR9Gg\n",
       "FmreYLa9A+R++34vWg9vs7TQR79XQlfU3zbzj/81ez5u+Yit/1eQfiBXg8wCOdTsJla2p4CcA/KW\n",
       "2XgSyGJLPzBBGV5idj4G5Fy0/ZkGcqr50C3mb2F53YfWwX5oHRsC8mW0TTkd5EXa6qL8lLZXNsoe\n",
       "dozpqrHkqzPD9i//CYPDQeahdXQ0yABiZ6ikOzsMACRA282e9nk02tYNtu99SpRhD/UtCdBO1RRL\n",
       "GoheCpiOtptTQB4FOdr0fgbkICvPs8zmgnYavwSyH8hUtB6MMPuL2XOwphfXVar3ISCr0VvoA1uG\n",
       "wXEzOsSdj95ssM7ShwHPACegvZTjgTno83QNaK9pBtpz+pMd4y30Dr+70VHiWuAOCL4QoVFAugHT\n",
       "0BuFdgHeUQ2BgHwd+A46Sh0K/CM6PTwe7TUNtmVPcr2PQrajo5uQVmA1BIMjNIW6nrB9vwE8D0Gr\n",
       "OjmXoT3VZmAVsDvwKjpiORTYaGk9gW22TV9bDrN0ywNBpwU3odNCwyDoHmOrkyB4UJ2DJ9Ey7I5O\n",
       "044CFgBzgcPNjn9Fy2c4WqaFx25Fy3IjWu4DbSlms/dtORCCUdG6wvXSHfWT35uNjlY9waN56X2A\n",
       "A4EzTc9GO8YKdIS1wLaZaOe03jT0t88bgXB6aw0EA2LstcqO9xw6NbUUmIWWV3fgUbSsjgGuQP0w\n",
       "n3D6bgRaP7YBk2zdS6Zzja1vBJabrT4UoSnU1YhepzwXLZfZ6IxJMwRrrWH8uuX1c+BZtB5sAd4w\n",
       "va3oCzX2AXYFHkPLvTvqa3PQx71GoXXnPQjGRNsqSq9chNb/fBbasd8F7gSutfoxEp35GIre0d6C\n",
       "jrBuRf1sGlqGzXb+E/XcYtuHcBbrbNQ3N6LXxBvRm1xa0BHHRHR0+Ro6SjyQ3KxU6Od3o3VmP3Jt\n",
       "wpfQctgdWIzW4+0QNEbbBNEAR4OdS2i/VtSPZ9txPgBuQNvH68nd5b8evbR0j9n2MeBe4Fiz6Tj0\n",
       "GeFV5Hx/oe4b2W7FleFQ1PcDcu3hB6h/L0Db3eXoSDvMr9V2XoS2t+Gr+1rRcmiw4zWbvXpE6xKA\n",
       "1XZOYSD+K+orA1G7b0LLcK7ll//oyBumazd0VvFbxc+zjbDNbTJJO+lKEjBHW6a9bLnIxG7Vkwk2\n",
       "oVNiU9BCX6zrwHorY9Hpg2l6PN4AnoRguTWEw9BrVS+Ycabbdi9pZSq3kGNPJ9BzCLblrRuKBuhB\n",
       "qHOANiTzLPg20VZxgpYSebdXV4PtG+YF6qA90EY3DKab7fjdbdteaKdgg9ozqa1kNLAcgq2ad9Ba\n",
       "ZLdQU9gA9LP81ubp7G2fBa3IgWkdgFaMFgheSK6rFkg/YAsEoS132iBifdTxzKfYjjb429FGZQva\n",
       "QA+z472K2mofyyPsZLSiQeADCH4Xk3cK9gp9oD31UBrRjukq1HfWW/2pqMDydSU6bKD7B636OZCC\n",
       "tII2BEB2Q+vh+zF5t7d9aETr067AMghWFaQ3oYEb9JryCLS9eBftjL8JwbsReSfQJN1Qv25Ag/Jo\n",
       "tF1/Fa3r89HO3wq0jeiJdrgWkevYbkfbAzEb9ta0ON+SIWjnsicaEIfYuW3R7zuVQV5ZFWvXpEl9\n",
       "UAaYzpXkOgItwF7AMqAHBAtK26Wo6FQpMY2QCiWmXFIji7aKy991lZd3FnV5GZaXdxZ1eRmWkX/a\n",
       "b/pxHMdxnLrAA6bjOI7jJMADpuM4juMkwAOm4ziO4yTAA6bjOI7jJMADpuM4juMkwAOm4ziO4yTA\n",
       "A6bjOI7jJMADpuM4juMkwAOm4ziO4yTAA6bjOI7jJMADpuM4juMkwAOm4ziO4yTAA6bjOI7jJMAD\n",
       "puM4juMkoFuJ9Fmk+7tks2LWp6UrSlOYljVdXobR+Uetz1oZhmlZ0+VlWDzvuLSs6fIyjM7fcRzH\n",
       "cRzHcRzHcRzHcRzHcRzHcRzHcRzHcRzHcRzHcRxmorf2pvU3M4O6ojRlVVeamlyX+1ZX0xWlKau6\n",
       "0tRUj7pikfbsVEGi8k9TV1zeWdTlZVhe/lksw1Jp1aYKtpJGkN7t3z82/yzaqlRatcmireLyz6Qu\n",
       "f9NPxZFb0lbQuZGrQL6ctorKIEHaClLkB8CGtEU41UT2A3kqbRW1JJNRPmZ9LSjRg5QPaqZkp7zL\n",
       "Wl8rKqxLBGRru9WUzr+G9hIB2T1h3ln0+Y6MMH+n598hMlCGZeWdRV1V1CRXJSjjLJZhZP7tHGHK\n",
       "ZJA+HVHTiWlKW4BTV4xMW0DnR+aADE9bRRdke8d2lxMqI6NytHdK9nXgO5UU0oko9X5ep+N0pqlM\n",
       "vyxSffYC9kxbRBdkWwf3fxAkU/WjI2K2VEyF43Q52q5fegerNnSmTla90NGACdCzAseoGO0ImG0R\n",
       "f1lFlThOcjpD4xdO3WeqQejEdAafqTc6OCULZKx+tGeEGd4KnvZFWcepZ5ptWeajFTIYpHvF1dSe\n",
       "WgcwD5i1p1UXHbobvLn0JrWjPQGzry0zFfkVOQNkrT7j5TiZJmwIyr15bgXwlQpr6cS0tQUVnPqW\n",
       "JpB+lTtep6USsygeMKvIl4F+wIC0hThVpTOMFsL6U0bAlLDRj5ndkftBjo5JvxJkdPI8654eBctK\n",
       "8K/A2goer7MS2rwjL6io+4AZVvCMBUzpC+wLLAL6pyzGqS6ZunOunYQNQTm+Go5qhsRscyrw8Zj0\n",
       "a4Fzy8izWpTo9MhnQf6zAvmEjXYH2isZXLBi96KbOYWElw76xm4VT6biTEdGmJmK/MBlwHxgJbmG\n",
       "JWNIkK23u0hgD88foNNMdUFL2gIqRFh/BpaxTzhzMqzEdqVutqjEzRjV5ovA5ypwnAQBs3DELQ25\n",
       "58ylCVgBkr9/awV0dQVC25fj44VkKs50pinZM4H/QKdKMhoweRX4Wdoi8phgy+eAe/SVczJ9x00k\n",
       "ANkVZB+QcSCVnNoqk7abXbZ2ghdnDChYlrPPqOLJbfYpuIYv420Zdtay0OCbH0Xeb1Bk2ln6tqPD\n",
       "WSJgSgC8p0FThoAcC3wVWG8bDLVl/gsmCrTJhDI1dRW6YsCUE0AuyXPU0HFSPhE5DuRgkLEg3wJG\n",
       "ADcC60h9SjZytDYFOC5vu242wuuIQyXRc75Ob8lRIEPzEqYAj9vnk4HrgD/netMSANcDc4GXgHeB\n",
       "jSCftEBa61HpJHTK/a/AbsU3kcEgvWqoKQYR9dGijEPfpWplLxFBcAcus+WYiPQxOy6lF8guwHwL\n",
       "TGEno5eNog7Uxl425Wn+CsigBFo6StiOxE0vF7IO+ESZ+fQsWAJyat4r28JzHQ18F3iEHV9yEI7m\n",
       "R4FMAjmFHTocMh14R+2bpdmjWiCjSkybFwmYMgWknLdbRXSMpXcab29KcufYg7a8AeRa4GLgPuAz\n",
       "ICehDvVt4HB0qud6TeNq+/62LYdBsKiC2h8u+D4Vgq0gy4FvacMZ/Moa9b0geLn4YaQXsAWCSk5T\n",
       "9QVWRaTZKECOA9bYuktB7tIlC4Fn0Ab1XuAE4EEIxF4V9SracPSD4L2Een5lS5vikl+hz9EeZMc7\n",
       "FvghetMUwAcg96H+MQn4B+BF1Hk/AG4F7gQCkHuBrcCzwIdVK3PRUevUZPfnyCeAxyFYAXIQ0AzB\n",
       "TEsLgKXAZ1Hf+rlpOgoN4miniffURixDG70OvFZLHgdWo4H5N6gdeth5TgaWA68A4+28G4Gx6M0N\n",
       "L6AnHQaCvwF5FvhPdPbjQTuffYA/A6Otw5SkbpyP+sY0bbzZbsc5B7jS9KwGTgY5E7iD3PXMXYBd\n",
       "7fMo9FrnvZbe0+rBduBHgIDcbN83JCzDI4EnyQWTQcDeqN9sB/ZDy2uA5b8n2gEbDbIR7byPBeZD\n",
       "sJGdR3GhiF0pj7DRzu8o7pl3zLCTMZbczFT+qDdslMcD30d9/IG8/f9s6YcCf1emtowg48md59uo\n",
       "7RvRtn0C6uNb0M7KW+hlr6HoG5Q+B/LfqN99EpiF+vk4tF1ZBOwGMgCtw/8CvADyYWD/Er41E/im\n",
       "tTF7AAvNNwD+Xv+kCT3INNM8H4KqvSOgVE0QkG+gle1zwFPoKOQ+4COogUajjdMitBHZFx3trUZ7\n",
       "Fi2osfugDWkzatDX7HML6tTNaC9wE7AYWAPBFyI0ik4T0hs4ABgKwbWWNBq4HPg0GrSa0NHIWvvr\n",
       "buu3WX67a148a3kNsu8DTNtg4A10iqYJgk/G2E2st/4n4GXL6zDgIbQyXmzb/ZhccFpkNtzGzh2Y\n",
       "t4GJdrxNdqx8nkVH0wLBnjG2mowGkj5o8GshFwRuzAUnsGm901EHPQb4KgTPFxxyCFpe59m2a+08\n",
       "3gCOtPPZA1gMwZgYXa+jFTXs5S8mN/J4xvLInyL+JQQXg8wA/mD65wFTgefREdtRtu09uXyYijbW\n",
       "LZbXOgjOitH1Llp2A4CNqC83oI31U2hDEo5wt6IBoTnve1iJ56ANcTcgf9S7wv4uAG6z4zVC0CtC\n",
       "U6jrQrTz8zTa2dmI+uVctMEOLP0Yy7cYM9EyKmSdLQsvZ6yHoG+ELgH5F7TMPm3r3kfrzHb0nDeh\n",
       "tgmXIXejHcvjC465HS2r6agdb0cb6qfRTvnLaFnvA8H+MbpORuvUwWjn/W1bLkfr4ceBa9C27Xy0\n",
       "IzMFDYzL0YDwXdTOx6H1JxxtLkADwrqd7RW0/YvQdTPwFwius9H/CWiH5z3g/6ldApsOlj6Wd1+0\n",
       "vZ2JdjY+hfr3GNMwEPXVAL2PYx0azFaaDddBcFmMrcLPm9E2cTu5TsNL5ILRKnJ1NTz32WhZbUY7\n",
       "S/kdk+vRmHBDhD3WQBDqLqbrBLTt3IrWxxY7vzlml152/Gl5mrqblhZgCdqBHYW2FatQO/VDO60b\n",
       "0AHAJNP+FuqnB0FwUDFdCQJmku6lNOZGaNJgJzLNTm6UfX/flr3RAh5P7m1B3dCKvxmtVMP0pIKf\n",
       "ROSfQJcMRg0xFngUdYR+lsdUtJHfilakXmihb0cN3gc1doAaeTfU4NsguC0m7/DXJ45FHbUn2tiO\n",
       "Rp33LbRhG4aOOFZYPrva9uvRirjUbDQY7YVPQAtyC2rPt8j1AFfpdsHv2m+rSiONaGVeAEFrRP5i\n",
       "01n5ZTDZPoc+04qe96t6jPxZABmKOv8gzYdD0LJ9GpiB2kZQu85Dy7cVtW0fCG6N1hVlL+kGwbbc\n",
       "57ZOxzrUb/dD/XyJnZeg5djb1u+DNpZRv2gTV1Z5aeF1vx3sEdarRTYb0Qf1l+loPRyPNi7bbLsm\n",
       "1F5Hofbpj/rSfHRkuDG3XfBYhC4BucbO9QFynd+eaJ151vJYg3Y4DkJHIP3R+jAE7RAuRju+/cx2\n",
       "Qy19C9qhfR+txwssrRF4B4KHY3T9wc5xGXATeslhoO2/Cg0E+1jeN6MDgrW2fX/0fdnhQOAO9B6J\n",
       "jXaOmzV/DkU7PL2Bo3Xf4OYITaGu8PONwNnobMhs1N+vIBeAPwf8hFxHayXaHsyx85+Mzn48b+c0\n",
       "B603A+w85pl9W1B//36MrQaiPhygg52VaF1psVkbQJrR8mhE20HRznVQ8MtB0kDbQCjYaqPwIWg7\n",
       "2Ii2ZYvQDvUSmyWLqYfSC/WBkagPNdv2L+n+7I+Wx6s6+pTeZoNhaGd8PFrGW+zzEtMyEe2IbLPv\n",
       "69F40Qy8CMEjEbpiSfttPln86Rf/+Z7ycF3Jcd8qjyzqSlCG8mn0+vYvC5KbaLu+2vY3FOQjIKfT\n",
       "dt1VGkDWsPPjLu3R5WVYwfyzKjrjFSIVsmiruPxdV3l5Z1GXl2F5eYcBb5oFw4MiNvt7kKVU9sfo\n",
       "s2iruPwzqct/KcFxHKemBK+AjI25aW8dOqW4tIainAR0hjemOI7j1Bmxd7iHd4Iur4USJzkeMB3H\n",
       "cbJFGDA3pKrC2QkPmI7jONkiDJibYrdyao4HTMdxnGwRBsyox4+clPCA6TiOky3CqVgPmBnDA6bj\n",
       "OE62WG1Ln5LNGB4wHcdxskX4HmofYWYMD5iO4zjZYq0tO8tvv3YaPGA6juNkiiD8xZes/eawU4JM\n",
       "vp4oZn0t8NeXlYfrSo77VnlkUVeFylC+SNvv0laELNoqLv+s6qr8ThUki8b0Rq08XFdy3LfKI4u6\n",
       "vAzLo650+ZSs4ziO4yTAA6bjOI7jJKDUr5XMIt2h8ayY9WnpitIUpmVNl5dhdP5R67NWhmFa1nR5\n",
       "GRbPOy4ta7q8DKPzdxzHcRzHcRzHcRzHcRzHcRzHcRzHcRzHcRzHcRzHcRyHmeitvWn9zcygrihN\n",
       "WdWVpibX5b7V1XRFacqqrjQ11aOuWKQ9O1WQqPzT1BWXdxZ1eRmWl38Wy7BUWrUpYSs5AWSfmqnZ\n",
       "Kf/E62tBnZZhatSbrsrvVEGyaEyvEOVRpi4ZDPJg1dSUzD+TZVgqrdqUCpgC8peaqdkp/8Tra0Gd\n",
       "lmFq1JWuGr0aT04D+UJt8qonpAlkVNoqMsY04IS0RThl46/ZrCoyHmRI2iqceCoU5WWh9kIrln8W\n",
       "e2ql0opt/s122qWcvDPZU4teL0dV0CZxZNFedTo6EQF5o2Zqdso/8fpaUKUyFAF5tv37Z9JWcfln\n",
       "UleteoXe+yzOsLQFOO1BmtJWkEGCtAV0AQanLaCr00UCpnQDyWKFbi29SVclk+UFyFhga9oqMkgd\n",
       "dIplNsgv0lbRATJaJ7oOXSRg0gJclrKGYnjA3JluBcusMTxtARkl7TqehEOA49MW0QEyFjAlyF9j\n",
       "RQAAHhdJREFU6Gr3YHSBgNk2UhmUnoZIMhww5dd6o0HN6WHLninknQTTl9URcGrUQ8B0KsvxwKK0\n",
       "RdSSLhAw2+b9N6aoIYrwpomMNb7SAHwcuCCFzHsWLLNGX1v6dcwdqZeAmfbNJB0hY+0E/dIWUGu6\n",
       "QsCcYMsBKWqIImx0sxYcwk7GbinknfURZuhHzamqyB5Za8w7I1mz8TZdZK3DXz1qFcjSbPwm2HJg\n",
       "ihqi6G3LrN0tO9qWaQTMrI8wUwyYkuVRXJa1xSCnZtyu+WRNZ3db9kpVRQ2pZcDcUqO8ChkJrAAm\n",
       "pZR/HGNsmbUL5wcAz5LODS4ZC5iyUV+80UbYuUmjkdhQfLUEICNB0ux4NaaYdzmMB7GpRAmA+9GX\n",
       "ZWQYCWddUrCxDI4ZQYaXJ7J4f0g7kGtALonbogYBU8KGJQBJo1KNAH4BHAgyNIX845gM/IXciC4r\n",
       "HAXcBgxPYbolDJS9Y7eqKmKzEdIXDYx75CWGQSmNKdlmkLNAztCv8nWQGcB1wPvAUpDzUtAFseUl\n",
       "/w3yidpJKaohv+1ZC7InudmCLHam8xkGrAKGRNdH+XDHbtKTAGQSSF4nWQaig40jI3YKA2ad3zku\n",
       "DfZs9dXA9zt0pISbDQOZEpG2L8gckEUg4yK2GWPPtyXNP6mu7vaGjMtBHgU5Pdl+8QdtZ1rhpiNA\n",
       "VoNcB/L3HVZVsTdmyLNmsz1AtoNMrq0uud7yPyNv3SDt6bZ9799BTSV0iYBcYMvw71JL/rV9398a\n",
       "mb0qoKWUpnxd4d/tBd/z/yr9IvQkb/qJ0S4C8njBuko8hF9KV0NuulUOBnkF5I08O51oy29VQEsp\n",
       "TaXS4nY7CORPIOujfV8E5A/tyFusfQ5tsj0v6VO27vs6ypVD1bfCoC3XWPqpefs07hjUS3a443R9\n",
       "DOR8kHNoG+lKN5B+IDeD3KFxo9wXiUiTHePTIBfbOTwK8laeL7f35evSyxwvyP3tsMleOYPvsL4b\n",
       "Ok00G+RXIA+yw3BX9qVtqkEWgSwp2P/7MaLFtAwnN73SF6SnFeyeIBNAnjADjAQ51yrLR0B2tX37\n",
       "2H5ngoyJyKtI3qXSpA/IEUWSm0F2Q1+J9zjI/5gzzNVKsdP2h4L8sIO6xJxqAsh0kIkgo6wB2d02\n",
       "maif5S6zl4145QaQ31pZHQ2yH8gu5mxjiOwAJdZ1PsitIIeZj+0NsgVt2H5j+Z0E8gHIu3Yep5pG\n",
       "e05TjkBHXcfZ9wAkyei0VMAM/+blfb7fvm8COd1sKGbbsDI36/mAfT4dbURshCPdyDXi1qsvqSnU\n",
       "dXKBttV5nw8rSDsrgQ2SEmerBpAWyzO/ocybHhYBedo+N6AdIKHt3ahyD8jH0Ybsop3tIs3k2p+J\n",
       "CXXdBfKq5bMXyJfNn+8rsJOAPGfH3gXERp3SE20XJuu5JJ5pqUDAlGkgR5rfTDWNt4I8D/KRiH0E\n",
       "ZFbe9x4g75MLsEn93QKvPAnyHrkObP7fUpBb7PM6kJvQd90eBTITDWTjQc7I+YUEaFs7RMuzpE2i\n",
       "OoMCsrnIum0gfwtyLNrOfR3kxyBXoYH3FJBL7Xz+krffKpCfgHwBHcRcCfKPUbqSPBye/zjGFmAD\n",
       "yEJgnB00v+e/HJhv+xwObAdeBL6OXkt8QisEbwHnAA+BPEPbNTy5AtgTeBeInUtG79Bq0DxkLrlp\n",
       "sxZ2vOX/EggWg9wGTAceBdYC/U1/WBE2akHwMLASnS6dhz4rOQmd8lpR+kY1uQed0hyI9qr7oNPC\n",
       "K9CbaPrYhg8AV6JTLWcDz6iTsovl3wyEAW034HX0madDgHX2fYLqZkkJXQuKCVU7SF92vDZyFQTh\n",
       "s1U/Am4H7kLtGqBTb31R32kBud3WrUdttsy0vw30L6HrRtQu5+at+y3wv8CvgFPy1i8G3jEdAH/W\n",
       "StlmT0BeQst+b5CfAuNRH9kdWIqW4RJgdAlde6DXtR4CekKwEmQ/4DHUP74J3Ju3/RPoDRDdLY8p\n",
       "IK8Bu5K76/dNkLdNyyCQF9A6tAfIvcDQ0r4V/BbtIE5RewTvgowEdoFgtjbyjAO+BdwO8l1gOTAX\n",
       "rYtvo28pWoCW2TjgPTTjJcAQ0/sm6hNNlC7D18g1LutBPgAeBKwz1JZ2MMh/ARcDd9q6G0EWAx+z\n",
       "v9nAh4BjgLNAbkDr3xdQn38P2AvkGuArJXTlTwE/gl72OB4tqxZ0GnER8Cng34GngYOAZWa3c+17\n",
       "yCKQR9DryD1Re861tEa0Hn+QoH24BrVrD2As2rasQtuI3uh9Dfnt1yp0mvAm4CTg9+iv+Xxg3x9B\n",
       "/RzgcHIDjf5om/tLkBdL6JpgvhQAPwNeBjarLXgE/W3Ii1Cf/xDwKjpNvAG4HLgCbffzOTPv81I7\n",
       "t/Dy3EJr9/uW0HUaWv7LUJ94Gq1jq4AX0DL9H+AI4A/AGej11OloXX0XrW8nkiujVWj9eRD4GvA6\n",
       "BPnB8V9s+e1ighIMl+V4tBFYjjYky9GCWGjiF6CG6w5MRCtdT2A18BYE6/IONwwNiFOAPwKn2rZ/\n",
       "RJ3kNLQB7QXcA8FjERoFZF/UYYegFX+xGWgA2ngPUyfYYbcANVyr5TcQ6AfBW+hoS4Cj0QA+147V\n",
       "ZMcdqdsH/xhjNwH5DOogK4G97PM7wFByAXhpQSGB9qhnAGtM4xK0UqwH/sbyH2XrN6K23ogGr1YI\n",
       "Lomx1RS0AmxAOxrd0IZzLRpwtqAVeDMELUWOUXjIUWijMwUN4FvQclxs2jeiwXM9BD+M1hWulyl2\n",
       "Pi/mBWssALSidl+KzkiMQ33rKOAps88M1EdHoA2hoI3IEts/MDu1oP73PgQ/Lq0r8vwDtJKusXM+\n",
       "Da3AAVqJt5gNNlj+w9CGcAu569YfmK1W0FbuwS0xeSfQtcPmQ8jVx13QhmQU2nCFdeQ9tNMVoOW3\n",
       "Bq0TQ0zfVqAFgpMj8haQbwK3oH5wDLAJrTOHoA3dU8ArwLFoo7oeOBh4HA0Wq4Fn0F+o6Q88j950\n",
       "9rKl9wDesM/DUP9tBp6A4BcxugblndNn0U7lXRG2GgVcBTxn+Z1kmn+NBsYG1NdHo/UlINcR3oDW\n",
       "pz6aX3BGhKZQ1/Vo29AT7cC0mk3WWD6taOdgCG3+FbyVd4hJaNCajJZfX9SfFqAdgrAD2Qu18RF6\n",
       "3OBr0baqxOMqEqDlPsD+wno8HvX9bmgd7Yf6Yi9gCwR3V1aXBMBICN4vf9+O59+uedwKEjNcT40K\n",
       "TLlUhSzaKi5/11Ve3lnU5WVYXt5Z1OVlWEb+WXuux3Ecx3EyiQdMx3Ecx0mAB0zHcRzHSYAHTMdx\n",
       "HMdJgAdMx3Ecx0mAB0zHcRzHSYAHTMdxHMdJgAdMx3Ecx0mAB0zHcRzHSYAHTMdxHMdJgAdMx3Ec\n",
       "x0mAB0zHcRzHSYAHTMdxHMdJgAdMx3Ecx0mAB0zHcRzHSUC3EumzSPd3yWbFrE9LV5SmMC1rurwM\n",
       "o/OPWp+1MgzTsqbLy7B43nFpWdPlZRidv+M4juM4juM4juM4juM4juM4juM4juM4juM4juM4juM4\n",
       "zERv7U3rb2YGdUVpyqquNDW5LvetrqYrSlNWdaWpqR51xSLt2akd2YwFKfbcS1T+NdJVdt5Z1JWm\n",
       "prj889bL7jVREpl/ovW1wH2rPLKoy8uwPOpNV+V3akc2nwApllcWjekVojxK6JI9I8q+2mTRXhnw\n",
       "LekB0jNh3qKdHRlRbVXR+Ze1vhYkLEMZVnUlkXkXWy/DvB6Wzt9fjdeGHA7ymbRVdEEKG2cnXZ4A\n",
       "Zpex/ZvA76qkpZMiHwKWpq2igFoH8LokKwEz7d4EwM+Am9IWkX3kdZBeaatwqsaBwL5l7tO3GkI6\n",
       "Mf3TFlCEIG0B9UBWAqZTF0gATAYGV/CgQd6xHacr0Jq2gCKE9dBjQgxZMU4WRpgVbrBFQMZV9pip\n",
       "E44se1TwmI22LPVDAE528c5OeWxPW0ARuhcsnSJkJWB2VtK6GaJa9LNlnwoes0fB0kmfckdAHjDL\n",
       "w9pdaUpXxg6E9xJ4PYwhKwHTRhnSSUYZEo6astiT7AjVCJhhj7ZOKqoMTeluwlpS7vl5wCyP0Nez\n",
       "dC+AB8wEZCVgdrZRRnhRvzm3SppAdk1FTeUIz6uSN3nUW9mP0YVfc83DbVEeYXBqjt2qttRbPUyF\n",
       "rATMzjZ/PsCW+T3IS4G5KWipJF18SlYagK/Yl878OEwWb0qpENIEMjllEVkeYXZmv+4wWQuYaTaa\n",
       "lZxmG2jL/ArRr9iGdcYQW1ZyhFlPnaVpwDn2eUDchnVOJ52SlUOBC4HXQc5OUUgYlHqnqKGQOpmS\n",
       "lUA7rpLKozlZCZhZGGWE11ErUfnDwJIfMLdV4LhpM9SWlXysJAtln5Sz8j535oC5qczt6+DeAwmA\n",
       "PwKH24q/S1FM6OuDUtRQSL3Uw39G7w1ZAzIy736RmlDDgClxzpGFEWY4KhwSu1UyhtsyP2DauYn1\n",
       "KuXqjN0ll4RhaGM6tNSGZVCi7GUiSFbeinI88FH7fGuaQqpDW2ex3ICZ9UYW4Eu2PBbYQtubdmR0\n",
       "ClrC0dzw6E1qfo08HLFluCxlEvCNvBXvA0/aiHNiLRTUKGDK3sDKmA3CQqriMFv6msGLpTWhQeBV\n",
       "YHwFMgsrQv7UZTgqGwXSB7gG2C1PQ1DkHZ4pIGfEBPIRwBwiA6YEIKeWmWGp6zlTgGH2jtPTQE4G\n",
       "2as2L2yXwpsyxgEvAl+uft7VQvrqnb5FCa9N9y+jwd5A7M0rMqKIHWuENIMcp77DdbZyKHo/weEg\n",
       "1wPvWaeslnUv7JxHBEyZAbTWePQ0zZYxQbzWSAByMci3Qc4D/moJBwDz7PMhwEb9Lqlf9qrQdT05\n",
       "3R7kH5i3rpdWXgC5wdI/ljD/ErqkQUe0EqjTST+QF6IfB5CDQOaA3AZyYd76pSBH2OcB9sLkEi9X\n",
       "lt1AHgd5DGSRdhYkAJlt53iMVggRbfzBbkS4Ykd9MqbI4eMasbgXZDflHtmJO4YMNl0nFknrD7IS\n",
       "5J/03NrWN+YaYBll+49MpgtArrF9zstLmqhBEUAutfR9bSkgW0FW5c5HCqZH5WiQqdHnWUqXPAfy\n",
       "Pcurt+UxFmSTfR4Gsl47FxWllG81mK/G3HQlY0AOjEn/DUje5QFp1nopgXVE5tq5WdCU4TG6BOQJ\n",
       "s9P/gEyzep13bU4E5OYSvtte4nRdnecvArIE5Ku5dkieLkgXkGdAOtoZKlWGw62tmQlyv60usI2c\n",
       "Z3qOBznE6lgPkD3ytin3pShxtvqk5fcQyF0gh1nS7rQNMmQkyC32uZHKBfM4XdcUlM/VtN2wJeeD\n",
       "/Ajk9rz0P4LsUk1dpZxYQJ607RrQlyyvR0cFw4EVltYCnAz8FpiEvo9yFrAVvdllb/TawR123OPJ\n",
       "zd/fBJwILAH2Ae5ERxUvQ3BuhEYBuROdy94ETAc2AwvRa4WHAYVD9PVoT2QmsAzYxbbfCJyJ9kA3\n",
       "o9epfoSOpn4B3Av80M59IAQNMXYTkPdt2y8CP0BHI6+j13n+jI5S/gJcBLwDPGN5bkWnJ9+x85pk\n",
       "ae+ZXV4FDgX+1bb7EHrd9RlgAASXxdhqMzoNtBId6a4DnkdHBy3AKPt8nO3zIvArYBVaThOAs22f\n",
       "84A3gH+z8zoe7bGfir6D9BrgcvSl3PtD8E8xui4CfomWw1jgKtPzPdN7GjqVdmSR/UHvWD0E+Djw\n",
       "adOwErgE9YtPmM36AU8DC2y/8RDcGqMr//s7qK8A3AqBBXa50LQDPIKW9QDUh8YDR9j6vc1Ok4CH\n",
       "UBsOAHY1res1TzZDsDxCUzFd9wJN6Mh8M1onu5Gz1Yu2XA+sBtagI5uT0br8fdPxedvuN+iU+/PA\n",
       "R4DX0Do0wyRF2Wok8DXgioK054GRtD2GA2gd/w+0fXgQnVIbj45Qm03Pk3Y+y+37cXYOC9EZmyV2\n",
       "ngLB7TG6Wsw+vwN+D8ENBZtMBa4FnkJttw615T8A/2famoBnUV9aj/ro+8AitF4ss336o/YVCB6O\n",
       "0BTqWg08DlwMvIv6xKnAS3bOS4DPoqOpCaYh9JndgP+yPM8xrRuA0eidzQtM51C0Hs2z74MhuCvG\n",
       "VuHn3dF3ah+Ptu3h5alb7RxPQctnD7R+hvXqVXR2YjTwJ+Bls9F+lhaY/m6mfZWd6wwIflRC1+Vo\n",
       "GZ4AXA9BQSCTPmafa9C26US0zG6mrUwYarZcZ3ZdBSw2zRvQWDbYbLhE1wUvFtOVJGBebQZ6EW18\n",
       "NlomS1Gn6WYZvgLsb0LeRhuK0AF6o455CloQA9EGpNG+z0aNfAVq4A9pfsGVERpFexf0QB14qO0/\n",
       "BHXuP1me+9v6Z9GCakUD2DbUAVahFfUBCP6ovTj+GW34l9t+h6GV+k01cHBKjN0EpBsE9sICabTz\n",
       "3F/zYCDwVbTwfo4G1bfRircWDY77ow3DB+i1FtCKstp0N5ELcn1t3fMQfCfGVtPRctob7Vy8hAbd\n",
       "nmjjOc+O1wzcglbmw22f5fZ3PwT2KxZyBFphw322oZVnBXpjxYVm3xYIxsTo+qud+5XADPvbiJbV\n",
       "djvvuaZpip37NnRKZjWwF+oDvdGGoS8ahHrZulWoP0xCfbaP2XQhBKfG6DoHeBgtg+m2/yrgoR0r\n",
       "rMxA68ZINEivQH2sBQ3kz6Mdmt3Rxra3ndM6s/lY275R7Rj0idAU6joJ9ZcD0MZppR2rDxpk+ll6\n",
       "eMxtZpOwnnZD68NWtC42oPV4O1p3FqAd1iFo+Y5UGwRXRduq7R2ko0zLIFueaLb5NVqHpqL+fRja\n",
       "lhxArqVebDZbY/buYRrWAs/ZuW61446x82qB4FPRumQwsHrnBrYUcjBwvmncF7VZo2l4B+1E9EP9\n",
       "bZAtV9J2mSI4PEJTqGsGBC/Z12PQjtMK1Mcmov45G20vBlvaUWaTpWhHTFC/3hf10UVoGzyCXHAf\n",
       "bpq6qb5Yf98LmAfBVls1Gu2EvoHWxzNMy92oT4RBcIItx6FldSRaT4aR86cRaHmtRf1ys9ltNPAK\n",
       "BBfE6GqGYHOELSOQQ9E29Fg7rph9QpvtgbbDo1C/b0FjiNi5DkMHILtH6IrPvdwdKkwWfyutxJRL\n",
       "amTQVhI6bNHEWiopI/8q65JGol9w7b5VHlnU5WVYHhnUFd1u1cHt4E79Um7vvisQdLbXJTpOJyO6\n",
       "3crKc5iO4ziOk2k8YDqO4zhOAjxgOo7jOE4CPGA6juM4TgI8YDqO4zhOAjxgOo7jOE4CPGA6juM4\n",
       "TgI8YDqO4zhOAjxgOo7jOE4CPGA6juM4TgI8YDqO4zhOAjxgOo7jOE4CPGA6juM4TgI8YDqO4zhO\n",
       "AjxgOo7jOE4CSv0e5izS/YHRWTHr09IVpSlMy5ouL8Po/KPWZ60Mw7Ss6fIyLJ53XFrWdHkZRufv\n",
       "OI7jOI7jOI7jOI7jOI7jOI7jOI7jOI7jOE5nZyZ6p1JafzMzqCtKU1Z1panJdXVu33KcajGTbLYP\n",
       "sUh7dqogUfmnqSsu7yzq8jIsL/8slmGptGqTdlk5XY+0fa5o/v7igi6J9AP527RVOFlATgTplbYK\n",
       "x+kMZDLKx6yvBfU2CiiyXs4CqZXWCpahjAC5oUNqSuefxTIsldaRLAXk86U2qk7ejhNJmT4nTSAX\n",
       "VDt/H2E69cRxwCXpSpBSb8eqRzwgOvXOvsDN1c6kAgFTLgb5TceP4zglSbmDJ6OBlnQ1OI5ThKAW\n",
       "mVSiAToXOKUCx+kkyG9Ark9bRSelMeX8h6ecv+M4xbFYJlUNnJUImDWJ7HXEKcDH0xbRSUn7EkJf\n",
       "XUjagbvS+JSsU+90L1hWBQ+Y1WFb2gI6KWkHqsG27J2qisrjAdOpd8I7vZurmUnaPfbOyva0BSSj\n",
       "utMXVaBJF6ndeDPElp0kYEpY/70dcOqdsE5mPmDWW6NbC7I+wmwqWNYLYaXokVL+/Qt01Ds9bZmW\n",
       "PR2nUtTNCNMD5s5kPWD2KFjWC3YNsbqVIoZ+tuxsAbNn7FaOk32yEjClL8ieMRsUCZhyLcjkdquq\n",
       "f/qkLaAENblAXgVG2TKigZcGe/SjWnTWgFlvHSfHKSSc/anqW6uSjDDvBF6LSS82wrwSuKA9gmqP\n",
       "9AH5nt75KIfp9w7zlwoco5qUGGHK4SBLaqYmOWHAjKoUFwLvVTH/MGAOrGIetSQ8n7RG7I5TKcJH\n",
       "vvrFbtVBkgTMAbqQqOtdUb1Tu6NRfgDyUJm6KogEIHkjEpkCchrIf4KsANYD3wB+DzwJPAQySm8s\n",
       "kcZ23BjzDDvYRPYH+SFIzGhOzsu7AaMWFAmY8hOQb9qXw9jpmUNpqrHGYoxFy2tkRHrU+krRD1ht\n",
       "OuoEuR5kRkTiCFsOjkinDm8Mc7omw2w5oniy7FOL14EKyBx73+RXdGpWzge5EeTDFozesfRBuQAj\n",
       "AvJjO8Q7OwuVvB667AayR3T+Za0v3KwHyHrTsxXkp/Y5/+/XIMeZzhsL0paCvGbbXAnyhRJ5C8gt\n",
       "IOtAPgZyad6xjgI52j5fZdoCkOm2bkqyc4rLO+l6+QfLc2reOgHZbJ+/Y9+7gYzT8pL5IP9u6YeB\n",
       "FLyGKjKYVuCdrXIASH+QjSB3gnwmYrt/Mt15nRO5FOTY8nTJJ9nhWcvw3GSW/X0vL20wiAVqGah+\n",
       "ssPhGsroaCR8l6wExL4wXQLzrwazx00R233KfPWRvHWjQe7I+x7+3JHj1JJ8f9/PAt5JRTZrBLkE\n",
       "ZJHFqnXaZoG1tyfb5wutLnSoLia5PX8vYBHwI/tbgd5ef1HeNvOAh4ADgeds3ZdAxgJ2TUkORKdq\n",
       "HwJuRF+Uuwi4D+iD/nrGUmAdMAVYEH8/kfQA9kCvwwXAB8A+wMHAGmAScKZt/FV0NPXPlsc4+3sb\n",
       "glbbZhcz5u+An9nfbGBvYDpwbWlTATpabQTuMR0/QO11D7mpvB/Y35Pk5t4fBbkGeB9YhpbNUmAL\n",
       "2nt6DR3tDwc22DkvQgt2aglbfRaYj16z2gt9H+t24GSQQ4GDbMMeIKtpm1Xgi8B1eQf6W3Sm4RDN\n",
       "U7aYxt2BE0DuBh5G3+u4VfMsNUCRIaqDJ4B30Ou/m9Ge4kjg88D5wFzgaeAp0/EyBC/mHacRONq+\n",
       "HAj80T7/HLXncK14nArBd0qI+l875n8D7wKXa8AGPU9uAzkLmGDrVoH8BzoyPwpkGurD96CXJlaC\n",
       "/ARYiPrGdnRUtxy9U7kRWJHAVjehN5SdBgzVwM4g1A8uQy8FbAGOROtB+MrKGdphYxTqL5egtp2P\n",
       "2nMqyG6Wfi5wJshzwP0lBDlOFZELgD3RuBGu+wna1r+E+nn4q0tvAXcA3wXu144tX7J99gTCYHsS\n",
       "yNPoTNUv7Fg/RePU5WjM2C+qLpasoSDnAG+j1zn6Aw9okJGj0GAyHw0IVwNvog3MM8B4NChdgAbR\n",
       "CcBGYJe847ey47TwQnLTXe9CMD5Co+hog2VoENhi+l5Gg1x3y2sJ8DAEi/J2DSBozy9lDNB8gzUR\n",
       "mkxXmCYHAKshmAsyHLgYeFbXcQlaYA3AX4GbgLvRhnRvO8YGNHANtHMZCmxCbbYJfadpeIPLXAgm\n",
       "RegSkPtRxxPUsV4CXkA7AW8As2zb09FGvoflcwraoM5Dy20/tHGfZ5o+CcxBOycNpmudaZsI9IRg\n",
       "WIyuDbbPSmAy2sEIy7M/sBj4M/AAGtS/hwbVzwPfQq9lNpPrQMwHbgT+zXRst78+duxwynYBBONi\n",
       "dE0DPmXaxpmNAO6EYDHIGZZ/K1qWk0z/VrQDcZjZqDd6Z+8A1K/72/mtQct/DBo4lwLDIRgaoSnU\n",
       "dSewCu2QLNJ9GIQG0dXA65ZPN7PFErQjcg0w1WwyBi3DrWjn8Ito5+3TaH1aZOeSd10zaPvnODVC\n",
       "QJ5EO4Fz0diwGm1zhqLt5EjgBuBBCB7TGTH2A05Eg98c1KePQe9tWAYckZfHarTtaUbb2V5o2zUH\n",
       "gn1oh89XYComaggsPW3KqI+OWsJrJTtMYcVNm1X14m4MKf28V7GH9aWR3LXlLP5cVVz+oh2JcFpY\n",
       "+ujUpvQFGUbJa2fSaNOHI+w4edcupAc6VTrWPvcFGYNOmXYDmRivKzVS/Om4YvaW/lYX0/Yhp+tR\n",
       "BZ+TRpDu6uvSsLPPS5C3rl35p11RvFFLThZtFZe/6yov76zqcpxqkLbP+e9hOo7jOE578YDpOI7j\n",
       "OAnwgOk4juM4CfCA6TiO4zgJ8IDpOI7jOAnwgOk4juM4CfCA6TiO4zgJ8IDpOI7jOAnwgOk4juM4\n",
       "CfCA6TiO4zgJ8IDpOI7jOAnwgOk4juM4CfCA6TiO4zgJ8IDpOI7jOAnwgOk4juM4CSjyo8Q7MIt0\n",
       "f5dsVsz6tHRFaQrTsqbLyzA6/6j1WSvDMC2LuhynGmS1fXAcx3Ecx3Ecx3Ecx3Ecx3Ecx3Ecx3Ec\n",
       "x3Ecx3Ecx3GcTsb/B519rmFela7vAAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d88e79fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Datasets:\n",
      "  D : (128, 96)             , float32\n",
      "  X : (5, 100, 149, 2, 96)  , float32\n",
      "  Z : (5, 100, 149, 2, 128) , float32\n",
      "Attributes:\n",
      "  sr = 22050\n",
      "  labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n",
      " 'reggae' 'rock']\n",
      "Overall time: 1157 seconds\n",
      "\n",
      " -------------------- Classification, test_size = 0.1 -------------------- \n",
      "\n",
      "Software versions:\n",
      "  numpy: 1.8.2\n",
      "  sklearn: 0.14.1\n",
      "Attributes:\n",
      "  sr = 22050\n",
      "  labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n",
      " 'reggae' 'rock']\n",
      "Datasets:\n",
      "  D : (128, 96)               , float32\n",
      "  X : (5, 100, 149, 2, 96)    , float32\n",
      "  Z : (5, 100, 149, 2, 128)   , float32\n",
      "Full dataset:\n",
      "  size: N=149,000 x n=128 -> 19,072,000 floats\n",
      "  dim: 38,144 features per clip\n",
      "  shape: (5, 100, 149, 2, 128)\n",
      "<class 'h5py._hl.dataset.Dataset'>\n",
      "Reduced dataset:\n",
      "  size: N=149,000 x n=128 -> 19,072,000 floats\n",
      "  dim: 38,144 features per clip\n",
      "  shape: (5, 100, 149, 2, 128)\n",
      "<type 'numpy.ndarray'>\n",
      "Flattened frames:\n",
      "  size: N=149,000 x n=128 -> 19,072,000 floats\n",
      "  dim: 38,144 features per clip\n",
      "  shape: (5, 100, 298, 128)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=128 -> 17,280,000 floats\n",
      "  dim: 34,560 features per clip\n",
      "  shape: (5, 100, 6, 45, 128)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=128 -> 17,280,000 floats\n",
      "  dim: 34,560 features per clip\n",
      "  shape: (5, 100, 6, 45, 128)\n",
      "Feature vectors:\n",
      "  size: N=6,000 x n=128 -> 768,000 floats\n",
      "  dim: 1,536 features per clip\n",
      "  shape: (5, 100, 6, 2, 128)\n"
     ]
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFCCAYAAAB8Ye0uAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe8JFWZ9799870zd8KdPAPMHWACGRQQRCQJYsZVMS7C\n",
       "oi/muLvuu7qmXd017br6ml3TrnlFBVkVA2BAwZWsguScJsNk4Lx/POdMnVu3qqu6u2L38/187qe6\n",
       "+1ZXnao65/md33NOVYOiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKB5fAO4H\n",
       "rg19/iHgT8DVwLnA7Jjvfwi4DvhAG/s+BHhaG98rkuOAo8suRBPOBD5ediFCLAW+ndG2jgc2AVfa\n",
       "v3dktN2smWR6G+qEzwFr7Ou/b2M/ZwIPEpy3v/L+93Lgz/bvDO/zryLt/X3eZ+8AnpO+2JkwSbbn\n",
       "UlEy41jgMKZX0JOBPvv6X+xfFBuBRpv7PpPWg32jg/21w7uBt7b4nf4cyhHHy6mWYA5kvL3jgfMy\n",
       "3mYeTJJfkH+ojf28HPhYxOcTwM3AHPvnXh+MiDTAhcA4sITiz/0AKpil05e8Ss/yS2BDxOc/AR6z\n",
       "ry8D9ohY5zxgJnAFcDqwAPhv4HL790S73pHApXa9XwOrgCHgvcALkR7w6UwXp+uAvZAGdAPwZaQh\n",
       "7Qn8jd3H1fZ7Yc4BPui9P5NAWF5mj+lK4NME9eNU4PfAVfb4l9vtvNmue4wty8/tfn9qywLwJbut\n",
       "39r9HkfQu7/CnqcwceX4JPA7e/z+sR2BnL+r7H7cNpcCP0QcQ5zT9797GTADGAG+CFxjy3i8Xfc3\n",
       "wP7edy8GHme/8wX7/SuAZ9v/n4nUhZ8RnLfrvP+dG1O+s5HrehkSrOOEP6mD1I+c/2vtsbzJfr6P\n",
       "3e//Ar8AVtvPFwHfRc7FVcBR9vO32G1cC7zRfjaJZFo+a4/px8h5A3g8Ug+uAl7jlecAgut6NbBv\n",
       "qLwvAD5iX78RES2AvYFf2dcX2+3/CzBqt/WfgLHHG1Uen7iO5VMRQdxo/36C1Puddj99wCDS9t8L\n",
       "vDNiG4686o/xvjuJXLvf2z+X7Tnefv4D4HrgUzHHqyiZM0nzHt35wEti/uf3fr+GiAqI0P3Rvh4n\n",
       "cF1PQUQVpveC38VUwbyWQDAfRYQX4BTgM/Z1ny3fsaFyzQdu9N7/DyLg+yGN05Xnk8BfImJ/BxLs\n",
       "QXrdrkxv8bZzvl0f4Cwk8IIE7PMIGu15BI17jOmuM64cAHPtsh+4CDgI6WDcjARRELHsR4LNzcg5\n",
       "HgZuA5aF9hX33bcCn7efrQZut9t4E4FQL0ECEsD7gZfa13MQsRuzZbiT4JxNEtSnuPItBW613xlA\n",
       "gl+UIzoOWIcIz/8wNRA7Ho+IgGOWXf6MQKyeYN8DfBN4g33dsOs/Hgn8o0hgvw441B7LLsSBue+6\n",
       "c3AN8CT7+oP2PYjwu/YywHRBW4R09kDawmXI+Xg5QTr0IkRkYLrDjCuPz8uBe2yZvk3Q4X0r8HZv\n",
       "vXcQtLl/Q4T5zcixf57mFFF/Ru02AVYiHUkQwdxm1+1Drv/zEsqrpCTrNFEv8Xak9/m1FOs+BREC\n",
       "xzjSIOYAX0GClyG4Hq2kV28nCDKn2L8r7fsZdtu/9NZfC9yCBMqbkPGgS4HXIcHxf+16I8B9dr1f\n",
       "2P2A9L4dfhmPAk6zr/+LwMUaJDC53vGvkQD0VcRh3R06npNC5Ri15QBx3a9EztMSApG4F+llAzzs\n",
       "7fdnBEH1j0gQ8fe3Oua7xxCI1A3Isa8EvoUEoHcjzt+NR54CPAv4a/t+GOnQGMQZ+OfMJ6p8C4BL\n",
       "vO98G8k8hLkCcfFbkfHu70WsdzPizj4GXGDLPhPpsPhjqUN2eQLi7rFl34wI37lIEMa+Phbp1NxK\n",
       "IIa/t+Wfbf+cI/xPgvH4S5F2s4fdzk2h8t5vyzfTrvM14Mm2DN+JOAdhosoT5ny73V3A/0GyMycl\n",
       "bPfN3uvz7PfejojzT5guoEXUnyHg/yHzHR6123dcjnTAAL5O+vOnJKCC2R5nAk8nuaE5Gojw7Ax9\n",
       "/kkkaD4XcXAXx3z/Eaamz/2e+ZbQuv+MpKWa8Q2kwV6PBC7Hl5k6kQLgmQnb8okT+a3e6w8g6aJn\n",
       "IOL5VCSo+ESVYwXScz8cmezyReQ8GOLZ4b1+lNbGUKOO5R7E1R2EnL9zvP/9BVOdO8g1D1+fZuUb\n",
       "YPrxxJ1T3139EKlLE8B67/ONSFA/FXiVLfOb7OeHxWw3vD8T+qzhlTFc/tGE7X0dSZk/E3HF5yCO\n",
       "0edSJENxAyK6ZyMC/xaSSVMe//z8B0HH7m6C1ClIZ+Tnoe8+B+nIjSMdkRcCP0I6f9tC6+Zdf96M\n",
       "dPb+EqnX273/+XWoQfM2orSAjmG2zqnIOOFzmFpJm3EhQaoLpFcIkvK6x74+y/v/ZqRROm4jSEM9\n",
       "DhGPKH6MzPqbYd8vQxxLmO8ibvDFiHiCCPfzvfUnkF7ub5Fe/qT3OUjA9st4KfAi+/qliCuNYh/g\n",
       "D0ig+h3B+JkjrhzjSPDYjKTunoYEghsQt3m4Xd+luaMCVvizuO/+kiBFtsru34n6N4G3IdfOjUf+\n",
       "mKnX14lRq2NHBjknxxGkZJ9HdMBb5G3/SPt6fWideXYb5wL/YMv1EOLEnu+V0aUxfwa82r7uR47x\n",
       "l0hdcSnZ0+xncce2CRFkNwThp0X3tvv+OPB9RDjC/BJpX5cgmZITkHb2UMS6u2i907/Ye/1sguGR\n",
       "CxGnNwdJ/Z+MXFfHIDKu+kHkXLhr0m//Fz6GvOvPLILMyxlM7QweSZCSPZ2pGSalA1Qw4/k6IgKr\n",
       "kHEEJ2gfR1JGP0Ea9Cdjvu8HuTcgQflqRCxcz/KDiCO8Aqnw7jsXIenGK5GJEN9BhOM64LVMdWT+\n",
       "fn6CpJt+g6SmvkX0pJqNSKDYiyD1+Sdk3OZCW84LkeCyFklBnYtM4vi6Xf98xBm7ST+vR87R1Uiw\n",
       "cJNDwmV8IzIOczXiuH8YKltcOa6x+7oe6dG7lN8upKf/cVs+N9nDMF1owu93Rnx3GLmmfXaf30DG\n",
       "vXbZ7/y3/c63vO38IxI0r0Gu0Xu8/cWVIep/IB2o9yNptV8hArM5Yr3nI+fxKuCjBJ0Vn2VIXXIT\n",
       "Y/6v/fyliHO7ypbXTTJ5IyJQ1yD1Yj/73S/Z8vwWmYR0dehYwsd2FvAJgqEB9/npdn9XIhOAvhJR\n",
       "5l/Zcv8CmWBzB8G1DvNZW1Y36SfpeoO0xeuQY38dki0C6Wz8I9JhuRy5hn4q9DXIedhu9zlGcJ7C\n",
       "16eI+vNJu92rkE7nw946v0PStX9Ehl++F3EeFEVRugKXIRhAxsyKvt9PqS/HI51ZJQfUYSpK9Xg3\n",
       "4sKuRRzC90stjVIn4jIXiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIo\n",
       "iqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIo\n",
       "iqIo3Uoj4f8XA8cVUA6l+lwCHF/Qvi5G650iFFXvLkbrnBLQVr0z2ZdDaR/zQTB7lbXzLt2XUm2K\n",
       "qgta5xSfyPrQV3QplI44AVhediEURVF6ERXMejEIDJVdCEVRlF5EBbNeDCCiqSiK0gOYU8GsKrsU\n",
       "DhXMeqEOU1GUXuJlwJPLLoRDBbNeqMNUCsY0wIyWXQqlZxlG4l4lUMGsF+owlaI5DPhB2YVQepZh\n",
       "KmQSVDDrhTpMpWhm2z9FKQMVTKVt1GEqRaN1TikTFUylbdRhKkUzgAqmUh5D6Bim0iaDqGAqxaIO\n",
       "UykTdZhK22hvXykaFUylTFQwlbZRh6kUjQqmUiZ6W4nSDqYPuV4avJQiUcFUykQdptIWrpdVmcqj\n",
       "9AQqmEqZFCSY5m+sKWmKCmZ9cIKpwUspEhVMpUwKEEzTAD4AjCWtqYJZHwZDS0UpgkGgH0x/2QXp\n",
       "HcxyMGeUXYpyMRNgXGct7zHMfqABJD4CsosE0ywB8+GyS5Ej6jCVMvA6amZeqSXpHQ4DXlp2IUrm\n",
       "U8CzKCYl62JqTznMvYCnll2IHFGHqZSBq28HAz8tsyA9xBDaMR4HJhCNKkowe8lhdn0lK8lhmoXF\n",
       "7k+pGC5YLQBmllmQHqLbY1kahhHBBBXMXOj2SlaCwzSzgOuK259SQVx9m4UEMSV/uj2WpWEEmGtf\n",
       "5z2G2ZMp2WG6u0GXcVvJDPSXKnodXzB7PYgXhQqmOszc6fZK5irNkNwvZBoF7HPU7q+IfSnVRAWz\n",
       "eIbRc+07TJ30kwPdLpi+wzwXeGIB+xzx9qn0Ju7az6a7MzhVYgg9177DLColm+gwK/OMvgzolZTs\n",
       "ENLzKmKKvxPMbj6vSnPUYRZPt3f+0zAMzLGv8+6wu+33Ykq2a9OH/qSfMYoRMRVMxRfMgTSPD1M6\n",
       "RgVTU7K54w66m1yzj+8wZ6CCqRSDn5IFDeRFoIIZpGQfQSf95IIL6t1a0QaBbQQOc6T56png9tGt\n",
       "51RJxnXUZtml1oX8UcGU2DMbeJgKjWF2k2C6g+5WNzQAbEUdplIsfkoWtC4UQY/PkjUN5PgbiGBq\n",
       "SjYHhkLLbmMQEcyMxjDNGvlJm6aoYCphwcy5fZlBMN06rJKWIXr7gfd+HduCpmRzodsF0znMMaQC\n",
       "dZqS3R84NWEdTckqg8AOihvDfAfwhpz3UXW6PZYl4ce2IlOyPeUwh0PLbsM5TBe4Oj3OUZJ7VOow\n",
       "lUGkl19USnYCWJTzPqpOm4LZNY7Ur2NFpmTVYXYRzmGqYCpF4gTT1ZW829cogTj3Ku3GstvAJAb9\n",
       "GjACbLSvixLMh1DB7CrcLFl3n2mnIjZCclpXBVNxgunIuy6Mos8vbiOWmT5gD7rjF2WGgQ32dRFj\n",
       "mIPAJno0JdutgukcpqPTMcw0DrMoV6FUFzcU4CjCYfa6YLYTy1w8sEHffAfM3Ni1q80wUud2UNwY\n",
       "5mZ61GF2qxsKBy5NySpFEHaYmpLNn3ayZWOh5XHUdyx4BBHLLRQ3S3YjPSqY3eqGwg5TBVMpAl8w\n",
       "t6Ep2SJIiGWmAebY0IdhwZxBihRjRRkGtiPxrijB1JRslzGIVCJHESlZva1E8QVzM5qSLYKkbNky\n",
       "4Puhz1xbHrOzZUcQ0UyBeR2Yp7RYxjwJO8yBnJ8R3rMO8xG61w0NALuAnWTT0x+RbTa9SXwEGUPo\n",
       "1nOqJOML5iY0JVsEQwRP9YpiFtPF0HeYo6HPkjgKOKiVAuaMc5hb7PJRIM9bZnrSYbqpwd3qhgYR\n",
       "wdwFrCeblCw0d6ojSEVSwexdwoJZREp2Vhf/6lAahpCOalwsG5f/Gf//vmA6MU3pMJlJtWbXDiMO\n",
       "00382UW+admedZjdLJgDiIPOWjCbVRIVTKXolOwYEpeqFMCLZphkwYSpgui7yvB4ZhJVE8wRAodZ\n",
       "lGBuoscEM6mS1R3nMHci9yhlMYbpL6MYoZggqVSXMhzmTno7LZvU+XeC6YtcSodpXgfmNaGnAlVN\n",
       "MMMO8xGm3VpiDgbzhIz2524rGUnKbHSTYLo0Rre6Id9hbkAdZkGY1T2eHixj0s999PbEn04F058p\n",
       "G+YlwIeY+hzpqgmmm/RzHnAV0Q7zecDLMtrfkN3fDhJcZrcJZjenZH2HqSnZ4rgAeVB9r5JCMLPq\n",
       "UJgGUufuRwWzWec/rcOMSsnOAa4H5nufVU0w7aSfxpegcTXRgjkbee5wFgwicXUzwbmNpJsEc5ju\n",
       "FszwGGanKdkRu700k3669ZymYQKo6xNTssAJ5iN2GQriZhi4M/1PcplJ+QmvSEaQwLURTcl2MobZ\n",
       "bNLPbOB2pnZIqiaYzmE64gRzXkb7GyKod3OardhNgtkLKdkUDtMcI/n9REaR1G4zhzmK9Lq69Zwm\n",
       "YPqQhtm0EXU5AwTT+3cyPYhPIPcFLk25vS8BJ8b8bxS5ZWoTve0w0076CTvMx0ie9DMHEUy/To9T\n",
       "LcF0t5U4IsYwO3WYpl/GcoFAMBPrXbcJZjc7zEHSjWG+BcnvJzGKCK+mZOOZibSRHhVM00Duf9tK\n",
       "vGA6970i5UYXMDUd6OMEczM9K5imH/mBhW20LpjraeowzSDSlu9h9/k1Q3Y/BQmmebbtiDbDTfpx\n",
       "5OEwFwMft2XpRodpjgTzwiYrdPssWecwk24rORIJSkmoYCYzN7SMwLwBzNGFlKZ4XCdtJyKYO5he\n",
       "F1wvP61gziM+0PkOs1dTsi5476C5YD7GVJEbBdYROMxNTE/JzrafbyAQBrdOAYJpGsC3kYxEM9xt\n",
       "JY48xjDnIfo3m+4UTE6kuXPKwGGad4BJm1oqGhe8tgIPEDn2aBYjP/GzMMX2WhHMbu2EJDEntIzi\n",
       "aUgnpRvxJ5pto2OHaRpIkIsLdE4wNzZZp9vxZ2w2E8z7me4w1xI4zAeZnpJ1gumnHmci17gIh2kf\n",
       "uJDYoQ87zLiU7Jz0Y+fTmO8tu1IwF9JcCLIYwzwTOLSD7+eJc5gvAS6Rj6ZVliOQTkNawUwaw3T3\n",
       "Yfaqw0wjmEn1ss74gukcZtQY5qPAZIrtzbDbTBLM++nec5qEC95RnRPHOHAvUx2kL5hjiGCGHeYc\n",
       "RBR8YZjJdPHNiwWhZRxpJ/0Y2h8umectu1IwFxH7czWmgZzQDlKypgEssX9VxDrMxr3QeIzo9NgR\n",
       "wE9IrJCmHxHgjcTOkjUDyFhKN0+kSqIkwTSDYM7Mdptt4QTzz8DnkKASrgtzgT+SLiU7L7QM4wTz\n",
       "PmSMqQcwy8Ec4n3gC2az20rupSWHaSaQehzlMB9Ebto/Bkyez5RNK5jhST9xgnk3u+uSORjMS1oo\n",
       "S1gwd9Flk36aBSZ3wM3SGEnMRCpYwQ3VNMCcnGJF5zAd25kudquAX5AcwN0YwTbiHeaI/X8n57Tu\n",
       "zEFS4DGCaRrIuc76dwfXAJ+qwAMTrGA21kPj48TPkr2CdII5EVqG8R1mXX/LsVX+Evhr7/0w6Rzm\n",
       "fTQfwww7zB8Bz0A6yWHB3IzU8zcDL27/UBJpRTCbOEwzgnTmPcHkZOCMFsrS9SnZRcBEzD1cLu/f\n",
       "rFeWxJKpS7Nn6OHGebEEuBBM0xtmCcYwHVEOcy/gSuTh1c2evegC03biBXOMYGZkLzvMW4lvRG7C\n",
       "QBsO0/SBievNLkc6LGWnJZ3DdETVubnAtcBCe09mM+Yht6iowwxYbv8craRkWxnDXAk8ARHLcEr2\n",
       "Yft3QKgsKTFzvVs0mrEwtIzDxR5HeAzTjcWuI+h8hc9jEvOQoYSuTckuRE5c1MlOM7MsCddAnXD+\n",
       "F/DcNrfVCvvaZdLTZMIOMyp4LQduQybzNJty7QJTyGGamWBeYd9MIvdrRe2nV0gSzEXINWlH2J4J\n",
       "fDfmf8tDy7IIC2acw3wAqSt7J2xvAriR1A6zLIdtloL5QkE7m2Tq+G9WgvkAux2mmYPU4UOZ4jBN\n",
       "g6mCuRLpdLfKE4H3pFhvgd13ksOcROqTI5yS9QXTxbm95C91nZkH3GKX7kk/eQim6ZdbPIrE9CMH\n",
       "9meig1OaNEYSS9jdszUN4ED7lzf72GXSvhIcpnGzz+5BGkuzIB4jmDwJ+Ki9N2k1cMP0/fQUc5EO\n",
       "SNxtJQuBP9Fe+vBI4JCYBu6CVtUEM6pDOheZPPZnZEigGfOAm0h0mA2X/Sjr/te3AWeJc8qd5cAy\n",
       "LyOUMEvWNJBbbsKCOUr8pJ9Ju7S3mzS2IxNmRpgqmP20V+fWAPPBJN0XuQD4A00F0/QjMfFG78M4\n",
       "wVxP0PnaCzm+tLOr5yN11k/JbiIHh3ks8NPQ0+7zZgLJs99NdHBKM1CexGIknbkECYQTFPMM0X2R\n",
       "nk3SYHvSGOYewL3QeARpLM0E0x/D9LdxCNLI9maqYPbyGOZtxDeihUgvtQ9M2t8edByG1LGo67Qc\n",
       "6fS009vPkiiHGZWSXY8EuCTBnEDO13hM/HAdOZDOawnjmGY+Mq74Z3L/UWXTB+yJdDjcvYlJDnMY\n",
       "Ebv1TJ8l68YwwynZSeR8gsQaCMYxfcFchzj7Vn9Kaz+7XJ2wXgrBZDnwIDS2ep+lcZjLkU6EFXyz\n",
       "D5i32td7gflkaD/zkPgWTslmPunnWCQlkObxa1mxCEnTxE03T+qVpbm3cgnyZPzFSC5/HcUJ5g/o\n",
       "2GGynCCN8QDNK2WcwzzE7uMQAsHswjHMxPFih3uM2OyYp5O4epnk6KM4DLgDqWuuXCvAfBO5lr8g\n",
       "V4dpnggm7hF1jrQpWecwVyZsbwIJ5HE9eV8w76ecccxTkHN/CZkKpumLyCYsRG4Du57gWicJ5rj9\n",
       "zsPEp2TH2C2MZggRzJ/a9TZ6yzlMFcybkfOe9GCBMGuQdrImYb0FyIzqZrHJxR2fuDHMm4CDZSiJ\n",
       "UeD3BJ3MFwHvtOL/bOAcO1PYESeYuTjMu+yyQ8zzpSeQyEIkKD1AssMMVTJzJPJw6H2nfw2kQplL\n",
       "gacjF+BR4ChExCZTTGTolH2A7wEHJTwyKmkMcy8kAIOcp2bBJk4wD0V+neNQujYla56C1Ic06bY5\n",
       "SBDaSvR9agsJOnItuCGzCHH2P2SKYHImcDpwOLsFM8q5mskMxvc+BHw1ofOQNiW7nvQp2XVMG2M3\n",
       "e9tgVgGHySnAj4FryNZhfhV4V+izSURobidIm/rDS1Ht7nBkXD1KMDchs0fd7O6t9vMVSPZsg10H\n",
       "gk6LL5iuLPu0+ECANUgMy0sw4xzmj4Dj7X7vQLJBruNxKlJXj0Ku6XamPsN4vt1PS7NkU5wU41+U\n",
       "fluAdwLPBrMWuAjp8RyITI/+V6SyJXEA8BXgOntbxXyCH0cOsxdBYNrD3m+zP/Axgmn/rpLNAnMo\n",
       "cuF3AX+HpIHeBubNEdt+BeLyFiCW/l5kivL37LHeAOZ/5PsY73sN5AIMAhcij6qKYk+kMVxmyxdm\n",
       "X6Q3exPwVjCfitnOMFMd5nZgrnd99iVwmP8DfAbM+Ugl2GXL58o/l0Awx+02RpCG9V5keva+SJqt\n",
       "n1IE00QJVJgGMuFgDPgZ8dfA5x+QOvZuMH9E6t3XkU5GmAmCG72XgQlvfxmSlXgAOBTMXQQ9+Gac\n",
       "jdyKcR3wBNuZexD5fb8fIE8P+i3wfmA9mBcAP7ffPRn4DvC3YD4ds/0+JHC4cZ4+JPhvRerZKqRO\n",
       "/gz4PJhXE9TNxUj9uAEZKws7zFHv2jSYOoa52o5jTSKd6i1MZaEtz3qkHd+DiOKvkTZ6uT0PUMpM\n",
       "WTOOBNd/RK7tWfaxhzcRCPks4ASkPd8XsZEZwKuRGHih/ewA4CTZtrnSvr8NiR2329cr7XmdRRDL\n",
       "xiLawduAjyICN9t2vnbJumxFYvEy5NxvQc75PkiMuQHpAILU0wuQa/hOu721dr//DfwBzGlInGkg\n",
       "dfEw5LYTN97Zh3R8+pEO3tmh8s5GdOFq+52FSEyZYTtIrs4NIKJ3rz03Yf2wTyLavW07eaixAczl\n",
       "wDmIYN4hx2qWIJ3+TwOnAccB/wY8DcyP7P5mIo7aCeYuJL4OiyuN7o8m9VIvtjtTlEuQ3lwRXIzW\n",
       "O0Uoqt5djNY5JaDIeKcoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIo\n",
       "iqIoiqIoiqIoiqIoiqIoiqIoiqJkiD58XUmLPnxdKQN9+LpSBm3VO5O8Sp1o6TfelKkUWRe6rN4p\n",
       "HVBUXdA6p/hE1od2fkC6ztwJpr/sQiiKoijdRxf1ukw/GANmpOyS1BR1mEoZqMNUyqDnHeZAaKko\n",
       "iqIoqeklwRwMLRVFUZRKYuaDGSq7FGF6STDVYSqKotSDTwDPKLsQYXpJMLvIYZqPgTmk7FIoiqLk\n",
       "xBgws+xChOklwXTOsgsEk4OBPcouhNJLmFlg3lB2KZSeYRAYLrsQYXpJMJ1QdkNKdojuEH6lPuwN\n",
       "vLrsQig9wyBQuTsaelEwu0FoVDCVotE6pxSJOsyS6aZJPxq8lKIZsn+KUgQDqGCWijpMRWkfrXNK\n",
       "kWhKtmS6yWEOosFLKRatc0qRaEq2ZNRhKkr7aJ1TisQKpnkPmKeXXRhHN7ittHSTwxyiO45DqQ8q\n",
       "mEqRuJTsEuDuksuyG3WY9USDl1I0mpJVisSlZMeo0GSzXhLMbnpwgQqmUjQ2q2GSfnReUbLACeYo\n",
       "KpiloA8uUJT2cUGrG9qPUn0GkJTsGBWKdb0kmF3iME0fciw1Pw6lZnTTkIZSfTQlWzLd4jA1cCll\n",
       "MBRaKkqeuEk/mpJtD3MgmFM72EC3CE23HIdSL1zQ0nqnFIE6zA45ATi9g+93y20lGrhqhVkEZkXZ\n",
       "pcgA7agpReJP+omoc+ZFYM4puEy1EsxROnvyQ7c0eBXMevFS4C1lFyIDtN4pBWEaQD/BpJ8oh7kK\n",
       "2K/IUkG9BHOMzgRTHaZSBiNU8JmYbaD1TikKV8eajWEOU8Kj8+okmOowBQ1c9aKUhp0DWu+UonCm\n",
       "ZrZdxglm4R3RXhJMdZhKGXSLYHZLh1OpPq6OzQ2991GHmUCnKdluafAqmPWiWwRT651SFIPAYwTm\n",
       "Rh1mG3R6P06LDy4wrwCzTwf7ywsNXPVCBVNRWmMQeNh7r4LZBlmNYaZNyb4QOKSD/eWFBq560S2C\n",
       "2S0ZGqX6pBVMTck2IatZsmkbfFVnN2rgqhfdIpj6pB+lKAaBHcAu730YdZgJZOEwd5DeYVZVMIeA\n",
       "R1HBrAvdJpha73ZjTgFT90mEVWQQEcsdSKxTh9kGWUz62Ub6Bj9q/6rGELAFDVx1oVsEUzMb0/k8\n",
       "sLLsQnQhA4hgbgc2UtgYplmStEadBDOL20q20R0OcysauOpCtwjmEK11OHuBGZTSqTZzwVxf/H4L\n",
       "w3eYmyjEYZo+4EYw483WqptgdjJ+0qrDrLJgqsOsD1WtR62i9W46JQkmc4A9SthvUQwCjxAIZhFj\n",
       "mPOQ6zmj2Up1EswsJv204jA1JatkQTc5TM1s7Mb0EzwcvGjG5M80Sth3ETiHWWRK1qVjx5qtVCfB\n",
       "tCnZtiuJOsyWMQvz30fX0y2COYh21HycEylLMBt0R72KooSULEvtsun1rJtgNmjp0XZmDMwv7Bvn\n",
       "MFM0eNOg5wXTLACuyXcfPUG3CKZmNqbiBLOpI8mJsdCy2/AdZjPBzDI+O8HsBodp+gkcYivBZwI4\n",
       "yr523095XeX5AAAgAElEQVQjuIPIualiSraonv5sYKEdDFfaxwpm7dNnTVKypum4T5dSpsMcDS07\n",
       "xMwCU6VOne8wNxI/hjmYYXzqJsFkFBG7HbQmmDORkzpESw5zd8+lhx0mMxBHPyvn/XQ7w7ScGakk\n",
       "rqMW6u2bYeDOLugQtErZKVl/2SkfAM7IaFtZkNZh+stO6aoxzHYF01VqK5xsJV3gco2glwVzpl1O\n",
       "5Lyfbifrhl0wZh6YM4mvd+PIr0pkFLzNsO3gVp1uSslOAPMz2lYWuPswncOME8xHaTtGm34wr/Q+\n",
       "WGq31xVjmGOI2O2gtVtLZnrLdhxmFVOyRc1WdAFhbtO1lCRcw66pYHII8BaaC6a/7JR3AK/PaFt5\n",
       "4mJLNzjMcYLfnqwC7raSJIe5ifbb1XzgE977pcDt9I7DNPPA/HXow7DDTDuG2aMpWTMHzNvtGxcQ\n",
       "VDA7YxjYTH0FcxbiQOLGzl09yUowFwF1mJ1dhZRsVvueSfUEcxfwLuBcoH/qWKXpR7RrC+3H6HHZ\n",
       "z+6x26XATXSJYI6RnJI9EHhl6DPfYbZyW0mBKVnTF0oNJJFnSnYVcI59rQ6zY0wDuV4PUW/BnEey\n",
       "w8xqrHsO1QrecZSZknXxqZsd5i5o3ACNjcBOpta7YUQLWp0E6jMrWJoG0lG7hS4RzFGClGzcCZrH\n",
       "9IselZKNcJjm38Ec4X0wgvRwiug9zgU+08JsryaCaZ4N5qjpn7dUFncOVTABMKs6mNAyRDB5IUXD\n",
       "NoPyQO9KMY60h5lEDwVknZKdQz0mmuXoMM3xYD7XZIWsU7JVdZiOXUxNyzrB3EH7psYTTOYg2rCR\n",
       "LhnDTDPpZx5y4D5RKdkoZ/YC4LvyjEZALsIGiknJziH1bNTdjmWbfd8fWuG5wIkdlGUuMG7FWyf9\n",
       "yHn4DbB/mxvwG3aanvD+wH+0ua+8cPWyQfOUbAciZ97qdRRmU63gHccMJEbk0ak+BTigyf/zGMOs\n",
       "UiclLJg7iRbMlB3RSPyO3nzgQaRD2BUO00362Un8CZqQ/xlf5FxjnkHspB/TQE7YvcDB9sNRpLdR\n",
       "lGD6y2ZcBDwROQ+7mB685iIdh3aZiwTGceSc7aS3Heb+SL1q95y2Kpid7CsvXGAxSIDKw2E+iaDt\n",
       "1clhriWflOzRNI8HY8j16BWHGZeSbcFhmvDx+Q5zAV0mmL7DjJsl6wKNf2LSTPqZiVycWwjuxXEO\n",
       "s4iUbCuCeYD9y1MwQc7hTOAuelswj7XLdl32MCIyaXvCc4FReUJVZXCBJa7OZeAwmU9wjus0hrmW\n",
       "zGOEGQCOpHm7GyOz+GT6kGOp0jkfQGbJOpo5zBSCaQ4CLg596Hf0FiDXsisFs5nDhKkXfibwGM1v\n",
       "K5mHnKz7gMX2syJTsq5hJAimmUlwr9Qu8hFMV4bZSCO6ExXM7bR/DlrtCbv9VMllhgUz3GHNwmEu\n",
       "YGr7rVLwjmMG4kqy7lQfZLc7F8wKMO+OWGeU7NytMxVVOuetjGGm6YguJXiSj8N3mC4lu40uGcNM\n",
       "M0vWBRlfeGYiJ6KZw5wHrGOqYCakZM1zMpyckdZhLkfSMFCcw6yJYJo+2zPPmqOQNHi7DnOE1lOy\n",
       "EHsNzb9HjFvnzTjSPpo5zB1k4jDNCHKeejkluz/wW2Ro5ChkfkWYsQz3PY7ESDd3oQq0MoaZpiO6\n",
       "AJgXOr6uTslOAOtJFsydTE/J3keywwwL5gi7nzARWYmeCTy15aOIxgnlPDC3Nnmm4yRwuX3dTDA7\n",
       "maTjC+YMJCVbh0k/ZwP/mu0mTQNYBlxFNg4zbUoWIp+6YsaBNzC9p9wh5mww72uywizkhu5dTB9L\n",
       "Agm499C2wzT9SB2bQNrCeoKp/lUmp5Qsi5H5FBuA1QQxyWcMiVkdCKbZC8woEhs3ImIxs/l3ssCc\n",
       "n+LZw1lP+pkP9DPVlIwjaV836SfLlKwZBPP4dOvmwlKkUSalZG9jusO8n/QO0x/DbOZol3jrdoor\n",
       "7ypEFOO2OwlcgZyHCME0Q0gj7tRhrqV2DpN9gX0y3uZcpA7cQ2djmFk5TFcv9mqzLHHsZ//imIW0\n",
       "q2YO8x7ad4XzEDc1gdS7dUggrPoD3fNKyS5CYtEGYA3ivMN1JwuH+Sng+YhgPIw8NWe2PLjEvKmD\n",
       "7TbBjCBmY3nCillP+llgl35HdBZBvc3cYZ4IXCJP08kKMxTfizTz5akzu1mC9LqSHOYtTHeYTjAH\n",
       "iL6PbD5THKY51n7mJmtEXZCsBXM9wTTyZTHrrUAC10eBPzM9eM1FeopzAldsFoPZs4WyzLX78Mcw\n",
       "qzSeFkfUGEUMqX+VwfX011Osw9xA9HM98xLMZcTXOZCAehvxgtmiwzQzQ+1+PtIxcQ5zI7uDd6XJ\n",
       "02Heh5yHNfazRaF1nMPsZN/Lgb2R6/YQ8jSqWUgcOnD66mY+mIjPW8LVsz0S1ks7htmKw4RAOEGO\n",
       "+24CwVxLhmOYK5CL9MaU66fhXODUmP+9E3ir9945zJjbSkwDCey30pLDNH8EDmOqw/wG0gvahlyQ\n",
       "qBOYtWDeRrJgTsp6jQ9B406iBfNB5F45F2zeBPx9C2UJC+Zd8rGpustMCvoWswa4MuU2XeDaQC4O\n",
       "04zY8iCdGnMWcv5vpBDBNG8E8zaSz51zmHETzZxgpnWY5wFP8d4vQI7ZF8zN1Ecwsx7DXIzErA1I\n",
       "1sl95pPFpJ89kbg+kykOk72QWBPm1cD7023aNGIeoLIstIwjbUo2wWGahh3KmI/M/wg7zLvJ6T7M\n",
       "SeDbwEtSrp+Gg5EZYVGsJqgsIMHCpWSjbiuZgeSj72P6LFk3hhl6cIGZhaSinoEI5gOI6C5Fenbb\n",
       "7fqhC2L6kWddJgim2T/i2bZRzEGEftK+j6tMeyOByxElmBsQR+Rc4f7AyhRl8MtyG0FKdgtws913\n",
       "CZjldpwliWXAghS/cnEgsCaly3RZjbwc5ouBL9n69DUkGE0gz7OMS8nuIDuHeaT9W4pkVuImE40j\n",
       "9bNZStYFnjQcyNSb8ucjmaFR+9o5zKpP/MkrJet31EaRzkNYMDtMyZrZyPmdJHCYvmBGpUxPIH0s\n",
       "WY1kJMPDX85ZJglm0m0lQ6Sb9HMS8BOkU3Yr0wXzLnJKyU4C/wMsy+YeMTOG9HBWx6ywit2CafoI\n",
       "KlFcasuNQ9qU5G7CKVnfYTpBXijfbTyKnLSHCcQ16oIsQCrzUMK5OJXguazNcIIJUnEjKpMZQET8\n",
       "j96HcYK5jsARtSCYpg9pPHcQOMyHkWCW9fhgWr4AvKL5Krsn52wi2fWvRsbL0hxPzg6TJyPCcTLS\n",
       "SGcg7ayZw7yS7ARztf1bhgSKcNoPK6JjwK+AjxDvMO8l3ZOq5iLtx+8ML0A6qxuQ499EPRzmTHan\n",
       "RTOdoOTGMDfa99cQLZidTPrZE+kMO4fpBHOe3deeoYedjyCdqxUpZ2kfgIhauJ0ts/ttNSUbN4a5\n",
       "HXiZzZREcTzyazuLgOuJTsnmMelnd0O+keYTBNLigviq6f8yw8iJXemlWjdDo9lY0DzECYTHPpo4\n",
       "TFYjDRWk8oG42K/Y124MM9yDdM7DnyQUxWHAvjYl0Azn6gB+R3Tva6WUrfGw91kzwZxnndkewKLg\n",
       "6UdmNpi4TspsRCA3UAmHafqAw5mavovCnd8bSO65uvoWdw58UjpM83J7Y3QUSYI5jEy8+AnSoOch\n",
       "bcw6TOML9RLgMiTYdYhpIOdijS3bTUSfO1sHGhuh8Z80n/STxmGuRFJjYcFci5znvamsw/TnAhg3\n",
       "G93NHs7owfpmwG53LdIOAa4mlcM0DTAfSBFvQOrQ5Xa7EwQp2f2RmLgxtM+jgT8ghiJNh+2A0NKx\n",
       "DPhfWk/JNrsPc1+m/+iG40mI4VkJ/InolOxqRJAfIuMxzFuB62j+jMO0rEIaf1TgcqnHLUiQWIoE\n",
       "LogXzCci0//jHGbUo/FWAd+0r51gPg/4N/s6JiW7O5DeS3PBPBS5CAc3WQeCcUOQShxVmQ5BGo5P\n",
       "Ukp2FeIObycQvL9BUiVRjsl933U6ZiDXoCyHuRI5xuNklnYsy5CKfzfJE39WI/UuoqM2DX/yxRwi\n",
       "by8yy4BPA2+O2UaMYJo9kHN8CfBCpKP0J/vPm4H5YA4G7vImvznBzMJhLkHq993eX1S9c+k6R9yD\n",
       "C9KOYbp2759/N34UFswKOUzzVOB2MK4dHQ1cDo1dpAiyLbAAWA+NR5C2uBPpCHriZfqRWBZ+UPih\n",
       "wN8i8z+S2BOJ5/cgIvkQcC3SebsDiUeT3vrPRzKMN5IuY3WA3U5YK/YgPsb5pB3D/ClwOuLyQ+Uy\n",
       "g0iH+5dIVukGpgqmc5iTwCXQMGTjMM0Y0hjuRwSz05lSIA3mEuRAw733VcgsUHdx3PglxAvmacD3\n",
       "CKZGD4N5BnLi1xI4zB1AwwY/FzzPZbdgNW4lmODgTfox3wbjftQ2hWCaEaTn8z1E7JrhO8y4ynQw\n",
       "kprxiRPMtcgYxH5IELbn0TSQm6D/APx7xD6OtOXYhKQwdtmGW9YY5uHIQwNuQwJUHMuQ+hEX9C2m\n",
       "gVzz80knmPY6Nx5BeuBRgvBPwHeA59g6d2gQVI27AT/KYb4QcZXXIXXTCeZmJNCsQCZZDCMP1Hfl\n",
       "uQ75bcBOOzCrkQDyZ5oL5ixbJkczhznDzguIwAyCuQA4CwlyC+RePNNAOrs3I4J5NHKMFUrJmgnk\n",
       "gfi/Q4IziHP5lX2dpWC6dCyIID6AxBnf7blfbtrC1OD+LOCrwJlgkrKAeyIz4G9FYsvDwPeReHsH\n",
       "0sm245hmDHgR8EUkluyb4jgOQOa8RDnMy4A9wCxskspOKZiN30Pju8CPgA+DebG3zjFIZ/9XSFy8\n",
       "l90pWeOel+105SK7tHNk4tPOaZ6O8gLgDmg8BuY64O1gXkpw0R5Dgv7jELu9OWIbs5CTfinSIJ6E\n",
       "nNA/A2eAOVH2wXnIAwFuRBrMM5EUju8w9wPzWkTsb7DHcCTwHMQJrQK+BTzNlm+zPTl9yEDyLruP\n",
       "Q4GPQON5U4vaeATMLQQp2bOQ4H0CmFuRBn4v0is7Dsxmu+0+pCfTh1S2G5EndjzVrrMcGYPa6e2s\n",
       "H7n4djYqvwOWggmnIZ8MfDj02S7gCHY//IeDkcr4LSQo3YII9kJ7vLPsvp4DXA3mdUgaEFvuf0LG\n",
       "XDfasm6x/yvLYT4LqU8/Aj4L5g1IXQtzEkHQPwrMH2K2527K/jXwAru904HP2e+GWUEQvNYDf2Ub\n",
       "0h1IRmI1wRjJBUhm4gXAVjDvBd5mt/EJpB7ta6/rgP3f8YhAPIAErz8CG6BxD5hzgVchE4HOBnMn\n",
       "EmzutZ99WtJvDCMT526xZfTpt2VbhwRAn1ORtuPud7xbymJuCK23mqkOcyfitl397LNleAj4PPAj\n",
       "67q/gNT1R+zf0+y29kHE52ZkAuE8u40L7Lm7CenQLAZeKx3VIp9fYE4hSBk/Gxme+QukU/3fwKfA\n",
       "/C/Snv6v/dJW4Clg7pm+vWn0Ay9F2u437b5eiZyHjyDX8n677gb7+nbk2jyfIIO2ze53Lpgz7Ovn\n",
       "I3cxXG7L+U8R+x8DzkDqxb8APwQ+CHwWGneAuQKpi48ALwazDmkjl9n/3wgcD2YxIoZftvveT8rI\n",
       "txHx3QfpSH4lFMtWIJnA2Uid+yyY70aUcynTBfMQb1v7I1kJx+ftcf2rHYq6E/g48F57jtfavxV2\n",
       "G86hujZjBbNhwGylSQcoqTZeDByXsI7SG1yCBPkiuBitd4pQVL27GK1zSkCR8U5RFEVRFEVRFEVR\n",
       "FEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVR0qLPklXSos+S\n",
       "VcpAnyWrlEFb9c4kr6J0L2aG/YUWKLYuaL1THEXVBa1zlcT0NfkZsFx3HPVh2h+QVnqTGchv9CmK\n",
       "opTBZ5CffqsEKphKMwZJ95upiqIoefA45DdAK4EKptIMFUzMBWCWlF0KRek9TB+whgrFIBVMpRmD\n",
       "QANMf9kFKZH9gImyC6Eo2WC+A+boskuRkj2AMSQOVQIVTKUZrqJWpodXAoNUqMEqSofMoz4dwDV2\n",
       "WZn4o4KpNGMwtOxFVDALx6wAM1l2KbqUIepTn/ezSxVMpRaow5Rj7+XjL4OzgbPKLkSXUqd5CWuA\n",
       "TVRI4Oty4pRyUMFUh1kGQ8AjZReiS6lTfZ4A7qFC8adGDtOcCObVZZeix9CUbL0CTLcwjJ7zvKhT\n",
       "fR4CtlKh8tZIMNkfOKLsQvQY6jA1JVsGdRpnqxt1OreDiGBWpv1VpiApGLJ/SnG4812XBpYxpkG9\n",
       "euTdwhDwWNmF6FLqNIY5CGyjQu2vTg6zTj2jbqHXHaa7/1TrXbFoW8+POnUAXUq2MvGnMgVJgTai\n",
       "4un1McyB0FIpBp30kx91EkyXkq1MedVhKs3odYfZ6x2GstC2nh9D1Kc9V85hqmAqzeh1wXTHrfWu\n",
       "WHSWbH6ow+yAugmmTvopll53WL3eYSgL7RznRx0FszLtr26CWZcL3S30umD0UIfBLAPT5LYtsxeY\n",
       "8wsqjLb1XKjdrG+9D7MDtBEVTw8JRiS9lJJ9OvD6Jv9fCqwuqCza1vOhbpPY1GF2gDYizD9LT78w\n",
       "1GEKvXD8SUMeMxP+n3VZeryt50LdOsBD6H2YbaONCE4BVhW4v14SjChKCjBmEMwrit1n5QSzV+tc\n",
       "ntRNMNVhdoBO+pHZg7MK3F+PP+mntJTsUuD9Be9zmObta0bC/7MuS6/WuTypWwdYZ8l2gDpMOQdF\n",
       "CmbdGljWlHX8Q4hoVGmfmpKtP3XrAOt9mB2gjah4h1m3FE7WlHX8SW4vD5IyODMoTsS1redD3dqz\n",
       "OswO0EZUnmBWpodXMGWlZIflzzTy3Y05Bczp9k3KMcy8y7S7LL3e1vOgRoK5+xaYbVQo/tRNMHt9\n",
       "DFNTssVS1vEPA40C9vsE4Bhvn0mCCcWcCxXMfKhTex5Anie8kwrVhboJZmVOXEloSrZYyjr+odAy\n",
       "L0YJ0qxJY5gzvPXyRtt6PtRpDHMI2IWIZmUEXgWzXpThMA0VqrAFU2ZK1l/mxSgwYl+nScmSsE4G\n",
       "mAba1vOiTh3gQcRd7qJC8UcFszaYPqTiFC2YlbpxeDrmGWDOzmnjZaZk/WVehB1mhBiaYTBHUphg\n",
       "lhnUTZ3iYTvUKSU7SOAwKxN/6lRBhoD+HqjUcbjAVoZgVrmBHQQcntO2y3KYTpSKFMy4McwnAJ8j\n",
       "SMnmXaYy04bdPkeiTg5TU7IdUqf8ex644y9aMCs1rTsCP62YNWXeVgLFjGH6KdkoMRwFFlGcwxwC\n",
       "HqWcOlf0va9FMwQ8RrXbs8NPyVamvF0mmKYyPZEccI15vMB9umc5Vvm8jiBBPQ8GkeDdwylZRoEF\n",
       "wGxvvTwZAragDjMP6tABdqjD7JAEwTRrgIuKKkwJDCM9riYO05wG5ugM91m5ZzlGkKfDHKCcMdwi\n",
       "U7JJk35GkDixHDkXKUTFvEmeh9sWZQpmtzvMOrRnhxvDVIfZJklPrp+P9IS7lSFgLc1Tsk8nuK8u\n",
       "C+rQIx0h35RsGYJZhsO0Y5jTHkzg3Ps4sJ50Luw9wMI2yzSMnPO+EuYr9IpgVrk9O1xKVh1mm7ie\n",
       "Z1yDHbN/GWHeDubA7LbXMcPAZnlp4hr2KMHkjCyow6SfUfJNyZbRIy9rDBOmB1P/3G6ILpMJi2Mn\n",
       "bXEI2EE5zqLbBbNyP8jcBJeSVYfZOqYf6Kf5xc46cJ4IrMlwe50yhPS4NhPvMjPuNNSiR5qnw+z2\n",
       "lOwI08U5LIj+uV0/vUxmGLglcKZmEDlv7bbFMgVTxzCrgzrMDnAnr9ljkrIWixlk69Y6ZRgJJEmC\n",
       "2YsOU1Oy7RHlMMOi4YRvOxJsw/+fidS5sdD6nTjMsmZHdrvDrNMYpjrMDkjTiKzDzOzh0FkLcKe4\n",
       "ST/NBHOUfBxmlRtY3rNky0zJFj2GCdGCuRkZDtkZ8X9X38ZD71Uwq0dFHKbZN8VKdtJP4zH7nUpo\n",
       "VSUKkYI0jWgMeWB1VpW+aoLpUlUPEp8qziMlW/En/XT1LNminyUbtc8R4FbgYaIF02U0nGCOhpat\n",
       "UqZgdntKtipjmL8Gs1RemqfHzMlwWUWokMusk2C6cY24St1pQw1T1ZTsB4H3g4kSRk3JZkuvpWQf\n",
       "jtjnKK0JZhsO0/wdmKfZNy6Tog4ze6qSMZpNkCX7d+CAiHVcShYqNI5ZJ8FMM4bpLzulig5zJzR+\n",
       "CtwFPDlinbxSspXo3cWQd0q2jA6DE40cA7jpR47L3UoyjIhiVEr2UuCT5JeSPRRYbV+7tl5GkOwV\n",
       "wSyxPZtB5Dy7J0fNJPphLOowOyDtGKa/7ADTYOpEhirgHCbAvQRPXvFRh5ktA7QdYMxsMHPb3O8w\n",
       "8BD5pghHkWvrhNk5zKiU7D3QiBPMLFKy49739baS/KjCEMvM0HLce+2jDrMD0o5h+stOGERuY6li\n",
       "ShYkmEb1yrJ2mG7MoxKVNYYRYCCnxyJ2EmDeCPx1m/sdQiba5BnAnWDuIBDMKJF26+Gt65OFwwwL\n",
       "Zg3GMM0RGU4wLIoqjGF6gmn6kBgb5zCdYKrDbBG/ESWNYWYhGFmnd7PAnQOIF8xevA/TXfc8XKab\n",
       "9NOOGE/Yv3ZwDrMIwdxuXw8gM2GjxjCdYOY0hlkZwWzlfJ8P7J1XQXJiELnGMfXZvAfMq3Mug+8w\n",
       "w27Tx493lXGYlShEClpxmFmMZ7kgUCXBDDvM0K0lZgA5N72Wkh1BgsAIklLMkkFgI+0F7tm0LHim\n",
       "HziKYgUTRKx2IvUrymFut69bEcxOUrIVF0zTAOYCc/IsTA4MsjuGmH5oPBr6/57k39bddfbHLtVh\n",
       "ZkyaST95OMwqpWT9HtdmpleyiOM3Z4F5Ywf7rLjDNH3IedlEPhN/OukwzCZ6nLkZBwBfI0jJFjGG\n",
       "uR3pfLn2FTWG2cxhhlOy7bRD322UOUs27fkeseu2en3LJumB5nPIvxMQNdknymH6k34q4zDrJphJ\n",
       "DnML2QTOKqZkk8Ywx5Bnfc7wxlYOIHrKdlqq7jDdOdlGvinZZj8p9xowR0b8YxatB9QJxLkU6TB3\n",
       "IGXdQbQgpknJ7mCqw9xJd6dk54SWdSFpBnI7nbxWiRLMKIfpT/rZRUViUCUKkYK0s2TXkY3IzUB6\n",
       "3nUTzE32c9c7mxexXkpMg/Ju3E+L75LyEMw0DvsZSMfz8tDns9so0wRyvWZQ3KSfAYKUbNStLEkp\n",
       "2THgPqYK5lpSd1xNv/1OnQTTiUrdBDONw9wW8XmWRKVk4xymP0u2EjGojg6z2a+VrCM7h/kg1U7J\n",
       "hh+P5wLgFoJyz6P9iScDyI8n76S6HasRJJhvo7yU7Dzkp+XCJPTWzTFgvh760N2GsojiHWbcGKaf\n",
       "ko2aJTuDqYLZasfVv70A6nFbSYUdprkGTNyjM6uako1zmP59mJWIQXUUzKIc5oMZbSsB0wfmnBQr\n",
       "pnGYW+2fK3cngukaV2XGDyLI22GmcdjzkfMcJim9tRLYL/SZu1YLqc4YZpqU7P1MdZittMNxwHjf\n",
       "r8MYZkUF04wABwHLYlaoimCuJxDMbajDzJy0T/rJ0mGupZiU7CLg001+49Lhet7QXDC3kL1gVqKy\n",
       "RuCCeV5jmIOIoDT7MeP5xDvMcZtyjGKR/fNx16pBtcYwc0zJMg484H1/gf1+HRxmm+N9Zg8wcaLW\n",
       "Ce53SRfH/N+NC0Z0gk2DYgRzHKkvTjDvJd0s2Up02usmmEU5zCJTsvYhxCxJWM/1vCFaMF0A3Eo2\n",
       "KVn/53UqUVkjcClZdy9h1vg98ohzYAaRoBkSTDOMPPjiYeLHkBcBC0JC7D8ZqKgxzO3EjmGaBsmz\n",
       "ZDtNybqgOdPub6l9X3XB3E774vJm+5c1i0LLMG5uQ9S5dS6vCIdprzfjwD2kuw8z47pg+uUugtao\n",
       "o2CeBOYdEetk6TBnIDNO+2xQzJOloWUcfko2agwzlJI1fUgAHknhXi1mIZiP2zeLkVRbyQ7TfNh7\n",
       "MHeYIlKyjxB/DlxnJOwwZyETsDYS70IWIqLqd2gmCHrVeT8azwlhszHMQeAxaDxi38c5zE5Tshvt\n",
       "vseQjuM9VD8lezvti8veyD2PWZNGMONSsrORjs9ITk/NcvgO04lnGQ5zOfAf6WOjkKFgmn4wF4H5\n",
       "Xg4iMxNp3LuA44BnRqzTakNthrtFZSv5PdjbkVYwW0nJzkAawBbknKR1mY8D/sr29CeRX6ko22Ee\n",
       "CxwR8z9/0k9eKdlmYz7zkXMcHsOcjQjmJuIFMyq4TSDnHIp90k9cStZPxxLxf5juMFtNyc5EjvUh\n",
       "+3oJ9XCYnQjmCmCvNr/bDJeSTRLMqHkJc5COy2byvbUk7DDd6zA5O0wmkaGPlq5Dlg5zObAK+eWB\n",
       "fTLcLsgEiZuQiz1q9+NhBpGDz+oGdt+tTYLJMzXbisN0FWirvJ/SE/RTsmNIEF9Ha4K5r/3uYqRR\n",
       "30b5k372Ib4+hR/vljUJKVnmAzcw3WGmFcyNTA1uc4Gb7eu8U7JLkbFDdw9l1KQfPx0L8bNkW3CY\n",
       "5gNg/HuDxxGxfJjgcYIPUH3BvI22BNM0kLaVl8NcT/wY5ijxM5CdYG4k37TsTHIZwzR7gzm5hXKs\n",
       "CC1TkaVg7g9cC1xtX2fJGuB6AsGYC8bv1Y8iQrGNjhymeQoYdx+cc2vfBm4Ac0jE+m8D876U2x4C\n",
       "c3TEP5Yija+FlGzDMH18LDzpxwnmeqYIphkAM1+Clvm70D728ZaTBIJZUkrWzEaOI04w83aYSSnZ\n",
       "ecAdSOrer3dpBfNapjvMm5FZo1HPde0Asw+YBd4HBwLXMX2WrL9Pf4YsxKdkH0QegD9mvxMzYc40\n",
       "gDOBk7wPnWA+hHTYHrSPbKt6SvY22nNic5G4uzCHTNwi4BoiHaZpIHH5BsoVzKhJP1nMkn0JEDVU\n",
       "F8dkaJmKLAVzP+BPwB/p7OkyUTjBdCfwPqa6TN9dtek0TB/wDeAMpqZkVwHfA14Z8aUTgRNS7uDp\n",
       "wAURsyaXAv9LupTsTu99+PF4vis+BHH6EYLJW4FvAX8BvCn0iwv7Ig1mX6qRkt0HCb5pHGZKwTSN\n",
       "YB/kIXsAABXfSURBVIai6Zf7IWNJk5Jda/98lzkLuT6biAw+xo1d/oEgjQYSTG9COkZR90R2wseB\n",
       "t3jvnWA2G8NMm5J9GLgCOJLmcwmWIMf7OO8zXzBXIeOXULrDjPqBdtMP5sdI+2g3JbsC6RTdT3Kb\n",
       "b5UIwTSfArMX0p63QON+yneYfkp2HWAixhJnI7EMImOQGQv9fN7hwOOazEoPswK4kd0O06Q65hYE\n",
       "08wB8zzv/RAYXyz2Q8Tyj2TqMM0E0gjdRICdwMVMFUwnFiGHaWaC+acmtwT4HIRUlBcSOMytSMP4\n",
       "FPDMqeJi+oAnAIemHDg+CQmI4fG4tILpT/qB6eOYfqfhbcBHmSaYpgH8JXAMcCrSsPb1trEvcKFd\n",
       "+inZsib97AP8Cpgj13Ia7cySPRHJGIwDn5Xtm+Ux6w6QnJJ1gulnPJIc5jwkMN3N7uBmBpAgchvx\n",
       "T91pEzOGdOysszMLEeG7h+ZjmOGUbJzD3IJcpyfZ9xuJ/sm1wxA3epj3mS+Yq5FgCqUKpjkUuBvM\n",
       "Eis4rhxHA6cAjwfuRG4batV0TCId0TvJfhxzEZLhc3VqL+BVwAuQTsqVdr1mY5gZCqZpSNZuCjOR\n",
       "lPsY0jZcOt6LZWYYiVG/9sobrgsfQK7RK+z7w5HMTGi4LpZJ4CJZmmXAfWD2bfoNWnOYfwt8UzZq\n",
       "ZgDnAT8F43qL+xM4zCxTsquB620achdwi7xnpbdOnMN8BfB2oicJhTkB+E+k570/EgS2AJchxwRT\n",
       "nfP+SOO/nqk95jhOAn6OCJWPJ5hNG58/6QemC6brNHwFeAricMIO83FIhf0t8ETgh8CT5V+mH6lE\n",
       "TjAnqYbDvMmWI+qnlBLuwzQrwLw89OHLkdmp/4l0Xr4KvDhm/4M0T8nGOUwnmHGzZBchQeN+Ajcw\n",
       "x35nHYHDzColezxwFbDG9sqtu2wYmo9hJqRkd//Q+lZEMI8hGB6JyvYcBnwdWOl1MqvoMM9Gjuv7\n",
       "BIID8CzElYNcp4eZ/qtBfWD+H5hTQp9/GMxrkLZ1G5LKz0Mwr0XSvQ1b3juAZyPn/gq7XtwsWSeY\n",
       "WU36+QvgJ2BO9D4bR2LTVmSs1Z/w5Xgy8AdoPOiV14tBZgRps6cD75PxS0aReHZ4yrKtQARzBWIi\n",
       "GkhsaEqKQGjeYTd2DvBF4HO2cDcg9xJ9Bsz3ETH5E9JjXRVz60cU/cgJWotc7D7gZOQkXYQ07uvt\n",
       "ujuRdMa1wEfAuLGOpQSCuQ+Yj9hynAl8EHg/mINj9j+AiMNRwLuRlMa/EjT6yySwmC8C30YeZ3Yo\n",
       "cqJ/g1z8vwPzu9B2l9ty/c4e0yLg9cCXrDDuRM7rXKRXuEr2Z76GdAp8ZiEO/n7vs83AOV4P7ljg\n",
       "v6Bhy2HehQj+csQdjwH/B3iXLcsEEhBeKT1pZiJB4FrgH+15WY8IcQkO03wAmRH9JUQ0LwTzJ6TT\n",
       "YZBzeibwL0h9PDaizp2NTI56EpIpaCDB463AJ5BOzCOyj8ip9AsIHOZrwTwQ+v9xSKpzLfAaMK9H\n",
       "Gv9CpKN1D/B6u+3HvO9NItfyfuBoMF+WJRuQc+4EczGY24AL7DGvIxiWSEMD2APpDH4WCYYfQa69\n",
       "C/zbEcfrBPNw7zyeiqSNHTuRjp37f58cV2MXmEuRToh7OtJW4O/BbPG+/zykPZ4gS/MgIrLX2fN2\n",
       "MpI9gnIEcwWYjyHjYW8FPga8D3inDcovAs5ChmjWIdf9/WDu8baxEumIvUCEE4O0t6ch7biBnIdn\n",
       "Ai+TTl3bjCCThwyBY70dafcfRs7n3wOfRMTpbfZ7u4C/BPNEJEu23n73B0hbeh6YdtLFM+x+1iGx\n",
       "72hEM/4dzDeRlLxL2T+MtK+77eu3eO3rRFsWxyPAaWD2sO8ngauh8QNb774G/B6Jta9okjFyNJAO\n",
       "7q+BTyOdojcB/wBmB/Cvskr0F5txMRIUFOUSxKkUwcVovVOEourdxWidUwKKjHeKoiiKoiiKoiiK\n",
       "oiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKkhZ9lqySFn2W\n",
       "rFIG+ixZpQzaqncm+3IoNaXIuqD1TnEUVRe0zik+kfWh1R8/7VLMi8Gk/QFiRVEUpeswczveQhbF\n",
       "qD7mBjAHlV2K9JjjwGT0q+jpd9ql+1KqjTpMpSDMg/Z3g0EdZlMGKOVHktvmA8gPXitKl2H65U9R\n",
       "CmcOMNxsBRVMYRARzbqwjHoJvKKk5e3Aa8suhNJrmAYpjFOdRCJPBqmNAJl+YAl67ZTuZA6aHlWK\n",
       "x8X/pnFVHaZQJ4e5EOinNgKvKC1Ro85rmZj9yi5BlzFkl03rngqmUKdGuswu61JeRWmFOrXFkjAL\n",
       "kfsElewYDC0jUcEUBqiPw3SCWZfyKkor1KktlsUICZNTlDC7Z7/G4RympmRTUKderTpMpZupU1ss\n",
       "iyGCAK8kYtYAFyWspA4zHaZBvRqpOkylm6lTWywLFczWmGX/mqGTflLi7vmqiwAtA7aiQUXpTlQw\n",
       "kxkC+vR+1dSkqVM66SclTijr0kiXArdTn/IqkZgBMIvKLkV6zAowRUw00THMZFIFd2U3aQRTHWZK\n",
       "Up2oCjEDWE99yqtEcyLwhbIL0QILkPt/80YdZjJDoaXSHHWYGZJqsLdCDKEp2W5gzP7VhRGKqXMq\n",
       "mMn0gMM0fw/miIw2lmbMVyf9pKRuDnMQEcy6lFeJpm7CMEIxjqZuz3Uug15wmEcBKzPaVisOU1Oy\n",
       "CajDVMqgbjMdRynOYWpnsDm9IJiDSCctq22lHcNUh5nAQGhZdZzDVMGsN3UTzKIcZt2cdxn0QEqW\n",
       "IYoVTHWYKamrw6yLwCvR1E0YdAyzOvSCwxwiu6cZ2ayFaSSs4y8jUcGs5xjmFjSo1J26OcxRdAyz\n",
       "KvSKYGblMNM4cnWYKamrw6xLeZVo6iaYIyT30rNAxzCTqVvMaoesHaa/bHcdFUzq5zA1Jdsd1C31\n",
       "6Hr7eZe5buelDNRhtoYKZobU7Uk/OumnO6ibwxy1SxXM8ukFwcx6lqy/jEJTsilRh6mUQd0E0wWv\n",
       "vMusY5jJ9Mos2axTss3qrjrMlNRoPMD0Aw1gO7Uor9KEujmpIlOy2hlsTi84TJ30U1FqJJgMAjuB\n",
       "XdSjvEo8dXOYLiWbd5nr1pEoAxXM1tAxzAypU0p2CBHMR6hHeZV4BqnXTzTppJ/qoCnZ1tAxzAyp\n",
       "06SfQcRdqsOsP3ULejqGWR16wWEWPelHHWZK6uowNajUm7oFvSJnydahLZZJ3epOO+SRkm12voZI\n",
       "YURUMOs3hukcpgaVelOnegeFOEzTQB1mGoaAx+hawTT9iDZllZJNk81J9StQKphyorZRDwFyDlNT\n",
       "svWnbi6hiJRsnYZHymSI7n48pqtjRd+HmXh/uwqmNNJt1KPyOYepk37qT90EcxTYQb7tRAUzHUPA\n",
       "w9Sn7rSKO66iH423BXWYiaSy4hVBHWb3UMeU7GbyDdIu21OXc1IWvSKYRU/6UYeZgjo1UhXM7qFu\n",
       "DtMJZp71bhB5KEcDjMameLr9F4vccRU96UcFMwV1GsPUlGz3UDfBHCV/hzmA3jaVBjeGWZe60ypO\n",
       "vIbBPAXMygy2l1SndNJPSur0MHN1mN1DXVOyeTvMR9D6nUQvpGQfQurcOcCJHW4vTYzPymHW5kkk\n",
       "7eIm/dTBsanD7B5cr7cuQW8ECWJ5j2G6+q2CGY8TzG49R0NI52wEmAfMiF/V7AnmoITtpRHMVJnG\n",
       "NA4zq5lKVUUdplIGNUqrmQZBSjZvh6n3GSdTo7oTxrwPTFK53fH1AwuAsSbrvgh4U8L2inSYmQ28\n",
       "VpU6jWGqYHYPg9THJbhU6XZ0DLMK1Dkl+xZgfsI6Ls7tAJbS1GGyAJidsD03SSrp570yua2kVwSz\n",
       "Dg20wJSs6QPz3Hz30dPUySWMImK5Ex3DrAI1TcmaAURPZias6H6VaTswQXOHuQCYlWJ7SbOK1WGm\n",
       "pE6CWaTDXAZ8Oed99DJ1EswRJHjlPeaqY5jpyKDumNPB7JNVgVLinGKSYLo4tz30vSjmk+ww04hh\n",
       "qqG5NC6l2wVzgPo8uKDIXysZB2bK+FXD5LyvXqRO99KNIJ3KIhymjmEmk0VK9izEvd2cSYnSMTO0\n",
       "jCMsmFk4zLRjmJqSTaCODrOIWbLjQIPmvTulferkMF1KNm+HOYCmZNOQRUp2FjApL83eYCY6LlUy\n",
       "rQrmDvs+qzHMQp700wuCWTeH+SjQb2cv5sV4aKlkS50m/biUbJEOsw7nJSfMiIhYLFl0tsbZLZj8\n",
       "A/DSDraVlnYdZhaCuZXkST+ZOMxeuK2kZg6zYcjfZc4KLZVsqZPDHEfEXccwi+FU4FNN/p9F3fEc\n",
       "JnOBOR1sKy1pBdPVg+3AA8SmZM0wkv0YthOKmm1PJ/1kRB1vK4H8e+HqMHPDNKiXYM4FNqBjmEUx\n",
       "HxlfjCOLMUxfMGeT7NKyoJ2U7B3EO8z5wFrkgRrNOvatTPppWu900k89f94LVDDrTD+SVt9OPerd\n",
       "HALB1DHM/JlAOikRmAYdTxgzDURgHgUzhlzfKjlMPyW7Doh4ko95FnAS8CByLLOB9THbc2LY7P5P\n",
       "dZgpqdMYpu8w807JqmDmh3ssXt4ClBVzgY0Ul5JVwYwVzN2dih20fy1GkXN8G7Cc4gUzaSKhL5h3\n",
       "xqx/DPB6RDA309xh6qSfDKnTGGaRDlPHMPPDv5+2DoLpO8wiUrK9PoY5AcyJ+YkzV3c66WzNQkTm\n",
       "dmAF4s6KEkwjS/NOMHHC6adk7yR6DHM+ol8PAptonlKOmPRjZoK5JrRPva0kBYPIhanDb/DpGGZ3\n",
       "4IQhbwHKCjeGWcRtJTqGKYLZR3Tq0hfMduuOE8w7gT0pdgzzQbv8ayDuZ7tcBuajwH8T7TDnA9cD\n",
       "99JUME2D6GG3pcBBNiUN6jBTU6c0kKtIUExK9kFUMPMgC5dQJC4lq4/GK4a5oaVPFtkJJ5j3IqLV\n",
       "R3EO8z5gERJXFsesZx+N17gUGrfJR9Me2D4fScn+A7EpWbMceC9BCtuvU4uCpeknmISnt5UkUKde\n",
       "rXvGIhTjMO9BBTMP6pqS1THMYpgAHiNaMEeR4N9JZ2scEZn7gDV2e0UI5gy7T/dIvjjB9DNpIM4v\n",
       "nJadD9wFjYeJd5hHAH9FdJ1a7C0XI+YgcRKeOsx6jZsUOelnFiKYOoaZPXVMyRblMOvSFvNkAkmX\n",
       "RgnmMuBu2roW5t/A7I+06YcQh7kGuXVjTs4PQoHAYbqHMqQVzC1MT8u6W0ogXjD3RFKvUYLpOUz2\n",
       "AO4ihWlSwazXvV9F31ZyN+ow86BuKdmiHKZ/W0kF2qIZAvOpAoQkjHvG61x56s8UJpHZrQ8jk2f6\n",
       "ozdhzrI39vs8DziZICV7HzLp5wHkvI9mUvqp5fBF3wmmq0OLpq8PRAum5zBNPyKQG+wHcbNk97RL\n",
       "F9/9uhsnmHVxmKavhIoJwbhJHXq1RU/6UcHMBzcWXZeUbBkPLiipLZoxMO4HiVcDrwL2K3D/Q0jM\n",
       "vRM4Dfh5aIVJ4DZobEPSiMsjtjEIfAZ4nPfZKCIgRzBVMPuQ7MFGMk/LmnnAnZ7oO8HE7r+VlKzv\n",
       "MOcCm6DxqH3fzGFC9C88LUIcqi+YiRqQsWCaOWC+aS9Oq3wWeEUb3+uUOv1ore8wNSUL2Dp3FphD\n",
       "yy5JC7ix6LqlZHthDPMo4MN29uQB9rMTstt8ojFwnZP1wFOBI0O3X6xAHCbILNE13rYbYD4EHIyc\n",
       "P/+G/72RscqwYEJugsmhiNC58+gL5lU0n/Szy3sfcphT0rEAtwKrIrazJ3Ieo4Y/FgNX26UvmAPN\n",
       "rk/WDvPfgNORStcqJ9m/oplBcb8AEoPpA/OKFA5bHeZ03gm8Hfhg2QWZihmJSKc5apSSNYNIDHiI\n",
       "3hjDPBJ5EtNhwIFIavSFYL4VXE/TB+ZiMHu1sf1/QWZ2xjGBBPkNwEJblsO9/08SCOafmCKYrEBu\n",
       "1zjHvj/Q+99KxK0uA/YCNkNjC3Jd8xRMf5lWMJMcZlgwfwccEXFb4J7Ab4gfw7zGLpchE4geQyZb\n",
       "xaS5MxFMMwbmn+xg8tOBTwDHpdiuv409gCXAsfmkZc0K7/UomJ+DWQpmDSKSt1Bur/Zk4HMkdzT8\n",
       "20pyHOcxDaRy30tpgmma/Qaez6lIgDi6vcyGyev4PgZcGPNQ6IqkZM3eYA5MWGkOkv4y9MYY5hHI\n",
       "mN4RiDP6BHAs8BTgFG+d45AxwZSYk8AcDLwQeFmTOOcLJsBPgCd6/59kqsP008UnIg8GeBlwKVMd\n",
       "5kq7/hWIc91sP7+XQDDndhZ/p936cShwHVMF83772rm7KKLGMBd7Y7IhwWw8aN+v9soyiPySyeXE\n",
       "j2FezdSULCTUvTYE0zwRzA+9wdzXIj387wBfAn4AHD99M2aiycU4BvixLU9ETr4TzHOBW8Acaz84\n",
       "C2kAb0Qq77dtz6JEh8mrkN7iy8DMkoYV+RAF/7aSPHvhY8gU6w2U5zCXJa9iliON5yKkx3ps8/Wn\n",
       "ff9U4EEwj0tctbXtzkEyLf3A+yNWKCklawaCSSKmD/gW8D0JRGYcTNQkDJcihJ4Yw+RIpPN6JOLQ\n",
       "foQI5zuB59t1TkOE57R0mzTjwNeBC5BnCA8TpCnDrEGen7oBSaF+AThVrpvpR1zT7XbdsMM8AfgG\n",
       "Mnnna8iN+S7m7gvcaI9tBYFg3oeMAW4Cviz7M68C82qv/P1TxdD0TX9Kj3kpcJc1P45DEU3wBXMj\n",
       "EluuB2bEZGGiHObnga/a4wk7TBBhPNJ7vxTp+NzKtDplGkx1mL5gNo2raQTiWDCXENz7cwRwGfAb\n",
       "MDciYvcq4NPAs5ELcASYH9kdDyJBdw1wu/1OmFXIhdwBfBPMAynKlZYnAB+w2/29fX8G8vM5jwDP\n",
       "suvtAD4JZgtSudYx/aLkwVxkfOGpSGrhDKSH+RCYW0PrHkzwo6o7gH8E83r7voH0qHYRBLhWmY8c\n",
       "+x+QBrUJWALmXNl8oXwRTNJxLAYulA6PuRD4KJhWfkH+CcjY+Xlgrmy3oBEsQgLt64BLwByOpNdm\n",
       "Adci1+k+do8pmfMz3Hccfcjx7rDHOo605z9IGdkbGARzGVPHj/yHWu+Q9XIr7/6Io9sBnAnmrmLr\n",
       "nbkASf19A/gVErhvgsYuWxffb4/9aOC5wPlgfoC4umYsQQzBKiRFuBPpqFwf+m4DCfqnIXXlOuA8\n",
       "4JVIzF0LrIOG+53I64HHe9fjOFu2vwB+CrwLuID/377doyYQBGAYfuMF0nkBSwurFKm8Q85j6VWs\n",
       "7KwCgbBpEryBNgELa0FsZVJ8s6yEgKRQQd6nXJbZYeebH2ZnKcda7py09ZT0bchnl13KZVXvG6de\n",
       "5YW0xYicyP0iE/4Q6EP5pBuPnmtd36Gs67UBMMvzyivJ/YGMLVvSBxZQ2jJaT2Tybu2Bhswhb/V9\n",
       "/s7gEphAaRc1j+R3mQ2ZoE+z2yMZ/ybb0w/kvAacWaydS2PDv7dXdac++HPn4CIazJ3iWrlrMHPq\n",
       "XHO8kyRJkiRJkiRJkiRJkiRJkm7oB+/0B/EaWR48AAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d7c583050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (3600, 128), float64\n",
      "Testing data: (2400, 128), float64\n",
      "Training labels: (3600,), uint8\n",
      "Testing labels: (2400,), uint8\n",
      "Accuracy: 74.8 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (300, 1536), float64\n",
      "Testing data: (200, 1536), float64\n",
      "Training labels: (300,), uint8\n",
      "Testing labels: (200,), uint8\n",
      "Feature vectors accuracy: 61.4 %\n",
      "Clips accuracy: 71.0 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Data: (6000, 128), float64\n",
      "Labels: (6000,), uint8\n",
      "Ratio: 5400.0 training, 600.0 testing\n",
      "  76 (+/- 1.7) <- [75 75 77 75 71 76 76 76 76 77]\n",
      "  76 (+/- 1.3) <- [76 76 75 72 77 76 75 76 73 76]\n",
      "  77 (+/- 1.7) <- [77 75 78 75 76 78 79 75 78 73]\n",
      "  75 (+/- 1.2) <- [77 73 74 75 75 75 75 74 75 75]\n",
      "  75 (+/- 1.7) <- [76 75 77 75 74 77 76 72 73 72]\n",
      "  77 (+/- 1.3) <- [76 77 77 78 78 75 76 77 76 74]\n",
      "  75 (+/- 0.8) <- [75 75 76 76 74 74 76 75 76 74]\n",
      "  76 (+/- 1.5) <- [74 75 78 76 74 78 75 74 74 77]\n",
      "  75 (+/- 1.9) <- [76 76 72 75 74 72 74 78 77 75]\n",
      "  76 (+/- 2.0) <- [75 77 73 72 75 76 74 75 76 80]\n",
      "  76 (+/- 1.0) <- [75 76 74 76 77 75 75 74 75 77]\n",
      "  76 (+/- 1.4) <- [78 77 75 75 76 77 78 74 76 74]\n",
      "  76 (+/- 1.1) <- [77 77 75 75 76 76 75 73 75 75]\n",
      "  76 (+/- 2.0) <- [78 78 77 72 74 76 73 73 76 75]\n",
      "  77 (+/- 1.3) <- [78 78 75 78 77 76 78 78 76 75]\n",
      "  76 (+/- 2.2) <- [78 75 75 78 73 74 78 75 76 72]\n",
      "  77 (+/- 1.2) <- [76 76 76 75 76 75 77 79 78 77]\n",
      "  76 (+/- 1.7) <- [73 77 74 76 73 78 74 76 77 73]\n",
      "  76 (+/- 1.2) <- [76 76 74 73 75 77 77 75 74 75]\n",
      "  76 (+/- 1.2) <- [75 76 75 75 76 76 77 76 74 73]\n",
      "Accuracy: 75.9 (+/- 1.62)\n",
      "Mean time (20 cv): 32.72 seconds\n",
      "Overall time: 659.46 seconds\n",
      "\n",
      " -------------------- Classification, test_size = 0.3 -------------------- \n",
      "\n",
      "Software versions:\n",
      "  numpy: 1.8.2\n",
      "  sklearn: 0.14.1\n",
      "Attributes:\n",
      "  sr = 22050\n",
      "  labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n",
      " 'reggae' 'rock']\n",
      "Datasets:\n",
      "  D : (128, 96)               , float32\n",
      "  X : (5, 100, 149, 2, 96)    , float32\n",
      "  Z : (5, 100, 149, 2, 128)   , float32\n",
      "Full dataset:\n",
      "  size: N=149,000 x n=128 -> 19,072,000 floats\n",
      "  dim: 38,144 features per clip\n",
      "  shape: (5, 100, 149, 2, 128)\n",
      "<class 'h5py._hl.dataset.Dataset'>\n",
      "Reduced dataset:\n",
      "  size: N=149,000 x n=128 -> 19,072,000 floats\n",
      "  dim: 38,144 features per clip\n",
      "  shape: (5, 100, 149, 2, 128)\n",
      "<type 'numpy.ndarray'>\n",
      "Flattened frames:\n",
      "  size: N=149,000 x n=128 -> 19,072,000 floats\n",
      "  dim: 38,144 features per clip\n",
      "  shape: (5, 100, 298, 128)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=128 -> 17,280,000 floats\n",
      "  dim: 34,560 features per clip\n",
      "  shape: (5, 100, 6, 45, 128)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=128 -> 17,280,000 floats\n",
      "  dim: 34,560 features per clip\n",
      "  shape: (5, 100, 6, 45, 128)\n",
      "Feature vectors:\n",
      "  size: N=6,000 x n=128 -> 768,000 floats\n",
      "  dim: 1,536 features per clip\n",
      "  shape: (5, 100, 6, 2, 128)\n"
     ]
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFCCAYAAAB8Ye0uAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe8JFWZ9799870zd8KdPAPMHWACGRQQRCQJYsZVMS7C\n",
       "oi/muLvuu7qmXd017br6ml3TrnlFBVkVA2BAwZWsguScJsNk4Lx/POdMnVu3qqu6u2L38/187qe6\n",
       "+1ZXnao65/md33NOVYOiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKB5fAO4H\n",
       "rg19/iHgT8DVwLnA7Jjvfwi4DvhAG/s+BHhaG98rkuOAo8suRBPOBD5ediFCLAW+ndG2jgc2AVfa\n",
       "v3dktN2smWR6G+qEzwFr7Ou/b2M/ZwIPEpy3v/L+93Lgz/bvDO/zryLt/X3eZ+8AnpO+2JkwSbbn\n",
       "UlEy41jgMKZX0JOBPvv6X+xfFBuBRpv7PpPWg32jg/21w7uBt7b4nf4cyhHHy6mWYA5kvL3jgfMy\n",
       "3mYeTJJfkH+ojf28HPhYxOcTwM3AHPvnXh+MiDTAhcA4sITiz/0AKpil05e8Ss/yS2BDxOc/AR6z\n",
       "ry8D9ohY5zxgJnAFcDqwAPhv4HL790S73pHApXa9XwOrgCHgvcALkR7w6UwXp+uAvZAGdAPwZaQh\n",
       "7Qn8jd3H1fZ7Yc4BPui9P5NAWF5mj+lK4NME9eNU4PfAVfb4l9vtvNmue4wty8/tfn9qywLwJbut\n",
       "39r9HkfQu7/CnqcwceX4JPA7e/z+sR2BnL+r7H7cNpcCP0QcQ5zT9797GTADGAG+CFxjy3i8Xfc3\n",
       "wP7edy8GHme/8wX7/SuAZ9v/n4nUhZ8RnLfrvP+dG1O+s5HrehkSrOOEP6mD1I+c/2vtsbzJfr6P\n",
       "3e//Ar8AVtvPFwHfRc7FVcBR9vO32G1cC7zRfjaJZFo+a4/px8h5A3g8Ug+uAl7jlecAgut6NbBv\n",
       "qLwvAD5iX78RES2AvYFf2dcX2+3/CzBqt/WfgLHHG1Uen7iO5VMRQdxo/36C1Puddj99wCDS9t8L\n",
       "vDNiG4686o/xvjuJXLvf2z+X7Tnefv4D4HrgUzHHqyiZM0nzHt35wEti/uf3fr+GiAqI0P3Rvh4n\n",
       "cF1PQUQVpveC38VUwbyWQDAfRYQX4BTgM/Z1ny3fsaFyzQdu9N7/DyLg+yGN05Xnk8BfImJ/BxLs\n",
       "QXrdrkxv8bZzvl0f4Cwk8IIE7PMIGu15BI17jOmuM64cAHPtsh+4CDgI6WDcjARRELHsR4LNzcg5\n",
       "HgZuA5aF9hX33bcCn7efrQZut9t4E4FQL0ECEsD7gZfa13MQsRuzZbiT4JxNEtSnuPItBW613xlA\n",
       "gl+UIzoOWIcIz/8wNRA7Ho+IgGOWXf6MQKyeYN8DfBN4g33dsOs/Hgn8o0hgvw441B7LLsSBue+6\n",
       "c3AN8CT7+oP2PYjwu/YywHRBW4R09kDawmXI+Xg5QTr0IkRkYLrDjCuPz8uBe2yZvk3Q4X0r8HZv\n",
       "vXcQtLl/Q4T5zcixf57mFFF/Ru02AVYiHUkQwdxm1+1Drv/zEsqrpCTrNFEv8Xak9/m1FOs+BREC\n",
       "xzjSIOYAX0GClyG4Hq2kV28nCDKn2L8r7fsZdtu/9NZfC9yCBMqbkPGgS4HXIcHxf+16I8B9dr1f\n",
       "2P2A9L4dfhmPAk6zr/+LwMUaJDC53vGvkQD0VcRh3R06npNC5Ri15QBx3a9EztMSApG4F+llAzzs\n",
       "7fdnBEH1j0gQ8fe3Oua7xxCI1A3Isa8EvoUEoHcjzt+NR54CPAv4a/t+GOnQGMQZ+OfMJ6p8C4BL\n",
       "vO98G8k8hLkCcfFbkfHu70WsdzPizj4GXGDLPhPpsPhjqUN2eQLi7rFl34wI37lIEMa+Phbp1NxK\n",
       "IIa/t+Wfbf+cI/xPgvH4S5F2s4fdzk2h8t5vyzfTrvM14Mm2DN+JOAdhosoT5ny73V3A/0GyMycl\n",
       "bPfN3uvz7PfejojzT5guoEXUnyHg/yHzHR6123dcjnTAAL5O+vOnJKCC2R5nAk8nuaE5Gojw7Ax9\n",
       "/kkkaD4XcXAXx3z/Eaamz/2e+ZbQuv+MpKWa8Q2kwV6PBC7Hl5k6kQLgmQnb8okT+a3e6w8g6aJn\n",
       "IOL5VCSo+ESVYwXScz8cmezyReQ8GOLZ4b1+lNbGUKOO5R7E1R2EnL9zvP/9BVOdO8g1D1+fZuUb\n",
       "YPrxxJ1T3139EKlLE8B67/ONSFA/FXiVLfOb7OeHxWw3vD8T+qzhlTFc/tGE7X0dSZk/E3HF5yCO\n",
       "0edSJENxAyK6ZyMC/xaSSVMe//z8B0HH7m6C1ClIZ+Tnoe8+B+nIjSMdkRcCP0I6f9tC6+Zdf96M\n",
       "dPb+EqnX273/+XWoQfM2orSAjmG2zqnIOOFzmFpJm3EhQaoLpFcIkvK6x74+y/v/ZqRROm4jSEM9\n",
       "DhGPKH6MzPqbYd8vQxxLmO8ibvDFiHiCCPfzvfUnkF7ub5Fe/qT3OUjA9st4KfAi+/qliCuNYh/g\n",
       "D0ig+h3B+JkjrhzjSPDYjKTunoYEghsQt3m4Xd+luaMCVvizuO/+kiBFtsru34n6N4G3IdfOjUf+\n",
       "mKnX14lRq2NHBjknxxGkZJ9HdMBb5G3/SPt6fWideXYb5wL/YMv1EOLEnu+V0aUxfwa82r7uR47x\n",
       "l0hdcSnZ0+xncce2CRFkNwThp0X3tvv+OPB9RDjC/BJpX5cgmZITkHb2UMS6u2i907/Ye/1sguGR\n",
       "CxGnNwdJ/Z+MXFfHIDKu+kHkXLhr0m//Fz6GvOvPLILMyxlM7QweSZCSPZ2pGSalA1Qw4/k6IgKr\n",
       "kHEEJ2gfR1JGP0Ea9Cdjvu8HuTcgQflqRCxcz/KDiCO8Aqnw7jsXIenGK5GJEN9BhOM64LVMdWT+\n",
       "fn6CpJt+g6SmvkX0pJqNSKDYiyD1+Sdk3OZCW84LkeCyFklBnYtM4vi6Xf98xBm7ST+vR87R1Uiw\n",
       "cJNDwmV8IzIOczXiuH8YKltcOa6x+7oe6dG7lN8upKf/cVs+N9nDMF1owu93Rnx3GLmmfXaf30DG\n",
       "vXbZ7/y3/c63vO38IxI0r0Gu0Xu8/cWVIep/IB2o9yNptV8hArM5Yr3nI+fxKuCjBJ0Vn2VIXXIT\n",
       "Y/6v/fyliHO7ypbXTTJ5IyJQ1yD1Yj/73S/Z8vwWmYR0dehYwsd2FvAJgqEB9/npdn9XIhOAvhJR\n",
       "5l/Zcv8CmWBzB8G1DvNZW1Y36SfpeoO0xeuQY38dki0C6Wz8I9JhuRy5hn4q9DXIedhu9zlGcJ7C\n",
       "16eI+vNJu92rkE7nw946v0PStX9Ehl++F3EeFEVRugKXIRhAxsyKvt9PqS/HI51ZJQfUYSpK9Xg3\n",
       "4sKuRRzC90stjVIn4jIXiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIo\n",
       "iqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIo\n",
       "iqIo3Uoj4f8XA8cVUA6l+lwCHF/Qvi5G650iFFXvLkbrnBLQVr0z2ZdDaR/zQTB7lbXzLt2XUm2K\n",
       "qgta5xSfyPrQV3QplI44AVhediEURVF6ERXMejEIDJVdCEVRlF5EBbNeDCCiqSiK0gOYU8GsKrsU\n",
       "DhXMeqEOU1GUXuJlwJPLLoRDBbNeqMNUCsY0wIyWXQqlZxlG4l4lUMGsF+owlaI5DPhB2YVQepZh\n",
       "KmQSVDDrhTpMpWhm2z9FKQMVTKVt1GEqRaN1TikTFUylbdRhKkUzgAqmUh5D6Bim0iaDqGAqxaIO\n",
       "UykTdZhK22hvXykaFUylTFQwlbZRh6kUjQqmUiZ6W4nSDqYPuV4avJQiUcFUykQdptIWrpdVmcqj\n",
       "9AQqmEqZFCSY5m+sKWmKCmZ9cIKpwUspEhVMpUwKEEzTAD4AjCWtqYJZHwZDS0UpgkGgH0x/2QXp\n",
       "HcxyMGeUXYpyMRNgXGct7zHMfqABJD4CsosE0ywB8+GyS5Ej6jCVMvA6amZeqSXpHQ4DXlp2IUrm\n",
       "U8CzKCYl62JqTznMvYCnll2IHFGHqZSBq28HAz8tsyA9xBDaMR4HJhCNKkowe8lhdn0lK8lhmoXF\n",
       "7k+pGC5YLQBmllmQHqLbY1kahhHBBBXMXOj2SlaCwzSzgOuK259SQVx9m4UEMSV/uj2WpWEEmGtf\n",
       "5z2G2ZMp2WG6u0GXcVvJDPSXKnodXzB7PYgXhQqmOszc6fZK5irNkNwvZBoF7HPU7q+IfSnVRAWz\n",
       "eIbRc+07TJ30kwPdLpi+wzwXeGIB+xzx9qn0Ju7az6a7MzhVYgg9177DLColm+gwK/OMvgzolZTs\n",
       "ENLzKmKKvxPMbj6vSnPUYRZPt3f+0zAMzLGv8+6wu+33Ykq2a9OH/qSfMYoRMRVMxRfMgTSPD1M6\n",
       "RgVTU7K54w66m1yzj+8wZ6CCqRSDn5IFDeRFoIIZpGQfQSf95IIL6t1a0QaBbQQOc6T56png9tGt\n",
       "51RJxnXUZtml1oX8UcGU2DMbeJgKjWF2k2C6g+5WNzQAbEUdplIsfkoWtC4UQY/PkjUN5PgbiGBq\n",
       "SjYHhkLLbmMQEcyMxjDNGvlJm6aoYCphwcy5fZlBMN06rJKWIXr7gfd+HduCpmRzodsF0znMMaQC\n",
       "dZqS3R84NWEdTckqg8AOihvDfAfwhpz3UXW6PZYl4ce2IlOyPeUwh0PLbsM5TBe4Oj3OUZJ7VOow\n",
       "lUGkl19USnYCWJTzPqpOm4LZNY7Ur2NFpmTVYXYRzmGqYCpF4gTT1ZW829cogTj3Ku3GstvAJAb9\n",
       "GjACbLSvixLMh1DB7CrcLFl3n2mnIjZCclpXBVNxgunIuy6Mos8vbiOWmT5gD7rjF2WGgQ32dRFj\n",
       "mIPAJno0JdutgukcpqPTMcw0DrMoV6FUFzcU4CjCYfa6YLYTy1w8sEHffAfM3Ni1q80wUud2UNwY\n",
       "5mZ61GF2qxsKBy5NySpFEHaYmpLNn3ayZWOh5XHUdyx4BBHLLRQ3S3YjPSqY3eqGwg5TBVMpAl8w\n",
       "t6Ep2SJIiGWmAebY0IdhwZxBihRjRRkGtiPxrijB1JRslzGIVCJHESlZva1E8QVzM5qSLYKkbNky\n",
       "4Puhz1xbHrOzZUcQ0UyBeR2Yp7RYxjwJO8yBnJ8R3rMO8xG61w0NALuAnWTT0x+RbTa9SXwEGUPo\n",
       "1nOqJOML5iY0JVsEQwRP9YpiFtPF0HeYo6HPkjgKOKiVAuaMc5hb7PJRIM9bZnrSYbqpwd3qhgYR\n",
       "wdwFrCeblCw0d6ojSEVSwexdwoJZREp2Vhf/6lAahpCOalwsG5f/Gf//vmA6MU3pMJlJtWbXDiMO\n",
       "00382UW+admedZjdLJgDiIPOWjCbVRIVTKXolOwYEpeqFMCLZphkwYSpgui7yvB4ZhJVE8wRAodZ\n",
       "lGBuoscEM6mS1R3nMHci9yhlMYbpL6MYoZggqVSXMhzmTno7LZvU+XeC6YtcSodpXgfmNaGnAlVN\n",
       "MMMO8xGm3VpiDgbzhIz2524rGUnKbHSTYLo0Rre6Id9hbkAdZkGY1T2eHixj0s999PbEn04F058p\n",
       "G+YlwIeY+hzpqgmmm/RzHnAV0Q7zecDLMtrfkN3fDhJcZrcJZjenZH2HqSnZ4rgAeVB9r5JCMLPq\n",
       "UJgGUufuRwWzWec/rcOMSsnOAa4H5nufVU0w7aSfxpegcTXRgjkbee5wFgwicXUzwbmNpJsEc5ju\n",
       "FszwGGanKdkRu700k3669ZymYQKo6xNTssAJ5iN2GQriZhi4M/1PcplJ+QmvSEaQwLURTcl2MobZ\n",
       "bNLPbOB2pnZIqiaYzmE64gRzXkb7GyKod3OardhNgtkLKdkUDtMcI/n9REaR1G4zhzmK9Lq69Zwm\n",
       "YPqQhtm0EXU5AwTT+3cyPYhPIPcFLk25vS8BJ8b8bxS5ZWoTve0w0076CTvMx0ie9DMHEUy/To9T\n",
       "LcF0t5U4IsYwO3WYpl/GcoFAMBPrXbcJZjc7zEHSjWG+BcnvJzGKCK+mZOOZibSRHhVM00Duf9tK\n",
       "vGA6970i5UYXMDUd6OMEczM9K5imH/mBhW20LpjraeowzSDSlu9h9/k1Q3Y/BQmmebbtiDbDTfpx\n",
       "5OEwFwMft2XpRodpjgTzwiYrdPssWecwk24rORIJSkmoYCYzN7SMwLwBzNGFlKZ4XCdtJyKYO5he\n",
       "F1wvP61gziM+0PkOs1dTsi5476C5YD7GVJEbBdYROMxNTE/JzrafbyAQBrdOAYJpGsC3kYxEM9xt\n",
       "JY48xjDnIfo3m+4UTE6kuXPKwGGad4BJm1oqGhe8tgIPEDn2aBYjP/GzMMX2WhHMbu2EJDEntIzi\n",
       "aUgnpRvxJ5pto2OHaRpIkIsLdE4wNzZZp9vxZ2w2E8z7me4w1xI4zAeZnpJ1gumnHmci17gIh2kf\n",
       "uJDYoQ87zLiU7Jz0Y+fTmO8tu1IwF9JcCLIYwzwTOLSD7+eJc5gvAS6Rj6ZVliOQTkNawUwaw3T3\n",
       "Yfaqw0wjmEn1ss74gukcZtQY5qPAZIrtzbDbTBLM++nec5qEC95RnRPHOHAvUx2kL5hjiGCGHeYc\n",
       "RBR8YZjJdPHNiwWhZRxpJ/0Y2h8umectu1IwFxH7czWmgZzQDlKypgEssX9VxDrMxr3QeIzo9NgR\n",
       "wE9IrJCmHxHgjcTOkjUDyFhKN0+kSqIkwTSDYM7Mdptt4QTzz8DnkKASrgtzgT+SLiU7L7QM4wTz\n",
       "PmSMqQcwy8Ec4n3gC2az20rupSWHaSaQehzlMB9Ebto/Bkyez5RNK5jhST9xgnk3u+uSORjMS1oo\n",
       "S1gwd9Flk36aBSZ3wM3SGEnMRCpYwQ3VNMCcnGJF5zAd25kudquAX5AcwN0YwTbiHeaI/X8n57Tu\n",
       "zEFS4DGCaRrIuc76dwfXAJ+qwAMTrGA21kPj48TPkr2CdII5EVqG8R1mXX/LsVX+Evhr7/0w6Rzm\n",
       "fTQfwww7zB8Bz0A6yWHB3IzU8zcDL27/UBJpRTCbOEwzgnTmPcHkZOCMFsrS9SnZRcBEzD1cLu/f\n",
       "rFeWxJKpS7Nn6OHGebEEuBBM0xtmCcYwHVEOcy/gSuTh1c2evegC03biBXOMYGZkLzvMW4lvRG7C\n",
       "QBsO0/SBievNLkc6LGWnJZ3DdETVubnAtcBCe09mM+Yht6iowwxYbv8craRkWxnDXAk8ARHLcEr2\n",
       "Yft3QKgsKTFzvVs0mrEwtIzDxR5HeAzTjcWuI+h8hc9jEvOQoYSuTckuRE5c1MlOM7MsCddAnXD+\n",
       "F/DcNrfVCvvaZdLTZMIOMyp4LQduQybzNJty7QJTyGGamWBeYd9MIvdrRe2nV0gSzEXINWlH2J4J\n",
       "fDfmf8tDy7IIC2acw3wAqSt7J2xvAriR1A6zLIdtloL5QkE7m2Tq+G9WgvkAux2mmYPU4UOZ4jBN\n",
       "g6mCuRLpdLfKE4H3pFhvgd13ksOcROqTI5yS9QXTxbm95C91nZkH3GKX7kk/eQim6ZdbPIrE9CMH\n",
       "9meig1OaNEYSS9jdszUN4ED7lzf72GXSvhIcpnGzz+5BGkuzIB4jmDwJ+Ki9N2k1cMP0/fQUc5EO\n",
       "SNxtJQuBP9Fe+vBI4JCYBu6CVtUEM6pDOheZPPZnZEigGfOAm0h0mA2X/Sjr/te3AWeJc8qd5cAy\n",
       "LyOUMEvWNJBbbsKCOUr8pJ9Ju7S3mzS2IxNmRpgqmP20V+fWAPPBJN0XuQD4A00F0/QjMfFG78M4\n",
       "wVxP0PnaCzm+tLOr5yN11k/JbiIHh3ks8NPQ0+7zZgLJs99NdHBKM1CexGIknbkECYQTFPMM0X2R\n",
       "nk3SYHvSGOYewL3QeARpLM0E0x/D9LdxCNLI9maqYPbyGOZtxDeihUgvtQ9M2t8edByG1LGo67Qc\n",
       "6fS009vPkiiHGZWSXY8EuCTBnEDO13hM/HAdOZDOawnjmGY+Mq74Z3L/UWXTB+yJdDjcvYlJDnMY\n",
       "Ebv1TJ8l68YwwynZSeR8gsQaCMYxfcFchzj7Vn9Kaz+7XJ2wXgrBZDnwIDS2ep+lcZjLkU6EFXyz\n",
       "D5i32td7gflkaD/zkPgWTslmPunnWCQlkObxa1mxCEnTxE03T+qVpbm3cgnyZPzFSC5/HcUJ5g/o\n",
       "2GGynCCN8QDNK2WcwzzE7uMQAsHswjHMxPFih3uM2OyYp5O4epnk6KM4DLgDqWuuXCvAfBO5lr8g\n",
       "V4dpnggm7hF1jrQpWecwVyZsbwIJ5HE9eV8w76ecccxTkHN/CZkKpumLyCYsRG4Du57gWicJ5rj9\n",
       "zsPEp2TH2C2MZggRzJ/a9TZ6yzlMFcybkfOe9GCBMGuQdrImYb0FyIzqZrHJxR2fuDHMm4CDZSiJ\n",
       "UeD3BJ3MFwHvtOL/bOAcO1PYESeYuTjMu+yyQ8zzpSeQyEIkKD1AssMMVTJzJPJw6H2nfw2kQplL\n",
       "gacjF+BR4ChExCZTTGTolH2A7wEHJTwyKmkMcy8kAIOcp2bBJk4wD0V+neNQujYla56C1Ic06bY5\n",
       "SBDaSvR9agsJOnItuCGzCHH2P2SKYHImcDpwOLsFM8q5mskMxvc+BHw1ofOQNiW7nvQp2XVMG2M3\n",
       "e9tgVgGHySnAj4FryNZhfhV4V+izSURobidIm/rDS1Ht7nBkXD1KMDchs0fd7O6t9vMVSPZsg10H\n",
       "gk6LL5iuLPu0+ECANUgMy0sw4xzmj4Dj7X7vQLJBruNxKlJXj0Ku6XamPsN4vt1PS7NkU5wU41+U\n",
       "fluAdwLPBrMWuAjp8RyITI/+V6SyJXEA8BXgOntbxXyCH0cOsxdBYNrD3m+zP/Axgmn/rpLNAnMo\n",
       "cuF3AX+HpIHeBubNEdt+BeLyFiCW/l5kivL37LHeAOZ/5PsY73sN5AIMAhcij6qKYk+kMVxmyxdm\n",
       "X6Q3exPwVjCfitnOMFMd5nZgrnd99iVwmP8DfAbM+Ugl2GXL58o/l0Awx+02RpCG9V5keva+SJqt\n",
       "n1IE00QJVJgGMuFgDPgZ8dfA5x+QOvZuMH9E6t3XkU5GmAmCG72XgQlvfxmSlXgAOBTMXQQ9+Gac\n",
       "jdyKcR3wBNuZexD5fb8fIE8P+i3wfmA9mBcAP7ffPRn4DvC3YD4ds/0+JHC4cZ4+JPhvRerZKqRO\n",
       "/gz4PJhXE9TNxUj9uAEZKws7zFHv2jSYOoa52o5jTSKd6i1MZaEtz3qkHd+DiOKvkTZ6uT0PUMpM\n",
       "WTOOBNd/RK7tWfaxhzcRCPks4ASkPd8XsZEZwKuRGHih/ewA4CTZtrnSvr8NiR2329cr7XmdRRDL\n",
       "xiLawduAjyICN9t2vnbJumxFYvEy5NxvQc75PkiMuQHpAILU0wuQa/hOu721dr//DfwBzGlInGkg\n",
       "dfEw5LYTN97Zh3R8+pEO3tmh8s5GdOFq+52FSEyZYTtIrs4NIKJ3rz03Yf2wTyLavW07eaixAczl\n",
       "wDmIYN4hx2qWIJ3+TwOnAccB/wY8DcyP7P5mIo7aCeYuJL4OiyuN7o8m9VIvtjtTlEuQ3lwRXIzW\n",
       "O0Uoqt5djNY5JaDIeKcoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIo\n",
       "iqIoiqIoiqIoiqIoiqIoiqIoiqJkiD58XUmLPnxdKQN9+LpSBm3VO5O8Sp1o6TfelKkUWRe6rN4p\n",
       "HVBUXdA6p/hE1od2fkC6ztwJpr/sQiiKoijdRxf1ukw/GANmpOyS1BR1mEoZqMNUyqDnHeZAaKko\n",
       "iqIoqeklwRwMLRVFUZRKYuaDGSq7FGF6STDVYSqKotSDTwDPKLsQYXpJMLvIYZqPgTmk7FIoiqLk\n",
       "xBgws+xChOklwXTOsgsEk4OBPcouhNJLmFlg3lB2KZSeYRAYLrsQYXpJMJ1QdkNKdojuEH6lPuwN\n",
       "vLrsQig9wyBQuTsaelEwu0FoVDCVotE6pxSJOsyS6aZJPxq8lKIZsn+KUgQDqGCWijpMRWkfrXNK\n",
       "kWhKtmS6yWEOosFLKRatc0qRaEq2ZNRhKkr7aJ1TisQKpnkPmKeXXRhHN7ittHSTwxyiO45DqQ8q\n",
       "mEqRuJTsEuDuksuyG3WY9USDl1I0mpJVisSlZMeo0GSzXhLMbnpwgQqmUjQ2q2GSfnReUbLACeYo\n",
       "KpiloA8uUJT2cUGrG9qPUn0GkJTsGBWKdb0kmF3iME0fciw1Pw6lZnTTkIZSfTQlWzLd4jA1cCll\n",
       "MBRaKkqeuEk/mpJtD3MgmFM72EC3CE23HIdSL1zQ0nqnFIE6zA45ATi9g+93y20lGrhqhVkEZkXZ\n",
       "pcgA7agpReJP+omoc+ZFYM4puEy1EsxROnvyQ7c0eBXMevFS4C1lFyIDtN4pBWEaQD/BpJ8oh7kK\n",
       "2K/IUkG9BHOMzgRTHaZSBiNU8JmYbaD1TikKV8eajWEOU8Kj8+okmOowBQ1c9aKUhp0DWu+UonCm\n",
       "ZrZdxglm4R3RXhJMdZhKGXSLYHZLh1OpPq6OzQ2991GHmUCnKdluafAqmPWiWwRT651SFIPAYwTm\n",
       "Rh1mG3R6P06LDy4wrwCzTwf7ywsNXPVCBVNRWmMQeNh7r4LZBlmNYaZNyb4QOKSD/eWFBq560S2C\n",
       "2S0ZGqX6pBVMTck2IatZsmkbfFVnN2rgqhfdIpj6pB+lKAaBHcAu730YdZgJZOEwd5DeYVZVMIeA\n",
       "R1HBrAvdJpha73ZjTgFT90mEVWQQEcsdSKxTh9kGWUz62Ub6Bj9q/6rGELAFDVx1oVsEUzMb0/k8\n",
       "sLLsQnQhA4hgbgc2UtgYplmStEadBDOL20q20R0OcysauOpCtwjmEK11OHuBGZTSqTZzwVxf/H4L\n",
       "w3eYmyjEYZo+4EYw483WqptgdjJ+0qrDrLJgqsOsD1WtR62i9W46JQkmc4A9SthvUQwCjxAIZhFj\n",
       "mPOQ6zmj2Up1EswsJv204jA1JatkQTc5TM1s7Mb0EzwcvGjG5M80Sth3ETiHWWRK1qVjx5qtVCfB\n",
       "tCnZtiuJOsyWMQvz30fX0y2COYh21HycEylLMBt0R72KooSULEvtsun1rJtgNmjp0XZmDMwv7Bvn\n",
       "MFM0eNOg5wXTLACuyXcfPUG3CKZmNqbiBLOpI8mJsdCy2/AdZjPBzDI+O8HsBodp+gkcYivBZwI4\n",
       "yr523095XeX5AAAgAElEQVQjuIPIualiSraonv5sYKEdDFfaxwpm7dNnTVKypum4T5dSpsMcDS07\n",
       "xMwCU6VOne8wNxI/hjmYYXzqJsFkFBG7HbQmmDORkzpESw5zd8+lhx0mMxBHPyvn/XQ7w7ScGakk\n",
       "rqMW6u2bYeDOLugQtErZKVl/2SkfAM7IaFtZkNZh+stO6aoxzHYF01VqK5xsJV3gco2glwVzpl1O\n",
       "5Lyfbifrhl0wZh6YM4mvd+PIr0pkFLzNsO3gVp1uSslOAPMz2lYWuPswncOME8xHaTtGm34wr/Q+\n",
       "WGq31xVjmGOI2O2gtVtLZnrLdhxmFVOyRc1WdAFhbtO1lCRcw66pYHII8BaaC6a/7JR3AK/PaFt5\n",
       "4mJLNzjMcYLfnqwC7raSJIe5ifbb1XzgE977pcDt9I7DNPPA/HXow7DDTDuG2aMpWTMHzNvtGxcQ\n",
       "VDA7YxjYTH0FcxbiQOLGzl09yUowFwF1mJ1dhZRsVvueSfUEcxfwLuBcoH/qWKXpR7RrC+3H6HHZ\n",
       "z+6x26XATXSJYI6RnJI9EHhl6DPfYbZyW0mBKVnTF0oNJJFnSnYVcI59rQ6zY0wDuV4PUW/BnEey\n",
       "w8xqrHsO1QrecZSZknXxqZsd5i5o3ACNjcBOpta7YUQLWp0E6jMrWJoG0lG7hS4RzFGClGzcCZrH\n",
       "9IselZKNcJjm38Ec4X0wgvRwiug9zgU+08JsryaCaZ4N5qjpn7dUFncOVTABMKs6mNAyRDB5IUXD\n",
       "NoPyQO9KMY60h5lEDwVknZKdQz0mmuXoMM3xYD7XZIWsU7JVdZiOXUxNyzrB3EH7psYTTOYg2rCR\n",
       "LhnDTDPpZx5y4D5RKdkoZ/YC4LvyjEZALsIGiknJziH1bNTdjmWbfd8fWuG5wIkdlGUuMG7FWyf9\n",
       "yHn4DbB/mxvwG3aanvD+wH+0ua+8cPWyQfOUbAciZ97qdRRmU63gHccMJEbk0ak+BTigyf/zGMOs\n",
       "UiclLJg7iRbMlB3RSPyO3nzgQaRD2BUO00362Un8CZqQ/xlf5FxjnkHspB/TQE7YvcDB9sNRpLdR\n",
       "lGD6y2ZcBDwROQ+7mB685iIdh3aZiwTGceSc7aS3Heb+SL1q95y2Kpid7CsvXGAxSIDKw2E+iaDt\n",
       "1clhriWflOzRNI8HY8j16BWHGZeSbcFhmvDx+Q5zAV0mmL7DjJsl6wKNf2LSTPqZiVycWwjuxXEO\n",
       "s4iUbCuCeYD9y1MwQc7hTOAuelswj7XLdl32MCIyaXvCc4FReUJVZXCBJa7OZeAwmU9wjus0hrmW\n",
       "zGOEGQCOpHm7GyOz+GT6kGOp0jkfQGbJOpo5zBSCaQ4CLg596Hf0FiDXsisFs5nDhKkXfibwGM1v\n",
       "K5mHnKz7gMX2syJTsq5hJAimmUlwr9Qu8hFMV4bZSCO6ExXM7bR/DlrtCbv9VMllhgUz3GHNwmEu\n",
       "YGr7rVLwjmMG4kqy7lQfZLc7F8wKMO+OWGeU7NytMxVVOuetjGGm6YguJXiSj8N3mC4lu40uGcNM\n",
       "M0vWBRlfeGYiJ6KZw5wHrGOqYCakZM1zMpyckdZhLkfSMFCcw6yJYJo+2zPPmqOQNHi7DnOE1lOy\n",
       "EHsNzb9HjFvnzTjSPpo5zB1k4jDNCHKeejkluz/wW2Ro5ChkfkWYsQz3PY7ESDd3oQq0MoaZpiO6\n",
       "AJgXOr6uTslOAOtJFsydTE/J3keywwwL5gi7nzARWYmeCTy15aOIxgnlPDC3Nnmm4yRwuX3dTDA7\n",
       "maTjC+YMJCVbh0k/ZwP/mu0mTQNYBlxFNg4zbUoWIp+6YsaBNzC9p9wh5mww72uywizkhu5dTB9L\n",
       "Agm499C2wzT9SB2bQNrCeoKp/lUmp5Qsi5H5FBuA1QQxyWcMiVkdCKbZC8woEhs3ImIxs/l3ssCc\n",
       "n+LZw1lP+pkP9DPVlIwjaV836SfLlKwZBPP4dOvmwlKkUSalZG9jusO8n/QO0x/DbOZol3jrdoor\n",
       "7ypEFOO2OwlcgZyHCME0Q0gj7tRhrqV2DpN9gX0y3uZcpA7cQ2djmFk5TFcv9mqzLHHsZ//imIW0\n",
       "q2YO8x7ad4XzEDc1gdS7dUggrPoD3fNKyS5CYtEGYA3ivMN1JwuH+Sng+YhgPIw8NWe2PLjEvKmD\n",
       "7TbBjCBmY3nCillP+llgl35HdBZBvc3cYZ4IXCJP08kKMxTfizTz5akzu1mC9LqSHOYtTHeYTjAH\n",
       "iL6PbD5THKY51n7mJmtEXZCsBXM9wTTyZTHrrUAC10eBPzM9eM1FeopzAldsFoPZs4WyzLX78Mcw\n",
       "qzSeFkfUGEUMqX+VwfX011Osw9xA9HM98xLMZcTXOZCAehvxgtmiwzQzQ+1+PtIxcQ5zI7uDd6XJ\n",
       "02Heh5yHNfazRaF1nMPsZN/Lgb2R6/YQ8jSqWUgcOnD66mY+mIjPW8LVsz0S1ks7htmKw4RAOEGO\n",
       "+24CwVxLhmOYK5CL9MaU66fhXODUmP+9E3ir9945zJjbSkwDCey30pLDNH8EDmOqw/wG0gvahlyQ\n",
       "qBOYtWDeRrJgTsp6jQ9B406iBfNB5F45F2zeBPx9C2UJC+Zd8rGpustMCvoWswa4MuU2XeDaQC4O\n",
       "04zY8iCdGnMWcv5vpBDBNG8E8zaSz51zmHETzZxgpnWY5wFP8d4vQI7ZF8zN1Ecwsx7DXIzErA1I\n",
       "1sl95pPFpJ89kbg+kykOk72QWBPm1cD7023aNGIeoLIstIwjbUo2wWGahh3KmI/M/wg7zLvJ6T7M\n",
       "SeDbwEtSrp+Gg5EZYVGsJqgsIMHCpWSjbiuZgeSj72P6LFk3hhl6cIGZhaSinoEI5gOI6C5Fenbb\n",
       "7fqhC2L6kWddJgim2T/i2bZRzEGEftK+j6tMeyOByxElmBsQR+Rc4f7AyhRl8MtyG0FKdgtws913\n",
       "CZjldpwliWXAghS/cnEgsCaly3RZjbwc5ouBL9n69DUkGE0gz7OMS8nuIDuHeaT9W4pkVuImE40j\n",
       "9bNZStYFnjQcyNSb8ucjmaFR+9o5zKpP/MkrJet31EaRzkNYMDtMyZrZyPmdJHCYvmBGpUxPIH0s\n",
       "WY1kJMPDX85ZJglm0m0lQ6Sb9HMS8BOkU3Yr0wXzLnJKyU4C/wMsy+YeMTOG9HBWx6ywit2CafoI\n",
       "KlFcasuNQ9qU5G7CKVnfYTpBXijfbTyKnLSHCcQ16oIsQCrzUMK5OJXguazNcIIJUnEjKpMZQET8\n",
       "j96HcYK5jsARtSCYpg9pPHcQOMyHkWCW9fhgWr4AvKL5Krsn52wi2fWvRsbL0hxPzg6TJyPCcTLS\n",
       "SGcg7ayZw7yS7ARztf1bhgSKcNoPK6JjwK+AjxDvMO8l3ZOq5iLtx+8ML0A6qxuQ499EPRzmTHan\n",
       "RTOdoOTGMDfa99cQLZidTPrZE+kMO4fpBHOe3deeoYedjyCdqxUpZ2kfgIhauJ0ts/ttNSUbN4a5\n",
       "HXiZzZREcTzyazuLgOuJTsnmMelnd0O+keYTBNLigviq6f8yw8iJXemlWjdDo9lY0DzECYTHPpo4\n",
       "TFYjDRWk8oG42K/Y124MM9yDdM7DnyQUxWHAvjYl0Azn6gB+R3Tva6WUrfGw91kzwZxnndkewKLg\n",
       "6UdmNpi4TspsRCA3UAmHafqAw5mavovCnd8bSO65uvoWdw58UjpM83J7Y3QUSYI5jEy8+AnSoOch\n",
       "bcw6TOML9RLgMiTYdYhpIOdijS3bTUSfO1sHGhuh8Z80n/STxmGuRFJjYcFci5znvamsw/TnAhg3\n",
       "G93NHs7owfpmwG53LdIOAa4mlcM0DTAfSBFvQOrQ5Xa7EwQp2f2RmLgxtM+jgT8ghiJNh+2A0NKx\n",
       "DPhfWk/JNrsPc1+m/+iG40mI4VkJ/InolOxqRJAfIuMxzFuB62j+jMO0rEIaf1TgcqnHLUiQWIoE\n",
       "LogXzCci0//jHGbUo/FWAd+0r51gPg/4N/s6JiW7O5DeS3PBPBS5CAc3WQeCcUOQShxVmQ5BGo5P\n",
       "Ukp2FeIObycQvL9BUiVRjsl933U6ZiDXoCyHuRI5xuNklnYsy5CKfzfJE39WI/UuoqM2DX/yxRwi\n",
       "by8yy4BPA2+O2UaMYJo9kHN8CfBCpKP0J/vPm4H5YA4G7vImvznBzMJhLkHq993eX1S9c+k6R9yD\n",
       "C9KOYbp2759/N34UFswKOUzzVOB2MK4dHQ1cDo1dpAiyLbAAWA+NR5C2uBPpCHriZfqRWBZ+UPih\n",
       "wN8i8z+S2BOJ5/cgIvkQcC3SebsDiUeT3vrPRzKMN5IuY3WA3U5YK/YgPsb5pB3D/ClwOuLyQ+Uy\n",
       "g0iH+5dIVukGpgqmc5iTwCXQMGTjMM0Y0hjuRwSz05lSIA3mEuRAw733VcgsUHdx3PglxAvmacD3\n",
       "CKZGD4N5BnLi1xI4zB1AwwY/FzzPZbdgNW4lmODgTfox3wbjftQ2hWCaEaTn8z1E7JrhO8y4ynQw\n",
       "kprxiRPMtcgYxH5IELbn0TSQm6D/APx7xD6OtOXYhKQwdtmGW9YY5uHIQwNuQwJUHMuQ+hEX9C2m\n",
       "gVzz80knmPY6Nx5BeuBRgvBPwHeA59g6d2gQVI27AT/KYb4QcZXXIXXTCeZmJNCsQCZZDCMP1Hfl\n",
       "uQ75bcBOOzCrkQDyZ5oL5ixbJkczhznDzguIwAyCuQA4CwlyC+RePNNAOrs3I4J5NHKMFUrJmgnk\n",
       "gfi/Q4IziHP5lX2dpWC6dCyIID6AxBnf7blfbtrC1OD+LOCrwJlgkrKAeyIz4G9FYsvDwPeReHsH\n",
       "0sm245hmDHgR8EUkluyb4jgOQOa8RDnMy4A9wCxskspOKZiN30Pju8CPgA+DebG3zjFIZ/9XSFy8\n",
       "l90pWeOel+105SK7tHNk4tPOaZ6O8gLgDmg8BuY64O1gXkpw0R5Dgv7jELu9OWIbs5CTfinSIJ6E\n",
       "nNA/A2eAOVH2wXnIAwFuRBrMM5EUju8w9wPzWkTsb7DHcCTwHMQJrQK+BTzNlm+zPTl9yEDyLruP\n",
       "Q4GPQON5U4vaeATMLQQp2bOQ4H0CmFuRBn4v0is7Dsxmu+0+pCfTh1S2G5EndjzVrrMcGYPa6e2s\n",
       "H7n4djYqvwOWggmnIZ8MfDj02S7gCHY//IeDkcr4LSQo3YII9kJ7vLPsvp4DXA3mdUgaEFvuf0LG\n",
       "XDfasm6x/yvLYT4LqU8/Aj4L5g1IXQtzEkHQPwrMH2K2527K/jXwAru904HP2e+GWUEQvNYDf2Ub\n",
       "0h1IRmI1wRjJBUhm4gXAVjDvBd5mt/EJpB7ta6/rgP3f8YhAPIAErz8CG6BxD5hzgVchE4HOBnMn\n",
       "EmzutZ99WtJvDCMT526xZfTpt2VbhwRAn1ORtuPud7xbymJuCK23mqkOcyfitl397LNleAj4PPAj\n",
       "67q/gNT1R+zf0+y29kHE52ZkAuE8u40L7Lm7CenQLAZeKx3VIp9fYE4hSBk/Gxme+QukU/3fwKfA\n",
       "/C/Snv6v/dJW4Clg7pm+vWn0Ay9F2u437b5eiZyHjyDX8n677gb7+nbk2jyfIIO2ze53Lpgz7Ovn\n",
       "I3cxXG7L+U8R+x8DzkDqxb8APwQ+CHwWGneAuQKpi48ALwazDmkjl9n/3wgcD2YxIoZftvveT8rI\n",
       "txHx3QfpSH4lFMtWIJnA2Uid+yyY70aUcynTBfMQb1v7I1kJx+ftcf2rHYq6E/g48F57jtfavxV2\n",
       "G86hujZjBbNhwGylSQcoqTZeDByXsI7SG1yCBPkiuBitd4pQVL27GK1zSkCR8U5RFEVRFEVRFEVR\n",
       "FEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVR0qLPklXSos+S\n",
       "VcpAnyWrlEFb9c4kr6J0L2aG/YUWKLYuaL1THEXVBa1zlcT0NfkZsFx3HPVh2h+QVnqTGchv9CmK\n",
       "opTBZ5CffqsEKphKMwZJ95upiqIoefA45DdAK4EKptIMFUzMBWCWlF0KRek9TB+whgrFIBVMpRmD\n",
       "QANMf9kFKZH9gImyC6Eo2WC+A+boskuRkj2AMSQOVQIVTKUZrqJWpodXAoNUqMEqSofMoz4dwDV2\n",
       "WZn4o4KpNGMwtOxFVDALx6wAM1l2KbqUIepTn/ezSxVMpRaow5Rj7+XjL4OzgbPKLkSXUqd5CWuA\n",
       "TVRI4Oty4pRyUMFUh1kGQ8AjZReiS6lTfZ4A7qFC8adGDtOcCObVZZeix9CUbL0CTLcwjJ7zvKhT\n",
       "fR4CtlKh8tZIMNkfOKLsQvQY6jA1JVsGdRpnqxt1OreDiGBWpv1VpiApGLJ/SnG4812XBpYxpkG9\n",
       "euTdwhDwWNmF6FLqNIY5CGyjQu2vTg6zTj2jbqHXHaa7/1TrXbFoW8+POnUAXUq2MvGnMgVJgTai\n",
       "4un1McyB0FIpBp30kx91EkyXkq1MedVhKs3odYfZ6x2GstC2nh9D1Kc9V85hqmAqzeh1wXTHrfWu\n",
       "WHSWbH6ow+yAugmmTvopll53WL3eYSgL7RznRx0FszLtr26CWZcL3S30umD0UIfBLAPT5LYtsxeY\n",
       "8wsqjLb1XKjdrG+9D7MDtBEVTw8JRiS9lJJ9OvD6Jv9fCqwuqCza1vOhbpPY1GF2gDYizD9LT78w\n",
       "1GEKvXD8SUMeMxP+n3VZeryt50LdOsBD6H2YbaONCE4BVhW4v14SjChKCjBmEMwrit1n5QSzV+tc\n",
       "ntRNMNVhdoBO+pHZg7MK3F+PP+mntJTsUuD9Be9zmObta0bC/7MuS6/WuTypWwdYZ8l2gDpMOQdF\n",
       "CmbdGljWlHX8Q4hoVGmfmpKtP3XrAOt9mB2gjah4h1m3FE7WlHX8SW4vD5IyODMoTsS1redD3dqz\n",
       "OswO0EZUnmBWpodXMGWlZIflzzTy3Y05Bczp9k3KMcy8y7S7LL3e1vOgRoK5+xaYbVQo/tRNMHt9\n",
       "DFNTssVS1vEPA40C9vsE4Bhvn0mCCcWcCxXMfKhTex5Anie8kwrVhboJZmVOXEloSrZYyjr+odAy\n",
       "L0YJ0qxJY5gzvPXyRtt6PtRpDHMI2IWIZmUEXgWzXpThMA0VqrAFU2ZK1l/mxSgwYl+nScmSsE4G\n",
       "mAba1vOiTh3gQcRd7qJC8UcFszaYPqTiFC2YlbpxeDrmGWDOzmnjZaZk/WVehB1mhBiaYTBHUphg\n",
       "lhnUTZ3iYTvUKSU7SOAwKxN/6lRBhoD+HqjUcbjAVoZgVrmBHQQcntO2y3KYTpSKFMy4McwnAJ8j\n",
       "SMnmXaYy04bdPkeiTg5TU7IdUqf8ex644y9aMCs1rTsCP62YNWXeVgLFjGH6KdkoMRwFFlGcwxwC\n",
       "HqWcOlf0va9FMwQ8RrXbs8NPyVamvF0mmKYyPZEccI15vMB9umc5Vvm8jiBBPQ8GkeDdwylZRoEF\n",
       "wGxvvTwZAragDjMP6tABdqjD7JAEwTRrgIuKKkwJDCM9riYO05wG5ugM91m5ZzlGkKfDHKCcMdwi\n",
       "U7JJk35GkDixHDkXKUTFvEmeh9sWZQpmtzvMOrRnhxvDVIfZJklPrp+P9IS7lSFgLc1Tsk8nuK8u\n",
       "C+rQIx0h35RsGYJZhsO0Y5jTHkzg3Ps4sJ50Luw9wMI2yzSMnPO+EuYr9IpgVrk9O1xKVh1mm7ie\n",
       "Z1yDHbN/GWHeDubA7LbXMcPAZnlp4hr2KMHkjCyow6SfUfJNyZbRIy9rDBOmB1P/3G6ILpMJi2Mn\n",
       "bXEI2EE5zqLbBbNyP8jcBJeSVYfZOqYf6Kf5xc46cJ4IrMlwe50yhPS4NhPvMjPuNNSiR5qnw+z2\n",
       "lOwI08U5LIj+uV0/vUxmGLglcKZmEDlv7bbFMgVTxzCrgzrMDnAnr9ljkrIWixlk69Y6ZRgJJEmC\n",
       "2YsOU1Oy7RHlMMOi4YRvOxJsw/+fidS5sdD6nTjMsmZHdrvDrNMYpjrMDkjTiKzDzOzh0FkLcKe4\n",
       "ST/NBHOUfBxmlRtY3rNky0zJFj2GCdGCuRkZDtkZ8X9X38ZD71Uwq0dFHKbZN8VKdtJP4zH7nUpo\n",
       "VSUKkYI0jWgMeWB1VpW+aoLpUlUPEp8qziMlW/En/XT1LNminyUbtc8R4FbgYaIF02U0nGCOhpat\n",
       "UqZgdntKtipjmL8Gs1RemqfHzMlwWUWokMusk2C6cY24St1pQw1T1ZTsB4H3g4kSRk3JZkuvpWQf\n",
       "jtjnKK0JZhsO0/wdmKfZNy6Tog4ze6qSMZpNkCX7d+CAiHVcShYqNI5ZJ8FMM4bpLzulig5zJzR+\n",
       "CtwFPDlinbxSspXo3cWQd0q2jA6DE40cA7jpR47L3UoyjIhiVEr2UuCT5JeSPRRYbV+7tl5GkOwV\n",
       "wSyxPZtB5Dy7J0fNJPphLOowOyDtGKa/7ADTYOpEhirgHCbAvQRPXvFRh5ktA7QdYMxsMHPb3O8w\n",
       "8BD5pghHkWvrhNk5zKiU7D3QiBPMLFKy49739baS/KjCEMvM0HLce+2jDrMD0o5h+stOGERuY6li\n",
       "ShYkmEb1yrJ2mG7MoxKVNYYRYCCnxyJ2EmDeCPx1m/sdQiba5BnAnWDuIBDMKJF26+Gt65OFwwwL\n",
       "Zg3GMM0RGU4wLIoqjGF6gmn6kBgb5zCdYKrDbBG/ESWNYWYhGFmnd7PAnQOIF8xevA/TXfc8XKab\n",
       "9NOOGE/Yv3ZwDrMIwdxuXw8gM2GjxjCdYOY0hlkZwWzlfJ8P7J1XQXJiELnGMfXZvAfMq3Mug+8w\n",
       "w27Tx493lXGYlShEClpxmFmMZ7kgUCXBDDvM0K0lZgA5N72Wkh1BgsAIklLMkkFgI+0F7tm0LHim\n",
       "HziKYgUTRKx2IvUrymFut69bEcxOUrIVF0zTAOYCc/IsTA4MsjuGmH5oPBr6/57k39bddfbHLtVh\n",
       "ZkyaST95OMwqpWT9HtdmpleyiOM3Z4F5Ywf7rLjDNH3IedlEPhN/OukwzCZ6nLkZBwBfI0jJFjGG\n",
       "uR3pfLn2FTWG2cxhhlOy7bRD322UOUs27fkeseu2en3LJumB5nPIvxMQNdknymH6k34q4zDrJphJ\n",
       "DnML2QTOKqZkk8Ywx5Bnfc7wxlYOIHrKdlqq7jDdOdlGvinZZj8p9xowR0b8YxatB9QJxLkU6TB3\n",
       "IGXdQbQgpknJ7mCqw9xJd6dk54SWdSFpBnI7nbxWiRLMKIfpT/rZRUViUCUKkYK0s2TXkY3IzUB6\n",
       "3nUTzE32c9c7mxexXkpMg/Ju3E+L75LyEMw0DvsZSMfz8tDns9so0wRyvWZQ3KSfAYKUbNStLEkp\n",
       "2THgPqYK5lpSd1xNv/1OnQTTiUrdBDONw9wW8XmWRKVk4xymP0u2EjGojg6z2a+VrCM7h/kg1U7J\n",
       "hh+P5wLgFoJyz6P9iScDyI8n76S6HasRJJhvo7yU7Dzkp+XCJPTWzTFgvh760N2GsojiHWbcGKaf\n",
       "ko2aJTuDqYLZasfVv70A6nFbSYUdprkGTNyjM6uako1zmP59mJWIQXUUzKIc5oMZbSsB0wfmnBQr\n",
       "pnGYW+2fK3cngukaV2XGDyLI22GmcdjzkfMcJim9tRLYL/SZu1YLqc4YZpqU7P1MdZittMNxwHjf\n",
       "r8MYZkUF04wABwHLYlaoimCuJxDMbajDzJy0T/rJ0mGupZiU7CLg001+49Lhet7QXDC3kL1gVqKy\n",
       "RuCCeV5jmIOIoDT7MeP5xDvMcZtyjGKR/fNx16pBtcYwc0zJMg484H1/gf1+HRxmm+N9Zg8wcaLW\n",
       "Ce53SRfH/N+NC0Z0gk2DYgRzHKkvTjDvJd0s2Up02usmmEU5zCJTsvYhxCxJWM/1vCFaMF0A3Eo2\n",
       "KVn/53UqUVkjcClZdy9h1vg98ohzYAaRoBkSTDOMPPjiYeLHkBcBC0JC7D8ZqKgxzO3EjmGaBsmz\n",
       "ZDtNybqgOdPub6l9X3XB3E774vJm+5c1i0LLMG5uQ9S5dS6vCIdprzfjwD2kuw8z47pg+uUugtao\n",
       "o2CeBOYdEetk6TBnIDNO+2xQzJOloWUcfko2agwzlJI1fUgAHknhXi1mIZiP2zeLkVRbyQ7TfNh7\n",
       "MHeYIlKyjxB/DlxnJOwwZyETsDYS70IWIqLqd2gmCHrVeT8azwlhszHMQeAxaDxi38c5zE5Tshvt\n",
       "vseQjuM9VD8lezvti8veyD2PWZNGMONSsrORjs9ITk/NcvgO04lnGQ5zOfAf6WOjkKFgmn4wF4H5\n",
       "Xg4iMxNp3LuA44BnRqzTakNthrtFZSv5PdjbkVYwW0nJzkAawBbknKR1mY8D/sr29CeRX6ko22Ee\n",
       "CxwR8z9/0k9eKdlmYz7zkXMcHsOcjQjmJuIFMyq4TSDnHIp90k9cStZPxxLxf5juMFtNyc5EjvUh\n",
       "+3oJ9XCYnQjmCmCvNr/bDJeSTRLMqHkJc5COy2byvbUk7DDd6zA5O0wmkaGPlq5Dlg5zObAK+eWB\n",
       "fTLcLsgEiZuQiz1q9+NhBpGDz+oGdt+tTYLJMzXbisN0FWirvJ/SE/RTsmNIEF9Ha4K5r/3uYqRR\n",
       "30b5k372Ib4+hR/vljUJKVnmAzcw3WGmFcyNTA1uc4Gb7eu8U7JLkbFDdw9l1KQfPx0L8bNkW3CY\n",
       "5gNg/HuDxxGxfJjgcYIPUH3BvI22BNM0kLaVl8NcT/wY5ijxM5CdYG4k37TsTHIZwzR7gzm5hXKs\n",
       "CC1TkaVg7g9cC1xtX2fJGuB6AsGYC8bv1Y8iQrGNjhymeQoYdx+cc2vfBm4Ac0jE+m8D876U2x4C\n",
       "c3TEP5Yija+FlGzDMH18LDzpxwnmeqYIphkAM1+Clvm70D728ZaTBIJZUkrWzEaOI04w83aYSSnZ\n",
       "ecAdSOrer3dpBfNapjvMm5FZo1HPde0Asw+YBd4HBwLXMX2WrL9Pf4YsxKdkH0QegD9mvxMzYc40\n",
       "gDOBk7wPnWA+hHTYHrSPbKt6SvY22nNic5G4uzCHTNwi4BoiHaZpIHH5BsoVzKhJP1nMkn0JEDVU\n",
       "F8dkaJmKLAVzP+BPwB/p7OkyUTjBdCfwPqa6TN9dtek0TB/wDeAMpqZkVwHfA14Z8aUTgRNS7uDp\n",
       "wAURsyaXAv9LupTsTu99+PF4vis+BHH6EYLJW4FvAX8BvCn0iwv7Ig1mX6qRkt0HCb5pHGZKwTSN\n",
       "YB/kIXsAABXfSURBVIai6Zf7IWNJk5Jda/98lzkLuT6biAw+xo1d/oEgjQYSTG9COkZR90R2wseB\n",
       "t3jvnWA2G8NMm5J9GLgCOJLmcwmWIMf7OO8zXzBXIeOXULrDjPqBdtMP5sdI+2g3JbsC6RTdT3Kb\n",
       "b5UIwTSfArMX0p63QON+yneYfkp2HWAixhJnI7EMImOQGQv9fN7hwOOazEoPswK4kd0O06Q65hYE\n",
       "08wB8zzv/RAYXyz2Q8Tyj2TqMM0E0gjdRICdwMVMFUwnFiGHaWaC+acmtwT4HIRUlBcSOMytSMP4\n",
       "FPDMqeJi+oAnAIemHDg+CQmI4fG4tILpT/qB6eOYfqfhbcBHmSaYpgH8JXAMcCrSsPb1trEvcKFd\n",
       "+inZsib97AP8Cpgj13Ia7cySPRHJGIwDn5Xtm+Ux6w6QnJJ1gulnPJIc5jwkMN3N7uBmBpAgchvx\n",
       "T91pEzOGdOysszMLEeG7h+ZjmOGUbJzD3IJcpyfZ9xuJ/sm1wxA3epj3mS+Yq5FgCqUKpjkUuBvM\n",
       "Eis4rhxHA6cAjwfuRG4batV0TCId0TvJfhxzEZLhc3VqL+BVwAuQTsqVdr1mY5gZCqZpSNZuCjOR\n",
       "lPsY0jZcOt6LZWYYiVG/9sobrgsfQK7RK+z7w5HMTGi4LpZJ4CJZmmXAfWD2bfoNWnOYfwt8UzZq\n",
       "ZgDnAT8F43qL+xM4zCxTsquB620achdwi7xnpbdOnMN8BfB2oicJhTkB+E+k570/EgS2AJchxwRT\n",
       "nfP+SOO/nqk95jhOAn6OCJWPJ5hNG58/6QemC6brNHwFeAricMIO83FIhf0t8ETgh8CT5V+mH6lE\n",
       "TjAnqYbDvMmWI+qnlBLuwzQrwLw89OHLkdmp/4l0Xr4KvDhm/4M0T8nGOUwnmHGzZBchQeN+Ajcw\n",
       "x35nHYHDzColezxwFbDG9sqtu2wYmo9hJqRkd//Q+lZEMI8hGB6JyvYcBnwdWOl1MqvoMM9Gjuv7\n",
       "BIID8CzElYNcp4eZ/qtBfWD+H5hTQp9/GMxrkLZ1G5LKz0Mwr0XSvQ1b3juAZyPn/gq7XtwsWSeY\n",
       "WU36+QvgJ2BO9D4bR2LTVmSs1Z/w5Xgy8AdoPOiV14tBZgRps6cD75PxS0aReHZ4yrKtQARzBWIi\n",
       "GkhsaEqKQGjeYTd2DvBF4HO2cDcg9xJ9Bsz3ETH5E9JjXRVz60cU/cgJWotc7D7gZOQkXYQ07uvt\n",
       "ujuRdMa1wEfAuLGOpQSCuQ+Yj9hynAl8EHg/mINj9j+AiMNRwLuRlMa/EjT6yySwmC8C30YeZ3Yo\n",
       "cqJ/g1z8vwPzu9B2l9ty/c4e0yLg9cCXrDDuRM7rXKRXuEr2Z76GdAp8ZiEO/n7vs83AOV4P7ljg\n",
       "v6Bhy2HehQj+csQdjwH/B3iXLcsEEhBeKT1pZiJB4FrgH+15WY8IcQkO03wAmRH9JUQ0LwTzJ6TT\n",
       "YZBzeibwL0h9PDaizp2NTI56EpIpaCDB463AJ5BOzCOyj8ip9AsIHOZrwTwQ+v9xSKpzLfAaMK9H\n",
       "Gv9CpKN1D/B6u+3HvO9NItfyfuBoMF+WJRuQc+4EczGY24AL7DGvIxiWSEMD2APpDH4WCYYfQa69\n",
       "C/zbEcfrBPNw7zyeiqSNHTuRjp37f58cV2MXmEuRToh7OtJW4O/BbPG+/zykPZ4gS/MgIrLX2fN2\n",
       "MpI9gnIEcwWYjyHjYW8FPga8D3inDcovAs5ChmjWIdf9/WDu8baxEumIvUCEE4O0t6ch7biBnIdn\n",
       "Ai+TTl3bjCCThwyBY70dafcfRs7n3wOfRMTpbfZ7u4C/BPNEJEu23n73B0hbeh6YdtLFM+x+1iGx\n",
       "72hEM/4dzDeRlLxL2T+MtK+77eu3eO3rRFsWxyPAaWD2sO8ngauh8QNb774G/B6Jta9okjFyNJAO\n",
       "7q+BTyOdojcB/wBmB/Cvskr0F5txMRIUFOUSxKkUwcVovVOEourdxWidUwKKjHeKoiiKoiiKoiiK\n",
       "oiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKkhZ9lqySFn2W\n",
       "rFIG+ixZpQzaqncm+3IoNaXIuqD1TnEUVRe0zik+kfWh1R8/7VLMi8Gk/QFiRVEUpeswczveQhbF\n",
       "qD7mBjAHlV2K9JjjwGT0q+jpd9ql+1KqjTpMpSDMg/Z3g0EdZlMGKOVHktvmA8gPXitKl2H65U9R\n",
       "CmcOMNxsBRVMYRARzbqwjHoJvKKk5e3Aa8suhNJrmAYpjFOdRCJPBqmNAJl+YAl67ZTuZA6aHlWK\n",
       "x8X/pnFVHaZQJ4e5EOinNgKvKC1Ro85rmZj9yi5BlzFkl03rngqmUKdGuswu61JeRWmFOrXFkjAL\n",
       "kfsElewYDC0jUcEUBqiPw3SCWZfyKkor1KktlsUICZNTlDC7Z7/G4RympmRTUKderTpMpZupU1ss\n",
       "iyGCAK8kYtYAFyWspA4zHaZBvRqpOkylm6lTWywLFczWmGX/mqGTflLi7vmqiwAtA7aiQUXpTlQw\n",
       "kxkC+vR+1dSkqVM66SclTijr0kiXArdTn/IqkZgBMIvKLkV6zAowRUw00THMZFIFd2U3aQRTHWZK\n",
       "Up2oCjEDWE99yqtEcyLwhbIL0QILkPt/80YdZjJDoaXSHHWYGZJqsLdCDKEp2W5gzP7VhRGKqXMq\n",
       "mMn0gMM0fw/miIw2lmbMVyf9pKRuDnMQEcy6lFeJpm7CMEIxjqZuz3Uug15wmEcBKzPaVisOU1Oy\n",
       "CajDVMqgbjMdRynOYWpnsDm9IJiDSCctq22lHcNUh5nAQGhZdZzDVMGsN3UTzKIcZt2cdxn0QEqW\n",
       "IYoVTHWYKamrw6yLwCvR1E0YdAyzOvSCwxwiu6cZ2ayFaSSs4y8jUcGs5xjmFjSo1J26OcxRdAyz\n",
       "KvSKYGblMNM4cnWYKamrw6xLeZVo6iaYIyT30rNAxzCTqVvMaoesHaa/bHcdFUzq5zA1Jdsd1C31\n",
       "6Hr7eZe5buelDNRhtoYKZobU7Uk/OumnO6ibwxy1SxXM8ukFwcx6lqy/jEJTsilRh6mUQd0E0wWv\n",
       "vMusY5jJ9Mos2axTss3qrjrMlNRoPMD0Aw1gO7Uor9KEujmpIlOy2hlsTi84TJ30U1FqJJgMAjuB\n",
       "XdSjvEo8dXOYLiWbd5nr1pEoAxXM1tAxzAypU0p2CBHMR6hHeZV4BqnXTzTppJ/qoCnZ1tAxzAyp\n",
       "06SfQcRdqsOsP3ULejqGWR16wWEWPelHHWZK6uowNajUm7oFvSJnydahLZZJ3epOO+SRkm12voZI\n",
       "YURUMOs3hukcpgaVelOnegeFOEzTQB1mGoaAx+hawTT9iDZllZJNk81J9StQKphyorZRDwFyDlNT\n",
       "svWnbi6hiJRsnYZHymSI7n48pqtjRd+HmXh/uwqmNNJt1KPyOYepk37qT90EcxTYQb7tRAUzHUPA\n",
       "w9Sn7rSKO66iH423BXWYiaSy4hVBHWb3UMeU7GbyDdIu21OXc1IWvSKYRU/6UYeZgjo1UhXM7qFu\n",
       "DtMJZp71bhB5KEcDjMameLr9F4vccRU96UcFMwV1GsPUlGz3UDfBHCV/hzmA3jaVBjeGWZe60ypO\n",
       "vIbBPAXMygy2l1SndNJPSur0MHN1mN1DXVOyeTvMR9D6nUQvpGQfQurcOcCJHW4vTYzPymHW5kkk\n",
       "7eIm/dTBsanD7B5cr7cuQW8ECWJ5j2G6+q2CGY8TzG49R0NI52wEmAfMiF/V7AnmoITtpRHMVJnG\n",
       "NA4zq5lKVUUdplIGNUqrmQZBSjZvh6n3GSdTo7oTxrwPTFK53fH1AwuAsSbrvgh4U8L2inSYmQ28\n",
       "VpU6jWGqYHYPg9THJbhU6XZ0DLMK1Dkl+xZgfsI6Ls7tAJbS1GGyAJidsD03SSrp570yua2kVwSz\n",
       "Dg20wJSs6QPz3Hz30dPUySWMImK5Ex3DrAI1TcmaAURPZias6H6VaTswQXOHuQCYlWJ7SbOK1WGm\n",
       "pE6CWaTDXAZ8Oed99DJ1EswRJHjlPeaqY5jpyKDumNPB7JNVgVLinGKSYLo4tz30vSjmk+ww04hh\n",
       "qqG5NC6l2wVzgPo8uKDIXysZB2bK+FXD5LyvXqRO99KNIJ3KIhymjmEmk0VK9izEvd2cSYnSMTO0\n",
       "jCMsmFk4zLRjmJqSTaCODrOIWbLjQIPmvTulferkMF1KNm+HOYCmZNOQRUp2FjApL83eYCY6LlUy\n",
       "rQrmDvs+qzHMQp700wuCWTeH+SjQb2cv5sV4aKlkS50m/biUbJEOsw7nJSfMiIhYLFl0tsbZLZj8\n",
       "A/DSDraVlnYdZhaCuZXkST+ZOMxeuK2kZg6zYcjfZc4KLZVsqZPDHEfEXccwi+FU4FNN/p9F3fEc\n",
       "JnOBOR1sKy1pBdPVg+3AA8SmZM0wkv0YthOKmm1PJ/1kRB1vK4H8e+HqMHPDNKiXYM4FNqBjmEUx\n",
       "HxlfjCOLMUxfMGeT7NKyoJ2U7B3EO8z5wFrkgRrNOvatTPppWu900k89f94LVDDrTD+SVt9OPerd\n",
       "HALB1DHM/JlAOikRmAYdTxgzDURgHgUzhlzfKjlMPyW7Doh4ko95FnAS8CByLLOB9THbc2LY7P5P\n",
       "dZgpqdMYpu8w807JqmDmh3ssXt4ClBVzgY0Ul5JVwYwVzN2dih20fy1GkXN8G7Cc4gUzaSKhL5h3\n",
       "xqx/DPB6RDA309xh6qSfDKnTGGaRDlPHMPPDv5+2DoLpO8wiUrK9PoY5AcyJ+YkzV3c66WzNQkTm\n",
       "dmAF4s6KEkwjS/NOMHHC6adk7yR6DHM+ol8PAptonlKOmPRjZoK5JrRPva0kBYPIhanDb/DpGGZ3\n",
       "4IQhbwHKCjeGWcRtJTqGKYLZR3Tq0hfMduuOE8w7gT0pdgzzQbv8ayDuZ7tcBuajwH8T7TDnA9cD\n",
       "99JUME2D6GG3pcBBNiUN6jBTU6c0kKtIUExK9kFUMPMgC5dQJC4lq4/GK4a5oaVPFtkJJ5j3IqLV\n",
       "R3EO8z5gERJXFsesZx+N17gUGrfJR9Me2D4fScn+A7EpWbMceC9BCtuvU4uCpeknmISnt5UkUKde\n",
       "rXvGIhTjMO9BBTMP6pqS1THMYpgAHiNaMEeR4N9JZ2scEZn7gDV2e0UI5gy7T/dIvjjB9DNpIM4v\n",
       "nJadD9wFjYeJd5hHAH9FdJ1a7C0XI+YgcRKeOsx6jZsUOelnFiKYOoaZPXVMyRblMOvSFvNkAkmX\n",
       "RgnmMuBu2roW5t/A7I+06YcQh7kGuXVjTs4PQoHAYbqHMqQVzC1MT8u6W0ogXjD3RFKvUYLpOUz2\n",
       "AO4ihWlSwazXvV9F31ZyN+ow86BuKdmiHKZ/W0kF2qIZAvOpAoQkjHvG61x56s8UJpHZrQ8jk2f6\n",
       "ozdhzrI39vs8DziZICV7HzLp5wHkvI9mUvqp5fBF3wmmq0OLpq8PRAum5zBNPyKQG+wHcbNk97RL\n",
       "F9/9uhsnmHVxmKavhIoJwbhJHXq1RU/6UcHMBzcWXZeUbBkPLiipLZoxMO4HiVcDrwL2K3D/Q0jM\n",
       "vRM4Dfh5aIVJ4DZobEPSiMsjtjEIfAZ4nPfZKCIgRzBVMPuQ7MFGMk/LmnnAnZ7oO8HE7r+VlKzv\n",
       "MOcCm6DxqH3fzGFC9C88LUIcqi+YiRqQsWCaOWC+aS9Oq3wWeEUb3+uUOv1ore8wNSUL2Dp3FphD\n",
       "yy5JC7ix6LqlZHthDPMo4MN29uQB9rMTstt8ojFwnZP1wFOBI0O3X6xAHCbILNE13rYbYD4EHIyc\n",
       "P/+G/72RscqwYEJugsmhiNC58+gL5lU0n/Szy3sfcphT0rEAtwKrIrazJ3Ieo4Y/FgNX26UvmAPN\n",
       "rk/WDvPfgNORStcqJ9m/oplBcb8AEoPpA/OKFA5bHeZ03gm8Hfhg2QWZihmJSKc5apSSNYNIDHiI\n",
       "3hjDPBJ5EtNhwIFIavSFYL4VXE/TB+ZiMHu1sf1/QWZ2xjGBBPkNwEJblsO9/08SCOafmCKYrEBu\n",
       "1zjHvj/Q+99KxK0uA/YCNkNjC3Jd8xRMf5lWMJMcZlgwfwccEXFb4J7Ab4gfw7zGLpchE4geQyZb\n",
       "xaS5MxFMMwbmn+xg8tOBTwDHpdiuv409gCXAsfmkZc0K7/UomJ+DWQpmDSKSt1Bur/Zk4HMkdzT8\n",
       "20pyHOcxDaRy30tpgmma/Qaez6lIgDi6vcyGyev4PgZcGPNQ6IqkZM3eYA5MWGkOkv4y9MYY5hHI\n",
       "mN4RiDP6BHAs8BTgFG+d45AxwZSYk8AcDLwQeFmTOOcLJsBPgCd6/59kqsP008UnIg8GeBlwKVMd\n",
       "5kq7/hWIc91sP7+XQDDndhZ/p936cShwHVMF83772rm7KKLGMBd7Y7IhwWw8aN+v9soyiPySyeXE\n",
       "j2FezdSULCTUvTYE0zwRzA+9wdzXIj387wBfAn4AHD99M2aiycU4BvixLU9ETr4TzHOBW8Acaz84\n",
       "C2kAb0Qq77dtz6JEh8mrkN7iy8DMkoYV+RAF/7aSPHvhY8gU6w2U5zCXJa9iliON5yKkx3ps8/Wn\n",
       "ff9U4EEwj0tctbXtzkEyLf3A+yNWKCklawaCSSKmD/gW8D0JRGYcTNQkDJcihJ4Yw+RIpPN6JOLQ\n",
       "foQI5zuB59t1TkOE57R0mzTjwNeBC5BnCA8TpCnDrEGen7oBSaF+AThVrpvpR1zT7XbdsMM8AfgG\n",
       "Mnnna8iN+S7m7gvcaI9tBYFg3oeMAW4Cviz7M68C82qv/P1TxdD0TX9Kj3kpcJc1P45DEU3wBXMj\n",
       "EluuB2bEZGGiHObnga/a4wk7TBBhPNJ7vxTp+NzKtDplGkx1mL5gNo2raQTiWDCXENz7cwRwGfAb\n",
       "MDciYvcq4NPAs5ELcASYH9kdDyJBdw1wu/1OmFXIhdwBfBPMAynKlZYnAB+w2/29fX8G8vM5jwDP\n",
       "suvtAD4JZgtSudYx/aLkwVxkfOGpSGrhDKSH+RCYW0PrHkzwo6o7gH8E83r7voH0qHYRBLhWmY8c\n",
       "+x+QBrUJWALmXNl8oXwRTNJxLAYulA6PuRD4KJhWfkH+CcjY+Xlgrmy3oBEsQgLt64BLwByOpNdm\n",
       "Adci1+k+do8pmfMz3Hccfcjx7rDHOo605z9IGdkbGARzGVPHj/yHWu+Q9XIr7/6Io9sBnAnmrmLr\n",
       "nbkASf19A/gVErhvgsYuWxffb4/9aOC5wPlgfoC4umYsQQzBKiRFuBPpqFwf+m4DCfqnIXXlOuA8\n",
       "4JVIzF0LrIOG+53I64HHe9fjOFu2vwB+CrwLuID/377doyYQBGAYfuMF0nkBSwurFKm8Q85j6VWs\n",
       "7KwCgbBpEryBNgELa0FsZVJ8s6yEgKRQQd6nXJbZYeebH2ZnKcda7py09ZT0bchnl13KZVXvG6de\n",
       "5YW0xYicyP0iE/4Q6EP5pBuPnmtd36Gs67UBMMvzyivJ/YGMLVvSBxZQ2jJaT2Tybu2Bhswhb/V9\n",
       "/s7gEphAaRc1j+R3mQ2ZoE+z2yMZ/ybb0w/kvAacWaydS2PDv7dXdac++HPn4CIazJ3iWrlrMHPq\n",
       "XHO8kyRJkiRJkiRJkiRJkiRJkm7oB+/0B/EaWR48AAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d7bfffb50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (3600, 128), float64\n",
      "Testing data: (2400, 128), float64\n",
      "Training labels: (3600,), uint8\n",
      "Testing labels: (2400,), uint8\n",
      "Accuracy: 74.8 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (300, 1536), float64\n",
      "Testing data: (200, 1536), float64\n",
      "Training labels: (300,), uint8\n",
      "Testing labels: (200,), uint8\n",
      "Feature vectors accuracy: 61.4 %\n",
      "Clips accuracy: 71.0 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Data: (6000, 128), float64\n",
      "Labels: (6000,), uint8\n",
      "Ratio: 4200.0 training, 1800.0 testing\n",
      "  75 (+/- 1.1) <- [75 75 76 72 73 76 75 75 74 74]\n",
      "  75 (+/- 0.7) <- [75 75 74 73 74 74 74 74 75 74]\n",
      "  75 (+/- 0.5) <- [75 74 75 74 75 75 74 75 74 74]\n",
      "  75 (+/- 1.0) <- [76 73 75 74 75 76 74 74 73 76]\n",
      "  75 (+/- 0.7) <- [75 76 75 74 74 74 75 75 75 74]\n",
      "  76 (+/- 0.9) <- [75 76 75 78 76 75 75 75 74 75]\n",
      "  76 (+/- 1.1) <- [75 75 75 76 75 73 77 76 76 74]\n",
      "  75 (+/- 1.0) <- [74 75 74 75 74 76 76 73 74 76]\n",
      "  75 (+/- 0.8) <- [74 75 76 74 75 74 76 75 73 74]\n",
      "  75 (+/- 0.7) <- [76 75 76 74 75 74 76 75 76 75]\n",
      "  76 (+/- 1.2) <- [77 76 76 74 76 74 74 74 74 76]\n",
      "  75 (+/- 0.9) <- [76 75 74 74 74 75 75 75 76 74]\n",
      "  75 (+/- 0.9) <- [75 76 75 74 73 74 73 74 74 73]\n",
      "  75 (+/- 1.4) <- [76 75 75 72 74 76 73 75 75 72]\n",
      "  76 (+/- 0.8) <- [75 75 76 77 76 74 75 74 75 75]\n",
      "  75 (+/- 0.9) <- [74 75 75 75 73 74 75 75 74 73]\n",
      "  75 (+/- 0.6) <- [74 73 74 74 75 74 73 75 75 74]\n",
      "  75 (+/- 0.8) <- [74 73 73 74 75 75 75 75 75 73]\n",
      "  75 (+/- 0.7) <- [74 74 74 74 75 74 76 74 74 75]\n",
      "  75 (+/- 0.8) <- [76 73 74 75 73 73 75 75 75 74]\n",
      "Accuracy: 75.1 (+/- 0.97)\n",
      "Mean time (20 cv): 23.24 seconds\n",
      "Overall time: 469.90 seconds\n",
      "\n",
      " -------------------- Classification, test_size = 0.5 -------------------- \n",
      "\n",
      "Software versions:\n",
      "  numpy: 1.8.2\n",
      "  sklearn: 0.14.1\n",
      "Attributes:\n",
      "  sr = 22050\n",
      "  labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n",
      " 'reggae' 'rock']\n",
      "Datasets:\n",
      "  D : (128, 96)               , float32\n",
      "  X : (5, 100, 149, 2, 96)    , float32\n",
      "  Z : (5, 100, 149, 2, 128)   , float32\n",
      "Full dataset:\n",
      "  size: N=149,000 x n=128 -> 19,072,000 floats\n",
      "  dim: 38,144 features per clip\n",
      "  shape: (5, 100, 149, 2, 128)\n",
      "<class 'h5py._hl.dataset.Dataset'>\n",
      "Reduced dataset:\n",
      "  size: N=149,000 x n=128 -> 19,072,000 floats\n",
      "  dim: 38,144 features per clip\n",
      "  shape: (5, 100, 149, 2, 128)\n",
      "<type 'numpy.ndarray'>\n",
      "Flattened frames:\n",
      "  size: N=149,000 x n=128 -> 19,072,000 floats\n",
      "  dim: 38,144 features per clip\n",
      "  shape: (5, 100, 298, 128)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=128 -> 17,280,000 floats\n",
      "  dim: 34,560 features per clip\n",
      "  shape: (5, 100, 6, 45, 128)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=128 -> 17,280,000 floats\n",
      "  dim: 34,560 features per clip\n",
      "  shape: (5, 100, 6, 45, 128)\n",
      "Feature vectors:\n",
      "  size: N=6,000 x n=128 -> 768,000 floats\n",
      "  dim: 1,536 features per clip\n",
      "  shape: (5, 100, 6, 2, 128)\n"
     ]
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFCCAYAAAB8Ye0uAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe8JFWZ9799870zd8KdPAPMHWACGRQQRCQJYsZVMS7C\n",
       "oi/muLvuu7qmXd017br6ml3TrnlFBVkVA2BAwZWsguScJsNk4Lx/POdMnVu3qqu6u2L38/187qe6\n",
       "+1ZXnao65/md33NOVYOiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKB5fAO4H\n",
       "rg19/iHgT8DVwLnA7Jjvfwi4DvhAG/s+BHhaG98rkuOAo8suRBPOBD5ediFCLAW+ndG2jgc2AVfa\n",
       "v3dktN2smWR6G+qEzwFr7Ou/b2M/ZwIPEpy3v/L+93Lgz/bvDO/zryLt/X3eZ+8AnpO+2JkwSbbn\n",
       "UlEy41jgMKZX0JOBPvv6X+xfFBuBRpv7PpPWg32jg/21w7uBt7b4nf4cyhHHy6mWYA5kvL3jgfMy\n",
       "3mYeTJJfkH+ojf28HPhYxOcTwM3AHPvnXh+MiDTAhcA4sITiz/0AKpil05e8Ss/yS2BDxOc/AR6z\n",
       "ry8D9ohY5zxgJnAFcDqwAPhv4HL790S73pHApXa9XwOrgCHgvcALkR7w6UwXp+uAvZAGdAPwZaQh\n",
       "7Qn8jd3H1fZ7Yc4BPui9P5NAWF5mj+lK4NME9eNU4PfAVfb4l9vtvNmue4wty8/tfn9qywLwJbut\n",
       "39r9HkfQu7/CnqcwceX4JPA7e/z+sR2BnL+r7H7cNpcCP0QcQ5zT9797GTADGAG+CFxjy3i8Xfc3\n",
       "wP7edy8GHme/8wX7/SuAZ9v/n4nUhZ8RnLfrvP+dG1O+s5HrehkSrOOEP6mD1I+c/2vtsbzJfr6P\n",
       "3e//Ar8AVtvPFwHfRc7FVcBR9vO32G1cC7zRfjaJZFo+a4/px8h5A3g8Ug+uAl7jlecAgut6NbBv\n",
       "qLwvAD5iX78RES2AvYFf2dcX2+3/CzBqt/WfgLHHG1Uen7iO5VMRQdxo/36C1Puddj99wCDS9t8L\n",
       "vDNiG4686o/xvjuJXLvf2z+X7Tnefv4D4HrgUzHHqyiZM0nzHt35wEti/uf3fr+GiAqI0P3Rvh4n\n",
       "cF1PQUQVpveC38VUwbyWQDAfRYQX4BTgM/Z1ny3fsaFyzQdu9N7/DyLg+yGN05Xnk8BfImJ/BxLs\n",
       "QXrdrkxv8bZzvl0f4Cwk8IIE7PMIGu15BI17jOmuM64cAHPtsh+4CDgI6WDcjARRELHsR4LNzcg5\n",
       "HgZuA5aF9hX33bcCn7efrQZut9t4E4FQL0ECEsD7gZfa13MQsRuzZbiT4JxNEtSnuPItBW613xlA\n",
       "gl+UIzoOWIcIz/8wNRA7Ho+IgGOWXf6MQKyeYN8DfBN4g33dsOs/Hgn8o0hgvw441B7LLsSBue+6\n",
       "c3AN8CT7+oP2PYjwu/YywHRBW4R09kDawmXI+Xg5QTr0IkRkYLrDjCuPz8uBe2yZvk3Q4X0r8HZv\n",
       "vXcQtLl/Q4T5zcixf57mFFF/Ru02AVYiHUkQwdxm1+1Drv/zEsqrpCTrNFEv8Xak9/m1FOs+BREC\n",
       "xzjSIOYAX0GClyG4Hq2kV28nCDKn2L8r7fsZdtu/9NZfC9yCBMqbkPGgS4HXIcHxf+16I8B9dr1f\n",
       "2P2A9L4dfhmPAk6zr/+LwMUaJDC53vGvkQD0VcRh3R06npNC5Ri15QBx3a9EztMSApG4F+llAzzs\n",
       "7fdnBEH1j0gQ8fe3Oua7xxCI1A3Isa8EvoUEoHcjzt+NR54CPAv4a/t+GOnQGMQZ+OfMJ6p8C4BL\n",
       "vO98G8k8hLkCcfFbkfHu70WsdzPizj4GXGDLPhPpsPhjqUN2eQLi7rFl34wI37lIEMa+Phbp1NxK\n",
       "IIa/t+Wfbf+cI/xPgvH4S5F2s4fdzk2h8t5vyzfTrvM14Mm2DN+JOAdhosoT5ny73V3A/0GyMycl\n",
       "bPfN3uvz7PfejojzT5guoEXUnyHg/yHzHR6123dcjnTAAL5O+vOnJKCC2R5nAk8nuaE5Gojw7Ax9\n",
       "/kkkaD4XcXAXx3z/Eaamz/2e+ZbQuv+MpKWa8Q2kwV6PBC7Hl5k6kQLgmQnb8okT+a3e6w8g6aJn\n",
       "IOL5VCSo+ESVYwXScz8cmezyReQ8GOLZ4b1+lNbGUKOO5R7E1R2EnL9zvP/9BVOdO8g1D1+fZuUb\n",
       "YPrxxJ1T3139EKlLE8B67/ONSFA/FXiVLfOb7OeHxWw3vD8T+qzhlTFc/tGE7X0dSZk/E3HF5yCO\n",
       "0edSJENxAyK6ZyMC/xaSSVMe//z8B0HH7m6C1ClIZ+Tnoe8+B+nIjSMdkRcCP0I6f9tC6+Zdf96M\n",
       "dPb+EqnX273/+XWoQfM2orSAjmG2zqnIOOFzmFpJm3EhQaoLpFcIkvK6x74+y/v/ZqRROm4jSEM9\n",
       "DhGPKH6MzPqbYd8vQxxLmO8ibvDFiHiCCPfzvfUnkF7ub5Fe/qT3OUjA9st4KfAi+/qliCuNYh/g\n",
       "D0ig+h3B+JkjrhzjSPDYjKTunoYEghsQt3m4Xd+luaMCVvizuO/+kiBFtsru34n6N4G3IdfOjUf+\n",
       "mKnX14lRq2NHBjknxxGkZJ9HdMBb5G3/SPt6fWideXYb5wL/YMv1EOLEnu+V0aUxfwa82r7uR47x\n",
       "l0hdcSnZ0+xncce2CRFkNwThp0X3tvv+OPB9RDjC/BJpX5cgmZITkHb2UMS6u2i907/Ye/1sguGR\n",
       "CxGnNwdJ/Z+MXFfHIDKu+kHkXLhr0m//Fz6GvOvPLILMyxlM7QweSZCSPZ2pGSalA1Qw4/k6IgKr\n",
       "kHEEJ2gfR1JGP0Ea9Cdjvu8HuTcgQflqRCxcz/KDiCO8Aqnw7jsXIenGK5GJEN9BhOM64LVMdWT+\n",
       "fn6CpJt+g6SmvkX0pJqNSKDYiyD1+Sdk3OZCW84LkeCyFklBnYtM4vi6Xf98xBm7ST+vR87R1Uiw\n",
       "cJNDwmV8IzIOczXiuH8YKltcOa6x+7oe6dG7lN8upKf/cVs+N9nDMF1owu93Rnx3GLmmfXaf30DG\n",
       "vXbZ7/y3/c63vO38IxI0r0Gu0Xu8/cWVIep/IB2o9yNptV8hArM5Yr3nI+fxKuCjBJ0Vn2VIXXIT\n",
       "Y/6v/fyliHO7ypbXTTJ5IyJQ1yD1Yj/73S/Z8vwWmYR0dehYwsd2FvAJgqEB9/npdn9XIhOAvhJR\n",
       "5l/Zcv8CmWBzB8G1DvNZW1Y36SfpeoO0xeuQY38dki0C6Wz8I9JhuRy5hn4q9DXIedhu9zlGcJ7C\n",
       "16eI+vNJu92rkE7nw946v0PStX9Ehl++F3EeFEVRugKXIRhAxsyKvt9PqS/HI51ZJQfUYSpK9Xg3\n",
       "4sKuRRzC90stjVIn4jIXiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIo\n",
       "iqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIo\n",
       "iqIo3Uoj4f8XA8cVUA6l+lwCHF/Qvi5G650iFFXvLkbrnBLQVr0z2ZdDaR/zQTB7lbXzLt2XUm2K\n",
       "qgta5xSfyPrQV3QplI44AVhediEURVF6ERXMejEIDJVdCEVRlF5EBbNeDCCiqSiK0gOYU8GsKrsU\n",
       "DhXMeqEOU1GUXuJlwJPLLoRDBbNeqMNUCsY0wIyWXQqlZxlG4l4lUMGsF+owlaI5DPhB2YVQepZh\n",
       "KmQSVDDrhTpMpWhm2z9FKQMVTKVt1GEqRaN1TikTFUylbdRhKkUzgAqmUh5D6Bim0iaDqGAqxaIO\n",
       "UykTdZhK22hvXykaFUylTFQwlbZRh6kUjQqmUiZ6W4nSDqYPuV4avJQiUcFUykQdptIWrpdVmcqj\n",
       "9AQqmEqZFCSY5m+sKWmKCmZ9cIKpwUspEhVMpUwKEEzTAD4AjCWtqYJZHwZDS0UpgkGgH0x/2QXp\n",
       "HcxyMGeUXYpyMRNgXGct7zHMfqABJD4CsosE0ywB8+GyS5Ej6jCVMvA6amZeqSXpHQ4DXlp2IUrm\n",
       "U8CzKCYl62JqTznMvYCnll2IHFGHqZSBq28HAz8tsyA9xBDaMR4HJhCNKkowe8lhdn0lK8lhmoXF\n",
       "7k+pGC5YLQBmllmQHqLbY1kahhHBBBXMXOj2SlaCwzSzgOuK259SQVx9m4UEMSV/uj2WpWEEmGtf\n",
       "5z2G2ZMp2WG6u0GXcVvJDPSXKnodXzB7PYgXhQqmOszc6fZK5irNkNwvZBoF7HPU7q+IfSnVRAWz\n",
       "eIbRc+07TJ30kwPdLpi+wzwXeGIB+xzx9qn0Ju7az6a7MzhVYgg9177DLColm+gwK/OMvgzolZTs\n",
       "ENLzKmKKvxPMbj6vSnPUYRZPt3f+0zAMzLGv8+6wu+33Ykq2a9OH/qSfMYoRMRVMxRfMgTSPD1M6\n",
       "RgVTU7K54w66m1yzj+8wZ6CCqRSDn5IFDeRFoIIZpGQfQSf95IIL6t1a0QaBbQQOc6T56png9tGt\n",
       "51RJxnXUZtml1oX8UcGU2DMbeJgKjWF2k2C6g+5WNzQAbEUdplIsfkoWtC4UQY/PkjUN5PgbiGBq\n",
       "SjYHhkLLbmMQEcyMxjDNGvlJm6aoYCphwcy5fZlBMN06rJKWIXr7gfd+HduCpmRzodsF0znMMaQC\n",
       "dZqS3R84NWEdTckqg8AOihvDfAfwhpz3UXW6PZYl4ce2IlOyPeUwh0PLbsM5TBe4Oj3OUZJ7VOow\n",
       "lUGkl19USnYCWJTzPqpOm4LZNY7Ur2NFpmTVYXYRzmGqYCpF4gTT1ZW829cogTj3Ku3GstvAJAb9\n",
       "GjACbLSvixLMh1DB7CrcLFl3n2mnIjZCclpXBVNxgunIuy6Mos8vbiOWmT5gD7rjF2WGgQ32dRFj\n",
       "mIPAJno0JdutgukcpqPTMcw0DrMoV6FUFzcU4CjCYfa6YLYTy1w8sEHffAfM3Ni1q80wUud2UNwY\n",
       "5mZ61GF2qxsKBy5NySpFEHaYmpLNn3ayZWOh5XHUdyx4BBHLLRQ3S3YjPSqY3eqGwg5TBVMpAl8w\n",
       "t6Ep2SJIiGWmAebY0IdhwZxBihRjRRkGtiPxrijB1JRslzGIVCJHESlZva1E8QVzM5qSLYKkbNky\n",
       "4Puhz1xbHrOzZUcQ0UyBeR2Yp7RYxjwJO8yBnJ8R3rMO8xG61w0NALuAnWTT0x+RbTa9SXwEGUPo\n",
       "1nOqJOML5iY0JVsEQwRP9YpiFtPF0HeYo6HPkjgKOKiVAuaMc5hb7PJRIM9bZnrSYbqpwd3qhgYR\n",
       "wdwFrCeblCw0d6ojSEVSwexdwoJZREp2Vhf/6lAahpCOalwsG5f/Gf//vmA6MU3pMJlJtWbXDiMO\n",
       "00382UW+admedZjdLJgDiIPOWjCbVRIVTKXolOwYEpeqFMCLZphkwYSpgui7yvB4ZhJVE8wRAodZ\n",
       "lGBuoscEM6mS1R3nMHci9yhlMYbpL6MYoZggqVSXMhzmTno7LZvU+XeC6YtcSodpXgfmNaGnAlVN\n",
       "MMMO8xGm3VpiDgbzhIz2524rGUnKbHSTYLo0Rre6Id9hbkAdZkGY1T2eHixj0s999PbEn04F058p\n",
       "G+YlwIeY+hzpqgmmm/RzHnAV0Q7zecDLMtrfkN3fDhJcZrcJZjenZH2HqSnZ4rgAeVB9r5JCMLPq\n",
       "UJgGUufuRwWzWec/rcOMSsnOAa4H5nufVU0w7aSfxpegcTXRgjkbee5wFgwicXUzwbmNpJsEc5ju\n",
       "FszwGGanKdkRu700k3669ZymYQKo6xNTssAJ5iN2GQriZhi4M/1PcplJ+QmvSEaQwLURTcl2MobZ\n",
       "bNLPbOB2pnZIqiaYzmE64gRzXkb7GyKod3OardhNgtkLKdkUDtMcI/n9REaR1G4zhzmK9Lq69Zwm\n",
       "YPqQhtm0EXU5AwTT+3cyPYhPIPcFLk25vS8BJ8b8bxS5ZWoTve0w0076CTvMx0ie9DMHEUy/To9T\n",
       "LcF0t5U4IsYwO3WYpl/GcoFAMBPrXbcJZjc7zEHSjWG+BcnvJzGKCK+mZOOZibSRHhVM00Duf9tK\n",
       "vGA6970i5UYXMDUd6OMEczM9K5imH/mBhW20LpjraeowzSDSlu9h9/k1Q3Y/BQmmebbtiDbDTfpx\n",
       "5OEwFwMft2XpRodpjgTzwiYrdPssWecwk24rORIJSkmoYCYzN7SMwLwBzNGFlKZ4XCdtJyKYO5he\n",
       "F1wvP61gziM+0PkOs1dTsi5476C5YD7GVJEbBdYROMxNTE/JzrafbyAQBrdOAYJpGsC3kYxEM9xt\n",
       "JY48xjDnIfo3m+4UTE6kuXPKwGGad4BJm1oqGhe8tgIPEDn2aBYjP/GzMMX2WhHMbu2EJDEntIzi\n",
       "aUgnpRvxJ5pto2OHaRpIkIsLdE4wNzZZp9vxZ2w2E8z7me4w1xI4zAeZnpJ1gumnHmci17gIh2kf\n",
       "uJDYoQ87zLiU7Jz0Y+fTmO8tu1IwF9JcCLIYwzwTOLSD7+eJc5gvAS6Rj6ZVliOQTkNawUwaw3T3\n",
       "Yfaqw0wjmEn1ss74gukcZtQY5qPAZIrtzbDbTBLM++nec5qEC95RnRPHOHAvUx2kL5hjiGCGHeYc\n",
       "RBR8YZjJdPHNiwWhZRxpJ/0Y2h8umectu1IwFxH7czWmgZzQDlKypgEssX9VxDrMxr3QeIzo9NgR\n",
       "wE9IrJCmHxHgjcTOkjUDyFhKN0+kSqIkwTSDYM7Mdptt4QTzz8DnkKASrgtzgT+SLiU7L7QM4wTz\n",
       "PmSMqQcwy8Ec4n3gC2az20rupSWHaSaQehzlMB9Ebto/Bkyez5RNK5jhST9xgnk3u+uSORjMS1oo\n",
       "S1gwd9Flk36aBSZ3wM3SGEnMRCpYwQ3VNMCcnGJF5zAd25kudquAX5AcwN0YwTbiHeaI/X8n57Tu\n",
       "zEFS4DGCaRrIuc76dwfXAJ+qwAMTrGA21kPj48TPkr2CdII5EVqG8R1mXX/LsVX+Evhr7/0w6Rzm\n",
       "fTQfwww7zB8Bz0A6yWHB3IzU8zcDL27/UBJpRTCbOEwzgnTmPcHkZOCMFsrS9SnZRcBEzD1cLu/f\n",
       "rFeWxJKpS7Nn6OHGebEEuBBM0xtmCcYwHVEOcy/gSuTh1c2evegC03biBXOMYGZkLzvMW4lvRG7C\n",
       "QBsO0/SBievNLkc6LGWnJZ3DdETVubnAtcBCe09mM+Yht6iowwxYbv8craRkWxnDXAk8ARHLcEr2\n",
       "Yft3QKgsKTFzvVs0mrEwtIzDxR5HeAzTjcWuI+h8hc9jEvOQoYSuTckuRE5c1MlOM7MsCddAnXD+\n",
       "F/DcNrfVCvvaZdLTZMIOMyp4LQduQybzNJty7QJTyGGamWBeYd9MIvdrRe2nV0gSzEXINWlH2J4J\n",
       "fDfmf8tDy7IIC2acw3wAqSt7J2xvAriR1A6zLIdtloL5QkE7m2Tq+G9WgvkAux2mmYPU4UOZ4jBN\n",
       "g6mCuRLpdLfKE4H3pFhvgd13ksOcROqTI5yS9QXTxbm95C91nZkH3GKX7kk/eQim6ZdbPIrE9CMH\n",
       "9meig1OaNEYSS9jdszUN4ED7lzf72GXSvhIcpnGzz+5BGkuzIB4jmDwJ+Ki9N2k1cMP0/fQUc5EO\n",
       "SNxtJQuBP9Fe+vBI4JCYBu6CVtUEM6pDOheZPPZnZEigGfOAm0h0mA2X/Sjr/te3AWeJc8qd5cAy\n",
       "LyOUMEvWNJBbbsKCOUr8pJ9Ju7S3mzS2IxNmRpgqmP20V+fWAPPBJN0XuQD4A00F0/QjMfFG78M4\n",
       "wVxP0PnaCzm+tLOr5yN11k/JbiIHh3ks8NPQ0+7zZgLJs99NdHBKM1CexGIknbkECYQTFPMM0X2R\n",
       "nk3SYHvSGOYewL3QeARpLM0E0x/D9LdxCNLI9maqYPbyGOZtxDeihUgvtQ9M2t8edByG1LGo67Qc\n",
       "6fS009vPkiiHGZWSXY8EuCTBnEDO13hM/HAdOZDOawnjmGY+Mq74Z3L/UWXTB+yJdDjcvYlJDnMY\n",
       "Ebv1TJ8l68YwwynZSeR8gsQaCMYxfcFchzj7Vn9Kaz+7XJ2wXgrBZDnwIDS2ep+lcZjLkU6EFXyz\n",
       "D5i32td7gflkaD/zkPgWTslmPunnWCQlkObxa1mxCEnTxE03T+qVpbm3cgnyZPzFSC5/HcUJ5g/o\n",
       "2GGynCCN8QDNK2WcwzzE7uMQAsHswjHMxPFih3uM2OyYp5O4epnk6KM4DLgDqWuuXCvAfBO5lr8g\n",
       "V4dpnggm7hF1jrQpWecwVyZsbwIJ5HE9eV8w76ecccxTkHN/CZkKpumLyCYsRG4Du57gWicJ5rj9\n",
       "zsPEp2TH2C2MZggRzJ/a9TZ6yzlMFcybkfOe9GCBMGuQdrImYb0FyIzqZrHJxR2fuDHMm4CDZSiJ\n",
       "UeD3BJ3MFwHvtOL/bOAcO1PYESeYuTjMu+yyQ8zzpSeQyEIkKD1AssMMVTJzJPJw6H2nfw2kQplL\n",
       "gacjF+BR4ChExCZTTGTolH2A7wEHJTwyKmkMcy8kAIOcp2bBJk4wD0V+neNQujYla56C1Ic06bY5\n",
       "SBDaSvR9agsJOnItuCGzCHH2P2SKYHImcDpwOLsFM8q5mskMxvc+BHw1ofOQNiW7nvQp2XVMG2M3\n",
       "e9tgVgGHySnAj4FryNZhfhV4V+izSURobidIm/rDS1Ht7nBkXD1KMDchs0fd7O6t9vMVSPZsg10H\n",
       "gk6LL5iuLPu0+ECANUgMy0sw4xzmj4Dj7X7vQLJBruNxKlJXj0Ku6XamPsN4vt1PS7NkU5wU41+U\n",
       "fluAdwLPBrMWuAjp8RyITI/+V6SyJXEA8BXgOntbxXyCH0cOsxdBYNrD3m+zP/Axgmn/rpLNAnMo\n",
       "cuF3AX+HpIHeBubNEdt+BeLyFiCW/l5kivL37LHeAOZ/5PsY73sN5AIMAhcij6qKYk+kMVxmyxdm\n",
       "X6Q3exPwVjCfitnOMFMd5nZgrnd99iVwmP8DfAbM+Ugl2GXL58o/l0Awx+02RpCG9V5keva+SJqt\n",
       "n1IE00QJVJgGMuFgDPgZ8dfA5x+QOvZuMH9E6t3XkU5GmAmCG72XgQlvfxmSlXgAOBTMXQQ9+Gac\n",
       "jdyKcR3wBNuZexD5fb8fIE8P+i3wfmA9mBcAP7ffPRn4DvC3YD4ds/0+JHC4cZ4+JPhvRerZKqRO\n",
       "/gz4PJhXE9TNxUj9uAEZKws7zFHv2jSYOoa52o5jTSKd6i1MZaEtz3qkHd+DiOKvkTZ6uT0PUMpM\n",
       "WTOOBNd/RK7tWfaxhzcRCPks4ASkPd8XsZEZwKuRGHih/ewA4CTZtrnSvr8NiR2329cr7XmdRRDL\n",
       "xiLawduAjyICN9t2vnbJumxFYvEy5NxvQc75PkiMuQHpAILU0wuQa/hOu721dr//DfwBzGlInGkg\n",
       "dfEw5LYTN97Zh3R8+pEO3tmh8s5GdOFq+52FSEyZYTtIrs4NIKJ3rz03Yf2wTyLavW07eaixAczl\n",
       "wDmIYN4hx2qWIJ3+TwOnAccB/wY8DcyP7P5mIo7aCeYuJL4OiyuN7o8m9VIvtjtTlEuQ3lwRXIzW\n",
       "O0Uoqt5djNY5JaDIeKcoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIo\n",
       "iqIoiqIoiqIoiqIoiqIoiqIoiqJkiD58XUmLPnxdKQN9+LpSBm3VO5O8Sp1o6TfelKkUWRe6rN4p\n",
       "HVBUXdA6p/hE1od2fkC6ztwJpr/sQiiKoijdRxf1ukw/GANmpOyS1BR1mEoZqMNUyqDnHeZAaKko\n",
       "iqIoqeklwRwMLRVFUZRKYuaDGSq7FGF6STDVYSqKotSDTwDPKLsQYXpJMLvIYZqPgTmk7FIoiqLk\n",
       "xBgws+xChOklwXTOsgsEk4OBPcouhNJLmFlg3lB2KZSeYRAYLrsQYXpJMJ1QdkNKdojuEH6lPuwN\n",
       "vLrsQig9wyBQuTsaelEwu0FoVDCVotE6pxSJOsyS6aZJPxq8lKIZsn+KUgQDqGCWijpMRWkfrXNK\n",
       "kWhKtmS6yWEOosFLKRatc0qRaEq2ZNRhKkr7aJ1TisQKpnkPmKeXXRhHN7ittHSTwxyiO45DqQ8q\n",
       "mEqRuJTsEuDuksuyG3WY9USDl1I0mpJVisSlZMeo0GSzXhLMbnpwgQqmUjQ2q2GSfnReUbLACeYo\n",
       "KpiloA8uUJT2cUGrG9qPUn0GkJTsGBWKdb0kmF3iME0fciw1Pw6lZnTTkIZSfTQlWzLd4jA1cCll\n",
       "MBRaKkqeuEk/mpJtD3MgmFM72EC3CE23HIdSL1zQ0nqnFIE6zA45ATi9g+93y20lGrhqhVkEZkXZ\n",
       "pcgA7agpReJP+omoc+ZFYM4puEy1EsxROnvyQ7c0eBXMevFS4C1lFyIDtN4pBWEaQD/BpJ8oh7kK\n",
       "2K/IUkG9BHOMzgRTHaZSBiNU8JmYbaD1TikKV8eajWEOU8Kj8+okmOowBQ1c9aKUhp0DWu+UonCm\n",
       "ZrZdxglm4R3RXhJMdZhKGXSLYHZLh1OpPq6OzQ2991GHmUCnKdluafAqmPWiWwRT651SFIPAYwTm\n",
       "Rh1mG3R6P06LDy4wrwCzTwf7ywsNXPVCBVNRWmMQeNh7r4LZBlmNYaZNyb4QOKSD/eWFBq560S2C\n",
       "2S0ZGqX6pBVMTck2IatZsmkbfFVnN2rgqhfdIpj6pB+lKAaBHcAu730YdZgJZOEwd5DeYVZVMIeA\n",
       "R1HBrAvdJpha73ZjTgFT90mEVWQQEcsdSKxTh9kGWUz62Ub6Bj9q/6rGELAFDVx1oVsEUzMb0/k8\n",
       "sLLsQnQhA4hgbgc2UtgYplmStEadBDOL20q20R0OcysauOpCtwjmEK11OHuBGZTSqTZzwVxf/H4L\n",
       "w3eYmyjEYZo+4EYw483WqptgdjJ+0qrDrLJgqsOsD1WtR62i9W46JQkmc4A9SthvUQwCjxAIZhFj\n",
       "mPOQ6zmj2Up1EswsJv204jA1JatkQTc5TM1s7Mb0EzwcvGjG5M80Sth3ETiHWWRK1qVjx5qtVCfB\n",
       "tCnZtiuJOsyWMQvz30fX0y2COYh21HycEylLMBt0R72KooSULEvtsun1rJtgNmjp0XZmDMwv7Bvn\n",
       "MFM0eNOg5wXTLACuyXcfPUG3CKZmNqbiBLOpI8mJsdCy2/AdZjPBzDI+O8HsBodp+gkcYivBZwI4\n",
       "yr523095XeX5AAAgAElEQVQjuIPIualiSraonv5sYKEdDFfaxwpm7dNnTVKypum4T5dSpsMcDS07\n",
       "xMwCU6VOne8wNxI/hjmYYXzqJsFkFBG7HbQmmDORkzpESw5zd8+lhx0mMxBHPyvn/XQ7w7ScGakk\n",
       "rqMW6u2bYeDOLugQtErZKVl/2SkfAM7IaFtZkNZh+stO6aoxzHYF01VqK5xsJV3gco2glwVzpl1O\n",
       "5Lyfbifrhl0wZh6YM4mvd+PIr0pkFLzNsO3gVp1uSslOAPMz2lYWuPswncOME8xHaTtGm34wr/Q+\n",
       "WGq31xVjmGOI2O2gtVtLZnrLdhxmFVOyRc1WdAFhbtO1lCRcw66pYHII8BaaC6a/7JR3AK/PaFt5\n",
       "4mJLNzjMcYLfnqwC7raSJIe5ifbb1XzgE977pcDt9I7DNPPA/HXow7DDTDuG2aMpWTMHzNvtGxcQ\n",
       "VDA7YxjYTH0FcxbiQOLGzl09yUowFwF1mJ1dhZRsVvueSfUEcxfwLuBcoH/qWKXpR7RrC+3H6HHZ\n",
       "z+6x26XATXSJYI6RnJI9EHhl6DPfYbZyW0mBKVnTF0oNJJFnSnYVcI59rQ6zY0wDuV4PUW/BnEey\n",
       "w8xqrHsO1QrecZSZknXxqZsd5i5o3ACNjcBOpta7YUQLWp0E6jMrWJoG0lG7hS4RzFGClGzcCZrH\n",
       "9IselZKNcJjm38Ec4X0wgvRwiug9zgU+08JsryaCaZ4N5qjpn7dUFncOVTABMKs6mNAyRDB5IUXD\n",
       "NoPyQO9KMY60h5lEDwVknZKdQz0mmuXoMM3xYD7XZIWsU7JVdZiOXUxNyzrB3EH7psYTTOYg2rCR\n",
       "LhnDTDPpZx5y4D5RKdkoZ/YC4LvyjEZALsIGiknJziH1bNTdjmWbfd8fWuG5wIkdlGUuMG7FWyf9\n",
       "yHn4DbB/mxvwG3aanvD+wH+0ua+8cPWyQfOUbAciZ97qdRRmU63gHccMJEbk0ak+BTigyf/zGMOs\n",
       "UiclLJg7iRbMlB3RSPyO3nzgQaRD2BUO00362Un8CZqQ/xlf5FxjnkHspB/TQE7YvcDB9sNRpLdR\n",
       "lGD6y2ZcBDwROQ+7mB685iIdh3aZiwTGceSc7aS3Heb+SL1q95y2Kpid7CsvXGAxSIDKw2E+iaDt\n",
       "1clhriWflOzRNI8HY8j16BWHGZeSbcFhmvDx+Q5zAV0mmL7DjJsl6wKNf2LSTPqZiVycWwjuxXEO\n",
       "s4iUbCuCeYD9y1MwQc7hTOAuelswj7XLdl32MCIyaXvCc4FReUJVZXCBJa7OZeAwmU9wjus0hrmW\n",
       "zGOEGQCOpHm7GyOz+GT6kGOp0jkfQGbJOpo5zBSCaQ4CLg596Hf0FiDXsisFs5nDhKkXfibwGM1v\n",
       "K5mHnKz7gMX2syJTsq5hJAimmUlwr9Qu8hFMV4bZSCO6ExXM7bR/DlrtCbv9VMllhgUz3GHNwmEu\n",
       "YGr7rVLwjmMG4kqy7lQfZLc7F8wKMO+OWGeU7NytMxVVOuetjGGm6YguJXiSj8N3mC4lu40uGcNM\n",
       "M0vWBRlfeGYiJ6KZw5wHrGOqYCakZM1zMpyckdZhLkfSMFCcw6yJYJo+2zPPmqOQNHi7DnOE1lOy\n",
       "EHsNzb9HjFvnzTjSPpo5zB1k4jDNCHKeejkluz/wW2Ro5ChkfkWYsQz3PY7ESDd3oQq0MoaZpiO6\n",
       "AJgXOr6uTslOAOtJFsydTE/J3keywwwL5gi7nzARWYmeCTy15aOIxgnlPDC3Nnmm4yRwuX3dTDA7\n",
       "maTjC+YMJCVbh0k/ZwP/mu0mTQNYBlxFNg4zbUoWIp+6YsaBNzC9p9wh5mww72uywizkhu5dTB9L\n",
       "Agm499C2wzT9SB2bQNrCeoKp/lUmp5Qsi5H5FBuA1QQxyWcMiVkdCKbZC8woEhs3ImIxs/l3ssCc\n",
       "n+LZw1lP+pkP9DPVlIwjaV836SfLlKwZBPP4dOvmwlKkUSalZG9jusO8n/QO0x/DbOZol3jrdoor\n",
       "7ypEFOO2OwlcgZyHCME0Q0gj7tRhrqV2DpN9gX0y3uZcpA7cQ2djmFk5TFcv9mqzLHHsZ//imIW0\n",
       "q2YO8x7ad4XzEDc1gdS7dUggrPoD3fNKyS5CYtEGYA3ivMN1JwuH+Sng+YhgPIw8NWe2PLjEvKmD\n",
       "7TbBjCBmY3nCillP+llgl35HdBZBvc3cYZ4IXCJP08kKMxTfizTz5akzu1mC9LqSHOYtTHeYTjAH\n",
       "iL6PbD5THKY51n7mJmtEXZCsBXM9wTTyZTHrrUAC10eBPzM9eM1FeopzAldsFoPZs4WyzLX78Mcw\n",
       "qzSeFkfUGEUMqX+VwfX011Osw9xA9HM98xLMZcTXOZCAehvxgtmiwzQzQ+1+PtIxcQ5zI7uDd6XJ\n",
       "02Heh5yHNfazRaF1nMPsZN/Lgb2R6/YQ8jSqWUgcOnD66mY+mIjPW8LVsz0S1ks7htmKw4RAOEGO\n",
       "+24CwVxLhmOYK5CL9MaU66fhXODUmP+9E3ir9945zJjbSkwDCey30pLDNH8EDmOqw/wG0gvahlyQ\n",
       "qBOYtWDeRrJgTsp6jQ9B406iBfNB5F45F2zeBPx9C2UJC+Zd8rGpustMCvoWswa4MuU2XeDaQC4O\n",
       "04zY8iCdGnMWcv5vpBDBNG8E8zaSz51zmHETzZxgpnWY5wFP8d4vQI7ZF8zN1Ecwsx7DXIzErA1I\n",
       "1sl95pPFpJ89kbg+kykOk72QWBPm1cD7023aNGIeoLIstIwjbUo2wWGahh3KmI/M/wg7zLvJ6T7M\n",
       "SeDbwEtSrp+Gg5EZYVGsJqgsIMHCpWSjbiuZgeSj72P6LFk3hhl6cIGZhaSinoEI5gOI6C5Fenbb\n",
       "7fqhC2L6kWddJgim2T/i2bZRzEGEftK+j6tMeyOByxElmBsQR+Rc4f7AyhRl8MtyG0FKdgtws913\n",
       "CZjldpwliWXAghS/cnEgsCaly3RZjbwc5ouBL9n69DUkGE0gz7OMS8nuIDuHeaT9W4pkVuImE40j\n",
       "9bNZStYFnjQcyNSb8ucjmaFR+9o5zKpP/MkrJet31EaRzkNYMDtMyZrZyPmdJHCYvmBGpUxPIH0s\n",
       "WY1kJMPDX85ZJglm0m0lQ6Sb9HMS8BOkU3Yr0wXzLnJKyU4C/wMsy+YeMTOG9HBWx6ywit2CafoI\n",
       "KlFcasuNQ9qU5G7CKVnfYTpBXijfbTyKnLSHCcQ16oIsQCrzUMK5OJXguazNcIIJUnEjKpMZQET8\n",
       "j96HcYK5jsARtSCYpg9pPHcQOMyHkWCW9fhgWr4AvKL5Krsn52wi2fWvRsbL0hxPzg6TJyPCcTLS\n",
       "SGcg7ayZw7yS7ARztf1bhgSKcNoPK6JjwK+AjxDvMO8l3ZOq5iLtx+8ML0A6qxuQ499EPRzmTHan\n",
       "RTOdoOTGMDfa99cQLZidTPrZE+kMO4fpBHOe3deeoYedjyCdqxUpZ2kfgIhauJ0ts/ttNSUbN4a5\n",
       "HXiZzZREcTzyazuLgOuJTsnmMelnd0O+keYTBNLigviq6f8yw8iJXemlWjdDo9lY0DzECYTHPpo4\n",
       "TFYjDRWk8oG42K/Y124MM9yDdM7DnyQUxWHAvjYl0Azn6gB+R3Tva6WUrfGw91kzwZxnndkewKLg\n",
       "6UdmNpi4TspsRCA3UAmHafqAw5mavovCnd8bSO65uvoWdw58UjpM83J7Y3QUSYI5jEy8+AnSoOch\n",
       "bcw6TOML9RLgMiTYdYhpIOdijS3bTUSfO1sHGhuh8Z80n/STxmGuRFJjYcFci5znvamsw/TnAhg3\n",
       "G93NHs7owfpmwG53LdIOAa4mlcM0DTAfSBFvQOrQ5Xa7EwQp2f2RmLgxtM+jgT8ghiJNh+2A0NKx\n",
       "DPhfWk/JNrsPc1+m/+iG40mI4VkJ/InolOxqRJAfIuMxzFuB62j+jMO0rEIaf1TgcqnHLUiQWIoE\n",
       "LogXzCci0//jHGbUo/FWAd+0r51gPg/4N/s6JiW7O5DeS3PBPBS5CAc3WQeCcUOQShxVmQ5BGo5P\n",
       "Ukp2FeIObycQvL9BUiVRjsl933U6ZiDXoCyHuRI5xuNklnYsy5CKfzfJE39WI/UuoqM2DX/yxRwi\n",
       "by8yy4BPA2+O2UaMYJo9kHN8CfBCpKP0J/vPm4H5YA4G7vImvznBzMJhLkHq993eX1S9c+k6R9yD\n",
       "C9KOYbp2759/N34UFswKOUzzVOB2MK4dHQ1cDo1dpAiyLbAAWA+NR5C2uBPpCHriZfqRWBZ+UPih\n",
       "wN8i8z+S2BOJ5/cgIvkQcC3SebsDiUeT3vrPRzKMN5IuY3WA3U5YK/YgPsb5pB3D/ClwOuLyQ+Uy\n",
       "g0iH+5dIVukGpgqmc5iTwCXQMGTjMM0Y0hjuRwSz05lSIA3mEuRAw733VcgsUHdx3PglxAvmacD3\n",
       "CKZGD4N5BnLi1xI4zB1AwwY/FzzPZbdgNW4lmODgTfox3wbjftQ2hWCaEaTn8z1E7JrhO8y4ynQw\n",
       "kprxiRPMtcgYxH5IELbn0TSQm6D/APx7xD6OtOXYhKQwdtmGW9YY5uHIQwNuQwJUHMuQ+hEX9C2m\n",
       "gVzz80knmPY6Nx5BeuBRgvBPwHeA59g6d2gQVI27AT/KYb4QcZXXIXXTCeZmJNCsQCZZDCMP1Hfl\n",
       "uQ75bcBOOzCrkQDyZ5oL5ixbJkczhznDzguIwAyCuQA4CwlyC+RePNNAOrs3I4J5NHKMFUrJmgnk\n",
       "gfi/Q4IziHP5lX2dpWC6dCyIID6AxBnf7blfbtrC1OD+LOCrwJlgkrKAeyIz4G9FYsvDwPeReHsH\n",
       "0sm245hmDHgR8EUkluyb4jgOQOa8RDnMy4A9wCxskspOKZiN30Pju8CPgA+DebG3zjFIZ/9XSFy8\n",
       "l90pWeOel+105SK7tHNk4tPOaZ6O8gLgDmg8BuY64O1gXkpw0R5Dgv7jELu9OWIbs5CTfinSIJ6E\n",
       "nNA/A2eAOVH2wXnIAwFuRBrMM5EUju8w9wPzWkTsb7DHcCTwHMQJrQK+BTzNlm+zPTl9yEDyLruP\n",
       "Q4GPQON5U4vaeATMLQQp2bOQ4H0CmFuRBn4v0is7Dsxmu+0+pCfTh1S2G5EndjzVrrMcGYPa6e2s\n",
       "H7n4djYqvwOWggmnIZ8MfDj02S7gCHY//IeDkcr4LSQo3YII9kJ7vLPsvp4DXA3mdUgaEFvuf0LG\n",
       "XDfasm6x/yvLYT4LqU8/Aj4L5g1IXQtzEkHQPwrMH2K2527K/jXwAru904HP2e+GWUEQvNYDf2Ub\n",
       "0h1IRmI1wRjJBUhm4gXAVjDvBd5mt/EJpB7ta6/rgP3f8YhAPIAErz8CG6BxD5hzgVchE4HOBnMn\n",
       "EmzutZ99WtJvDCMT526xZfTpt2VbhwRAn1ORtuPud7xbymJuCK23mqkOcyfitl397LNleAj4PPAj\n",
       "67q/gNT1R+zf0+y29kHE52ZkAuE8u40L7Lm7CenQLAZeKx3VIp9fYE4hSBk/Gxme+QukU/3fwKfA\n",
       "/C/Snv6v/dJW4Clg7pm+vWn0Ay9F2u437b5eiZyHjyDX8n677gb7+nbk2jyfIIO2ze53Lpgz7Ovn\n",
       "I3cxXG7L+U8R+x8DzkDqxb8APwQ+CHwWGneAuQKpi48ALwazDmkjl9n/3wgcD2YxIoZftvveT8rI\n",
       "txHx3QfpSH4lFMtWIJnA2Uid+yyY70aUcynTBfMQb1v7I1kJx+ftcf2rHYq6E/g48F57jtfavxV2\n",
       "G86hujZjBbNhwGylSQcoqTZeDByXsI7SG1yCBPkiuBitd4pQVL27GK1zSkCR8U5RFEVRFEVRFEVR\n",
       "FEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVR0qLPklXSos+S\n",
       "VcpAnyWrlEFb9c4kr6J0L2aG/YUWKLYuaL1THEXVBa1zlcT0NfkZsFx3HPVh2h+QVnqTGchv9CmK\n",
       "opTBZ5CffqsEKphKMwZJ95upiqIoefA45DdAK4EKptIMFUzMBWCWlF0KRek9TB+whgrFIBVMpRmD\n",
       "QANMf9kFKZH9gImyC6Eo2WC+A+boskuRkj2AMSQOVQIVTKUZrqJWpodXAoNUqMEqSofMoz4dwDV2\n",
       "WZn4o4KpNGMwtOxFVDALx6wAM1l2KbqUIepTn/ezSxVMpRaow5Rj7+XjL4OzgbPKLkSXUqd5CWuA\n",
       "TVRI4Oty4pRyUMFUh1kGQ8AjZReiS6lTfZ4A7qFC8adGDtOcCObVZZeix9CUbL0CTLcwjJ7zvKhT\n",
       "fR4CtlKh8tZIMNkfOKLsQvQY6jA1JVsGdRpnqxt1OreDiGBWpv1VpiApGLJ/SnG4812XBpYxpkG9\n",
       "euTdwhDwWNmF6FLqNIY5CGyjQu2vTg6zTj2jbqHXHaa7/1TrXbFoW8+POnUAXUq2MvGnMgVJgTai\n",
       "4un1McyB0FIpBp30kx91EkyXkq1MedVhKs3odYfZ6x2GstC2nh9D1Kc9V85hqmAqzeh1wXTHrfWu\n",
       "WHSWbH6ow+yAugmmTvopll53WL3eYSgL7RznRx0FszLtr26CWZcL3S30umD0UIfBLAPT5LYtsxeY\n",
       "8wsqjLb1XKjdrG+9D7MDtBEVTw8JRiS9lJJ9OvD6Jv9fCqwuqCza1vOhbpPY1GF2gDYizD9LT78w\n",
       "1GEKvXD8SUMeMxP+n3VZeryt50LdOsBD6H2YbaONCE4BVhW4v14SjChKCjBmEMwrit1n5QSzV+tc\n",
       "ntRNMNVhdoBO+pHZg7MK3F+PP+mntJTsUuD9Be9zmObta0bC/7MuS6/WuTypWwdYZ8l2gDpMOQdF\n",
       "CmbdGljWlHX8Q4hoVGmfmpKtP3XrAOt9mB2gjah4h1m3FE7WlHX8SW4vD5IyODMoTsS1redD3dqz\n",
       "OswO0EZUnmBWpodXMGWlZIflzzTy3Y05Bczp9k3KMcy8y7S7LL3e1vOgRoK5+xaYbVQo/tRNMHt9\n",
       "DFNTssVS1vEPA40C9vsE4Bhvn0mCCcWcCxXMfKhTex5Anie8kwrVhboJZmVOXEloSrZYyjr+odAy\n",
       "L0YJ0qxJY5gzvPXyRtt6PtRpDHMI2IWIZmUEXgWzXpThMA0VqrAFU2ZK1l/mxSgwYl+nScmSsE4G\n",
       "mAba1vOiTh3gQcRd7qJC8UcFszaYPqTiFC2YlbpxeDrmGWDOzmnjZaZk/WVehB1mhBiaYTBHUphg\n",
       "lhnUTZ3iYTvUKSU7SOAwKxN/6lRBhoD+HqjUcbjAVoZgVrmBHQQcntO2y3KYTpSKFMy4McwnAJ8j\n",
       "SMnmXaYy04bdPkeiTg5TU7IdUqf8ex644y9aMCs1rTsCP62YNWXeVgLFjGH6KdkoMRwFFlGcwxwC\n",
       "HqWcOlf0va9FMwQ8RrXbs8NPyVamvF0mmKYyPZEccI15vMB9umc5Vvm8jiBBPQ8GkeDdwylZRoEF\n",
       "wGxvvTwZAragDjMP6tABdqjD7JAEwTRrgIuKKkwJDCM9riYO05wG5ugM91m5ZzlGkKfDHKCcMdwi\n",
       "U7JJk35GkDixHDkXKUTFvEmeh9sWZQpmtzvMOrRnhxvDVIfZJklPrp+P9IS7lSFgLc1Tsk8nuK8u\n",
       "C+rQIx0h35RsGYJZhsO0Y5jTHkzg3Ps4sJ50Luw9wMI2yzSMnPO+EuYr9IpgVrk9O1xKVh1mm7ie\n",
       "Z1yDHbN/GWHeDubA7LbXMcPAZnlp4hr2KMHkjCyow6SfUfJNyZbRIy9rDBOmB1P/3G6ILpMJi2Mn\n",
       "bXEI2EE5zqLbBbNyP8jcBJeSVYfZOqYf6Kf5xc46cJ4IrMlwe50yhPS4NhPvMjPuNNSiR5qnw+z2\n",
       "lOwI08U5LIj+uV0/vUxmGLglcKZmEDlv7bbFMgVTxzCrgzrMDnAnr9ljkrIWixlk69Y6ZRgJJEmC\n",
       "2YsOU1Oy7RHlMMOi4YRvOxJsw/+fidS5sdD6nTjMsmZHdrvDrNMYpjrMDkjTiKzDzOzh0FkLcKe4\n",
       "ST/NBHOUfBxmlRtY3rNky0zJFj2GCdGCuRkZDtkZ8X9X38ZD71Uwq0dFHKbZN8VKdtJP4zH7nUpo\n",
       "VSUKkYI0jWgMeWB1VpW+aoLpUlUPEp8qziMlW/En/XT1LNminyUbtc8R4FbgYaIF02U0nGCOhpat\n",
       "UqZgdntKtipjmL8Gs1RemqfHzMlwWUWokMusk2C6cY24St1pQw1T1ZTsB4H3g4kSRk3JZkuvpWQf\n",
       "jtjnKK0JZhsO0/wdmKfZNy6Tog4ze6qSMZpNkCX7d+CAiHVcShYqNI5ZJ8FMM4bpLzulig5zJzR+\n",
       "CtwFPDlinbxSspXo3cWQd0q2jA6DE40cA7jpR47L3UoyjIhiVEr2UuCT5JeSPRRYbV+7tl5GkOwV\n",
       "wSyxPZtB5Dy7J0fNJPphLOowOyDtGKa/7ADTYOpEhirgHCbAvQRPXvFRh5ktA7QdYMxsMHPb3O8w\n",
       "8BD5pghHkWvrhNk5zKiU7D3QiBPMLFKy49739baS/KjCEMvM0HLce+2jDrMD0o5h+stOGERuY6li\n",
       "ShYkmEb1yrJ2mG7MoxKVNYYRYCCnxyJ2EmDeCPx1m/sdQiba5BnAnWDuIBDMKJF26+Gt65OFwwwL\n",
       "Zg3GMM0RGU4wLIoqjGF6gmn6kBgb5zCdYKrDbBG/ESWNYWYhGFmnd7PAnQOIF8xevA/TXfc8XKab\n",
       "9NOOGE/Yv3ZwDrMIwdxuXw8gM2GjxjCdYOY0hlkZwWzlfJ8P7J1XQXJiELnGMfXZvAfMq3Mug+8w\n",
       "w27Tx493lXGYlShEClpxmFmMZ7kgUCXBDDvM0K0lZgA5N72Wkh1BgsAIklLMkkFgI+0F7tm0LHim\n",
       "HziKYgUTRKx2IvUrymFut69bEcxOUrIVF0zTAOYCc/IsTA4MsjuGmH5oPBr6/57k39bddfbHLtVh\n",
       "ZkyaST95OMwqpWT9HtdmpleyiOM3Z4F5Ywf7rLjDNH3IedlEPhN/OukwzCZ6nLkZBwBfI0jJFjGG\n",
       "uR3pfLn2FTWG2cxhhlOy7bRD322UOUs27fkeseu2en3LJumB5nPIvxMQNdknymH6k34q4zDrJphJ\n",
       "DnML2QTOKqZkk8Ywx5Bnfc7wxlYOIHrKdlqq7jDdOdlGvinZZj8p9xowR0b8YxatB9QJxLkU6TB3\n",
       "IGXdQbQgpknJ7mCqw9xJd6dk54SWdSFpBnI7nbxWiRLMKIfpT/rZRUViUCUKkYK0s2TXkY3IzUB6\n",
       "3nUTzE32c9c7mxexXkpMg/Ju3E+L75LyEMw0DvsZSMfz8tDns9so0wRyvWZQ3KSfAYKUbNStLEkp\n",
       "2THgPqYK5lpSd1xNv/1OnQTTiUrdBDONw9wW8XmWRKVk4xymP0u2EjGojg6z2a+VrCM7h/kg1U7J\n",
       "hh+P5wLgFoJyz6P9iScDyI8n76S6HasRJJhvo7yU7Dzkp+XCJPTWzTFgvh760N2GsojiHWbcGKaf\n",
       "ko2aJTuDqYLZasfVv70A6nFbSYUdprkGTNyjM6uako1zmP59mJWIQXUUzKIc5oMZbSsB0wfmnBQr\n",
       "pnGYW+2fK3cngukaV2XGDyLI22GmcdjzkfMcJim9tRLYL/SZu1YLqc4YZpqU7P1MdZittMNxwHjf\n",
       "r8MYZkUF04wABwHLYlaoimCuJxDMbajDzJy0T/rJ0mGupZiU7CLg001+49Lhet7QXDC3kL1gVqKy\n",
       "RuCCeV5jmIOIoDT7MeP5xDvMcZtyjGKR/fNx16pBtcYwc0zJMg484H1/gf1+HRxmm+N9Zg8wcaLW\n",
       "Ce53SRfH/N+NC0Z0gk2DYgRzHKkvTjDvJd0s2Up02usmmEU5zCJTsvYhxCxJWM/1vCFaMF0A3Eo2\n",
       "KVn/53UqUVkjcClZdy9h1vg98ohzYAaRoBkSTDOMPPjiYeLHkBcBC0JC7D8ZqKgxzO3EjmGaBsmz\n",
       "ZDtNybqgOdPub6l9X3XB3E774vJm+5c1i0LLMG5uQ9S5dS6vCIdprzfjwD2kuw8z47pg+uUugtao\n",
       "o2CeBOYdEetk6TBnIDNO+2xQzJOloWUcfko2agwzlJI1fUgAHknhXi1mIZiP2zeLkVRbyQ7TfNh7\n",
       "MHeYIlKyjxB/DlxnJOwwZyETsDYS70IWIqLqd2gmCHrVeT8azwlhszHMQeAxaDxi38c5zE5Tshvt\n",
       "vseQjuM9VD8lezvti8veyD2PWZNGMONSsrORjs9ITk/NcvgO04lnGQ5zOfAf6WOjkKFgmn4wF4H5\n",
       "Xg4iMxNp3LuA44BnRqzTakNthrtFZSv5PdjbkVYwW0nJzkAawBbknKR1mY8D/sr29CeRX6ko22Ee\n",
       "CxwR8z9/0k9eKdlmYz7zkXMcHsOcjQjmJuIFMyq4TSDnHIp90k9cStZPxxLxf5juMFtNyc5EjvUh\n",
       "+3oJ9XCYnQjmCmCvNr/bDJeSTRLMqHkJc5COy2byvbUk7DDd6zA5O0wmkaGPlq5Dlg5zObAK+eWB\n",
       "fTLcLsgEiZuQiz1q9+NhBpGDz+oGdt+tTYLJMzXbisN0FWirvJ/SE/RTsmNIEF9Ha4K5r/3uYqRR\n",
       "30b5k372Ib4+hR/vljUJKVnmAzcw3WGmFcyNTA1uc4Gb7eu8U7JLkbFDdw9l1KQfPx0L8bNkW3CY\n",
       "5gNg/HuDxxGxfJjgcYIPUH3BvI22BNM0kLaVl8NcT/wY5ijxM5CdYG4k37TsTHIZwzR7gzm5hXKs\n",
       "CC1TkaVg7g9cC1xtX2fJGuB6AsGYC8bv1Y8iQrGNjhymeQoYdx+cc2vfBm4Ac0jE+m8D876U2x4C\n",
       "c3TEP5Yija+FlGzDMH18LDzpxwnmeqYIphkAM1+Clvm70D728ZaTBIJZUkrWzEaOI04w83aYSSnZ\n",
       "ecAdSOrer3dpBfNapjvMm5FZo1HPde0Asw+YBd4HBwLXMX2WrL9Pf4YsxKdkH0QegD9mvxMzYc40\n",
       "gDOBk7wPnWA+hHTYHrSPbKt6SvY22nNic5G4uzCHTNwi4BoiHaZpIHH5BsoVzKhJP1nMkn0JEDVU\n",
       "F8dkaJmKLAVzP+BPwB/p7OkyUTjBdCfwPqa6TN9dtek0TB/wDeAMpqZkVwHfA14Z8aUTgRNS7uDp\n",
       "wAURsyaXAv9LupTsTu99+PF4vis+BHH6EYLJW4FvAX8BvCn0iwv7Ig1mX6qRkt0HCb5pHGZKwTSN\n",
       "YB/kIXsAABXfSURBVIai6Zf7IWNJk5Jda/98lzkLuT6biAw+xo1d/oEgjQYSTG9COkZR90R2wseB\n",
       "t3jvnWA2G8NMm5J9GLgCOJLmcwmWIMf7OO8zXzBXIeOXULrDjPqBdtMP5sdI+2g3JbsC6RTdT3Kb\n",
       "b5UIwTSfArMX0p63QON+yneYfkp2HWAixhJnI7EMImOQGQv9fN7hwOOazEoPswK4kd0O06Q65hYE\n",
       "08wB8zzv/RAYXyz2Q8Tyj2TqMM0E0gjdRICdwMVMFUwnFiGHaWaC+acmtwT4HIRUlBcSOMytSMP4\n",
       "FPDMqeJi+oAnAIemHDg+CQmI4fG4tILpT/qB6eOYfqfhbcBHmSaYpgH8JXAMcCrSsPb1trEvcKFd\n",
       "+inZsib97AP8Cpgj13Ia7cySPRHJGIwDn5Xtm+Ux6w6QnJJ1gulnPJIc5jwkMN3N7uBmBpAgchvx\n",
       "T91pEzOGdOysszMLEeG7h+ZjmOGUbJzD3IJcpyfZ9xuJ/sm1wxA3epj3mS+Yq5FgCqUKpjkUuBvM\n",
       "Eis4rhxHA6cAjwfuRG4batV0TCId0TvJfhxzEZLhc3VqL+BVwAuQTsqVdr1mY5gZCqZpSNZuCjOR\n",
       "lPsY0jZcOt6LZWYYiVG/9sobrgsfQK7RK+z7w5HMTGi4LpZJ4CJZmmXAfWD2bfoNWnOYfwt8UzZq\n",
       "ZgDnAT8F43qL+xM4zCxTsquB620achdwi7xnpbdOnMN8BfB2oicJhTkB+E+k570/EgS2AJchxwRT\n",
       "nfP+SOO/nqk95jhOAn6OCJWPJ5hNG58/6QemC6brNHwFeAricMIO83FIhf0t8ETgh8CT5V+mH6lE\n",
       "TjAnqYbDvMmWI+qnlBLuwzQrwLw89OHLkdmp/4l0Xr4KvDhm/4M0T8nGOUwnmHGzZBchQeN+Ajcw\n",
       "x35nHYHDzColezxwFbDG9sqtu2wYmo9hJqRkd//Q+lZEMI8hGB6JyvYcBnwdWOl1MqvoMM9Gjuv7\n",
       "BIID8CzElYNcp4eZ/qtBfWD+H5hTQp9/GMxrkLZ1G5LKz0Mwr0XSvQ1b3juAZyPn/gq7XtwsWSeY\n",
       "WU36+QvgJ2BO9D4bR2LTVmSs1Z/w5Xgy8AdoPOiV14tBZgRps6cD75PxS0aReHZ4yrKtQARzBWIi\n",
       "GkhsaEqKQGjeYTd2DvBF4HO2cDcg9xJ9Bsz3ETH5E9JjXRVz60cU/cgJWotc7D7gZOQkXYQ07uvt\n",
       "ujuRdMa1wEfAuLGOpQSCuQ+Yj9hynAl8EHg/mINj9j+AiMNRwLuRlMa/EjT6yySwmC8C30YeZ3Yo\n",
       "cqJ/g1z8vwPzu9B2l9ty/c4e0yLg9cCXrDDuRM7rXKRXuEr2Z76GdAp8ZiEO/n7vs83AOV4P7ljg\n",
       "v6Bhy2HehQj+csQdjwH/B3iXLcsEEhBeKT1pZiJB4FrgH+15WY8IcQkO03wAmRH9JUQ0LwTzJ6TT\n",
       "YZBzeibwL0h9PDaizp2NTI56EpIpaCDB463AJ5BOzCOyj8ip9AsIHOZrwTwQ+v9xSKpzLfAaMK9H\n",
       "Gv9CpKN1D/B6u+3HvO9NItfyfuBoMF+WJRuQc+4EczGY24AL7DGvIxiWSEMD2APpDH4WCYYfQa69\n",
       "C/zbEcfrBPNw7zyeiqSNHTuRjp37f58cV2MXmEuRToh7OtJW4O/BbPG+/zykPZ4gS/MgIrLX2fN2\n",
       "MpI9gnIEcwWYjyHjYW8FPga8D3inDcovAs5ChmjWIdf9/WDu8baxEumIvUCEE4O0t6ch7biBnIdn\n",
       "Ai+TTl3bjCCThwyBY70dafcfRs7n3wOfRMTpbfZ7u4C/BPNEJEu23n73B0hbeh6YdtLFM+x+1iGx\n",
       "72hEM/4dzDeRlLxL2T+MtK+77eu3eO3rRFsWxyPAaWD2sO8ngauh8QNb774G/B6Jta9okjFyNJAO\n",
       "7q+BTyOdojcB/wBmB/Cvskr0F5txMRIUFOUSxKkUwcVovVOEourdxWidUwKKjHeKoiiKoiiKoiiK\n",
       "oiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKkhZ9lqySFn2W\n",
       "rFIG+ixZpQzaqncm+3IoNaXIuqD1TnEUVRe0zik+kfWh1R8/7VLMi8Gk/QFiRVEUpeswczveQhbF\n",
       "qD7mBjAHlV2K9JjjwGT0q+jpd9ql+1KqjTpMpSDMg/Z3g0EdZlMGKOVHktvmA8gPXitKl2H65U9R\n",
       "CmcOMNxsBRVMYRARzbqwjHoJvKKk5e3Aa8suhNJrmAYpjFOdRCJPBqmNAJl+YAl67ZTuZA6aHlWK\n",
       "x8X/pnFVHaZQJ4e5EOinNgKvKC1Ro85rmZj9yi5BlzFkl03rngqmUKdGuswu61JeRWmFOrXFkjAL\n",
       "kfsElewYDC0jUcEUBqiPw3SCWZfyKkor1KktlsUICZNTlDC7Z7/G4RympmRTUKderTpMpZupU1ss\n",
       "iyGCAK8kYtYAFyWspA4zHaZBvRqpOkylm6lTWywLFczWmGX/mqGTflLi7vmqiwAtA7aiQUXpTlQw\n",
       "kxkC+vR+1dSkqVM66SclTijr0kiXArdTn/IqkZgBMIvKLkV6zAowRUw00THMZFIFd2U3aQRTHWZK\n",
       "Up2oCjEDWE99yqtEcyLwhbIL0QILkPt/80YdZjJDoaXSHHWYGZJqsLdCDKEp2W5gzP7VhRGKqXMq\n",
       "mMn0gMM0fw/miIw2lmbMVyf9pKRuDnMQEcy6lFeJpm7CMEIxjqZuz3Uug15wmEcBKzPaVisOU1Oy\n",
       "CajDVMqgbjMdRynOYWpnsDm9IJiDSCctq22lHcNUh5nAQGhZdZzDVMGsN3UTzKIcZt2cdxn0QEqW\n",
       "IYoVTHWYKamrw6yLwCvR1E0YdAyzOvSCwxwiu6cZ2ayFaSSs4y8jUcGs5xjmFjSo1J26OcxRdAyz\n",
       "KvSKYGblMNM4cnWYKamrw6xLeZVo6iaYIyT30rNAxzCTqVvMaoesHaa/bHcdFUzq5zA1Jdsd1C31\n",
       "6Hr7eZe5buelDNRhtoYKZobU7Uk/OumnO6ibwxy1SxXM8ukFwcx6lqy/jEJTsilRh6mUQd0E0wWv\n",
       "vMusY5jJ9Mos2axTss3qrjrMlNRoPMD0Aw1gO7Uor9KEujmpIlOy2hlsTi84TJ30U1FqJJgMAjuB\n",
       "XdSjvEo8dXOYLiWbd5nr1pEoAxXM1tAxzAypU0p2CBHMR6hHeZV4BqnXTzTppJ/qoCnZ1tAxzAyp\n",
       "06SfQcRdqsOsP3ULejqGWR16wWEWPelHHWZK6uowNajUm7oFvSJnydahLZZJ3epOO+SRkm12voZI\n",
       "YURUMOs3hukcpgaVelOnegeFOEzTQB1mGoaAx+hawTT9iDZllZJNk81J9StQKphyorZRDwFyDlNT\n",
       "svWnbi6hiJRsnYZHymSI7n48pqtjRd+HmXh/uwqmNNJt1KPyOYepk37qT90EcxTYQb7tRAUzHUPA\n",
       "w9Sn7rSKO66iH423BXWYiaSy4hVBHWb3UMeU7GbyDdIu21OXc1IWvSKYRU/6UYeZgjo1UhXM7qFu\n",
       "DtMJZp71bhB5KEcDjMameLr9F4vccRU96UcFMwV1GsPUlGz3UDfBHCV/hzmA3jaVBjeGWZe60ypO\n",
       "vIbBPAXMygy2l1SndNJPSur0MHN1mN1DXVOyeTvMR9D6nUQvpGQfQurcOcCJHW4vTYzPymHW5kkk\n",
       "7eIm/dTBsanD7B5cr7cuQW8ECWJ5j2G6+q2CGY8TzG49R0NI52wEmAfMiF/V7AnmoITtpRHMVJnG\n",
       "NA4zq5lKVUUdplIGNUqrmQZBSjZvh6n3GSdTo7oTxrwPTFK53fH1AwuAsSbrvgh4U8L2inSYmQ28\n",
       "VpU6jWGqYHYPg9THJbhU6XZ0DLMK1Dkl+xZgfsI6Ls7tAJbS1GGyAJidsD03SSrp570yua2kVwSz\n",
       "Dg20wJSs6QPz3Hz30dPUySWMImK5Ex3DrAI1TcmaAURPZias6H6VaTswQXOHuQCYlWJ7SbOK1WGm\n",
       "pE6CWaTDXAZ8Oed99DJ1EswRJHjlPeaqY5jpyKDumNPB7JNVgVLinGKSYLo4tz30vSjmk+ww04hh\n",
       "qqG5NC6l2wVzgPo8uKDIXysZB2bK+FXD5LyvXqRO99KNIJ3KIhymjmEmk0VK9izEvd2cSYnSMTO0\n",
       "jCMsmFk4zLRjmJqSTaCODrOIWbLjQIPmvTulferkMF1KNm+HOYCmZNOQRUp2FjApL83eYCY6LlUy\n",
       "rQrmDvs+qzHMQp700wuCWTeH+SjQb2cv5sV4aKlkS50m/biUbJEOsw7nJSfMiIhYLFl0tsbZLZj8\n",
       "A/DSDraVlnYdZhaCuZXkST+ZOMxeuK2kZg6zYcjfZc4KLZVsqZPDHEfEXccwi+FU4FNN/p9F3fEc\n",
       "JnOBOR1sKy1pBdPVg+3AA8SmZM0wkv0YthOKmm1PJ/1kRB1vK4H8e+HqMHPDNKiXYM4FNqBjmEUx\n",
       "HxlfjCOLMUxfMGeT7NKyoJ2U7B3EO8z5wFrkgRrNOvatTPppWu900k89f94LVDDrTD+SVt9OPerd\n",
       "HALB1DHM/JlAOikRmAYdTxgzDURgHgUzhlzfKjlMPyW7Doh4ko95FnAS8CByLLOB9THbc2LY7P5P\n",
       "dZgpqdMYpu8w807JqmDmh3ssXt4ClBVzgY0Ul5JVwYwVzN2dih20fy1GkXN8G7Cc4gUzaSKhL5h3\n",
       "xqx/DPB6RDA309xh6qSfDKnTGGaRDlPHMPPDv5+2DoLpO8wiUrK9PoY5AcyJ+YkzV3c66WzNQkTm\n",
       "dmAF4s6KEkwjS/NOMHHC6adk7yR6DHM+ol8PAptonlKOmPRjZoK5JrRPva0kBYPIhanDb/DpGGZ3\n",
       "4IQhbwHKCjeGWcRtJTqGKYLZR3Tq0hfMduuOE8w7gT0pdgzzQbv8ayDuZ7tcBuajwH8T7TDnA9cD\n",
       "99JUME2D6GG3pcBBNiUN6jBTU6c0kKtIUExK9kFUMPMgC5dQJC4lq4/GK4a5oaVPFtkJJ5j3IqLV\n",
       "R3EO8z5gERJXFsesZx+N17gUGrfJR9Me2D4fScn+A7EpWbMceC9BCtuvU4uCpeknmISnt5UkUKde\n",
       "rXvGIhTjMO9BBTMP6pqS1THMYpgAHiNaMEeR4N9JZ2scEZn7gDV2e0UI5gy7T/dIvjjB9DNpIM4v\n",
       "nJadD9wFjYeJd5hHAH9FdJ1a7C0XI+YgcRKeOsx6jZsUOelnFiKYOoaZPXVMyRblMOvSFvNkAkmX\n",
       "RgnmMuBu2roW5t/A7I+06YcQh7kGuXVjTs4PQoHAYbqHMqQVzC1MT8u6W0ogXjD3RFKvUYLpOUz2\n",
       "AO4ihWlSwazXvV9F31ZyN+ow86BuKdmiHKZ/W0kF2qIZAvOpAoQkjHvG61x56s8UJpHZrQ8jk2f6\n",
       "ozdhzrI39vs8DziZICV7HzLp5wHkvI9mUvqp5fBF3wmmq0OLpq8PRAum5zBNPyKQG+wHcbNk97RL\n",
       "F9/9uhsnmHVxmKavhIoJwbhJHXq1RU/6UcHMBzcWXZeUbBkPLiipLZoxMO4HiVcDrwL2K3D/Q0jM\n",
       "vRM4Dfh5aIVJ4DZobEPSiMsjtjEIfAZ4nPfZKCIgRzBVMPuQ7MFGMk/LmnnAnZ7oO8HE7r+VlKzv\n",
       "MOcCm6DxqH3fzGFC9C88LUIcqi+YiRqQsWCaOWC+aS9Oq3wWeEUb3+uUOv1ore8wNSUL2Dp3FphD\n",
       "yy5JC7ix6LqlZHthDPMo4MN29uQB9rMTstt8ojFwnZP1wFOBI0O3X6xAHCbILNE13rYbYD4EHIyc\n",
       "P/+G/72RscqwYEJugsmhiNC58+gL5lU0n/Szy3sfcphT0rEAtwKrIrazJ3Ieo4Y/FgNX26UvmAPN\n",
       "rk/WDvPfgNORStcqJ9m/oplBcb8AEoPpA/OKFA5bHeZ03gm8Hfhg2QWZihmJSKc5apSSNYNIDHiI\n",
       "3hjDPBJ5EtNhwIFIavSFYL4VXE/TB+ZiMHu1sf1/QWZ2xjGBBPkNwEJblsO9/08SCOafmCKYrEBu\n",
       "1zjHvj/Q+99KxK0uA/YCNkNjC3Jd8xRMf5lWMJMcZlgwfwccEXFb4J7Ab4gfw7zGLpchE4geQyZb\n",
       "xaS5MxFMMwbmn+xg8tOBTwDHpdiuv409gCXAsfmkZc0K7/UomJ+DWQpmDSKSt1Bur/Zk4HMkdzT8\n",
       "20pyHOcxDaRy30tpgmma/Qaez6lIgDi6vcyGyev4PgZcGPNQ6IqkZM3eYA5MWGkOkv4y9MYY5hHI\n",
       "mN4RiDP6BHAs8BTgFG+d45AxwZSYk8AcDLwQeFmTOOcLJsBPgCd6/59kqsP008UnIg8GeBlwKVMd\n",
       "5kq7/hWIc91sP7+XQDDndhZ/p936cShwHVMF83772rm7KKLGMBd7Y7IhwWw8aN+v9soyiPySyeXE\n",
       "j2FezdSULCTUvTYE0zwRzA+9wdzXIj387wBfAn4AHD99M2aiycU4BvixLU9ETr4TzHOBW8Acaz84\n",
       "C2kAb0Qq77dtz6JEh8mrkN7iy8DMkoYV+RAF/7aSPHvhY8gU6w2U5zCXJa9iliON5yKkx3ps8/Wn\n",
       "ff9U4EEwj0tctbXtzkEyLf3A+yNWKCklawaCSSKmD/gW8D0JRGYcTNQkDJcihJ4Yw+RIpPN6JOLQ\n",
       "foQI5zuB59t1TkOE57R0mzTjwNeBC5BnCA8TpCnDrEGen7oBSaF+AThVrpvpR1zT7XbdsMM8AfgG\n",
       "Mnnna8iN+S7m7gvcaI9tBYFg3oeMAW4Cviz7M68C82qv/P1TxdD0TX9Kj3kpcJc1P45DEU3wBXMj\n",
       "EluuB2bEZGGiHObnga/a4wk7TBBhPNJ7vxTp+NzKtDplGkx1mL5gNo2raQTiWDCXENz7cwRwGfAb\n",
       "MDciYvcq4NPAs5ELcASYH9kdDyJBdw1wu/1OmFXIhdwBfBPMAynKlZYnAB+w2/29fX8G8vM5jwDP\n",
       "suvtAD4JZgtSudYx/aLkwVxkfOGpSGrhDKSH+RCYW0PrHkzwo6o7gH8E83r7voH0qHYRBLhWmY8c\n",
       "+x+QBrUJWALmXNl8oXwRTNJxLAYulA6PuRD4KJhWfkH+CcjY+Xlgrmy3oBEsQgLt64BLwByOpNdm\n",
       "Adci1+k+do8pmfMz3Hccfcjx7rDHOo605z9IGdkbGARzGVPHj/yHWu+Q9XIr7/6Io9sBnAnmrmLr\n",
       "nbkASf19A/gVErhvgsYuWxffb4/9aOC5wPlgfoC4umYsQQzBKiRFuBPpqFwf+m4DCfqnIXXlOuA8\n",
       "4JVIzF0LrIOG+53I64HHe9fjOFu2vwB+CrwLuID/377doyYQBGAYfuMF0nkBSwurFKm8Q85j6VWs\n",
       "7KwCgbBpEryBNgELa0FsZVJ8s6yEgKRQQd6nXJbZYeebH2ZnKcda7py09ZT0bchnl13KZVXvG6de\n",
       "5YW0xYicyP0iE/4Q6EP5pBuPnmtd36Gs67UBMMvzyivJ/YGMLVvSBxZQ2jJaT2Tybu2Bhswhb/V9\n",
       "/s7gEphAaRc1j+R3mQ2ZoE+z2yMZ/ybb0w/kvAacWaydS2PDv7dXdac++HPn4CIazJ3iWrlrMHPq\n",
       "XHO8kyRJkiRJkiRJkiRJkiRJkm7oB+/0B/EaWR48AAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d7ba14750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (3600, 128), float64\n",
      "Testing data: (2400, 128), float64\n",
      "Training labels: (3600,), uint8\n",
      "Testing labels: (2400,), uint8\n",
      "Accuracy: 74.8 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (300, 1536), float64\n",
      "Testing data: (200, 1536), float64\n",
      "Training labels: (300,), uint8\n",
      "Testing labels: (200,), uint8\n",
      "Feature vectors accuracy: 61.4 %\n",
      "Clips accuracy: 71.0 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Data: (6000, 128), float64\n",
      "Labels: (6000,), uint8\n",
      "Ratio: 3000.0 training, 3000.0 testing\n",
      "  73 (+/- 0.9) <- [74 72 74 72 72 73 74 73 72 73]\n",
      "  73 (+/- 0.7) <- [72 72 73 72 73 74 74 72 73 73]\n",
      "  73 (+/- 0.6) <- [74 73 73 73 74 73 72 73 72 73]\n",
      "  74 (+/- 0.9) <- [73 72 73 74 74 75 73 72 73 74]\n",
      "  74 (+/- 0.5) <- [74 73 73 74 73 73 73 72 73 73]\n",
      "  74 (+/- 0.6) <- [73 75 73 75 74 73 73 73 73 73]\n",
      "  74 (+/- 0.6) <- [74 73 74 73 75 73 74 74 73 74]\n",
      "  74 (+/- 0.7) <- [73 74 74 74 74 75 74 72 73 74]\n",
      "  74 (+/- 0.7) <- [73 72 73 73 75 73 73 74 73 73]\n",
      "  74 (+/- 0.8) <- [73 73 72 72 74 74 72 74 74 74]\n",
      "  74 (+/- 0.9) <- [75 74 74 73 74 73 73 73 72 74]\n",
      "  74 (+/- 0.8) <- [74 74 75 73 74 74 73 72 74 73]\n",
      "  74 (+/- 0.4) <- [74 73 73 73 72 73 73 73 73 73]\n",
      "  74 (+/- 0.5) <- [74 74 73 73 73 74 74 73 74 73]\n",
      "  74 (+/- 0.6) <- [74 73 73 73 74 74 72 73 73 72]\n",
      "  74 (+/- 0.3) <- [73 73 73 73 72 73 73 73 74 73]\n",
      "  74 (+/- 0.4) <- [74 73 73 73 73 73 73 74 74 74]\n",
      "  74 (+/- 0.8) <- [75 73 72 74 74 73 75 74 74 74]\n",
      "  74 (+/- 1.0) <- [73 74 73 74 75 73 75 75 72 73]\n",
      "  74 (+/- 1.1) <- [76 73 74 73 72 73 75 72 73 74]\n",
      "Accuracy: 73.8 (+/- 0.77)\n",
      "Mean time (20 cv): 14.95 seconds\n",
      "Overall time: 304.13 seconds\n",
      "\n",
      " -------------------- Classification, test_size = 0.7 -------------------- \n",
      "\n",
      "Software versions:\n",
      "  numpy: 1.8.2\n",
      "  sklearn: 0.14.1\n",
      "Attributes:\n",
      "  sr = 22050\n",
      "  labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n",
      " 'reggae' 'rock']\n",
      "Datasets:\n",
      "  D : (128, 96)               , float32\n",
      "  X : (5, 100, 149, 2, 96)    , float32\n",
      "  Z : (5, 100, 149, 2, 128)   , float32\n",
      "Full dataset:\n",
      "  size: N=149,000 x n=128 -> 19,072,000 floats\n",
      "  dim: 38,144 features per clip\n",
      "  shape: (5, 100, 149, 2, 128)\n",
      "<class 'h5py._hl.dataset.Dataset'>\n",
      "Reduced dataset:\n",
      "  size: N=149,000 x n=128 -> 19,072,000 floats\n",
      "  dim: 38,144 features per clip\n",
      "  shape: (5, 100, 149, 2, 128)\n",
      "<type 'numpy.ndarray'>\n",
      "Flattened frames:\n",
      "  size: N=149,000 x n=128 -> 19,072,000 floats\n",
      "  dim: 38,144 features per clip\n",
      "  shape: (5, 100, 298, 128)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=128 -> 17,280,000 floats\n",
      "  dim: 34,560 features per clip\n",
      "  shape: (5, 100, 6, 45, 128)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=128 -> 17,280,000 floats\n",
      "  dim: 34,560 features per clip\n",
      "  shape: (5, 100, 6, 45, 128)\n",
      "Feature vectors:\n",
      "  size: N=6,000 x n=128 -> 768,000 floats\n",
      "  dim: 1,536 features per clip\n",
      "  shape: (5, 100, 6, 2, 128)\n"
     ]
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFCCAYAAAB8Ye0uAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe8JFWZ9799870zd8KdPAPMHWACGRQQRCQJYsZVMS7C\n",
       "oi/muLvuu7qmXd017br6ml3TrnlFBVkVA2BAwZWsguScJsNk4Lx/POdMnVu3qqu6u2L38/187qe6\n",
       "+1ZXnao65/md33NOVYOiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKB5fAO4H\n",
       "rg19/iHgT8DVwLnA7Jjvfwi4DvhAG/s+BHhaG98rkuOAo8suRBPOBD5ediFCLAW+ndG2jgc2AVfa\n",
       "v3dktN2smWR6G+qEzwFr7Ou/b2M/ZwIPEpy3v/L+93Lgz/bvDO/zryLt/X3eZ+8AnpO+2JkwSbbn\n",
       "UlEy41jgMKZX0JOBPvv6X+xfFBuBRpv7PpPWg32jg/21w7uBt7b4nf4cyhHHy6mWYA5kvL3jgfMy\n",
       "3mYeTJJfkH+ojf28HPhYxOcTwM3AHPvnXh+MiDTAhcA4sITiz/0AKpil05e8Ss/yS2BDxOc/AR6z\n",
       "ry8D9ohY5zxgJnAFcDqwAPhv4HL790S73pHApXa9XwOrgCHgvcALkR7w6UwXp+uAvZAGdAPwZaQh\n",
       "7Qn8jd3H1fZ7Yc4BPui9P5NAWF5mj+lK4NME9eNU4PfAVfb4l9vtvNmue4wty8/tfn9qywLwJbut\n",
       "39r9HkfQu7/CnqcwceX4JPA7e/z+sR2BnL+r7H7cNpcCP0QcQ5zT9797GTADGAG+CFxjy3i8Xfc3\n",
       "wP7edy8GHme/8wX7/SuAZ9v/n4nUhZ8RnLfrvP+dG1O+s5HrehkSrOOEP6mD1I+c/2vtsbzJfr6P\n",
       "3e//Ar8AVtvPFwHfRc7FVcBR9vO32G1cC7zRfjaJZFo+a4/px8h5A3g8Ug+uAl7jlecAgut6NbBv\n",
       "qLwvAD5iX78RES2AvYFf2dcX2+3/CzBqt/WfgLHHG1Uen7iO5VMRQdxo/36C1Puddj99wCDS9t8L\n",
       "vDNiG4686o/xvjuJXLvf2z+X7Tnefv4D4HrgUzHHqyiZM0nzHt35wEti/uf3fr+GiAqI0P3Rvh4n\n",
       "cF1PQUQVpveC38VUwbyWQDAfRYQX4BTgM/Z1ny3fsaFyzQdu9N7/DyLg+yGN05Xnk8BfImJ/BxLs\n",
       "QXrdrkxv8bZzvl0f4Cwk8IIE7PMIGu15BI17jOmuM64cAHPtsh+4CDgI6WDcjARRELHsR4LNzcg5\n",
       "HgZuA5aF9hX33bcCn7efrQZut9t4E4FQL0ECEsD7gZfa13MQsRuzZbiT4JxNEtSnuPItBW613xlA\n",
       "gl+UIzoOWIcIz/8wNRA7Ho+IgGOWXf6MQKyeYN8DfBN4g33dsOs/Hgn8o0hgvw441B7LLsSBue+6\n",
       "c3AN8CT7+oP2PYjwu/YywHRBW4R09kDawmXI+Xg5QTr0IkRkYLrDjCuPz8uBe2yZvk3Q4X0r8HZv\n",
       "vXcQtLl/Q4T5zcixf57mFFF/Ru02AVYiHUkQwdxm1+1Drv/zEsqrpCTrNFEv8Xak9/m1FOs+BREC\n",
       "xzjSIOYAX0GClyG4Hq2kV28nCDKn2L8r7fsZdtu/9NZfC9yCBMqbkPGgS4HXIcHxf+16I8B9dr1f\n",
       "2P2A9L4dfhmPAk6zr/+LwMUaJDC53vGvkQD0VcRh3R06npNC5Ri15QBx3a9EztMSApG4F+llAzzs\n",
       "7fdnBEH1j0gQ8fe3Oua7xxCI1A3Isa8EvoUEoHcjzt+NR54CPAv4a/t+GOnQGMQZ+OfMJ6p8C4BL\n",
       "vO98G8k8hLkCcfFbkfHu70WsdzPizj4GXGDLPhPpsPhjqUN2eQLi7rFl34wI37lIEMa+Phbp1NxK\n",
       "IIa/t+Wfbf+cI/xPgvH4S5F2s4fdzk2h8t5vyzfTrvM14Mm2DN+JOAdhosoT5ny73V3A/0GyMycl\n",
       "bPfN3uvz7PfejojzT5guoEXUnyHg/yHzHR6123dcjnTAAL5O+vOnJKCC2R5nAk8nuaE5Gojw7Ax9\n",
       "/kkkaD4XcXAXx3z/Eaamz/2e+ZbQuv+MpKWa8Q2kwV6PBC7Hl5k6kQLgmQnb8okT+a3e6w8g6aJn\n",
       "IOL5VCSo+ESVYwXScz8cmezyReQ8GOLZ4b1+lNbGUKOO5R7E1R2EnL9zvP/9BVOdO8g1D1+fZuUb\n",
       "YPrxxJ1T3139EKlLE8B67/ONSFA/FXiVLfOb7OeHxWw3vD8T+qzhlTFc/tGE7X0dSZk/E3HF5yCO\n",
       "0edSJENxAyK6ZyMC/xaSSVMe//z8B0HH7m6C1ClIZ+Tnoe8+B+nIjSMdkRcCP0I6f9tC6+Zdf96M\n",
       "dPb+EqnX273/+XWoQfM2orSAjmG2zqnIOOFzmFpJm3EhQaoLpFcIkvK6x74+y/v/ZqRROm4jSEM9\n",
       "DhGPKH6MzPqbYd8vQxxLmO8ibvDFiHiCCPfzvfUnkF7ub5Fe/qT3OUjA9st4KfAi+/qliCuNYh/g\n",
       "D0ig+h3B+JkjrhzjSPDYjKTunoYEghsQt3m4Xd+luaMCVvizuO/+kiBFtsru34n6N4G3IdfOjUf+\n",
       "mKnX14lRq2NHBjknxxGkZJ9HdMBb5G3/SPt6fWideXYb5wL/YMv1EOLEnu+V0aUxfwa82r7uR47x\n",
       "l0hdcSnZ0+xncce2CRFkNwThp0X3tvv+OPB9RDjC/BJpX5cgmZITkHb2UMS6u2i907/Ye/1sguGR\n",
       "CxGnNwdJ/Z+MXFfHIDKu+kHkXLhr0m//Fz6GvOvPLILMyxlM7QweSZCSPZ2pGSalA1Qw4/k6IgKr\n",
       "kHEEJ2gfR1JGP0Ea9Cdjvu8HuTcgQflqRCxcz/KDiCO8Aqnw7jsXIenGK5GJEN9BhOM64LVMdWT+\n",
       "fn6CpJt+g6SmvkX0pJqNSKDYiyD1+Sdk3OZCW84LkeCyFklBnYtM4vi6Xf98xBm7ST+vR87R1Uiw\n",
       "cJNDwmV8IzIOczXiuH8YKltcOa6x+7oe6dG7lN8upKf/cVs+N9nDMF1owu93Rnx3GLmmfXaf30DG\n",
       "vXbZ7/y3/c63vO38IxI0r0Gu0Xu8/cWVIep/IB2o9yNptV8hArM5Yr3nI+fxKuCjBJ0Vn2VIXXIT\n",
       "Y/6v/fyliHO7ypbXTTJ5IyJQ1yD1Yj/73S/Z8vwWmYR0dehYwsd2FvAJgqEB9/npdn9XIhOAvhJR\n",
       "5l/Zcv8CmWBzB8G1DvNZW1Y36SfpeoO0xeuQY38dki0C6Wz8I9JhuRy5hn4q9DXIedhu9zlGcJ7C\n",
       "16eI+vNJu92rkE7nw946v0PStX9Ehl++F3EeFEVRugKXIRhAxsyKvt9PqS/HI51ZJQfUYSpK9Xg3\n",
       "4sKuRRzC90stjVIn4jIXiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIo\n",
       "iqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIo\n",
       "iqIo3Uoj4f8XA8cVUA6l+lwCHF/Qvi5G650iFFXvLkbrnBLQVr0z2ZdDaR/zQTB7lbXzLt2XUm2K\n",
       "qgta5xSfyPrQV3QplI44AVhediEURVF6ERXMejEIDJVdCEVRlF5EBbNeDCCiqSiK0gOYU8GsKrsU\n",
       "DhXMeqEOU1GUXuJlwJPLLoRDBbNeqMNUCsY0wIyWXQqlZxlG4l4lUMGsF+owlaI5DPhB2YVQepZh\n",
       "KmQSVDDrhTpMpWhm2z9FKQMVTKVt1GEqRaN1TikTFUylbdRhKkUzgAqmUh5D6Bim0iaDqGAqxaIO\n",
       "UykTdZhK22hvXykaFUylTFQwlbZRh6kUjQqmUiZ6W4nSDqYPuV4avJQiUcFUykQdptIWrpdVmcqj\n",
       "9AQqmEqZFCSY5m+sKWmKCmZ9cIKpwUspEhVMpUwKEEzTAD4AjCWtqYJZHwZDS0UpgkGgH0x/2QXp\n",
       "HcxyMGeUXYpyMRNgXGct7zHMfqABJD4CsosE0ywB8+GyS5Ej6jCVMvA6amZeqSXpHQ4DXlp2IUrm\n",
       "U8CzKCYl62JqTznMvYCnll2IHFGHqZSBq28HAz8tsyA9xBDaMR4HJhCNKkowe8lhdn0lK8lhmoXF\n",
       "7k+pGC5YLQBmllmQHqLbY1kahhHBBBXMXOj2SlaCwzSzgOuK259SQVx9m4UEMSV/uj2WpWEEmGtf\n",
       "5z2G2ZMp2WG6u0GXcVvJDPSXKnodXzB7PYgXhQqmOszc6fZK5irNkNwvZBoF7HPU7q+IfSnVRAWz\n",
       "eIbRc+07TJ30kwPdLpi+wzwXeGIB+xzx9qn0Ju7az6a7MzhVYgg9177DLColm+gwK/OMvgzolZTs\n",
       "ENLzKmKKvxPMbj6vSnPUYRZPt3f+0zAMzLGv8+6wu+33Ykq2a9OH/qSfMYoRMRVMxRfMgTSPD1M6\n",
       "RgVTU7K54w66m1yzj+8wZ6CCqRSDn5IFDeRFoIIZpGQfQSf95IIL6t1a0QaBbQQOc6T56png9tGt\n",
       "51RJxnXUZtml1oX8UcGU2DMbeJgKjWF2k2C6g+5WNzQAbEUdplIsfkoWtC4UQY/PkjUN5PgbiGBq\n",
       "SjYHhkLLbmMQEcyMxjDNGvlJm6aoYCphwcy5fZlBMN06rJKWIXr7gfd+HduCpmRzodsF0znMMaQC\n",
       "dZqS3R84NWEdTckqg8AOihvDfAfwhpz3UXW6PZYl4ce2IlOyPeUwh0PLbsM5TBe4Oj3OUZJ7VOow\n",
       "lUGkl19USnYCWJTzPqpOm4LZNY7Ur2NFpmTVYXYRzmGqYCpF4gTT1ZW829cogTj3Ku3GstvAJAb9\n",
       "GjACbLSvixLMh1DB7CrcLFl3n2mnIjZCclpXBVNxgunIuy6Mos8vbiOWmT5gD7rjF2WGgQ32dRFj\n",
       "mIPAJno0JdutgukcpqPTMcw0DrMoV6FUFzcU4CjCYfa6YLYTy1w8sEHffAfM3Ni1q80wUud2UNwY\n",
       "5mZ61GF2qxsKBy5NySpFEHaYmpLNn3ayZWOh5XHUdyx4BBHLLRQ3S3YjPSqY3eqGwg5TBVMpAl8w\n",
       "t6Ep2SJIiGWmAebY0IdhwZxBihRjRRkGtiPxrijB1JRslzGIVCJHESlZva1E8QVzM5qSLYKkbNky\n",
       "4Puhz1xbHrOzZUcQ0UyBeR2Yp7RYxjwJO8yBnJ8R3rMO8xG61w0NALuAnWTT0x+RbTa9SXwEGUPo\n",
       "1nOqJOML5iY0JVsEQwRP9YpiFtPF0HeYo6HPkjgKOKiVAuaMc5hb7PJRIM9bZnrSYbqpwd3qhgYR\n",
       "wdwFrCeblCw0d6ojSEVSwexdwoJZREp2Vhf/6lAahpCOalwsG5f/Gf//vmA6MU3pMJlJtWbXDiMO\n",
       "00382UW+admedZjdLJgDiIPOWjCbVRIVTKXolOwYEpeqFMCLZphkwYSpgui7yvB4ZhJVE8wRAodZ\n",
       "lGBuoscEM6mS1R3nMHci9yhlMYbpL6MYoZggqVSXMhzmTno7LZvU+XeC6YtcSodpXgfmNaGnAlVN\n",
       "MMMO8xGm3VpiDgbzhIz2524rGUnKbHSTYLo0Rre6Id9hbkAdZkGY1T2eHixj0s999PbEn04F058p\n",
       "G+YlwIeY+hzpqgmmm/RzHnAV0Q7zecDLMtrfkN3fDhJcZrcJZjenZH2HqSnZ4rgAeVB9r5JCMLPq\n",
       "UJgGUufuRwWzWec/rcOMSsnOAa4H5nufVU0w7aSfxpegcTXRgjkbee5wFgwicXUzwbmNpJsEc5ju\n",
       "FszwGGanKdkRu700k3669ZymYQKo6xNTssAJ5iN2GQriZhi4M/1PcplJ+QmvSEaQwLURTcl2MobZ\n",
       "bNLPbOB2pnZIqiaYzmE64gRzXkb7GyKod3OardhNgtkLKdkUDtMcI/n9REaR1G4zhzmK9Lq69Zwm\n",
       "YPqQhtm0EXU5AwTT+3cyPYhPIPcFLk25vS8BJ8b8bxS5ZWoTve0w0076CTvMx0ie9DMHEUy/To9T\n",
       "LcF0t5U4IsYwO3WYpl/GcoFAMBPrXbcJZjc7zEHSjWG+BcnvJzGKCK+mZOOZibSRHhVM00Duf9tK\n",
       "vGA6970i5UYXMDUd6OMEczM9K5imH/mBhW20LpjraeowzSDSlu9h9/k1Q3Y/BQmmebbtiDbDTfpx\n",
       "5OEwFwMft2XpRodpjgTzwiYrdPssWecwk24rORIJSkmoYCYzN7SMwLwBzNGFlKZ4XCdtJyKYO5he\n",
       "F1wvP61gziM+0PkOs1dTsi5476C5YD7GVJEbBdYROMxNTE/JzrafbyAQBrdOAYJpGsC3kYxEM9xt\n",
       "JY48xjDnIfo3m+4UTE6kuXPKwGGad4BJm1oqGhe8tgIPEDn2aBYjP/GzMMX2WhHMbu2EJDEntIzi\n",
       "aUgnpRvxJ5pto2OHaRpIkIsLdE4wNzZZp9vxZ2w2E8z7me4w1xI4zAeZnpJ1gumnHmci17gIh2kf\n",
       "uJDYoQ87zLiU7Jz0Y+fTmO8tu1IwF9JcCLIYwzwTOLSD7+eJc5gvAS6Rj6ZVliOQTkNawUwaw3T3\n",
       "Yfaqw0wjmEn1ss74gukcZtQY5qPAZIrtzbDbTBLM++nec5qEC95RnRPHOHAvUx2kL5hjiGCGHeYc\n",
       "RBR8YZjJdPHNiwWhZRxpJ/0Y2h8umectu1IwFxH7czWmgZzQDlKypgEssX9VxDrMxr3QeIzo9NgR\n",
       "wE9IrJCmHxHgjcTOkjUDyFhKN0+kSqIkwTSDYM7Mdptt4QTzz8DnkKASrgtzgT+SLiU7L7QM4wTz\n",
       "PmSMqQcwy8Ec4n3gC2az20rupSWHaSaQehzlMB9Ebto/Bkyez5RNK5jhST9xgnk3u+uSORjMS1oo\n",
       "S1gwd9Flk36aBSZ3wM3SGEnMRCpYwQ3VNMCcnGJF5zAd25kudquAX5AcwN0YwTbiHeaI/X8n57Tu\n",
       "zEFS4DGCaRrIuc76dwfXAJ+qwAMTrGA21kPj48TPkr2CdII5EVqG8R1mXX/LsVX+Evhr7/0w6Rzm\n",
       "fTQfwww7zB8Bz0A6yWHB3IzU8zcDL27/UBJpRTCbOEwzgnTmPcHkZOCMFsrS9SnZRcBEzD1cLu/f\n",
       "rFeWxJKpS7Nn6OHGebEEuBBM0xtmCcYwHVEOcy/gSuTh1c2evegC03biBXOMYGZkLzvMW4lvRG7C\n",
       "QBsO0/SBievNLkc6LGWnJZ3DdETVubnAtcBCe09mM+Yht6iowwxYbv8craRkWxnDXAk8ARHLcEr2\n",
       "Yft3QKgsKTFzvVs0mrEwtIzDxR5HeAzTjcWuI+h8hc9jEvOQoYSuTckuRE5c1MlOM7MsCddAnXD+\n",
       "F/DcNrfVCvvaZdLTZMIOMyp4LQduQybzNJty7QJTyGGamWBeYd9MIvdrRe2nV0gSzEXINWlH2J4J\n",
       "fDfmf8tDy7IIC2acw3wAqSt7J2xvAriR1A6zLIdtloL5QkE7m2Tq+G9WgvkAux2mmYPU4UOZ4jBN\n",
       "g6mCuRLpdLfKE4H3pFhvgd13ksOcROqTI5yS9QXTxbm95C91nZkH3GKX7kk/eQim6ZdbPIrE9CMH\n",
       "9meig1OaNEYSS9jdszUN4ED7lzf72GXSvhIcpnGzz+5BGkuzIB4jmDwJ+Ki9N2k1cMP0/fQUc5EO\n",
       "SNxtJQuBP9Fe+vBI4JCYBu6CVtUEM6pDOheZPPZnZEigGfOAm0h0mA2X/Sjr/te3AWeJc8qd5cAy\n",
       "LyOUMEvWNJBbbsKCOUr8pJ9Ju7S3mzS2IxNmRpgqmP20V+fWAPPBJN0XuQD4A00F0/QjMfFG78M4\n",
       "wVxP0PnaCzm+tLOr5yN11k/JbiIHh3ks8NPQ0+7zZgLJs99NdHBKM1CexGIknbkECYQTFPMM0X2R\n",
       "nk3SYHvSGOYewL3QeARpLM0E0x/D9LdxCNLI9maqYPbyGOZtxDeihUgvtQ9M2t8edByG1LGo67Qc\n",
       "6fS009vPkiiHGZWSXY8EuCTBnEDO13hM/HAdOZDOawnjmGY+Mq74Z3L/UWXTB+yJdDjcvYlJDnMY\n",
       "Ebv1TJ8l68YwwynZSeR8gsQaCMYxfcFchzj7Vn9Kaz+7XJ2wXgrBZDnwIDS2ep+lcZjLkU6EFXyz\n",
       "D5i32td7gflkaD/zkPgWTslmPunnWCQlkObxa1mxCEnTxE03T+qVpbm3cgnyZPzFSC5/HcUJ5g/o\n",
       "2GGynCCN8QDNK2WcwzzE7uMQAsHswjHMxPFih3uM2OyYp5O4epnk6KM4DLgDqWuuXCvAfBO5lr8g\n",
       "V4dpnggm7hF1jrQpWecwVyZsbwIJ5HE9eV8w76ecccxTkHN/CZkKpumLyCYsRG4Du57gWicJ5rj9\n",
       "zsPEp2TH2C2MZggRzJ/a9TZ6yzlMFcybkfOe9GCBMGuQdrImYb0FyIzqZrHJxR2fuDHMm4CDZSiJ\n",
       "UeD3BJ3MFwHvtOL/bOAcO1PYESeYuTjMu+yyQ8zzpSeQyEIkKD1AssMMVTJzJPJw6H2nfw2kQplL\n",
       "gacjF+BR4ChExCZTTGTolH2A7wEHJTwyKmkMcy8kAIOcp2bBJk4wD0V+neNQujYla56C1Ic06bY5\n",
       "SBDaSvR9agsJOnItuCGzCHH2P2SKYHImcDpwOLsFM8q5mskMxvc+BHw1ofOQNiW7nvQp2XVMG2M3\n",
       "e9tgVgGHySnAj4FryNZhfhV4V+izSURobidIm/rDS1Ht7nBkXD1KMDchs0fd7O6t9vMVSPZsg10H\n",
       "gk6LL5iuLPu0+ECANUgMy0sw4xzmj4Dj7X7vQLJBruNxKlJXj0Ku6XamPsN4vt1PS7NkU5wU41+U\n",
       "fluAdwLPBrMWuAjp8RyITI/+V6SyJXEA8BXgOntbxXyCH0cOsxdBYNrD3m+zP/Axgmn/rpLNAnMo\n",
       "cuF3AX+HpIHeBubNEdt+BeLyFiCW/l5kivL37LHeAOZ/5PsY73sN5AIMAhcij6qKYk+kMVxmyxdm\n",
       "X6Q3exPwVjCfitnOMFMd5nZgrnd99iVwmP8DfAbM+Ugl2GXL58o/l0Awx+02RpCG9V5keva+SJqt\n",
       "n1IE00QJVJgGMuFgDPgZ8dfA5x+QOvZuMH9E6t3XkU5GmAmCG72XgQlvfxmSlXgAOBTMXQQ9+Gac\n",
       "jdyKcR3wBNuZexD5fb8fIE8P+i3wfmA9mBcAP7ffPRn4DvC3YD4ds/0+JHC4cZ4+JPhvRerZKqRO\n",
       "/gz4PJhXE9TNxUj9uAEZKws7zFHv2jSYOoa52o5jTSKd6i1MZaEtz3qkHd+DiOKvkTZ6uT0PUMpM\n",
       "WTOOBNd/RK7tWfaxhzcRCPks4ASkPd8XsZEZwKuRGHih/ewA4CTZtrnSvr8NiR2329cr7XmdRRDL\n",
       "xiLawduAjyICN9t2vnbJumxFYvEy5NxvQc75PkiMuQHpAILU0wuQa/hOu721dr//DfwBzGlInGkg\n",
       "dfEw5LYTN97Zh3R8+pEO3tmh8s5GdOFq+52FSEyZYTtIrs4NIKJ3rz03Yf2wTyLavW07eaixAczl\n",
       "wDmIYN4hx2qWIJ3+TwOnAccB/wY8DcyP7P5mIo7aCeYuJL4OiyuN7o8m9VIvtjtTlEuQ3lwRXIzW\n",
       "O0Uoqt5djNY5JaDIeKcoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIo\n",
       "iqIoiqIoiqIoiqIoiqIoiqIoiqJkiD58XUmLPnxdKQN9+LpSBm3VO5O8Sp1o6TfelKkUWRe6rN4p\n",
       "HVBUXdA6p/hE1od2fkC6ztwJpr/sQiiKoijdRxf1ukw/GANmpOyS1BR1mEoZqMNUyqDnHeZAaKko\n",
       "iqIoqeklwRwMLRVFUZRKYuaDGSq7FGF6STDVYSqKotSDTwDPKLsQYXpJMLvIYZqPgTmk7FIoiqLk\n",
       "xBgws+xChOklwXTOsgsEk4OBPcouhNJLmFlg3lB2KZSeYRAYLrsQYXpJMJ1QdkNKdojuEH6lPuwN\n",
       "vLrsQig9wyBQuTsaelEwu0FoVDCVotE6pxSJOsyS6aZJPxq8lKIZsn+KUgQDqGCWijpMRWkfrXNK\n",
       "kWhKtmS6yWEOosFLKRatc0qRaEq2ZNRhKkr7aJ1TisQKpnkPmKeXXRhHN7ittHSTwxyiO45DqQ8q\n",
       "mEqRuJTsEuDuksuyG3WY9USDl1I0mpJVisSlZMeo0GSzXhLMbnpwgQqmUjQ2q2GSfnReUbLACeYo\n",
       "KpiloA8uUJT2cUGrG9qPUn0GkJTsGBWKdb0kmF3iME0fciw1Pw6lZnTTkIZSfTQlWzLd4jA1cCll\n",
       "MBRaKkqeuEk/mpJtD3MgmFM72EC3CE23HIdSL1zQ0nqnFIE6zA45ATi9g+93y20lGrhqhVkEZkXZ\n",
       "pcgA7agpReJP+omoc+ZFYM4puEy1EsxROnvyQ7c0eBXMevFS4C1lFyIDtN4pBWEaQD/BpJ8oh7kK\n",
       "2K/IUkG9BHOMzgRTHaZSBiNU8JmYbaD1TikKV8eajWEOU8Kj8+okmOowBQ1c9aKUhp0DWu+UonCm\n",
       "ZrZdxglm4R3RXhJMdZhKGXSLYHZLh1OpPq6OzQ2991GHmUCnKdluafAqmPWiWwRT651SFIPAYwTm\n",
       "Rh1mG3R6P06LDy4wrwCzTwf7ywsNXPVCBVNRWmMQeNh7r4LZBlmNYaZNyb4QOKSD/eWFBq560S2C\n",
       "2S0ZGqX6pBVMTck2IatZsmkbfFVnN2rgqhfdIpj6pB+lKAaBHcAu730YdZgJZOEwd5DeYVZVMIeA\n",
       "R1HBrAvdJpha73ZjTgFT90mEVWQQEcsdSKxTh9kGWUz62Ub6Bj9q/6rGELAFDVx1oVsEUzMb0/k8\n",
       "sLLsQnQhA4hgbgc2UtgYplmStEadBDOL20q20R0OcysauOpCtwjmEK11OHuBGZTSqTZzwVxf/H4L\n",
       "w3eYmyjEYZo+4EYw483WqptgdjJ+0qrDrLJgqsOsD1WtR62i9W46JQkmc4A9SthvUQwCjxAIZhFj\n",
       "mPOQ6zmj2Up1EswsJv204jA1JatkQTc5TM1s7Mb0EzwcvGjG5M80Sth3ETiHWWRK1qVjx5qtVCfB\n",
       "tCnZtiuJOsyWMQvz30fX0y2COYh21HycEylLMBt0R72KooSULEvtsun1rJtgNmjp0XZmDMwv7Bvn\n",
       "MFM0eNOg5wXTLACuyXcfPUG3CKZmNqbiBLOpI8mJsdCy2/AdZjPBzDI+O8HsBodp+gkcYivBZwI4\n",
       "yr523095XeX5AAAgAElEQVQjuIPIualiSraonv5sYKEdDFfaxwpm7dNnTVKypum4T5dSpsMcDS07\n",
       "xMwCU6VOne8wNxI/hjmYYXzqJsFkFBG7HbQmmDORkzpESw5zd8+lhx0mMxBHPyvn/XQ7w7ScGakk\n",
       "rqMW6u2bYeDOLugQtErZKVl/2SkfAM7IaFtZkNZh+stO6aoxzHYF01VqK5xsJV3gco2glwVzpl1O\n",
       "5Lyfbifrhl0wZh6YM4mvd+PIr0pkFLzNsO3gVp1uSslOAPMz2lYWuPswncOME8xHaTtGm34wr/Q+\n",
       "WGq31xVjmGOI2O2gtVtLZnrLdhxmFVOyRc1WdAFhbtO1lCRcw66pYHII8BaaC6a/7JR3AK/PaFt5\n",
       "4mJLNzjMcYLfnqwC7raSJIe5ifbb1XzgE977pcDt9I7DNPPA/HXow7DDTDuG2aMpWTMHzNvtGxcQ\n",
       "VDA7YxjYTH0FcxbiQOLGzl09yUowFwF1mJ1dhZRsVvueSfUEcxfwLuBcoH/qWKXpR7RrC+3H6HHZ\n",
       "z+6x26XATXSJYI6RnJI9EHhl6DPfYbZyW0mBKVnTF0oNJJFnSnYVcI59rQ6zY0wDuV4PUW/BnEey\n",
       "w8xqrHsO1QrecZSZknXxqZsd5i5o3ACNjcBOpta7YUQLWp0E6jMrWJoG0lG7hS4RzFGClGzcCZrH\n",
       "9IselZKNcJjm38Ec4X0wgvRwiug9zgU+08JsryaCaZ4N5qjpn7dUFncOVTABMKs6mNAyRDB5IUXD\n",
       "NoPyQO9KMY60h5lEDwVknZKdQz0mmuXoMM3xYD7XZIWsU7JVdZiOXUxNyzrB3EH7psYTTOYg2rCR\n",
       "LhnDTDPpZx5y4D5RKdkoZ/YC4LvyjEZALsIGiknJziH1bNTdjmWbfd8fWuG5wIkdlGUuMG7FWyf9\n",
       "yHn4DbB/mxvwG3aanvD+wH+0ua+8cPWyQfOUbAciZ97qdRRmU63gHccMJEbk0ak+BTigyf/zGMOs\n",
       "UiclLJg7iRbMlB3RSPyO3nzgQaRD2BUO00362Un8CZqQ/xlf5FxjnkHspB/TQE7YvcDB9sNRpLdR\n",
       "lGD6y2ZcBDwROQ+7mB685iIdh3aZiwTGceSc7aS3Heb+SL1q95y2Kpid7CsvXGAxSIDKw2E+iaDt\n",
       "1clhriWflOzRNI8HY8j16BWHGZeSbcFhmvDx+Q5zAV0mmL7DjJsl6wKNf2LSTPqZiVycWwjuxXEO\n",
       "s4iUbCuCeYD9y1MwQc7hTOAuelswj7XLdl32MCIyaXvCc4FReUJVZXCBJa7OZeAwmU9wjus0hrmW\n",
       "zGOEGQCOpHm7GyOz+GT6kGOp0jkfQGbJOpo5zBSCaQ4CLg596Hf0FiDXsisFs5nDhKkXfibwGM1v\n",
       "K5mHnKz7gMX2syJTsq5hJAimmUlwr9Qu8hFMV4bZSCO6ExXM7bR/DlrtCbv9VMllhgUz3GHNwmEu\n",
       "YGr7rVLwjmMG4kqy7lQfZLc7F8wKMO+OWGeU7NytMxVVOuetjGGm6YguJXiSj8N3mC4lu40uGcNM\n",
       "M0vWBRlfeGYiJ6KZw5wHrGOqYCakZM1zMpyckdZhLkfSMFCcw6yJYJo+2zPPmqOQNHi7DnOE1lOy\n",
       "EHsNzb9HjFvnzTjSPpo5zB1k4jDNCHKeejkluz/wW2Ro5ChkfkWYsQz3PY7ESDd3oQq0MoaZpiO6\n",
       "AJgXOr6uTslOAOtJFsydTE/J3keywwwL5gi7nzARWYmeCTy15aOIxgnlPDC3Nnmm4yRwuX3dTDA7\n",
       "maTjC+YMJCVbh0k/ZwP/mu0mTQNYBlxFNg4zbUoWIp+6YsaBNzC9p9wh5mww72uywizkhu5dTB9L\n",
       "Agm499C2wzT9SB2bQNrCeoKp/lUmp5Qsi5H5FBuA1QQxyWcMiVkdCKbZC8woEhs3ImIxs/l3ssCc\n",
       "n+LZw1lP+pkP9DPVlIwjaV836SfLlKwZBPP4dOvmwlKkUSalZG9jusO8n/QO0x/DbOZol3jrdoor\n",
       "7ypEFOO2OwlcgZyHCME0Q0gj7tRhrqV2DpN9gX0y3uZcpA7cQ2djmFk5TFcv9mqzLHHsZ//imIW0\n",
       "q2YO8x7ad4XzEDc1gdS7dUggrPoD3fNKyS5CYtEGYA3ivMN1JwuH+Sng+YhgPIw8NWe2PLjEvKmD\n",
       "7TbBjCBmY3nCillP+llgl35HdBZBvc3cYZ4IXCJP08kKMxTfizTz5akzu1mC9LqSHOYtTHeYTjAH\n",
       "iL6PbD5THKY51n7mJmtEXZCsBXM9wTTyZTHrrUAC10eBPzM9eM1FeopzAldsFoPZs4WyzLX78Mcw\n",
       "qzSeFkfUGEUMqX+VwfX011Osw9xA9HM98xLMZcTXOZCAehvxgtmiwzQzQ+1+PtIxcQ5zI7uDd6XJ\n",
       "02Heh5yHNfazRaF1nMPsZN/Lgb2R6/YQ8jSqWUgcOnD66mY+mIjPW8LVsz0S1ks7htmKw4RAOEGO\n",
       "+24CwVxLhmOYK5CL9MaU66fhXODUmP+9E3ir9945zJjbSkwDCey30pLDNH8EDmOqw/wG0gvahlyQ\n",
       "qBOYtWDeRrJgTsp6jQ9B406iBfNB5F45F2zeBPx9C2UJC+Zd8rGpustMCvoWswa4MuU2XeDaQC4O\n",
       "04zY8iCdGnMWcv5vpBDBNG8E8zaSz51zmHETzZxgpnWY5wFP8d4vQI7ZF8zN1Ecwsx7DXIzErA1I\n",
       "1sl95pPFpJ89kbg+kykOk72QWBPm1cD7023aNGIeoLIstIwjbUo2wWGahh3KmI/M/wg7zLvJ6T7M\n",
       "SeDbwEtSrp+Gg5EZYVGsJqgsIMHCpWSjbiuZgeSj72P6LFk3hhl6cIGZhaSinoEI5gOI6C5Fenbb\n",
       "7fqhC2L6kWddJgim2T/i2bZRzEGEftK+j6tMeyOByxElmBsQR+Rc4f7AyhRl8MtyG0FKdgtws913\n",
       "CZjldpwliWXAghS/cnEgsCaly3RZjbwc5ouBL9n69DUkGE0gz7OMS8nuIDuHeaT9W4pkVuImE40j\n",
       "9bNZStYFnjQcyNSb8ucjmaFR+9o5zKpP/MkrJet31EaRzkNYMDtMyZrZyPmdJHCYvmBGpUxPIH0s\n",
       "WY1kJMPDX85ZJglm0m0lQ6Sb9HMS8BOkU3Yr0wXzLnJKyU4C/wMsy+YeMTOG9HBWx6ywit2CafoI\n",
       "KlFcasuNQ9qU5G7CKVnfYTpBXijfbTyKnLSHCcQ16oIsQCrzUMK5OJXguazNcIIJUnEjKpMZQET8\n",
       "j96HcYK5jsARtSCYpg9pPHcQOMyHkWCW9fhgWr4AvKL5Krsn52wi2fWvRsbL0hxPzg6TJyPCcTLS\n",
       "SGcg7ayZw7yS7ARztf1bhgSKcNoPK6JjwK+AjxDvMO8l3ZOq5iLtx+8ML0A6qxuQ499EPRzmTHan\n",
       "RTOdoOTGMDfa99cQLZidTPrZE+kMO4fpBHOe3deeoYedjyCdqxUpZ2kfgIhauJ0ts/ttNSUbN4a5\n",
       "HXiZzZREcTzyazuLgOuJTsnmMelnd0O+keYTBNLigviq6f8yw8iJXemlWjdDo9lY0DzECYTHPpo4\n",
       "TFYjDRWk8oG42K/Y124MM9yDdM7DnyQUxWHAvjYl0Azn6gB+R3Tva6WUrfGw91kzwZxnndkewKLg\n",
       "6UdmNpi4TspsRCA3UAmHafqAw5mavovCnd8bSO65uvoWdw58UjpM83J7Y3QUSYI5jEy8+AnSoOch\n",
       "bcw6TOML9RLgMiTYdYhpIOdijS3bTUSfO1sHGhuh8Z80n/STxmGuRFJjYcFci5znvamsw/TnAhg3\n",
       "G93NHs7owfpmwG53LdIOAa4mlcM0DTAfSBFvQOrQ5Xa7EwQp2f2RmLgxtM+jgT8ghiJNh+2A0NKx\n",
       "DPhfWk/JNrsPc1+m/+iG40mI4VkJ/InolOxqRJAfIuMxzFuB62j+jMO0rEIaf1TgcqnHLUiQWIoE\n",
       "LogXzCci0//jHGbUo/FWAd+0r51gPg/4N/s6JiW7O5DeS3PBPBS5CAc3WQeCcUOQShxVmQ5BGo5P\n",
       "Ukp2FeIObycQvL9BUiVRjsl933U6ZiDXoCyHuRI5xuNklnYsy5CKfzfJE39WI/UuoqM2DX/yxRwi\n",
       "by8yy4BPA2+O2UaMYJo9kHN8CfBCpKP0J/vPm4H5YA4G7vImvznBzMJhLkHq993eX1S9c+k6R9yD\n",
       "C9KOYbp2759/N34UFswKOUzzVOB2MK4dHQ1cDo1dpAiyLbAAWA+NR5C2uBPpCHriZfqRWBZ+UPih\n",
       "wN8i8z+S2BOJ5/cgIvkQcC3SebsDiUeT3vrPRzKMN5IuY3WA3U5YK/YgPsb5pB3D/ClwOuLyQ+Uy\n",
       "g0iH+5dIVukGpgqmc5iTwCXQMGTjMM0Y0hjuRwSz05lSIA3mEuRAw733VcgsUHdx3PglxAvmacD3\n",
       "CKZGD4N5BnLi1xI4zB1AwwY/FzzPZbdgNW4lmODgTfox3wbjftQ2hWCaEaTn8z1E7JrhO8y4ynQw\n",
       "kprxiRPMtcgYxH5IELbn0TSQm6D/APx7xD6OtOXYhKQwdtmGW9YY5uHIQwNuQwJUHMuQ+hEX9C2m\n",
       "gVzz80knmPY6Nx5BeuBRgvBPwHeA59g6d2gQVI27AT/KYb4QcZXXIXXTCeZmJNCsQCZZDCMP1Hfl\n",
       "uQ75bcBOOzCrkQDyZ5oL5ixbJkczhznDzguIwAyCuQA4CwlyC+RePNNAOrs3I4J5NHKMFUrJmgnk\n",
       "gfi/Q4IziHP5lX2dpWC6dCyIID6AxBnf7blfbtrC1OD+LOCrwJlgkrKAeyIz4G9FYsvDwPeReHsH\n",
       "0sm245hmDHgR8EUkluyb4jgOQOa8RDnMy4A9wCxskspOKZiN30Pju8CPgA+DebG3zjFIZ/9XSFy8\n",
       "l90pWeOel+105SK7tHNk4tPOaZ6O8gLgDmg8BuY64O1gXkpw0R5Dgv7jELu9OWIbs5CTfinSIJ6E\n",
       "nNA/A2eAOVH2wXnIAwFuRBrMM5EUju8w9wPzWkTsb7DHcCTwHMQJrQK+BTzNlm+zPTl9yEDyLruP\n",
       "Q4GPQON5U4vaeATMLQQp2bOQ4H0CmFuRBn4v0is7Dsxmu+0+pCfTh1S2G5EndjzVrrMcGYPa6e2s\n",
       "H7n4djYqvwOWggmnIZ8MfDj02S7gCHY//IeDkcr4LSQo3YII9kJ7vLPsvp4DXA3mdUgaEFvuf0LG\n",
       "XDfasm6x/yvLYT4LqU8/Aj4L5g1IXQtzEkHQPwrMH2K2527K/jXwAru904HP2e+GWUEQvNYDf2Ub\n",
       "0h1IRmI1wRjJBUhm4gXAVjDvBd5mt/EJpB7ta6/rgP3f8YhAPIAErz8CG6BxD5hzgVchE4HOBnMn\n",
       "EmzutZ99WtJvDCMT526xZfTpt2VbhwRAn1ORtuPud7xbymJuCK23mqkOcyfitl397LNleAj4PPAj\n",
       "67q/gNT1R+zf0+y29kHE52ZkAuE8u40L7Lm7CenQLAZeKx3VIp9fYE4hSBk/Gxme+QukU/3fwKfA\n",
       "/C/Snv6v/dJW4Clg7pm+vWn0Ay9F2u437b5eiZyHjyDX8n677gb7+nbk2jyfIIO2ze53Lpgz7Ovn\n",
       "I3cxXG7L+U8R+x8DzkDqxb8APwQ+CHwWGneAuQKpi48ALwazDmkjl9n/3wgcD2YxIoZftvveT8rI\n",
       "txHx3QfpSH4lFMtWIJnA2Uid+yyY70aUcynTBfMQb1v7I1kJx+ftcf2rHYq6E/g48F57jtfavxV2\n",
       "G86hujZjBbNhwGylSQcoqTZeDByXsI7SG1yCBPkiuBitd4pQVL27GK1zSkCR8U5RFEVRFEVRFEVR\n",
       "FEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVR0qLPklXSos+S\n",
       "VcpAnyWrlEFb9c4kr6J0L2aG/YUWKLYuaL1THEXVBa1zlcT0NfkZsFx3HPVh2h+QVnqTGchv9CmK\n",
       "opTBZ5CffqsEKphKMwZJ95upiqIoefA45DdAK4EKptIMFUzMBWCWlF0KRek9TB+whgrFIBVMpRmD\n",
       "QANMf9kFKZH9gImyC6Eo2WC+A+boskuRkj2AMSQOVQIVTKUZrqJWpodXAoNUqMEqSofMoz4dwDV2\n",
       "WZn4o4KpNGMwtOxFVDALx6wAM1l2KbqUIepTn/ezSxVMpRaow5Rj7+XjL4OzgbPKLkSXUqd5CWuA\n",
       "TVRI4Oty4pRyUMFUh1kGQ8AjZReiS6lTfZ4A7qFC8adGDtOcCObVZZeix9CUbL0CTLcwjJ7zvKhT\n",
       "fR4CtlKh8tZIMNkfOKLsQvQY6jA1JVsGdRpnqxt1OreDiGBWpv1VpiApGLJ/SnG4812XBpYxpkG9\n",
       "euTdwhDwWNmF6FLqNIY5CGyjQu2vTg6zTj2jbqHXHaa7/1TrXbFoW8+POnUAXUq2MvGnMgVJgTai\n",
       "4un1McyB0FIpBp30kx91EkyXkq1MedVhKs3odYfZ6x2GstC2nh9D1Kc9V85hqmAqzeh1wXTHrfWu\n",
       "WHSWbH6ow+yAugmmTvopll53WL3eYSgL7RznRx0FszLtr26CWZcL3S30umD0UIfBLAPT5LYtsxeY\n",
       "8wsqjLb1XKjdrG+9D7MDtBEVTw8JRiS9lJJ9OvD6Jv9fCqwuqCza1vOhbpPY1GF2gDYizD9LT78w\n",
       "1GEKvXD8SUMeMxP+n3VZeryt50LdOsBD6H2YbaONCE4BVhW4v14SjChKCjBmEMwrit1n5QSzV+tc\n",
       "ntRNMNVhdoBO+pHZg7MK3F+PP+mntJTsUuD9Be9zmObta0bC/7MuS6/WuTypWwdYZ8l2gDpMOQdF\n",
       "CmbdGljWlHX8Q4hoVGmfmpKtP3XrAOt9mB2gjah4h1m3FE7WlHX8SW4vD5IyODMoTsS1redD3dqz\n",
       "OswO0EZUnmBWpodXMGWlZIflzzTy3Y05Bczp9k3KMcy8y7S7LL3e1vOgRoK5+xaYbVQo/tRNMHt9\n",
       "DFNTssVS1vEPA40C9vsE4Bhvn0mCCcWcCxXMfKhTex5Anie8kwrVhboJZmVOXEloSrZYyjr+odAy\n",
       "L0YJ0qxJY5gzvPXyRtt6PtRpDHMI2IWIZmUEXgWzXpThMA0VqrAFU2ZK1l/mxSgwYl+nScmSsE4G\n",
       "mAba1vOiTh3gQcRd7qJC8UcFszaYPqTiFC2YlbpxeDrmGWDOzmnjZaZk/WVehB1mhBiaYTBHUphg\n",
       "lhnUTZ3iYTvUKSU7SOAwKxN/6lRBhoD+HqjUcbjAVoZgVrmBHQQcntO2y3KYTpSKFMy4McwnAJ8j\n",
       "SMnmXaYy04bdPkeiTg5TU7IdUqf8ex644y9aMCs1rTsCP62YNWXeVgLFjGH6KdkoMRwFFlGcwxwC\n",
       "HqWcOlf0va9FMwQ8RrXbs8NPyVamvF0mmKYyPZEccI15vMB9umc5Vvm8jiBBPQ8GkeDdwylZRoEF\n",
       "wGxvvTwZAragDjMP6tABdqjD7JAEwTRrgIuKKkwJDCM9riYO05wG5ugM91m5ZzlGkKfDHKCcMdwi\n",
       "U7JJk35GkDixHDkXKUTFvEmeh9sWZQpmtzvMOrRnhxvDVIfZJklPrp+P9IS7lSFgLc1Tsk8nuK8u\n",
       "C+rQIx0h35RsGYJZhsO0Y5jTHkzg3Ps4sJ50Luw9wMI2yzSMnPO+EuYr9IpgVrk9O1xKVh1mm7ie\n",
       "Z1yDHbN/GWHeDubA7LbXMcPAZnlp4hr2KMHkjCyow6SfUfJNyZbRIy9rDBOmB1P/3G6ILpMJi2Mn\n",
       "bXEI2EE5zqLbBbNyP8jcBJeSVYfZOqYf6Kf5xc46cJ4IrMlwe50yhPS4NhPvMjPuNNSiR5qnw+z2\n",
       "lOwI08U5LIj+uV0/vUxmGLglcKZmEDlv7bbFMgVTxzCrgzrMDnAnr9ljkrIWixlk69Y6ZRgJJEmC\n",
       "2YsOU1Oy7RHlMMOi4YRvOxJsw/+fidS5sdD6nTjMsmZHdrvDrNMYpjrMDkjTiKzDzOzh0FkLcKe4\n",
       "ST/NBHOUfBxmlRtY3rNky0zJFj2GCdGCuRkZDtkZ8X9X38ZD71Uwq0dFHKbZN8VKdtJP4zH7nUpo\n",
       "VSUKkYI0jWgMeWB1VpW+aoLpUlUPEp8qziMlW/En/XT1LNminyUbtc8R4FbgYaIF02U0nGCOhpat\n",
       "UqZgdntKtipjmL8Gs1RemqfHzMlwWUWokMusk2C6cY24St1pQw1T1ZTsB4H3g4kSRk3JZkuvpWQf\n",
       "jtjnKK0JZhsO0/wdmKfZNy6Tog4ze6qSMZpNkCX7d+CAiHVcShYqNI5ZJ8FMM4bpLzulig5zJzR+\n",
       "CtwFPDlinbxSspXo3cWQd0q2jA6DE40cA7jpR47L3UoyjIhiVEr2UuCT5JeSPRRYbV+7tl5GkOwV\n",
       "wSyxPZtB5Dy7J0fNJPphLOowOyDtGKa/7ADTYOpEhirgHCbAvQRPXvFRh5ktA7QdYMxsMHPb3O8w\n",
       "8BD5pghHkWvrhNk5zKiU7D3QiBPMLFKy49739baS/KjCEMvM0HLce+2jDrMD0o5h+stOGERuY6li\n",
       "ShYkmEb1yrJ2mG7MoxKVNYYRYCCnxyJ2EmDeCPx1m/sdQiba5BnAnWDuIBDMKJF26+Gt65OFwwwL\n",
       "Zg3GMM0RGU4wLIoqjGF6gmn6kBgb5zCdYKrDbBG/ESWNYWYhGFmnd7PAnQOIF8xevA/TXfc8XKab\n",
       "9NOOGE/Yv3ZwDrMIwdxuXw8gM2GjxjCdYOY0hlkZwWzlfJ8P7J1XQXJiELnGMfXZvAfMq3Mug+8w\n",
       "w27Tx493lXGYlShEClpxmFmMZ7kgUCXBDDvM0K0lZgA5N72Wkh1BgsAIklLMkkFgI+0F7tm0LHim\n",
       "HziKYgUTRKx2IvUrymFut69bEcxOUrIVF0zTAOYCc/IsTA4MsjuGmH5oPBr6/57k39bddfbHLtVh\n",
       "ZkyaST95OMwqpWT9HtdmpleyiOM3Z4F5Ywf7rLjDNH3IedlEPhN/OukwzCZ6nLkZBwBfI0jJFjGG\n",
       "uR3pfLn2FTWG2cxhhlOy7bRD322UOUs27fkeseu2en3LJumB5nPIvxMQNdknymH6k34q4zDrJphJ\n",
       "DnML2QTOKqZkk8Ywx5Bnfc7wxlYOIHrKdlqq7jDdOdlGvinZZj8p9xowR0b8YxatB9QJxLkU6TB3\n",
       "IGXdQbQgpknJ7mCqw9xJd6dk54SWdSFpBnI7nbxWiRLMKIfpT/rZRUViUCUKkYK0s2TXkY3IzUB6\n",
       "3nUTzE32c9c7mxexXkpMg/Ju3E+L75LyEMw0DvsZSMfz8tDns9so0wRyvWZQ3KSfAYKUbNStLEkp\n",
       "2THgPqYK5lpSd1xNv/1OnQTTiUrdBDONw9wW8XmWRKVk4xymP0u2EjGojg6z2a+VrCM7h/kg1U7J\n",
       "hh+P5wLgFoJyz6P9iScDyI8n76S6HasRJJhvo7yU7Dzkp+XCJPTWzTFgvh760N2GsojiHWbcGKaf\n",
       "ko2aJTuDqYLZasfVv70A6nFbSYUdprkGTNyjM6uako1zmP59mJWIQXUUzKIc5oMZbSsB0wfmnBQr\n",
       "pnGYW+2fK3cngukaV2XGDyLI22GmcdjzkfMcJim9tRLYL/SZu1YLqc4YZpqU7P1MdZittMNxwHjf\n",
       "r8MYZkUF04wABwHLYlaoimCuJxDMbajDzJy0T/rJ0mGupZiU7CLg001+49Lhet7QXDC3kL1gVqKy\n",
       "RuCCeV5jmIOIoDT7MeP5xDvMcZtyjGKR/fNx16pBtcYwc0zJMg484H1/gf1+HRxmm+N9Zg8wcaLW\n",
       "Ce53SRfH/N+NC0Z0gk2DYgRzHKkvTjDvJd0s2Up02usmmEU5zCJTsvYhxCxJWM/1vCFaMF0A3Eo2\n",
       "KVn/53UqUVkjcClZdy9h1vg98ohzYAaRoBkSTDOMPPjiYeLHkBcBC0JC7D8ZqKgxzO3EjmGaBsmz\n",
       "ZDtNybqgOdPub6l9X3XB3E774vJm+5c1i0LLMG5uQ9S5dS6vCIdprzfjwD2kuw8z47pg+uUugtao\n",
       "o2CeBOYdEetk6TBnIDNO+2xQzJOloWUcfko2agwzlJI1fUgAHknhXi1mIZiP2zeLkVRbyQ7TfNh7\n",
       "MHeYIlKyjxB/DlxnJOwwZyETsDYS70IWIqLqd2gmCHrVeT8azwlhszHMQeAxaDxi38c5zE5Tshvt\n",
       "vseQjuM9VD8lezvti8veyD2PWZNGMONSsrORjs9ITk/NcvgO04lnGQ5zOfAf6WOjkKFgmn4wF4H5\n",
       "Xg4iMxNp3LuA44BnRqzTakNthrtFZSv5PdjbkVYwW0nJzkAawBbknKR1mY8D/sr29CeRX6ko22Ee\n",
       "CxwR8z9/0k9eKdlmYz7zkXMcHsOcjQjmJuIFMyq4TSDnHIp90k9cStZPxxLxf5juMFtNyc5EjvUh\n",
       "+3oJ9XCYnQjmCmCvNr/bDJeSTRLMqHkJc5COy2byvbUk7DDd6zA5O0wmkaGPlq5Dlg5zObAK+eWB\n",
       "fTLcLsgEiZuQiz1q9+NhBpGDz+oGdt+tTYLJMzXbisN0FWirvJ/SE/RTsmNIEF9Ha4K5r/3uYqRR\n",
       "30b5k372Ib4+hR/vljUJKVnmAzcw3WGmFcyNTA1uc4Gb7eu8U7JLkbFDdw9l1KQfPx0L8bNkW3CY\n",
       "5gNg/HuDxxGxfJjgcYIPUH3BvI22BNM0kLaVl8NcT/wY5ijxM5CdYG4k37TsTHIZwzR7gzm5hXKs\n",
       "CC1TkaVg7g9cC1xtX2fJGuB6AsGYC8bv1Y8iQrGNjhymeQoYdx+cc2vfBm4Ac0jE+m8D876U2x4C\n",
       "c3TEP5Yija+FlGzDMH18LDzpxwnmeqYIphkAM1+Clvm70D728ZaTBIJZUkrWzEaOI04w83aYSSnZ\n",
       "ecAdSOrer3dpBfNapjvMm5FZo1HPde0Asw+YBd4HBwLXMX2WrL9Pf4YsxKdkH0QegD9mvxMzYc40\n",
       "gDOBk7wPnWA+hHTYHrSPbKt6SvY22nNic5G4uzCHTNwi4BoiHaZpIHH5BsoVzKhJP1nMkn0JEDVU\n",
       "F8dkaJmKLAVzP+BPwB/p7OkyUTjBdCfwPqa6TN9dtek0TB/wDeAMpqZkVwHfA14Z8aUTgRNS7uDp\n",
       "wAURsyaXAv9LupTsTu99+PF4vis+BHH6EYLJW4FvAX8BvCn0iwv7Ig1mX6qRkt0HCb5pHGZKwTSN\n",
       "YB/kIXsAABXfSURBVIai6Zf7IWNJk5Jda/98lzkLuT6biAw+xo1d/oEgjQYSTG9COkZR90R2wseB\n",
       "t3jvnWA2G8NMm5J9GLgCOJLmcwmWIMf7OO8zXzBXIeOXULrDjPqBdtMP5sdI+2g3JbsC6RTdT3Kb\n",
       "b5UIwTSfArMX0p63QON+yneYfkp2HWAixhJnI7EMImOQGQv9fN7hwOOazEoPswK4kd0O06Q65hYE\n",
       "08wB8zzv/RAYXyz2Q8Tyj2TqMM0E0gjdRICdwMVMFUwnFiGHaWaC+acmtwT4HIRUlBcSOMytSMP4\n",
       "FPDMqeJi+oAnAIemHDg+CQmI4fG4tILpT/qB6eOYfqfhbcBHmSaYpgH8JXAMcCrSsPb1trEvcKFd\n",
       "+inZsib97AP8Cpgj13Ia7cySPRHJGIwDn5Xtm+Ux6w6QnJJ1gulnPJIc5jwkMN3N7uBmBpAgchvx\n",
       "T91pEzOGdOysszMLEeG7h+ZjmOGUbJzD3IJcpyfZ9xuJ/sm1wxA3epj3mS+Yq5FgCqUKpjkUuBvM\n",
       "Eis4rhxHA6cAjwfuRG4batV0TCId0TvJfhxzEZLhc3VqL+BVwAuQTsqVdr1mY5gZCqZpSNZuCjOR\n",
       "lPsY0jZcOt6LZWYYiVG/9sobrgsfQK7RK+z7w5HMTGi4LpZJ4CJZmmXAfWD2bfoNWnOYfwt8UzZq\n",
       "ZgDnAT8F43qL+xM4zCxTsquB620achdwi7xnpbdOnMN8BfB2oicJhTkB+E+k570/EgS2AJchxwRT\n",
       "nfP+SOO/nqk95jhOAn6OCJWPJ5hNG58/6QemC6brNHwFeAricMIO83FIhf0t8ETgh8CT5V+mH6lE\n",
       "TjAnqYbDvMmWI+qnlBLuwzQrwLw89OHLkdmp/4l0Xr4KvDhm/4M0T8nGOUwnmHGzZBchQeN+Ajcw\n",
       "x35nHYHDzColezxwFbDG9sqtu2wYmo9hJqRkd//Q+lZEMI8hGB6JyvYcBnwdWOl1MqvoMM9Gjuv7\n",
       "BIID8CzElYNcp4eZ/qtBfWD+H5hTQp9/GMxrkLZ1G5LKz0Mwr0XSvQ1b3juAZyPn/gq7XtwsWSeY\n",
       "WU36+QvgJ2BO9D4bR2LTVmSs1Z/w5Xgy8AdoPOiV14tBZgRps6cD75PxS0aReHZ4yrKtQARzBWIi\n",
       "GkhsaEqKQGjeYTd2DvBF4HO2cDcg9xJ9Bsz3ETH5E9JjXRVz60cU/cgJWotc7D7gZOQkXYQ07uvt\n",
       "ujuRdMa1wEfAuLGOpQSCuQ+Yj9hynAl8EHg/mINj9j+AiMNRwLuRlMa/EjT6yySwmC8C30YeZ3Yo\n",
       "cqJ/g1z8vwPzu9B2l9ty/c4e0yLg9cCXrDDuRM7rXKRXuEr2Z76GdAp8ZiEO/n7vs83AOV4P7ljg\n",
       "v6Bhy2HehQj+csQdjwH/B3iXLcsEEhBeKT1pZiJB4FrgH+15WY8IcQkO03wAmRH9JUQ0LwTzJ6TT\n",
       "YZBzeibwL0h9PDaizp2NTI56EpIpaCDB463AJ5BOzCOyj8ip9AsIHOZrwTwQ+v9xSKpzLfAaMK9H\n",
       "Gv9CpKN1D/B6u+3HvO9NItfyfuBoMF+WJRuQc+4EczGY24AL7DGvIxiWSEMD2APpDH4WCYYfQa69\n",
       "C/zbEcfrBPNw7zyeiqSNHTuRjp37f58cV2MXmEuRToh7OtJW4O/BbPG+/zykPZ4gS/MgIrLX2fN2\n",
       "MpI9gnIEcwWYjyHjYW8FPga8D3inDcovAs5ChmjWIdf9/WDu8baxEumIvUCEE4O0t6ch7biBnIdn\n",
       "Ai+TTl3bjCCThwyBY70dafcfRs7n3wOfRMTpbfZ7u4C/BPNEJEu23n73B0hbeh6YdtLFM+x+1iGx\n",
       "72hEM/4dzDeRlLxL2T+MtK+77eu3eO3rRFsWxyPAaWD2sO8ngauh8QNb774G/B6Jta9okjFyNJAO\n",
       "7q+BTyOdojcB/wBmB/Cvskr0F5txMRIUFOUSxKkUwcVovVOEourdxWidUwKKjHeKoiiKoiiKoiiK\n",
       "oiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKkhZ9lqySFn2W\n",
       "rFIG+ixZpQzaqncm+3IoNaXIuqD1TnEUVRe0zik+kfWh1R8/7VLMi8Gk/QFiRVEUpeswczveQhbF\n",
       "qD7mBjAHlV2K9JjjwGT0q+jpd9ql+1KqjTpMpSDMg/Z3g0EdZlMGKOVHktvmA8gPXitKl2H65U9R\n",
       "CmcOMNxsBRVMYRARzbqwjHoJvKKk5e3Aa8suhNJrmAYpjFOdRCJPBqmNAJl+YAl67ZTuZA6aHlWK\n",
       "x8X/pnFVHaZQJ4e5EOinNgKvKC1Ro85rmZj9yi5BlzFkl03rngqmUKdGuswu61JeRWmFOrXFkjAL\n",
       "kfsElewYDC0jUcEUBqiPw3SCWZfyKkor1KktlsUICZNTlDC7Z7/G4RympmRTUKderTpMpZupU1ss\n",
       "iyGCAK8kYtYAFyWspA4zHaZBvRqpOkylm6lTWywLFczWmGX/mqGTflLi7vmqiwAtA7aiQUXpTlQw\n",
       "kxkC+vR+1dSkqVM66SclTijr0kiXArdTn/IqkZgBMIvKLkV6zAowRUw00THMZFIFd2U3aQRTHWZK\n",
       "Up2oCjEDWE99yqtEcyLwhbIL0QILkPt/80YdZjJDoaXSHHWYGZJqsLdCDKEp2W5gzP7VhRGKqXMq\n",
       "mMn0gMM0fw/miIw2lmbMVyf9pKRuDnMQEcy6lFeJpm7CMEIxjqZuz3Uug15wmEcBKzPaVisOU1Oy\n",
       "CajDVMqgbjMdRynOYWpnsDm9IJiDSCctq22lHcNUh5nAQGhZdZzDVMGsN3UTzKIcZt2cdxn0QEqW\n",
       "IYoVTHWYKamrw6yLwCvR1E0YdAyzOvSCwxwiu6cZ2ayFaSSs4y8jUcGs5xjmFjSo1J26OcxRdAyz\n",
       "KvSKYGblMNM4cnWYKamrw6xLeZVo6iaYIyT30rNAxzCTqVvMaoesHaa/bHcdFUzq5zA1Jdsd1C31\n",
       "6Hr7eZe5buelDNRhtoYKZobU7Uk/OumnO6ibwxy1SxXM8ukFwcx6lqy/jEJTsilRh6mUQd0E0wWv\n",
       "vMusY5jJ9Mos2axTss3qrjrMlNRoPMD0Aw1gO7Uor9KEujmpIlOy2hlsTi84TJ30U1FqJJgMAjuB\n",
       "XdSjvEo8dXOYLiWbd5nr1pEoAxXM1tAxzAypU0p2CBHMR6hHeZV4BqnXTzTppJ/qoCnZ1tAxzAyp\n",
       "06SfQcRdqsOsP3ULejqGWR16wWEWPelHHWZK6uowNajUm7oFvSJnydahLZZJ3epOO+SRkm12voZI\n",
       "YURUMOs3hukcpgaVelOnegeFOEzTQB1mGoaAx+hawTT9iDZllZJNk81J9StQKphyorZRDwFyDlNT\n",
       "svWnbi6hiJRsnYZHymSI7n48pqtjRd+HmXh/uwqmNNJt1KPyOYepk37qT90EcxTYQb7tRAUzHUPA\n",
       "w9Sn7rSKO66iH423BXWYiaSy4hVBHWb3UMeU7GbyDdIu21OXc1IWvSKYRU/6UYeZgjo1UhXM7qFu\n",
       "DtMJZp71bhB5KEcDjMameLr9F4vccRU96UcFMwV1GsPUlGz3UDfBHCV/hzmA3jaVBjeGWZe60ypO\n",
       "vIbBPAXMygy2l1SndNJPSur0MHN1mN1DXVOyeTvMR9D6nUQvpGQfQurcOcCJHW4vTYzPymHW5kkk\n",
       "7eIm/dTBsanD7B5cr7cuQW8ECWJ5j2G6+q2CGY8TzG49R0NI52wEmAfMiF/V7AnmoITtpRHMVJnG\n",
       "NA4zq5lKVUUdplIGNUqrmQZBSjZvh6n3GSdTo7oTxrwPTFK53fH1AwuAsSbrvgh4U8L2inSYmQ28\n",
       "VpU6jWGqYHYPg9THJbhU6XZ0DLMK1Dkl+xZgfsI6Ls7tAJbS1GGyAJidsD03SSrp570yua2kVwSz\n",
       "Dg20wJSs6QPz3Hz30dPUySWMImK5Ex3DrAI1TcmaAURPZias6H6VaTswQXOHuQCYlWJ7SbOK1WGm\n",
       "pE6CWaTDXAZ8Oed99DJ1EswRJHjlPeaqY5jpyKDumNPB7JNVgVLinGKSYLo4tz30vSjmk+ww04hh\n",
       "qqG5NC6l2wVzgPo8uKDIXysZB2bK+FXD5LyvXqRO99KNIJ3KIhymjmEmk0VK9izEvd2cSYnSMTO0\n",
       "jCMsmFk4zLRjmJqSTaCODrOIWbLjQIPmvTulferkMF1KNm+HOYCmZNOQRUp2FjApL83eYCY6LlUy\n",
       "rQrmDvs+qzHMQp700wuCWTeH+SjQb2cv5sV4aKlkS50m/biUbJEOsw7nJSfMiIhYLFl0tsbZLZj8\n",
       "A/DSDraVlnYdZhaCuZXkST+ZOMxeuK2kZg6zYcjfZc4KLZVsqZPDHEfEXccwi+FU4FNN/p9F3fEc\n",
       "JnOBOR1sKy1pBdPVg+3AA8SmZM0wkv0YthOKmm1PJ/1kRB1vK4H8e+HqMHPDNKiXYM4FNqBjmEUx\n",
       "HxlfjCOLMUxfMGeT7NKyoJ2U7B3EO8z5wFrkgRrNOvatTPppWu900k89f94LVDDrTD+SVt9OPerd\n",
       "HALB1DHM/JlAOikRmAYdTxgzDURgHgUzhlzfKjlMPyW7Doh4ko95FnAS8CByLLOB9THbc2LY7P5P\n",
       "dZgpqdMYpu8w807JqmDmh3ssXt4ClBVzgY0Ul5JVwYwVzN2dih20fy1GkXN8G7Cc4gUzaSKhL5h3\n",
       "xqx/DPB6RDA309xh6qSfDKnTGGaRDlPHMPPDv5+2DoLpO8wiUrK9PoY5AcyJ+YkzV3c66WzNQkTm\n",
       "dmAF4s6KEkwjS/NOMHHC6adk7yR6DHM+ol8PAptonlKOmPRjZoK5JrRPva0kBYPIhanDb/DpGGZ3\n",
       "4IQhbwHKCjeGWcRtJTqGKYLZR3Tq0hfMduuOE8w7gT0pdgzzQbv8ayDuZ7tcBuajwH8T7TDnA9cD\n",
       "99JUME2D6GG3pcBBNiUN6jBTU6c0kKtIUExK9kFUMPMgC5dQJC4lq4/GK4a5oaVPFtkJJ5j3IqLV\n",
       "R3EO8z5gERJXFsesZx+N17gUGrfJR9Me2D4fScn+A7EpWbMceC9BCtuvU4uCpeknmISnt5UkUKde\n",
       "rXvGIhTjMO9BBTMP6pqS1THMYpgAHiNaMEeR4N9JZ2scEZn7gDV2e0UI5gy7T/dIvjjB9DNpIM4v\n",
       "nJadD9wFjYeJd5hHAH9FdJ1a7C0XI+YgcRKeOsx6jZsUOelnFiKYOoaZPXVMyRblMOvSFvNkAkmX\n",
       "RgnmMuBu2roW5t/A7I+06YcQh7kGuXVjTs4PQoHAYbqHMqQVzC1MT8u6W0ogXjD3RFKvUYLpOUz2\n",
       "AO4ihWlSwazXvV9F31ZyN+ow86BuKdmiHKZ/W0kF2qIZAvOpAoQkjHvG61x56s8UJpHZrQ8jk2f6\n",
       "ozdhzrI39vs8DziZICV7HzLp5wHkvI9mUvqp5fBF3wmmq0OLpq8PRAum5zBNPyKQG+wHcbNk97RL\n",
       "F9/9uhsnmHVxmKavhIoJwbhJHXq1RU/6UcHMBzcWXZeUbBkPLiipLZoxMO4HiVcDrwL2K3D/Q0jM\n",
       "vRM4Dfh5aIVJ4DZobEPSiMsjtjEIfAZ4nPfZKCIgRzBVMPuQ7MFGMk/LmnnAnZ7oO8HE7r+VlKzv\n",
       "MOcCm6DxqH3fzGFC9C88LUIcqi+YiRqQsWCaOWC+aS9Oq3wWeEUb3+uUOv1ore8wNSUL2Dp3FphD\n",
       "yy5JC7ix6LqlZHthDPMo4MN29uQB9rMTstt8ojFwnZP1wFOBI0O3X6xAHCbILNE13rYbYD4EHIyc\n",
       "P/+G/72RscqwYEJugsmhiNC58+gL5lU0n/Szy3sfcphT0rEAtwKrIrazJ3Ieo4Y/FgNX26UvmAPN\n",
       "rk/WDvPfgNORStcqJ9m/oplBcb8AEoPpA/OKFA5bHeZ03gm8Hfhg2QWZihmJSKc5apSSNYNIDHiI\n",
       "3hjDPBJ5EtNhwIFIavSFYL4VXE/TB+ZiMHu1sf1/QWZ2xjGBBPkNwEJblsO9/08SCOafmCKYrEBu\n",
       "1zjHvj/Q+99KxK0uA/YCNkNjC3Jd8xRMf5lWMJMcZlgwfwccEXFb4J7Ab4gfw7zGLpchE4geQyZb\n",
       "xaS5MxFMMwbmn+xg8tOBTwDHpdiuv409gCXAsfmkZc0K7/UomJ+DWQpmDSKSt1Bur/Zk4HMkdzT8\n",
       "20pyHOcxDaRy30tpgmma/Qaez6lIgDi6vcyGyev4PgZcGPNQ6IqkZM3eYA5MWGkOkv4y9MYY5hHI\n",
       "mN4RiDP6BHAs8BTgFG+d45AxwZSYk8AcDLwQeFmTOOcLJsBPgCd6/59kqsP008UnIg8GeBlwKVMd\n",
       "5kq7/hWIc91sP7+XQDDndhZ/p936cShwHVMF83772rm7KKLGMBd7Y7IhwWw8aN+v9soyiPySyeXE\n",
       "j2FezdSULCTUvTYE0zwRzA+9wdzXIj387wBfAn4AHD99M2aiycU4BvixLU9ETr4TzHOBW8Acaz84\n",
       "C2kAb0Qq77dtz6JEh8mrkN7iy8DMkoYV+RAF/7aSPHvhY8gU6w2U5zCXJa9iliON5yKkx3ps8/Wn\n",
       "ff9U4EEwj0tctbXtzkEyLf3A+yNWKCklawaCSSKmD/gW8D0JRGYcTNQkDJcihJ4Yw+RIpPN6JOLQ\n",
       "foQI5zuB59t1TkOE57R0mzTjwNeBC5BnCA8TpCnDrEGen7oBSaF+AThVrpvpR1zT7XbdsMM8AfgG\n",
       "Mnnna8iN+S7m7gvcaI9tBYFg3oeMAW4Cviz7M68C82qv/P1TxdD0TX9Kj3kpcJc1P45DEU3wBXMj\n",
       "EluuB2bEZGGiHObnga/a4wk7TBBhPNJ7vxTp+NzKtDplGkx1mL5gNo2raQTiWDCXENz7cwRwGfAb\n",
       "MDciYvcq4NPAs5ELcASYH9kdDyJBdw1wu/1OmFXIhdwBfBPMAynKlZYnAB+w2/29fX8G8vM5jwDP\n",
       "suvtAD4JZgtSudYx/aLkwVxkfOGpSGrhDKSH+RCYW0PrHkzwo6o7gH8E83r7voH0qHYRBLhWmY8c\n",
       "+x+QBrUJWALmXNl8oXwRTNJxLAYulA6PuRD4KJhWfkH+CcjY+Xlgrmy3oBEsQgLt64BLwByOpNdm\n",
       "Adci1+k+do8pmfMz3Hccfcjx7rDHOo605z9IGdkbGARzGVPHj/yHWu+Q9XIr7/6Io9sBnAnmrmLr\n",
       "nbkASf19A/gVErhvgsYuWxffb4/9aOC5wPlgfoC4umYsQQzBKiRFuBPpqFwf+m4DCfqnIXXlOuA8\n",
       "4JVIzF0LrIOG+53I64HHe9fjOFu2vwB+CrwLuID/377doyYQBGAYfuMF0nkBSwurFKm8Q85j6VWs\n",
       "7KwCgbBpEryBNgELa0FsZVJ8s6yEgKRQQd6nXJbZYeebH2ZnKcda7py09ZT0bchnl13KZVXvG6de\n",
       "5YW0xYicyP0iE/4Q6EP5pBuPnmtd36Gs67UBMMvzyivJ/YGMLVvSBxZQ2jJaT2Tybu2Bhswhb/V9\n",
       "/s7gEphAaRc1j+R3mQ2ZoE+z2yMZ/ybb0w/kvAacWaydS2PDv7dXdac++HPn4CIazJ3iWrlrMHPq\n",
       "XHO8kyRJkiRJkiRJkiRJkiRJkm7oB+/0B/EaWR48AAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d7c45b750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (3600, 128), float64\n",
      "Testing data: (2400, 128), float64\n",
      "Training labels: (3600,), uint8\n",
      "Testing labels: (2400,), uint8\n",
      "Accuracy: 74.8 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (300, 1536), float64\n",
      "Testing data: (200, 1536), float64\n",
      "Training labels: (300,), uint8\n",
      "Testing labels: (200,), uint8\n",
      "Feature vectors accuracy: 61.4 %\n",
      "Clips accuracy: 71.0 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Data: (6000, 128), float64\n",
      "Labels: (6000,), uint8\n",
      "Ratio: 1800.0 training, 4200.0 testing\n",
      "  71 (+/- 0.8) <- [71 71 71 69 70 71 71 72 70 70]\n",
      "  71 (+/- 0.7) <- [71 70 72 70 71 71 72 70 72 71]\n",
      "  71 (+/- 0.6) <- [70 71 70 71 71 71 70 70 70 70]\n",
      "  71 (+/- 0.7) <- [69 70 70 71 70 72 71 71 70 71]\n",
      "  71 (+/- 0.5) <- [71 70 71 71 70 71 70 71 70 72]\n",
      "  71 (+/- 0.6) <- [71 70 70 70 70 71 72 70 70 70]\n",
      "  71 (+/- 0.4) <- [70 71 71 70 71 70 70 71 70 71]\n",
      "  71 (+/- 1.2) <- [71 70 71 70 69 71 72 68 69 71]\n",
      "  71 (+/- 0.5) <- [71 70 70 71 70 71 70 70 72 71]\n",
      "  71 (+/- 0.5) <- [70 71 70 70 71 72 71 70 70 71]\n",
      "  71 (+/- 1.0) <- [71 71 70 69 71 72 68 70 71 72]\n",
      "  71 (+/- 0.7) <- [70 71 71 70 72 71 71 69 69 70]\n",
      "  71 (+/- 0.5) <- [71 70 70 70 70 71 70 70 70 69]\n",
      "  71 (+/- 0.5) <- [70 70 71 70 71 70 70 71 72 71]\n",
      "  71 (+/- 0.5) <- [71 70 71 70 71 71 71 70 71 71]\n",
      "  71 (+/- 0.6) <- [71 71 70 71 71 70 71 70 72 70]\n",
      "  71 (+/- 0.9) <- [70 72 69 72 70 70 70 70 70 72]\n",
      "  71 (+/- 0.7) <- [71 70 70 70 72 71 71 70 71 71]\n",
      "  71 (+/- 0.6) <- [70 71 70 70 71 71 70 72 70 71]\n",
      "  71 (+/- 0.6) <- [70 71 71 70 70 70 71 70 71 70]\n",
      "Accuracy: 71.0 (+/- 0.71)\n",
      "Mean time (20 cv): 7.59 seconds\n",
      "Overall time: 156.90 seconds\n",
      "\n",
      " -------------------- Classification, test_size = 0.9 -------------------- \n",
      "\n",
      "Software versions:\n",
      "  numpy: 1.8.2\n",
      "  sklearn: 0.14.1\n",
      "Attributes:\n",
      "  sr = 22050\n",
      "  labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n",
      " 'reggae' 'rock']\n",
      "Datasets:\n",
      "  D : (128, 96)               , float32\n",
      "  X : (5, 100, 149, 2, 96)    , float32\n",
      "  Z : (5, 100, 149, 2, 128)   , float32\n",
      "Full dataset:\n",
      "  size: N=149,000 x n=128 -> 19,072,000 floats\n",
      "  dim: 38,144 features per clip\n",
      "  shape: (5, 100, 149, 2, 128)\n",
      "<class 'h5py._hl.dataset.Dataset'>\n",
      "Reduced dataset:\n",
      "  size: N=149,000 x n=128 -> 19,072,000 floats\n",
      "  dim: 38,144 features per clip\n",
      "  shape: (5, 100, 149, 2, 128)\n",
      "<type 'numpy.ndarray'>\n",
      "Flattened frames:\n",
      "  size: N=149,000 x n=128 -> 19,072,000 floats\n",
      "  dim: 38,144 features per clip\n",
      "  shape: (5, 100, 298, 128)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=128 -> 17,280,000 floats\n",
      "  dim: 34,560 features per clip\n",
      "  shape: (5, 100, 6, 45, 128)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=128 -> 17,280,000 floats\n",
      "  dim: 34,560 features per clip\n",
      "  shape: (5, 100, 6, 45, 128)\n",
      "Feature vectors:\n",
      "  size: N=6,000 x n=128 -> 768,000 floats\n",
      "  dim: 1,536 features per clip\n",
      "  shape: (5, 100, 6, 2, 128)\n"
     ]
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFCCAYAAAB8Ye0uAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe8JFWZ9799870zd8KdPAPMHWACGRQQRCQJYsZVMS7C\n",
       "oi/muLvuu7qmXd017br6ml3TrnlFBVkVA2BAwZWsguScJsNk4Lx/POdMnVu3qqu6u2L38/187qe6\n",
       "+1ZXnao65/md33NOVYOiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKIqiKB5fAO4H\n",
       "rg19/iHgT8DVwLnA7Jjvfwi4DvhAG/s+BHhaG98rkuOAo8suRBPOBD5ediFCLAW+ndG2jgc2AVfa\n",
       "v3dktN2smWR6G+qEzwFr7Ou/b2M/ZwIPEpy3v/L+93Lgz/bvDO/zryLt/X3eZ+8AnpO+2JkwSbbn\n",
       "UlEy41jgMKZX0JOBPvv6X+xfFBuBRpv7PpPWg32jg/21w7uBt7b4nf4cyhHHy6mWYA5kvL3jgfMy\n",
       "3mYeTJJfkH+ojf28HPhYxOcTwM3AHPvnXh+MiDTAhcA4sITiz/0AKpil05e8Ss/yS2BDxOc/AR6z\n",
       "ry8D9ohY5zxgJnAFcDqwAPhv4HL790S73pHApXa9XwOrgCHgvcALkR7w6UwXp+uAvZAGdAPwZaQh\n",
       "7Qn8jd3H1fZ7Yc4BPui9P5NAWF5mj+lK4NME9eNU4PfAVfb4l9vtvNmue4wty8/tfn9qywLwJbut\n",
       "39r9HkfQu7/CnqcwceX4JPA7e/z+sR2BnL+r7H7cNpcCP0QcQ5zT9797GTADGAG+CFxjy3i8Xfc3\n",
       "wP7edy8GHme/8wX7/SuAZ9v/n4nUhZ8RnLfrvP+dG1O+s5HrehkSrOOEP6mD1I+c/2vtsbzJfr6P\n",
       "3e//Ar8AVtvPFwHfRc7FVcBR9vO32G1cC7zRfjaJZFo+a4/px8h5A3g8Ug+uAl7jlecAgut6NbBv\n",
       "qLwvAD5iX78RES2AvYFf2dcX2+3/CzBqt/WfgLHHG1Uen7iO5VMRQdxo/36C1Puddj99wCDS9t8L\n",
       "vDNiG4686o/xvjuJXLvf2z+X7Tnefv4D4HrgUzHHqyiZM0nzHt35wEti/uf3fr+GiAqI0P3Rvh4n\n",
       "cF1PQUQVpveC38VUwbyWQDAfRYQX4BTgM/Z1ny3fsaFyzQdu9N7/DyLg+yGN05Xnk8BfImJ/BxLs\n",
       "QXrdrkxv8bZzvl0f4Cwk8IIE7PMIGu15BI17jOmuM64cAHPtsh+4CDgI6WDcjARRELHsR4LNzcg5\n",
       "HgZuA5aF9hX33bcCn7efrQZut9t4E4FQL0ECEsD7gZfa13MQsRuzZbiT4JxNEtSnuPItBW613xlA\n",
       "gl+UIzoOWIcIz/8wNRA7Ho+IgGOWXf6MQKyeYN8DfBN4g33dsOs/Hgn8o0hgvw441B7LLsSBue+6\n",
       "c3AN8CT7+oP2PYjwu/YywHRBW4R09kDawmXI+Xg5QTr0IkRkYLrDjCuPz8uBe2yZvk3Q4X0r8HZv\n",
       "vXcQtLl/Q4T5zcixf57mFFF/Ru02AVYiHUkQwdxm1+1Drv/zEsqrpCTrNFEv8Xak9/m1FOs+BREC\n",
       "xzjSIOYAX0GClyG4Hq2kV28nCDKn2L8r7fsZdtu/9NZfC9yCBMqbkPGgS4HXIcHxf+16I8B9dr1f\n",
       "2P2A9L4dfhmPAk6zr/+LwMUaJDC53vGvkQD0VcRh3R06npNC5Ri15QBx3a9EztMSApG4F+llAzzs\n",
       "7fdnBEH1j0gQ8fe3Oua7xxCI1A3Isa8EvoUEoHcjzt+NR54CPAv4a/t+GOnQGMQZ+OfMJ6p8C4BL\n",
       "vO98G8k8hLkCcfFbkfHu70WsdzPizj4GXGDLPhPpsPhjqUN2eQLi7rFl34wI37lIEMa+Phbp1NxK\n",
       "IIa/t+Wfbf+cI/xPgvH4S5F2s4fdzk2h8t5vyzfTrvM14Mm2DN+JOAdhosoT5ny73V3A/0GyMycl\n",
       "bPfN3uvz7PfejojzT5guoEXUnyHg/yHzHR6123dcjnTAAL5O+vOnJKCC2R5nAk8nuaE5Gojw7Ax9\n",
       "/kkkaD4XcXAXx3z/Eaamz/2e+ZbQuv+MpKWa8Q2kwV6PBC7Hl5k6kQLgmQnb8okT+a3e6w8g6aJn\n",
       "IOL5VCSo+ESVYwXScz8cmezyReQ8GOLZ4b1+lNbGUKOO5R7E1R2EnL9zvP/9BVOdO8g1D1+fZuUb\n",
       "YPrxxJ1T3139EKlLE8B67/ONSFA/FXiVLfOb7OeHxWw3vD8T+qzhlTFc/tGE7X0dSZk/E3HF5yCO\n",
       "0edSJENxAyK6ZyMC/xaSSVMe//z8B0HH7m6C1ClIZ+Tnoe8+B+nIjSMdkRcCP0I6f9tC6+Zdf96M\n",
       "dPb+EqnX273/+XWoQfM2orSAjmG2zqnIOOFzmFpJm3EhQaoLpFcIkvK6x74+y/v/ZqRROm4jSEM9\n",
       "DhGPKH6MzPqbYd8vQxxLmO8ibvDFiHiCCPfzvfUnkF7ub5Fe/qT3OUjA9st4KfAi+/qliCuNYh/g\n",
       "D0ig+h3B+JkjrhzjSPDYjKTunoYEghsQt3m4Xd+luaMCVvizuO/+kiBFtsru34n6N4G3IdfOjUf+\n",
       "mKnX14lRq2NHBjknxxGkZJ9HdMBb5G3/SPt6fWideXYb5wL/YMv1EOLEnu+V0aUxfwa82r7uR47x\n",
       "l0hdcSnZ0+xncce2CRFkNwThp0X3tvv+OPB9RDjC/BJpX5cgmZITkHb2UMS6u2i907/Ye/1sguGR\n",
       "CxGnNwdJ/Z+MXFfHIDKu+kHkXLhr0m//Fz6GvOvPLILMyxlM7QweSZCSPZ2pGSalA1Qw4/k6IgKr\n",
       "kHEEJ2gfR1JGP0Ea9Cdjvu8HuTcgQflqRCxcz/KDiCO8Aqnw7jsXIenGK5GJEN9BhOM64LVMdWT+\n",
       "fn6CpJt+g6SmvkX0pJqNSKDYiyD1+Sdk3OZCW84LkeCyFklBnYtM4vi6Xf98xBm7ST+vR87R1Uiw\n",
       "cJNDwmV8IzIOczXiuH8YKltcOa6x+7oe6dG7lN8upKf/cVs+N9nDMF1owu93Rnx3GLmmfXaf30DG\n",
       "vXbZ7/y3/c63vO38IxI0r0Gu0Xu8/cWVIep/IB2o9yNptV8hArM5Yr3nI+fxKuCjBJ0Vn2VIXXIT\n",
       "Y/6v/fyliHO7ypbXTTJ5IyJQ1yD1Yj/73S/Z8vwWmYR0dehYwsd2FvAJgqEB9/npdn9XIhOAvhJR\n",
       "5l/Zcv8CmWBzB8G1DvNZW1Y36SfpeoO0xeuQY38dki0C6Wz8I9JhuRy5hn4q9DXIedhu9zlGcJ7C\n",
       "16eI+vNJu92rkE7nw946v0PStX9Ehl++F3EeFEVRugKXIRhAxsyKvt9PqS/HI51ZJQfUYSpK9Xg3\n",
       "4sKuRRzC90stjVIn4jIXiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIo\n",
       "iqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIo\n",
       "iqIo3Uoj4f8XA8cVUA6l+lwCHF/Qvi5G650iFFXvLkbrnBLQVr0z2ZdDaR/zQTB7lbXzLt2XUm2K\n",
       "qgta5xSfyPrQV3QplI44AVhediEURVF6ERXMejEIDJVdCEVRlF5EBbNeDCCiqSiK0gOYU8GsKrsU\n",
       "DhXMeqEOU1GUXuJlwJPLLoRDBbNeqMNUCsY0wIyWXQqlZxlG4l4lUMGsF+owlaI5DPhB2YVQepZh\n",
       "KmQSVDDrhTpMpWhm2z9FKQMVTKVt1GEqRaN1TikTFUylbdRhKkUzgAqmUh5D6Bim0iaDqGAqxaIO\n",
       "UykTdZhK22hvXykaFUylTFQwlbZRh6kUjQqmUiZ6W4nSDqYPuV4avJQiUcFUykQdptIWrpdVmcqj\n",
       "9AQqmEqZFCSY5m+sKWmKCmZ9cIKpwUspEhVMpUwKEEzTAD4AjCWtqYJZHwZDS0UpgkGgH0x/2QXp\n",
       "HcxyMGeUXYpyMRNgXGct7zHMfqABJD4CsosE0ywB8+GyS5Ej6jCVMvA6amZeqSXpHQ4DXlp2IUrm\n",
       "U8CzKCYl62JqTznMvYCnll2IHFGHqZSBq28HAz8tsyA9xBDaMR4HJhCNKkowe8lhdn0lK8lhmoXF\n",
       "7k+pGC5YLQBmllmQHqLbY1kahhHBBBXMXOj2SlaCwzSzgOuK259SQVx9m4UEMSV/uj2WpWEEmGtf\n",
       "5z2G2ZMp2WG6u0GXcVvJDPSXKnodXzB7PYgXhQqmOszc6fZK5irNkNwvZBoF7HPU7q+IfSnVRAWz\n",
       "eIbRc+07TJ30kwPdLpi+wzwXeGIB+xzx9qn0Ju7az6a7MzhVYgg9177DLColm+gwK/OMvgzolZTs\n",
       "ENLzKmKKvxPMbj6vSnPUYRZPt3f+0zAMzLGv8+6wu+33Ykq2a9OH/qSfMYoRMRVMxRfMgTSPD1M6\n",
       "RgVTU7K54w66m1yzj+8wZ6CCqRSDn5IFDeRFoIIZpGQfQSf95IIL6t1a0QaBbQQOc6T56png9tGt\n",
       "51RJxnXUZtml1oX8UcGU2DMbeJgKjWF2k2C6g+5WNzQAbEUdplIsfkoWtC4UQY/PkjUN5PgbiGBq\n",
       "SjYHhkLLbmMQEcyMxjDNGvlJm6aoYCphwcy5fZlBMN06rJKWIXr7gfd+HduCpmRzodsF0znMMaQC\n",
       "dZqS3R84NWEdTckqg8AOihvDfAfwhpz3UXW6PZYl4ce2IlOyPeUwh0PLbsM5TBe4Oj3OUZJ7VOow\n",
       "lUGkl19USnYCWJTzPqpOm4LZNY7Ur2NFpmTVYXYRzmGqYCpF4gTT1ZW829cogTj3Ku3GstvAJAb9\n",
       "GjACbLSvixLMh1DB7CrcLFl3n2mnIjZCclpXBVNxgunIuy6Mos8vbiOWmT5gD7rjF2WGgQ32dRFj\n",
       "mIPAJno0JdutgukcpqPTMcw0DrMoV6FUFzcU4CjCYfa6YLYTy1w8sEHffAfM3Ni1q80wUud2UNwY\n",
       "5mZ61GF2qxsKBy5NySpFEHaYmpLNn3ayZWOh5XHUdyx4BBHLLRQ3S3YjPSqY3eqGwg5TBVMpAl8w\n",
       "t6Ep2SJIiGWmAebY0IdhwZxBihRjRRkGtiPxrijB1JRslzGIVCJHESlZva1E8QVzM5qSLYKkbNky\n",
       "4Puhz1xbHrOzZUcQ0UyBeR2Yp7RYxjwJO8yBnJ8R3rMO8xG61w0NALuAnWTT0x+RbTa9SXwEGUPo\n",
       "1nOqJOML5iY0JVsEQwRP9YpiFtPF0HeYo6HPkjgKOKiVAuaMc5hb7PJRIM9bZnrSYbqpwd3qhgYR\n",
       "wdwFrCeblCw0d6ojSEVSwexdwoJZREp2Vhf/6lAahpCOalwsG5f/Gf//vmA6MU3pMJlJtWbXDiMO\n",
       "00382UW+admedZjdLJgDiIPOWjCbVRIVTKXolOwYEpeqFMCLZphkwYSpgui7yvB4ZhJVE8wRAodZ\n",
       "lGBuoscEM6mS1R3nMHci9yhlMYbpL6MYoZggqVSXMhzmTno7LZvU+XeC6YtcSodpXgfmNaGnAlVN\n",
       "MMMO8xGm3VpiDgbzhIz2524rGUnKbHSTYLo0Rre6Id9hbkAdZkGY1T2eHixj0s999PbEn04F058p\n",
       "G+YlwIeY+hzpqgmmm/RzHnAV0Q7zecDLMtrfkN3fDhJcZrcJZjenZH2HqSnZ4rgAeVB9r5JCMLPq\n",
       "UJgGUufuRwWzWec/rcOMSsnOAa4H5nufVU0w7aSfxpegcTXRgjkbee5wFgwicXUzwbmNpJsEc5ju\n",
       "FszwGGanKdkRu700k3669ZymYQKo6xNTssAJ5iN2GQriZhi4M/1PcplJ+QmvSEaQwLURTcl2MobZ\n",
       "bNLPbOB2pnZIqiaYzmE64gRzXkb7GyKod3OardhNgtkLKdkUDtMcI/n9REaR1G4zhzmK9Lq69Zwm\n",
       "YPqQhtm0EXU5AwTT+3cyPYhPIPcFLk25vS8BJ8b8bxS5ZWoTve0w0076CTvMx0ie9DMHEUy/To9T\n",
       "LcF0t5U4IsYwO3WYpl/GcoFAMBPrXbcJZjc7zEHSjWG+BcnvJzGKCK+mZOOZibSRHhVM00Duf9tK\n",
       "vGA6970i5UYXMDUd6OMEczM9K5imH/mBhW20LpjraeowzSDSlu9h9/k1Q3Y/BQmmebbtiDbDTfpx\n",
       "5OEwFwMft2XpRodpjgTzwiYrdPssWecwk24rORIJSkmoYCYzN7SMwLwBzNGFlKZ4XCdtJyKYO5he\n",
       "F1wvP61gziM+0PkOs1dTsi5476C5YD7GVJEbBdYROMxNTE/JzrafbyAQBrdOAYJpGsC3kYxEM9xt\n",
       "JY48xjDnIfo3m+4UTE6kuXPKwGGad4BJm1oqGhe8tgIPEDn2aBYjP/GzMMX2WhHMbu2EJDEntIzi\n",
       "aUgnpRvxJ5pto2OHaRpIkIsLdE4wNzZZp9vxZ2w2E8z7me4w1xI4zAeZnpJ1gumnHmci17gIh2kf\n",
       "uJDYoQ87zLiU7Jz0Y+fTmO8tu1IwF9JcCLIYwzwTOLSD7+eJc5gvAS6Rj6ZVliOQTkNawUwaw3T3\n",
       "Yfaqw0wjmEn1ss74gukcZtQY5qPAZIrtzbDbTBLM++nec5qEC95RnRPHOHAvUx2kL5hjiGCGHeYc\n",
       "RBR8YZjJdPHNiwWhZRxpJ/0Y2h8umectu1IwFxH7czWmgZzQDlKypgEssX9VxDrMxr3QeIzo9NgR\n",
       "wE9IrJCmHxHgjcTOkjUDyFhKN0+kSqIkwTSDYM7Mdptt4QTzz8DnkKASrgtzgT+SLiU7L7QM4wTz\n",
       "PmSMqQcwy8Ec4n3gC2az20rupSWHaSaQehzlMB9Ebto/Bkyez5RNK5jhST9xgnk3u+uSORjMS1oo\n",
       "S1gwd9Flk36aBSZ3wM3SGEnMRCpYwQ3VNMCcnGJF5zAd25kudquAX5AcwN0YwTbiHeaI/X8n57Tu\n",
       "zEFS4DGCaRrIuc76dwfXAJ+qwAMTrGA21kPj48TPkr2CdII5EVqG8R1mXX/LsVX+Evhr7/0w6Rzm\n",
       "fTQfwww7zB8Bz0A6yWHB3IzU8zcDL27/UBJpRTCbOEwzgnTmPcHkZOCMFsrS9SnZRcBEzD1cLu/f\n",
       "rFeWxJKpS7Nn6OHGebEEuBBM0xtmCcYwHVEOcy/gSuTh1c2evegC03biBXOMYGZkLzvMW4lvRG7C\n",
       "QBsO0/SBievNLkc6LGWnJZ3DdETVubnAtcBCe09mM+Yht6iowwxYbv8craRkWxnDXAk8ARHLcEr2\n",
       "Yft3QKgsKTFzvVs0mrEwtIzDxR5HeAzTjcWuI+h8hc9jEvOQoYSuTckuRE5c1MlOM7MsCddAnXD+\n",
       "F/DcNrfVCvvaZdLTZMIOMyp4LQduQybzNJty7QJTyGGamWBeYd9MIvdrRe2nV0gSzEXINWlH2J4J\n",
       "fDfmf8tDy7IIC2acw3wAqSt7J2xvAriR1A6zLIdtloL5QkE7m2Tq+G9WgvkAux2mmYPU4UOZ4jBN\n",
       "g6mCuRLpdLfKE4H3pFhvgd13ksOcROqTI5yS9QXTxbm95C91nZkH3GKX7kk/eQim6ZdbPIrE9CMH\n",
       "9meig1OaNEYSS9jdszUN4ED7lzf72GXSvhIcpnGzz+5BGkuzIB4jmDwJ+Ki9N2k1cMP0/fQUc5EO\n",
       "SNxtJQuBP9Fe+vBI4JCYBu6CVtUEM6pDOheZPPZnZEigGfOAm0h0mA2X/Sjr/te3AWeJc8qd5cAy\n",
       "LyOUMEvWNJBbbsKCOUr8pJ9Ju7S3mzS2IxNmRpgqmP20V+fWAPPBJN0XuQD4A00F0/QjMfFG78M4\n",
       "wVxP0PnaCzm+tLOr5yN11k/JbiIHh3ks8NPQ0+7zZgLJs99NdHBKM1CexGIknbkECYQTFPMM0X2R\n",
       "nk3SYHvSGOYewL3QeARpLM0E0x/D9LdxCNLI9maqYPbyGOZtxDeihUgvtQ9M2t8edByG1LGo67Qc\n",
       "6fS009vPkiiHGZWSXY8EuCTBnEDO13hM/HAdOZDOawnjmGY+Mq74Z3L/UWXTB+yJdDjcvYlJDnMY\n",
       "Ebv1TJ8l68YwwynZSeR8gsQaCMYxfcFchzj7Vn9Kaz+7XJ2wXgrBZDnwIDS2ep+lcZjLkU6EFXyz\n",
       "D5i32td7gflkaD/zkPgWTslmPunnWCQlkObxa1mxCEnTxE03T+qVpbm3cgnyZPzFSC5/HcUJ5g/o\n",
       "2GGynCCN8QDNK2WcwzzE7uMQAsHswjHMxPFih3uM2OyYp5O4epnk6KM4DLgDqWuuXCvAfBO5lr8g\n",
       "V4dpnggm7hF1jrQpWecwVyZsbwIJ5HE9eV8w76ecccxTkHN/CZkKpumLyCYsRG4Du57gWicJ5rj9\n",
       "zsPEp2TH2C2MZggRzJ/a9TZ6yzlMFcybkfOe9GCBMGuQdrImYb0FyIzqZrHJxR2fuDHMm4CDZSiJ\n",
       "UeD3BJ3MFwHvtOL/bOAcO1PYESeYuTjMu+yyQ8zzpSeQyEIkKD1AssMMVTJzJPJw6H2nfw2kQplL\n",
       "gacjF+BR4ChExCZTTGTolH2A7wEHJTwyKmkMcy8kAIOcp2bBJk4wD0V+neNQujYla56C1Ic06bY5\n",
       "SBDaSvR9agsJOnItuCGzCHH2P2SKYHImcDpwOLsFM8q5mskMxvc+BHw1ofOQNiW7nvQp2XVMG2M3\n",
       "e9tgVgGHySnAj4FryNZhfhV4V+izSURobidIm/rDS1Ht7nBkXD1KMDchs0fd7O6t9vMVSPZsg10H\n",
       "gk6LL5iuLPu0+ECANUgMy0sw4xzmj4Dj7X7vQLJBruNxKlJXj0Ku6XamPsN4vt1PS7NkU5wU41+U\n",
       "fluAdwLPBrMWuAjp8RyITI/+V6SyJXEA8BXgOntbxXyCH0cOsxdBYNrD3m+zP/Axgmn/rpLNAnMo\n",
       "cuF3AX+HpIHeBubNEdt+BeLyFiCW/l5kivL37LHeAOZ/5PsY73sN5AIMAhcij6qKYk+kMVxmyxdm\n",
       "X6Q3exPwVjCfitnOMFMd5nZgrnd99iVwmP8DfAbM+Ugl2GXL58o/l0Awx+02RpCG9V5keva+SJqt\n",
       "n1IE00QJVJgGMuFgDPgZ8dfA5x+QOvZuMH9E6t3XkU5GmAmCG72XgQlvfxmSlXgAOBTMXQQ9+Gac\n",
       "jdyKcR3wBNuZexD5fb8fIE8P+i3wfmA9mBcAP7ffPRn4DvC3YD4ds/0+JHC4cZ4+JPhvRerZKqRO\n",
       "/gz4PJhXE9TNxUj9uAEZKws7zFHv2jSYOoa52o5jTSKd6i1MZaEtz3qkHd+DiOKvkTZ6uT0PUMpM\n",
       "WTOOBNd/RK7tWfaxhzcRCPks4ASkPd8XsZEZwKuRGHih/ewA4CTZtrnSvr8NiR2329cr7XmdRRDL\n",
       "xiLawduAjyICN9t2vnbJumxFYvEy5NxvQc75PkiMuQHpAILU0wuQa/hOu721dr//DfwBzGlInGkg\n",
       "dfEw5LYTN97Zh3R8+pEO3tmh8s5GdOFq+52FSEyZYTtIrs4NIKJ3rz03Yf2wTyLavW07eaixAczl\n",
       "wDmIYN4hx2qWIJ3+TwOnAccB/wY8DcyP7P5mIo7aCeYuJL4OiyuN7o8m9VIvtjtTlEuQ3lwRXIzW\n",
       "O0Uoqt5djNY5JaDIeKcoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIo\n",
       "iqIoiqIoiqIoiqIoiqIoiqIoiqJkiD58XUmLPnxdKQN9+LpSBm3VO5O8Sp1o6TfelKkUWRe6rN4p\n",
       "HVBUXdA6p/hE1od2fkC6ztwJpr/sQiiKoijdRxf1ukw/GANmpOyS1BR1mEoZqMNUyqDnHeZAaKko\n",
       "iqIoqeklwRwMLRVFUZRKYuaDGSq7FGF6STDVYSqKotSDTwDPKLsQYXpJMLvIYZqPgTmk7FIoiqLk\n",
       "xBgws+xChOklwXTOsgsEk4OBPcouhNJLmFlg3lB2KZSeYRAYLrsQYXpJMJ1QdkNKdojuEH6lPuwN\n",
       "vLrsQig9wyBQuTsaelEwu0FoVDCVotE6pxSJOsyS6aZJPxq8lKIZsn+KUgQDqGCWijpMRWkfrXNK\n",
       "kWhKtmS6yWEOosFLKRatc0qRaEq2ZNRhKkr7aJ1TisQKpnkPmKeXXRhHN7ittHSTwxyiO45DqQ8q\n",
       "mEqRuJTsEuDuksuyG3WY9USDl1I0mpJVisSlZMeo0GSzXhLMbnpwgQqmUjQ2q2GSfnReUbLACeYo\n",
       "KpiloA8uUJT2cUGrG9qPUn0GkJTsGBWKdb0kmF3iME0fciw1Pw6lZnTTkIZSfTQlWzLd4jA1cCll\n",
       "MBRaKkqeuEk/mpJtD3MgmFM72EC3CE23HIdSL1zQ0nqnFIE6zA45ATi9g+93y20lGrhqhVkEZkXZ\n",
       "pcgA7agpReJP+omoc+ZFYM4puEy1EsxROnvyQ7c0eBXMevFS4C1lFyIDtN4pBWEaQD/BpJ8oh7kK\n",
       "2K/IUkG9BHOMzgRTHaZSBiNU8JmYbaD1TikKV8eajWEOU8Kj8+okmOowBQ1c9aKUhp0DWu+UonCm\n",
       "ZrZdxglm4R3RXhJMdZhKGXSLYHZLh1OpPq6OzQ2991GHmUCnKdluafAqmPWiWwRT651SFIPAYwTm\n",
       "Rh1mG3R6P06LDy4wrwCzTwf7ywsNXPVCBVNRWmMQeNh7r4LZBlmNYaZNyb4QOKSD/eWFBq560S2C\n",
       "2S0ZGqX6pBVMTck2IatZsmkbfFVnN2rgqhfdIpj6pB+lKAaBHcAu730YdZgJZOEwd5DeYVZVMIeA\n",
       "R1HBrAvdJpha73ZjTgFT90mEVWQQEcsdSKxTh9kGWUz62Ub6Bj9q/6rGELAFDVx1oVsEUzMb0/k8\n",
       "sLLsQnQhA4hgbgc2UtgYplmStEadBDOL20q20R0OcysauOpCtwjmEK11OHuBGZTSqTZzwVxf/H4L\n",
       "w3eYmyjEYZo+4EYw483WqptgdjJ+0qrDrLJgqsOsD1WtR62i9W46JQkmc4A9SthvUQwCjxAIZhFj\n",
       "mPOQ6zmj2Up1EswsJv204jA1JatkQTc5TM1s7Mb0EzwcvGjG5M80Sth3ETiHWWRK1qVjx5qtVCfB\n",
       "tCnZtiuJOsyWMQvz30fX0y2COYh21HycEylLMBt0R72KooSULEvtsun1rJtgNmjp0XZmDMwv7Bvn\n",
       "MFM0eNOg5wXTLACuyXcfPUG3CKZmNqbiBLOpI8mJsdCy2/AdZjPBzDI+O8HsBodp+gkcYivBZwI4\n",
       "yr523095XeX5AAAgAElEQVQjuIPIualiSraonv5sYKEdDFfaxwpm7dNnTVKypum4T5dSpsMcDS07\n",
       "xMwCU6VOne8wNxI/hjmYYXzqJsFkFBG7HbQmmDORkzpESw5zd8+lhx0mMxBHPyvn/XQ7w7ScGakk\n",
       "rqMW6u2bYeDOLugQtErZKVl/2SkfAM7IaFtZkNZh+stO6aoxzHYF01VqK5xsJV3gco2glwVzpl1O\n",
       "5Lyfbifrhl0wZh6YM4mvd+PIr0pkFLzNsO3gVp1uSslOAPMz2lYWuPswncOME8xHaTtGm34wr/Q+\n",
       "WGq31xVjmGOI2O2gtVtLZnrLdhxmFVOyRc1WdAFhbtO1lCRcw66pYHII8BaaC6a/7JR3AK/PaFt5\n",
       "4mJLNzjMcYLfnqwC7raSJIe5ifbb1XzgE977pcDt9I7DNPPA/HXow7DDTDuG2aMpWTMHzNvtGxcQ\n",
       "VDA7YxjYTH0FcxbiQOLGzl09yUowFwF1mJ1dhZRsVvueSfUEcxfwLuBcoH/qWKXpR7RrC+3H6HHZ\n",
       "z+6x26XATXSJYI6RnJI9EHhl6DPfYbZyW0mBKVnTF0oNJJFnSnYVcI59rQ6zY0wDuV4PUW/BnEey\n",
       "w8xqrHsO1QrecZSZknXxqZsd5i5o3ACNjcBOpta7YUQLWp0E6jMrWJoG0lG7hS4RzFGClGzcCZrH\n",
       "9IselZKNcJjm38Ec4X0wgvRwiug9zgU+08JsryaCaZ4N5qjpn7dUFncOVTABMKs6mNAyRDB5IUXD\n",
       "NoPyQO9KMY60h5lEDwVknZKdQz0mmuXoMM3xYD7XZIWsU7JVdZiOXUxNyzrB3EH7psYTTOYg2rCR\n",
       "LhnDTDPpZx5y4D5RKdkoZ/YC4LvyjEZALsIGiknJziH1bNTdjmWbfd8fWuG5wIkdlGUuMG7FWyf9\n",
       "yHn4DbB/mxvwG3aanvD+wH+0ua+8cPWyQfOUbAciZ97qdRRmU63gHccMJEbk0ak+BTigyf/zGMOs\n",
       "UiclLJg7iRbMlB3RSPyO3nzgQaRD2BUO00362Un8CZqQ/xlf5FxjnkHspB/TQE7YvcDB9sNRpLdR\n",
       "lGD6y2ZcBDwROQ+7mB685iIdh3aZiwTGceSc7aS3Heb+SL1q95y2Kpid7CsvXGAxSIDKw2E+iaDt\n",
       "1clhriWflOzRNI8HY8j16BWHGZeSbcFhmvDx+Q5zAV0mmL7DjJsl6wKNf2LSTPqZiVycWwjuxXEO\n",
       "s4iUbCuCeYD9y1MwQc7hTOAuelswj7XLdl32MCIyaXvCc4FReUJVZXCBJa7OZeAwmU9wjus0hrmW\n",
       "zGOEGQCOpHm7GyOz+GT6kGOp0jkfQGbJOpo5zBSCaQ4CLg596Hf0FiDXsisFs5nDhKkXfibwGM1v\n",
       "K5mHnKz7gMX2syJTsq5hJAimmUlwr9Qu8hFMV4bZSCO6ExXM7bR/DlrtCbv9VMllhgUz3GHNwmEu\n",
       "YGr7rVLwjmMG4kqy7lQfZLc7F8wKMO+OWGeU7NytMxVVOuetjGGm6YguJXiSj8N3mC4lu40uGcNM\n",
       "M0vWBRlfeGYiJ6KZw5wHrGOqYCakZM1zMpyckdZhLkfSMFCcw6yJYJo+2zPPmqOQNHi7DnOE1lOy\n",
       "EHsNzb9HjFvnzTjSPpo5zB1k4jDNCHKeejkluz/wW2Ro5ChkfkWYsQz3PY7ESDd3oQq0MoaZpiO6\n",
       "AJgXOr6uTslOAOtJFsydTE/J3keywwwL5gi7nzARWYmeCTy15aOIxgnlPDC3Nnmm4yRwuX3dTDA7\n",
       "maTjC+YMJCVbh0k/ZwP/mu0mTQNYBlxFNg4zbUoWIp+6YsaBNzC9p9wh5mww72uywizkhu5dTB9L\n",
       "Agm499C2wzT9SB2bQNrCeoKp/lUmp5Qsi5H5FBuA1QQxyWcMiVkdCKbZC8woEhs3ImIxs/l3ssCc\n",
       "n+LZw1lP+pkP9DPVlIwjaV836SfLlKwZBPP4dOvmwlKkUSalZG9jusO8n/QO0x/DbOZol3jrdoor\n",
       "7ypEFOO2OwlcgZyHCME0Q0gj7tRhrqV2DpN9gX0y3uZcpA7cQ2djmFk5TFcv9mqzLHHsZ//imIW0\n",
       "q2YO8x7ad4XzEDc1gdS7dUggrPoD3fNKyS5CYtEGYA3ivMN1JwuH+Sng+YhgPIw8NWe2PLjEvKmD\n",
       "7TbBjCBmY3nCillP+llgl35HdBZBvc3cYZ4IXCJP08kKMxTfizTz5akzu1mC9LqSHOYtTHeYTjAH\n",
       "iL6PbD5THKY51n7mJmtEXZCsBXM9wTTyZTHrrUAC10eBPzM9eM1FeopzAldsFoPZs4WyzLX78Mcw\n",
       "qzSeFkfUGEUMqX+VwfX011Osw9xA9HM98xLMZcTXOZCAehvxgtmiwzQzQ+1+PtIxcQ5zI7uDd6XJ\n",
       "02Heh5yHNfazRaF1nMPsZN/Lgb2R6/YQ8jSqWUgcOnD66mY+mIjPW8LVsz0S1ks7htmKw4RAOEGO\n",
       "+24CwVxLhmOYK5CL9MaU66fhXODUmP+9E3ir9945zJjbSkwDCey30pLDNH8EDmOqw/wG0gvahlyQ\n",
       "qBOYtWDeRrJgTsp6jQ9B406iBfNB5F45F2zeBPx9C2UJC+Zd8rGpustMCvoWswa4MuU2XeDaQC4O\n",
       "04zY8iCdGnMWcv5vpBDBNG8E8zaSz51zmHETzZxgpnWY5wFP8d4vQI7ZF8zN1Ecwsx7DXIzErA1I\n",
       "1sl95pPFpJ89kbg+kykOk72QWBPm1cD7023aNGIeoLIstIwjbUo2wWGahh3KmI/M/wg7zLvJ6T7M\n",
       "SeDbwEtSrp+Gg5EZYVGsJqgsIMHCpWSjbiuZgeSj72P6LFk3hhl6cIGZhaSinoEI5gOI6C5Fenbb\n",
       "7fqhC2L6kWddJgim2T/i2bZRzEGEftK+j6tMeyOByxElmBsQR+Rc4f7AyhRl8MtyG0FKdgtws913\n",
       "CZjldpwliWXAghS/cnEgsCaly3RZjbwc5ouBL9n69DUkGE0gz7OMS8nuIDuHeaT9W4pkVuImE40j\n",
       "9bNZStYFnjQcyNSb8ucjmaFR+9o5zKpP/MkrJet31EaRzkNYMDtMyZrZyPmdJHCYvmBGpUxPIH0s\n",
       "WY1kJMPDX85ZJglm0m0lQ6Sb9HMS8BOkU3Yr0wXzLnJKyU4C/wMsy+YeMTOG9HBWx6ywit2CafoI\n",
       "KlFcasuNQ9qU5G7CKVnfYTpBXijfbTyKnLSHCcQ16oIsQCrzUMK5OJXguazNcIIJUnEjKpMZQET8\n",
       "j96HcYK5jsARtSCYpg9pPHcQOMyHkWCW9fhgWr4AvKL5Krsn52wi2fWvRsbL0hxPzg6TJyPCcTLS\n",
       "SGcg7ayZw7yS7ARztf1bhgSKcNoPK6JjwK+AjxDvMO8l3ZOq5iLtx+8ML0A6qxuQ499EPRzmTHan\n",
       "RTOdoOTGMDfa99cQLZidTPrZE+kMO4fpBHOe3deeoYedjyCdqxUpZ2kfgIhauJ0ts/ttNSUbN4a5\n",
       "HXiZzZREcTzyazuLgOuJTsnmMelnd0O+keYTBNLigviq6f8yw8iJXemlWjdDo9lY0DzECYTHPpo4\n",
       "TFYjDRWk8oG42K/Y124MM9yDdM7DnyQUxWHAvjYl0Azn6gB+R3Tva6WUrfGw91kzwZxnndkewKLg\n",
       "6UdmNpi4TspsRCA3UAmHafqAw5mavovCnd8bSO65uvoWdw58UjpM83J7Y3QUSYI5jEy8+AnSoOch\n",
       "bcw6TOML9RLgMiTYdYhpIOdijS3bTUSfO1sHGhuh8Z80n/STxmGuRFJjYcFci5znvamsw/TnAhg3\n",
       "G93NHs7owfpmwG53LdIOAa4mlcM0DTAfSBFvQOrQ5Xa7EwQp2f2RmLgxtM+jgT8ghiJNh+2A0NKx\n",
       "DPhfWk/JNrsPc1+m/+iG40mI4VkJ/InolOxqRJAfIuMxzFuB62j+jMO0rEIaf1TgcqnHLUiQWIoE\n",
       "LogXzCci0//jHGbUo/FWAd+0r51gPg/4N/s6JiW7O5DeS3PBPBS5CAc3WQeCcUOQShxVmQ5BGo5P\n",
       "Ukp2FeIObycQvL9BUiVRjsl933U6ZiDXoCyHuRI5xuNklnYsy5CKfzfJE39WI/UuoqM2DX/yxRwi\n",
       "by8yy4BPA2+O2UaMYJo9kHN8CfBCpKP0J/vPm4H5YA4G7vImvznBzMJhLkHq993eX1S9c+k6R9yD\n",
       "C9KOYbp2759/N34UFswKOUzzVOB2MK4dHQ1cDo1dpAiyLbAAWA+NR5C2uBPpCHriZfqRWBZ+UPih\n",
       "wN8i8z+S2BOJ5/cgIvkQcC3SebsDiUeT3vrPRzKMN5IuY3WA3U5YK/YgPsb5pB3D/ClwOuLyQ+Uy\n",
       "g0iH+5dIVukGpgqmc5iTwCXQMGTjMM0Y0hjuRwSz05lSIA3mEuRAw733VcgsUHdx3PglxAvmacD3\n",
       "CKZGD4N5BnLi1xI4zB1AwwY/FzzPZbdgNW4lmODgTfox3wbjftQ2hWCaEaTn8z1E7JrhO8y4ynQw\n",
       "kprxiRPMtcgYxH5IELbn0TSQm6D/APx7xD6OtOXYhKQwdtmGW9YY5uHIQwNuQwJUHMuQ+hEX9C2m\n",
       "gVzz80knmPY6Nx5BeuBRgvBPwHeA59g6d2gQVI27AT/KYb4QcZXXIXXTCeZmJNCsQCZZDCMP1Hfl\n",
       "uQ75bcBOOzCrkQDyZ5oL5ixbJkczhznDzguIwAyCuQA4CwlyC+RePNNAOrs3I4J5NHKMFUrJmgnk\n",
       "gfi/Q4IziHP5lX2dpWC6dCyIID6AxBnf7blfbtrC1OD+LOCrwJlgkrKAeyIz4G9FYsvDwPeReHsH\n",
       "0sm245hmDHgR8EUkluyb4jgOQOa8RDnMy4A9wCxskspOKZiN30Pju8CPgA+DebG3zjFIZ/9XSFy8\n",
       "l90pWeOel+105SK7tHNk4tPOaZ6O8gLgDmg8BuY64O1gXkpw0R5Dgv7jELu9OWIbs5CTfinSIJ6E\n",
       "nNA/A2eAOVH2wXnIAwFuRBrMM5EUju8w9wPzWkTsb7DHcCTwHMQJrQK+BTzNlm+zPTl9yEDyLruP\n",
       "Q4GPQON5U4vaeATMLQQp2bOQ4H0CmFuRBn4v0is7Dsxmu+0+pCfTh1S2G5EndjzVrrMcGYPa6e2s\n",
       "H7n4djYqvwOWggmnIZ8MfDj02S7gCHY//IeDkcr4LSQo3YII9kJ7vLPsvp4DXA3mdUgaEFvuf0LG\n",
       "XDfasm6x/yvLYT4LqU8/Aj4L5g1IXQtzEkHQPwrMH2K2527K/jXwAru904HP2e+GWUEQvNYDf2Ub\n",
       "0h1IRmI1wRjJBUhm4gXAVjDvBd5mt/EJpB7ta6/rgP3f8YhAPIAErz8CG6BxD5hzgVchE4HOBnMn\n",
       "EmzutZ99WtJvDCMT526xZfTpt2VbhwRAn1ORtuPud7xbymJuCK23mqkOcyfitl397LNleAj4PPAj\n",
       "67q/gNT1R+zf0+y29kHE52ZkAuE8u40L7Lm7CenQLAZeKx3VIp9fYE4hSBk/Gxme+QukU/3fwKfA\n",
       "/C/Snv6v/dJW4Clg7pm+vWn0Ay9F2u437b5eiZyHjyDX8n677gb7+nbk2jyfIIO2ze53Lpgz7Ovn\n",
       "I3cxXG7L+U8R+x8DzkDqxb8APwQ+CHwWGneAuQKpi48ALwazDmkjl9n/3wgcD2YxIoZftvveT8rI\n",
       "txHx3QfpSH4lFMtWIJnA2Uid+yyY70aUcynTBfMQb1v7I1kJx+ftcf2rHYq6E/g48F57jtfavxV2\n",
       "G86hujZjBbNhwGylSQcoqTZeDByXsI7SG1yCBPkiuBitd4pQVL27GK1zSkCR8U5RFEVRFEVRFEVR\n",
       "FEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVRFEVR0qLPklXSos+S\n",
       "VcpAnyWrlEFb9c4kr6J0L2aG/YUWKLYuaL1THEXVBa1zlcT0NfkZsFx3HPVh2h+QVnqTGchv9CmK\n",
       "opTBZ5CffqsEKphKMwZJ95upiqIoefA45DdAK4EKptIMFUzMBWCWlF0KRek9TB+whgrFIBVMpRmD\n",
       "QANMf9kFKZH9gImyC6Eo2WC+A+boskuRkj2AMSQOVQIVTKUZrqJWpodXAoNUqMEqSofMoz4dwDV2\n",
       "WZn4o4KpNGMwtOxFVDALx6wAM1l2KbqUIepTn/ezSxVMpRaow5Rj7+XjL4OzgbPKLkSXUqd5CWuA\n",
       "TVRI4Oty4pRyUMFUh1kGQ8AjZReiS6lTfZ4A7qFC8adGDtOcCObVZZeix9CUbL0CTLcwjJ7zvKhT\n",
       "fR4CtlKh8tZIMNkfOKLsQvQY6jA1JVsGdRpnqxt1OreDiGBWpv1VpiApGLJ/SnG4812XBpYxpkG9\n",
       "euTdwhDwWNmF6FLqNIY5CGyjQu2vTg6zTj2jbqHXHaa7/1TrXbFoW8+POnUAXUq2MvGnMgVJgTai\n",
       "4un1McyB0FIpBp30kx91EkyXkq1MedVhKs3odYfZ6x2GstC2nh9D1Kc9V85hqmAqzeh1wXTHrfWu\n",
       "WHSWbH6ow+yAugmmTvopll53WL3eYSgL7RznRx0FszLtr26CWZcL3S30umD0UIfBLAPT5LYtsxeY\n",
       "8wsqjLb1XKjdrG+9D7MDtBEVTw8JRiS9lJJ9OvD6Jv9fCqwuqCza1vOhbpPY1GF2gDYizD9LT78w\n",
       "1GEKvXD8SUMeMxP+n3VZeryt50LdOsBD6H2YbaONCE4BVhW4v14SjChKCjBmEMwrit1n5QSzV+tc\n",
       "ntRNMNVhdoBO+pHZg7MK3F+PP+mntJTsUuD9Be9zmObta0bC/7MuS6/WuTypWwdYZ8l2gDpMOQdF\n",
       "CmbdGljWlHX8Q4hoVGmfmpKtP3XrAOt9mB2gjah4h1m3FE7WlHX8SW4vD5IyODMoTsS1redD3dqz\n",
       "OswO0EZUnmBWpodXMGWlZIflzzTy3Y05Bczp9k3KMcy8y7S7LL3e1vOgRoK5+xaYbVQo/tRNMHt9\n",
       "DFNTssVS1vEPA40C9vsE4Bhvn0mCCcWcCxXMfKhTex5Anie8kwrVhboJZmVOXEloSrZYyjr+odAy\n",
       "L0YJ0qxJY5gzvPXyRtt6PtRpDHMI2IWIZmUEXgWzXpThMA0VqrAFU2ZK1l/mxSgwYl+nScmSsE4G\n",
       "mAba1vOiTh3gQcRd7qJC8UcFszaYPqTiFC2YlbpxeDrmGWDOzmnjZaZk/WVehB1mhBiaYTBHUphg\n",
       "lhnUTZ3iYTvUKSU7SOAwKxN/6lRBhoD+HqjUcbjAVoZgVrmBHQQcntO2y3KYTpSKFMy4McwnAJ8j\n",
       "SMnmXaYy04bdPkeiTg5TU7IdUqf8ex644y9aMCs1rTsCP62YNWXeVgLFjGH6KdkoMRwFFlGcwxwC\n",
       "HqWcOlf0va9FMwQ8RrXbs8NPyVamvF0mmKYyPZEccI15vMB9umc5Vvm8jiBBPQ8GkeDdwylZRoEF\n",
       "wGxvvTwZAragDjMP6tABdqjD7JAEwTRrgIuKKkwJDCM9riYO05wG5ugM91m5ZzlGkKfDHKCcMdwi\n",
       "U7JJk35GkDixHDkXKUTFvEmeh9sWZQpmtzvMOrRnhxvDVIfZJklPrp+P9IS7lSFgLc1Tsk8nuK8u\n",
       "C+rQIx0h35RsGYJZhsO0Y5jTHkzg3Ps4sJ50Luw9wMI2yzSMnPO+EuYr9IpgVrk9O1xKVh1mm7ie\n",
       "Z1yDHbN/GWHeDubA7LbXMcPAZnlp4hr2KMHkjCyow6SfUfJNyZbRIy9rDBOmB1P/3G6ILpMJi2Mn\n",
       "bXEI2EE5zqLbBbNyP8jcBJeSVYfZOqYf6Kf5xc46cJ4IrMlwe50yhPS4NhPvMjPuNNSiR5qnw+z2\n",
       "lOwI08U5LIj+uV0/vUxmGLglcKZmEDlv7bbFMgVTxzCrgzrMDnAnr9ljkrIWixlk69Y6ZRgJJEmC\n",
       "2YsOU1Oy7RHlMMOi4YRvOxJsw/+fidS5sdD6nTjMsmZHdrvDrNMYpjrMDkjTiKzDzOzh0FkLcKe4\n",
       "ST/NBHOUfBxmlRtY3rNky0zJFj2GCdGCuRkZDtkZ8X9X38ZD71Uwq0dFHKbZN8VKdtJP4zH7nUpo\n",
       "VSUKkYI0jWgMeWB1VpW+aoLpUlUPEp8qziMlW/En/XT1LNminyUbtc8R4FbgYaIF02U0nGCOhpat\n",
       "UqZgdntKtipjmL8Gs1RemqfHzMlwWUWokMusk2C6cY24St1pQw1T1ZTsB4H3g4kSRk3JZkuvpWQf\n",
       "jtjnKK0JZhsO0/wdmKfZNy6Tog4ze6qSMZpNkCX7d+CAiHVcShYqNI5ZJ8FMM4bpLzulig5zJzR+\n",
       "CtwFPDlinbxSspXo3cWQd0q2jA6DE40cA7jpR47L3UoyjIhiVEr2UuCT5JeSPRRYbV+7tl5GkOwV\n",
       "wSyxPZtB5Dy7J0fNJPphLOowOyDtGKa/7ADTYOpEhirgHCbAvQRPXvFRh5ktA7QdYMxsMHPb3O8w\n",
       "8BD5pghHkWvrhNk5zKiU7D3QiBPMLFKy49739baS/KjCEMvM0HLce+2jDrMD0o5h+stOGERuY6li\n",
       "ShYkmEb1yrJ2mG7MoxKVNYYRYCCnxyJ2EmDeCPx1m/sdQiba5BnAnWDuIBDMKJF26+Gt65OFwwwL\n",
       "Zg3GMM0RGU4wLIoqjGF6gmn6kBgb5zCdYKrDbBG/ESWNYWYhGFmnd7PAnQOIF8xevA/TXfc8XKab\n",
       "9NOOGE/Yv3ZwDrMIwdxuXw8gM2GjxjCdYOY0hlkZwWzlfJ8P7J1XQXJiELnGMfXZvAfMq3Mug+8w\n",
       "w27Tx493lXGYlShEClpxmFmMZ7kgUCXBDDvM0K0lZgA5N72Wkh1BgsAIklLMkkFgI+0F7tm0LHim\n",
       "HziKYgUTRKx2IvUrymFut69bEcxOUrIVF0zTAOYCc/IsTA4MsjuGmH5oPBr6/57k39bddfbHLtVh\n",
       "ZkyaST95OMwqpWT9HtdmpleyiOM3Z4F5Ywf7rLjDNH3IedlEPhN/OukwzCZ6nLkZBwBfI0jJFjGG\n",
       "uR3pfLn2FTWG2cxhhlOy7bRD322UOUs27fkeseu2en3LJumB5nPIvxMQNdknymH6k34q4zDrJphJ\n",
       "DnML2QTOKqZkk8Ywx5Bnfc7wxlYOIHrKdlqq7jDdOdlGvinZZj8p9xowR0b8YxatB9QJxLkU6TB3\n",
       "IGXdQbQgpknJ7mCqw9xJd6dk54SWdSFpBnI7nbxWiRLMKIfpT/rZRUViUCUKkYK0s2TXkY3IzUB6\n",
       "3nUTzE32c9c7mxexXkpMg/Ju3E+L75LyEMw0DvsZSMfz8tDns9so0wRyvWZQ3KSfAYKUbNStLEkp\n",
       "2THgPqYK5lpSd1xNv/1OnQTTiUrdBDONw9wW8XmWRKVk4xymP0u2EjGojg6z2a+VrCM7h/kg1U7J\n",
       "hh+P5wLgFoJyz6P9iScDyI8n76S6HasRJJhvo7yU7Dzkp+XCJPTWzTFgvh760N2GsojiHWbcGKaf\n",
       "ko2aJTuDqYLZasfVv70A6nFbSYUdprkGTNyjM6uako1zmP59mJWIQXUUzKIc5oMZbSsB0wfmnBQr\n",
       "pnGYW+2fK3cngukaV2XGDyLI22GmcdjzkfMcJim9tRLYL/SZu1YLqc4YZpqU7P1MdZittMNxwHjf\n",
       "r8MYZkUF04wABwHLYlaoimCuJxDMbajDzJy0T/rJ0mGupZiU7CLg001+49Lhet7QXDC3kL1gVqKy\n",
       "RuCCeV5jmIOIoDT7MeP5xDvMcZtyjGKR/fNx16pBtcYwc0zJMg484H1/gf1+HRxmm+N9Zg8wcaLW\n",
       "Ce53SRfH/N+NC0Z0gk2DYgRzHKkvTjDvJd0s2Up02usmmEU5zCJTsvYhxCxJWM/1vCFaMF0A3Eo2\n",
       "KVn/53UqUVkjcClZdy9h1vg98ohzYAaRoBkSTDOMPPjiYeLHkBcBC0JC7D8ZqKgxzO3EjmGaBsmz\n",
       "ZDtNybqgOdPub6l9X3XB3E774vJm+5c1i0LLMG5uQ9S5dS6vCIdprzfjwD2kuw8z47pg+uUugtao\n",
       "o2CeBOYdEetk6TBnIDNO+2xQzJOloWUcfko2agwzlJI1fUgAHknhXi1mIZiP2zeLkVRbyQ7TfNh7\n",
       "MHeYIlKyjxB/DlxnJOwwZyETsDYS70IWIqLqd2gmCHrVeT8azwlhszHMQeAxaDxi38c5zE5Tshvt\n",
       "vseQjuM9VD8lezvti8veyD2PWZNGMONSsrORjs9ITk/NcvgO04lnGQ5zOfAf6WOjkKFgmn4wF4H5\n",
       "Xg4iMxNp3LuA44BnRqzTakNthrtFZSv5PdjbkVYwW0nJzkAawBbknKR1mY8D/sr29CeRX6ko22Ee\n",
       "CxwR8z9/0k9eKdlmYz7zkXMcHsOcjQjmJuIFMyq4TSDnHIp90k9cStZPxxLxf5juMFtNyc5EjvUh\n",
       "+3oJ9XCYnQjmCmCvNr/bDJeSTRLMqHkJc5COy2byvbUk7DDd6zA5O0wmkaGPlq5Dlg5zObAK+eWB\n",
       "fTLcLsgEiZuQiz1q9+NhBpGDz+oGdt+tTYLJMzXbisN0FWirvJ/SE/RTsmNIEF9Ha4K5r/3uYqRR\n",
       "30b5k372Ib4+hR/vljUJKVnmAzcw3WGmFcyNTA1uc4Gb7eu8U7JLkbFDdw9l1KQfPx0L8bNkW3CY\n",
       "5gNg/HuDxxGxfJjgcYIPUH3BvI22BNM0kLaVl8NcT/wY5ijxM5CdYG4k37TsTHIZwzR7gzm5hXKs\n",
       "CC1TkaVg7g9cC1xtX2fJGuB6AsGYC8bv1Y8iQrGNjhymeQoYdx+cc2vfBm4Ac0jE+m8D876U2x4C\n",
       "c3TEP5Yija+FlGzDMH18LDzpxwnmeqYIphkAM1+Clvm70D728ZaTBIJZUkrWzEaOI04w83aYSSnZ\n",
       "ecAdSOrer3dpBfNapjvMm5FZo1HPde0Asw+YBd4HBwLXMX2WrL9Pf4YsxKdkH0QegD9mvxMzYc40\n",
       "gDOBk7wPnWA+hHTYHrSPbKt6SvY22nNic5G4uzCHTNwi4BoiHaZpIHH5BsoVzKhJP1nMkn0JEDVU\n",
       "F8dkaJmKLAVzP+BPwB/p7OkyUTjBdCfwPqa6TN9dtek0TB/wDeAMpqZkVwHfA14Z8aUTgRNS7uDp\n",
       "wAURsyaXAv9LupTsTu99+PF4vis+BHH6EYLJW4FvAX8BvCn0iwv7Ig1mX6qRkt0HCb5pHGZKwTSN\n",
       "YB/kIXsAABXfSURBVIai6Zf7IWNJk5Jda/98lzkLuT6biAw+xo1d/oEgjQYSTG9COkZR90R2wseB\n",
       "t3jvnWA2G8NMm5J9GLgCOJLmcwmWIMf7OO8zXzBXIeOXULrDjPqBdtMP5sdI+2g3JbsC6RTdT3Kb\n",
       "b5UIwTSfArMX0p63QON+yneYfkp2HWAixhJnI7EMImOQGQv9fN7hwOOazEoPswK4kd0O06Q65hYE\n",
       "08wB8zzv/RAYXyz2Q8Tyj2TqMM0E0gjdRICdwMVMFUwnFiGHaWaC+acmtwT4HIRUlBcSOMytSMP4\n",
       "FPDMqeJi+oAnAIemHDg+CQmI4fG4tILpT/qB6eOYfqfhbcBHmSaYpgH8JXAMcCrSsPb1trEvcKFd\n",
       "+inZsib97AP8Cpgj13Ia7cySPRHJGIwDn5Xtm+Ux6w6QnJJ1gulnPJIc5jwkMN3N7uBmBpAgchvx\n",
       "T91pEzOGdOysszMLEeG7h+ZjmOGUbJzD3IJcpyfZ9xuJ/sm1wxA3epj3mS+Yq5FgCqUKpjkUuBvM\n",
       "Eis4rhxHA6cAjwfuRG4batV0TCId0TvJfhxzEZLhc3VqL+BVwAuQTsqVdr1mY5gZCqZpSNZuCjOR\n",
       "lPsY0jZcOt6LZWYYiVG/9sobrgsfQK7RK+z7w5HMTGi4LpZJ4CJZmmXAfWD2bfoNWnOYfwt8UzZq\n",
       "ZgDnAT8F43qL+xM4zCxTsquB620achdwi7xnpbdOnMN8BfB2oicJhTkB+E+k570/EgS2AJchxwRT\n",
       "nfP+SOO/nqk95jhOAn6OCJWPJ5hNG58/6QemC6brNHwFeAricMIO83FIhf0t8ETgh8CT5V+mH6lE\n",
       "TjAnqYbDvMmWI+qnlBLuwzQrwLw89OHLkdmp/4l0Xr4KvDhm/4M0T8nGOUwnmHGzZBchQeN+Ajcw\n",
       "x35nHYHDzColezxwFbDG9sqtu2wYmo9hJqRkd//Q+lZEMI8hGB6JyvYcBnwdWOl1MqvoMM9Gjuv7\n",
       "BIID8CzElYNcp4eZ/qtBfWD+H5hTQp9/GMxrkLZ1G5LKz0Mwr0XSvQ1b3juAZyPn/gq7XtwsWSeY\n",
       "WU36+QvgJ2BO9D4bR2LTVmSs1Z/w5Xgy8AdoPOiV14tBZgRps6cD75PxS0aReHZ4yrKtQARzBWIi\n",
       "GkhsaEqKQGjeYTd2DvBF4HO2cDcg9xJ9Bsz3ETH5E9JjXRVz60cU/cgJWotc7D7gZOQkXYQ07uvt\n",
       "ujuRdMa1wEfAuLGOpQSCuQ+Yj9hynAl8EHg/mINj9j+AiMNRwLuRlMa/EjT6yySwmC8C30YeZ3Yo\n",
       "cqJ/g1z8vwPzu9B2l9ty/c4e0yLg9cCXrDDuRM7rXKRXuEr2Z76GdAp8ZiEO/n7vs83AOV4P7ljg\n",
       "v6Bhy2HehQj+csQdjwH/B3iXLcsEEhBeKT1pZiJB4FrgH+15WY8IcQkO03wAmRH9JUQ0LwTzJ6TT\n",
       "YZBzeibwL0h9PDaizp2NTI56EpIpaCDB463AJ5BOzCOyj8ip9AsIHOZrwTwQ+v9xSKpzLfAaMK9H\n",
       "Gv9CpKN1D/B6u+3HvO9NItfyfuBoMF+WJRuQc+4EczGY24AL7DGvIxiWSEMD2APpDH4WCYYfQa69\n",
       "C/zbEcfrBPNw7zyeiqSNHTuRjp37f58cV2MXmEuRToh7OtJW4O/BbPG+/zykPZ4gS/MgIrLX2fN2\n",
       "MpI9gnIEcwWYjyHjYW8FPga8D3inDcovAs5ChmjWIdf9/WDu8baxEumIvUCEE4O0t6ch7biBnIdn\n",
       "Ai+TTl3bjCCThwyBY70dafcfRs7n3wOfRMTpbfZ7u4C/BPNEJEu23n73B0hbeh6YdtLFM+x+1iGx\n",
       "72hEM/4dzDeRlLxL2T+MtK+77eu3eO3rRFsWxyPAaWD2sO8ngauh8QNb774G/B6Jta9okjFyNJAO\n",
       "7q+BTyOdojcB/wBmB/Cvskr0F5txMRIUFOUSxKkUwcVovVOEourdxWidUwKKjHeKoiiKoiiKoiiK\n",
       "oiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKkhZ9lqySFn2W\n",
       "rFIG+ixZpQzaqncm+3IoNaXIuqD1TnEUVRe0zik+kfWh1R8/7VLMi8Gk/QFiRVEUpeswczveQhbF\n",
       "qD7mBjAHlV2K9JjjwGT0q+jpd9ql+1KqjTpMpSDMg/Z3g0EdZlMGKOVHktvmA8gPXitKl2H65U9R\n",
       "CmcOMNxsBRVMYRARzbqwjHoJvKKk5e3Aa8suhNJrmAYpjFOdRCJPBqmNAJl+YAl67ZTuZA6aHlWK\n",
       "x8X/pnFVHaZQJ4e5EOinNgKvKC1Ro85rmZj9yi5BlzFkl03rngqmUKdGuswu61JeRWmFOrXFkjAL\n",
       "kfsElewYDC0jUcEUBqiPw3SCWZfyKkor1KktlsUICZNTlDC7Z7/G4RympmRTUKderTpMpZupU1ss\n",
       "iyGCAK8kYtYAFyWspA4zHaZBvRqpOkylm6lTWywLFczWmGX/mqGTflLi7vmqiwAtA7aiQUXpTlQw\n",
       "kxkC+vR+1dSkqVM66SclTijr0kiXArdTn/IqkZgBMIvKLkV6zAowRUw00THMZFIFd2U3aQRTHWZK\n",
       "Up2oCjEDWE99yqtEcyLwhbIL0QILkPt/80YdZjJDoaXSHHWYGZJqsLdCDKEp2W5gzP7VhRGKqXMq\n",
       "mMn0gMM0fw/miIw2lmbMVyf9pKRuDnMQEcy6lFeJpm7CMEIxjqZuz3Uug15wmEcBKzPaVisOU1Oy\n",
       "CajDVMqgbjMdRynOYWpnsDm9IJiDSCctq22lHcNUh5nAQGhZdZzDVMGsN3UTzKIcZt2cdxn0QEqW\n",
       "IYoVTHWYKamrw6yLwCvR1E0YdAyzOvSCwxwiu6cZ2ayFaSSs4y8jUcGs5xjmFjSo1J26OcxRdAyz\n",
       "KvSKYGblMNM4cnWYKamrw6xLeZVo6iaYIyT30rNAxzCTqVvMaoesHaa/bHcdFUzq5zA1Jdsd1C31\n",
       "6Hr7eZe5buelDNRhtoYKZobU7Uk/OumnO6ibwxy1SxXM8ukFwcx6lqy/jEJTsilRh6mUQd0E0wWv\n",
       "vMusY5jJ9Mos2axTss3qrjrMlNRoPMD0Aw1gO7Uor9KEujmpIlOy2hlsTi84TJ30U1FqJJgMAjuB\n",
       "XdSjvEo8dXOYLiWbd5nr1pEoAxXM1tAxzAypU0p2CBHMR6hHeZV4BqnXTzTppJ/qoCnZ1tAxzAyp\n",
       "06SfQcRdqsOsP3ULejqGWR16wWEWPelHHWZK6uowNajUm7oFvSJnydahLZZJ3epOO+SRkm12voZI\n",
       "YURUMOs3hukcpgaVelOnegeFOEzTQB1mGoaAx+hawTT9iDZllZJNk81J9StQKphyorZRDwFyDlNT\n",
       "svWnbi6hiJRsnYZHymSI7n48pqtjRd+HmXh/uwqmNNJt1KPyOYepk37qT90EcxTYQb7tRAUzHUPA\n",
       "w9Sn7rSKO66iH423BXWYiaSy4hVBHWb3UMeU7GbyDdIu21OXc1IWvSKYRU/6UYeZgjo1UhXM7qFu\n",
       "DtMJZp71bhB5KEcDjMameLr9F4vccRU96UcFMwV1GsPUlGz3UDfBHCV/hzmA3jaVBjeGWZe60ypO\n",
       "vIbBPAXMygy2l1SndNJPSur0MHN1mN1DXVOyeTvMR9D6nUQvpGQfQurcOcCJHW4vTYzPymHW5kkk\n",
       "7eIm/dTBsanD7B5cr7cuQW8ECWJ5j2G6+q2CGY8TzG49R0NI52wEmAfMiF/V7AnmoITtpRHMVJnG\n",
       "NA4zq5lKVUUdplIGNUqrmQZBSjZvh6n3GSdTo7oTxrwPTFK53fH1AwuAsSbrvgh4U8L2inSYmQ28\n",
       "VpU6jWGqYHYPg9THJbhU6XZ0DLMK1Dkl+xZgfsI6Ls7tAJbS1GGyAJidsD03SSrp570yua2kVwSz\n",
       "Dg20wJSs6QPz3Hz30dPUySWMImK5Ex3DrAI1TcmaAURPZias6H6VaTswQXOHuQCYlWJ7SbOK1WGm\n",
       "pE6CWaTDXAZ8Oed99DJ1EswRJHjlPeaqY5jpyKDumNPB7JNVgVLinGKSYLo4tz30vSjmk+ww04hh\n",
       "qqG5NC6l2wVzgPo8uKDIXysZB2bK+FXD5LyvXqRO99KNIJ3KIhymjmEmk0VK9izEvd2cSYnSMTO0\n",
       "jCMsmFk4zLRjmJqSTaCODrOIWbLjQIPmvTulferkMF1KNm+HOYCmZNOQRUp2FjApL83eYCY6LlUy\n",
       "rQrmDvs+qzHMQp700wuCWTeH+SjQb2cv5sV4aKlkS50m/biUbJEOsw7nJSfMiIhYLFl0tsbZLZj8\n",
       "A/DSDraVlnYdZhaCuZXkST+ZOMxeuK2kZg6zYcjfZc4KLZVsqZPDHEfEXccwi+FU4FNN/p9F3fEc\n",
       "JnOBOR1sKy1pBdPVg+3AA8SmZM0wkv0YthOKmm1PJ/1kRB1vK4H8e+HqMHPDNKiXYM4FNqBjmEUx\n",
       "HxlfjCOLMUxfMGeT7NKyoJ2U7B3EO8z5wFrkgRrNOvatTPppWu900k89f94LVDDrTD+SVt9OPerd\n",
       "HALB1DHM/JlAOikRmAYdTxgzDURgHgUzhlzfKjlMPyW7Doh4ko95FnAS8CByLLOB9THbc2LY7P5P\n",
       "dZgpqdMYpu8w807JqmDmh3ssXt4ClBVzgY0Ul5JVwYwVzN2dih20fy1GkXN8G7Cc4gUzaSKhL5h3\n",
       "xqx/DPB6RDA309xh6qSfDKnTGGaRDlPHMPPDv5+2DoLpO8wiUrK9PoY5AcyJ+YkzV3c66WzNQkTm\n",
       "dmAF4s6KEkwjS/NOMHHC6adk7yR6DHM+ol8PAptonlKOmPRjZoK5JrRPva0kBYPIhanDb/DpGGZ3\n",
       "4IQhbwHKCjeGWcRtJTqGKYLZR3Tq0hfMduuOE8w7gT0pdgzzQbv8ayDuZ7tcBuajwH8T7TDnA9cD\n",
       "99JUME2D6GG3pcBBNiUN6jBTU6c0kKtIUExK9kFUMPMgC5dQJC4lq4/GK4a5oaVPFtkJJ5j3IqLV\n",
       "R3EO8z5gERJXFsesZx+N17gUGrfJR9Me2D4fScn+A7EpWbMceC9BCtuvU4uCpeknmISnt5UkUKde\n",
       "rXvGIhTjMO9BBTMP6pqS1THMYpgAHiNaMEeR4N9JZ2scEZn7gDV2e0UI5gy7T/dIvjjB9DNpIM4v\n",
       "nJadD9wFjYeJd5hHAH9FdJ1a7C0XI+YgcRKeOsx6jZsUOelnFiKYOoaZPXVMyRblMOvSFvNkAkmX\n",
       "RgnmMuBu2roW5t/A7I+06YcQh7kGuXVjTs4PQoHAYbqHMqQVzC1MT8u6W0ogXjD3RFKvUYLpOUz2\n",
       "AO4ihWlSwazXvV9F31ZyN+ow86BuKdmiHKZ/W0kF2qIZAvOpAoQkjHvG61x56s8UJpHZrQ8jk2f6\n",
       "ozdhzrI39vs8DziZICV7HzLp5wHkvI9mUvqp5fBF3wmmq0OLpq8PRAum5zBNPyKQG+wHcbNk97RL\n",
       "F9/9uhsnmHVxmKavhIoJwbhJHXq1RU/6UcHMBzcWXZeUbBkPLiipLZoxMO4HiVcDrwL2K3D/Q0jM\n",
       "vRM4Dfh5aIVJ4DZobEPSiMsjtjEIfAZ4nPfZKCIgRzBVMPuQ7MFGMk/LmnnAnZ7oO8HE7r+VlKzv\n",
       "MOcCm6DxqH3fzGFC9C88LUIcqi+YiRqQsWCaOWC+aS9Oq3wWeEUb3+uUOv1ore8wNSUL2Dp3FphD\n",
       "yy5JC7ix6LqlZHthDPMo4MN29uQB9rMTstt8ojFwnZP1wFOBI0O3X6xAHCbILNE13rYbYD4EHIyc\n",
       "P/+G/72RscqwYEJugsmhiNC58+gL5lU0n/Szy3sfcphT0rEAtwKrIrazJ3Ieo4Y/FgNX26UvmAPN\n",
       "rk/WDvPfgNORStcqJ9m/oplBcb8AEoPpA/OKFA5bHeZ03gm8Hfhg2QWZihmJSKc5apSSNYNIDHiI\n",
       "3hjDPBJ5EtNhwIFIavSFYL4VXE/TB+ZiMHu1sf1/QWZ2xjGBBPkNwEJblsO9/08SCOafmCKYrEBu\n",
       "1zjHvj/Q+99KxK0uA/YCNkNjC3Jd8xRMf5lWMJMcZlgwfwccEXFb4J7Ab4gfw7zGLpchE4geQyZb\n",
       "xaS5MxFMMwbmn+xg8tOBTwDHpdiuv409gCXAsfmkZc0K7/UomJ+DWQpmDSKSt1Bur/Zk4HMkdzT8\n",
       "20pyHOcxDaRy30tpgmma/Qaez6lIgDi6vcyGyev4PgZcGPNQ6IqkZM3eYA5MWGkOkv4y9MYY5hHI\n",
       "mN4RiDP6BHAs8BTgFG+d45AxwZSYk8AcDLwQeFmTOOcLJsBPgCd6/59kqsP008UnIg8GeBlwKVMd\n",
       "5kq7/hWIc91sP7+XQDDndhZ/p936cShwHVMF83772rm7KKLGMBd7Y7IhwWw8aN+v9soyiPySyeXE\n",
       "j2FezdSULCTUvTYE0zwRzA+9wdzXIj387wBfAn4AHD99M2aiycU4BvixLU9ETr4TzHOBW8Acaz84\n",
       "C2kAb0Qq77dtz6JEh8mrkN7iy8DMkoYV+RAF/7aSPHvhY8gU6w2U5zCXJa9iliON5yKkx3ps8/Wn\n",
       "ff9U4EEwj0tctbXtzkEyLf3A+yNWKCklawaCSSKmD/gW8D0JRGYcTNQkDJcihJ4Yw+RIpPN6JOLQ\n",
       "foQI5zuB59t1TkOE57R0mzTjwNeBC5BnCA8TpCnDrEGen7oBSaF+AThVrpvpR1zT7XbdsMM8AfgG\n",
       "Mnnna8iN+S7m7gvcaI9tBYFg3oeMAW4Cviz7M68C82qv/P1TxdD0TX9Kj3kpcJc1P45DEU3wBXMj\n",
       "EluuB2bEZGGiHObnga/a4wk7TBBhPNJ7vxTp+NzKtDplGkx1mL5gNo2raQTiWDCXENz7cwRwGfAb\n",
       "MDciYvcq4NPAs5ELcASYH9kdDyJBdw1wu/1OmFXIhdwBfBPMAynKlZYnAB+w2/29fX8G8vM5jwDP\n",
       "suvtAD4JZgtSudYx/aLkwVxkfOGpSGrhDKSH+RCYW0PrHkzwo6o7gH8E83r7voH0qHYRBLhWmY8c\n",
       "+x+QBrUJWALmXNl8oXwRTNJxLAYulA6PuRD4KJhWfkH+CcjY+Xlgrmy3oBEsQgLt64BLwByOpNdm\n",
       "Adci1+k+do8pmfMz3Hccfcjx7rDHOo605z9IGdkbGARzGVPHj/yHWu+Q9XIr7/6Io9sBnAnmrmLr\n",
       "nbkASf19A/gVErhvgsYuWxffb4/9aOC5wPlgfoC4umYsQQzBKiRFuBPpqFwf+m4DCfqnIXXlOuA8\n",
       "4JVIzF0LrIOG+53I64HHe9fjOFu2vwB+CrwLuID/377doyYQBGAYfuMF0nkBSwurFKm8Q85j6VWs\n",
       "7KwCgbBpEryBNgELa0FsZVJ8s6yEgKRQQd6nXJbZYeebH2ZnKcda7py09ZT0bchnl13KZVXvG6de\n",
       "5YW0xYicyP0iE/4Q6EP5pBuPnmtd36Gs67UBMMvzyivJ/YGMLVvSBxZQ2jJaT2Tybu2Bhswhb/V9\n",
       "/s7gEphAaRc1j+R3mQ2ZoE+z2yMZ/ybb0w/kvAacWaydS2PDv7dXdac++HPn4CIazJ3iWrlrMHPq\n",
       "XHO8kyRJkiRJkiRJkiRJkiRJkm7oB+/0B/EaWR48AAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d7ba5f650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (3600, 128), float64\n",
      "Testing data: (2400, 128), float64\n",
      "Training labels: (3600,), uint8\n",
      "Testing labels: (2400,), uint8\n",
      "Accuracy: 74.8 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (300, 1536), float64\n",
      "Testing data: (200, 1536), float64\n",
      "Training labels: (300,), uint8\n",
      "Testing labels: (200,), uint8\n",
      "Feature vectors accuracy: 61.4 %\n",
      "Clips accuracy: 71.0 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Data: (6000, 128), float64\n",
      "Labels: (6000,), uint8\n",
      "Ratio: 600.0 training, 5400.0 testing\n",
      "  64 (+/- 0.7) <- [63 63 63 64 63 63 63 64 64 61]\n",
      "  64 (+/- 0.8) <- [61 64 64 63 64 64 63 62 64 63]\n",
      "  64 (+/- 0.9) <- [64 63 63 63 64 62 64 62 62 63]\n",
      "  64 (+/- 0.8) <- [63 64 62 64 62 64 64 63 63 63]\n",
      "  63 (+/- 0.9) <- [62 62 63 63 63 65 64 63 62 63]\n",
      "  63 (+/- 0.9) <- [64 63 62 63 63 61 62 61 63 63]\n",
      "  64 (+/- 1.1) <- [64 63 64 64 63 64 63 63 61 62]\n",
      "  64 (+/- 0.8) <- [63 61 62 63 64 63 64 63 63 64]\n",
      "  64 (+/- 0.4) <- [63 64 63 63 64 64 64 63 63 63]\n",
      "  64 (+/- 0.5) <- [63 64 63 64 64 64 63 64 63 63]\n",
      "  63 (+/- 0.6) <- [63 63 62 63 63 63 61 62 63 63]\n",
      "  64 (+/- 0.7) <- [61 63 64 63 64 63 63 63 64 63]\n",
      "  63 (+/- 1.0) <- [64 63 64 64 64 61 65 62 63 61]\n",
      "  64 (+/- 0.6) <- [63 63 64 63 63 64 64 64 62 63]\n",
      "  64 (+/- 1.2) <- [64 62 64 63 65 62 63 65 63 65]\n",
      "  64 (+/- 0.9) <- [63 64 63 63 63 63 65 65 63 63]\n",
      "  64 (+/- 0.7) <- [63 63 63 65 63 63 62 64 64 63]\n",
      "  63 (+/- 0.9) <- [62 64 62 63 62 64 64 62 62 64]\n",
      "  64 (+/- 0.9) <- [63 65 62 64 64 64 62 64 63 64]\n",
      "  64 (+/- 0.9) <- [63 64 64 62 62 64 64 63 64 63]\n",
      "Accuracy: 63.6 (+/- 0.87)\n",
      "Mean time (20 cv): 2.37 seconds\n",
      "Overall time: 52.43 seconds\n",
      "\n",
      " -------------------- Baseline, test_size = 0.1 -------------------- \n",
      "\n",
      "Software versions:\n",
      "  numpy: 1.8.2\n",
      "  sklearn: 0.14.1\n",
      "Attributes:\n",
      "  sr = 22050\n",
      "  labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n",
      " 'reggae' 'rock']\n",
      "Datasets:\n",
      "  D : (128, 96)               , float32\n",
      "  X : (5, 100, 149, 2, 96)    , float32\n",
      "  Z : (5, 100, 149, 2, 128)   , float32\n",
      "Full dataset:\n",
      "  size: N=149,000 x n=96 -> 14,304,000 floats\n",
      "  dim: 28,608 features per clip\n",
      "  shape: (5, 100, 149, 2, 96)\n",
      "<class 'h5py._hl.dataset.Dataset'>\n",
      "Reduced dataset:\n",
      "  size: N=149,000 x n=96 -> 14,304,000 floats\n",
      "  dim: 28,608 features per clip\n",
      "  shape: (5, 100, 149, 2, 96)\n",
      "<type 'numpy.ndarray'>\n",
      "Flattened frames:\n",
      "  size: N=149,000 x n=96 -> 14,304,000 floats\n",
      "  dim: 28,608 features per clip\n",
      "  shape: (5, 100, 298, 96)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=96 -> 12,960,000 floats\n",
      "  dim: 25,920 features per clip\n",
      "  shape: (5, 100, 6, 45, 96)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=96 -> 12,960,000 floats\n",
      "  dim: 25,920 features per clip\n",
      "  shape: (5, 100, 6, 45, 96)\n",
      "Feature vectors:\n",
      "  size: N=6,000 x n=96 -> 576,000 floats\n",
      "  dim: 1,152 features per clip\n",
      "  shape: (5, 100, 6, 2, 96)\n"
     ]
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFCCAYAAAB8Ye0uAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe4nEX1xz9vctNz00NIIzeUhFBD772IhSJIE5SigF1R\n",
       "rCgi2LHxQ7EgAjYUEBAEpEmQJi1UkRqSAGmkEJIQEgjn98eZuTv77vu+W+/u3bvn8zz3ubtvnd2d\n",
       "d77nnDkzA4ZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhBPwOWAg8Edt+HvA/\n",
       "4DHgamBoyvnnAU8CP6jg3lsD767gvHqyF7BLowuRwYnABY0uRIxxwJU1utbewHLgEff39Rpdt9Z0\n",
       "UPgMVcNFwKbu9dcquM+JwKvkvreTg30nAM+6vw8H2/+EPu/fCbZ9HTi09GLXhA5q+10aRs3YA9iG\n",
       "wgp6ANDLvf6++0viNSCq8N4nUn5jH1Vxv0o4G/hCmef07oJypHEC3Usw22p8vb2B62p8za6gg65r\n",
       "5FdUcJ8TgP9L2D4CeAEY5v78661QkQa4BWgHxlL/774NE8yG06v4IS3LXcCyhO23Au+41/cDExKO\n",
       "uQ4YDMwEjgJGA1cBD7i/Xd1xOwL3uuPuAaYAfYFzgKNRC/goCsXpSWAD9AF6BrgMfZAmAl9093jM\n",
       "nRfnNOCHwfsTyQnL8e4zPQL8ilz9OAh4GHjUff5J7jqnu2N3c2X5l7vvba4sAJe6a/3H3Xcvctb9\n",
       "TPc9xUkrx4XAg+7zh59tB/T7e9Tdx19zHHAT6jGkefrhufcDg4D+wCXA466Me7tj7wM2C86dAWzr\n",
       "zvmdO38mcIjbfyJaF24n9709Gey7OqV8H0F/1/vRxjpN+IsZSL3R7/8J91k+57Zv5O77EPBvYKrb\n",
       "Pga4Bv0uHgV2dts/767xBPBZt60DjbT8xn2mm9HvDWA7tB48CnwiKM/m5H7Xx4CNY+U9Evixe/1Z\n",
       "VLQANgTudq9nuOt/HxjgrvUHQNznTSpPSJph+S5UEF9zf7ei9X6tu08voA/67J8DnJVwDU9X1R8J\n",
       "zu1Af7uH3Z+P9uzttv8DeBr4ZcrnNYya00G2RXc98MGUfaH1+2dUVECF7in3up2c17U/KqpQaAV/\n",
       "k3zBfIKcYK5DhRfgQODX7nUvV749YuUaBTwXvL8RFfBp6MPpy3Mh8CFU7OeijT2o1e3L9PngOte7\n",
       "4wFOQhte0Ab7OnIP7XXkHu6BFHqdaeUAGO7+9wbuALZEDYwX0EYUVCx7o43NC+h33A+YDYyP3Svt\n",
       "3C8Av3XbpgJz3DU+R06ox6INEsB3gePc62Go2A10ZXiJ3HfWQa4+pZVvHPCiO6cNbfySPKK9gCWo\n",
       "8NxIfkPs2Q4VAc8Q9/92cmK1k3sP8FfgM+515I7fDm34B6AN+5PAdPdZ3kI9MH+u/w4eB3Z3r3/o\n",
       "3oMKv39e2igUtDGosQf6LNyPfh8nkAuH3oGKDBR6mGnlCTkBmOfKdCU5g/cLwJnBcV8n98z9FBXm\n",
       "09HP/luyqUf9GeCuCbAJakiCCuZqd2wv9Pc/okh5jRKpdZiolTgTtT7/XMKx+6NC4GlHH4hhwO/R\n",
       "xkvI/R7lhFfnkGtkDnR/j7j3g9y17wqOXwzMQhvK59H+oHuBT6GN40PuuP7AAnfcv919QK1vT1jG\n",
       "nYHD3Os/kvNiBW2YvHV8D9oA/Qn1sF6JfZ79YuUY4MoB6nWfgn5PY8mJxHzUygZYGdz3dnKN6lNo\n",
       "IxLeb2rKubuRE6ln0M++CXAF2gCdjXr+vj/yQOBg4Az3vh9q0AjqGYTfWUhS+UYDdwbnXIlGHuLM\n",
       "RL34N9D+7msTjnsB9c7+D7jBlX0warCEfal93f99UO8eV/bXUeG7Gm2Eca/3QI2aF8mJ4cOu/EPd\n",
       "n/cI/0CuP/5e9LmZ4K7zfKy8C135Brtj/gzs6crwt4TvIE5SeeJc7677FnAqGp3Zr8h1Tw9eX+fO\n",
       "OxMV51spFNB61J++wM/RfId17vqeB1ADDOBySv/+jCKYYFbGicB7KP6geSJUeNbGtl+INprvRz24\n",
       "GSnnv01++Dy0zFfFjv0eGpbK4i/oA/s02nB5LiM/kQLgfUWuFZIm8m8Er3+Ahovei4rnu9BGJSSp\n",
       "HJNRy317NNnlEvR7ENJZE7xeR3l9qEmfZR7q1W2Jfn+nBfsOJ99zB/3N479PVvnaKPw8ad9p6F3d\n",
       "hNalEcDSYPtraKN+EPAxV+bPue3bpFw3fj+JbYuCMsbLP6DI9S5HQ+bvQ73i01CPMeReNELxDCq6\n",
       "H0EF/vMUp5TyhN/PxeQMu1fIhU5BjZF/xc49FDXk2lFD5Gjgn6jxtzp2bFfXn9NRY+9DaL1+M9gX\n",
       "1qGI7GfEKAPrwyyfg9B+wkPJr6RZ3EIu1AVqFYKGvOa51ycF+19HH0rPbHJhqG1R8UjiZjTrb5B7\n",
       "Px71WOJcg3qDx6LiCSrcHwiOH4Fauf9BrfyOYDtogx2W8V7gGPf6ONQrTWIj4L9oQ/Uguf4zT1o5\n",
       "2tHG43U0dPdutCF4BvU2t3fH+zB3UoMV35Z27l3kQmRT3P29qP8V+DL62/n+yJvJ/329GJXbdyTo\n",
       "d7IXuZDsESQ3eGOC6+/oXi+NHTPSXeNq4BuuXCtQT+wDQRl9GPN24OPudW/0M96F1hUfkj3MbUv7\n",
       "bMtRQfZdEGFYdEN37wuAv6PCEecu9Pm6E42U7IM+ZysSjn2L8o3+9YPXh5DrHrkF9fSGoaH/A9Df\n",
       "1dMH7Vf9Ifpd+N+kt9sX/wxdXX+GkIu8fJh8Y3BHciHZo8iPMBlVYIKZzuWoCExB+xG8oF2Ahoxu\n",
       "RR/oC1PODxu5z6CN8mOoWHjL8oeoRzgTrfD+nDvQcOMjaCLE31DheBL4JPkeWXifW9Fw031oaOoK\n",
       "kpNqXkMbig3IhT7/h/bb3OLKeQvauCxGQ1BXo0kcl7vjr0c9Y5/082n0O3oMbSx8cki8jJ9F+2Ee\n",
       "Qz3um2JlSyvH4+5eT6MWvQ/5vYVa+he48vlkD6FQaOLv1yac2w/9TXu5e/4F7fd6y51zlTvniuA6\n",
       "56KN5uPob/St4H5pZUjaB2pAfRcNq92NCszrCcd9AP0eHwV+Rs5YCRmP1iWfGPNVt/041HN71JXX\n",
       "J5l8FhWox9F6Mc2de6krz3/QJKTHYp8l/tlOAn5BrmvAbz/K3e8RNAHo9wllvtuV+99ogs1ccr91\n",
       "nN+4svqkn2K/N+iz+CT62T+FRotAjY1zUYPlAfQ3DEOhn0C/hzfdPQeS+57iv0896s+F7rqPokbn\n",
       "yuCYB9Fw7VNo98u1Cd+DYRhGj8BHCNrQPrN6j/czmpe9UWPW6ALMwzSM7sfZqBf2BOoh/L2hpTGa\n",
       "ibTIhWEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEY\n",
       "hmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYRk8lKrJ/BrBX\n",
       "HcphdH/uBPau071mYPXOUOpV72Zgdc7IUVG9k9qXw2hS6lkXrN4ZnnrVhRapc3ISyO8aXYomILE+\n",
       "9Kp3KQzD8MjpIG2NLoXRUowGJjS6EM2KCaZhNASJgPOAMY0uidFSDAPWb3QhmpUmEEzpC/KJRpfC\n",
       "MGrMYKA3MKLRBTFaimGYkVYxTSCYTAR+DjK80QUxjBoyPPbfMOrBMGB08a4AOQVkaF1K1EQ0g2AO\n",
       "QLN592h0QQyjhphgGo1gGNqejipy3BnApl1fnOaiGQRzoPu/T0NLYRi1xQulhWSNeuK9xmL9mIOB\n",
       "QV1clqajWQRzFfUbA2gY9cA8TKMRDAPmU7wfsx0TzAKaRTD/A2wEYta40VMwD9NoBMOAp8n0MCVC\n",
       "PczB9SlS89AsgrkceASY3uCyGEatGA6sxTxMo74MA54h28MciPZzmocZoxkEcwDwBvA69gMaPYdh\n",
       "wIuYYBp1Q/oCfYFZZPdhes/S2tsYzSCYA4HVqGgOLHKsYTQLw9GGy0KyRr0YikbrivVhtrv/Jpgx\n",
       "mkUw38AE0+hZDAdewDxMo34MA14DFmIeZkWYYBpGIjIeZGQX3sA8TKPeDEUFcwGleZiW9BOjGQTT\n",
       "92GaYBr15EvAaV14ffMwjXrjPcwFmIdZEc0gmN3Iw5RPgvRpbBmMOtEOjKv+MhKBfABk/9iO4WjS\n",
       "zzCQjOdQJoDsVn05DKNTMJcAwzPqnfVhptAsgtnFST8yAWRikWN6AT/FZvpvFQZRE8HkYvf3odj2\n",
       "4cCraL1uj58UcCjwmRqUwzCGAcshegetd2mC2A4szdjfsjSLYHa1h/lp4LNFjhkJ9CG7cTN6DoOp\n",
       "jWDuB5xNXuhVIvd+mfvLCsuOwfqSjNrgPUzQYXpDUo4bjIZtrd7FMMFUJlB8qijfeFolag1q4GFK\n",
       "GzAWeAJtrDwDgbchWoNa8lmJP2MwI82oDaFgriBdMNtRwTQPM0YzCGY9kn4mUDzUOtb9t8arNRgM\n",
       "rJ/dv1iUsWjYdRH5XqT3LqE0D9PqXMtQbNmtsq71OZBQ9OIeZlq98h6mCWaMZhDMekxcUI6HaY1X\n",
       "azAIDcFXM7RkA2AuKoqhhxkKZikepkU1WgJpAxaAbFCDa0XAt4GpwUY/rASKe5gLMcEsoFkEsws9\n",
       "TImA8RT3MC0k21oMQq3wasKyXjBfI9vDtJCsAdq2jAS+WoNrjUXrcGjwuaQfoLQ+TBPMGCaYWqHW\n",
       "oGnWWeGQccA7WOPVKgwGnqNswZR7QNZzb7xgrgT665AkORK4EB1Sgts/KeOCJpitQzsqaEfVwMvc\n",
       "xP13gikTgO2B2W57VkjW92GacxDDBFPDsXPQ0NjojOPGopXNGq/WYBDwLGUJpkRoozTebdgAmAOR\n",
       "oF7mMOBjwC+AU9wx/wM2S7neYPQZ7Q/Su8zyG82H9+xuAuLjdsslEEzpB9wA/BSix932rJDsYLTf\n",
       "vX+Vffg9jmb4Mro66WcC8DLFp4sahy6LY4LZ45E+QG/UQBqbfWweQ9DVIHyIdRLqQUIuuWcscJfL\n",
       "kAV4CpiWcr0xaL3MGjNn9Bza0WjEEtLFrFQ2QSNno4ApQH/gvGB/Vki23e1fTcMni+leNINg1ijp\n",
       "R8aDHJawYzwqmMUmJB6HehwWpuj5DAJWAa9QXkjWh2K9YPqQLOQ8zPXR1SI8z+tx0i/hemPQerkC\n",
       "M9RagXb0t84Ss1KZAjyMhmTHAi+5SIenWJbsSvQZMEMtoBsIpmwMckLGAbUKyX4auBrk1Nj2EjxM\n",
       "6eX2PYc1XK3AILTBmEdlgukTfELBXIaK5SA0/O+I1qJdAptQiPcwV2KGWiswGBXM5dTGw7yPnGDO\n",
       "j+0vliW7Aq13JpgB3UAw2R34evKuztDYWqoSTImAI4BjgJ+6viGPF8yFpIdkR6GVeAkmmK2A9zDn\n",
       "U7GHKUOBNnLZsK+hodeFMUsf0sOy5mG2FjXyMKUXsBHwH9IFs5iHuQJ9BsxQC+gOgrkesDFIUjjU\n",
       "9V9GArwJ9KuwE3pLtPG6kkJhDD3MtJDsONTbsIarNRiMNhZLKW81kTAkO4H8MNgyVBTjDRdo4o8J\n",
       "puH7MMsUTOkHEva1T0Dr21yyBTPLw7SQbALdRTBBPc04A9D+S1zDs9ptK5cjgKvdNRbRKZjybmBr\n",
       "tGJleZjj0ApnobHWwHuYvt+xVNZD69cIckaWp5hgJmXKesG0etcaeM+uXA/zg8Cvgve7A4+hEbFR\n",
       "lBWSlb6oLqzBBLOA7iKYTwF7JOzz/ZeeMsKy0gekv3uzK3C7e71Q7yk7Ab8DPg3R02R7mBOBlzBL\n",
       "v1XwfZjLgaEupF8KY1Dx89mwYSPlQ7ILEs57lvQ+TPMwW4dKQ7LboV6l55PARahglhuSdQk/kWCC\n",
       "WUB3Ecyrqblgcgbwffd6fXLWvvcwNwLugOivbvtCYFOQ4wKh9ZhgthYuJButQSeriNeHNNZDhx6N\n",
       "QBupuIfZTrKHuQj1BOJsiEY/rN61BqFgDs1tloFF1uGdTmdfu0xHk82uQw2+Ae593FBLE2Xv5UJi\n",
       "0o9EIH8CqSTS1/R0F8G8EZgamygYqhPMA8nNoOKzDSEXep2ADhvwPAP8FvgesGfsWr6f0xqu1sCH\n",
       "ZKG8sOx6wNPkQrJxDxOSBXMxBYIp/dB5QJ/AQrKtQlof5jeAS5JPkV5ot9IoN1PZCcBFEL3tvMSl\n",
       "qGCWmiU7xJUBkpN+JqEh4P1K+kTJZT4U5MDKz28c3UUwX3Z/8emg/KQFnhIFU/oDuwBjXSUajjZK\n",
       "oNb8euRE0BGtheibwF3k+lU93sO0hqs18CFZ6AzLlkQomPEwmM+WTQrJrgLaYlb7FsDzEK3GDLVW\n",
       "Ia0PcwJwnPMe42yMhl6XoPVvGvBQsH8J2m6uiJ2XFpLdBHjBvU4KyW7p/h+a9UGK8H7gUpCmq9MN\n",
       "FkyJ0B/5VZLn1PSTFniKCKZEIFugYrkUbbRGAcvU4gLyPcyXEy7iBTXEC+YqbJqyVsBnyULlHmY8\n",
       "JJvhYUaCGnThRNnbAjPdaxPM1iAMybYHfeej0enyvpM7VAaC/BnYG3gErVdj0TD+rOCaS3RfwVCm\n",
       "N9BRB/H5s7cG/PR5aYJ5DXBwFdPmjUaHCqYMJ+y+NNrDHAqshuhNVDDjHma5Idlt0OywbwJ/Rfsu\n",
       "x6Ii6UnxMAv2OyTKHdvZEW5eZs8mDMmW6GFKmztuLrosWAfJHmZSSBZyCRqeUDAtstEauJBs9Daa\n",
       "perbuvXQpbq2cQ4BaATiWOB84FHUOJuAtqGzg2s6wYwTid6rwBDbGm1DIXnigi2Ba1EnZ+cyPlvI\n",
       "eqhYfrDC8xtGowXTp+GDznZSrWCOdtfZEZ1s+A0KMxN90o+fEi9OMOwEUG9hDUQ+RGfWfrdFznfZ\n",
       "z9VSSUh2FLAEonWoOE4gWTAXxU90xPsxzcNsPcKEmzAsOxrNt/gF8Hm3bQvgL8C/3N98YAdgsXNA\n",
       "PItJN9KSwrJbkfMwl1KYjLYl2q/+J+BTpXyoBEYD9wLDQMoZ59xwupNg1sLDHIXObrEROoxkPppB\n",
       "FnqYC9GEjNGx7Z54SNaHYz1m7Xdf9kUf+GqpJCQb1uWlwIrAyPLbTnZT4SXhQrJyCMjlaIPoLX0T\n",
       "zNbAh2ShUzAlQtuqV9GxloeBjEGFayZE74XoLtTD3I3csnGeFA8TKEj8kSFoVO45t2EOed1k0hdt\n",
       "W/+Hivd+gcdbDqPRZ+VJcn2iTUF3F8xyk35GoRaWj9nPQ8O0oTAudddYFPRrhrhxmp3EBdMar26J\n",
       "RGgYdEKRA0uhzJCsTEWzGO9yG5ZS0EhF70CUkukI5AaZH4gOY/kpRGF6vxlpPZ8EwWQw8DZEb0C0\n",
       "BPgncAhqUD0ZnDsf2In8/ktQL/QPKfeLJxdtATzloiSgod0OfSn90PGes9WDjVYAP6Lsxa5lEBCh\n",
       "z9fjmGCCNiDy7RIOLCaYg8kXzGLLzTjB7CTBw4zeQa21pHAsdHqY0g/kRjQ0Fh5rgtk9GYHWl1oJ\n",
       "Zjkh2bPQhsyHqBIEsyg+JDsZuASiMCHC6lxr4IeVQG4spvcuPTcA76FQMOehDkZMMKNHIHqIZIKQ\n",
       "rJwEnEguqgHaJk90yT3XAHcA9wT7b0QdknJwnycSVDBrERGqG13lYe4IfKCE40LBfAkYH8tA3Zj8\n",
       "ClCih9nJfLctnsq/iHTBfNWVayrwbuBrFHqYZu13Pzrc//FZB+WQXWLzb4aUG5IdD/wryESsRDB9\n",
       "0k8HhWE1q3M9HumNCp6vd977iwvmzcAB7tiwDfMZ2XEPMwsnytIL+CVa927I7Y7ecMeMQb3LjSH6\n",
       "aHD+K5RvoIaf5wlMMAH94ieWMKVYIJjRGrShCaen2wydNs9TiWBCYV/lQvInLQiIVgHrUNG/CY3j\n",
       "h5UwKbPMaDwd6PixUh/g3wJPaZ9hAeVmySaNuZyXcmwai9HGpIP8LEcwD7MVcHUuese994Lph905\n",
       "osWoZ/ZkbKiIr39xYysLPx3oKDQ790CIrokdMwdNJupLYZu5HOjt+j5LJfw8TwBbVDE8pe50pWAO\n",
       "JLeQbhrrk581GIRlJUIF83/B/loJZpaH6ffvjS7Auh06RMVjjVe3Qt4Hchpa5+6hJMGU3uh4tTOA\n",
       "+PqoUBiSLeZhxheFvsb9lcMSNKN7ddB36TEjrecT9l9CuocJ8HdyGdSehYBQnofpx767lXUSmQ28\n",
       "D3iicCxnJGg7mhDVkWNAvptwPZ/wA0TL0AhORxllbig1FsxOS6PD/Y/3ScbZjsKYuT9nAmr1BIvt\n",
       "li2Y3sqPC+Z5wOUZ1/GC+ZQ2Xp2d4KA/cDFDwKgf7wI+jvb9PQL0ja13msQGaD25i+RlteIh2QwP\n",
       "UwbqPTsnJgCiOyG6u5TCByxG+6WSPISVwMDKJ8xoHgu+hXGTnnfiF5FOEswfAV/I3xS9hfZtltMV\n",
       "4NvbtDHpoB6mE8xEXiG5G2RXdAKZOPHP8zQwpZTCdgdq+CCJi6nLMFQwnyFTMGU8alU9E2x8HE2N\n",
       "BvUu/xs7aTnZ6xMmeZhCQYWLHoOomIc5nnzv1vMi2jinIL1dI9pA5DSQMrPXmpZN0cHWu6K/TYrF\n",
       "m8cm6Aohs4BxCRNJlxOSHQssSJhJpVyWoGu2JghmtA41/ooZoAlIb+ClMsNmRslIBJK00ky5lOFh\n",
       "RuucQMaI/llmPfSCOZF0wZyN1vEnU/a/THJUZzOShTD+eV5Ah6o0BbW0PKeiP/rO6Bd4N9kP+G7A\n",
       "vbEf+I/AsS6FOd5/CZlfrkRo0sSSYONc4Ocpw0ey8OGNZxL2zULDeWkci36OpDJOBamHNfUu4FyQ\n",
       "pBVgehpT0bkzt0Ef7lISEaYAz7l68YK7hkN6o0aZj2wUC8kmLZ1UCd7QS+uDepbKLPEN0HHHKXW2\n",
       "5KXLjGR2BO6pwfeYJZhpk11Ui58sppiHCeV7mJsD6ydEe2J9sjyPJnc2BbUUTL8A7vvRh/85igtm\n",
       "LGwVvYh6mYegX3hcMF2jkVg5hwJvuuQhf701EH2m1A8QsAiY5Sa+jlPMItoO2COljF+k7HFLIdI3\n",
       "ZQLmOJsB5wD/V/m9mgEZhDYofvHc2ZTmYU5B6xJoFCEMy44FlgazpRQJydZMMFcAb5MumM9RmWD6\n",
       "z9ZRuEvGA082PiLSjMghbsmt7dA6WMT7l34aGpdeII+AxEUinOUHsvswa8UCtHtpI7I9TCjLw5QR\n",
       "aJTmfxSKYdwAaFkPcxpqhRyBfslJ4ypDdiN/TI/nd8B3gYMoEMxoKdqojE44Lx6OrYZFhffuZC66\n",
       "CkrflP1bubIkWfTbA3tVViSZAjwI3Je9Np70RTvyzwemZfd7pX2GmoWZuhAZTqenyA3AYxAtpzQP\n",
       "04dkQX/nUDAnky9afiLstGelRoLZOQF7loeZ8ZvIXilrFG7q/id1I0xHjauPlFxMA7ca0lXoGr7b\n",
       "odGo7Yuc9HvgB2huxHQK+/fCMZig9W4iWr+6SDCjd9DnZWfSBfN54EcQvZayP8nDnIaKZVJUJG4A\n",
       "tLSHeQkaFp1NpmDKCPRBfjhh5+Vo9uKPgQcS9qeFpmopmFcD5ybvit5CK1dH4T6J0P60eymYmFgG\n",
       "oOUeAjKxgjJ9FfgHGhLOmh1jE2COE49X0YcuARkGzHO/RZxpwCNFFq1tILILKpTbAE9DtAAi73mn\n",
       "9amEeKEFfbA3C/Z1kDesI1qH9mfGslSlP8gEaudhgg4EfzxlX0ZIVvoB15M89nka+lmTBHMaWlfP\n",
       "qM1vLZNaJMS7DTrB/v7oxCY3kimYMhadwekjwJfQZ3i72EFTyDeW7kGdg+l0XUgWOicnSMuSjd6E\n",
       "6IsZ5yc9b747LcnIi4dkZwGTmyUxrdaCeSv6Bc4m28P8CHB1bJJgR/QORH+H6KfJ+3mOZEu7hoIZ\n",
       "vQTRgxkHzCI5jODHkF5D4Uz+W6EZYTMo28uU3sB70bGDD6DjotIIh+I8T7pXchxq3GyWsG9rNKSy\n",
       "bXnlrBu7oWX/GoX9zM+i5U9B+qIPuG+c4iHZDgrHQSYl/nwF+Bs1FczoIzqtYyJp9R5yA9nfl7Bv\n",
       "U3Q8cUfCvmmo5/Mimesbyt4gB7nX/VOO6e/K+JcWSDDaBQ1Rvg/t/76EbA/zZOBKNLdhX7Texp+t\n",
       "HYH7c2+jZe7Yncn1I3YFc93/lHHpRUnyML1gxroRZFO0XQnGKEer0HHLJU44EkcmgFwA8pd6GGs1\n",
       "Ekzpi1qwz6H9ks+hjcjowrCftAGfBC6o8Gb18DCL8QLJIVc/0/99FArm9qhHfScalokhB4AkiRfo\n",
       "w7TI9fE+4N6nESZLJYQ7ZHPXd3UqKvybUshWwFtoyKk7shO6WsJGqBESciewuZugOonPA48Gk6A/\n",
       "g4bYw9Bl0gTWwfWkF7qy/ZZo41nuJAWV8CI6E1ZSGP0IdKjBgQme4jRUMNM8zP8Bl6EGVAISAT8D\n",
       "/gwyA3gdJMlgm4IaGoNIHtvak9gZ/U42ItfmbZ/cYMsU4BPAr9Eluk5BHYvpOa9KIvSZjkXUIoHo\n",
       "/hpkYGcxB10veFXRI5NZBAzP1Uvpgxq03sMM2+qzgZ8kOEJF+jFlR5DPpuz8GCq2+5IaTasdNRBM\n",
       "ORI4Hg0DrkGtqT+6DMRZdFYMOQXkv+i4y3lFPLgs0pIf6i2YST+wF8yZwNRY6HV7NJvzdnTx1TAz\n",
       "M0ITV/6tfVEFHIyG3KC4hzmNTMHkMrQiDwYuInkc4laoRbxnxn0ayU5oUtMj6FqAAdEadF7XQzXc\n",
       "LIFnKB9HoxuHB8e/ic4Fe5FrwDoo9DDvJ7/PaU+0j+n3aF2sVUg2g+gtNGwWM9RkIFo/LkTr5W7B\n",
       "vlFAb3QFn8n5DXrnxCBPoV0Q+5K81NJ2aPLJpsDF6GTeSfViM/TZvpLCcGMPQY4G2Q+tC3e6v5kQ\n",
       "LUQTdoJnTc4CuR8NrZ4L0cMQLYLoMpeLsRhtG49AjZnVGdGFrmQu2ZO4FCFahxpzz4P8A332FgG3\n",
       "oe3MFiCfBzkXdRSSHKXnSWxPZWenL/8AzkoJ226LtmkP0g3qXRHLRvqBLAGZD3J1wv5vgFwI8kEV\n",
       "S9lLhzpIFVlRsg1I0M8j64HMAnkT5IzKr1tWGQ4H+XtsWy+Q60BOdu/Pcu8j9/c0iAvbyEkgC0Cc\n",
       "1S9bu8+vcrGtAAAgAElEQVSwP8hC5wH660buu9vVve8LsgpkfdcPGS/bk/odgT6MYTllJMhykA6Q\n",
       "LdFMvxsTrvGS3k+WBpW0K63cggJk7Brr6lxG+EWOBpkJ8grIIpAvgRzmvtuEyID0BrkP5Hj3O8S9\n",
       "8uNA/ubu/RTIXJDT0VClaB2sB3IDSNBPKR9yv9HF7v03QX6f+25kD/1cALLMCag/dyxI0JckV4GE\n",
       "84T67b8GOTN4fzzIlQnHnQPyLVevYl6/9M8vd1nUq94Va+sikGfd8/Oqe38gnQauXATyZfd6GMhr\n",
       "IPuATEq53lWuDXjbtZEJ7Wc9kB1AflHlNQbocyXHuGctiHLIYSA/B/kuyZEJQL4Gcn5s2yHu+7nF\n",
       "XeN5CpYSk8g90xNd3Yst+CE7FD7LpX+oLjhJDgOZATIYJCFzVTZwD/SzqGVWA2SwE4xLnSD8DeQ8\n",
       "bbSkrTb3KFqGKa4hdh6kjAC53TW67nuQvqjQHQfyXlTIgoxV+ak2MgByNsiPg9f/DBq9bUBeJM+6\n",
       "kntRA+Hx/M8s+4K8kKuwsrWWoXP/kagVGH6O2FRaMgLkdb2fPAfiQ8vdRTAPA7mpyOntrt4dpw+Z\n",
       "XIYade/JOOdQkPtB1lDYjTDBNZJfA/kzyLtA3Mw7ch51S1iQI0DmgIxDRWgeSBCel6Gunp3u3v8I\n",
       "5Ifu9cz8Bkv2Bfl38P4QOsW1c9v6qHEyLti2MUhCgohchRoqbe75DMbfyaGoYVHJsJjuIpjT9HPL\n",
       "HiAJSTCyK2oURyAfA7miyPVOAfkdaoAIyFcqL3qzIxu758sNb5Ix7nkNoyWXoBGi8Lxx5IyXQ7Td\n",
       "7NwXgTwK8p8Kn88uEcwrQIr0V8jNIHdS0w5Z2cJVyrudaKQkInQlcgbIY64RmwnyEwqGcMh094M+\n",
       "C/L+2L7tnbhF7jO4yiF9QB4AcUtFyU/QcEZ47nraIMmtIJ9z23qBPKyNVudxg0FW5yqM/Ia8vgBp\n",
       "c/uD4QiyF4gb7iPHod7UZOrXcJF9L/k1yFklXKJM40naQF5OFgNwv9Vr+QLVCORMJ4rnkhwdmIRa\n",
       "5vuDLAbpcNuvBjkxOO6z+l12vm9zv3WwXJP8BuRHsetHrk7Hx949BeJWnpAHYo3dRe67jXkRBWXf\n",
       "qPC63UYwv0KmJ9YZRXoXyEMg7y7xthHINSANDyc2FrneGRH9tf2Rs2P7T0IXVg+3vU/1BfLFE/T7\n",
       "lBdBHgQ5PuO+be5ZOhxkTzQDHyoXTLmdvP62zl07ouGJIvOqyka5h7YraFQau0RoWO56kK+nl0OO\n",
       "RcMKUcL5z4D8kULvc4pr7I5BLa204QRT0VDbQ65BmkGBNSXz0dDEWFeBNo/tf5LOyRBkgGskfxns\n",
       "/wTq/dZZMBMTKHZ2n2dU4b6a3PabIHel7LsENWwaPGxCIpDPoKG8lGxrOQL1lIMwn3wAjYpci3pL\n",
       "8yiYCUrO1N8f0HDiQhL7NeV6vUfn+z6o4eUMV/kVyKeD8s5DPdql7jdMMHAlQj38WSDhikXdRTDv\n",
       "AzmwyDFfAHkDDZ1XOO9vq9LZHfUEmvEab8c2cm1c2A9/Fsj3gvfzQfziHb9EuwR3cUJ6OInIqagn\n",
       "ejPqgHnnpGLBPAu1nIL+MvkiasUekX6qURw504lmwrqMcrB78P5U5BojQHZyFSpJZL7jKtqrIFcm\n",
       "CPdVaP/TISCztZGV2HAgiai/YF6LeshD0FDove6BOrr46RXfdgid/cwF+7ZREekuJHWB5O3/Fkhs\n",
       "6IL0U+NH1pG4wLuMcaJ2u/uu90+59pdB/gUy0r2fBvJssP9UkMvc621z++QraFRmJgVTpsle7lk4\n",
       "Gw19/h7t8miwYEp/kO/rZ0idrCQ8vinGE3Y/JALZHWS/5O+5sw/5ArSraWdnxIR9+leA3OR+r6Xk\n",
       "usx2cG3bT/KvLYPRPIekvtVqQrLyI6f8B4Ccj4ZfxmWfahRH2kienaWeZdjVWVfu900/sG5FUsG8\n",
       "2An9CtQL38eJVisMjO9iZCdSQ9YyXA3htGQVCIR3njNmrgUJlsCTDd2+x9Awb+gFRO63vRnt2/86\n",
       "6lHMRENykWsQP4oa6XUUTLkN9UxuQr3xNe7vNrosqmGUjoxEoxdPoN1PF5I35lcGol0N51MQ1ZQR\n",
       "aGTkMZBPuvq2FuSitJtVVEL3L0JXwHjMFbJOWYFGN6IBIVnZiZ4/CL6Jka21wZEvkTd8B5wxuCua\n",
       "NRsTZ+mLepK3uQbwBDTKkZSLUE/BPBrtgjiczsQqo+cgkfuN/+6MtayIQWK9K2atz6DiuU+NHkbK\n",
       "hAtdwgys3hlKverdDKzOGTnq2d4ZhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEY\n",
       "hmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYNcQmXzdKxSZfNxqBTb5uNIKK6l09l3RqAmQtyJRG\n",
       "l6JB1Hl5r1bA1vcsgQYvIG20KNWsh9kdkbOKLHhc6/v1AxGQ7et3z26FCWZNkd7OANus0SXp5phg\n",
       "Go0gsT70qncpasjWwHZ1vN9g998WNDZqwXigDxYGNIymoZkFcyAwsY73M8E0aslk998E06gTchrI\n",
       "uEaXoplpdsGcUMf7mWAatWQycDewt/VjGnXiNKCO3Vg9j2YXzBp5mNJX+5QyMcE0aslk4A7gTaBV\n",
       "E8mM+jIS2KrRhWhmmlkwB1G7kOzngWuLWPommEYtmQy8CNwF7N7gshitgQlmlTSzYA4ERoEMqMG1\n",
       "JgLvBT6UcYwJplFLvGDOA0Y1uCxGj0f6oU6GCWYVNLtgrqQ2/ZijgAuAb2QcY4Jp1BIvmKvI1S3D\n",
       "6CpGAguAPiBjih8ufwOZ1NWFajaaXTCfpTZh2VHAfcDwjGMGA6sxwTSqRvoBo4GXUcEc1NjyGC3A\n",
       "SGAJ8DhFvUyJgP2p7yiEpqBJBVMiVDCfoXaCOYfshmswGj4zwTSqZRLwMkTrMME06kMZgskItJ1r\n",
       "7+pCNRtNKpj0A9aiIlerkOxLet3UbNl2VDCtEhnV0gHMdq9NMI16MAoVzCeALYsc68cIW1dBjGYV\n",
       "zEHAG6jIVelhSoRWpsXumgNTDjQP06gVHZhgGl2GjAQ5ObbRe5jPAJsUuYAXTHMOYjSrYA5EG5oa\n",
       "CCbtwFqI3iS78TLBNGrFJDQ6AiaYRu3ZHvh1bFYfL5jPUnzcr3mYKTSzYL6BeoUjq7yW9y7BBNOo\n",
       "DyaYRgISgRxegwuNBtqATwTbvGAuBPqDZCU4bggsxzzMAppdMJeRndlaCqFgrsQE00hF2kBOqcGF\n",
       "NiBfMM2SNwAGAH+rwXyvo4CbgFODcepOMCNBvcyssOxkNDnIBDOGCWahh5nWeA0GXgXadCo9owUZ\n",
       "D/wCpNrnZhIw173OMtIAORDk7CrvZzQHvi2rdhWm0cC9wCJy4VfvYULxsOxkNDnIDLkYPUEwh1U5\n",
       "eXU5IdkVwOuY5dWqDEWX5Bpd+SWkDRiLjsGE4iHZHYEdKr+f0USMcP+3rfI6vk17ldwsUqFgPkeq\n",
       "hym90QjIE1g7V0CzCuYgYBVEa4G3qK4PqBzBXIkKpoVlWxP/u1czlGk8sMjVXSgumB1U309vNAde\n",
       "MGvhYb6KtmtJgpnlYY4DlrrzzcOM0ayC6T1MqD4sa4JplMpQ97+azOww4Qc661xqlGQSNtdsqzAc\n",
       "7Tus1sMcTbaHmSWYY9FcjRWYh1lAEwimtIPcAnIliG+oGiGY7Zhgtjq18DDDhB8geht4G52MI4kO\n",
       "TDBbhRHATGBgafO9pjKKPA9TegHDUM8RMkOyjHDHrcQEs4AmEEzGAZu5/zu6beZhGo3A/+7Vephz\n",
       "Y9tS6p30cvcaDNKninsazYEXq5lUF5aNh2SHASudcQbwGjAgJXlxONqmrsBCsgU0g2AOQccOPYqK\n",
       "JtRdMKUv0BtYgwlmKzMUrYvVeJjxkCykZ2ePRev3EqwfsxXwgvksOhayAqQ3OW/SC+YYNGPWEQk6\n",
       "zjKpHRuOeZipNINgtqMiNZ+aC6ZEaBJGMQ9zEGqhCSaYrcwQ4L9U52GOA16JbUurdx3oFHph8obR\n",
       "c/He3Xxg/QqvMQJ4zU3s7+tNkpH2Ork++aQyWB9mAs0imCvQjuixbpvLkgWq8zAPRYX3afc+reHy\n",
       "4VjQcIbLZpPzQSaDDAb5cYVlMJqHoahgVuNh+nBZiAmmATkPcwG5tq5cwvq12L2fRG7uYk+a4T8C\n",
       "C8mm0kyCWWMPU/oAPwTOcNYYlCaY84JyHA0chwrv6W6dQ6NHIJNB4lb+EOApYHwVkxf4hIyQtMkL\n",
       "fENngtn0yBdBjixykBfMajxMnyELuXrTQaGHmRWSXYauBtXLJmnJpxkEcwiFHmaFgim9QB4C6Q/s\n",
       "oteNbg4OKEUwXwHGuYo0BjgSOAaIsAVXexJfBD4W2zYU7Qt6nconLwj7zD3mYfZ8tqL4cBEvVtV4\n",
       "mKFBVmlIdqnrfjIvM0YzCGYt+zA3QLPP1nd/s2L7S/Uwx5MbrzQa2Ad4GG3gjJ7BKAoTL4aglvnL\n",
       "VBSWlb5o3V0e25FW7yajDZ0JZvMzDG03sqixhxm9AbwDbE5hSDbNw/QhWbDEnwLaGl2AEvAh2cX6\n",
       "WvpRuWBOc//HuL+Fsf1pDdcocpXIeZiMR5cXewBtPF+jasGUg4D9ITqjuusYNWAkhWMjh6DGmw/L\n",
       "P1zBNf0E2CFp9W4j4Hm03m5Q5r2M7sUw0tfa9YRjIEdrxmtnd1GpxPvIF6OCWW7SD1jiTwHN4mGu\n",
       "gOgdcqGKUDBfozLBXI+8VGsg29L33qi3/jZAPY2vAh9FLbjJCeeWiPQCfgC8p/JrGDVkJIW/51C0\n",
       "oVlCbhqzIsi2IIeCjCc5HAuJw0qkLyrK5mH2DIp4mNIbrQPLIXoLFa1Kwv7xOubFc17suGJ9mGAh\n",
       "2QKaQTB9HyaoWI2l8izZTdFZVcr1MDekUzCjtahIbwO8AtEqiJaigtlRYjmSOBgd6znZPTxGYxmJ\n",
       "9lUPCLb5kGw54yKvAs4Fvktywg8k17tJwDzXeJpgNj/DyQ7JDgNed44BqHNQSVh2fbSd9CwGXg4m\n",
       "LfAU6cMELCRbQDMIpu/DhFworJqQ7IPkPMwKBBPQsOyO5I+ne5HqBPPDaNbuEor3dRhdz0i0vnUE\n",
       "27yHuZSSPEwZ6875DFqHwgzGkKR658OxYILZExiGLtycNobbh2M9lSb+jCPfm1xMYf8lJHqY0hft\n",
       "hvD5GuZhxmgWwYx7mAmCWdISX9OAO8l5mKWGZDcEXgjez0OTh14Ots2mOsGcgM7w8TzZi7saXY4M\n",
       "QL39J+hM/JF+bttqSvcwdwHuQ3/TDckOycbr3cbk6pwJZlMjfYD+qFGdZgzHBbPSxJ8kwYz3X0KB\n",
       "hymfQdvE14I+9ibwMGVIwvCvLqPZBDPBw4zeBNaR2aEu54J8Dk1yepz0kGzCeDhpQ4eLhJXuFVeu\n",
       "0MOch050XOlYzLHoQ/I82lgajcOv7PACsCHIJnR6l5FQsofJrqhgznPHT6QyD3MJJpjNzFBy2dVp\n",
       "ghn2HUJFHqZEaPsYhmQfB/6TcHDgYUoEnAfsHytDMyT9nAL8ol43azbBfBHYGw0TvBEcM5/sNP8D\n",
       "0QrxP1Qk05J+VqNhk/B7maDnRGuCbd6CCwQzWoc+EBVkM0rkyrQAXUnABLOxeMGcBRyAepqHkRsO\n",
       "UqqHuStwr+uXmgNsT7JgJk1csBE5D9PVf6lmzuQGIsNBTmp0KRrIMDTv4RXSBXMk+WJViYc5DFij\n",
       "eRWe6GKIfplwbOhhDgX6AgeR7+U2Q0h2I2CfeuV9NINg+lR+gL+igjeIfMF8CG2M0lgfOBb4sTt/\n",
       "Q/Szr8w/LHoHeJN8bzXefwk5oYzPCfoilYVTR2pZojVYSLY7MIqcYB7sXh9Erh6W4GFKf2BrtM8c\n",
       "d60dKC8k6zzMSFBjbxrNyXnAjxpdiAYSCmaaYR+G4KGyPszxFGbDphH2Ya7n/h9Avmg3QUiWyah3\n",
       "Pr0eN2sGwQw8zOhtVPhOiWV9PUBu6S+H9NG+qE7v7UaIriK32sSihPFwUNh4pQnmUohWx7b/G9iv\n",
       "1A8WEIZRLCTbeEaiwjYT+AfwOTRc5QWzFA9zE2AORN4om4Va8mlZsoElL73IH8oEOoft5m5/sfF8\n",
       "3QjZG43wDG7hqSOHoUKU5WFuDjwZvH+J8qNV8f7LLEIPcwxap+Nh4WWUPHyqHOSTIEfV6GKTgTuo\n",
       "rN0tm24umBKRH5JF+yyj38YODASzM/nnbOD7aKVY42a9APUO1lHYf+kpRTCfcfeMcyOVjaP0/ZfQ\n",
       "mSBS8VylRvX4CQbmQHQwagi1kwvJltKH6WeC8vg6VIqHeQg6FCCMojjBlEOAu0r6FF2KDNQxpkX5\n",
       "CvB1tPujmkWRmxnvYWb1YW5BvmA+A0wtLZlRpoIcT/mC6T3MMcA9aDsbhmTnoMObas2ewOHVX0Z6\n",
       "oeX7LSaYgKY4v+PGPmYxE9gK5F3AE66v56PAFDQcuyB3aPQO+vDG+y89QeMlGwJHkF+RgegFiN6d\n",
       "Uo7h7rxyCAQzWoVW3C5qXGRLkLRFsg3F92E6ooVouMx7mCvQvu6sialDIwiyBXMJnYPUZRpwEXB8\n",
       "7Jin0IXU3wtsC9KgKISMB/k+ugj2vdl1STZAw9BXkstw72HIME0qzCQUzIT5pqUf6ik9m9sWLSY3\n",
       "ZrwYHwTOoiLBlAgNyc5Hu7ZCD3M2FWf+S6TtsXw7Yec4YI90Y0Ail2xZjPXRz3ETsFtyP6aMBDmx\n",
       "xEIXpbsLZth/mUG0Em3Q/uw23Iou9txBgWAC6l0W8TClL3AvcAHw99KKG72D/njlepnxxjWcaL6G\n",
       "yGDgdtQIMNKJCSagFrjzMLMyZeV4V3fKEczZwET3wJ8A/Aai+2PH+JDsAcDdwPtL/CxFkH4g+7g+\n",
       "11L4Oxq62xHtn90149gTgb+4rotKB+J3d6ZROEl/HC+YLwAbJwjFVODFWGIh6LKDm5ZQhj3RLoAd\n",
       "KFkwo7WoIA8gN2LgStTo98wGOkocshfnQ8AvgS+oUZHHeNRA7Eg593BgRglRtg70e1uGPldJM619\n",
       "ADintCIXp7sLZiwcm8n96AN8AOpZfgt118eSLJhpHuZSNOljPBrK/XlKX2catwF7Je+SM0A+n7Aj\n",
       "Hr4LJ5qvJZ9DxaCFJ0aQMSC3FDkoSTAvBf4ZvE+YHk+mAX9AhS1JMJ+NhVkd0WrUsh+HNnyPJ5Rp\n",
       "LmpA9ge+TU2MHhnjrns9JRl5EqEC8SWIZqFjmlPqOqCez6XudQ/1MFkfGFnEIxqOjm9cCrxFLsnG\n",
       "E++/9JQgmNIPFcrb0d+wVA8Tcok/bhKX6JcQXZPbHa1ARw5UMkXfpsAlaGh5o6C8fujLLcDuKedO\n",
       "BXZDl07MYjK5SRmeRMPacd6NGqMDEvaVTU8SzK8AR0M0Hw1d/Q71FreiUDAXJGzzzEXDJhPRjvdy\n",
       "mUV6Z/02wE4J26v0MKVPcStQRqOC+XOqWwC52ZkKHACSZZAkCGZ0B0TXBRuWUpj482n3f0MKftNo\n",
       "JURTM+75ItoAbIwOLYrRmSl7K5rk0AFyLcg2Gdcsxp6oofl/JDc2cUahRqTvy52BDvNKQIag9cx7\n",
       "LD3VwxyDLu2XJSrewwT9beNZ8PH+S08pHuYO7rjr0KEh5QimT/xJmsTFM5s8T1AikD+AnA+S1Y5M\n",
       "QNvPeBLjCFSEbwH2SDl3PHA58L0ihshk9LmBRMGUfuhKUvOpUSJlDxLMaEnuQY5edg3MbHS2lbg4\n",
       "ngX8PuVCvqO7UsF8ifR1MTckeWhAXDBL9DBlFMifUO/k5CIHfw/9zDNobcH0v02adQvJHmacmIcp\n",
       "o9EM7stJFMyivOjOC4aTFHAjcIULp22BeqLF+s+y8DMRpVnnccIGCnfu9JSs3a30up2rbfRkDxOy\n",
       "+xqLCeaWaMg9ztOogZfFnmhS2gz3vgoPM5HZ5Ic6NwDehbYhn8i49gS0zzYumOPRbOG7SX8Gx6Nz\n",
       "MK+kMzM8kbhgxo/dHTUyH6RGQ/W6u2CGE69XwmzUAosJZjQXotcSjgf1MDegcsGcj874k5QQsiEw\n",
       "JaFzugIPUyaiM3jMRw2Ad2UcuyMamjibitdy7DFMRCMP1Qpm4GHKbqgndT7a11mJYM5C+wNXQpTS\n",
       "bx+dDdEN7vVidO7h3UHiIb4Ysn9KBMIL5hNoo12MDvLmJY1WAY+568SZ7vZ5epiHKac6D8YLZYWC\n",
       "Kb3RunhfwnlPA5uBXALixEm+7xKvIpBPo1GjG1HB+BNd7mEyHU0O+iXpHiLkC2YQkmUcKpiPAxuA\n",
       "JE0A74+5n+SIHC7Eui2ZHiYHoTklz6LddFXT3QUznHi9EmajkxCkhV+TmENVghmtc/eLeYgyGP08\n",
       "iygIcRRMZ1WKh3kEcJdbO/NKdLaLtN/zKOBXriFudcHcAE1cSRHMznG7aQ2IJ0z6+QrwbRU0ZqEN\n",
       "RCUe5oEkhmPTiFai/Y/HpB8j/dHw1zYJ27dCre9n0BBvscSfuIcJOsQlqeHcGng0eN+DPExpQ7s2\n",
       "tkCNgFVU7mFuh656lCR0s9HvbBfgVBVKvoSGGTdGh+scANFtmnAYHV/CiIKQ5ahgZnmY8UUlpqO/\n",
       "63+AbZLrjERoG/MKyR7mPDeOfibq0MTxEzCkCKa0owbG06h3jXu9ccxR2Qft220pwazGw/QPdzmC\n",
       "OZfqQrKQHJb1jc1T5IdltwIW509n1TlnbhZT6Owfil5CK39a+GIXNOMXVAiGt/Ag8omoYE4heeWI\n",
       "Sej6q8sS9oWEkxdsiT6YoIK5NSAuaaJUXnT3LkMwAU0yOiGjD3sy2sd2cGz7tsDTbnm6tWi5i/WX\n",
       "hUkWnphgyk5uyItvWD09ycPcCOiDCsEY1EPP+mxZgnkgatAkEL2NGkM7uvt8A1iLGj/bowbzY8nn\n",
       "lsQj6DCl/uTGGMeZTX5IdmvgMWes/ZeCCWMATXJa6+q/ywzuxIdkIVEQpQ3tD16QvB/Q+rYc+GAu\n",
       "szh6E3V23HcrQ9Fw9oMkh8EroqcL5mz3vxzBnIdWzg2prWD6CRDiU5ydTuHkwaVY41PIG7fFv1CL\n",
       "KkAiZ3FNp3OihWgdXZeF22DkbJBiU2RNRK3eB9FMvDjxhj4N52HKEPQB98bZHPe+HO+S4Py0/ss0\n",
       "bke9hKSwKGjjvgx4X2z7nuSMKNBGv1g/ZgeFHuY9wI6aeAZoqO46NPHuieC4BcCYCocodDc2c/83\n",
       "QYXSL+iQRlwww6ElB6KJXClEV7vI0FXAaegwt21Qz+yhyorfye/Qfve0Wc8gOSTrn4+70HoUx4dj\n",
       "QcVxeDBeNxwr+h9g59i5btah6C30e50MsqkOfepke+C+hDI/Sk7AdwcedIKa4WFKLx1HmzmmupMa\n",
       "CqZEbthEGQ+EfM1ZpG0gv05I/Z1IeTH5OLMBIXk6shSit9CHezO6XDBlLDqry29ixy4A1kseiNvJ\n",
       "VPIF8w5g39xb2Rq1IHcCno95Oz0oLCtjQLwFfBTZfZOgIdmXSM/wLFUwZ6O/4+bAU7nkluhNtJEo\n",
       "VzBfRmegKtPDjNahWa6fSzlgY+AKYKNcZrBE6BjJK4LjnqR4P2ZCSDby4wu31YaN9VGhfCWYFhDX\n",
       "cK2i5KnWpF8J4/AaxTS0TfGC+Ripgin9UY/L9YlHy9F5sJ8HeRn19P+dfG4el6PG2E/ICeaDmWcU\n",
       "JXoF9W6zuh9eQIfNbOK8tvXIGXX/JnlYURCdi94h100BiR5mnmYEghq9hT6LDwOXBselffYb0PYU\n",
       "9Nme4V7PR8fWf5jCCT8mo6FttzhAYp9qJ7WskJPRSZYng2wB8pPsw2UYGmL4BroSxKkUxrOrtaJm\n",
       "AecnrDZejLlo6KMMoc2jmGBuDzIJfQguduOzAqK3UA8mJVVdBqEp/nODjfeSX/k+jlpVF1KYUNCD\n",
       "BJPPA+c6D2djMtPHZRA6UHsx+jDtk3BQqYL5b7Th2oPCIQGzKC+qgaujz6P1o1wuAfZLSfPfGO3f\n",
       "uZlcY7In8A6aqegpkvgjvVBjI2ltRe9pHIsukPBRCmcqgpLCsjIG5Ab02Stl0H4j2AydY3g6+j2+\n",
       "QLqHuQNqUIXzTp8EHI3Wv4OSx+bGie4Fprphc2+gntnM7HNK4meocKXd903g1+hzti35mc93ajkK\n",
       "HJ3QwwQ1ArdyrwPBjF5G29kw5BsKKuj0poeiQ2Y6XPuWJZj7uqztvVz5cJ7oL9F6+ePYOVuhxu+Z\n",
       "IL8BLku4bsmUMWBfjgURkCNAvgCyInsMjZwG8g+QV0H+B/IsyFeC/W0gK4spftcgfwYpNzQWnv9+\n",
       "kNjsQHIDyMFaueRykDUgP0/3IuVRUufqlOkgsUZaIvddjtcEI1kG8j73m5wYO/bHIF8s90OVeXw1\n",
       "lFPv7gJ5AmSK+6w3ZBy7qdYzcB7MisL6JbPVmi7p3jeCvETBZBRyCcj5JX+E3HlV1HW5jM5Myrzt\n",
       "N7l6cDDIPW7bn0E+GzuuAyS++o7fNw3kdJCUxBA5EOQ1V+eS+rT8cdeBZCQoAcj3QH5PbimzetW7\n",
       "curcTPeMv6PthEwHSZpsApCvgvy0NkXsvOY/QMrt667mfmPcbzsf5KOxfXfr75+37VyQbwbvPwBy\n",
       "r2v7lqKRNb/vr+r5db7/JEjCcmRyOcjJahTKItKn1bvd1e9ZFCQkyVCQ5eQtkyffBPkOOqb5CnJ5\n",
       "DYn1oZYe5o5onN4Pzh9M9pIrJ6Pez8Xo3K1nkT/N1qZoWCetM7ormUPl4VjI8zBld5BL0c82Sy3N\n",
       "6FhgMESfCqy1OFlDS+L9lzgr6kHU+joGuBOifwCfRS2vkBI8TOkD8ieQGSCfyj62UUhftL5tjCYj\n",
       "zCZ7gHIYKlqD9usGIVwZjoYMXyg4M5kb0O8x7mHeQC4JqAyqqus3oUOH4vhxnf9Ew7IfREP3cUt6\n",
       "Dhq2ii1ULeujs1dtg0aQEohuQcOUp5AdJvwnmTMKyWB3jW+VkHTVIKQX2h3yL3QpQD/NZpqHuQe1\n",
       "nyx/JtX3X5ZBtBDNzj02YeGLW9B+2JC4h3kNGsq9AbjNecmeeD9o3MP0zEDDrM67TO1zvRZ9Dt7r\n",
       "vOGdbJUAACAASURBVOPwcyzX++dN/L4V2lf6foiOSh/SVRrlWF33gPzMeVKzQW4F+ULsmEHOsj8X\n",
       "5L+oFzkEnRB8HMjinOUgJ2qD3QjkIyDxilHO+d4iuwzkZRUcOSjdKkq8xsUgp8W2jUX7fb+tlnjB\n",
       "Od9y1tJ/1KtIvfbh6nmk7o9AfuUs2X2d19ANPUzZCeQRkCedVXkhyJukRjbkI8548e+/AfJH93kP\n",
       "B7kKpIzGTTZEvdpukEAlI0Fez7eqpQ2NZLiMaPkxyLp8iz7vGv8GCVZ9kMhZ7DWai1MmoVGQPu77\n",
       "jhns8kmQv8VPqs29ixeuxMMmgzijSx7X8kobyFsURIukN+p5FxknW3ZRR+t32R2QnSjwruV2dCGM\n",
       "cNtpIC9QGNHZCuSZ4P1lIAmTsMhUkHlOZ76aUZ6+2d+NfMDVc1f35Dl0SsuCA9OvkXH1Eg/rA7IK\n",
       "7bt8HXW7jyEvLCkRyFOuYj2oP3rBdWaDfNw1+peCnF5JoatH2qhqzUHp5R6mc0geulDKNU4GuTZ4\n",
       "vynIi04g3iZxBXs5GA1FvJwuGqBlktco8CY69+/i7hWWvTsK5ukgv3CitxIdTD6H1NVi5CKQrwfv\n",
       "R4Lcj4Z0n3Z1r6PMopZpCHUlch/IAcH7DfX76Hy/CcgF6eWVC8gLL8uH3bNaw9Xs5UknMmvd73GS\n",
       "+90i98zsGz+hdvfOLlgJh6znxOBi9/5qkAvd61fRuXnD4/fUetWTkd6ooxMM55DlIPF5liMS53OV\n",
       "Xqhz4fq25YGEOuDPfwh1GEpZySStvP2d6F7unv83Uq7XpYK5nXsQIieW/0S9oaWBkk93jXkbqdlv\n",
       "8ge0T+gK1HLPmkmihyPtriKtBzIRZK5rXHqDnKnbCs5Z331vJUyXJn9EZwpJ2ncRyJfjG8v+CJVT\n",
       "SuPVD+1DPB7ki+5z7wVyGwXWLYDsALJAH5K87YP0e5DBhec0G/J1kGtyAieHgPyrjPM/CuJCtTIU\n",
       "tegz+iQrKuMPXAM7FY1G3QSyBLX8ZyW0Dd1JMG8G+Unw/Z4D8iX3+knyjZVvuc95Qu2L2t2Qr4C4\n",
       "eZblJK2DZZ1/PciRaF/5fHJDlLoIGYBGk54DeTjtoIquXMIhZzphPNO9v10rC6ChQdf/Jd9D19HL\n",
       "utbwXMMlu6ULa6sgl6Kh2ecpCG+nnnM9JXlJsj/qrTrrSgaA/EYfellGXse8HlBGwaulyL1kC9cY\n",
       "3YmGpw5wgjkGDSV/Cg3/uXX15Gj3cKSEInsKMkgFUi53BsIcFaKSz98BxGUIy8/UcKp5GUeBxCbY\n",
       "kHPQUPo3kk6ofRkSKaXOzSNvvJ70DsTzKNTL/JwaGTKf1AhOT0P6oUmbJ7v6V0adA/e8znB17gdd\n",
       "UsTCe/ZCI5nfSjugoqsW2b01arUHq3PIvnSOdZGNQBa6L3IW1a2s0ILIru4hPbILrt0b7Wd+yRkz\n",
       "16Pe2Wv6uvCE2pchvXBFdl9DfuhwFNonHqlhIQvQvrs73fa70D6zbhI67UpkoGt4Xk0RoKxzB6De\n",
       "3rloJmKdGnwZioZjk1b5qaNgygEURiAiNNpzMXnh/MRLdKCe5lJawrMMkR1AHnPtR6lrq/pze7v2\n",
       "R0CKTTZfL2opmLIXGga7g6IZlLI7mjxyV2s0WLWmq78z2doJ5i/UepaOBjdc7l7xB0fanOH1SbSP\n",
       "NmV9O9kK5DzXCJ+IDqlowXpX6WeWTdE+nmKr39SLegrmUucZOg9JJqBh2NUgr5CYd1FwmWEgn6El\n",
       "o2PSi4oT4GQwyIdqW56qSKx3xR4qAfkLmo7/KjoA/i10sulr0UHIR5Y54a/RnAjF60sN7yWL0IH1\n",
       "16MzxHwMHbz8OvAHiP5Sp7IYjaVe9U7US6I38Ed0qMgW6Mw6361g8hOjuUmsd6UI5gnoGK1x6PjK\n",
       "CcB3IHqk5kU0ujP1Fsx2dLaYvYE2dDaSn2SMWzV6JnUUTH8faUfn3r25cBYuo0WoSDBnkDxXoNF6\n",
       "3Eny3KtdwQys3hlKverdDKzOGTnq2d4ZhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEY\n",
       "hmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYRqnYXLJGqdhcskYjsLlkjUZQUb2r5xqIRvemGy0gbbQQ\n",
       "dVwP0zA6SawPLbjIqWEYhmGUjwmmYRiGYZSACaZh1BS5DGRoo0thGNnIto0uQU/E4vqGx/owS0KW\n",
       "gUxtdCl6ENaHWXNkIMg6kN6NLkk3xvowDaNrkQgYAgxodEkMI4OhaNs/pNEFaTZMMMtCTgJpa3Qp\n",
       "jG7LIPSZMsE0ujNeKIc3tBRNiAlmeVwArN/oQhjdFt8QmWAa3RlfT4c1tBRNiAlmyUhv1IMY3OiS\n",
       "GN0Wn+wzsHaXlDaQQbW7nmF01lPzMMvEBLN0Bsf+G0Yc3xBV4WHK9iDhjDNHo5ENw6gV5mFWiPXH\n",
       "lY6vZCaYRhq1CMkeDGyPTs0FMA4YVU2hDCOGN+xMMMvEPMzSMcE0ilGBhymfADkx2NAO7AXS170f\n",
       "hWUzGrXFkn4qxASzdEwwjWJUEpL9GPBzkK3c+3a0r3xH994E06g1Q4F1mIdZNiaYpWOCaRSjzJCs\n",
       "jAUmAGcAP3UbBwMvAfu79yaYRq0ZAryCCWbZmGCWjgmmUQxvuZeaJXsA8C90aamJbls7cC0mmEbX\n",
       "MQSYg4Vky6aJBFNGNXgqJxNMoxhDgFcpPSR7IHALsJxcOLcdFdHpbuYgE0yj1gxFBdM8zDJpEsGU\n",
       "CLgb2LOBhTDBNIoxFFhA6YK5H3AbhYL5MvAO2qCNBPqB9KttUY0WxjzMCmmWYSU7AVOBEQ0swxBg\n",
       "GSaYRjplCKYMRevUi25DbyeK7cAKYC7Q4a653G1fU+sCGy2JeZgV0iQeJh9GLe5GhqaGAPMwwTTS\n",
       "GQIspDQPczIwCyLRv04v0wvmS8DWbvsyLCxr1I4hqEFmglkmTSCY0hc4CriexjYa7ahgtjewDEZd\n",
       "kQEg25VxQjkh2cnkvEsoFMy5wLbAEuB1TDCN2mEh2QppAsFkEtpgPIF5mEZ9OQf4QxnHDwHmU1qW\n",
       "7IbArOD9crQBGwCsQj3MbYDFmGAatcUbdr1A+je6MM1EMwjmcGApjW80fGNogtkSyHbopAJDix0Z\n",
       "MJTEkKyM0CzvPOIe5uvAWGAVRO+ggjkdE0yjpkgvtA1bAbxGefW75WkWwVxGfiZhIzAPs7U4AZ30\n",
       "vByhSgjJypfRQeLfjx2b5GFOQBsy0JDsYLpcMGVk11zX6KYMBt6AaB0qmBaWLYNmEsxGW9kmmK3F\n",
       "cOAZYGBp43+lD9AP7XMMPcyTge+hYhiyIYV9mKFgvuT+e8Hsgr5zmQA8WvvrGt0H2QDkVJDD3IYh\n",
       "aF0DbVct8acMmkEwh6GWkAmmUU+GoV0BKyit3g1B6+gbdAqmRMB4dOWRsblDpRfaN58kmCvd+5fd\n",
       "/670MEfoPTsnejd6HqcBHwH+5H7noWh9AvMwy6YZBLOGHqb0A/l7hQ2ECWZrUa6h5sdLBoJJOyCo\n",
       "p+oEU84BvqHHRquC82MeZvQmsIiuzZL11xybeZTRzIwCLgVeQPvEvWEHJphl02KCyZHAIZS9vqBE\n",
       "7t6uf6qhU/QZ9cELZql95z7UtZpclux41Mh6FRjuwrbvAb5CvncJhSFZ0H7MrvQw/TXHd8G1je7B\n",
       "SNToug/YhfyQ7FJMMMuiGQRzGLUTzE+hEyCUm+gwAHgLojWoB1Hq5NpG81KGhykRuvDzq6hgeg9z\n",
       "PPCKS7B4FRiDZse+m8IkoOXu+FAwv4SGc7tKMH2/qAlmzyUumGFI1gSzTJpharzh1KQPU7YF1kcr\n",
       "TrmCOYRcQ7aCXFq20XMpx8P8MnAE8H5gLdDmohDjUA8TdEjSpmhi0J1udp+Q5ajQBvUqukP/i3mY\n",
       "RqV4wXwZOBsVSZ9Qtgz77cuiWQQz8DAlSmhsSmEH4Fa0ApUrmO3krLKVWD9mD0faUPFaSWmCuS3w\n",
       "PYhcmFW8l+k8TECFc1fgxZT668NkSYZYVwqmYI1mTyYUzHbgIMDPXrUU2FJfSgdEs+teuiajiUKy\n",
       "0dvo5NOVhkMnodNBLaHsPsy8jnITzJ6PS+CJhNLEKuwXglxYdhw5wZxPp2Am4utXPQWz3ZXHBLNH\n",
       "IhGdghkJ8F3gCIiWuQOWkQvJPgKySQMK2VQ0g2D6kCxU13BsQC6JopKQbCiYNp9s0yOfBUkTCh+O\n",
       "hdI8zLBfCHL93D7pB1QwdyF/soKQRnmYT2OC2VMZCAhEb+jb6McQPRLsXwqM0DmTGQZsX/cSNhnN\n",
       "IpjeIqqm4Qg9zHIFcxRaucA8zJ7CKcDeKfvKFczQoIJ0DzNcziuOF8yVCfu6UjD/hwlmT8WHY9Pw\n",
       "ST9j3HsTzCJ0c8GUXuhDXUsPsxLBnEBuILkJZs9gDLBZyr5h5ASsmpBs3MOE4oJZ75Cs8zAl6oLr\n",
       "G42lmGAuQyevGIOOHjDBLEI3F0za0XkP33bvK2w4pA0dnP0KnX2Y0gvkQyCXgtwEcmTGBUwwexTS\n",
       "hjYm01IOqDYkuxoYhDZEXii9cKaFZFeijVaSYK4C+rtxnLXET8axFhte0BMpxcP0gnkfsI2NMc+m\n",
       "uwtm2H8JZQmmjAaZ5N6MAxZBtJach7k/8C20otwGfDHjYuPJF8yumNdzh4QVLYyuYRQQke1hlhjV\n",
       "kF6oOIZCtxqNaCxzdQ5ywjk7+TqdCUYJghm9g47jXC+9HBXhQ8mvYGHZJkVOBvkVyKEJO4sIZrQa\n",
       "zZLuQCMNi4AptS9jz6G7C6aftMCznNI9zFPRKcggF46FnGBuBtwI0a+B84FJIBulXCv0ML1VVmu+\n",
       "CRzeBdc1ChkDPIv+5v0S9pfjYbaTW5LLsxrY2d3DMx/4MkRJfZSe5aSP711ARVPYSQRyM8ighJ1+\n",
       "sepXUKPSaCqkL/BD9+YTCQcU8zBB29dp6LJ0D2Fh2Uy6u2CGCT+g1nCpS3xNcn/+9Rz32mfJboom\n",
       "POBCvlcCx6RcKxTMheQ6yWvJCGDjLriuUcgY9PecAySl0pcjmPH+S9As2QOBu3KbonUQ/ZBsvo3O\n",
       "O5vEfHTijXIZ5sqS5E17D3M+Np9sM3Ig2oZdBIxO2F+KYC4lJ5hPkt5NYdAcgllhSJYNyAlm6GEu\n",
       "QxvAzdEwhOev6FyzDolAPu5CbuGMLQuprOEqhglm/VgP/R2fIllIygjJFvRfgnqYU8kTzFKIfhub\n",
       "kD3k/9s773CpqqsPv4delA6CSBEpAoqoFBMssXcTUzT2mmIs0Viixs+oMUWN0S8xauyJms8YS2LD\n",
       "FsXYsMWGCggWujRFsRDA9f2x1pk5c+acaffO3OHe9T4PD3NP3XNmn/3ba+21167Qwsy8A5sl7HPB\n",
       "rDnSmPEPBwP/R7q7vlwL8x102TknhXVBMOMWZqmCOQgYaIIXEcxgrV1nHLmC+RwwHCRMjLABcCUw\n",
       "AfjIVo8AbbiqZWH6xOHasAFZwUzqUZdrYSYJpgDPNKyYOVRqYQ60/2OCKQFZl6wLZk2QccDMFPd4\n",
       "uddqD+yNesaWAL0TIp1LtTDDDuS7uGAWpN4FMz6GWaJLVgK0oViDVoZNyA22WAasJms1YsEZM8g2\n",
       "LIPt/4PJumOhKi5ZCdDOwSYm8E51CQVzOsUFM5KSMZFwWa8onwOvQhDf3hAaYmHOId/C7ACstXrv\n",
       "glkbBqHP+YRGuFY/NKhsiQXv/Jd8Y6JUwYSshblxI5St2VLvjXM/tKEImUE2D2IheqIVaDpaSccC\n",
       "r0b2L9N9eTk9XwW2sM+DUSvhAKoumKyHpv37GG+4akEfNCLwbYqOYQar0OkeHVKulWRhrgSeaoRy\n",
       "RqnUwhwE3E++YEbL7YJZG/oCU4BTQRoaaR/W4ZDF5I9jluqSBW3XFgOdQKox57dZUO+CGfaOQ55E\n",
       "3azF3AYD0YCO99FoRchmXIGMYOYRFcxBwGNkA0RCLMqxkrEI6ZpSGXugPb1Z+DhmLQgtzLeBoQnW\n",
       "Y9TChMJu2aSgn8vRlSEakyIWpmyUYgUPRN+b9UGi0d2hOxZcMGtFKJiz0E58Q+iDumJDksYx+6H1\n",
       "vBDLUW/bh2ZAuJVZgHVBMN/P/hmsAe5Gl1Iqdt4c+/cN4OWYNbmU4oI5GLgX7YVHBDMQKg/8+Rnw\n",
       "h4TtLpi1xcZsguWo2z7eM+9KfrBZt5RrJQT9BEshKNazL5diFuYD6NziOOE79AYa6BaSYGF6tp8q\n",
       "0xft+KR5NsqhiIUp/dFsU2mZpUKWo+9C2D564E8B6l0wQ0sxyt+Bg0FGFXjBoxbm9sDLsf2/Bq5P\n",
       "OM8EU1qhDc1s4N/kTzav1C07Ejgw1tOHRhdMaWPZbFoA0kktdwCZCJImbFFCCxPyGi9pjTY8SyPH\n",
       "Pw0cpIEWsmfsWkku2WqwCOibXOclQBu5SQnnhYL5GrnDGZFyByuBtZQ+ZcupjA3ICmZD3/O4YMYt\n",
       "zO2Ap0tYCvFDcq3QOgz8kVEglzR1KaCuBVM6oIEwi2I7pqBzj6YAh6WcHDYSc9DvGBPMYDoECa6K\n",
       "YBnqXhts/94HDgFujx1YqWCOAF4HjohtDwWzMXqeABcAFzXCddYFTkWXLQK4FPUoFEACchub+DMf\n",
       "ACzNrvAAaEaoE9B6cG8kkhqSg36qQPAZOi6f1CHogWYbiglm5h1aiI5jRp9N1CUL7patBaGFOYuq\n",
       "W5hsS2nTmsK2NKQeLcztgH2buhBQ14LJQGBeLIMK6pYNDgbOBnaz+ZLXxgbRw2kkoXUatzAL8Qzq\n",
       "2jLRDT6O5LINqWBqibS1cp2BrpQRJZw+kxa1SZnusrHAMY0Tvl73TCKbzmsIuW7HJLqh+YlX2d/x\n",
       "xmsYKqIRgneBm+zcN8kdf6qVhQkZKzOPQcBcYGIsF+gAsu/Qw6j3JDw/Xm4XzOrTl+zYeTUEM25h\n",
       "lhB4FrwCwWmRDRUIZtXzz44GBtTDkEETC6YMjfXWoyS5Y6M8iVaKUcCx6Kr3mDt1c/SHfwcdf5xV\n",
       "RqFuQ62JVSqWiVRiYQ5BA4+eALrrd88QWpgz9Dhpl3D+8SC3llhpRqLfOy1zUTNBWgET0WfWCW3w\n",
       "iwnm5qirPSTuHhtObkq7kNOBHdEO1fjI9hpZmEC6qA1CO4ULyI2GjQTNBV+g45z727OqQDAlAPlb\n",
       "CUF3Th4SkB0KsKGXBglAkkvWLEzphrY3/6ngurMpS8wlAGaBDK7gXqUyGl3bs8kXCKiSYMoYkCtK\n",
       "OPBm4MyUfbGAnzxmoqH+J6HTP8Jgne+gDcFLtrL4wHwrtSCTKS7WlQT9DAdmWFkmA9GxMBPM4AvU\n",
       "UkiqsJPQ73Zw4dtIZyvbmcBxZZZxXWM4GrW8ESp6n1FcML8B3BP5O97bT7AwQX+34EvgBWC8RTwP\n",
       "o7YW5jzgdpDbYtsHo/X1GeCrke1bosE+IX8HLkMF/peU75KdgE6z2r7cgjt0Bz7XOZPBCrSuNiRj\n",
       "WCEL82TgUQhWV3DdWehyb2mGTJzN0PpXRtSvtAe5EOS+Ek8Yjc5sGFD6PapDIwqmtAd5yjJQ7IAG\n",
       "txToQUl7VOS+l2JRxaeUxAgEdTkcC9wBjDG354XAmdnB7qKD3vHrfgHcReqqEkBlFuYIspbLA8Be\n",
       "kX2hhQn50Ywhm6ECeJmNTRW6zyxUlHuDJFRkOQTk9+UUvk75CuppWIguBv00+p1T5rhJgCa4vzuy\n",
       "0QQz41ZKszBDTDC5DB3TrKWFeRJq5e4dc7eHncsnyI2U3d62hdwDjEF764cBN0b2lSKYP0A7dA2d\n",
       "EtESCccvQxoa4Jc0raQ3yI7owhNJydhLIFiNvhOl5pTdGTVYinVUo1yCZlrbFqRIOyo90Wjf58lm\n",
       "rWoyGtPCHIdaQWNQt1cvCi8ZtCXqgnwL2D9hfzErD7SxXAFcgYrvnugyXv8qq+T5XGzXTGMRqd9N\n",
       "1ktxT5iFCcAjwKRIL66IYEo79OW6FY3kTVrKJ2Qk8KalALwROCZ2rWHo6iyH1mDsodpsA0xFXe+7\n",
       "oC/6dDL5YWV/dM3TsJ6PRaNBX89eIvgIdWVubhtSLMwMb6K//d5kF6GukYUZLIfgdeAltFMaMgjt\n",
       "4N0P7GKRw63RwI9/R87/EoKZ2igG90PwZuQaM8k+A0O2BPm1WdM90ff0LPTdTUHG25QGJ5e4YDZg\n",
       "HFNaoe7XqGAuRi2wm4CjIFiYcGKpTKN0AdwFrXfxNqsvyBb5h0uAtl+nAI+jgluI0eg7N4fmZWFm\n",
       "3DTjUNH8kIIvFtuga1FeAZyekBKumEsW1LI8BR2/GYW6K28tr9hJBNOLiO6rQA+QpDHCE8jtuYdE\n",
       "LMxgBdrohdZAD7IZN94gPyH4cDQA6Qu79tEFyjaSzCos3IhOwekY2f871B23iFRLQdYzl0kdT02R\n",
       "zdEX7wl03OVrqHDa85PWaMfgNOA+e1EPBe5M8DpMAXaIBGalLfKMBYA9h0bm3opaa7VyyYY8BOwe\n",
       "+XswWj+Woks07YaK3wfJ0eCJPApsE5miszfqpdgGzal8HdoYPwSMTU7hKHuhAn1peV8n7zq9QDYr\n",
       "4klZ10gSzE0rvFY3dEm5VZFtS9F25CEIHqrwuiHTSE7WH0PaonEkV5AvsKcDUxLGu8PvPB01HHYr\n",
       "cpPR6Ds9lzoQzGKU4c6Uyei6ezeCrAS5CuTcAsffBnK4vnjyIsiBkX3tQZaAlPGAZDbIquImfmMh\n",
       "Y62MI7X3Lb+w7/I8yOfkrLMobUCWRyIUATkJ5Cb7/GrWdSpjQKI9f0AOAvm7fe5o17oWJCKc0sF6\n",
       "93fGnuWDIIfa524gH6vLUq4ASVk0W/YBEZDzoxtLfTKNQJF7ycYgi/W5AMhZVt5vgpwJcql9h+dU\n",
       "OOU1kBNBliVbP3IQyN0gw7UeFS1eJxVgGWv3rXE0smwNEkm8IctBwoCP40H+YvXrT2Ve975sJ1Du\n",
       "0volnUDeAnkhW6dlLnlrx0pXkA9BdgVZSk5Qm2xkZSqhgy7HWR19U3+PmtW7Mu8TzveVriCnlHD8\n",
       "KSCXR/7eDeSJ9OMLXmsESMKwgfyCTIenIcjXQR4o4bhJIK9YHfmcnA62zAS5DuQ/qLCG208Budo+\n",
       "DwVZQOGhuyvsnMNBbqns+1RERfWuxJOkDcgKkD3s5X0f5ABthFLPec9eCEB2tHOOAemBjrE9XGZR\n",
       "7wJ5tLxzGop83yrMAyBfgPzEGotXQLaNHLeDVpycczeyBrytNUDmn5cOdq1I71p+CfLzyN/f1L/l\n",
       "vWxlkxNB1oCsBRkTO9bccnIoiAW8yP4gk1O+1yUgV4IsArkJnaxfT4J5KchvIn8fYMI1FmQrtCMz\n",
       "nUyHQnaz/b9Kud6G9lucBvLPMooZ2L1rHO4urUDmgPwWZAuQTyP1YEOQj6wBKzNKWr4H8n/2Dq7I\n",
       "Nr6yIUivyHH3gsSybcnh2WcnvwC5JrLvV/b8k4ZeotfYHWQhuWJch4IpvUA+sWf/XftuI4qccwlI\n",
       "JMBRuqKGRdv0cxKvMwJkJ5DGzlUcvccm2h4XPe4CEJvvLe9E2vPhIPOtnj4K8iN7N3+FdrxsPrAE\n",
       "qKFTYExcXkKFeUcq7mBURLUEUwJrkKahluEqe6GGaYOeeM5IezEiDY0cAfIPVGxezD7Ukou6P8ge\n",
       "5Z3TUCQAuQPkGdSiWYta2JeC/Cxy3G9Bzks4fyraI/+UnNy08iC51uM9CQ1UADLLKmKAWqm7g+wS\n",
       "e65t7VmPQjsVljRBeqA9+YSFZ+UFkO1BBqI9/oOoXcNF4XtJJ7RTMjiybZw1WmEDPwqdghOx/OQE\n",
       "Cva+ZaZdd5P0Y+oJ6Yt6GWaT11GUTqjIlTnkIn1Rsb0LJJ6sI3rcBeRlXpH7QSyCW3qiHoDN0Q7g\n",
       "YpCfWr1K6VxIYO9+fIJ6PQrmudbOnW2/wQJ95zP7R5ATeCad0E7xxNh1poGUsphEePymaEfobf2N\n",
       "qoW0sjbJ8l5LYG1BLOZBngPZyT7fS6ZDJD8h492QsSAfoJ3v31s9iT6bC0F+l1KOLminoj1qjaYM\n",
       "lcj6IL8pXN9le8pz8VdDMKU1yGMg80C+b9teQC2iVtYgJ/jp5X/1QeVtD0AuQ63NOh4/iyJtrFEI\n",
       "rKHZEWQ/cixkmZn8YsiJqBvrs9yGRHZC3WCtrDIsIWOB5pxvQizjtDKlVRi5wH6jleSk5ZML7KWN\n",
       "THjOVNJ45aqxYCaOkW0Ecjl5VqB0AXm8gbc8CmS7hl2jOSBboV6FbQscMxTtXPQD6Y2ON66INYTH\n",
       "oR3Jq9AOYCuQ11EvUkfUmt0XZGcTgu1AZiT87nUmmNLJBOAkdFbAbHvfl1g7sKe1eytBfmDn/BTk\n",
       "zoRrXQsSWepL2qLWWGzWgOwDcjHIyyCnosM+V1b2NUtF7kO9DSfa912BiqLFQ0hP2xa66S+0etMJ\n",
       "7bzvE7nWueR1+DP7htr12+r3likglsFN9si+19IB7aQktQsXoR3mlGxAMhH1vt2e3kbmn1TicfGT\n",
       "pECGBTkR5N+5hZDjQCxFlxxjDbWJpnQ2AViWLACg91rXl5eR7vbSfBPkWNQ9kZIDVAaQN1YrAWpl\n",
       "H46Oz6UEMsm2qFC+BHJ2gfK0RsdGY8FEEqCC+yY6LnYa2tlJEp9aC+YbIJHQdtkcbaRvIuP6cZoO\n",
       "ucjq3TJ7x2+I7W+NjlteRmY8Uza1xvEtNN5hMsi/UAt0hrYn+Teq+lcp+T7SFxXJ66wBX4laTmFC\n",
       "h7tR629PE4LFJnTLSHTZylFoJ/swq9+Xo67eG+29v8feyyUmSD+3e62HRi1XEekIcj3Iw1a2tiA3\n",
       "W1txNCrs90aO74rGCswC+XMZwoRpyA/tWT1t33co6sK9IHLcPJD/QaO3bQqUjLZ24Scgj8WuG4AM\n",
       "sbbkCLvPtRQ0xjIzFyoWzLVogI5lWZD29rK8glpHRSK95AirVOfY8asoa5xoXUX2AnnWKtwOxY/P\n",
       "O39r1NWzIlc4co5pjY41HkzZYyE51zkbHXu+zhqxY5MOqvz65RcIHR9eYv9vZQ1qWu5gp+ZIFxPD\n",
       "ctOoTQA5klyPyiCQq0nuKNeJYIZDTHJeVgzkfpC/2uf2+jnqypZ9TRBTxjdlGMiX1kYsQq3VpBcQ\n",
       "HQAAGKtJREFUjdDO8iNowMuXIKc29Ms1Dpnht39YuxRrJ6S/iXqZ3kHZ2b7zWyAbmBjPtr8j84pl\n",
       "NNphfgXthNyCdkoOQ63TeXb/g0B+jHrPFqLjx2aIyWQV1jDOQ1qj3o3QYxAmNalYMMehvucFqAtw\n",
       "plWC8VrRS7rMXtlCSg8avnhqC0GGkDOWWdV7FQtcaYIxTBltnY43KGhBO82YGgqm/BONPzgUDejZ\n",
       "DbUcF6Aeo7hAfFXbwZxtZQaAZQyRzmQCq6R19jqyHXU5X7ragW5yMMi7pK47LD1Ra3NcZNs29vv9\n",
       "De3875xfTmmDRt0uQgMD56Cu7j+hcTCh4ZFY70ppJMMfbiI67+0BSls2xmleROpCs7qXU9/Uqi7Y\n",
       "tCRGoMugjULnNv4DuBNN2L+0wPnOOoW0QX9jsWQgeQeQUO+KVcQp5GYUcVouT6DJAWrBFLzeOUqt\n",
       "6t0UvM45WWrZ3jmO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO\n",
       "4ziO4ziO4ziO4zhOqXguWadUPJes0xR4LlmnKaio3vmKJE5IEyzv5Tj1sh5mTYrQCUSyy3w5TUhi\n",
       "fShjVWzHcRyninS2//s3aSmcVFwwHcdx6gMXzDrHBdNxHKc+cMGsc1wwHcdx6oNO9r8LZp3igplB\n",
       "eoNMbupSOC0NGQ3Ss6lL4dQFoYW5UZOWwknFBTPLQGDrpi6E05KQG4BpwOFNXRKnLugMfIlbmHWL\n",
       "C2aWnmR7eI5TZSQADgP+SNYV57RsOgPv4oJZt7hgZukFdLKGzHGqTSdgNfAB0LGJy+LUB52Bmbhg\n",
       "1i0umFnCcSRvvJxa0BVYAXyO1zlH6Qy8D6wH4nWiDnHBzBIKprvHnFrQDfgIFUyvcw5oPVgJLAQ2\n",
       "bOKyOAm4YGYJBdPHMZ1aEFqYn+EWpqN0Bj4F5uNu2brEBTNLmL/RBdOpBV3JWpgumA64YNY9LphZ\n",
       "3CXr1JJuZMcwvc45oIL5GRoI1ruJy+Ik4IKZpSdaWd3CdGpBaGG6S9YJCS3MpTS5YMoUkKFNW4b6\n",
       "wwUzSy9gLt7bd2qDW5hOnFAwl5AdImoqRgL9mrgMdYcLZpaewBzcwnRqg1uYTpw6sTCljd1/vaYr\n",
       "Q33iggmAdADaAYtwwXRqQ9TCdMF0QD0N9WBh9gYCYP0mLENd0qapC1An9ASWoZXV3WNOLYhGyXqd\n",
       "cyBrYa6iaccw+9r/bmHGcMFUQsH0oB+nVvg8TCdOGCW7nKa1MF0wU3CXrNITHTdwC9OpFe6SdeKE\n",
       "FuYyoAdIFdpn6QoyqMhBoWC6SzaGC6bSC7cwndoSc8l60n8nFMxgNZoir1sV7nEw8Jsix/RFlxlz\n",
       "CzOGC6YSHcN0wXRqgVmYwRpgDRp05rRsQgsT1ONVDbfsBhRfoLovmgTeLcwYLphKH9wl69SW0MIE\n",
       "d8s6OpWjDfCFbajW1JI+FBfMDYBZuIWZhwumMg54BXfJOjVBWqP1bKVt+AzvqLV0OgGfQSD2d7Wm\n",
       "lvQB+hcZH+0LvI0LZh4tVDCljfXosIozCXgStzCd2tAF+BiCL+1vtzCdMEI2pJoWZlsKi3Ff1MJ0\n",
       "l2yMFiqY/A5YDHIhmgLqQwgW4hamUxvCCNkQn4vpRMcvoXoWZm/U7VvILRsKpluYMVqqYPYFLgSO\n",
       "Ak4CnrLtHvTj1ILo+CX4XMwWgvQHuSBlZ1wwq2lhvkqqYEpHtC7OxQUzj5YqmN2AN9Dw6u+j7lhw\n",
       "l6xTG8KkBSHukm0ZbA38KGVfDSxMaYsOB7xGuoW5AZoi9BPcJZtHSxXMsMG6FngeeMy2u0vWqQUb\n",
       "oNOYQtwl2zIYAPQESbIcwzyyIQ2wMKUVyOCEHb3QLEJzSBfMvqhgrsQtzDxaqmB2Az6C4AsIJkLw\n",
       "rm13C9OpBROBFyN/u0u2ZTDQ/h+VsC9uYc4H+ld4n4OB10GGxLb3BhbbtdMEsx+wELcwE2nJgrki\n",
       "YbtbmE4tmAQ8HfnbXbItgwGoEKUJZjRKdq4dXwmHAS8Af7EpTCF9UMGcR7oYh4L5OdAuO5vAgZYr\n",
       "mPGgixCzMD1NmVMtpCOwOdqghfg8zJbBAHT4J0kwQ3dpyDKgA0gJVp7sDnKWfe4HTAD2AzYENo0c\n",
       "GBXMIhZmIHgQZB4tUDClA7rW2xf5+4K1wGqgfW3L5LQgxgNvQBC1JtzCbBkMBB4kWTAHounojEAo\n",
       "amVKN5D2wB+BPWzjd4F/QLDSzu8TOaEPGkw0T68r3RMuGlqY4G7ZPFqgYIYBP5mMGnHcLetUk7g7\n",
       "FjzopwUgrVExehSd+x1nIBqME2UOqYIp3dHAoOfQ9TP72Y7xwL/s8xJyA4dsDDP4BA14vDXmssWu\n",
       "s8g+e+BPjJYomBbwk4oH/jjV5CvAM7FtHvTT/OmHCtxsYP0E6y5mYQJqIQ4kmT6opXgTcCjZJbn6\n",
       "o0E9oO7X3rFzFtvn01A38P6x6/Yla2GuxC3MHFqiYMbnwMVxv71TTcaRO34J7pJtCQwA5phnaxaw\n",
       "SWx/mRYmPdGxxsvRPNjtQDqj45ahYMYtzNAliy0h9gQwNHbduEu2zi1M6QbyNU0KUX1aomAWszDd\n",
       "JetUCdkQzeMZtyTcJdv8GYhajJAXpSrtUWtvYeycQhZmuCQhJsKLUOuwP7DAjllCZgxTAmA08E7s\n",
       "+pHgH2lt5fjANqwLLtkfArcAMxLcy42OC2Y+60IlcdZNxgEvJoyfu0u2+WMWJpA/x9JELlgbO2cO\n",
       "JQkmoII5AlhtAT+Qa2FuDrRGs/yEWPAPgDxlx3xoa7RCg1yy0hqkFmu8jgbOBT4k/Vk1Gi1RMIu5\n",
       "ZBeibg3HaWxMMPNwl2zzZxBZCzMumEnuWCgcJZskmFuTtS4hVzC/DdwR66yZhSnd0WC0Y8gG/EDD\n",
       "XLJHA7+v8NxyGAm8CcwEhlf7Zi1RMItZmA2ZMOw4hSgkmO6Sbd4MRxt1yM+0M4iCgpk4LzxJMLci\n",
       "O34JOS7ZUDCTrp8RmkPJdQs3JOhnU9TirSLSyu7zFi6YVaOYhemC6VQBCUgXTHfJNn9GANPtc5KF\n",
       "GR/XBoJP0c79dgnXiwvmQvItTIuSlSGooRAPNluMtodj0KkoXckXzEotzI3tXzUZgE4RXIELZtVw\n",
       "C9OpEgXTiPVBx5AWJOxzl2yzRjqhCfdDUYynpktzyQIcCdwBMja2PcnCHECuhbkM6I7OzXw+smC5\n",
       "EXyJ1scd0SUOXyBXMD9GRbQShqDu3mqm1huFumOhoGBKG5BzSsuaVJhmKpgyukDElAumUwXkIOC+\n",
       "AgdsAsxKSZjxCZU3TE79Mxz97cOgHrMwJQA5GtgdnZ+ZQPAgcDVwYGxHkmBCTocsWIN603ZCp54k\n",
       "Mdf2zwQuBR6J7HsLDQQqEwlQ6/JTqtuWjkTLCKmCKe2BG4BfoBZ4g2iGginrAc8Cu6QcUMwlG6aN\n",
       "agdyg/nJHacA0hZdkHzLAgcNITekP8osYKhFFg4GqbpryWkspHuBRaFDRgAzIn+vQL0NuwI/B04k\n",
       "m50nibfJjwBNE8z5seOWALuRLpjzUOt3JgS3Q/B4ZN9UYEIF0zW6A4IuVD24zHPLIWphvgdsaKlP\n",
       "DTkanSLTDfg7+XNfy6Y5isEh6EB1WuNVzML8ABXVbYCjSE5j5ThRjkLFsDNIl5RjNiHdivgYbdiG\n",
       "AKcC5zR+EZ0qsTXwkyILNmxKdvwS8zLMB44FboPgnwVSdYK6cgfFtpUjmIMpbGFCNiApQrAUHedM\n",
       "yn1biI2Bd+1fI4xjyjCQcxN2jCJjYQarUdHcKbKs2VHAwRDsB0xD369C92ljiyOk0swEUwLgOOBm\n",
       "0gWziIWZ8esfYBsmNV75nPpBApAfg3y/ES62G3A9KohpvdhCFibA68Bm6FqZExqhTE5VkbtAeqFu\n",
       "wM6olZZGTDABFbZvAJNLuFlsPqYE5AtmmGwgPka+BDUQEoKKALUwF1mnLYlnUeMhAdka5N6EHUPI\n",
       "CubglOuWw95o5yJ67zZosFK0I/AacCvwN/P6bImOzULhdzNkX/IjiXNoZoLJSNQdcAmVW5igva7v\n",
       "AP/GBbO5cglqyX2zEa41CG0czLWaSDHBnIZG0W6GBkt0a4RyOVVBBqM5WMeRnTpRqDHelFyXLKhQ\n",
       "fUF+Iv4k5gN9IwE0nYAvIfg8e0jwBXAe+dmCFgOvFLBg3yNfzKNMRfMfJ/FVYPcEqyy0MN8j0cKU\n",
       "PUB2SL+l7ATyJMilNiS2DTpMFvXejALmWYRsyEFox2UY6u5+N9IReIdUCzMTUHU0cHt6uepCMGWk\n",
       "9lLkgWLmcAlsivrN30IH1WNRURKQvnh0lHBZnIuBbRtYJqc++Rb6gjR4XINslOMs9GVNooBLFlDB\n",
       "PARtWP+DNsZVRgJ1dzllEjb2Y1ELczmpHSVph9aJJAvzUXMlFiFYjQpfmFClF7nWZXjc+ZEsPSEL\n",
       "0PqUxmR0SbA0ngW2TXE5j0FTPU6MbY+6ZAcnnHcycBdI2pqcR6OrsOyNGizboN836hoeT940mWAN\n",
       "BP9FV4Q5z8oekmJhSh/gZZAz0La+7i3MPdA1KAeiE28bQhiJuAZ4A9gitn8jNIS/FMFciFam7iB9\n",
       "ixzfBMgEkO81dSnWTaQDmmT6MWBgw0LfpSPq5v+AVAtTOgE9SJ5SEvI6aqlOBZ6nNm5ZC5qQNKvY\n",
       "SeZr6IozoWA+SLpnYQIw3ZbUinIDmtKtVKLjmHF3bCEuRQOLUgjWQPBB+n5eQ9vLYxP2jUGfQ3ye\n",
       "aIExTAnQZ3ILusRYDGkH7AX8Dh1aOxmNSbkf9b6EJAhmhgds/9TItiVA+wTPzXh0/PYC4E6b+5pK\n",
       "PQjmZsBDaOb8hjYSQ8n24l8m3y07AXiuyAA76A/9pI1nPo2a92UiaW6MxuIw4Igq36O5MgR4316O\n",
       "RTQsB+UA1DX0Jeku2Y2B9xJyhUaZAaxFe9a1EsyRaDTjhTW4V3NiB+By1LLqj07FSBPMndCOWYxg\n",
       "JgTTyrhndByzJ2rVlkDwaSS3bAUEa9HgmV/lWoTSGs3jeiU5gimtUO/Iq6gVHYBEp6YMQ6dRnQFs\n",
       "A9KPXHYAZkCwAHWPfhMVvml2v5C0JCCgHRjIEcxAUG2Iu2XHAXeiLvZfplwvQ70I5jS0oYib9uVi\n",
       "FiagjU58/HGibS/GTUAYDHIVcEZ500tkQ+AZkGrOQdoFGFkkOs9JZhgaqg+lBQMUIjrpPE0wi41f\n",
       "AsEq1KPxBPqiT7I5ZNVkU3SO3w46d9kpjHQDORAN8vkH6qV4Hx0CKiSYj6fsK4e4YJZqYTYCwTQ0\n",
       "mOaHkY1DUKttMip8oZdmFJp9Z56J7VXAjyPnTQSmWn2/j/z1OPdHny0QvI0aPlNRj6FZmNLe7pMS\n",
       "+RssAPYhO0czZDawBchekW3hggiTIXg3+XpZmlgwpRXaa3iDxhHMqIV5P7BHrNGZQEmCGayKDCZP\n",
       "RgfnywkOCS3SMqwEuQLkHZDzSzi2PzrG2godz3DKYziNJ5jRPKDzgW42FzjKVmTnixUg2Fdf2mAO\n",
       "8BI6plkGcqIGSpTMSLvPXejQiFOYW4CTgJ/auOI01J03GxiW33mVjmiD/BQN5310+GBTdMyxkBu1\n",
       "GlwHHBmZkzkGeA2C5ahwHWPbd0A7fSF/Ar5lEcWgbfxz9vkONMetIQHwdTKCCajhcj2qEWGnbj/g\n",
       "PxB8ll7c4P4ET+I7qBv4r9rxkQB1yaZZqmVTzHXZ0MtvDGLzgKQVyIc2CFvJtdqDrLJw4nDbMxqR\n",
       "BTYp/BPyVzov5dr7gLxSujUnt5j4XVzi8W1AloPsDLKiePCTHA5yh32/7Uu7R4Opcl2o5b3kGpDj\n",
       "7POZIL9twLXOz+3kyMPohOnw7wBkOkhKaH7qdXcCeatMz8ZzIG+UcfxLIBNBDgC5p4TjA4tcrOVq\n",
       "PrWqd0XuI91APs4NJJTr7HkEIB+B9Izs62B1o5Qo2FKKtw/IuyBLQC4EKTSNpUrI85H29Fcgv7DP\n",
       "o61cA0D+BhIbKpLrQWxusbwAYp4/6WjPzWJEZJy+K4n3Duz5bwHyZrYcZZV/BLrY9FZW3gNBPkhp\n",
       "1yuqd9VuuPYFicxDkoe1YlR0rREgs2LbTge52j5vBRIP7S712q20IZK07EHxYz8A+T7IE8WPB61A\n",
       "8rJ9fgzkG0WO/wvID60i/qC0ezSY5iSYj2d/S/k2yN0NuNZNIMdE/t4eZDaZjptsZZ2nMl3nElgD\n",
       "VaJnQwaBLLUOV88Sjm8FstKEoC/aYSsiznIIiGQ7GzWhXgTzUPLmHMowEAtqkSdNIPcHmQuyBuSf\n",
       "qEXYGMUbBrJYOzhNhRxjov0nkEXk5LeV01TsZAk67SZ63mg7fheQ+eRm47kS5Nf2+QIKGhlyGGr0\n",
       "PFX++5R3rb2trPenHVDRVRtQolIufxbIJZG/T9cGqKxr9LXKeg7IQ7F9Q+0BT7feyZkNKOtRIA+W\n",
       "cNwWIG9bQ/QJJUVgyoWRSvMjkJsLHNvWGsaBVkkvL638DaY5CeZ8FRgA2RLktcLHF7zWYyCxoDB5\n",
       "HOQ3IF1ArtLft6Jr7wUyjZJSk8kpqMXzEMjXSzh+AEhkzp7M0LqbenxXkAUgfwC5s/j1G416Ecy7\n",
       "QI4ssL8/yFSQ90G2JcfT1Vg0dZpOCdAO4a/1++btPx7kxWQxkwdAPtcORc72QSDLQHqiXrwi0/hk\n",
       "LI02FUp654t7dmdFVyzzcIuikq/ZAyoy+VruIcd8l56U7JaVLtrbkqnoPE4B+WNymWRUbq+mEqQ9\n",
       "2rs6rMhxV0fEb3puIyS7mTgeDbKBid4YkJfJuFalH9rbjyTjznEz7wHyjH3eO13EZbCKfGo5O4Nc\n",
       "VriRzD2hxOMagwrvJdeBFJpThn3vz7ONj3RBLa1YAyAbk+j2kjYmsmeBnAsyh7zcr7IxyN2olfEf\n",
       "MlZI2d8nAHka5KcUnNokbUBetbpxDiW5mGVXkEgwilwDclKB408HuTVSP8vNL1opNRRMuQwklqBb\n",
       "DgJ53b5zjyKXaINOIXLykPEgF6XsuwZ1zc6uYb0qRjUFU9ZDzXQB+Q7aK34UHSOJjHdErS35LmqJ\n",
       "xXJvyrVWcbexHsCe9ncfa4h2toc/F+3NXGwNyxkg+1XyJUtHRoIstDJehPa2v00myENGoGa+vVhy\n",
       "tTWc/VEX7SLU7XAban0usGf1ekwUf4+6p9uCbGcv63n2PW8AOdmO28SucbQ13iejHYQzUSt0oZYv\n",
       "73u0A5kM8gjq5jmX4r3XOhdM+Yo9iyX5jV7mmMB+u5gLVn6GjgePtGe6tV3nJXQsqqP9fxzaoXvL\n",
       "fvsbUbFNGXOWduV/j7xrbGm/03LUxXciyNfJHS87C+Rf+hvKDlbu1pHvPMzemQH6DspI1JV8VeQa\n",
       "e6Ou43AVjZ+h400DrB7O1bKA1dnxsXL2ArkZFe7jU77LrqjgtrbvVUrjWEvBvNjeh6tBTkC9BPNQ\n",
       "q6rSdSGdokgb1NKsF7GElHpXzA8sIKcDU9BsEYKGUm+FTib9FJ2DcwQ6WfTPaKjw82g49dnA8WgU\n",
       "1XZoOPZkdM7Z4cBuEMSyUMgIdFJvWzSacT4aZbY/GhU6C42WOkaz69caCdMudQX+i2aj+AqafGE1\n",
       "cBEE5oeXjugE3MPRaMTjILCgDGmVvz5d5h5t0Aiyne0eJwCno/OXxgCba9i2tEbngC1EI8AGossA\n",
       "3Ys++57AP9F5YKvQaLD10UnIL6JRmL2BvwHt7FrhfMAedl3LrRs8R/H60liINc6vZiPdpAuZkHU2\n",
       "QJNeb4xm51iBrid5LRpuf4197owugLsIjVL9FjpvcsfcieTSCo0CnAS0R5/JEWg04nC7Twf0HTgS\n",
       "gki4urQtLVtLQ5FOwKFoMo5NrKxr0O/bDdgagvdV2HkEzbAy3creHs0UsxH6u85Fs6FcDEFk3F/O\n",
       "QKNA56DP7i40SvElYD0IdrLjLkezryxBQ/3fsjLdi77/fwXOR9/d94Cl6LzhU9FVOpaQfX+moGni\n",
       "5tmxc4EP0ee9wFK+1aLeid5HBqER8cPRJCdX5j4jp4Vg9SGXUgTzD+h6bYPR6RX/RefGfAR0QUOE\n",
       "b9WJuIAGU7wDgc07k0loI/UwurL80ajo/rl4RQx94YGAjAHmQ7BMtxdNPlBDMin3egNv55et0vJK\n",
       "N6CVhm5LJ1RAe0FwY4FzWudOkJddrVxd0MwknwL3QBAJSJK26LSC8egcxTZoQxx6Bx6C4ApqK5iz\n",
       "0GcaCsL6qACsjzaoU9EEE8+h04n2Q1cmWI2uVvBjtOH/CK1/Y9GOw00FEk2Ht7ffS7qgCbLvJZN/\n",
       "uF7qnQSo+HUHPsnP1iIjUYFcQm7Ho4jAywS75rP6nGRrYHvgcQhs3pv0R+cBf4z+JlsBayG4zfZP\n",
       "RJMhrEaFtBs69eJAtAPTT6/HlnbuRvZvMJoIoDsqVnta56SGguk4QIWCOYVs3kSnZfMEmhKsFkzB\n",
       "652j1KreTcHrnJOllu2d4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4zQh/w/eD3xAvlMb\n",
       "rwAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d7c190ed0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (3600, 96), float64\n",
      "Testing data: (2400, 96), float64\n",
      "Training labels: (3600,), uint8\n",
      "Testing labels: (2400,), uint8\n",
      "Accuracy: 68.8 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (300, 1152), float64\n",
      "Testing data: (200, 1152), float64\n",
      "Training labels: (300,), uint8\n",
      "Testing labels: (200,), uint8\n",
      "Feature vectors accuracy: 62.1 %\n",
      "Clips accuracy: 68.5 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Data: (6000, 96), float64\n",
      "Labels: (6000,), uint8\n",
      "Ratio: 5400.0 training, 600.0 testing\n",
      "  69 (+/- 2.2) <- [70 68 71 67 64 67 70 68 72 66]\n",
      "  69 (+/- 1.4) <- [71 68 67 67 72 69 67 70 69 70]\n",
      "  70 (+/- 2.0) <- [71 69 73 68 68 71 71 68 71 66]\n",
      "  69 (+/- 1.4) <- [70 67 66 67 67 70 68 70 70 68]\n",
      "  70 (+/- 2.4) <- [71 69 72 68 70 75 71 68 68 66]\n",
      "  71 (+/- 0.7) <- [71 71 70 70 71 71 70 69 70 70]\n",
      "  70 (+/- 1.4) <- [70 68 72 69 69 67 71 69 70 69]\n",
      "  70 (+/- 1.5) <- [69 70 68 71 65 70 70 69 70 69]\n",
      "  69 (+/- 1.7) <- [68 69 68 69 68 65 70 70 69 72]\n",
      "  69 (+/- 1.8) <- [72 69 66 68 69 66 69 69 70 71]\n",
      "  70 (+/- 1.4) <- [71 70 69 69 69 69 73 70 71 68]\n",
      "  70 (+/- 1.6) <- [71 70 71 68 69 69 73 68 69 71]\n",
      "  69 (+/- 1.3) <- [69 70 66 68 69 70 68 71 68 68]\n",
      "  69 (+/- 2.0) <- [71 66 68 66 67 69 66 69 69 72]\n",
      "  70 (+/- 1.1) <- [69 70 72 68 69 70 69 71 71 69]\n",
      "  70 (+/- 2.0) <- [72 71 69 71 67 68 71 72 69 67]\n",
      "  70 (+/- 1.6) <- [67 71 69 69 68 70 71 71 72 69]\n",
      "  70 (+/- 0.9) <- [70 68 71 70 68 70 69 69 71 69]\n",
      "  70 (+/- 1.2) <- [72 71 69 69 71 69 72 70 68 69]\n",
      "  69 (+/- 1.7) <- [67 70 71 67 67 72 67 70 70 69]\n",
      "Accuracy: 69.7 (+/- 1.71)\n",
      "Mean time (20 cv): 16.80 seconds\n",
      "Overall time: 339.77 seconds\n",
      "\n",
      " -------------------- Baseline, test_size = 0.3 -------------------- \n",
      "\n",
      "Software versions:\n",
      "  numpy: 1.8.2\n",
      "  sklearn: 0.14.1\n",
      "Attributes:\n",
      "  sr = 22050\n",
      "  labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n",
      " 'reggae' 'rock']\n",
      "Datasets:\n",
      "  D : (128, 96)               , float32\n",
      "  X : (5, 100, 149, 2, 96)    , float32\n",
      "  Z : (5, 100, 149, 2, 128)   , float32\n",
      "Full dataset:\n",
      "  size: N=149,000 x n=96 -> 14,304,000 floats\n",
      "  dim: 28,608 features per clip\n",
      "  shape: (5, 100, 149, 2, 96)\n",
      "<class 'h5py._hl.dataset.Dataset'>\n",
      "Reduced dataset:\n",
      "  size: N=149,000 x n=96 -> 14,304,000 floats\n",
      "  dim: 28,608 features per clip\n",
      "  shape: (5, 100, 149, 2, 96)\n",
      "<type 'numpy.ndarray'>\n",
      "Flattened frames:\n",
      "  size: N=149,000 x n=96 -> 14,304,000 floats\n",
      "  dim: 28,608 features per clip\n",
      "  shape: (5, 100, 298, 96)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=96 -> 12,960,000 floats\n",
      "  dim: 25,920 features per clip\n",
      "  shape: (5, 100, 6, 45, 96)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=96 -> 12,960,000 floats\n",
      "  dim: 25,920 features per clip\n",
      "  shape: (5, 100, 6, 45, 96)\n",
      "Feature vectors:\n",
      "  size: N=6,000 x n=96 -> 576,000 floats\n",
      "  dim: 1,152 features per clip\n",
      "  shape: (5, 100, 6, 2, 96)\n"
     ]
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFCCAYAAAB8Ye0uAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe4nEX1xz9vctNz00NIIzeUhFBD772IhSJIE5SigF1R\n",
       "rCgi2LHxQ7EgAjYUEBAEpEmQJi1UkRqSAGmkEJIQEgjn98eZuTv77vu+W+/u3bvn8zz3ubtvnd2d\n",
       "d77nnDkzA4ZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhBPwOWAg8Edt+HvA/\n",
       "4DHgamBoyvnnAU8CP6jg3lsD767gvHqyF7BLowuRwYnABY0uRIxxwJU1utbewHLgEff39Rpdt9Z0\n",
       "UPgMVcNFwKbu9dcquM+JwKvkvreTg30nAM+6vw8H2/+EPu/fCbZ9HTi09GLXhA5q+10aRs3YA9iG\n",
       "wgp6ANDLvf6++0viNSCq8N4nUn5jH1Vxv0o4G/hCmef07oJypHEC3Usw22p8vb2B62p8za6gg65r\n",
       "5FdUcJ8TgP9L2D4CeAEY5v78661QkQa4BWgHxlL/774NE8yG06v4IS3LXcCyhO23Au+41/cDExKO\n",
       "uQ4YDMwEjgJGA1cBD7i/Xd1xOwL3uuPuAaYAfYFzgKNRC/goCsXpSWAD9AF6BrgMfZAmAl9093jM\n",
       "nRfnNOCHwfsTyQnL8e4zPQL8ilz9OAh4GHjUff5J7jqnu2N3c2X5l7vvba4sAJe6a/3H3Xcvctb9\n",
       "TPc9xUkrx4XAg+7zh59tB/T7e9Tdx19zHHAT6jGkefrhufcDg4D+wCXA466Me7tj7wM2C86dAWzr\n",
       "zvmdO38mcIjbfyJaF24n9709Gey7OqV8H0F/1/vRxjpN+IsZSL3R7/8J91k+57Zv5O77EPBvYKrb\n",
       "Pga4Bv0uHgV2dts/767xBPBZt60DjbT8xn2mm9HvDWA7tB48CnwiKM/m5H7Xx4CNY+U9Evixe/1Z\n",
       "VLQANgTudq9nuOt/HxjgrvUHQNznTSpPSJph+S5UEF9zf7ei9X6tu08voA/67J8DnJVwDU9X1R8J\n",
       "zu1Af7uH3Z+P9uzttv8DeBr4ZcrnNYya00G2RXc98MGUfaH1+2dUVECF7in3up2c17U/KqpQaAV/\n",
       "k3zBfIKcYK5DhRfgQODX7nUvV749YuUaBTwXvL8RFfBp6MPpy3Mh8CFU7OeijT2o1e3L9PngOte7\n",
       "4wFOQhte0Ab7OnIP7XXkHu6BFHqdaeUAGO7+9wbuALZEDYwX0EYUVCx7o43NC+h33A+YDYyP3Svt\n",
       "3C8Av3XbpgJz3DU+R06ox6INEsB3gePc62Go2A10ZXiJ3HfWQa4+pZVvHPCiO6cNbfySPKK9gCWo\n",
       "8NxIfkPs2Q4VAc8Q9/92cmK1k3sP8FfgM+515I7fDm34B6AN+5PAdPdZ3kI9MH+u/w4eB3Z3r3/o\n",
       "3oMKv39e2igUtDGosQf6LNyPfh8nkAuH3oGKDBR6mGnlCTkBmOfKdCU5g/cLwJnBcV8n98z9FBXm\n",
       "09HP/luyqUf9GeCuCbAJakiCCuZqd2wv9Pc/okh5jRKpdZiolTgTtT7/XMKx+6NC4GlHH4hhwO/R\n",
       "xkvI/R7lhFfnkGtkDnR/j7j3g9y17wqOXwzMQhvK59H+oHuBT6GN40PuuP7AAnfcv919QK1vT1jG\n",
       "nYHD3Os/kvNiBW2YvHV8D9oA/Qn1sF6JfZ79YuUY4MoB6nWfgn5PY8mJxHzUygZYGdz3dnKN6lNo\n",
       "IxLeb2rKubuRE6ln0M++CXAF2gCdjXr+vj/yQOBg4Az3vh9q0AjqGYTfWUhS+UYDdwbnXIlGHuLM\n",
       "RL34N9D+7msTjnsB9c7+D7jBlX0warCEfal93f99UO8eV/bXUeG7Gm2Eca/3QI2aF8mJ4cOu/EPd\n",
       "n/cI/0CuP/5e9LmZ4K7zfKy8C135Brtj/gzs6crwt4TvIE5SeeJc7677FnAqGp3Zr8h1Tw9eX+fO\n",
       "OxMV51spFNB61J++wM/RfId17vqeB1ADDOBySv/+jCKYYFbGicB7KP6geSJUeNbGtl+INprvRz24\n",
       "GSnnv01++Dy0zFfFjv0eGpbK4i/oA/s02nB5LiM/kQLgfUWuFZIm8m8Er3+Ahovei4rnu9BGJSSp\n",
       "HJNRy317NNnlEvR7ENJZE7xeR3l9qEmfZR7q1W2Jfn+nBfsOJ99zB/3N479PVvnaKPw8ad9p6F3d\n",
       "hNalEcDSYPtraKN+EPAxV+bPue3bpFw3fj+JbYuCMsbLP6DI9S5HQ+bvQ73i01CPMeReNELxDCq6\n",
       "H0EF/vMUp5TyhN/PxeQMu1fIhU5BjZF/xc49FDXk2lFD5Gjgn6jxtzp2bFfXn9NRY+9DaL1+M9gX\n",
       "1qGI7GfEKAPrwyyfg9B+wkPJr6RZ3EIu1AVqFYKGvOa51ycF+19HH0rPbHJhqG1R8UjiZjTrb5B7\n",
       "Px71WOJcg3qDx6LiCSrcHwiOH4Fauf9BrfyOYDtogx2W8V7gGPf6ONQrTWIj4L9oQ/Uguf4zT1o5\n",
       "2tHG43U0dPdutCF4BvU2t3fH+zB3UoMV35Z27l3kQmRT3P29qP8V+DL62/n+yJvJ/329GJXbdyTo\n",
       "d7IXuZDsESQ3eGOC6+/oXi+NHTPSXeNq4BuuXCtQT+wDQRl9GPN24OPudW/0M96F1hUfkj3MbUv7\n",
       "bMtRQfZdEGFYdEN37wuAv6PCEecu9Pm6E42U7IM+ZysSjn2L8o3+9YPXh5DrHrkF9fSGoaH/A9Df\n",
       "1dMH7Vf9Ifpd+N+kt9sX/wxdXX+GkIu8fJh8Y3BHciHZo8iPMBlVYIKZzuWoCExB+xG8oF2Ahoxu\n",
       "RR/oC1PODxu5z6CN8mOoWHjL8oeoRzgTrfD+nDvQcOMjaCLE31DheBL4JPkeWXifW9Fw031oaOoK\n",
       "kpNqXkMbig3IhT7/h/bb3OLKeQvauCxGQ1BXo0kcl7vjr0c9Y5/082n0O3oMbSx8cki8jJ9F+2Ee\n",
       "Qz3um2JlSyvH4+5eT6MWvQ/5vYVa+he48vlkD6FQaOLv1yac2w/9TXu5e/4F7fd6y51zlTvniuA6\n",
       "56KN5uPob/St4H5pZUjaB2pAfRcNq92NCszrCcd9AP0eHwV+Rs5YCRmP1iWfGPNVt/041HN71JXX\n",
       "J5l8FhWox9F6Mc2de6krz3/QJKTHYp8l/tlOAn5BrmvAbz/K3e8RNAHo9wllvtuV+99ogs1ccr91\n",
       "nN+4svqkn2K/N+iz+CT62T+FRotAjY1zUYPlAfQ3DEOhn0C/hzfdPQeS+57iv0896s+F7rqPokbn\n",
       "yuCYB9Fw7VNo98u1Cd+DYRhGj8BHCNrQPrN6j/czmpe9UWPW6ALMwzSM7sfZqBf2BOoh/L2hpTGa\n",
       "ibTIhWEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEY\n",
       "hmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYRk8lKrJ/BrBX\n",
       "HcphdH/uBPau071mYPXOUOpV72Zgdc7IUVG9k9qXw2hS6lkXrN4ZnnrVhRapc3ISyO8aXYomILE+\n",
       "9Kp3KQzD8MjpIG2NLoXRUowGJjS6EM2KCaZhNASJgPOAMY0uidFSDAPWb3QhmpUmEEzpC/KJRpfC\n",
       "MGrMYKA3MKLRBTFaimGYkVYxTSCYTAR+DjK80QUxjBoyPPbfMOrBMGB08a4AOQVkaF1K1EQ0g2AO\n",
       "QLN592h0QQyjhphgGo1gGNqejipy3BnApl1fnOaiGQRzoPu/T0NLYRi1xQulhWSNeuK9xmL9mIOB\n",
       "QV1clqajWQRzFfUbA2gY9cA8TKMRDAPmU7wfsx0TzAKaRTD/A2wEYta40VMwD9NoBMOAp8n0MCVC\n",
       "PczB9SlS89AsgrkceASY3uCyGEatGA6sxTxMo74MA54h28MciPZzmocZoxkEcwDwBvA69gMaPYdh\n",
       "wIuYYBp1Q/oCfYFZZPdhes/S2tsYzSCYA4HVqGgOLHKsYTQLw9GGy0KyRr0YikbrivVhtrv/Jpgx\n",
       "mkUw38AE0+hZDAdewDxMo34MA14DFmIeZkWYYBpGIjIeZGQX3sA8TKPeDEUFcwGleZiW9BOjGQTT\n",
       "92GaYBr15EvAaV14ffMwjXrjPcwFmIdZEc0gmN3Iw5RPgvRpbBmMOtEOjKv+MhKBfABk/9iO4WjS\n",
       "zzCQjOdQJoDsVn05DKNTMJcAwzPqnfVhptAsgtnFST8yAWRikWN6AT/FZvpvFQZRE8HkYvf3odj2\n",
       "4cCraL1uj58UcCjwmRqUwzCGAcshegetd2mC2A4szdjfsjSLYHa1h/lp4LNFjhkJ9CG7cTN6DoOp\n",
       "jWDuB5xNXuhVIvd+mfvLCsuOwfqSjNrgPUzQYXpDUo4bjIZtrd7FMMFUJlB8qijfeFolag1q4GFK\n",
       "GzAWeAJtrDwDgbchWoNa8lmJP2MwI82oDaFgriBdMNtRwTQPM0YzCGY9kn4mUDzUOtb9t8arNRgM\n",
       "rJ/dv1iUsWjYdRH5XqT3LqE0D9PqXMtQbNmtsq71OZBQ9OIeZlq98h6mCWaMZhDMekxcUI6HaY1X\n",
       "azAIDcFXM7RkA2AuKoqhhxkKZikepkU1WgJpAxaAbFCDa0XAt4GpwUY/rASKe5gLMcEsoFkEsws9\n",
       "TImA8RT3MC0k21oMQq3wasKyXjBfI9vDtJCsAdq2jAS+WoNrjUXrcGjwuaQfoLQ+TBPMGCaYWqHW\n",
       "oGnWWeGQccA7WOPVKgwGnqNswZR7QNZzb7xgrgT665AkORK4EB1Sgts/KeOCJpitQzsqaEfVwMvc\n",
       "xP13gikTgO2B2W57VkjW92GacxDDBFPDsXPQ0NjojOPGopXNGq/WYBDwLGUJpkRoozTebdgAmAOR\n",
       "oF7mMOBjwC+AU9wx/wM2S7neYPQZ7Q/Su8zyG82H9+xuAuLjdsslEEzpB9wA/BSix932rJDsYLTf\n",
       "vX+Vffg9jmb4Mro66WcC8DLFp4sahy6LY4LZ45E+QG/UQBqbfWweQ9DVIHyIdRLqQUIuuWcscJfL\n",
       "kAV4CpiWcr0xaL3MGjNn9Bza0WjEEtLFrFQ2QSNno4ApQH/gvGB/Vki23e1fTcMni+leNINg1ijp\n",
       "R8aDHJawYzwqmMUmJB6HehwWpuj5DAJWAa9QXkjWh2K9YPqQLOQ8zPXR1SI8z+tx0i/hemPQerkC\n",
       "M9RagXb0t84Ss1KZAjyMhmTHAi+5SIenWJbsSvQZMEMtoBsIpmwMckLGAbUKyX4auBrk1Nj2EjxM\n",
       "6eX2PYc1XK3AILTBmEdlgukTfELBXIaK5SA0/O+I1qJdAptQiPcwV2KGWiswGBXM5dTGw7yPnGDO\n",
       "j+0vliW7Aq13JpgB3UAw2R34evKuztDYWqoSTImAI4BjgJ+6viGPF8yFpIdkR6GVeAkmmK2A9zDn\n",
       "U7GHKUOBNnLZsK+hodeFMUsf0sOy5mG2FjXyMKUXsBHwH9IFs5iHuQJ9BsxQC+gOgrkesDFIUjjU\n",
       "9V9GArwJ9KuwE3pLtPG6kkJhDD3MtJDsONTbsIarNRiMNhZLKW81kTAkO4H8MNgyVBTjDRdo4o8J\n",
       "puH7MMsUTOkHEva1T0Dr21yyBTPLw7SQbALdRTBBPc04A9D+S1zDs9ptK5cjgKvdNRbRKZjybmBr\n",
       "tGJleZjj0ApnobHWwHuYvt+xVNZD69cIckaWp5hgJmXKesG0etcaeM+uXA/zg8Cvgve7A4+hEbFR\n",
       "lBWSlb6oLqzBBLOA7iKYTwF7JOzz/ZeeMsKy0gekv3uzK3C7e71Q7yk7Ab8DPg3R02R7mBOBlzBL\n",
       "v1XwfZjLgaEupF8KY1Dx89mwYSPlQ7ILEs57lvQ+TPMwW4dKQ7LboV6l55PARahglhuSdQk/kWCC\n",
       "WUB3Ecyrqblgcgbwffd6fXLWvvcwNwLugOivbvtCYFOQ4wKh9ZhgthYuJButQSeriNeHNNZDhx6N\n",
       "QBupuIfZTrKHuQj1BOJsiEY/rN61BqFgDs1tloFF1uGdTmdfu0xHk82uQw2+Ae593FBLE2Xv5UJi\n",
       "0o9EIH8CqSTS1/R0F8G8EZgamygYqhPMA8nNoOKzDSEXep2ADhvwPAP8FvgesGfsWr6f0xqu1sCH\n",
       "ZKG8sOx6wNPkQrJxDxOSBXMxBYIp/dB5QJ/AQrKtQlof5jeAS5JPkV5ot9IoN1PZCcBFEL3tvMSl\n",
       "qGCWmiU7xJUBkpN+JqEh4P1K+kTJZT4U5MDKz28c3UUwX3Z/8emg/KQFnhIFU/oDuwBjXSUajjZK\n",
       "oNb8euRE0BGtheibwF3k+lU93sO0hqs18CFZ6AzLlkQomPEwmM+WTQrJrgLaYlb7FsDzEK3GDLVW\n",
       "Ia0PcwJwnPMe42yMhl6XoPVvGvBQsH8J2m6uiJ2XFpLdBHjBvU4KyW7p/h+a9UGK8H7gUpCmq9MN\n",
       "FkyJ0B/5VZLn1PSTFniKCKZEIFugYrkUbbRGAcvU4gLyPcyXEy7iBTXEC+YqbJqyVsBnyULlHmY8\n",
       "JJvhYUaCGnThRNnbAjPdaxPM1iAMybYHfeej0enyvpM7VAaC/BnYG3gErVdj0TD+rOCaS3RfwVCm\n",
       "N9BRB/H5s7cG/PR5aYJ5DXBwFdPmjUaHCqYMJ+y+NNrDHAqshuhNVDDjHma5Idlt0OywbwJ/Rfsu\n",
       "x6Ii6UnxMAv2OyTKHdvZEW5eZs8mDMmW6GFKmztuLrosWAfJHmZSSBZyCRqeUDAtstEauJBs9Daa\n",
       "perbuvXQpbq2cQ4BaATiWOB84FHUOJuAtqGzg2s6wYwTid6rwBDbGm1DIXnigi2Ba1EnZ+cyPlvI\n",
       "eqhYfrDC8xtGowXTp+GDznZSrWCOdtfZEZ1s+A0KMxN90o+fEi9OMOwEUG9hDUQ+RGfWfrdFznfZ\n",
       "z9VSSUh2FLAEonWoOE4gWTAXxU90xPsxzcNsPcKEmzAsOxrNt/gF8Hm3bQvgL8C/3N98YAdgsXNA\n",
       "PItJN9KSwrJbkfMwl1KYjLYl2q/+J+BTpXyoBEYD9wLDQMoZ59xwupNg1sLDHIXObrEROoxkPppB\n",
       "FnqYC9GEjNGx7Z54SNaHYz1m7Xdf9kUf+GqpJCQb1uWlwIrAyPLbTnZT4SXhQrJyCMjlaIPoLX0T\n",
       "zNbAh2ShUzAlQtuqV9GxloeBjEGFayZE74XoLtTD3I3csnGeFA8TKEj8kSFoVO45t2EOed1k0hdt\n",
       "W/+Hivd+gcdbDqPRZ+VJcn2iTUF3F8xyk35GoRaWj9nPQ8O0oTAudddYFPRrhrhxmp3EBdMar26J\n",
       "RGgYdEKRA0uhzJCsTEWzGO9yG5ZS0EhF70CUkukI5AaZH4gOY/kpRGF6vxlpPZ8EwWQw8DZEb0C0\n",
       "BPgncAhqUD0ZnDsf2In8/ktQL/QPKfeLJxdtATzloiSgod0OfSn90PGes9WDjVYAP6Lsxa5lEBCh\n",
       "z9fjmGCCNiDy7RIOLCaYg8kXzGLLzTjB7CTBw4zeQa21pHAsdHqY0g/kRjQ0Fh5rgtk9GYHWl1oJ\n",
       "Zjkh2bPQhsyHqBIEsyg+JDsZuASiMCHC6lxr4IeVQG4spvcuPTcA76FQMOehDkZMMKNHIHqIZIKQ\n",
       "rJwEnEguqgHaJk90yT3XAHcA9wT7b0QdknJwnycSVDBrERGqG13lYe4IfKCE40LBfAkYH8tA3Zj8\n",
       "ClCih9nJfLctnsq/iHTBfNWVayrwbuBrFHqYZu13Pzrc//FZB+WQXWLzb4aUG5IdD/wryESsRDB9\n",
       "0k8HhWE1q3M9HumNCp6vd977iwvmzcAB7tiwDfMZ2XEPMwsnytIL+CVa927I7Y7ecMeMQb3LjSH6\n",
       "aHD+K5RvoIaf5wlMMAH94ieWMKVYIJjRGrShCaen2wydNs9TiWBCYV/lQvInLQiIVgHrUNG/CY3j\n",
       "h5UwKbPMaDwd6PixUh/g3wJPaZ9hAeVmySaNuZyXcmwai9HGpIP8LEcwD7MVcHUuese994Lph905\n",
       "osWoZ/ZkbKiIr39xYysLPx3oKDQ790CIrokdMwdNJupLYZu5HOjt+j5LJfw8TwBbVDE8pe50pWAO\n",
       "JLeQbhrrk581GIRlJUIF83/B/loJZpaH6ffvjS7Auh06RMVjjVe3Qt4Hchpa5+6hJMGU3uh4tTOA\n",
       "+PqoUBiSLeZhxheFvsb9lcMSNKN7ddB36TEjrecT9l9CuocJ8HdyGdSehYBQnofpx767lXUSmQ28\n",
       "D3iicCxnJGg7mhDVkWNAvptwPZ/wA0TL0AhORxllbig1FsxOS6PD/Y/3ScbZjsKYuT9nAmr1BIvt\n",
       "li2Y3sqPC+Z5wOUZ1/GC+ZQ2Xp2d4KA/cDFDwKgf7wI+jvb9PQL0ja13msQGaD25i+RlteIh2QwP\n",
       "UwbqPTsnJgCiOyG6u5TCByxG+6WSPISVwMDKJ8xoHgu+hXGTnnfiF5FOEswfAV/I3xS9hfZtltMV\n",
       "4NvbtDHpoB6mE8xEXiG5G2RXdAKZOPHP8zQwpZTCdgdq+CCJi6nLMFQwnyFTMGU8alU9E2x8HE2N\n",
       "BvUu/xs7aTnZ6xMmeZhCQYWLHoOomIc5nnzv1vMi2jinIL1dI9pA5DSQMrPXmpZN0cHWu6K/TYrF\n",
       "m8cm6Aohs4BxCRNJlxOSHQssSJhJpVyWoGu2JghmtA41/ooZoAlIb+ClMsNmRslIBJK00ky5lOFh\n",
       "RuucQMaI/llmPfSCOZF0wZyN1vEnU/a/THJUZzOShTD+eV5Ah6o0BbW0PKeiP/rO6Bd4N9kP+G7A\n",
       "vbEf+I/AsS6FOd5/CZlfrkRo0sSSYONc4Ocpw0ey8OGNZxL2zULDeWkci36OpDJOBamHNfUu4FyQ\n",
       "pBVgehpT0bkzt0Ef7lISEaYAz7l68YK7hkN6o0aZj2wUC8kmLZ1UCd7QS+uDepbKLPEN0HHHKXW2\n",
       "5KXLjGR2BO6pwfeYJZhpk11Ui58sppiHCeV7mJsD6ydEe2J9sjyPJnc2BbUUTL8A7vvRh/85igtm\n",
       "LGwVvYh6mYegX3hcMF2jkVg5hwJvuuQhf701EH2m1A8QsAiY5Sa+jlPMItoO2COljF+k7HFLIdI3\n",
       "ZQLmOJsB5wD/V/m9mgEZhDYofvHc2ZTmYU5B6xJoFCEMy44FlgazpRQJydZMMFcAb5MumM9RmWD6\n",
       "z9ZRuEvGA082PiLSjMghbsmt7dA6WMT7l34aGpdeII+AxEUinOUHsvswa8UCtHtpI7I9TCjLw5QR\n",
       "aJTmfxSKYdwAaFkPcxpqhRyBfslJ4ypDdiN/TI/nd8B3gYMoEMxoKdqojE44Lx6OrYZFhffuZC66\n",
       "CkrflP1bubIkWfTbA3tVViSZAjwI3Je9Np70RTvyzwemZfd7pX2GmoWZuhAZTqenyA3AYxAtpzQP\n",
       "04dkQX/nUDAnky9afiLstGelRoLZOQF7loeZ8ZvIXilrFG7q/id1I0xHjauPlFxMA7ca0lXoGr7b\n",
       "odGo7Yuc9HvgB2huxHQK+/fCMZig9W4iWr+6SDCjd9DnZWfSBfN54EcQvZayP8nDnIaKZVJUJG4A\n",
       "tLSHeQkaFp1NpmDKCPRBfjhh5+Vo9uKPgQcS9qeFpmopmFcD5ybvit5CK1dH4T6J0P60eymYmFgG\n",
       "oOUeAjKxgjJ9FfgHGhLOmh1jE2COE49X0YcuARkGzHO/RZxpwCNFFq1tILILKpTbAE9DtAAi73mn\n",
       "9amEeKEFfbA3C/Z1kDesI1qH9mfGslSlP8gEaudhgg4EfzxlX0ZIVvoB15M89nka+lmTBHMaWlfP\n",
       "qM1vLZNaJMS7DTrB/v7oxCY3kimYMhadwekjwJfQZ3i72EFTyDeW7kGdg+l0XUgWOicnSMuSjd6E\n",
       "6IsZ5yc9b747LcnIi4dkZwGTmyUxrdaCeSv6Bc4m28P8CHB1bJJgR/QORH+H6KfJ+3mOZEu7hoIZ\n",
       "vQTRgxkHzCI5jODHkF5D4Uz+W6EZYTMo28uU3sB70bGDD6DjotIIh+I8T7pXchxq3GyWsG9rNKSy\n",
       "bXnlrBu7oWX/GoX9zM+i5U9B+qIPuG+c4iHZDgrHQSYl/nwF+Bs1FczoIzqtYyJp9R5yA9nfl7Bv\n",
       "U3Q8cUfCvmmo5/Mimesbyt4gB7nX/VOO6e/K+JcWSDDaBQ1Rvg/t/76EbA/zZOBKNLdhX7Texp+t\n",
       "HYH7c2+jZe7Yncn1I3YFc93/lHHpRUnyML1gxroRZFO0XQnGKEer0HHLJU44EkcmgFwA8pd6GGs1\n",
       "Ekzpi1qwz6H9ks+hjcjowrCftAGfBC6o8Gb18DCL8QLJIVc/0/99FArm9qhHfScalokhB4AkiRfo\n",
       "w7TI9fE+4N6nESZLJYQ7ZHPXd3UqKvybUshWwFtoyKk7shO6WsJGqBESciewuZugOonPA48Gk6A/\n",
       "g4bYw9Bl0gTWwfWkF7qy/ZZo41nuJAWV8CI6E1ZSGP0IdKjBgQme4jRUMNM8zP8Bl6EGVAISAT8D\n",
       "/gwyA3gdJMlgm4IaGoNIHtvak9gZ/U42ItfmbZ/cYMsU4BPAr9Eluk5BHYvpOa9KIvSZjkXUIoHo\n",
       "/hpkYGcxB10veFXRI5NZBAzP1Uvpgxq03sMM2+qzgZ8kOEJF+jFlR5DPpuz8GCq2+5IaTasdNRBM\n",
       "ORI4Hg0DrkGtqT+6DMRZdFYMOQXkv+i4y3lFPLgs0pIf6i2YST+wF8yZwNRY6HV7NJvzdnTx1TAz\n",
       "M0ITV/6tfVEFHIyG3KC4hzmNTMHkMrQiDwYuInkc4laoRbxnxn0ayU5oUtMj6FqAAdEadF7XQzXc\n",
       "LIFnKB9HoxuHB8e/ic4Fe5FrwDoo9DDvJ7/PaU+0j+n3aF2sVUg2g+gtNGwWM9RkIFo/LkTr5W7B\n",
       "vlFAb3QFn8n5DXrnxCBPoV0Q+5K81NJ2aPLJpsDF6GTeSfViM/TZvpLCcGMPQY4G2Q+tC3e6v5kQ\n",
       "LUQTdoJnTc4CuR8NrZ4L0cMQLYLoMpeLsRhtG49AjZnVGdGFrmQu2ZO4FCFahxpzz4P8A332FgG3\n",
       "oe3MFiCfBzkXdRSSHKXnSWxPZWenL/8AzkoJ226LtmkP0g3qXRHLRvqBLAGZD3J1wv5vgFwI8kEV\n",
       "S9lLhzpIFVlRsg1I0M8j64HMAnkT5IzKr1tWGQ4H+XtsWy+Q60BOdu/Pcu8j9/c0iAvbyEkgC0Cc\n",
       "1S9bu8+vcrGtAAAgAElEQVSwP8hC5wH660buu9vVve8LsgpkfdcPGS/bk/odgT6MYTllJMhykA6Q\n",
       "LdFMvxsTrvGS3k+WBpW0K63cggJk7Brr6lxG+EWOBpkJ8grIIpAvgRzmvtuEyID0BrkP5Hj3O8S9\n",
       "8uNA/ubu/RTIXJDT0VClaB2sB3IDSNBPKR9yv9HF7v03QX6f+25kD/1cALLMCag/dyxI0JckV4GE\n",
       "84T67b8GOTN4fzzIlQnHnQPyLVevYl6/9M8vd1nUq94Va+sikGfd8/Oqe38gnQauXATyZfd6GMhr\n",
       "IPuATEq53lWuDXjbtZEJ7Wc9kB1AflHlNQbocyXHuGctiHLIYSA/B/kuyZEJQL4Gcn5s2yHu+7nF\n",
       "XeN5CpYSk8g90xNd3Yst+CE7FD7LpX+oLjhJDgOZATIYJCFzVTZwD/SzqGVWA2SwE4xLnSD8DeQ8\n",
       "bbSkrTb3KFqGKa4hdh6kjAC53TW67nuQvqjQHQfyXlTIgoxV+ak2MgByNsiPg9f/DBq9bUBeJM+6\n",
       "kntRA+Hx/M8s+4K8kKuwsrWWoXP/kagVGH6O2FRaMgLkdb2fPAfiQ8vdRTAPA7mpyOntrt4dpw+Z\n",
       "XIYade/JOOdQkPtB1lDYjTDBNZJfA/kzyLtA3Mw7ch51S1iQI0DmgIxDRWgeSBCel6Gunp3u3v8I\n",
       "5Ifu9cz8Bkv2Bfl38P4QOsW1c9v6qHEyLti2MUhCgohchRoqbe75DMbfyaGoYVHJsJjuIpjT9HPL\n",
       "HiAJSTCyK2oURyAfA7miyPVOAfkdaoAIyFcqL3qzIxu758sNb5Ix7nkNoyWXoBGi8Lxx5IyXQ7Td\n",
       "7NwXgTwK8p8Kn88uEcwrQIr0V8jNIHdS0w5Z2cJVyrudaKQkInQlcgbIY64RmwnyEwqGcMh094M+\n",
       "C/L+2L7tnbhF7jO4yiF9QB4AcUtFyU/QcEZ47nraIMmtIJ9z23qBPKyNVudxg0FW5yqM/Ia8vgBp\n",
       "c/uD4QiyF4gb7iPHod7UZOrXcJF9L/k1yFklXKJM40naQF5OFgNwv9Vr+QLVCORMJ4rnkhwdmIRa\n",
       "5vuDLAbpcNuvBjkxOO6z+l12vm9zv3WwXJP8BuRHsetHrk7Hx949BeJWnpAHYo3dRe67jXkRBWXf\n",
       "qPC63UYwv0KmJ9YZRXoXyEMg7y7xthHINSANDyc2FrneGRH9tf2Rs2P7T0IXVg+3vU/1BfLFE/T7\n",
       "lBdBHgQ5PuO+be5ZOhxkTzQDHyoXTLmdvP62zl07ouGJIvOqyka5h7YraFQau0RoWO56kK+nl0OO\n",
       "RcMKUcL5z4D8kULvc4pr7I5BLa204QRT0VDbQ65BmkGBNSXz0dDEWFeBNo/tf5LOyRBkgGskfxns\n",
       "/wTq/dZZMBMTKHZ2n2dU4b6a3PabIHel7LsENWwaPGxCIpDPoKG8lGxrOQL1lIMwn3wAjYpci3pL\n",
       "8yiYCUrO1N8f0HDiQhL7NeV6vUfn+z6o4eUMV/kVyKeD8s5DPdql7jdMMHAlQj38WSDhikXdRTDv\n",
       "AzmwyDFfAHkDDZ1XOO9vq9LZHfUEmvEab8c2cm1c2A9/Fsj3gvfzQfziHb9EuwR3cUJ6OInIqagn\n",
       "ejPqgHnnpGLBPAu1nIL+MvkiasUekX6qURw504lmwrqMcrB78P5U5BojQHZyFSpJZL7jKtqrIFcm\n",
       "CPdVaP/TISCztZGV2HAgiai/YF6LeshD0FDove6BOrr46RXfdgid/cwF+7ZREekuJHWB5O3/Fkhs\n",
       "6IL0U+NH1pG4wLuMcaJ2u/uu90+59pdB/gUy0r2fBvJssP9UkMvc621z++QraFRmJgVTpsle7lk4\n",
       "Gw19/h7t8miwYEp/kO/rZ0idrCQ8vinGE3Y/JALZHWS/5O+5sw/5ArSraWdnxIR9+leA3OR+r6Xk\n",
       "usx2cG3bT/KvLYPRPIekvtVqQrLyI6f8B4Ccj4ZfxmWfahRH2kienaWeZdjVWVfu900/sG5FUsG8\n",
       "2An9CtQL38eJVisMjO9iZCdSQ9YyXA3htGQVCIR3njNmrgUJlsCTDd2+x9Awb+gFRO63vRnt2/86\n",
       "6lHMRENykWsQP4oa6XUUTLkN9UxuQr3xNe7vNrosqmGUjoxEoxdPoN1PF5I35lcGol0N51MQ1ZQR\n",
       "aGTkMZBPuvq2FuSitJtVVEL3L0JXwHjMFbJOWYFGN6IBIVnZiZ4/CL6Jka21wZEvkTd8B5wxuCua\n",
       "NRsTZ+mLepK3uQbwBDTKkZSLUE/BPBrtgjiczsQqo+cgkfuN/+6MtayIQWK9K2atz6DiuU+NHkbK\n",
       "hAtdwgys3hlKverdDKzOGTnq2d4ZhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEY\n",
       "hmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYNcQmXzdKxSZfNxqBTb5uNIKK6l09l3RqAmQtyJRG\n",
       "l6JB1Hl5r1bA1vcsgQYvIG20KNWsh9kdkbOKLHhc6/v1AxGQ7et3z26FCWZNkd7OANus0SXp5phg\n",
       "Go0gsT70qncpasjWwHZ1vN9g998WNDZqwXigDxYGNIymoZkFcyAwsY73M8E0aslk998E06gTchrI\n",
       "uEaXoplpdsGcUMf7mWAatWQycDewt/VjGnXiNKCO3Vg9j2YXzBp5mNJX+5QyMcE0aslk4A7gTaBV\n",
       "E8mM+jIS2KrRhWhmmlkwB1G7kOzngWuLWPommEYtmQy8CNwF7N7gshitgQlmlTSzYA4ERoEMqMG1\n",
       "JgLvBT6UcYwJplFLvGDOA0Y1uCxGj0f6oU6GCWYVNLtgrqQ2/ZijgAuAb2QcY4Jp1BIvmKvI1S3D\n",
       "6CpGAguAPiBjih8ufwOZ1NWFajaaXTCfpTZh2VHAfcDwjGMGA6sxwTSqRvoBo4GXUcEc1NjyGC3A\n",
       "SGAJ8DhFvUyJgP2p7yiEpqBJBVMiVDCfoXaCOYfshmswGj4zwTSqZRLwMkTrMME06kMZgskItJ1r\n",
       "7+pCNRtNKpj0A9aiIlerkOxLet3UbNl2VDCtEhnV0gHMdq9NMI16MAoVzCeALYsc68cIW1dBjGYV\n",
       "zEHAG6jIVelhSoRWpsXumgNTDjQP06gVHZhgGl2GjAQ5ObbRe5jPAJsUuYAXTHMOYjSrYA5EG5oa\n",
       "CCbtwFqI3iS78TLBNGrFJDQ6AiaYRu3ZHvh1bFYfL5jPUnzcr3mYKTSzYL6BeoUjq7yW9y7BBNOo\n",
       "DyaYRgISgRxegwuNBtqATwTbvGAuBPqDZCU4bggsxzzMAppdMJeRndlaCqFgrsQE00hF2kBOqcGF\n",
       "NiBfMM2SNwAGAH+rwXyvo4CbgFODcepOMCNBvcyssOxkNDnIBDOGCWahh5nWeA0GXgXadCo9owUZ\n",
       "D/wCpNrnZhIw173OMtIAORDk7CrvZzQHvi2rdhWm0cC9wCJy4VfvYULxsOxkNDnIDLkYPUEwh1U5\n",
       "eXU5IdkVwOuY5dWqDEWX5Bpd+SWkDRiLjsGE4iHZHYEdKr+f0USMcP+3rfI6vk17ldwsUqFgPkeq\n",
       "hym90QjIE1g7V0CzCuYgYBVEa4G3qK4PqBzBXIkKpoVlWxP/u1czlGk8sMjVXSgumB1U309vNAde\n",
       "MGvhYb6KtmtJgpnlYY4DlrrzzcOM0ayC6T1MqD4sa4JplMpQ97+azOww4Qc661xqlGQSNtdsqzAc\n",
       "7Tus1sMcTbaHmSWYY9FcjRWYh1lAEwimtIPcAnIliG+oGiGY7Zhgtjq18DDDhB8geht4G52MI4kO\n",
       "TDBbhRHATGBgafO9pjKKPA9TegHDUM8RMkOyjHDHrcQEs4AmEEzGAZu5/zu6beZhGo3A/+7Vephz\n",
       "Y9tS6p30cvcaDNKninsazYEXq5lUF5aNh2SHASudcQbwGjAgJXlxONqmrsBCsgU0g2AOQccOPYqK\n",
       "JtRdMKUv0BtYgwlmKzMUrYvVeJjxkCykZ2ePRev3EqwfsxXwgvksOhayAqQ3OW/SC+YYNGPWEQk6\n",
       "zjKpHRuOeZipNINgtqMiNZ+aC6ZEaBJGMQ9zEGqhCSaYrcwQ4L9U52GOA16JbUurdx3oFHph8obR\n",
       "c/He3Xxg/QqvMQJ4zU3s7+tNkpH2Ork++aQyWB9mAs0imCvQjuixbpvLkgWq8zAPRYX3afc+reHy\n",
       "4VjQcIbLZpPzQSaDDAb5cYVlMJqHoahgVuNh+nBZiAmmATkPcwG5tq5cwvq12L2fRG7uYk+a4T8C\n",
       "C8mm0kyCWWMPU/oAPwTOcNYYlCaY84JyHA0chwrv6W6dQ6NHIJNB4lb+EOApYHwVkxf4hIyQtMkL\n",
       "fENngtn0yBdBjixykBfMajxMnyELuXrTQaGHmRWSXYauBtXLJmnJpxkEcwiFHmaFgim9QB4C6Q/s\n",
       "oteNbg4OKEUwXwHGuYo0BjgSOAaIsAVXexJfBD4W2zYU7Qt6nconLwj7zD3mYfZ8tqL4cBEvVtV4\n",
       "mKFBVmlIdqnrfjIvM0YzCGYt+zA3QLPP1nd/s2L7S/Uwx5MbrzQa2Ad4GG3gjJ7BKAoTL4aglvnL\n",
       "VBSWlb5o3V0e25FW7yajDZ0JZvMzDG03sqixhxm9AbwDbE5hSDbNw/QhWbDEnwLaGl2AEvAh2cX6\n",
       "WvpRuWBOc//HuL+Fsf1pDdcocpXIeZiMR5cXewBtPF+jasGUg4D9ITqjuusYNWAkhWMjh6DGmw/L\n",
       "P1zBNf0E2CFp9W4j4Hm03m5Q5r2M7sUw0tfa9YRjIEdrxmtnd1GpxPvIF6OCWW7SD1jiTwHN4mGu\n",
       "gOgdcqGKUDBfozLBXI+8VGsg29L33qi3/jZAPY2vAh9FLbjJCeeWiPQCfgC8p/JrGDVkJIW/51C0\n",
       "oVlCbhqzIsi2IIeCjCc5HAuJw0qkLyrK5mH2DIp4mNIbrQPLIXoLFa1Kwv7xOubFc17suGJ9mGAh\n",
       "2QKaQTB9HyaoWI2l8izZTdFZVcr1MDekUzCjtahIbwO8AtEqiJaigtlRYjmSOBgd6znZPTxGYxmJ\n",
       "9lUPCLb5kGw54yKvAs4Fvktywg8k17tJwDzXeJpgNj/DyQ7JDgNed44BqHNQSVh2fbSd9CwGXg4m\n",
       "LfAU6cMELCRbQDMIpu/DhFworJqQ7IPkPMwKBBPQsOyO5I+ne5HqBPPDaNbuEor3dRhdz0i0vnUE\n",
       "27yHuZSSPEwZ6875DFqHwgzGkKR658OxYILZExiGLtycNobbh2M9lSb+jCPfm1xMYf8lJHqY0hft\n",
       "hvD5GuZhxmgWwYx7mAmCWdISX9OAO8l5mKWGZDcEXgjez0OTh14Ots2mOsGcgM7w8TzZi7saXY4M\n",
       "QL39J+hM/JF+bttqSvcwdwHuQ3/TDckOycbr3cbk6pwJZlMjfYD+qFGdZgzHBbPSxJ8kwYz3X0KB\n",
       "hymfQdvE14I+9ibwMGVIwvCvLqPZBDPBw4zeBNaR2aEu54J8Dk1yepz0kGzCeDhpQ4eLhJXuFVeu\n",
       "0MOch050XOlYzLHoQ/I82lgajcOv7PACsCHIJnR6l5FQsofJrqhgznPHT6QyD3MJJpjNzFBy2dVp\n",
       "ghn2HUJFHqZEaPsYhmQfB/6TcHDgYUoEnAfsHytDMyT9nAL8ol43azbBfBHYGw0TvBEcM5/sNP8D\n",
       "0QrxP1Qk05J+VqNhk/B7maDnRGuCbd6CCwQzWoc+EBVkM0rkyrQAXUnABLOxeMGcBRyAepqHkRsO\n",
       "UqqHuStwr+uXmgNsT7JgJk1csBE5D9PVf6lmzuQGIsNBTmp0KRrIMDTv4RXSBXMk+WJViYc5DFij\n",
       "eRWe6GKIfplwbOhhDgX6AgeR7+U2Q0h2I2CfeuV9NINg+lR+gL+igjeIfMF8CG2M0lgfOBb4sTt/\n",
       "Q/Szr8w/LHoHeJN8bzXefwk5oYzPCfoilYVTR2pZojVYSLY7MIqcYB7sXh9Erh6W4GFKf2BrtM8c\n",
       "d60dKC8k6zzMSFBjbxrNyXnAjxpdiAYSCmaaYR+G4KGyPszxFGbDphH2Ya7n/h9Avmg3QUiWyah3\n",
       "Pr0eN2sGwQw8zOhtVPhOiWV9PUBu6S+H9NG+qE7v7UaIriK32sSihPFwUNh4pQnmUohWx7b/G9iv\n",
       "1A8WEIZRLCTbeEaiwjYT+AfwOTRc5QWzFA9zE2AORN4om4Va8mlZsoElL73IH8oEOoft5m5/sfF8\n",
       "3QjZG43wDG7hqSOHoUKU5WFuDjwZvH+J8qNV8f7LLEIPcwxap+Nh4WWUPHyqHOSTIEfV6GKTgTuo\n",
       "rN0tm24umBKRH5JF+yyj38YODASzM/nnbOD7aKVY42a9APUO1lHYf+kpRTCfcfeMcyOVjaP0/ZfQ\n",
       "mSBS8VylRvX4CQbmQHQwagi1kwvJltKH6WeC8vg6VIqHeQg6FCCMojjBlEOAu0r6FF2KDNQxpkX5\n",
       "CvB1tPujmkWRmxnvYWb1YW5BvmA+A0wtLZlRpoIcT/mC6T3MMcA9aDsbhmTnoMObas2ewOHVX0Z6\n",
       "oeX7LSaYgKY4v+PGPmYxE9gK5F3AE66v56PAFDQcuyB3aPQO+vDG+y89QeMlGwJHkF+RgegFiN6d\n",
       "Uo7h7rxyCAQzWoVW3C5qXGRLkLRFsg3F92E6ooVouMx7mCvQvu6sialDIwiyBXMJnYPUZRpwEXB8\n",
       "7Jin0IXU3wtsC9KgKISMB/k+ugj2vdl1STZAw9BXkstw72HIME0qzCQUzIT5pqUf6ik9m9sWLSY3\n",
       "ZrwYHwTOoiLBlAgNyc5Hu7ZCD3M2FWf+S6TtsXw7Yec4YI90Y0Ail2xZjPXRz3ETsFtyP6aMBDmx\n",
       "xEIXpbsLZth/mUG0Em3Q/uw23Iou9txBgWAC6l0W8TClL3AvcAHw99KKG72D/njlepnxxjWcaL6G\n",
       "yGDgdtQIMNKJCSagFrjzMLMyZeV4V3fKEczZwET3wJ8A/Aai+2PH+JDsAcDdwPtL/CxFkH4g+7g+\n",
       "11L4Oxq62xHtn90149gTgb+4rotKB+J3d6ZROEl/HC+YLwAbJwjFVODFWGIh6LKDm5ZQhj3RLoAd\n",
       "KFkwo7WoIA8gN2LgStTo98wGOkocshfnQ8AvgS+oUZHHeNRA7Eg593BgRglRtg70e1uGPldJM619\n",
       "ADintCIXp7sLZiwcm8n96AN8AOpZfgt118eSLJhpHuZSNOljPBrK/XlKX2catwF7Je+SM0A+n7Aj\n",
       "Hr4LJ5qvJZ9DxaCFJ0aQMSC3FDkoSTAvBf4ZvE+YHk+mAX9AhS1JMJ+NhVkd0WrUsh+HNnyPJ5Rp\n",
       "LmpA9ge+TU2MHhnjrns9JRl5EqEC8SWIZqFjmlPqOqCez6XudQ/1MFkfGFnEIxqOjm9cCrxFLsnG\n",
       "E++/9JQgmNIPFcrb0d+wVA8Tcok/bhKX6JcQXZPbHa1ARw5UMkXfpsAlaGh5o6C8fujLLcDuKedO\n",
       "BXZDl07MYjK5SRmeRMPacd6NGqMDEvaVTU8SzK8AR0M0Hw1d/Q71FreiUDAXJGzzzEXDJhPRjvdy\n",
       "mUV6Z/02wE4J26v0MKVPcStQRqOC+XOqWwC52ZkKHACSZZAkCGZ0B0TXBRuWUpj482n3f0MKftNo\n",
       "JURTM+75ItoAbIwOLYrRmSl7K5rk0AFyLcg2Gdcsxp6oofl/JDc2cUahRqTvy52BDvNKQIag9cx7\n",
       "LD3VwxyDLu2XJSrewwT9beNZ8PH+S08pHuYO7rjr0KEh5QimT/xJmsTFM5s8T1AikD+AnA+S1Y5M\n",
       "QNvPeBLjCFSEbwH2SDl3PHA58L0ihshk9LmBRMGUfuhKUvOpUSJlDxLMaEnuQY5edg3MbHS2lbg4\n",
       "ngX8PuVCvqO7UsF8ifR1MTckeWhAXDBL9DBlFMifUO/k5CIHfw/9zDNobcH0v02adQvJHmacmIcp\n",
       "o9EM7stJFMyivOjOC4aTFHAjcIULp22BeqLF+s+y8DMRpVnnccIGCnfu9JSs3a30up2rbfRkDxOy\n",
       "+xqLCeaWaMg9ztOogZfFnmhS2gz3vgoPM5HZ5Ic6NwDehbYhn8i49gS0zzYumOPRbOG7SX8Gx6Nz\n",
       "MK+kMzM8kbhgxo/dHTUyH6RGQ/W6u2CGE69XwmzUAosJZjQXotcSjgf1MDegcsGcj874k5QQsiEw\n",
       "JaFzugIPUyaiM3jMRw2Ad2UcuyMamjibitdy7DFMRCMP1Qpm4GHKbqgndT7a11mJYM5C+wNXQpTS\n",
       "bx+dDdEN7vVidO7h3UHiIb4Ysn9KBMIL5hNoo12MDvLmJY1WAY+568SZ7vZ5epiHKac6D8YLZYWC\n",
       "Kb3RunhfwnlPA5uBXALixEm+7xKvIpBPo1GjG1HB+BNd7mEyHU0O+iXpHiLkC2YQkmUcKpiPAxuA\n",
       "JE0A74+5n+SIHC7Eui2ZHiYHoTklz6LddFXT3QUznHi9EmajkxCkhV+TmENVghmtc/eLeYgyGP08\n",
       "iygIcRRMZ1WKh3kEcJdbO/NKdLaLtN/zKOBXriFudcHcAE1cSRHMznG7aQ2IJ0z6+QrwbRU0ZqEN\n",
       "RCUe5oEkhmPTiFai/Y/HpB8j/dHw1zYJ27dCre9n0BBvscSfuIcJOsQlqeHcGng0eN+DPExpQ7s2\n",
       "tkCNgFVU7mFuh656lCR0s9HvbBfgVBVKvoSGGTdGh+scANFtmnAYHV/CiIKQ5ahgZnmY8UUlpqO/\n",
       "63+AbZLrjERoG/MKyR7mPDeOfibq0MTxEzCkCKa0owbG06h3jXu9ccxR2Qft220pwazGw/QPdzmC\n",
       "OZfqQrKQHJb1jc1T5IdltwIW509n1TlnbhZT6Owfil5CK39a+GIXNOMXVAiGt/Ag8omoYE4heeWI\n",
       "Sej6q8sS9oWEkxdsiT6YoIK5NSAuaaJUXnT3LkMwAU0yOiGjD3sy2sd2cGz7tsDTbnm6tWi5i/WX\n",
       "hUkWnphgyk5uyItvWD09ycPcCOiDCsEY1EPP+mxZgnkgatAkEL2NGkM7uvt8A1iLGj/bowbzY8nn\n",
       "lsQj6DCl/uTGGMeZTX5IdmvgMWes/ZeCCWMATXJa6+q/ywzuxIdkIVEQpQ3tD16QvB/Q+rYc+GAu\n",
       "szh6E3V23HcrQ9Fw9oMkh8EroqcL5mz3vxzBnIdWzg2prWD6CRDiU5ydTuHkwaVY41PIG7fFv1CL\n",
       "KkAiZ3FNp3OihWgdXZeF22DkbJBiU2RNRK3eB9FMvDjxhj4N52HKEPQB98bZHPe+HO+S4Py0/ss0\n",
       "bke9hKSwKGjjvgx4X2z7nuSMKNBGv1g/ZgeFHuY9wI6aeAZoqO46NPHuieC4BcCYCocodDc2c/83\n",
       "QYXSL+iQRlwww6ElB6KJXClEV7vI0FXAaegwt21Qz+yhyorfye/Qfve0Wc8gOSTrn4+70HoUx4dj\n",
       "QcVxeDBeNxwr+h9g59i5btah6C30e50MsqkOfepke+C+hDI/Sk7AdwcedIKa4WFKLx1HmzmmupMa\n",
       "CqZEbthEGQ+EfM1ZpG0gv05I/Z1IeTH5OLMBIXk6shSit9CHezO6XDBlLDqry29ixy4A1kseiNvJ\n",
       "VPIF8w5g39xb2Rq1IHcCno95Oz0oLCtjQLwFfBTZfZOgIdmXSM/wLFUwZ6O/4+bAU7nkluhNtJEo\n",
       "VzBfRmegKtPDjNahWa6fSzlgY+AKYKNcZrBE6BjJK4LjnqR4P2ZCSDby4wu31YaN9VGhfCWYFhDX\n",
       "cK2i5KnWpF8J4/AaxTS0TfGC+Ripgin9UY/L9YlHy9F5sJ8HeRn19P+dfG4el6PG2E/ICeaDmWcU\n",
       "JXoF9W6zuh9eQIfNbOK8tvXIGXX/JnlYURCdi94h100BiR5mnmYEghq9hT6LDwOXBselffYb0PYU\n",
       "9Nme4V7PR8fWf5jCCT8mo6FttzhAYp9qJ7WskJPRSZYng2wB8pPsw2UYGmL4BroSxKkUxrOrtaJm\n",
       "AecnrDZejLlo6KMMoc2jmGBuDzIJfQguduOzAqK3UA8mJVVdBqEp/nODjfeSX/k+jlpVF1KYUNCD\n",
       "BJPPA+c6D2djMtPHZRA6UHsx+jDtk3BQqYL5b7Th2oPCIQGzKC+qgaujz6P1o1wuAfZLSfPfGO3f\n",
       "uZlcY7In8A6aqegpkvgjvVBjI2ltRe9pHIsukPBRCmcqgpLCsjIG5Ab02Stl0H4j2AydY3g6+j2+\n",
       "QLqHuQNqUIXzTp8EHI3Wv4OSx+bGie4Fprphc2+gntnM7HNK4meocKXd903g1+hzti35mc93ajkK\n",
       "HJ3QwwQ1ArdyrwPBjF5G29kw5BsKKuj0poeiQ2Y6XPuWJZj7uqztvVz5cJ7oL9F6+ePYOVuhxu+Z\n",
       "IL8BLku4bsmUMWBfjgURkCNAvgCyInsMjZwG8g+QV0H+B/IsyFeC/W0gK4spftcgfwYpNzQWnv9+\n",
       "kNjsQHIDyMFaueRykDUgP0/3IuVRUufqlOkgsUZaIvddjtcEI1kG8j73m5wYO/bHIF8s90OVeXw1\n",
       "lFPv7gJ5AmSK+6w3ZBy7qdYzcB7MisL6JbPVmi7p3jeCvETBZBRyCcj5JX+E3HlV1HW5jM5Myrzt\n",
       "N7l6cDDIPW7bn0E+GzuuAyS++o7fNw3kdJCUxBA5EOQ1V+eS+rT8cdeBZCQoAcj3QH5PbimzetW7\n",
       "curcTPeMv6PthEwHSZpsApCvgvy0NkXsvOY/QMrt667mfmPcbzsf5KOxfXfr75+37VyQbwbvPwBy\n",
       "r2v7lqKRNb/vr+r5db7/JEjCcmRyOcjJahTKItKn1bvd1e9ZFCQkyVCQ5eQtkyffBPkOOqb5CnJ5\n",
       "DYn1oZYe5o5onN4Pzh9M9pIrJ6Pez8Xo3K1nkT/N1qZoWCetM7ormUPl4VjI8zBld5BL0c82Sy3N\n",
       "6FhgMESfCqy1OFlDS+L9lzgr6kHU+joGuBOifwCfRS2vkBI8TOkD8ieQGSCfyj62UUhftL5tjCYj\n",
       "zCZ7gHIYKlqD9usGIVwZjoYMXyg4M5kb0O8x7mHeQC4JqAyqqus3oUOH4vhxnf9Ew7IfREP3cUt6\n",
       "Dhq2ii1ULeujs1dtg0aQEohuQcOUp5AdJvwnmTMKyWB3jW+VkHTVIKQX2h3yL3QpQD/NZpqHuQe1\n",
       "nyx/JtX3X5ZBtBDNzj02YeGLW9B+2JC4h3kNGsq9AbjNecmeeD9o3MP0zEDDrM67TO1zvRZ9Dt7r\n",
       "vOGdbJUAACAASURBVOPwcyzX++dN/L4V2lf6foiOSh/SVRrlWF33gPzMeVKzQW4F+ULsmEHOsj8X\n",
       "5L+oFzkEnRB8HMjinOUgJ2qD3QjkIyDxilHO+d4iuwzkZRUcOSjdKkq8xsUgp8W2jUX7fb+tlnjB\n",
       "Od9y1tJ/1KtIvfbh6nmk7o9AfuUs2X2d19ANPUzZCeQRkCedVXkhyJukRjbkI8548e+/AfJH93kP\n",
       "B7kKpIzGTTZEvdpukEAlI0Fez7eqpQ2NZLiMaPkxyLp8iz7vGv8GCVZ9kMhZ7DWai1MmoVGQPu77\n",
       "jhns8kmQv8VPqs29ixeuxMMmgzijSx7X8kobyFsURIukN+p5FxknW3ZRR+t32R2QnSjwruV2dCGM\n",
       "cNtpIC9QGNHZCuSZ4P1lIAmTsMhUkHlOZ76aUZ6+2d+NfMDVc1f35Dl0SsuCA9OvkXH1Eg/rA7IK\n",
       "7bt8HXW7jyEvLCkRyFOuYj2oP3rBdWaDfNw1+peCnF5JoatH2qhqzUHp5R6mc0geulDKNU4GuTZ4\n",
       "vynIi04g3iZxBXs5GA1FvJwuGqBlktco8CY69+/i7hWWvTsK5ukgv3CitxIdTD6H1NVi5CKQrwfv\n",
       "R4Lcj4Z0n3Z1r6PMopZpCHUlch/IAcH7DfX76Hy/CcgF6eWVC8gLL8uH3bNaw9Xs5UknMmvd73GS\n",
       "+90i98zsGz+hdvfOLlgJh6znxOBi9/5qkAvd61fRuXnD4/fUetWTkd6ooxMM55DlIPF5liMS53OV\n",
       "Xqhz4fq25YGEOuDPfwh1GEpZySStvP2d6F7unv83Uq7XpYK5nXsQIieW/0S9oaWBkk93jXkbqdlv\n",
       "8ge0T+gK1HLPmkmihyPtriKtBzIRZK5rXHqDnKnbCs5Z331vJUyXJn9EZwpJ2ncRyJfjG8v+CJVT\n",
       "SuPVD+1DPB7ki+5z7wVyGwXWLYDsALJAH5K87YP0e5DBhec0G/J1kGtyAieHgPyrjPM/CuJCtTIU\n",
       "tegz+iQrKuMPXAM7FY1G3QSyBLX8ZyW0Dd1JMG8G+Unw/Z4D8iX3+knyjZVvuc95Qu2L2t2Qr4C4\n",
       "eZblJK2DZZ1/PciRaF/5fHJDlLoIGYBGk54DeTjtoIquXMIhZzphPNO9v10rC6ChQdf/Jd9D19HL\n",
       "utbwXMMlu6ULa6sgl6Kh2ecpCG+nnnM9JXlJsj/qrTrrSgaA/EYfellGXse8HlBGwaulyL1kC9cY\n",
       "3YmGpw5wgjkGDSV/Cg3/uXX15Gj3cKSEInsKMkgFUi53BsIcFaKSz98BxGUIy8/UcKp5GUeBxCbY\n",
       "kHPQUPo3kk6ofRkSKaXOzSNvvJ70DsTzKNTL/JwaGTKf1AhOT0P6oUmbJ7v6V0adA/e8znB17gdd\n",
       "UsTCe/ZCI5nfSjugoqsW2b01arUHq3PIvnSOdZGNQBa6L3IW1a2s0ILIru4hPbILrt0b7Wd+yRkz\n",
       "16Pe2Wv6uvCE2pchvXBFdl9DfuhwFNonHqlhIQvQvrs73fa70D6zbhI67UpkoGt4Xk0RoKxzB6De\n",
       "3rloJmKdGnwZioZjk1b5qaNgygEURiAiNNpzMXnh/MRLdKCe5lJawrMMkR1AHnPtR6lrq/pze7v2\n",
       "R0CKTTZfL2opmLIXGga7g6IZlLI7mjxyV2s0WLWmq78z2doJ5i/UepaOBjdc7l7xB0fanOH1SbSP\n",
       "NmV9O9kK5DzXCJ+IDqlowXpX6WeWTdE+nmKr39SLegrmUucZOg9JJqBh2NUgr5CYd1FwmWEgn6El\n",
       "o2PSi4oT4GQwyIdqW56qSKx3xR4qAfkLmo7/KjoA/i10sulr0UHIR5Y54a/RnAjF60sN7yWL0IH1\n",
       "16MzxHwMHbz8OvAHiP5Sp7IYjaVe9U7US6I38Ed0qMgW6Mw6361g8hOjuUmsd6UI5gnoGK1x6PjK\n",
       "CcB3IHqk5kU0ujP1Fsx2dLaYvYE2dDaSn2SMWzV6JnUUTH8faUfn3r25cBYuo0WoSDBnkDxXoNF6\n",
       "3Eny3KtdwQys3hlKverdDKzOGTnq2d4ZhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEY\n",
       "hmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYRqnYXLJGqdhcskYjsLlkjUZQUb2r5xqIRvemGy0gbbQQ\n",
       "dVwP0zA6SawPLbjIqWEYhmGUjwmmYRiGYZSACaZh1BS5DGRoo0thGNnIto0uQU/E4vqGx/owS0KW\n",
       "gUxtdCl6ENaHWXNkIMg6kN6NLkk3xvowDaNrkQgYAgxodEkMI4OhaNs/pNEFaTZMMMtCTgJpa3Qp\n",
       "jG7LIPSZMsE0ujNeKIc3tBRNiAlmeVwArN/oQhjdFt8QmWAa3RlfT4c1tBRNiAlmyUhv1IMY3OiS\n",
       "GN0Wn+wzsHaXlDaQQbW7nmF01lPzMMvEBLN0Bsf+G0Yc3xBV4WHK9iDhjDNHo5ENw6gV5mFWiPXH\n",
       "lY6vZCaYRhq1CMkeDGyPTs0FMA4YVU2hDCOGN+xMMMvEPMzSMcE0ilGBhymfADkx2NAO7AXS170f\n",
       "hWUzGrXFkn4qxASzdEwwjWJUEpL9GPBzkK3c+3a0r3xH994E06g1Q4F1mIdZNiaYpWOCaRSjzJCs\n",
       "jAUmAGcAP3UbBwMvAfu79yaYRq0ZAryCCWbZmGCWjgmmUQxvuZeaJXsA8C90aamJbls7cC0mmEbX\n",
       "MQSYg4Vky6aJBFNGNXgqJxNMoxhDgFcpPSR7IHALsJxcOLcdFdHpbuYgE0yj1gxFBdM8zDJpEsGU\n",
       "CLgb2LOBhTDBNIoxFFhA6YK5H3AbhYL5MvAO2qCNBPqB9KttUY0WxjzMCmmWYSU7AVOBEQ0swxBg\n",
       "GSaYRjplCKYMRevUi25DbyeK7cAKYC7Q4a653G1fU+sCGy2JeZgV0iQeJh9GLe5GhqaGAPMwwTTS\n",
       "GQIspDQPczIwCyLRv04v0wvmS8DWbvsyLCxr1I4hqEFmglkmTSCY0hc4CriexjYa7ahgtjewDEZd\n",
       "kQEg25VxQjkh2cnkvEsoFMy5wLbAEuB1TDCN2mEh2QppAsFkEtpgPIF5mEZ9OQf4QxnHDwHmU1qW\n",
       "7IbArOD9crQBGwCsQj3MbYDFmGAatcUbdr1A+je6MM1EMwjmcGApjW80fGNogtkSyHbopAJDix0Z\n",
       "MJTEkKyM0CzvPOIe5uvAWGAVRO+ggjkdE0yjpkgvtA1bAbxGefW75WkWwVxGfiZhIzAPs7U4AZ30\n",
       "vByhSgjJypfRQeLfjx2b5GFOQBsy0JDsYLpcMGVk11zX6KYMBt6AaB0qmBaWLYNmEsxGW9kmmK3F\n",
       "cOAZYGBp43+lD9AP7XMMPcyTge+hYhiyIYV9mKFgvuT+e8Hsgr5zmQA8WvvrGt0H2QDkVJDD3IYh\n",
       "aF0DbVct8acMmkEwh6GWkAmmUU+GoV0BKyit3g1B6+gbdAqmRMB4dOWRsblDpRfaN58kmCvd+5fd\n",
       "/670MEfoPTsnejd6HqcBHwH+5H7noWh9AvMwy6YZBLOGHqb0A/l7hQ2ECWZrUa6h5sdLBoJJOyCo\n",
       "p+oEU84BvqHHRquC82MeZvQmsIiuzZL11xybeZTRzIwCLgVeQPvEvWEHJphl02KCyZHAIZS9vqBE\n",
       "7t6uf6qhU/QZ9cELZql95z7UtZpclux41Mh6FRjuwrbvAb5CvncJhSFZ0H7MrvQw/TXHd8G1je7B\n",
       "SNToug/YhfyQ7FJMMMuiGQRzGLUTzE+hEyCUm+gwAHgLojWoB1Hq5NpG81KGhykRuvDzq6hgeg9z\n",
       "PPCKS7B4FRiDZse+m8IkoOXu+FAwv4SGc7tKMH2/qAlmzyUumGFI1gSzTJpharzh1KQPU7YF1kcr\n",
       "TrmCOYRcQ7aCXFq20XMpx8P8MnAE8H5gLdDmohDjUA8TdEjSpmhi0J1udp+Q5ajQBvUqukP/i3mY\n",
       "RqV4wXwZOBsVSZ9Qtgz77cuiWQQz8DAlSmhsSmEH4Fa0ApUrmO3krLKVWD9mD0faUPFaSWmCuS3w\n",
       "PYhcmFW8l+k8TECFc1fgxZT668NkSYZYVwqmYI1mTyYUzHbgIMDPXrUU2FJfSgdEs+teuiajiUKy\n",
       "0dvo5NOVhkMnodNBLaHsPsy8jnITzJ6PS+CJhNLEKuwXglxYdhw5wZxPp2Am4utXPQWz3ZXHBLNH\n",
       "IhGdghkJ8F3gCIiWuQOWkQvJPgKySQMK2VQ0g2D6kCxU13BsQC6JopKQbCiYNp9s0yOfBUkTCh+O\n",
       "hdI8zLBfCHL93D7pB1QwdyF/soKQRnmYT2OC2VMZCAhEb+jb6McQPRLsXwqM0DmTGQZsX/cSNhnN\n",
       "IpjeIqqm4Qg9zHIFcxRaucA8zJ7CKcDeKfvKFczQoIJ0DzNcziuOF8yVCfu6UjD/hwlmT8WHY9Pw\n",
       "ST9j3HsTzCJ0c8GUXuhDXUsPsxLBnEBuILkJZs9gDLBZyr5h5ASsmpBs3MOE4oJZ75Cs8zAl6oLr\n",
       "G42lmGAuQyevGIOOHjDBLEI3F0za0XkP33bvK2w4pA0dnP0KnX2Y0gvkQyCXgtwEcmTGBUwwexTS\n",
       "hjYm01IOqDYkuxoYhDZEXii9cKaFZFeijVaSYK4C+rtxnLXET8axFhte0BMpxcP0gnkfsI2NMc+m\n",
       "uwtm2H8JZQmmjAaZ5N6MAxZBtJach7k/8C20otwGfDHjYuPJF8yumNdzh4QVLYyuYRQQke1hlhjV\n",
       "kF6oOIZCtxqNaCxzdQ5ywjk7+TqdCUYJghm9g47jXC+9HBXhQ8mvYGHZJkVOBvkVyKEJO4sIZrQa\n",
       "zZLuQCMNi4AptS9jz6G7C6aftMCznNI9zFPRKcggF46FnGBuBtwI0a+B84FJIBulXCv0ML1VVmu+\n",
       "CRzeBdc1ChkDPIv+5v0S9pfjYbaTW5LLsxrY2d3DMx/4MkRJfZSe5aSP711ARVPYSQRyM8ighJ1+\n",
       "sepXUKPSaCqkL/BD9+YTCQcU8zBB29dp6LJ0D2Fh2Uy6u2CGCT+g1nCpS3xNcn/+9Rz32mfJboom\n",
       "POBCvlcCx6RcKxTMheQ6yWvJCGDjLriuUcgY9PecAySl0pcjmPH+S9As2QOBu3KbonUQ/ZBsvo3O\n",
       "O5vEfHTijXIZ5sqS5E17D3M+Np9sM3Ig2oZdBIxO2F+KYC4lJ5hPkt5NYdAcgllhSJYNyAlm6GEu\n",
       "QxvAzdEwhOev6FyzDolAPu5CbuGMLQuprOEqhglm/VgP/R2fIllIygjJFvRfgnqYU8kTzFKIfhub\n",
       "kD3k/9s773CpqqsPv4delA6CSBEpAoqoFBMssXcTUzT2mmIs0Viixs+oMUWN0S8xauyJms8YS2LD\n",
       "FsXYsMWGCggWujRFsRDA9f2x1pk5c+acaffO3OHe9T4PD3NP3XNmn/3ba+21167Qwsy8A5sl7HPB\n",
       "rDnSmPEPBwP/R7q7vlwL8x102TknhXVBMOMWZqmCOQgYaIIXEcxgrV1nHLmC+RwwHCRMjLABcCUw\n",
       "AfjIVo8AbbiqZWH6xOHasAFZwUzqUZdrYSYJpgDPNKyYOVRqYQ60/2OCKQFZl6wLZk2QccDMFPd4\n",
       "uddqD+yNesaWAL0TIp1LtTDDDuS7uGAWpN4FMz6GWaJLVgK0oViDVoZNyA22WAasJms1YsEZM8g2\n",
       "LIPt/4PJumOhKi5ZCdDOwSYm8E51CQVzOsUFM5KSMZFwWa8onwOvQhDf3hAaYmHOId/C7ACstXrv\n",
       "glkbBqHP+YRGuFY/NKhsiQXv/Jd8Y6JUwYSshblxI5St2VLvjXM/tKEImUE2D2IheqIVaDpaSccC\n",
       "r0b2L9N9eTk9XwW2sM+DUSvhAKoumKyHpv37GG+4akEfNCLwbYqOYQar0OkeHVKulWRhrgSeaoRy\n",
       "RqnUwhwE3E++YEbL7YJZG/oCU4BTQRoaaR/W4ZDF5I9jluqSBW3XFgOdQKox57dZUO+CGfaOQ55E\n",
       "3azF3AYD0YCO99FoRchmXIGMYOYRFcxBwGNkA0RCLMqxkrEI6ZpSGXugPb1Z+DhmLQgtzLeBoQnW\n",
       "Y9TChMJu2aSgn8vRlSEakyIWpmyUYgUPRN+b9UGi0d2hOxZcMGtFKJiz0E58Q+iDumJDksYx+6H1\n",
       "vBDLUW/bh2ZAuJVZgHVBMN/P/hmsAe5Gl1Iqdt4c+/cN4OWYNbmU4oI5GLgX7YVHBDMQKg/8+Rnw\n",
       "h4TtLpi1xcZsguWo2z7eM+9KfrBZt5RrJQT9BEshKNazL5diFuYD6NziOOE79AYa6BaSYGF6tp8q\n",
       "0xft+KR5NsqhiIUp/dFsU2mZpUKWo+9C2D564E8B6l0wQ0sxyt+Bg0FGFXjBoxbm9sDLsf2/Bq5P\n",
       "OM8EU1qhDc1s4N/kTzav1C07Ejgw1tOHRhdMaWPZbFoA0kktdwCZCJImbFFCCxPyGi9pjTY8SyPH\n",
       "Pw0cpIEWsmfsWkku2WqwCOibXOclQBu5SQnnhYL5GrnDGZFyByuBtZQ+ZcupjA3ICmZD3/O4YMYt\n",
       "zO2Ap0tYCvFDcq3QOgz8kVEglzR1KaCuBVM6oIEwi2I7pqBzj6YAh6WcHDYSc9DvGBPMYDoECa6K\n",
       "YBnqXhts/94HDgFujx1YqWCOAF4HjohtDwWzMXqeABcAFzXCddYFTkWXLQK4FPUoFEACchub+DMf\n",
       "ACzNrvAAaEaoE9B6cG8kkhqSg36qQPAZOi6f1CHogWYbiglm5h1aiI5jRp9N1CUL7patBaGFOYuq\n",
       "W5hsS2nTmsK2NKQeLcztgH2buhBQ14LJQGBeLIMK6pYNDgbOBnaz+ZLXxgbRw2kkoXUatzAL8Qzq\n",
       "2jLRDT6O5LINqWBqibS1cp2BrpQRJZw+kxa1SZnusrHAMY0Tvl73TCKbzmsIuW7HJLqh+YlX2d/x\n",
       "xmsYKqIRgneBm+zcN8kdf6qVhQkZKzOPQcBcYGIsF+gAsu/Qw6j3JDw/Xm4XzOrTl+zYeTUEM25h\n",
       "lhB4FrwCwWmRDRUIZtXzz44GBtTDkEETC6YMjfXWoyS5Y6M8iVaKUcCx6Kr3mDt1c/SHfwcdf5xV\n",
       "RqFuQ62JVSqWiVRiYQ5BA4+eALrrd88QWpgz9Dhpl3D+8SC3llhpRqLfOy1zUTNBWgET0WfWCW3w\n",
       "iwnm5qirPSTuHhtObkq7kNOBHdEO1fjI9hpZmEC6qA1CO4ULyI2GjQTNBV+g45z727OqQDAlAPlb\n",
       "CUF3Th4SkB0KsKGXBglAkkvWLEzphrY3/6ngurMpS8wlAGaBDK7gXqUyGl3bs8kXCKiSYMoYkCtK\n",
       "OPBm4MyUfbGAnzxmoqH+J6HTP8Jgne+gDcFLtrL4wHwrtSCTKS7WlQT9DAdmWFkmA9GxMBPM4AvU\n",
       "UkiqsJPQ73Zw4dtIZyvbmcBxZZZxXWM4GrW8ESp6n1FcML8B3BP5O97bT7AwQX+34EvgBWC8RTwP\n",
       "o7YW5jzgdpDbYtsHo/X1GeCrke1bosE+IX8HLkMF/peU75KdgE6z2r7cgjt0Bz7XOZPBCrSuNiRj\n",
       "WCEL82TgUQhWV3DdWehyb2mGTJzN0PpXRtSvtAe5EOS+Ek8Yjc5sGFD6PapDIwqmtAd5yjJQ7IAG\n",
       "txToQUl7VOS+l2JRxaeUxAgEdTkcC9wBjDG354XAmdnB7qKD3vHrfgHcReqqEkBlFuYIspbLA8Be\n",
       "kX2hhQn50Ywhm6ECeJmNTRW6zyxUlHuDJFRkOQTk9+UUvk75CuppWIguBv00+p1T5rhJgCa4vzuy\n",
       "0QQz41ZKszBDTDC5DB3TrKWFeRJq5e4dc7eHncsnyI2U3d62hdwDjEF764cBN0b2lSKYP0A7dA2d\n",
       "EtESCccvQxoa4Jc0raQ3yI7owhNJydhLIFiNvhOl5pTdGTVYinVUo1yCZlrbFqRIOyo90Wjf58lm\n",
       "rWoyGtPCHIdaQWNQt1cvCi8ZtCXqgnwL2D9hfzErD7SxXAFcgYrvnugyXv8qq+T5XGzXTGMRqd9N\n",
       "1ktxT5iFCcAjwKRIL66IYEo79OW6FY3kTVrKJ2Qk8KalALwROCZ2rWHo6iyH1mDsodpsA0xFXe+7\n",
       "oC/6dDL5YWV/dM3TsJ6PRaNBX89eIvgIdWVubhtSLMwMb6K//d5kF6GukYUZLIfgdeAltFMaMgjt\n",
       "4N0P7GKRw63RwI9/R87/EoKZ2igG90PwZuQaM8k+A0O2BPm1WdM90ff0LPTdTUHG25QGJ5e4YDZg\n",
       "HFNaoe7XqGAuRi2wm4CjIFiYcGKpTKN0AdwFrXfxNqsvyBb5h0uAtl+nAI+jgluI0eg7N4fmZWFm\n",
       "3DTjUNH8kIIvFtuga1FeAZyekBKumEsW1LI8BR2/GYW6K28tr9hJBNOLiO6rQA+QpDHCE8jtuYdE\n",
       "LMxgBdrohdZAD7IZN94gPyH4cDQA6Qu79tEFyjaSzCos3IhOwekY2f871B23iFRLQdYzl0kdT02R\n",
       "zdEX7wl03OVrqHDa85PWaMfgNOA+e1EPBe5M8DpMAXaIBGalLfKMBYA9h0bm3opaa7VyyYY8BOwe\n",
       "+XswWj+Woks07YaK3wfJ0eCJPApsE5miszfqpdgGzal8HdoYPwSMTU7hKHuhAn1peV8n7zq9QDYr\n",
       "4klZ10gSzE0rvFY3dEm5VZFtS9F25CEIHqrwuiHTSE7WH0PaonEkV5AvsKcDUxLGu8PvPB01HHYr\n",
       "cpPR6Ds9lzoQzGKU4c6Uyei6ezeCrAS5CuTcAsffBnK4vnjyIsiBkX3tQZaAlPGAZDbIquImfmMh\n",
       "Y62MI7X3Lb+w7/I8yOfkrLMobUCWRyIUATkJ5Cb7/GrWdSpjQKI9f0AOAvm7fe5o17oWJCKc0sF6\n",
       "93fGnuWDIIfa524gH6vLUq4ASVk0W/YBEZDzoxtLfTKNQJF7ycYgi/W5AMhZVt5vgpwJcql9h+dU\n",
       "OOU1kBNBliVbP3IQyN0gw7UeFS1eJxVgGWv3rXE0smwNEkm8IctBwoCP40H+YvXrT2Ve975sJ1Du\n",
       "0volnUDeAnkhW6dlLnlrx0pXkA9BdgVZSk5Qm2xkZSqhgy7HWR19U3+PmtW7Mu8TzveVriCnlHD8\n",
       "KSCXR/7eDeSJ9OMLXmsESMKwgfyCTIenIcjXQR4o4bhJIK9YHfmcnA62zAS5DuQ/qLCG208Budo+\n",
       "DwVZQOGhuyvsnMNBbqns+1RERfWuxJOkDcgKkD3s5X0f5ABthFLPec9eCEB2tHOOAemBjrE9XGZR\n",
       "7wJ5tLxzGop83yrMAyBfgPzEGotXQLaNHLeDVpycczeyBrytNUDmn5cOdq1I71p+CfLzyN/f1L/l\n",
       "vWxlkxNB1oCsBRkTO9bccnIoiAW8yP4gk1O+1yUgV4IsArkJnaxfT4J5KchvIn8fYMI1FmQrtCMz\n",
       "nUyHQnaz/b9Kud6G9lucBvLPMooZ2L1rHO4urUDmgPwWZAuQTyP1YEOQj6wBKzNKWr4H8n/2Dq7I\n",
       "Nr6yIUivyHH3gsSybcnh2WcnvwC5JrLvV/b8k4ZeotfYHWQhuWJch4IpvUA+sWf/XftuI4qccwlI\n",
       "JMBRuqKGRdv0cxKvMwJkJ5DGzlUcvccm2h4XPe4CEJvvLe9E2vPhIPOtnj4K8iN7N3+FdrxsPrAE\n",
       "qKFTYExcXkKFeUcq7mBURLUEUwJrkKahluEqe6GGaYOeeM5IezEiDY0cAfIPVGxezD7Ukou6P8ge\n",
       "5Z3TUCQAuQPkGdSiWYta2JeC/Cxy3G9Bzks4fyraI/+UnNy08iC51uM9CQ1UADLLKmKAWqm7g+wS\n",
       "e65t7VmPQjsVljRBeqA9+YSFZ+UFkO1BBqI9/oOoXcNF4XtJJ7RTMjiybZw1WmEDPwqdghOx/OQE\n",
       "Cva+ZaZdd5P0Y+oJ6Yt6GWaT11GUTqjIlTnkIn1Rsb0LJJ6sI3rcBeRlXpH7QSyCW3qiHoDN0Q7g\n",
       "YpCfWr1K6VxIYO9+fIJ6PQrmudbOnW2/wQJ95zP7R5ATeCad0E7xxNh1poGUsphEePymaEfobf2N\n",
       "qoW0sjbJ8l5LYG1BLOZBngPZyT7fS6ZDJD8h492QsSAfoJ3v31s9iT6bC0F+l1KOLminoj1qjaYM\n",
       "lcj6IL8pXN9le8pz8VdDMKU1yGMg80C+b9teQC2iVtYgJ/jp5X/1QeVtD0AuQ63NOh4/iyJtrFEI\n",
       "rKHZEWQ/cixkmZn8YsiJqBvrs9yGRHZC3WCtrDIsIWOB5pxvQizjtDKlVRi5wH6jleSk5ZML7KWN\n",
       "THjOVNJ45aqxYCaOkW0Ecjl5VqB0AXm8gbc8CmS7hl2jOSBboV6FbQscMxTtXPQD6Y2ON66INYTH\n",
       "oR3Jq9AOYCuQ11EvUkfUmt0XZGcTgu1AZiT87nUmmNLJBOAkdFbAbHvfl1g7sKe1eytBfmDn/BTk\n",
       "zoRrXQsSWepL2qLWWGzWgOwDcjHIyyCnosM+V1b2NUtF7kO9DSfa912BiqLFQ0hP2xa66S+0etMJ\n",
       "7bzvE7nWueR1+DP7htr12+r3likglsFN9si+19IB7aQktQsXoR3mlGxAMhH1vt2e3kbmn1TicfGT\n",
       "pECGBTkR5N+5hZDjQCxFlxxjDbWJpnQ2AViWLACg91rXl5eR7vbSfBPkWNQ9kZIDVAaQN1YrAWpl\n",
       "H46Oz6UEMsm2qFC+BHJ2gfK0RsdGY8FEEqCC+yY6LnYa2tlJEp9aC+YbIJHQdtkcbaRvIuP6cZoO\n",
       "ucjq3TJ7x2+I7W+NjlteRmY8Uza1xvEtNN5hMsi/UAt0hrYn+Teq+lcp+T7SFxXJ66wBX4laTmFC\n",
       "h7tR629PE4LFJnTLSHTZylFoJ/swq9+Xo67eG+29v8feyyUmSD+3e62HRi1XEekIcj3Iw1a2tiA3\n",
       "W1txNCrs90aO74rGCswC+XMZwoRpyA/tWT1t33co6sK9IHLcPJD/QaO3bQqUjLZ24Scgj8WuG4AM\n",
       "sbbkCLvPtRQ0xjIzFyoWzLVogI5lWZD29rK8glpHRSK95AirVOfY8asoa5xoXUX2AnnWKtwOxY/P\n",
       "O39r1NWzIlc4co5pjY41HkzZYyE51zkbHXu+zhqxY5MOqvz65RcIHR9eYv9vZQ1qWu5gp+ZIFxPD\n",
       "ctOoTQA5klyPyiCQq0nuKNeJYIZDTHJeVgzkfpC/2uf2+jnqypZ9TRBTxjdlGMiX1kYsQq3VpBcQ\n",
       "HQAAGKtJREFUjdDO8iNowMuXIKc29Ms1Dpnht39YuxRrJ6S/iXqZ3kHZ2b7zWyAbmBjPtr8j84pl\n",
       "NNphfgXthNyCdkoOQ63TeXb/g0B+jHrPFqLjx2aIyWQV1jDOQ1qj3o3QYxAmNalYMMehvucFqAtw\n",
       "plWC8VrRS7rMXtlCSg8avnhqC0GGkDOWWdV7FQtcaYIxTBltnY43KGhBO82YGgqm/BONPzgUDejZ\n",
       "DbUcF6Aeo7hAfFXbwZxtZQaAZQyRzmQCq6R19jqyHXU5X7ragW5yMMi7pK47LD1Ra3NcZNs29vv9\n",
       "De3875xfTmmDRt0uQgMD56Cu7j+hcTCh4ZFY70ppJMMfbiI67+0BSls2xmleROpCs7qXU9/Uqi7Y\n",
       "tCRGoMugjULnNv4DuBNN2L+0wPnOOoW0QX9jsWQgeQeQUO+KVcQp5GYUcVouT6DJAWrBFLzeOUqt\n",
       "6t0UvM45WWrZ3jmO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO\n",
       "4ziO4ziO4ziO4zhOqXguWadUPJes0xR4LlmnKaio3vmKJE5IEyzv5Tj1sh5mTYrQCUSyy3w5TUhi\n",
       "fShjVWzHcRyninS2//s3aSmcVFwwHcdx6gMXzDrHBdNxHKc+cMGsc1wwHcdx6oNO9r8LZp3igplB\n",
       "eoNMbupSOC0NGQ3Ss6lL4dQFoYW5UZOWwknFBTPLQGDrpi6E05KQG4BpwOFNXRKnLugMfIlbmHWL\n",
       "C2aWnmR7eI5TZSQADgP+SNYV57RsOgPv4oJZt7hgZukFdLKGzHGqTSdgNfAB0LGJy+LUB52Bmbhg\n",
       "1i0umFnCcSRvvJxa0BVYAXyO1zlH6Qy8D6wH4nWiDnHBzBIKprvHnFrQDfgIFUyvcw5oPVgJLAQ2\n",
       "bOKyOAm4YGYJBdPHMZ1aEFqYn+EWpqN0Bj4F5uNu2brEBTNLmL/RBdOpBV3JWpgumA64YNY9LphZ\n",
       "3CXr1JJuZMcwvc45oIL5GRoI1ruJy+Ik4IKZpSdaWd3CdGpBaGG6S9YJCS3MpTS5YMoUkKFNW4b6\n",
       "wwUzSy9gLt7bd2qDW5hOnFAwl5AdImoqRgL9mrgMdYcLZpaewBzcwnRqg1uYTpw6sTCljd1/vaYr\n",
       "Q33iggmAdADaAYtwwXRqQ9TCdMF0QD0N9WBh9gYCYP0mLENd0qapC1An9ASWoZXV3WNOLYhGyXqd\n",
       "cyBrYa6iaccw+9r/bmHGcMFUQsH0oB+nVvg8TCdOGCW7nKa1MF0wU3CXrNITHTdwC9OpFe6SdeKE\n",
       "FuYyoAdIFdpn6QoyqMhBoWC6SzaGC6bSC7cwndoSc8l60n8nFMxgNZoir1sV7nEw8Jsix/RFlxlz\n",
       "CzOGC6YSHcN0wXRqgVmYwRpgDRp05rRsQgsT1ONVDbfsBhRfoLovmgTeLcwYLphKH9wl69SW0MIE\n",
       "d8s6OpWjDfCFbajW1JI+FBfMDYBZuIWZhwumMg54BXfJOjVBWqP1bKVt+AzvqLV0OgGfQSD2d7Wm\n",
       "lvQB+hcZH+0LvI0LZh4tVDCljfXosIozCXgStzCd2tAF+BiCL+1vtzCdMEI2pJoWZlsKi3Ff1MJ0\n",
       "l2yMFiqY/A5YDHIhmgLqQwgW4hamUxvCCNkQn4vpRMcvoXoWZm/U7VvILRsKpluYMVqqYPYFLgSO\n",
       "Ak4CnrLtHvTj1ILo+CX4XMwWgvQHuSBlZ1wwq2lhvkqqYEpHtC7OxQUzj5YqmN2AN9Dw6u+j7lhw\n",
       "l6xTG8KkBSHukm0ZbA38KGVfDSxMaYsOB7xGuoW5AZoi9BPcJZtHSxXMsMG6FngeeMy2u0vWqQUb\n",
       "oNOYQtwl2zIYAPQESbIcwzyyIQ2wMKUVyOCEHb3QLEJzSBfMvqhgrsQtzDxaqmB2Az6C4AsIJkLw\n",
       "rm13C9OpBROBFyN/u0u2ZTDQ/h+VsC9uYc4H+ld4n4OB10GGxLb3BhbbtdMEsx+wELcwE2nJgrki\n",
       "YbtbmE4tmAQ8HfnbXbItgwGoEKUJZjRKdq4dXwmHAS8Af7EpTCF9UMGcR7oYh4L5OdAuO5vAgZYr\n",
       "mPGgixCzMD1NmVMtpCOwOdqghfg8zJbBAHT4J0kwQ3dpyDKgA0gJVp7sDnKWfe4HTAD2AzYENo0c\n",
       "GBXMIhZmIHgQZB4tUDClA7rW2xf5+4K1wGqgfW3L5LQgxgNvQBC1JtzCbBkMBB4kWTAHounojEAo\n",
       "amVKN5D2wB+BPWzjd4F/QLDSzu8TOaEPGkw0T68r3RMuGlqY4G7ZPFqgYIYBP5mMGnHcLetUk7g7\n",
       "FjzopwUgrVExehSd+x1nIBqME2UOqYIp3dHAoOfQ9TP72Y7xwL/s8xJyA4dsDDP4BA14vDXmssWu\n",
       "s8g+e+BPjJYomBbwk4oH/jjV5CvAM7FtHvTT/OmHCtxsYP0E6y5mYQJqIQ4kmT6opXgTcCjZJbn6\n",
       "o0E9oO7X3rFzFtvn01A38P6x6/Yla2GuxC3MHFqiYMbnwMVxv71TTcaRO34J7pJtCQwA5phnaxaw\n",
       "SWx/mRYmPdGxxsvRPNjtQDqj45ahYMYtzNAliy0h9gQwNHbduEu2zi1M6QbyNU0KUX1aomAWszDd\n",
       "JetUCdkQzeMZtyTcJdv8GYhajJAXpSrtUWtvYeycQhZmuCQhJsKLUOuwP7DAjllCZgxTAmA08E7s\n",
       "+pHgH2lt5fjANqwLLtkfArcAMxLcy42OC2Y+60IlcdZNxgEvJoyfu0u2+WMWJpA/x9JELlgbO2cO\n",
       "JQkmoII5AlhtAT+Qa2FuDrRGs/yEWPAPgDxlx3xoa7RCg1yy0hqkFmu8jgbOBT4k/Vk1Gi1RMIu5\n",
       "ZBeibg3HaWxMMPNwl2zzZxBZCzMumEnuWCgcJZskmFuTtS4hVzC/DdwR66yZhSnd0WC0Y8gG/EDD\n",
       "XLJHA7+v8NxyGAm8CcwEhlf7Zi1RMItZmA2ZMOw4hSgkmO6Sbd4MRxt1yM+0M4iCgpk4LzxJMLci\n",
       "O34JOS7ZUDCTrp8RmkPJdQs3JOhnU9TirSLSyu7zFi6YVaOYhemC6VQBCUgXTHfJNn9GANPtc5KF\n",
       "GR/XBoJP0c79dgnXiwvmQvItTIuSlSGooRAPNluMtodj0KkoXckXzEotzI3tXzUZgE4RXIELZtVw\n",
       "C9OpEgXTiPVBx5AWJOxzl2yzRjqhCfdDUYynpktzyQIcCdwBMja2PcnCHECuhbkM6I7OzXw+smC5\n",
       "EXyJ1scd0SUOXyBXMD9GRbQShqDu3mqm1huFumOhoGBKG5BzSsuaVJhmKpgyukDElAumUwXkIOC+\n",
       "AgdsAsxKSZjxCZU3TE79Mxz97cOgHrMwJQA5GtgdnZ+ZQPAgcDVwYGxHkmBCTocsWIN603ZCp54k\n",
       "Mdf2zwQuBR6J7HsLDQQqEwlQ6/JTqtuWjkTLCKmCKe2BG4BfoBZ4g2iGginrAc8Cu6QcUMwlG6aN\n",
       "agdyg/nJHacA0hZdkHzLAgcNITekP8osYKhFFg4GqbpryWkspHuBRaFDRgAzIn+vQL0NuwI/B04k\n",
       "m50nibfJjwBNE8z5seOWALuRLpjzUOt3JgS3Q/B4ZN9UYEIF0zW6A4IuVD24zHPLIWphvgdsaKlP\n",
       "DTkanSLTDfg7+XNfy6Y5isEh6EB1WuNVzML8ABXVbYCjSE5j5ThRjkLFsDNIl5RjNiHdivgYbdiG\n",
       "AKcC5zR+EZ0qsTXwkyILNmxKdvwS8zLMB44FboPgnwVSdYK6cgfFtpUjmIMpbGFCNiApQrAUHedM\n",
       "yn1biI2Bd+1fI4xjyjCQcxN2jCJjYQarUdHcKbKs2VHAwRDsB0xD369C92ljiyOk0swEUwLgOOBm\n",
       "0gWziIWZ8esfYBsmNV75nPpBApAfg3y/ES62G3A9KohpvdhCFibA68Bm6FqZExqhTE5VkbtAeqFu\n",
       "wM6olZZGTDABFbZvAJNLuFlsPqYE5AtmmGwgPka+BDUQEoKKALUwF1mnLYlnUeMhAdka5N6EHUPI\n",
       "CubglOuWw95o5yJ67zZosFK0I/AacCvwN/P6bImOzULhdzNkX/IjiXNoZoLJSNQdcAmVW5igva7v\n",
       "AP/GBbO5cglqyX2zEa41CG0czLWaSDHBnIZG0W6GBkt0a4RyOVVBBqM5WMeRnTpRqDHelFyXLKhQ\n",
       "fUF+Iv4k5gN9IwE0nYAvIfg8e0jwBXAe+dmCFgOvFLBg3yNfzKNMRfMfJ/FVYPcEqyy0MN8j0cKU\n",
       "PUB2SL+l7ATyJMilNiS2DTpMFvXejALmWYRsyEFox2UY6u5+N9IReIdUCzMTUHU0cHt6uepCMGWk\n",
       "9lLkgWLmcAlsivrN30IH1WNRURKQvnh0lHBZnIuBbRtYJqc++Rb6gjR4XINslOMs9GVNooBLFlDB\n",
       "PARtWP+DNsZVRgJ1dzllEjb2Y1ELczmpHSVph9aJJAvzUXMlFiFYjQpfmFClF7nWZXjc+ZEsPSEL\n",
       "0PqUxmR0SbA0ngW2TXE5j0FTPU6MbY+6ZAcnnHcycBdI2pqcR6OrsOyNGizboN836hoeT940mWAN\n",
       "BP9FV4Q5z8oekmJhSh/gZZAz0La+7i3MPdA1KAeiE28bQhiJuAZ4A9gitn8jNIS/FMFciFam7iB9\n",
       "ixzfBMgEkO81dSnWTaQDmmT6MWBgw0LfpSPq5v+AVAtTOgE9SJ5SEvI6aqlOBZ6nNm5ZC5qQNKvY\n",
       "SeZr6IozoWA+SLpnYQIw3ZbUinIDmtKtVKLjmHF3bCEuRQOLUgjWQPBB+n5eQ9vLYxP2jUGfQ3ye\n",
       "aIExTAnQZ3ILusRYDGkH7AX8Dh1aOxmNSbkf9b6EJAhmhgds/9TItiVA+wTPzXh0/PYC4E6b+5pK\n",
       "PQjmZsBDaOb8hjYSQ8n24l8m3y07AXiuyAA76A/9pI1nPo2a92UiaW6MxuIw4Igq36O5MgR4316O\n",
       "RTQsB+UA1DX0Jeku2Y2B9xJyhUaZAaxFe9a1EsyRaDTjhTW4V3NiB+By1LLqj07FSBPMndCOWYxg\n",
       "JgTTyrhndByzJ2rVlkDwaSS3bAUEa9HgmV/lWoTSGs3jeiU5gimtUO/Iq6gVHYBEp6YMQ6dRnQFs\n",
       "A9KPXHYAZkCwAHWPfhMVvml2v5C0JCCgHRjIEcxAUG2Iu2XHAXeiLvZfplwvQ70I5jS0oYib9uVi\n",
       "FiagjU58/HGibS/GTUAYDHIVcEZ500tkQ+AZkGrOQdoFGFkkOs9JZhgaqg+lBQMUIjrpPE0wi41f\n",
       "AsEq1KPxBPqiT7I5ZNVkU3SO3w46d9kpjHQDORAN8vkH6qV4Hx0CKiSYj6fsK4e4YJZqYTYCwTQ0\n",
       "mOaHkY1DUKttMip8oZdmFJp9Z56J7VXAjyPnTQSmWn2/j/z1OPdHny0QvI0aPlNRj6FZmNLe7pMS\n",
       "+RssAPYhO0czZDawBchekW3hggiTIXg3+XpZmlgwpRXaa3iDxhHMqIV5P7BHrNGZQEmCGayKDCZP\n",
       "RgfnywkOCS3SMqwEuQLkHZDzSzi2PzrG2godz3DKYziNJ5jRPKDzgW42FzjKVmTnixUg2Fdf2mAO\n",
       "8BI6plkGcqIGSpTMSLvPXejQiFOYW4CTgJ/auOI01J03GxiW33mVjmiD/BQN5310+GBTdMyxkBu1\n",
       "GlwHHBmZkzkGeA2C5ahwHWPbd0A7fSF/Ar5lEcWgbfxz9vkONMetIQHwdTKCCajhcj2qEWGnbj/g\n",
       "PxB8ll7c4P4ET+I7qBv4r9rxkQB1yaZZqmVTzHXZ0MtvDGLzgKQVyIc2CFvJtdqDrLJw4nDbMxqR\n",
       "BTYp/BPyVzov5dr7gLxSujUnt5j4XVzi8W1AloPsDLKiePCTHA5yh32/7Uu7R4Opcl2o5b3kGpDj\n",
       "7POZIL9twLXOz+3kyMPohOnw7wBkOkhKaH7qdXcCeatMz8ZzIG+UcfxLIBNBDgC5p4TjA4tcrOVq\n",
       "PrWqd0XuI91APs4NJJTr7HkEIB+B9Izs62B1o5Qo2FKKtw/IuyBLQC4EKTSNpUrI85H29Fcgv7DP\n",
       "o61cA0D+BhIbKpLrQWxusbwAYp4/6WjPzWJEZJy+K4n3Duz5bwHyZrYcZZV/BLrY9FZW3gNBPkhp\n",
       "1yuqd9VuuPYFicxDkoe1YlR0rREgs2LbTge52j5vBRIP7S712q20IZK07EHxYz8A+T7IE8WPB61A\n",
       "8rJ9fgzkG0WO/wvID60i/qC0ezSY5iSYj2d/S/k2yN0NuNZNIMdE/t4eZDaZjptsZZ2nMl3nElgD\n",
       "VaJnQwaBLLUOV88Sjm8FstKEoC/aYSsiznIIiGQ7GzWhXgTzUPLmHMowEAtqkSdNIPcHmQuyBuSf\n",
       "qEXYGMUbBrJYOzhNhRxjov0nkEXk5LeV01TsZAk67SZ63mg7fheQ+eRm47kS5Nf2+QIKGhlyGGr0\n",
       "PFX++5R3rb2trPenHVDRVRtQolIufxbIJZG/T9cGqKxr9LXKeg7IQ7F9Q+0BT7feyZkNKOtRIA+W\n",
       "cNwWIG9bQ/QJJUVgyoWRSvMjkJsLHNvWGsaBVkkvL638DaY5CeZ8FRgA2RLktcLHF7zWYyCxoDB5\n",
       "HOQ3IF1ArtLft6Jr7wUyjZJSk8kpqMXzEMjXSzh+AEhkzp7M0LqbenxXkAUgfwC5s/j1G416Ecy7\n",
       "QI4ssL8/yFSQ90G2JcfT1Vg0dZpOCdAO4a/1++btPx7kxWQxkwdAPtcORc72QSDLQHqiXrwi0/hk\n",
       "LI02FUp654t7dmdFVyzzcIuikq/ZAyoy+VruIcd8l56U7JaVLtrbkqnoPE4B+WNymWRUbq+mEqQ9\n",
       "2rs6rMhxV0fEb3puIyS7mTgeDbKBid4YkJfJuFalH9rbjyTjznEz7wHyjH3eO13EZbCKfGo5O4Nc\n",
       "VriRzD2hxOMagwrvJdeBFJpThn3vz7ONj3RBLa1YAyAbk+j2kjYmsmeBnAsyh7zcr7IxyN2olfEf\n",
       "MlZI2d8nAHka5KcUnNokbUBetbpxDiW5mGVXkEgwilwDclKB408HuTVSP8vNL1opNRRMuQwklqBb\n",
       "DgJ53b5zjyKXaINOIXLykPEgF6XsuwZ1zc6uYb0qRjUFU9ZDzXQB+Q7aK34UHSOJjHdErS35LmqJ\n",
       "xXJvyrVWcbexHsCe9ncfa4h2toc/F+3NXGwNyxkg+1XyJUtHRoIstDJehPa2v00myENGoGa+vVhy\n",
       "tTWc/VEX7SLU7XAban0usGf1ekwUf4+6p9uCbGcv63n2PW8AOdmO28SucbQ13iejHYQzUSt0oZYv\n",
       "73u0A5kM8gjq5jmX4r3XOhdM+Yo9iyX5jV7mmMB+u5gLVn6GjgePtGe6tV3nJXQsqqP9fxzaoXvL\n",
       "fvsbUbFNGXOWduV/j7xrbGm/03LUxXciyNfJHS87C+Rf+hvKDlbu1pHvPMzemQH6DspI1JV8VeQa\n",
       "e6Ou43AVjZ+h400DrB7O1bKA1dnxsXL2ArkZFe7jU77LrqjgtrbvVUrjWEvBvNjeh6tBTkC9BPNQ\n",
       "q6rSdSGdokgb1NKsF7GElHpXzA8sIKcDU9BsEYKGUm+FTib9FJ2DcwQ6WfTPaKjw82g49dnA8WgU\n",
       "1XZoOPZkdM7Z4cBuEMSyUMgIdFJvWzSacT4aZbY/GhU6C42WOkaz69caCdMudQX+i2aj+AqafGE1\n",
       "cBEE5oeXjugE3MPRaMTjILCgDGmVvz5d5h5t0Aiyne0eJwCno/OXxgCba9i2tEbngC1EI8AGossA\n",
       "3Ys++57AP9F5YKvQaLD10UnIL6JRmL2BvwHt7FrhfMAedl3LrRs8R/H60liINc6vZiPdpAuZkHU2\n",
       "QJNeb4xm51iBrid5LRpuf4197owugLsIjVL9FjpvcsfcieTSCo0CnAS0R5/JEWg04nC7Twf0HTgS\n",
       "gki4urQtLVtLQ5FOwKFoMo5NrKxr0O/bDdgagvdV2HkEzbAy3creHs0UsxH6u85Fs6FcDEFk3F/O\n",
       "QKNA56DP7i40SvElYD0IdrLjLkezryxBQ/3fsjLdi77/fwXOR9/d94Cl6LzhU9FVOpaQfX+moGni\n",
       "5tmxc4EP0ee9wFK+1aLeid5HBqER8cPRJCdX5j4jp4Vg9SGXUgTzD+h6bYPR6RX/RefGfAR0QUOE\n",
       "b9WJuIAGU7wDgc07k0loI/UwurL80ajo/rl4RQx94YGAjAHmQ7BMtxdNPlBDMin3egNv55et0vJK\n",
       "N6CVhm5LJ1RAe0FwY4FzWudOkJddrVxd0MwknwL3QBAJSJK26LSC8egcxTZoQxx6Bx6C4ApqK5iz\n",
       "0GcaCsL6qACsjzaoU9EEE8+h04n2Q1cmWI2uVvBjtOH/CK1/Y9GOw00FEk2Ht7ffS7qgCbLvJZN/\n",
       "uF7qnQSo+HUHPsnP1iIjUYFcQm7Ho4jAywS75rP6nGRrYHvgcQhs3pv0R+cBf4z+JlsBayG4zfZP\n",
       "RJMhrEaFtBs69eJAtAPTT6/HlnbuRvZvMJoIoDsqVnta56SGguk4QIWCOYVs3kSnZfMEmhKsFkzB\n",
       "652j1KreTcHrnJOllu2d4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4zQh/w/eD3xAvlMb\n",
       "rwAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d7b9ceed0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (3600, 96), float64\n",
      "Testing data: (2400, 96), float64\n",
      "Training labels: (3600,), uint8\n",
      "Testing labels: (2400,), uint8\n",
      "Accuracy: 68.8 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (300, 1152), float64\n",
      "Testing data: (200, 1152), float64\n",
      "Training labels: (300,), uint8\n",
      "Testing labels: (200,), uint8\n",
      "Feature vectors accuracy: 62.1 %\n",
      "Clips accuracy: 68.5 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Data: (6000, 96), float64\n",
      "Labels: (6000,), uint8\n",
      "Ratio: 4200.0 training, 1800.0 testing\n",
      "  68 (+/- 1.3) <- [69 68 69 66 66 68 68 70 68 68]\n",
      "  69 (+/- 0.7) <- [69 70 67 69 68 69 69 69 68 69]\n",
      "  69 (+/- 0.9) <- [70 69 69 68 69 70 69 68 70 67]\n",
      "  69 (+/- 0.9) <- [70 68 68 68 68 69 68 68 69 70]\n",
      "  70 (+/- 0.4) <- [69 69 70 69 69 69 69 69 69 68]\n",
      "  69 (+/- 1.2) <- [70 71 68 71 70 68 67 67 68 69]\n",
      "  69 (+/- 0.9) <- [69 68 70 68 68 69 71 67 70 68]\n",
      "  69 (+/- 0.8) <- [68 69 67 69 68 70 69 69 69 69]\n",
      "  69 (+/- 0.7) <- [69 67 70 70 68 69 69 68 69 70]\n",
      "  69 (+/- 0.8) <- [70 68 68 68 68 68 69 69 69 69]\n",
      "  69 (+/- 1.3) <- [72 69 69 67 69 68 69 67 68 68]\n",
      "  69 (+/- 0.9) <- [69 69 70 67 67 69 70 69 69 68]\n",
      "  68 (+/- 0.8) <- [68 69 67 68 67 68 67 70 69 67]\n",
      "  69 (+/- 1.2) <- [69 68 68 65 68 69 68 68 69 70]\n",
      "  70 (+/- 0.6) <- [69 70 69 68 69 70 69 69 70 69]\n",
      "  69 (+/- 0.9) <- [69 68 70 69 67 67 69 70 68 68]\n",
      "  70 (+/- 0.8) <- [68 69 69 69 70 70 69 70 70 67]\n",
      "  69 (+/- 0.7) <- [67 68 69 67 68 68 69 69 68 69]\n",
      "  70 (+/- 0.7) <- [70 69 68 69 70 69 69 69 70 70]\n",
      "  69 (+/- 0.8) <- [68 68 69 69 66 68 68 68 69 68]\n",
      "Accuracy: 69.1 (+/- 0.96)\n",
      "Mean time (20 cv): 13.15 seconds\n",
      "Overall time: 266.85 seconds\n",
      "\n",
      " -------------------- Baseline, test_size = 0.5 -------------------- \n",
      "\n",
      "Software versions:\n",
      "  numpy: 1.8.2\n",
      "  sklearn: 0.14.1\n",
      "Attributes:\n",
      "  sr = 22050\n",
      "  labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n",
      " 'reggae' 'rock']\n",
      "Datasets:\n",
      "  D : (128, 96)               , float32\n",
      "  X : (5, 100, 149, 2, 96)    , float32\n",
      "  Z : (5, 100, 149, 2, 128)   , float32\n",
      "Full dataset:\n",
      "  size: N=149,000 x n=96 -> 14,304,000 floats\n",
      "  dim: 28,608 features per clip\n",
      "  shape: (5, 100, 149, 2, 96)\n",
      "<class 'h5py._hl.dataset.Dataset'>\n",
      "Reduced dataset:\n",
      "  size: N=149,000 x n=96 -> 14,304,000 floats\n",
      "  dim: 28,608 features per clip\n",
      "  shape: (5, 100, 149, 2, 96)\n",
      "<type 'numpy.ndarray'>\n",
      "Flattened frames:\n",
      "  size: N=149,000 x n=96 -> 14,304,000 floats\n",
      "  dim: 28,608 features per clip\n",
      "  shape: (5, 100, 298, 96)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=96 -> 12,960,000 floats\n",
      "  dim: 25,920 features per clip\n",
      "  shape: (5, 100, 6, 45, 96)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=96 -> 12,960,000 floats\n",
      "  dim: 25,920 features per clip\n",
      "  shape: (5, 100, 6, 45, 96)\n",
      "Feature vectors:\n",
      "  size: N=6,000 x n=96 -> 576,000 floats\n",
      "  dim: 1,152 features per clip\n",
      "  shape: (5, 100, 6, 2, 96)\n"
     ]
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFCCAYAAAB8Ye0uAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe4nEX1xz9vctNz00NIIzeUhFBD772IhSJIE5SigF1R\n",
       "rCgi2LHxQ7EgAjYUEBAEpEmQJi1UkRqSAGmkEJIQEgjn98eZuTv77vu+W+/u3bvn8zz3ubtvnd2d\n",
       "d77nnDkzA4ZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhBPwOWAg8Edt+HvA/\n",
       "4DHgamBoyvnnAU8CP6jg3lsD767gvHqyF7BLowuRwYnABY0uRIxxwJU1utbewHLgEff39Rpdt9Z0\n",
       "UPgMVcNFwKbu9dcquM+JwKvkvreTg30nAM+6vw8H2/+EPu/fCbZ9HTi09GLXhA5q+10aRs3YA9iG\n",
       "wgp6ANDLvf6++0viNSCq8N4nUn5jH1Vxv0o4G/hCmef07oJypHEC3Usw22p8vb2B62p8za6gg65r\n",
       "5FdUcJ8TgP9L2D4CeAEY5v78661QkQa4BWgHxlL/774NE8yG06v4IS3LXcCyhO23Au+41/cDExKO\n",
       "uQ4YDMwEjgJGA1cBD7i/Xd1xOwL3uuPuAaYAfYFzgKNRC/goCsXpSWAD9AF6BrgMfZAmAl9093jM\n",
       "nRfnNOCHwfsTyQnL8e4zPQL8ilz9OAh4GHjUff5J7jqnu2N3c2X5l7vvba4sAJe6a/3H3Xcvctb9\n",
       "TPc9xUkrx4XAg+7zh59tB/T7e9Tdx19zHHAT6jGkefrhufcDg4D+wCXA466Me7tj7wM2C86dAWzr\n",
       "zvmdO38mcIjbfyJaF24n9709Gey7OqV8H0F/1/vRxjpN+IsZSL3R7/8J91k+57Zv5O77EPBvYKrb\n",
       "Pga4Bv0uHgV2dts/767xBPBZt60DjbT8xn2mm9HvDWA7tB48CnwiKM/m5H7Xx4CNY+U9Evixe/1Z\n",
       "VLQANgTudq9nuOt/HxjgrvUHQNznTSpPSJph+S5UEF9zf7ei9X6tu08voA/67J8DnJVwDU9X1R8J\n",
       "zu1Af7uH3Z+P9uzttv8DeBr4ZcrnNYya00G2RXc98MGUfaH1+2dUVECF7in3up2c17U/KqpQaAV/\n",
       "k3zBfIKcYK5DhRfgQODX7nUvV749YuUaBTwXvL8RFfBp6MPpy3Mh8CFU7OeijT2o1e3L9PngOte7\n",
       "4wFOQhte0Ab7OnIP7XXkHu6BFHqdaeUAGO7+9wbuALZEDYwX0EYUVCx7o43NC+h33A+YDYyP3Svt\n",
       "3C8Av3XbpgJz3DU+R06ox6INEsB3gePc62Go2A10ZXiJ3HfWQa4+pZVvHPCiO6cNbfySPKK9gCWo\n",
       "8NxIfkPs2Q4VAc8Q9/92cmK1k3sP8FfgM+515I7fDm34B6AN+5PAdPdZ3kI9MH+u/w4eB3Z3r3/o\n",
       "3oMKv39e2igUtDGosQf6LNyPfh8nkAuH3oGKDBR6mGnlCTkBmOfKdCU5g/cLwJnBcV8n98z9FBXm\n",
       "09HP/luyqUf9GeCuCbAJakiCCuZqd2wv9Pc/okh5jRKpdZiolTgTtT7/XMKx+6NC4GlHH4hhwO/R\n",
       "xkvI/R7lhFfnkGtkDnR/j7j3g9y17wqOXwzMQhvK59H+oHuBT6GN40PuuP7AAnfcv919QK1vT1jG\n",
       "nYHD3Os/kvNiBW2YvHV8D9oA/Qn1sF6JfZ79YuUY4MoB6nWfgn5PY8mJxHzUygZYGdz3dnKN6lNo\n",
       "IxLeb2rKubuRE6ln0M++CXAF2gCdjXr+vj/yQOBg4Az3vh9q0AjqGYTfWUhS+UYDdwbnXIlGHuLM\n",
       "RL34N9D+7msTjnsB9c7+D7jBlX0warCEfal93f99UO8eV/bXUeG7Gm2Eca/3QI2aF8mJ4cOu/EPd\n",
       "n/cI/0CuP/5e9LmZ4K7zfKy8C135Brtj/gzs6crwt4TvIE5SeeJc7677FnAqGp3Zr8h1Tw9eX+fO\n",
       "OxMV51spFNB61J++wM/RfId17vqeB1ADDOBySv/+jCKYYFbGicB7KP6geSJUeNbGtl+INprvRz24\n",
       "GSnnv01++Dy0zFfFjv0eGpbK4i/oA/s02nB5LiM/kQLgfUWuFZIm8m8Er3+Ahovei4rnu9BGJSSp\n",
       "HJNRy317NNnlEvR7ENJZE7xeR3l9qEmfZR7q1W2Jfn+nBfsOJ99zB/3N479PVvnaKPw8ad9p6F3d\n",
       "hNalEcDSYPtraKN+EPAxV+bPue3bpFw3fj+JbYuCMsbLP6DI9S5HQ+bvQ73i01CPMeReNELxDCq6\n",
       "H0EF/vMUp5TyhN/PxeQMu1fIhU5BjZF/xc49FDXk2lFD5Gjgn6jxtzp2bFfXn9NRY+9DaL1+M9gX\n",
       "1qGI7GfEKAPrwyyfg9B+wkPJr6RZ3EIu1AVqFYKGvOa51ycF+19HH0rPbHJhqG1R8UjiZjTrb5B7\n",
       "Px71WOJcg3qDx6LiCSrcHwiOH4Fauf9BrfyOYDtogx2W8V7gGPf6ONQrTWIj4L9oQ/Uguf4zT1o5\n",
       "2tHG43U0dPdutCF4BvU2t3fH+zB3UoMV35Z27l3kQmRT3P29qP8V+DL62/n+yJvJ/329GJXbdyTo\n",
       "d7IXuZDsESQ3eGOC6+/oXi+NHTPSXeNq4BuuXCtQT+wDQRl9GPN24OPudW/0M96F1hUfkj3MbUv7\n",
       "bMtRQfZdEGFYdEN37wuAv6PCEecu9Pm6E42U7IM+ZysSjn2L8o3+9YPXh5DrHrkF9fSGoaH/A9Df\n",
       "1dMH7Vf9Ifpd+N+kt9sX/wxdXX+GkIu8fJh8Y3BHciHZo8iPMBlVYIKZzuWoCExB+xG8oF2Ahoxu\n",
       "RR/oC1PODxu5z6CN8mOoWHjL8oeoRzgTrfD+nDvQcOMjaCLE31DheBL4JPkeWXifW9Fw031oaOoK\n",
       "kpNqXkMbig3IhT7/h/bb3OLKeQvauCxGQ1BXo0kcl7vjr0c9Y5/082n0O3oMbSx8cki8jJ9F+2Ee\n",
       "Qz3um2JlSyvH4+5eT6MWvQ/5vYVa+he48vlkD6FQaOLv1yac2w/9TXu5e/4F7fd6y51zlTvniuA6\n",
       "56KN5uPob/St4H5pZUjaB2pAfRcNq92NCszrCcd9AP0eHwV+Rs5YCRmP1iWfGPNVt/041HN71JXX\n",
       "J5l8FhWox9F6Mc2de6krz3/QJKTHYp8l/tlOAn5BrmvAbz/K3e8RNAHo9wllvtuV+99ogs1ccr91\n",
       "nN+4svqkn2K/N+iz+CT62T+FRotAjY1zUYPlAfQ3DEOhn0C/hzfdPQeS+57iv0896s+F7rqPokbn\n",
       "yuCYB9Fw7VNo98u1Cd+DYRhGj8BHCNrQPrN6j/czmpe9UWPW6ALMwzSM7sfZqBf2BOoh/L2hpTGa\n",
       "ibTIhWEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEY\n",
       "hmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYRk8lKrJ/BrBX\n",
       "HcphdH/uBPau071mYPXOUOpV72Zgdc7IUVG9k9qXw2hS6lkXrN4ZnnrVhRapc3ISyO8aXYomILE+\n",
       "9Kp3KQzD8MjpIG2NLoXRUowGJjS6EM2KCaZhNASJgPOAMY0uidFSDAPWb3QhmpUmEEzpC/KJRpfC\n",
       "MGrMYKA3MKLRBTFaimGYkVYxTSCYTAR+DjK80QUxjBoyPPbfMOrBMGB08a4AOQVkaF1K1EQ0g2AO\n",
       "QLN592h0QQyjhphgGo1gGNqejipy3BnApl1fnOaiGQRzoPu/T0NLYRi1xQulhWSNeuK9xmL9mIOB\n",
       "QV1clqajWQRzFfUbA2gY9cA8TKMRDAPmU7wfsx0TzAKaRTD/A2wEYta40VMwD9NoBMOAp8n0MCVC\n",
       "PczB9SlS89AsgrkceASY3uCyGEatGA6sxTxMo74MA54h28MciPZzmocZoxkEcwDwBvA69gMaPYdh\n",
       "wIuYYBp1Q/oCfYFZZPdhes/S2tsYzSCYA4HVqGgOLHKsYTQLw9GGy0KyRr0YikbrivVhtrv/Jpgx\n",
       "mkUw38AE0+hZDAdewDxMo34MA14DFmIeZkWYYBpGIjIeZGQX3sA8TKPeDEUFcwGleZiW9BOjGQTT\n",
       "92GaYBr15EvAaV14ffMwjXrjPcwFmIdZEc0gmN3Iw5RPgvRpbBmMOtEOjKv+MhKBfABk/9iO4WjS\n",
       "zzCQjOdQJoDsVn05DKNTMJcAwzPqnfVhptAsgtnFST8yAWRikWN6AT/FZvpvFQZRE8HkYvf3odj2\n",
       "4cCraL1uj58UcCjwmRqUwzCGAcshegetd2mC2A4szdjfsjSLYHa1h/lp4LNFjhkJ9CG7cTN6DoOp\n",
       "jWDuB5xNXuhVIvd+mfvLCsuOwfqSjNrgPUzQYXpDUo4bjIZtrd7FMMFUJlB8qijfeFolag1q4GFK\n",
       "GzAWeAJtrDwDgbchWoNa8lmJP2MwI82oDaFgriBdMNtRwTQPM0YzCGY9kn4mUDzUOtb9t8arNRgM\n",
       "rJ/dv1iUsWjYdRH5XqT3LqE0D9PqXMtQbNmtsq71OZBQ9OIeZlq98h6mCWaMZhDMekxcUI6HaY1X\n",
       "azAIDcFXM7RkA2AuKoqhhxkKZikepkU1WgJpAxaAbFCDa0XAt4GpwUY/rASKe5gLMcEsoFkEsws9\n",
       "TImA8RT3MC0k21oMQq3wasKyXjBfI9vDtJCsAdq2jAS+WoNrjUXrcGjwuaQfoLQ+TBPMGCaYWqHW\n",
       "oGnWWeGQccA7WOPVKgwGnqNswZR7QNZzb7xgrgT665AkORK4EB1Sgts/KeOCJpitQzsqaEfVwMvc\n",
       "xP13gikTgO2B2W57VkjW92GacxDDBFPDsXPQ0NjojOPGopXNGq/WYBDwLGUJpkRoozTebdgAmAOR\n",
       "oF7mMOBjwC+AU9wx/wM2S7neYPQZ7Q/Su8zyG82H9+xuAuLjdsslEEzpB9wA/BSix932rJDsYLTf\n",
       "vX+Vffg9jmb4Mro66WcC8DLFp4sahy6LY4LZ45E+QG/UQBqbfWweQ9DVIHyIdRLqQUIuuWcscJfL\n",
       "kAV4CpiWcr0xaL3MGjNn9Bza0WjEEtLFrFQ2QSNno4ApQH/gvGB/Vki23e1fTcMni+leNINg1ijp\n",
       "R8aDHJawYzwqmMUmJB6HehwWpuj5DAJWAa9QXkjWh2K9YPqQLOQ8zPXR1SI8z+tx0i/hemPQerkC\n",
       "M9RagXb0t84Ss1KZAjyMhmTHAi+5SIenWJbsSvQZMEMtoBsIpmwMckLGAbUKyX4auBrk1Nj2EjxM\n",
       "6eX2PYc1XK3AILTBmEdlgukTfELBXIaK5SA0/O+I1qJdAptQiPcwV2KGWiswGBXM5dTGw7yPnGDO\n",
       "j+0vliW7Aq13JpgB3UAw2R34evKuztDYWqoSTImAI4BjgJ+6viGPF8yFpIdkR6GVeAkmmK2A9zDn\n",
       "U7GHKUOBNnLZsK+hodeFMUsf0sOy5mG2FjXyMKUXsBHwH9IFs5iHuQJ9BsxQC+gOgrkesDFIUjjU\n",
       "9V9GArwJ9KuwE3pLtPG6kkJhDD3MtJDsONTbsIarNRiMNhZLKW81kTAkO4H8MNgyVBTjDRdo4o8J\n",
       "puH7MMsUTOkHEva1T0Dr21yyBTPLw7SQbALdRTBBPc04A9D+S1zDs9ptK5cjgKvdNRbRKZjybmBr\n",
       "tGJleZjj0ApnobHWwHuYvt+xVNZD69cIckaWp5hgJmXKesG0etcaeM+uXA/zg8Cvgve7A4+hEbFR\n",
       "lBWSlb6oLqzBBLOA7iKYTwF7JOzz/ZeeMsKy0gekv3uzK3C7e71Q7yk7Ab8DPg3R02R7mBOBlzBL\n",
       "v1XwfZjLgaEupF8KY1Dx89mwYSPlQ7ILEs57lvQ+TPMwW4dKQ7LboV6l55PARahglhuSdQk/kWCC\n",
       "WUB3Ecyrqblgcgbwffd6fXLWvvcwNwLugOivbvtCYFOQ4wKh9ZhgthYuJButQSeriNeHNNZDhx6N\n",
       "QBupuIfZTrKHuQj1BOJsiEY/rN61BqFgDs1tloFF1uGdTmdfu0xHk82uQw2+Ae593FBLE2Xv5UJi\n",
       "0o9EIH8CqSTS1/R0F8G8EZgamygYqhPMA8nNoOKzDSEXep2ADhvwPAP8FvgesGfsWr6f0xqu1sCH\n",
       "ZKG8sOx6wNPkQrJxDxOSBXMxBYIp/dB5QJ/AQrKtQlof5jeAS5JPkV5ot9IoN1PZCcBFEL3tvMSl\n",
       "qGCWmiU7xJUBkpN+JqEh4P1K+kTJZT4U5MDKz28c3UUwX3Z/8emg/KQFnhIFU/oDuwBjXSUajjZK\n",
       "oNb8euRE0BGtheibwF3k+lU93sO0hqs18CFZ6AzLlkQomPEwmM+WTQrJrgLaYlb7FsDzEK3GDLVW\n",
       "Ia0PcwJwnPMe42yMhl6XoPVvGvBQsH8J2m6uiJ2XFpLdBHjBvU4KyW7p/h+a9UGK8H7gUpCmq9MN\n",
       "FkyJ0B/5VZLn1PSTFniKCKZEIFugYrkUbbRGAcvU4gLyPcyXEy7iBTXEC+YqbJqyVsBnyULlHmY8\n",
       "JJvhYUaCGnThRNnbAjPdaxPM1iAMybYHfeej0enyvpM7VAaC/BnYG3gErVdj0TD+rOCaS3RfwVCm\n",
       "N9BRB/H5s7cG/PR5aYJ5DXBwFdPmjUaHCqYMJ+y+NNrDHAqshuhNVDDjHma5Idlt0OywbwJ/Rfsu\n",
       "x6Ii6UnxMAv2OyTKHdvZEW5eZs8mDMmW6GFKmztuLrosWAfJHmZSSBZyCRqeUDAtstEauJBs9Daa\n",
       "perbuvXQpbq2cQ4BaATiWOB84FHUOJuAtqGzg2s6wYwTid6rwBDbGm1DIXnigi2Ba1EnZ+cyPlvI\n",
       "eqhYfrDC8xtGowXTp+GDznZSrWCOdtfZEZ1s+A0KMxN90o+fEi9OMOwEUG9hDUQ+RGfWfrdFznfZ\n",
       "z9VSSUh2FLAEonWoOE4gWTAXxU90xPsxzcNsPcKEmzAsOxrNt/gF8Hm3bQvgL8C/3N98YAdgsXNA\n",
       "PItJN9KSwrJbkfMwl1KYjLYl2q/+J+BTpXyoBEYD9wLDQMoZ59xwupNg1sLDHIXObrEROoxkPppB\n",
       "FnqYC9GEjNGx7Z54SNaHYz1m7Xdf9kUf+GqpJCQb1uWlwIrAyPLbTnZT4SXhQrJyCMjlaIPoLX0T\n",
       "zNbAh2ShUzAlQtuqV9GxloeBjEGFayZE74XoLtTD3I3csnGeFA8TKEj8kSFoVO45t2EOed1k0hdt\n",
       "W/+Hivd+gcdbDqPRZ+VJcn2iTUF3F8xyk35GoRaWj9nPQ8O0oTAudddYFPRrhrhxmp3EBdMar26J\n",
       "RGgYdEKRA0uhzJCsTEWzGO9yG5ZS0EhF70CUkukI5AaZH4gOY/kpRGF6vxlpPZ8EwWQw8DZEb0C0\n",
       "BPgncAhqUD0ZnDsf2In8/ktQL/QPKfeLJxdtATzloiSgod0OfSn90PGes9WDjVYAP6Lsxa5lEBCh\n",
       "z9fjmGCCNiDy7RIOLCaYg8kXzGLLzTjB7CTBw4zeQa21pHAsdHqY0g/kRjQ0Fh5rgtk9GYHWl1oJ\n",
       "Zjkh2bPQhsyHqBIEsyg+JDsZuASiMCHC6lxr4IeVQG4spvcuPTcA76FQMOehDkZMMKNHIHqIZIKQ\n",
       "rJwEnEguqgHaJk90yT3XAHcA9wT7b0QdknJwnycSVDBrERGqG13lYe4IfKCE40LBfAkYH8tA3Zj8\n",
       "ClCih9nJfLctnsq/iHTBfNWVayrwbuBrFHqYZu13Pzrc//FZB+WQXWLzb4aUG5IdD/wryESsRDB9\n",
       "0k8HhWE1q3M9HumNCp6vd977iwvmzcAB7tiwDfMZ2XEPMwsnytIL+CVa927I7Y7ecMeMQb3LjSH6\n",
       "aHD+K5RvoIaf5wlMMAH94ieWMKVYIJjRGrShCaen2wydNs9TiWBCYV/lQvInLQiIVgHrUNG/CY3j\n",
       "h5UwKbPMaDwd6PixUh/g3wJPaZ9hAeVmySaNuZyXcmwai9HGpIP8LEcwD7MVcHUuese994Lph905\n",
       "osWoZ/ZkbKiIr39xYysLPx3oKDQ790CIrokdMwdNJupLYZu5HOjt+j5LJfw8TwBbVDE8pe50pWAO\n",
       "JLeQbhrrk581GIRlJUIF83/B/loJZpaH6ffvjS7Auh06RMVjjVe3Qt4Hchpa5+6hJMGU3uh4tTOA\n",
       "+PqoUBiSLeZhxheFvsb9lcMSNKN7ddB36TEjrecT9l9CuocJ8HdyGdSehYBQnofpx767lXUSmQ28\n",
       "D3iicCxnJGg7mhDVkWNAvptwPZ/wA0TL0AhORxllbig1FsxOS6PD/Y/3ScbZjsKYuT9nAmr1BIvt\n",
       "li2Y3sqPC+Z5wOUZ1/GC+ZQ2Xp2d4KA/cDFDwKgf7wI+jvb9PQL0ja13msQGaD25i+RlteIh2QwP\n",
       "UwbqPTsnJgCiOyG6u5TCByxG+6WSPISVwMDKJ8xoHgu+hXGTnnfiF5FOEswfAV/I3xS9hfZtltMV\n",
       "4NvbtDHpoB6mE8xEXiG5G2RXdAKZOPHP8zQwpZTCdgdq+CCJi6nLMFQwnyFTMGU8alU9E2x8HE2N\n",
       "BvUu/xs7aTnZ6xMmeZhCQYWLHoOomIc5nnzv1vMi2jinIL1dI9pA5DSQMrPXmpZN0cHWu6K/TYrF\n",
       "m8cm6Aohs4BxCRNJlxOSHQssSJhJpVyWoGu2JghmtA41/ooZoAlIb+ClMsNmRslIBJK00ky5lOFh\n",
       "RuucQMaI/llmPfSCOZF0wZyN1vEnU/a/THJUZzOShTD+eV5Ah6o0BbW0PKeiP/rO6Bd4N9kP+G7A\n",
       "vbEf+I/AsS6FOd5/CZlfrkRo0sSSYONc4Ocpw0ey8OGNZxL2zULDeWkci36OpDJOBamHNfUu4FyQ\n",
       "pBVgehpT0bkzt0Ef7lISEaYAz7l68YK7hkN6o0aZj2wUC8kmLZ1UCd7QS+uDepbKLPEN0HHHKXW2\n",
       "5KXLjGR2BO6pwfeYJZhpk11Ui58sppiHCeV7mJsD6ydEe2J9sjyPJnc2BbUUTL8A7vvRh/85igtm\n",
       "LGwVvYh6mYegX3hcMF2jkVg5hwJvuuQhf701EH2m1A8QsAiY5Sa+jlPMItoO2COljF+k7HFLIdI3\n",
       "ZQLmOJsB5wD/V/m9mgEZhDYofvHc2ZTmYU5B6xJoFCEMy44FlgazpRQJydZMMFcAb5MumM9RmWD6\n",
       "z9ZRuEvGA082PiLSjMghbsmt7dA6WMT7l34aGpdeII+AxEUinOUHsvswa8UCtHtpI7I9TCjLw5QR\n",
       "aJTmfxSKYdwAaFkPcxpqhRyBfslJ4ypDdiN/TI/nd8B3gYMoEMxoKdqojE44Lx6OrYZFhffuZC66\n",
       "CkrflP1bubIkWfTbA3tVViSZAjwI3Je9Np70RTvyzwemZfd7pX2GmoWZuhAZTqenyA3AYxAtpzQP\n",
       "04dkQX/nUDAnky9afiLstGelRoLZOQF7loeZ8ZvIXilrFG7q/id1I0xHjauPlFxMA7ca0lXoGr7b\n",
       "odGo7Yuc9HvgB2huxHQK+/fCMZig9W4iWr+6SDCjd9DnZWfSBfN54EcQvZayP8nDnIaKZVJUJG4A\n",
       "tLSHeQkaFp1NpmDKCPRBfjhh5+Vo9uKPgQcS9qeFpmopmFcD5ybvit5CK1dH4T6J0P60eymYmFgG\n",
       "oOUeAjKxgjJ9FfgHGhLOmh1jE2COE49X0YcuARkGzHO/RZxpwCNFFq1tILILKpTbAE9DtAAi73mn\n",
       "9amEeKEFfbA3C/Z1kDesI1qH9mfGslSlP8gEaudhgg4EfzxlX0ZIVvoB15M89nka+lmTBHMaWlfP\n",
       "qM1vLZNaJMS7DTrB/v7oxCY3kimYMhadwekjwJfQZ3i72EFTyDeW7kGdg+l0XUgWOicnSMuSjd6E\n",
       "6IsZ5yc9b747LcnIi4dkZwGTmyUxrdaCeSv6Bc4m28P8CHB1bJJgR/QORH+H6KfJ+3mOZEu7hoIZ\n",
       "vQTRgxkHzCI5jODHkF5D4Uz+W6EZYTMo28uU3sB70bGDD6DjotIIh+I8T7pXchxq3GyWsG9rNKSy\n",
       "bXnlrBu7oWX/GoX9zM+i5U9B+qIPuG+c4iHZDgrHQSYl/nwF+Bs1FczoIzqtYyJp9R5yA9nfl7Bv\n",
       "U3Q8cUfCvmmo5/Mimesbyt4gB7nX/VOO6e/K+JcWSDDaBQ1Rvg/t/76EbA/zZOBKNLdhX7Texp+t\n",
       "HYH7c2+jZe7Yncn1I3YFc93/lHHpRUnyML1gxroRZFO0XQnGKEer0HHLJU44EkcmgFwA8pd6GGs1\n",
       "Ekzpi1qwz6H9ks+hjcjowrCftAGfBC6o8Gb18DCL8QLJIVc/0/99FArm9qhHfScalokhB4AkiRfo\n",
       "w7TI9fE+4N6nESZLJYQ7ZHPXd3UqKvybUshWwFtoyKk7shO6WsJGqBESciewuZugOonPA48Gk6A/\n",
       "g4bYw9Bl0gTWwfWkF7qy/ZZo41nuJAWV8CI6E1ZSGP0IdKjBgQme4jRUMNM8zP8Bl6EGVAISAT8D\n",
       "/gwyA3gdJMlgm4IaGoNIHtvak9gZ/U42ItfmbZ/cYMsU4BPAr9Eluk5BHYvpOa9KIvSZjkXUIoHo\n",
       "/hpkYGcxB10veFXRI5NZBAzP1Uvpgxq03sMM2+qzgZ8kOEJF+jFlR5DPpuz8GCq2+5IaTasdNRBM\n",
       "ORI4Hg0DrkGtqT+6DMRZdFYMOQXkv+i4y3lFPLgs0pIf6i2YST+wF8yZwNRY6HV7NJvzdnTx1TAz\n",
       "M0ITV/6tfVEFHIyG3KC4hzmNTMHkMrQiDwYuInkc4laoRbxnxn0ayU5oUtMj6FqAAdEadF7XQzXc\n",
       "LIFnKB9HoxuHB8e/ic4Fe5FrwDoo9DDvJ7/PaU+0j+n3aF2sVUg2g+gtNGwWM9RkIFo/LkTr5W7B\n",
       "vlFAb3QFn8n5DXrnxCBPoV0Q+5K81NJ2aPLJpsDF6GTeSfViM/TZvpLCcGMPQY4G2Q+tC3e6v5kQ\n",
       "LUQTdoJnTc4CuR8NrZ4L0cMQLYLoMpeLsRhtG49AjZnVGdGFrmQu2ZO4FCFahxpzz4P8A332FgG3\n",
       "oe3MFiCfBzkXdRSSHKXnSWxPZWenL/8AzkoJ226LtmkP0g3qXRHLRvqBLAGZD3J1wv5vgFwI8kEV\n",
       "S9lLhzpIFVlRsg1I0M8j64HMAnkT5IzKr1tWGQ4H+XtsWy+Q60BOdu/Pcu8j9/c0iAvbyEkgC0Cc\n",
       "1S9bu8+vcrGtAAAgAElEQVSwP8hC5wH660buu9vVve8LsgpkfdcPGS/bk/odgT6MYTllJMhykA6Q\n",
       "LdFMvxsTrvGS3k+WBpW0K63cggJk7Brr6lxG+EWOBpkJ8grIIpAvgRzmvtuEyID0BrkP5Hj3O8S9\n",
       "8uNA/ubu/RTIXJDT0VClaB2sB3IDSNBPKR9yv9HF7v03QX6f+25kD/1cALLMCag/dyxI0JckV4GE\n",
       "84T67b8GOTN4fzzIlQnHnQPyLVevYl6/9M8vd1nUq94Va+sikGfd8/Oqe38gnQauXATyZfd6GMhr\n",
       "IPuATEq53lWuDXjbtZEJ7Wc9kB1AflHlNQbocyXHuGctiHLIYSA/B/kuyZEJQL4Gcn5s2yHu+7nF\n",
       "XeN5CpYSk8g90xNd3Yst+CE7FD7LpX+oLjhJDgOZATIYJCFzVTZwD/SzqGVWA2SwE4xLnSD8DeQ8\n",
       "bbSkrTb3KFqGKa4hdh6kjAC53TW67nuQvqjQHQfyXlTIgoxV+ak2MgByNsiPg9f/DBq9bUBeJM+6\n",
       "kntRA+Hx/M8s+4K8kKuwsrWWoXP/kagVGH6O2FRaMgLkdb2fPAfiQ8vdRTAPA7mpyOntrt4dpw+Z\n",
       "XIYade/JOOdQkPtB1lDYjTDBNZJfA/kzyLtA3Mw7ch51S1iQI0DmgIxDRWgeSBCel6Gunp3u3v8I\n",
       "5Ifu9cz8Bkv2Bfl38P4QOsW1c9v6qHEyLti2MUhCgohchRoqbe75DMbfyaGoYVHJsJjuIpjT9HPL\n",
       "HiAJSTCyK2oURyAfA7miyPVOAfkdaoAIyFcqL3qzIxu758sNb5Ix7nkNoyWXoBGi8Lxx5IyXQ7Td\n",
       "7NwXgTwK8p8Kn88uEcwrQIr0V8jNIHdS0w5Z2cJVyrudaKQkInQlcgbIY64RmwnyEwqGcMh094M+\n",
       "C/L+2L7tnbhF7jO4yiF9QB4AcUtFyU/QcEZ47nraIMmtIJ9z23qBPKyNVudxg0FW5yqM/Ia8vgBp\n",
       "c/uD4QiyF4gb7iPHod7UZOrXcJF9L/k1yFklXKJM40naQF5OFgNwv9Vr+QLVCORMJ4rnkhwdmIRa\n",
       "5vuDLAbpcNuvBjkxOO6z+l12vm9zv3WwXJP8BuRHsetHrk7Hx949BeJWnpAHYo3dRe67jXkRBWXf\n",
       "qPC63UYwv0KmJ9YZRXoXyEMg7y7xthHINSANDyc2FrneGRH9tf2Rs2P7T0IXVg+3vU/1BfLFE/T7\n",
       "lBdBHgQ5PuO+be5ZOhxkTzQDHyoXTLmdvP62zl07ouGJIvOqyka5h7YraFQau0RoWO56kK+nl0OO\n",
       "RcMKUcL5z4D8kULvc4pr7I5BLa204QRT0VDbQ65BmkGBNSXz0dDEWFeBNo/tf5LOyRBkgGskfxns\n",
       "/wTq/dZZMBMTKHZ2n2dU4b6a3PabIHel7LsENWwaPGxCIpDPoKG8lGxrOQL1lIMwn3wAjYpci3pL\n",
       "8yiYCUrO1N8f0HDiQhL7NeV6vUfn+z6o4eUMV/kVyKeD8s5DPdql7jdMMHAlQj38WSDhikXdRTDv\n",
       "AzmwyDFfAHkDDZ1XOO9vq9LZHfUEmvEab8c2cm1c2A9/Fsj3gvfzQfziHb9EuwR3cUJ6OInIqagn\n",
       "ejPqgHnnpGLBPAu1nIL+MvkiasUekX6qURw504lmwrqMcrB78P5U5BojQHZyFSpJZL7jKtqrIFcm\n",
       "CPdVaP/TISCztZGV2HAgiai/YF6LeshD0FDove6BOrr46RXfdgid/cwF+7ZREekuJHWB5O3/Fkhs\n",
       "6IL0U+NH1pG4wLuMcaJ2u/uu90+59pdB/gUy0r2fBvJssP9UkMvc621z++QraFRmJgVTpsle7lk4\n",
       "Gw19/h7t8miwYEp/kO/rZ0idrCQ8vinGE3Y/JALZHWS/5O+5sw/5ArSraWdnxIR9+leA3OR+r6Xk\n",
       "usx2cG3bT/KvLYPRPIekvtVqQrLyI6f8B4Ccj4ZfxmWfahRH2kienaWeZdjVWVfu900/sG5FUsG8\n",
       "2An9CtQL38eJVisMjO9iZCdSQ9YyXA3htGQVCIR3njNmrgUJlsCTDd2+x9Awb+gFRO63vRnt2/86\n",
       "6lHMRENykWsQP4oa6XUUTLkN9UxuQr3xNe7vNrosqmGUjoxEoxdPoN1PF5I35lcGol0N51MQ1ZQR\n",
       "aGTkMZBPuvq2FuSitJtVVEL3L0JXwHjMFbJOWYFGN6IBIVnZiZ4/CL6Jka21wZEvkTd8B5wxuCua\n",
       "NRsTZ+mLepK3uQbwBDTKkZSLUE/BPBrtgjiczsQqo+cgkfuN/+6MtayIQWK9K2atz6DiuU+NHkbK\n",
       "hAtdwgys3hlKverdDKzOGTnq2d4ZhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEY\n",
       "hmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYNcQmXzdKxSZfNxqBTb5uNIKK6l09l3RqAmQtyJRG\n",
       "l6JB1Hl5r1bA1vcsgQYvIG20KNWsh9kdkbOKLHhc6/v1AxGQ7et3z26FCWZNkd7OANus0SXp5phg\n",
       "Go0gsT70qncpasjWwHZ1vN9g998WNDZqwXigDxYGNIymoZkFcyAwsY73M8E0aslk998E06gTchrI\n",
       "uEaXoplpdsGcUMf7mWAatWQycDewt/VjGnXiNKCO3Vg9j2YXzBp5mNJX+5QyMcE0aslk4A7gTaBV\n",
       "E8mM+jIS2KrRhWhmmlkwB1G7kOzngWuLWPommEYtmQy8CNwF7N7gshitgQlmlTSzYA4ERoEMqMG1\n",
       "JgLvBT6UcYwJplFLvGDOA0Y1uCxGj0f6oU6GCWYVNLtgrqQ2/ZijgAuAb2QcY4Jp1BIvmKvI1S3D\n",
       "6CpGAguAPiBjih8ufwOZ1NWFajaaXTCfpTZh2VHAfcDwjGMGA6sxwTSqRvoBo4GXUcEc1NjyGC3A\n",
       "SGAJ8DhFvUyJgP2p7yiEpqBJBVMiVDCfoXaCOYfshmswGj4zwTSqZRLwMkTrMME06kMZgskItJ1r\n",
       "7+pCNRtNKpj0A9aiIlerkOxLet3UbNl2VDCtEhnV0gHMdq9NMI16MAoVzCeALYsc68cIW1dBjGYV\n",
       "zEHAG6jIVelhSoRWpsXumgNTDjQP06gVHZhgGl2GjAQ5ObbRe5jPAJsUuYAXTHMOYjSrYA5EG5oa\n",
       "CCbtwFqI3iS78TLBNGrFJDQ6AiaYRu3ZHvh1bFYfL5jPUnzcr3mYKTSzYL6BeoUjq7yW9y7BBNOo\n",
       "DyaYRgISgRxegwuNBtqATwTbvGAuBPqDZCU4bggsxzzMAppdMJeRndlaCqFgrsQE00hF2kBOqcGF\n",
       "NiBfMM2SNwAGAH+rwXyvo4CbgFODcepOMCNBvcyssOxkNDnIBDOGCWahh5nWeA0GXgXadCo9owUZ\n",
       "D/wCpNrnZhIw173OMtIAORDk7CrvZzQHvi2rdhWm0cC9wCJy4VfvYULxsOxkNDnIDLkYPUEwh1U5\n",
       "eXU5IdkVwOuY5dWqDEWX5Bpd+SWkDRiLjsGE4iHZHYEdKr+f0USMcP+3rfI6vk17ldwsUqFgPkeq\n",
       "hym90QjIE1g7V0CzCuYgYBVEa4G3qK4PqBzBXIkKpoVlWxP/u1czlGk8sMjVXSgumB1U309vNAde\n",
       "MGvhYb6KtmtJgpnlYY4DlrrzzcOM0ayC6T1MqD4sa4JplMpQ97+azOww4Qc661xqlGQSNtdsqzAc\n",
       "7Tus1sMcTbaHmSWYY9FcjRWYh1lAEwimtIPcAnIliG+oGiGY7Zhgtjq18DDDhB8geht4G52MI4kO\n",
       "TDBbhRHATGBgafO9pjKKPA9TegHDUM8RMkOyjHDHrcQEs4AmEEzGAZu5/zu6beZhGo3A/+7Vephz\n",
       "Y9tS6p30cvcaDNKninsazYEXq5lUF5aNh2SHASudcQbwGjAgJXlxONqmrsBCsgU0g2AOQccOPYqK\n",
       "JtRdMKUv0BtYgwlmKzMUrYvVeJjxkCykZ2ePRev3EqwfsxXwgvksOhayAqQ3OW/SC+YYNGPWEQk6\n",
       "zjKpHRuOeZipNINgtqMiNZ+aC6ZEaBJGMQ9zEGqhCSaYrcwQ4L9U52GOA16JbUurdx3oFHph8obR\n",
       "c/He3Xxg/QqvMQJ4zU3s7+tNkpH2Ork++aQyWB9mAs0imCvQjuixbpvLkgWq8zAPRYX3afc+reHy\n",
       "4VjQcIbLZpPzQSaDDAb5cYVlMJqHoahgVuNh+nBZiAmmATkPcwG5tq5cwvq12L2fRG7uYk+a4T8C\n",
       "C8mm0kyCWWMPU/oAPwTOcNYYlCaY84JyHA0chwrv6W6dQ6NHIJNB4lb+EOApYHwVkxf4hIyQtMkL\n",
       "fENngtn0yBdBjixykBfMajxMnyELuXrTQaGHmRWSXYauBtXLJmnJpxkEcwiFHmaFgim9QB4C6Q/s\n",
       "oteNbg4OKEUwXwHGuYo0BjgSOAaIsAVXexJfBD4W2zYU7Qt6nconLwj7zD3mYfZ8tqL4cBEvVtV4\n",
       "mKFBVmlIdqnrfjIvM0YzCGYt+zA3QLPP1nd/s2L7S/Uwx5MbrzQa2Ad4GG3gjJ7BKAoTL4aglvnL\n",
       "VBSWlb5o3V0e25FW7yajDZ0JZvMzDG03sqixhxm9AbwDbE5hSDbNw/QhWbDEnwLaGl2AEvAh2cX6\n",
       "WvpRuWBOc//HuL+Fsf1pDdcocpXIeZiMR5cXewBtPF+jasGUg4D9ITqjuusYNWAkhWMjh6DGmw/L\n",
       "P1zBNf0E2CFp9W4j4Hm03m5Q5r2M7sUw0tfa9YRjIEdrxmtnd1GpxPvIF6OCWW7SD1jiTwHN4mGu\n",
       "gOgdcqGKUDBfozLBXI+8VGsg29L33qi3/jZAPY2vAh9FLbjJCeeWiPQCfgC8p/JrGDVkJIW/51C0\n",
       "oVlCbhqzIsi2IIeCjCc5HAuJw0qkLyrK5mH2DIp4mNIbrQPLIXoLFa1Kwv7xOubFc17suGJ9mGAh\n",
       "2QKaQTB9HyaoWI2l8izZTdFZVcr1MDekUzCjtahIbwO8AtEqiJaigtlRYjmSOBgd6znZPTxGYxmJ\n",
       "9lUPCLb5kGw54yKvAs4Fvktywg8k17tJwDzXeJpgNj/DyQ7JDgNed44BqHNQSVh2fbSd9CwGXg4m\n",
       "LfAU6cMELCRbQDMIpu/DhFworJqQ7IPkPMwKBBPQsOyO5I+ne5HqBPPDaNbuEor3dRhdz0i0vnUE\n",
       "27yHuZSSPEwZ6875DFqHwgzGkKR658OxYILZExiGLtycNobbh2M9lSb+jCPfm1xMYf8lJHqY0hft\n",
       "hvD5GuZhxmgWwYx7mAmCWdISX9OAO8l5mKWGZDcEXgjez0OTh14Ots2mOsGcgM7w8TzZi7saXY4M\n",
       "QL39J+hM/JF+bttqSvcwdwHuQ3/TDckOycbr3cbk6pwJZlMjfYD+qFGdZgzHBbPSxJ8kwYz3X0KB\n",
       "hymfQdvE14I+9ibwMGVIwvCvLqPZBDPBw4zeBNaR2aEu54J8Dk1yepz0kGzCeDhpQ4eLhJXuFVeu\n",
       "0MOch050XOlYzLHoQ/I82lgajcOv7PACsCHIJnR6l5FQsofJrqhgznPHT6QyD3MJJpjNzFBy2dVp\n",
       "ghn2HUJFHqZEaPsYhmQfB/6TcHDgYUoEnAfsHytDMyT9nAL8ol43azbBfBHYGw0TvBEcM5/sNP8D\n",
       "0QrxP1Qk05J+VqNhk/B7maDnRGuCbd6CCwQzWoc+EBVkM0rkyrQAXUnABLOxeMGcBRyAepqHkRsO\n",
       "UqqHuStwr+uXmgNsT7JgJk1csBE5D9PVf6lmzuQGIsNBTmp0KRrIMDTv4RXSBXMk+WJViYc5DFij\n",
       "eRWe6GKIfplwbOhhDgX6AgeR7+U2Q0h2I2CfeuV9NINg+lR+gL+igjeIfMF8CG2M0lgfOBb4sTt/\n",
       "Q/Szr8w/LHoHeJN8bzXefwk5oYzPCfoilYVTR2pZojVYSLY7MIqcYB7sXh9Erh6W4GFKf2BrtM8c\n",
       "d60dKC8k6zzMSFBjbxrNyXnAjxpdiAYSCmaaYR+G4KGyPszxFGbDphH2Ya7n/h9Avmg3QUiWyah3\n",
       "Pr0eN2sGwQw8zOhtVPhOiWV9PUBu6S+H9NG+qE7v7UaIriK32sSihPFwUNh4pQnmUohWx7b/G9iv\n",
       "1A8WEIZRLCTbeEaiwjYT+AfwOTRc5QWzFA9zE2AORN4om4Va8mlZsoElL73IH8oEOoft5m5/sfF8\n",
       "3QjZG43wDG7hqSOHoUKU5WFuDjwZvH+J8qNV8f7LLEIPcwxap+Nh4WWUPHyqHOSTIEfV6GKTgTuo\n",
       "rN0tm24umBKRH5JF+yyj38YODASzM/nnbOD7aKVY42a9APUO1lHYf+kpRTCfcfeMcyOVjaP0/ZfQ\n",
       "mSBS8VylRvX4CQbmQHQwagi1kwvJltKH6WeC8vg6VIqHeQg6FCCMojjBlEOAu0r6FF2KDNQxpkX5\n",
       "CvB1tPujmkWRmxnvYWb1YW5BvmA+A0wtLZlRpoIcT/mC6T3MMcA9aDsbhmTnoMObas2ewOHVX0Z6\n",
       "oeX7LSaYgKY4v+PGPmYxE9gK5F3AE66v56PAFDQcuyB3aPQO+vDG+y89QeMlGwJHkF+RgegFiN6d\n",
       "Uo7h7rxyCAQzWoVW3C5qXGRLkLRFsg3F92E6ooVouMx7mCvQvu6sialDIwiyBXMJnYPUZRpwEXB8\n",
       "7Jin0IXU3wtsC9KgKISMB/k+ugj2vdl1STZAw9BXkstw72HIME0qzCQUzIT5pqUf6ik9m9sWLSY3\n",
       "ZrwYHwTOoiLBlAgNyc5Hu7ZCD3M2FWf+S6TtsXw7Yec4YI90Y0Ail2xZjPXRz3ETsFtyP6aMBDmx\n",
       "xEIXpbsLZth/mUG0Em3Q/uw23Iou9txBgWAC6l0W8TClL3AvcAHw99KKG72D/njlepnxxjWcaL6G\n",
       "yGDgdtQIMNKJCSagFrjzMLMyZeV4V3fKEczZwET3wJ8A/Aai+2PH+JDsAcDdwPtL/CxFkH4g+7g+\n",
       "11L4Oxq62xHtn90149gTgb+4rotKB+J3d6ZROEl/HC+YLwAbJwjFVODFWGIh6LKDm5ZQhj3RLoAd\n",
       "KFkwo7WoIA8gN2LgStTo98wGOkocshfnQ8AvgS+oUZHHeNRA7Eg593BgRglRtg70e1uGPldJM619\n",
       "ADintCIXp7sLZiwcm8n96AN8AOpZfgt118eSLJhpHuZSNOljPBrK/XlKX2catwF7Je+SM0A+n7Aj\n",
       "Hr4LJ5qvJZ9DxaCFJ0aQMSC3FDkoSTAvBf4ZvE+YHk+mAX9AhS1JMJ+NhVkd0WrUsh+HNnyPJ5Rp\n",
       "LmpA9ge+TU2MHhnjrns9JRl5EqEC8SWIZqFjmlPqOqCez6XudQ/1MFkfGFnEIxqOjm9cCrxFLsnG\n",
       "E++/9JQgmNIPFcrb0d+wVA8Tcok/bhKX6JcQXZPbHa1ARw5UMkXfpsAlaGh5o6C8fujLLcDuKedO\n",
       "BXZDl07MYjK5SRmeRMPacd6NGqMDEvaVTU8SzK8AR0M0Hw1d/Q71FreiUDAXJGzzzEXDJhPRjvdy\n",
       "mUV6Z/02wE4J26v0MKVPcStQRqOC+XOqWwC52ZkKHACSZZAkCGZ0B0TXBRuWUpj482n3f0MKftNo\n",
       "JURTM+75ItoAbIwOLYrRmSl7K5rk0AFyLcg2Gdcsxp6oofl/JDc2cUahRqTvy52BDvNKQIag9cx7\n",
       "LD3VwxyDLu2XJSrewwT9beNZ8PH+S08pHuYO7rjr0KEh5QimT/xJmsTFM5s8T1AikD+AnA+S1Y5M\n",
       "QNvPeBLjCFSEbwH2SDl3PHA58L0ihshk9LmBRMGUfuhKUvOpUSJlDxLMaEnuQY5edg3MbHS2lbg4\n",
       "ngX8PuVCvqO7UsF8ifR1MTckeWhAXDBL9DBlFMifUO/k5CIHfw/9zDNobcH0v02adQvJHmacmIcp\n",
       "o9EM7stJFMyivOjOC4aTFHAjcIULp22BeqLF+s+y8DMRpVnnccIGCnfu9JSs3a30up2rbfRkDxOy\n",
       "+xqLCeaWaMg9ztOogZfFnmhS2gz3vgoPM5HZ5Ic6NwDehbYhn8i49gS0zzYumOPRbOG7SX8Gx6Nz\n",
       "MK+kMzM8kbhgxo/dHTUyH6RGQ/W6u2CGE69XwmzUAosJZjQXotcSjgf1MDegcsGcj874k5QQsiEw\n",
       "JaFzugIPUyaiM3jMRw2Ad2UcuyMamjibitdy7DFMRCMP1Qpm4GHKbqgndT7a11mJYM5C+wNXQpTS\n",
       "bx+dDdEN7vVidO7h3UHiIb4Ysn9KBMIL5hNoo12MDvLmJY1WAY+568SZ7vZ5epiHKac6D8YLZYWC\n",
       "Kb3RunhfwnlPA5uBXALixEm+7xKvIpBPo1GjG1HB+BNd7mEyHU0O+iXpHiLkC2YQkmUcKpiPAxuA\n",
       "JE0A74+5n+SIHC7Eui2ZHiYHoTklz6LddFXT3QUznHi9EmajkxCkhV+TmENVghmtc/eLeYgyGP08\n",
       "iygIcRRMZ1WKh3kEcJdbO/NKdLaLtN/zKOBXriFudcHcAE1cSRHMznG7aQ2IJ0z6+QrwbRU0ZqEN\n",
       "RCUe5oEkhmPTiFai/Y/HpB8j/dHw1zYJ27dCre9n0BBvscSfuIcJOsQlqeHcGng0eN+DPExpQ7s2\n",
       "tkCNgFVU7mFuh656lCR0s9HvbBfgVBVKvoSGGTdGh+scANFtmnAYHV/CiIKQ5ahgZnmY8UUlpqO/\n",
       "63+AbZLrjERoG/MKyR7mPDeOfibq0MTxEzCkCKa0owbG06h3jXu9ccxR2Qft220pwazGw/QPdzmC\n",
       "OZfqQrKQHJb1jc1T5IdltwIW509n1TlnbhZT6Owfil5CK39a+GIXNOMXVAiGt/Ag8omoYE4heeWI\n",
       "Sej6q8sS9oWEkxdsiT6YoIK5NSAuaaJUXnT3LkMwAU0yOiGjD3sy2sd2cGz7tsDTbnm6tWi5i/WX\n",
       "hUkWnphgyk5uyItvWD09ycPcCOiDCsEY1EPP+mxZgnkgatAkEL2NGkM7uvt8A1iLGj/bowbzY8nn\n",
       "lsQj6DCl/uTGGMeZTX5IdmvgMWes/ZeCCWMATXJa6+q/ywzuxIdkIVEQpQ3tD16QvB/Q+rYc+GAu\n",
       "szh6E3V23HcrQ9Fw9oMkh8EroqcL5mz3vxzBnIdWzg2prWD6CRDiU5ydTuHkwaVY41PIG7fFv1CL\n",
       "KkAiZ3FNp3OihWgdXZeF22DkbJBiU2RNRK3eB9FMvDjxhj4N52HKEPQB98bZHPe+HO+S4Py0/ss0\n",
       "bke9hKSwKGjjvgx4X2z7nuSMKNBGv1g/ZgeFHuY9wI6aeAZoqO46NPHuieC4BcCYCocodDc2c/83\n",
       "QYXSL+iQRlwww6ElB6KJXClEV7vI0FXAaegwt21Qz+yhyorfye/Qfve0Wc8gOSTrn4+70HoUx4dj\n",
       "QcVxeDBeNxwr+h9g59i5btah6C30e50MsqkOfepke+C+hDI/Sk7AdwcedIKa4WFKLx1HmzmmupMa\n",
       "CqZEbthEGQ+EfM1ZpG0gv05I/Z1IeTH5OLMBIXk6shSit9CHezO6XDBlLDqry29ixy4A1kseiNvJ\n",
       "VPIF8w5g39xb2Rq1IHcCno95Oz0oLCtjQLwFfBTZfZOgIdmXSM/wLFUwZ6O/4+bAU7nkluhNtJEo\n",
       "VzBfRmegKtPDjNahWa6fSzlgY+AKYKNcZrBE6BjJK4LjnqR4P2ZCSDby4wu31YaN9VGhfCWYFhDX\n",
       "cK2i5KnWpF8J4/AaxTS0TfGC+Ripgin9UY/L9YlHy9F5sJ8HeRn19P+dfG4el6PG2E/ICeaDmWcU\n",
       "JXoF9W6zuh9eQIfNbOK8tvXIGXX/JnlYURCdi94h100BiR5mnmYEghq9hT6LDwOXBselffYb0PYU\n",
       "9Nme4V7PR8fWf5jCCT8mo6FttzhAYp9qJ7WskJPRSZYng2wB8pPsw2UYGmL4BroSxKkUxrOrtaJm\n",
       "AecnrDZejLlo6KMMoc2jmGBuDzIJfQguduOzAqK3UA8mJVVdBqEp/nODjfeSX/k+jlpVF1KYUNCD\n",
       "BJPPA+c6D2djMtPHZRA6UHsx+jDtk3BQqYL5b7Th2oPCIQGzKC+qgaujz6P1o1wuAfZLSfPfGO3f\n",
       "uZlcY7In8A6aqegpkvgjvVBjI2ltRe9pHIsukPBRCmcqgpLCsjIG5Ab02Stl0H4j2AydY3g6+j2+\n",
       "QLqHuQNqUIXzTp8EHI3Wv4OSx+bGie4Fprphc2+gntnM7HNK4meocKXd903g1+hzti35mc93ajkK\n",
       "HJ3QwwQ1ArdyrwPBjF5G29kw5BsKKuj0poeiQ2Y6XPuWJZj7uqztvVz5cJ7oL9F6+ePYOVuhxu+Z\n",
       "IL8BLku4bsmUMWBfjgURkCNAvgCyInsMjZwG8g+QV0H+B/IsyFeC/W0gK4spftcgfwYpNzQWnv9+\n",
       "kNjsQHIDyMFaueRykDUgP0/3IuVRUufqlOkgsUZaIvddjtcEI1kG8j73m5wYO/bHIF8s90OVeXw1\n",
       "lFPv7gJ5AmSK+6w3ZBy7qdYzcB7MisL6JbPVmi7p3jeCvETBZBRyCcj5JX+E3HlV1HW5jM5Myrzt\n",
       "N7l6cDDIPW7bn0E+GzuuAyS++o7fNw3kdJCUxBA5EOQ1V+eS+rT8cdeBZCQoAcj3QH5PbimzetW7\n",
       "curcTPeMv6PthEwHSZpsApCvgvy0NkXsvOY/QMrt667mfmPcbzsf5KOxfXfr75+37VyQbwbvPwBy\n",
       "r2v7lqKRNb/vr+r5db7/JEjCcmRyOcjJahTKItKn1bvd1e9ZFCQkyVCQ5eQtkyffBPkOOqb5CnJ5\n",
       "DYn1oZYe5o5onN4Pzh9M9pIrJ6Pez8Xo3K1nkT/N1qZoWCetM7ormUPl4VjI8zBld5BL0c82Sy3N\n",
       "6FhgMESfCqy1OFlDS+L9lzgr6kHU+joGuBOifwCfRS2vkBI8TOkD8ieQGSCfyj62UUhftL5tjCYj\n",
       "zCZ7gHIYKlqD9usGIVwZjoYMXyg4M5kb0O8x7mHeQC4JqAyqqus3oUOH4vhxnf9Ew7IfREP3cUt6\n",
       "Dhq2ii1ULeujs1dtg0aQEohuQcOUp5AdJvwnmTMKyWB3jW+VkHTVIKQX2h3yL3QpQD/NZpqHuQe1\n",
       "nyx/JtX3X5ZBtBDNzj02YeGLW9B+2JC4h3kNGsq9AbjNecmeeD9o3MP0zEDDrM67TO1zvRZ9Dt7r\n",
       "vOGdbJUAACAASURBVOPwcyzX++dN/L4V2lf6foiOSh/SVRrlWF33gPzMeVKzQW4F+ULsmEHOsj8X\n",
       "5L+oFzkEnRB8HMjinOUgJ2qD3QjkIyDxilHO+d4iuwzkZRUcOSjdKkq8xsUgp8W2jUX7fb+tlnjB\n",
       "Od9y1tJ/1KtIvfbh6nmk7o9AfuUs2X2d19ANPUzZCeQRkCedVXkhyJukRjbkI8548e+/AfJH93kP\n",
       "B7kKpIzGTTZEvdpukEAlI0Fez7eqpQ2NZLiMaPkxyLp8iz7vGv8GCVZ9kMhZ7DWai1MmoVGQPu77\n",
       "jhns8kmQv8VPqs29ixeuxMMmgzijSx7X8kobyFsURIukN+p5FxknW3ZRR+t32R2QnSjwruV2dCGM\n",
       "cNtpIC9QGNHZCuSZ4P1lIAmTsMhUkHlOZ76aUZ6+2d+NfMDVc1f35Dl0SsuCA9OvkXH1Eg/rA7IK\n",
       "7bt8HXW7jyEvLCkRyFOuYj2oP3rBdWaDfNw1+peCnF5JoatH2qhqzUHp5R6mc0geulDKNU4GuTZ4\n",
       "vynIi04g3iZxBXs5GA1FvJwuGqBlktco8CY69+/i7hWWvTsK5ukgv3CitxIdTD6H1NVi5CKQrwfv\n",
       "R4Lcj4Z0n3Z1r6PMopZpCHUlch/IAcH7DfX76Hy/CcgF6eWVC8gLL8uH3bNaw9Xs5UknMmvd73GS\n",
       "+90i98zsGz+hdvfOLlgJh6znxOBi9/5qkAvd61fRuXnD4/fUetWTkd6ooxMM55DlIPF5liMS53OV\n",
       "Xqhz4fq25YGEOuDPfwh1GEpZySStvP2d6F7unv83Uq7XpYK5nXsQIieW/0S9oaWBkk93jXkbqdlv\n",
       "8ge0T+gK1HLPmkmihyPtriKtBzIRZK5rXHqDnKnbCs5Z331vJUyXJn9EZwpJ2ncRyJfjG8v+CJVT\n",
       "SuPVD+1DPB7ki+5z7wVyGwXWLYDsALJAH5K87YP0e5DBhec0G/J1kGtyAieHgPyrjPM/CuJCtTIU\n",
       "tegz+iQrKuMPXAM7FY1G3QSyBLX8ZyW0Dd1JMG8G+Unw/Z4D8iX3+knyjZVvuc95Qu2L2t2Qr4C4\n",
       "eZblJK2DZZ1/PciRaF/5fHJDlLoIGYBGk54DeTjtoIquXMIhZzphPNO9v10rC6ChQdf/Jd9D19HL\n",
       "utbwXMMlu6ULa6sgl6Kh2ecpCG+nnnM9JXlJsj/qrTrrSgaA/EYfellGXse8HlBGwaulyL1kC9cY\n",
       "3YmGpw5wgjkGDSV/Cg3/uXX15Gj3cKSEInsKMkgFUi53BsIcFaKSz98BxGUIy8/UcKp5GUeBxCbY\n",
       "kHPQUPo3kk6ofRkSKaXOzSNvvJ70DsTzKNTL/JwaGTKf1AhOT0P6oUmbJ7v6V0adA/e8znB17gdd\n",
       "UsTCe/ZCI5nfSjugoqsW2b01arUHq3PIvnSOdZGNQBa6L3IW1a2s0ILIru4hPbILrt0b7Wd+yRkz\n",
       "16Pe2Wv6uvCE2pchvXBFdl9DfuhwFNonHqlhIQvQvrs73fa70D6zbhI67UpkoGt4Xk0RoKxzB6De\n",
       "3rloJmKdGnwZioZjk1b5qaNgygEURiAiNNpzMXnh/MRLdKCe5lJawrMMkR1AHnPtR6lrq/pze7v2\n",
       "R0CKTTZfL2opmLIXGga7g6IZlLI7mjxyV2s0WLWmq78z2doJ5i/UepaOBjdc7l7xB0fanOH1SbSP\n",
       "NmV9O9kK5DzXCJ+IDqlowXpX6WeWTdE+nmKr39SLegrmUucZOg9JJqBh2NUgr5CYd1FwmWEgn6El\n",
       "o2PSi4oT4GQwyIdqW56qSKx3xR4qAfkLmo7/KjoA/i10sulr0UHIR5Y54a/RnAjF60sN7yWL0IH1\n",
       "16MzxHwMHbz8OvAHiP5Sp7IYjaVe9U7US6I38Ed0qMgW6Mw6361g8hOjuUmsd6UI5gnoGK1x6PjK\n",
       "CcB3IHqk5kU0ujP1Fsx2dLaYvYE2dDaSn2SMWzV6JnUUTH8faUfn3r25cBYuo0WoSDBnkDxXoNF6\n",
       "3Eny3KtdwQys3hlKverdDKzOGTnq2d4ZhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEY\n",
       "hmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYRqnYXLJGqdhcskYjsLlkjUZQUb2r5xqIRvemGy0gbbQQ\n",
       "dVwP0zA6SawPLbjIqWEYhmGUjwmmYRiGYZSACaZh1BS5DGRoo0thGNnIto0uQU/E4vqGx/owS0KW\n",
       "gUxtdCl6ENaHWXNkIMg6kN6NLkk3xvowDaNrkQgYAgxodEkMI4OhaNs/pNEFaTZMMMtCTgJpa3Qp\n",
       "jG7LIPSZMsE0ujNeKIc3tBRNiAlmeVwArN/oQhjdFt8QmWAa3RlfT4c1tBRNiAlmyUhv1IMY3OiS\n",
       "GN0Wn+wzsHaXlDaQQbW7nmF01lPzMMvEBLN0Bsf+G0Yc3xBV4WHK9iDhjDNHo5ENw6gV5mFWiPXH\n",
       "lY6vZCaYRhq1CMkeDGyPTs0FMA4YVU2hDCOGN+xMMMvEPMzSMcE0ilGBhymfADkx2NAO7AXS170f\n",
       "hWUzGrXFkn4qxASzdEwwjWJUEpL9GPBzkK3c+3a0r3xH994E06g1Q4F1mIdZNiaYpWOCaRSjzJCs\n",
       "jAUmAGcAP3UbBwMvAfu79yaYRq0ZAryCCWbZmGCWjgmmUQxvuZeaJXsA8C90aamJbls7cC0mmEbX\n",
       "MQSYg4Vky6aJBFNGNXgqJxNMoxhDgFcpPSR7IHALsJxcOLcdFdHpbuYgE0yj1gxFBdM8zDJpEsGU\n",
       "CLgb2LOBhTDBNIoxFFhA6YK5H3AbhYL5MvAO2qCNBPqB9KttUY0WxjzMCmmWYSU7AVOBEQ0swxBg\n",
       "GSaYRjplCKYMRevUi25DbyeK7cAKYC7Q4a653G1fU+sCGy2JeZgV0iQeJh9GLe5GhqaGAPMwwTTS\n",
       "GQIspDQPczIwCyLRv04v0wvmS8DWbvsyLCxr1I4hqEFmglkmTSCY0hc4CriexjYa7ahgtjewDEZd\n",
       "kQEg25VxQjkh2cnkvEsoFMy5wLbAEuB1TDCN2mEh2QppAsFkEtpgPIF5mEZ9OQf4QxnHDwHmU1qW\n",
       "7IbArOD9crQBGwCsQj3MbYDFmGAatcUbdr1A+je6MM1EMwjmcGApjW80fGNogtkSyHbopAJDix0Z\n",
       "MJTEkKyM0CzvPOIe5uvAWGAVRO+ggjkdE0yjpkgvtA1bAbxGefW75WkWwVxGfiZhIzAPs7U4AZ30\n",
       "vByhSgjJypfRQeLfjx2b5GFOQBsy0JDsYLpcMGVk11zX6KYMBt6AaB0qmBaWLYNmEsxGW9kmmK3F\n",
       "cOAZYGBp43+lD9AP7XMMPcyTge+hYhiyIYV9mKFgvuT+e8Hsgr5zmQA8WvvrGt0H2QDkVJDD3IYh\n",
       "aF0DbVct8acMmkEwh6GWkAmmUU+GoV0BKyit3g1B6+gbdAqmRMB4dOWRsblDpRfaN58kmCvd+5fd\n",
       "/670MEfoPTsnejd6HqcBHwH+5H7noWh9AvMwy6YZBLOGHqb0A/l7hQ2ECWZrUa6h5sdLBoJJOyCo\n",
       "p+oEU84BvqHHRquC82MeZvQmsIiuzZL11xybeZTRzIwCLgVeQPvEvWEHJphl02KCyZHAIZS9vqBE\n",
       "7t6uf6qhU/QZ9cELZql95z7UtZpclux41Mh6FRjuwrbvAb5CvncJhSFZ0H7MrvQw/TXHd8G1je7B\n",
       "SNToug/YhfyQ7FJMMMuiGQRzGLUTzE+hEyCUm+gwAHgLojWoB1Hq5NpG81KGhykRuvDzq6hgeg9z\n",
       "PPCKS7B4FRiDZse+m8IkoOXu+FAwv4SGc7tKMH2/qAlmzyUumGFI1gSzTJpharzh1KQPU7YF1kcr\n",
       "TrmCOYRcQ7aCXFq20XMpx8P8MnAE8H5gLdDmohDjUA8TdEjSpmhi0J1udp+Q5ajQBvUqukP/i3mY\n",
       "RqV4wXwZOBsVSZ9Qtgz77cuiWQQz8DAlSmhsSmEH4Fa0ApUrmO3krLKVWD9mD0faUPFaSWmCuS3w\n",
       "PYhcmFW8l+k8TECFc1fgxZT668NkSYZYVwqmYI1mTyYUzHbgIMDPXrUU2FJfSgdEs+teuiajiUKy\n",
       "0dvo5NOVhkMnodNBLaHsPsy8jnITzJ6PS+CJhNLEKuwXglxYdhw5wZxPp2Am4utXPQWz3ZXHBLNH\n",
       "IhGdghkJ8F3gCIiWuQOWkQvJPgKySQMK2VQ0g2D6kCxU13BsQC6JopKQbCiYNp9s0yOfBUkTCh+O\n",
       "hdI8zLBfCHL93D7pB1QwdyF/soKQRnmYT2OC2VMZCAhEb+jb6McQPRLsXwqM0DmTGQZsX/cSNhnN\n",
       "IpjeIqqm4Qg9zHIFcxRaucA8zJ7CKcDeKfvKFczQoIJ0DzNcziuOF8yVCfu6UjD/hwlmT8WHY9Pw\n",
       "ST9j3HsTzCJ0c8GUXuhDXUsPsxLBnEBuILkJZs9gDLBZyr5h5ASsmpBs3MOE4oJZ75Cs8zAl6oLr\n",
       "G42lmGAuQyevGIOOHjDBLEI3F0za0XkP33bvK2w4pA0dnP0KnX2Y0gvkQyCXgtwEcmTGBUwwexTS\n",
       "hjYm01IOqDYkuxoYhDZEXii9cKaFZFeijVaSYK4C+rtxnLXET8axFhte0BMpxcP0gnkfsI2NMc+m\n",
       "uwtm2H8JZQmmjAaZ5N6MAxZBtJach7k/8C20otwGfDHjYuPJF8yumNdzh4QVLYyuYRQQke1hlhjV\n",
       "kF6oOIZCtxqNaCxzdQ5ywjk7+TqdCUYJghm9g47jXC+9HBXhQ8mvYGHZJkVOBvkVyKEJO4sIZrQa\n",
       "zZLuQCMNi4AptS9jz6G7C6aftMCznNI9zFPRKcggF46FnGBuBtwI0a+B84FJIBulXCv0ML1VVmu+\n",
       "CRzeBdc1ChkDPIv+5v0S9pfjYbaTW5LLsxrY2d3DMx/4MkRJfZSe5aSP711ARVPYSQRyM8ighJ1+\n",
       "sepXUKPSaCqkL/BD9+YTCQcU8zBB29dp6LJ0D2Fh2Uy6u2CGCT+g1nCpS3xNcn/+9Rz32mfJboom\n",
       "POBCvlcCx6RcKxTMheQ6yWvJCGDjLriuUcgY9PecAySl0pcjmPH+S9As2QOBu3KbonUQ/ZBsvo3O\n",
       "O5vEfHTijXIZ5sqS5E17D3M+Np9sM3Ig2oZdBIxO2F+KYC4lJ5hPkt5NYdAcgllhSJYNyAlm6GEu\n",
       "QxvAzdEwhOev6FyzDolAPu5CbuGMLQuprOEqhglm/VgP/R2fIllIygjJFvRfgnqYU8kTzFKIfhub\n",
       "kD3k/9s773CpqqsPv4delA6CSBEpAoqoFBMssXcTUzT2mmIs0Viixs+oMUWN0S8xauyJms8YS2LD\n",
       "FsXYsMWGCggWujRFsRDA9f2x1pk5c+acaffO3OHe9T4PD3NP3XNmn/3ba+21167Qwsy8A5sl7HPB\n",
       "rDnSmPEPBwP/R7q7vlwL8x102TknhXVBMOMWZqmCOQgYaIIXEcxgrV1nHLmC+RwwHCRMjLABcCUw\n",
       "AfjIVo8AbbiqZWH6xOHasAFZwUzqUZdrYSYJpgDPNKyYOVRqYQ60/2OCKQFZl6wLZk2QccDMFPd4\n",
       "uddqD+yNesaWAL0TIp1LtTDDDuS7uGAWpN4FMz6GWaJLVgK0oViDVoZNyA22WAasJms1YsEZM8g2\n",
       "LIPt/4PJumOhKi5ZCdDOwSYm8E51CQVzOsUFM5KSMZFwWa8onwOvQhDf3hAaYmHOId/C7ACstXrv\n",
       "glkbBqHP+YRGuFY/NKhsiQXv/Jd8Y6JUwYSshblxI5St2VLvjXM/tKEImUE2D2IheqIVaDpaSccC\n",
       "r0b2L9N9eTk9XwW2sM+DUSvhAKoumKyHpv37GG+4akEfNCLwbYqOYQar0OkeHVKulWRhrgSeaoRy\n",
       "RqnUwhwE3E++YEbL7YJZG/oCU4BTQRoaaR/W4ZDF5I9jluqSBW3XFgOdQKox57dZUO+CGfaOQ55E\n",
       "3azF3AYD0YCO99FoRchmXIGMYOYRFcxBwGNkA0RCLMqxkrEI6ZpSGXugPb1Z+DhmLQgtzLeBoQnW\n",
       "Y9TChMJu2aSgn8vRlSEakyIWpmyUYgUPRN+b9UGi0d2hOxZcMGtFKJiz0E58Q+iDumJDksYx+6H1\n",
       "vBDLUW/bh2ZAuJVZgHVBMN/P/hmsAe5Gl1Iqdt4c+/cN4OWYNbmU4oI5GLgX7YVHBDMQKg/8+Rnw\n",
       "h4TtLpi1xcZsguWo2z7eM+9KfrBZt5RrJQT9BEshKNazL5diFuYD6NziOOE79AYa6BaSYGF6tp8q\n",
       "0xft+KR5NsqhiIUp/dFsU2mZpUKWo+9C2D564E8B6l0wQ0sxyt+Bg0FGFXjBoxbm9sDLsf2/Bq5P\n",
       "OM8EU1qhDc1s4N/kTzav1C07Ejgw1tOHRhdMaWPZbFoA0kktdwCZCJImbFFCCxPyGi9pjTY8SyPH\n",
       "Pw0cpIEWsmfsWkku2WqwCOibXOclQBu5SQnnhYL5GrnDGZFyByuBtZQ+ZcupjA3ICmZD3/O4YMYt\n",
       "zO2Ap0tYCvFDcq3QOgz8kVEglzR1KaCuBVM6oIEwi2I7pqBzj6YAh6WcHDYSc9DvGBPMYDoECa6K\n",
       "YBnqXhts/94HDgFujx1YqWCOAF4HjohtDwWzMXqeABcAFzXCddYFTkWXLQK4FPUoFEACchub+DMf\n",
       "ACzNrvAAaEaoE9B6cG8kkhqSg36qQPAZOi6f1CHogWYbiglm5h1aiI5jRp9N1CUL7patBaGFOYuq\n",
       "W5hsS2nTmsK2NKQeLcztgH2buhBQ14LJQGBeLIMK6pYNDgbOBnaz+ZLXxgbRw2kkoXUatzAL8Qzq\n",
       "2jLRDT6O5LINqWBqibS1cp2BrpQRJZw+kxa1SZnusrHAMY0Tvl73TCKbzmsIuW7HJLqh+YlX2d/x\n",
       "xmsYKqIRgneBm+zcN8kdf6qVhQkZKzOPQcBcYGIsF+gAsu/Qw6j3JDw/Xm4XzOrTl+zYeTUEM25h\n",
       "lhB4FrwCwWmRDRUIZtXzz44GBtTDkEETC6YMjfXWoyS5Y6M8iVaKUcCx6Kr3mDt1c/SHfwcdf5xV\n",
       "RqFuQ62JVSqWiVRiYQ5BA4+eALrrd88QWpgz9Dhpl3D+8SC3llhpRqLfOy1zUTNBWgET0WfWCW3w\n",
       "iwnm5qirPSTuHhtObkq7kNOBHdEO1fjI9hpZmEC6qA1CO4ULyI2GjQTNBV+g45z727OqQDAlAPlb\n",
       "CUF3Th4SkB0KsKGXBglAkkvWLEzphrY3/6ngurMpS8wlAGaBDK7gXqUyGl3bs8kXCKiSYMoYkCtK\n",
       "OPBm4MyUfbGAnzxmoqH+J6HTP8Jgne+gDcFLtrL4wHwrtSCTKS7WlQT9DAdmWFkmA9GxMBPM4AvU\n",
       "UkiqsJPQ73Zw4dtIZyvbmcBxZZZxXWM4GrW8ESp6n1FcML8B3BP5O97bT7AwQX+34EvgBWC8RTwP\n",
       "o7YW5jzgdpDbYtsHo/X1GeCrke1bosE+IX8HLkMF/peU75KdgE6z2r7cgjt0Bz7XOZPBCrSuNiRj\n",
       "WCEL82TgUQhWV3DdWehyb2mGTJzN0PpXRtSvtAe5EOS+Ek8Yjc5sGFD6PapDIwqmtAd5yjJQ7IAG\n",
       "txToQUl7VOS+l2JRxaeUxAgEdTkcC9wBjDG354XAmdnB7qKD3vHrfgHcReqqEkBlFuYIspbLA8Be\n",
       "kX2hhQn50Ywhm6ECeJmNTRW6zyxUlHuDJFRkOQTk9+UUvk75CuppWIguBv00+p1T5rhJgCa4vzuy\n",
       "0QQz41ZKszBDTDC5DB3TrKWFeRJq5e4dc7eHncsnyI2U3d62hdwDjEF764cBN0b2lSKYP0A7dA2d\n",
       "EtESCccvQxoa4Jc0raQ3yI7owhNJydhLIFiNvhOl5pTdGTVYinVUo1yCZlrbFqRIOyo90Wjf58lm\n",
       "rWoyGtPCHIdaQWNQt1cvCi8ZtCXqgnwL2D9hfzErD7SxXAFcgYrvnugyXv8qq+T5XGzXTGMRqd9N\n",
       "1ktxT5iFCcAjwKRIL66IYEo79OW6FY3kTVrKJ2Qk8KalALwROCZ2rWHo6iyH1mDsodpsA0xFXe+7\n",
       "oC/6dDL5YWV/dM3TsJ6PRaNBX89eIvgIdWVubhtSLMwMb6K//d5kF6GukYUZLIfgdeAltFMaMgjt\n",
       "4N0P7GKRw63RwI9/R87/EoKZ2igG90PwZuQaM8k+A0O2BPm1WdM90ff0LPTdTUHG25QGJ5e4YDZg\n",
       "HFNaoe7XqGAuRi2wm4CjIFiYcGKpTKN0AdwFrXfxNqsvyBb5h0uAtl+nAI+jgluI0eg7N4fmZWFm\n",
       "3DTjUNH8kIIvFtuga1FeAZyekBKumEsW1LI8BR2/GYW6K28tr9hJBNOLiO6rQA+QpDHCE8jtuYdE\n",
       "LMxgBdrohdZAD7IZN94gPyH4cDQA6Qu79tEFyjaSzCos3IhOwekY2f871B23iFRLQdYzl0kdT02R\n",
       "zdEX7wl03OVrqHDa85PWaMfgNOA+e1EPBe5M8DpMAXaIBGalLfKMBYA9h0bm3opaa7VyyYY8BOwe\n",
       "+XswWj+Woks07YaK3wfJ0eCJPApsE5miszfqpdgGzal8HdoYPwSMTU7hKHuhAn1peV8n7zq9QDYr\n",
       "4klZ10gSzE0rvFY3dEm5VZFtS9F25CEIHqrwuiHTSE7WH0PaonEkV5AvsKcDUxLGu8PvPB01HHYr\n",
       "cpPR6Ds9lzoQzGKU4c6Uyei6ezeCrAS5CuTcAsffBnK4vnjyIsiBkX3tQZaAlPGAZDbIquImfmMh\n",
       "Y62MI7X3Lb+w7/I8yOfkrLMobUCWRyIUATkJ5Cb7/GrWdSpjQKI9f0AOAvm7fe5o17oWJCKc0sF6\n",
       "93fGnuWDIIfa524gH6vLUq4ASVk0W/YBEZDzoxtLfTKNQJF7ycYgi/W5AMhZVt5vgpwJcql9h+dU\n",
       "OOU1kBNBliVbP3IQyN0gw7UeFS1eJxVgGWv3rXE0smwNEkm8IctBwoCP40H+YvXrT2Ve975sJ1Du\n",
       "0volnUDeAnkhW6dlLnlrx0pXkA9BdgVZSk5Qm2xkZSqhgy7HWR19U3+PmtW7Mu8TzveVriCnlHD8\n",
       "KSCXR/7eDeSJ9OMLXmsESMKwgfyCTIenIcjXQR4o4bhJIK9YHfmcnA62zAS5DuQ/qLCG208Budo+\n",
       "DwVZQOGhuyvsnMNBbqns+1RERfWuxJOkDcgKkD3s5X0f5ABthFLPec9eCEB2tHOOAemBjrE9XGZR\n",
       "7wJ5tLxzGop83yrMAyBfgPzEGotXQLaNHLeDVpycczeyBrytNUDmn5cOdq1I71p+CfLzyN/f1L/l\n",
       "vWxlkxNB1oCsBRkTO9bccnIoiAW8yP4gk1O+1yUgV4IsArkJnaxfT4J5KchvIn8fYMI1FmQrtCMz\n",
       "nUyHQnaz/b9Kud6G9lucBvLPMooZ2L1rHO4urUDmgPwWZAuQTyP1YEOQj6wBKzNKWr4H8n/2Dq7I\n",
       "Nr6yIUivyHH3gsSybcnh2WcnvwC5JrLvV/b8k4ZeotfYHWQhuWJch4IpvUA+sWf/XftuI4qccwlI\n",
       "JMBRuqKGRdv0cxKvMwJkJ5DGzlUcvccm2h4XPe4CEJvvLe9E2vPhIPOtnj4K8iN7N3+FdrxsPrAE\n",
       "qKFTYExcXkKFeUcq7mBURLUEUwJrkKahluEqe6GGaYOeeM5IezEiDY0cAfIPVGxezD7Ukou6P8ge\n",
       "5Z3TUCQAuQPkGdSiWYta2JeC/Cxy3G9Bzks4fyraI/+UnNy08iC51uM9CQ1UADLLKmKAWqm7g+wS\n",
       "e65t7VmPQjsVljRBeqA9+YSFZ+UFkO1BBqI9/oOoXcNF4XtJJ7RTMjiybZw1WmEDPwqdghOx/OQE\n",
       "Cva+ZaZdd5P0Y+oJ6Yt6GWaT11GUTqjIlTnkIn1Rsb0LJJ6sI3rcBeRlXpH7QSyCW3qiHoDN0Q7g\n",
       "YpCfWr1K6VxIYO9+fIJ6PQrmudbOnW2/wQJ95zP7R5ATeCad0E7xxNh1poGUsphEePymaEfobf2N\n",
       "qoW0sjbJ8l5LYG1BLOZBngPZyT7fS6ZDJD8h492QsSAfoJ3v31s9iT6bC0F+l1KOLminoj1qjaYM\n",
       "lcj6IL8pXN9le8pz8VdDMKU1yGMg80C+b9teQC2iVtYgJ/jp5X/1QeVtD0AuQ63NOh4/iyJtrFEI\n",
       "rKHZEWQ/cixkmZn8YsiJqBvrs9yGRHZC3WCtrDIsIWOB5pxvQizjtDKlVRi5wH6jleSk5ZML7KWN\n",
       "THjOVNJ45aqxYCaOkW0Ecjl5VqB0AXm8gbc8CmS7hl2jOSBboV6FbQscMxTtXPQD6Y2ON66INYTH\n",
       "oR3Jq9AOYCuQ11EvUkfUmt0XZGcTgu1AZiT87nUmmNLJBOAkdFbAbHvfl1g7sKe1eytBfmDn/BTk\n",
       "zoRrXQsSWepL2qLWWGzWgOwDcjHIyyCnosM+V1b2NUtF7kO9DSfa912BiqLFQ0hP2xa66S+0etMJ\n",
       "7bzvE7nWueR1+DP7htr12+r3likglsFN9si+19IB7aQktQsXoR3mlGxAMhH1vt2e3kbmn1TicfGT\n",
       "pECGBTkR5N+5hZDjQCxFlxxjDbWJpnQ2AViWLACg91rXl5eR7vbSfBPkWNQ9kZIDVAaQN1YrAWpl\n",
       "H46Oz6UEMsm2qFC+BHJ2gfK0RsdGY8FEEqCC+yY6LnYa2tlJEp9aC+YbIJHQdtkcbaRvIuP6cZoO\n",
       "ucjq3TJ7x2+I7W+NjlteRmY8Uza1xvEtNN5hMsi/UAt0hrYn+Teq+lcp+T7SFxXJ66wBX4laTmFC\n",
       "h7tR629PE4LFJnTLSHTZylFoJ/swq9+Xo67eG+29v8feyyUmSD+3e62HRi1XEekIcj3Iw1a2tiA3\n",
       "W1txNCrs90aO74rGCswC+XMZwoRpyA/tWT1t33co6sK9IHLcPJD/QaO3bQqUjLZ24Scgj8WuG4AM\n",
       "sbbkCLvPtRQ0xjIzFyoWzLVogI5lWZD29rK8glpHRSK95AirVOfY8asoa5xoXUX2AnnWKtwOxY/P\n",
       "O39r1NWzIlc4co5pjY41HkzZYyE51zkbHXu+zhqxY5MOqvz65RcIHR9eYv9vZQ1qWu5gp+ZIFxPD\n",
       "ctOoTQA5klyPyiCQq0nuKNeJYIZDTHJeVgzkfpC/2uf2+jnqypZ9TRBTxjdlGMiX1kYsQq3VpBcQ\n",
       "HQAAGKtJREFUjdDO8iNowMuXIKc29Ms1Dpnht39YuxRrJ6S/iXqZ3kHZ2b7zWyAbmBjPtr8j84pl\n",
       "NNphfgXthNyCdkoOQ63TeXb/g0B+jHrPFqLjx2aIyWQV1jDOQ1qj3o3QYxAmNalYMMehvucFqAtw\n",
       "plWC8VrRS7rMXtlCSg8avnhqC0GGkDOWWdV7FQtcaYIxTBltnY43KGhBO82YGgqm/BONPzgUDejZ\n",
       "DbUcF6Aeo7hAfFXbwZxtZQaAZQyRzmQCq6R19jqyHXU5X7ragW5yMMi7pK47LD1Ra3NcZNs29vv9\n",
       "De3875xfTmmDRt0uQgMD56Cu7j+hcTCh4ZFY70ppJMMfbiI67+0BSls2xmleROpCs7qXU9/Uqi7Y\n",
       "tCRGoMugjULnNv4DuBNN2L+0wPnOOoW0QX9jsWQgeQeQUO+KVcQp5GYUcVouT6DJAWrBFLzeOUqt\n",
       "6t0UvM45WWrZ3jmO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO\n",
       "4ziO4ziO4ziO4zhOqXguWadUPJes0xR4LlmnKaio3vmKJE5IEyzv5Tj1sh5mTYrQCUSyy3w5TUhi\n",
       "fShjVWzHcRyninS2//s3aSmcVFwwHcdx6gMXzDrHBdNxHKc+cMGsc1wwHcdx6oNO9r8LZp3igplB\n",
       "eoNMbupSOC0NGQ3Ss6lL4dQFoYW5UZOWwknFBTPLQGDrpi6E05KQG4BpwOFNXRKnLugMfIlbmHWL\n",
       "C2aWnmR7eI5TZSQADgP+SNYV57RsOgPv4oJZt7hgZukFdLKGzHGqTSdgNfAB0LGJy+LUB52Bmbhg\n",
       "1i0umFnCcSRvvJxa0BVYAXyO1zlH6Qy8D6wH4nWiDnHBzBIKprvHnFrQDfgIFUyvcw5oPVgJLAQ2\n",
       "bOKyOAm4YGYJBdPHMZ1aEFqYn+EWpqN0Bj4F5uNu2brEBTNLmL/RBdOpBV3JWpgumA64YNY9LphZ\n",
       "3CXr1JJuZMcwvc45oIL5GRoI1ruJy+Ik4IKZpSdaWd3CdGpBaGG6S9YJCS3MpTS5YMoUkKFNW4b6\n",
       "wwUzSy9gLt7bd2qDW5hOnFAwl5AdImoqRgL9mrgMdYcLZpaewBzcwnRqg1uYTpw6sTCljd1/vaYr\n",
       "Q33iggmAdADaAYtwwXRqQ9TCdMF0QD0N9WBh9gYCYP0mLENd0qapC1An9ASWoZXV3WNOLYhGyXqd\n",
       "cyBrYa6iaccw+9r/bmHGcMFUQsH0oB+nVvg8TCdOGCW7nKa1MF0wU3CXrNITHTdwC9OpFe6SdeKE\n",
       "FuYyoAdIFdpn6QoyqMhBoWC6SzaGC6bSC7cwndoSc8l60n8nFMxgNZoir1sV7nEw8Jsix/RFlxlz\n",
       "CzOGC6YSHcN0wXRqgVmYwRpgDRp05rRsQgsT1ONVDbfsBhRfoLovmgTeLcwYLphKH9wl69SW0MIE\n",
       "d8s6OpWjDfCFbajW1JI+FBfMDYBZuIWZhwumMg54BXfJOjVBWqP1bKVt+AzvqLV0OgGfQSD2d7Wm\n",
       "lvQB+hcZH+0LvI0LZh4tVDCljfXosIozCXgStzCd2tAF+BiCL+1vtzCdMEI2pJoWZlsKi3Ff1MJ0\n",
       "l2yMFiqY/A5YDHIhmgLqQwgW4hamUxvCCNkQn4vpRMcvoXoWZm/U7VvILRsKpluYMVqqYPYFLgSO\n",
       "Ak4CnrLtHvTj1ILo+CX4XMwWgvQHuSBlZ1wwq2lhvkqqYEpHtC7OxQUzj5YqmN2AN9Dw6u+j7lhw\n",
       "l6xTG8KkBSHukm0ZbA38KGVfDSxMaYsOB7xGuoW5AZoi9BPcJZtHSxXMsMG6FngeeMy2u0vWqQUb\n",
       "oNOYQtwl2zIYAPQESbIcwzyyIQ2wMKUVyOCEHb3QLEJzSBfMvqhgrsQtzDxaqmB2Az6C4AsIJkLw\n",
       "rm13C9OpBROBFyN/u0u2ZTDQ/h+VsC9uYc4H+ld4n4OB10GGxLb3BhbbtdMEsx+wELcwE2nJgrki\n",
       "YbtbmE4tmAQ8HfnbXbItgwGoEKUJZjRKdq4dXwmHAS8Af7EpTCF9UMGcR7oYh4L5OdAuO5vAgZYr\n",
       "mPGgixCzMD1NmVMtpCOwOdqghfg8zJbBAHT4J0kwQ3dpyDKgA0gJVp7sDnKWfe4HTAD2AzYENo0c\n",
       "GBXMIhZmIHgQZB4tUDClA7rW2xf5+4K1wGqgfW3L5LQgxgNvQBC1JtzCbBkMBB4kWTAHounojEAo\n",
       "amVKN5D2wB+BPWzjd4F/QLDSzu8TOaEPGkw0T68r3RMuGlqY4G7ZPFqgYIYBP5mMGnHcLetUk7g7\n",
       "FjzopwUgrVExehSd+x1nIBqME2UOqYIp3dHAoOfQ9TP72Y7xwL/s8xJyA4dsDDP4BA14vDXmssWu\n",
       "s8g+e+BPjJYomBbwk4oH/jjV5CvAM7FtHvTT/OmHCtxsYP0E6y5mYQJqIQ4kmT6opXgTcCjZJbn6\n",
       "o0E9oO7X3rFzFtvn01A38P6x6/Yla2GuxC3MHFqiYMbnwMVxv71TTcaRO34J7pJtCQwA5phnaxaw\n",
       "SWx/mRYmPdGxxsvRPNjtQDqj45ahYMYtzNAliy0h9gQwNHbduEu2zi1M6QbyNU0KUX1aomAWszDd\n",
       "JetUCdkQzeMZtyTcJdv8GYhajJAXpSrtUWtvYeycQhZmuCQhJsKLUOuwP7DAjllCZgxTAmA08E7s\n",
       "+pHgH2lt5fjANqwLLtkfArcAMxLcy42OC2Y+60IlcdZNxgEvJoyfu0u2+WMWJpA/x9JELlgbO2cO\n",
       "JQkmoII5AlhtAT+Qa2FuDrRGs/yEWPAPgDxlx3xoa7RCg1yy0hqkFmu8jgbOBT4k/Vk1Gi1RMIu5\n",
       "ZBeibg3HaWxMMPNwl2zzZxBZCzMumEnuWCgcJZskmFuTtS4hVzC/DdwR66yZhSnd0WC0Y8gG/EDD\n",
       "XLJHA7+v8NxyGAm8CcwEhlf7Zi1RMItZmA2ZMOw4hSgkmO6Sbd4MRxt1yM+0M4iCgpk4LzxJMLci\n",
       "O34JOS7ZUDCTrp8RmkPJdQs3JOhnU9TirSLSyu7zFi6YVaOYhemC6VQBCUgXTHfJNn9GANPtc5KF\n",
       "GR/XBoJP0c79dgnXiwvmQvItTIuSlSGooRAPNluMtodj0KkoXckXzEotzI3tXzUZgE4RXIELZtVw\n",
       "C9OpEgXTiPVBx5AWJOxzl2yzRjqhCfdDUYynpktzyQIcCdwBMja2PcnCHECuhbkM6I7OzXw+smC5\n",
       "EXyJ1scd0SUOXyBXMD9GRbQShqDu3mqm1huFumOhoGBKG5BzSsuaVJhmKpgyukDElAumUwXkIOC+\n",
       "AgdsAsxKSZjxCZU3TE79Mxz97cOgHrMwJQA5GtgdnZ+ZQPAgcDVwYGxHkmBCTocsWIN603ZCp54k\n",
       "Mdf2zwQuBR6J7HsLDQQqEwlQ6/JTqtuWjkTLCKmCKe2BG4BfoBZ4g2iGginrAc8Cu6QcUMwlG6aN\n",
       "agdyg/nJHacA0hZdkHzLAgcNITekP8osYKhFFg4GqbpryWkspHuBRaFDRgAzIn+vQL0NuwI/B04k\n",
       "m50nibfJjwBNE8z5seOWALuRLpjzUOt3JgS3Q/B4ZN9UYEIF0zW6A4IuVD24zHPLIWphvgdsaKlP\n",
       "DTkanSLTDfg7+XNfy6Y5isEh6EB1WuNVzML8ABXVbYCjSE5j5ThRjkLFsDNIl5RjNiHdivgYbdiG\n",
       "AKcC5zR+EZ0qsTXwkyILNmxKdvwS8zLMB44FboPgnwVSdYK6cgfFtpUjmIMpbGFCNiApQrAUHedM\n",
       "yn1biI2Bd+1fI4xjyjCQcxN2jCJjYQarUdHcKbKs2VHAwRDsB0xD369C92ljiyOk0swEUwLgOOBm\n",
       "0gWziIWZ8esfYBsmNV75nPpBApAfg3y/ES62G3A9KohpvdhCFibA68Bm6FqZExqhTE5VkbtAeqFu\n",
       "wM6olZZGTDABFbZvAJNLuFlsPqYE5AtmmGwgPka+BDUQEoKKALUwF1mnLYlnUeMhAdka5N6EHUPI\n",
       "CubglOuWw95o5yJ67zZosFK0I/AacCvwN/P6bImOzULhdzNkX/IjiXNoZoLJSNQdcAmVW5igva7v\n",
       "AP/GBbO5cglqyX2zEa41CG0czLWaSDHBnIZG0W6GBkt0a4RyOVVBBqM5WMeRnTpRqDHelFyXLKhQ\n",
       "fUF+Iv4k5gN9IwE0nYAvIfg8e0jwBXAe+dmCFgOvFLBg3yNfzKNMRfMfJ/FVYPcEqyy0MN8j0cKU\n",
       "PUB2SL+l7ATyJMilNiS2DTpMFvXejALmWYRsyEFox2UY6u5+N9IReIdUCzMTUHU0cHt6uepCMGWk\n",
       "9lLkgWLmcAlsivrN30IH1WNRURKQvnh0lHBZnIuBbRtYJqc++Rb6gjR4XINslOMs9GVNooBLFlDB\n",
       "PARtWP+DNsZVRgJ1dzllEjb2Y1ELczmpHSVph9aJJAvzUXMlFiFYjQpfmFClF7nWZXjc+ZEsPSEL\n",
       "0PqUxmR0SbA0ngW2TXE5j0FTPU6MbY+6ZAcnnHcycBdI2pqcR6OrsOyNGizboN836hoeT940mWAN\n",
       "BP9FV4Q5z8oekmJhSh/gZZAz0La+7i3MPdA1KAeiE28bQhiJuAZ4A9gitn8jNIS/FMFciFam7iB9\n",
       "ixzfBMgEkO81dSnWTaQDmmT6MWBgw0LfpSPq5v+AVAtTOgE9SJ5SEvI6aqlOBZ6nNm5ZC5qQNKvY\n",
       "SeZr6IozoWA+SLpnYQIw3ZbUinIDmtKtVKLjmHF3bCEuRQOLUgjWQPBB+n5eQ9vLYxP2jUGfQ3ye\n",
       "aIExTAnQZ3ILusRYDGkH7AX8Dh1aOxmNSbkf9b6EJAhmhgds/9TItiVA+wTPzXh0/PYC4E6b+5pK\n",
       "PQjmZsBDaOb8hjYSQ8n24l8m3y07AXiuyAA76A/9pI1nPo2a92UiaW6MxuIw4Igq36O5MgR4316O\n",
       "RTQsB+UA1DX0Jeku2Y2B9xJyhUaZAaxFe9a1EsyRaDTjhTW4V3NiB+By1LLqj07FSBPMndCOWYxg\n",
       "JgTTyrhndByzJ2rVlkDwaSS3bAUEa9HgmV/lWoTSGs3jeiU5gimtUO/Iq6gVHYBEp6YMQ6dRnQFs\n",
       "A9KPXHYAZkCwAHWPfhMVvml2v5C0JCCgHRjIEcxAUG2Iu2XHAXeiLvZfplwvQ70I5jS0oYib9uVi\n",
       "FiagjU58/HGibS/GTUAYDHIVcEZ500tkQ+AZkGrOQdoFGFkkOs9JZhgaqg+lBQMUIjrpPE0wi41f\n",
       "AsEq1KPxBPqiT7I5ZNVkU3SO3w46d9kpjHQDORAN8vkH6qV4Hx0CKiSYj6fsK4e4YJZqYTYCwTQ0\n",
       "mOaHkY1DUKttMip8oZdmFJp9Z56J7VXAjyPnTQSmWn2/j/z1OPdHny0QvI0aPlNRj6FZmNLe7pMS\n",
       "+RssAPYhO0czZDawBchekW3hggiTIXg3+XpZmlgwpRXaa3iDxhHMqIV5P7BHrNGZQEmCGayKDCZP\n",
       "RgfnywkOCS3SMqwEuQLkHZDzSzi2PzrG2godz3DKYziNJ5jRPKDzgW42FzjKVmTnixUg2Fdf2mAO\n",
       "8BI6plkGcqIGSpTMSLvPXejQiFOYW4CTgJ/auOI01J03GxiW33mVjmiD/BQN5310+GBTdMyxkBu1\n",
       "GlwHHBmZkzkGeA2C5ahwHWPbd0A7fSF/Ar5lEcWgbfxz9vkONMetIQHwdTKCCajhcj2qEWGnbj/g\n",
       "PxB8ll7c4P4ET+I7qBv4r9rxkQB1yaZZqmVTzHXZ0MtvDGLzgKQVyIc2CFvJtdqDrLJw4nDbMxqR\n",
       "BTYp/BPyVzov5dr7gLxSujUnt5j4XVzi8W1AloPsDLKiePCTHA5yh32/7Uu7R4Opcl2o5b3kGpDj\n",
       "7POZIL9twLXOz+3kyMPohOnw7wBkOkhKaH7qdXcCeatMz8ZzIG+UcfxLIBNBDgC5p4TjA4tcrOVq\n",
       "PrWqd0XuI91APs4NJJTr7HkEIB+B9Izs62B1o5Qo2FKKtw/IuyBLQC4EKTSNpUrI85H29Fcgv7DP\n",
       "o61cA0D+BhIbKpLrQWxusbwAYp4/6WjPzWJEZJy+K4n3Duz5bwHyZrYcZZV/BLrY9FZW3gNBPkhp\n",
       "1yuqd9VuuPYFicxDkoe1YlR0rREgs2LbTge52j5vBRIP7S712q20IZK07EHxYz8A+T7IE8WPB61A\n",
       "8rJ9fgzkG0WO/wvID60i/qC0ezSY5iSYj2d/S/k2yN0NuNZNIMdE/t4eZDaZjptsZZ2nMl3nElgD\n",
       "VaJnQwaBLLUOV88Sjm8FstKEoC/aYSsiznIIiGQ7GzWhXgTzUPLmHMowEAtqkSdNIPcHmQuyBuSf\n",
       "qEXYGMUbBrJYOzhNhRxjov0nkEXk5LeV01TsZAk67SZ63mg7fheQ+eRm47kS5Nf2+QIKGhlyGGr0\n",
       "PFX++5R3rb2trPenHVDRVRtQolIufxbIJZG/T9cGqKxr9LXKeg7IQ7F9Q+0BT7feyZkNKOtRIA+W\n",
       "cNwWIG9bQ/QJJUVgyoWRSvMjkJsLHNvWGsaBVkkvL638DaY5CeZ8FRgA2RLktcLHF7zWYyCxoDB5\n",
       "HOQ3IF1ArtLft6Jr7wUyjZJSk8kpqMXzEMjXSzh+AEhkzp7M0LqbenxXkAUgfwC5s/j1G416Ecy7\n",
       "QI4ssL8/yFSQ90G2JcfT1Vg0dZpOCdAO4a/1++btPx7kxWQxkwdAPtcORc72QSDLQHqiXrwi0/hk\n",
       "LI02FUp654t7dmdFVyzzcIuikq/ZAyoy+VruIcd8l56U7JaVLtrbkqnoPE4B+WNymWRUbq+mEqQ9\n",
       "2rs6rMhxV0fEb3puIyS7mTgeDbKBid4YkJfJuFalH9rbjyTjznEz7wHyjH3eO13EZbCKfGo5O4Nc\n",
       "VriRzD2hxOMagwrvJdeBFJpThn3vz7ONj3RBLa1YAyAbk+j2kjYmsmeBnAsyh7zcr7IxyN2olfEf\n",
       "MlZI2d8nAHka5KcUnNokbUBetbpxDiW5mGVXkEgwilwDclKB408HuTVSP8vNL1opNRRMuQwklqBb\n",
       "DgJ53b5zjyKXaINOIXLykPEgF6XsuwZ1zc6uYb0qRjUFU9ZDzXQB+Q7aK34UHSOJjHdErS35LmqJ\n",
       "xXJvyrVWcbexHsCe9ncfa4h2toc/F+3NXGwNyxkg+1XyJUtHRoIstDJehPa2v00myENGoGa+vVhy\n",
       "tTWc/VEX7SLU7XAban0usGf1ekwUf4+6p9uCbGcv63n2PW8AOdmO28SucbQ13iejHYQzUSt0oZYv\n",
       "73u0A5kM8gjq5jmX4r3XOhdM+Yo9iyX5jV7mmMB+u5gLVn6GjgePtGe6tV3nJXQsqqP9fxzaoXvL\n",
       "fvsbUbFNGXOWduV/j7xrbGm/03LUxXciyNfJHS87C+Rf+hvKDlbu1pHvPMzemQH6DspI1JV8VeQa\n",
       "e6Ou43AVjZ+h400DrB7O1bKA1dnxsXL2ArkZFe7jU77LrqjgtrbvVUrjWEvBvNjeh6tBTkC9BPNQ\n",
       "q6rSdSGdokgb1NKsF7GElHpXzA8sIKcDU9BsEYKGUm+FTib9FJ2DcwQ6WfTPaKjw82g49dnA8WgU\n",
       "1XZoOPZkdM7Z4cBuEMSyUMgIdFJvWzSacT4aZbY/GhU6C42WOkaz69caCdMudQX+i2aj+AqafGE1\n",
       "cBEE5oeXjugE3MPRaMTjILCgDGmVvz5d5h5t0Aiyne0eJwCno/OXxgCba9i2tEbngC1EI8AGossA\n",
       "3Ys++57AP9F5YKvQaLD10UnIL6JRmL2BvwHt7FrhfMAedl3LrRs8R/H60liINc6vZiPdpAuZkHU2\n",
       "QJNeb4xm51iBrid5LRpuf4197owugLsIjVL9FjpvcsfcieTSCo0CnAS0R5/JEWg04nC7Twf0HTgS\n",
       "gki4urQtLVtLQ5FOwKFoMo5NrKxr0O/bDdgagvdV2HkEzbAy3creHs0UsxH6u85Fs6FcDEFk3F/O\n",
       "QKNA56DP7i40SvElYD0IdrLjLkezryxBQ/3fsjLdi77/fwXOR9/d94Cl6LzhU9FVOpaQfX+moGni\n",
       "5tmxc4EP0ee9wFK+1aLeid5HBqER8cPRJCdX5j4jp4Vg9SGXUgTzD+h6bYPR6RX/RefGfAR0QUOE\n",
       "b9WJuIAGU7wDgc07k0loI/UwurL80ajo/rl4RQx94YGAjAHmQ7BMtxdNPlBDMin3egNv55et0vJK\n",
       "N6CVhm5LJ1RAe0FwY4FzWudOkJddrVxd0MwknwL3QBAJSJK26LSC8egcxTZoQxx6Bx6C4ApqK5iz\n",
       "0GcaCsL6qACsjzaoU9EEE8+h04n2Q1cmWI2uVvBjtOH/CK1/Y9GOw00FEk2Ht7ffS7qgCbLvJZN/\n",
       "uF7qnQSo+HUHPsnP1iIjUYFcQm7Ho4jAywS75rP6nGRrYHvgcQhs3pv0R+cBf4z+JlsBayG4zfZP\n",
       "RJMhrEaFtBs69eJAtAPTT6/HlnbuRvZvMJoIoDsqVnta56SGguk4QIWCOYVs3kSnZfMEmhKsFkzB\n",
       "652j1KreTcHrnJOllu2d4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4zQh/w/eD3xAvlMb\n",
       "rwAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d7b8fb810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (3600, 96), float64\n",
      "Testing data: (2400, 96), float64\n",
      "Training labels: (3600,), uint8\n",
      "Testing labels: (2400,), uint8\n",
      "Accuracy: 68.8 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (300, 1152), float64\n",
      "Testing data: (200, 1152), float64\n",
      "Training labels: (300,), uint8\n",
      "Testing labels: (200,), uint8\n",
      "Feature vectors accuracy: 62.1 %\n",
      "Clips accuracy: 68.5 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Data: (6000, 96), float64\n",
      "Labels: (6000,), uint8\n",
      "Ratio: 3000.0 training, 3000.0 testing\n",
      "  68 (+/- 0.7) <- [68 67 68 66 66 67 67 68 68 68]\n",
      "  68 (+/- 0.7) <- [67 68 69 68 66 68 68 67 67 68]\n",
      "  68 (+/- 0.6) <- [68 68 68 67 67 68 69 67 68 67]\n",
      "  68 (+/- 0.7) <- [68 68 67 67 68 68 67 66 68 67]\n",
      "  68 (+/- 0.6) <- [68 67 69 68 69 69 68 68 68 67]\n",
      "  68 (+/- 0.7) <- [68 68 67 68 70 68 68 67 67 68]\n",
      "  68 (+/- 0.7) <- [69 67 68 67 67 67 67 67 66 67]\n",
      "  68 (+/- 0.6) <- [67 68 67 67 69 68 67 67 67 66]\n",
      "  68 (+/- 0.8) <- [66 67 67 68 69 68 67 67 68 68]\n",
      "  68 (+/- 0.7) <- [68 66 67 66 67 67 67 67 68 68]\n",
      "  68 (+/- 0.7) <- [68 69 67 67 68 67 68 67 67 69]\n",
      "  68 (+/- 0.5) <- [68 67 69 67 68 68 67 68 69 68]\n",
      "  68 (+/- 0.6) <- [68 67 66 67 67 68 67 68 67 67]\n",
      "  68 (+/- 0.7) <- [68 67 68 67 67 68 68 67 69 68]\n",
      "  68 (+/- 0.7) <- [68 67 66 66 67 68 68 67 68 68]\n",
      "  68 (+/- 0.5) <- [67 67 68 67 67 66 68 67 67 68]\n",
      "  68 (+/- 0.8) <- [68 68 68 67 68 69 67 68 68 67]\n",
      "  68 (+/- 0.6) <- [67 67 66 67 67 68 68 66 68 68]\n",
      "  68 (+/- 0.5) <- [68 69 68 68 67 67 68 67 68 68]\n",
      "  68 (+/- 0.4) <- [68 68 68 68 67 68 68 67 67 68]\n",
      "Accuracy: 68.1 (+/- 0.70)\n",
      "Mean time (20 cv): 9.54 seconds\n",
      "Overall time: 194.55 seconds\n",
      "\n",
      " -------------------- Baseline, test_size = 0.7 -------------------- \n",
      "\n",
      "Software versions:\n",
      "  numpy: 1.8.2\n",
      "  sklearn: 0.14.1\n",
      "Attributes:\n",
      "  sr = 22050\n",
      "  labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n",
      " 'reggae' 'rock']\n",
      "Datasets:\n",
      "  D : (128, 96)               , float32\n",
      "  X : (5, 100, 149, 2, 96)    , float32\n",
      "  Z : (5, 100, 149, 2, 128)   , float32\n",
      "Full dataset:\n",
      "  size: N=149,000 x n=96 -> 14,304,000 floats\n",
      "  dim: 28,608 features per clip\n",
      "  shape: (5, 100, 149, 2, 96)\n",
      "<class 'h5py._hl.dataset.Dataset'>\n",
      "Reduced dataset:\n",
      "  size: N=149,000 x n=96 -> 14,304,000 floats\n",
      "  dim: 28,608 features per clip\n",
      "  shape: (5, 100, 149, 2, 96)\n",
      "<type 'numpy.ndarray'>\n",
      "Flattened frames:\n",
      "  size: N=149,000 x n=96 -> 14,304,000 floats\n",
      "  dim: 28,608 features per clip\n",
      "  shape: (5, 100, 298, 96)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=96 -> 12,960,000 floats\n",
      "  dim: 25,920 features per clip\n",
      "  shape: (5, 100, 6, 45, 96)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=96 -> 12,960,000 floats\n",
      "  dim: 25,920 features per clip\n",
      "  shape: (5, 100, 6, 45, 96)\n",
      "Feature vectors:\n",
      "  size: N=6,000 x n=96 -> 576,000 floats\n",
      "  dim: 1,152 features per clip\n",
      "  shape: (5, 100, 6, 2, 96)\n"
     ]
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFCCAYAAAB8Ye0uAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe4nEX1xz9vctNz00NIIzeUhFBD772IhSJIE5SigF1R\n",
       "rCgi2LHxQ7EgAjYUEBAEpEmQJi1UkRqSAGmkEJIQEgjn98eZuTv77vu+W+/u3bvn8zz3ubtvnd2d\n",
       "d77nnDkzA4ZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhBPwOWAg8Edt+HvA/\n",
       "4DHgamBoyvnnAU8CP6jg3lsD767gvHqyF7BLowuRwYnABY0uRIxxwJU1utbewHLgEff39Rpdt9Z0\n",
       "UPgMVcNFwKbu9dcquM+JwKvkvreTg30nAM+6vw8H2/+EPu/fCbZ9HTi09GLXhA5q+10aRs3YA9iG\n",
       "wgp6ANDLvf6++0viNSCq8N4nUn5jH1Vxv0o4G/hCmef07oJypHEC3Usw22p8vb2B62p8za6gg65r\n",
       "5FdUcJ8TgP9L2D4CeAEY5v78661QkQa4BWgHxlL/774NE8yG06v4IS3LXcCyhO23Au+41/cDExKO\n",
       "uQ4YDMwEjgJGA1cBD7i/Xd1xOwL3uuPuAaYAfYFzgKNRC/goCsXpSWAD9AF6BrgMfZAmAl9093jM\n",
       "nRfnNOCHwfsTyQnL8e4zPQL8ilz9OAh4GHjUff5J7jqnu2N3c2X5l7vvba4sAJe6a/3H3Xcvctb9\n",
       "TPc9xUkrx4XAg+7zh59tB/T7e9Tdx19zHHAT6jGkefrhufcDg4D+wCXA466Me7tj7wM2C86dAWzr\n",
       "zvmdO38mcIjbfyJaF24n9709Gey7OqV8H0F/1/vRxjpN+IsZSL3R7/8J91k+57Zv5O77EPBvYKrb\n",
       "Pga4Bv0uHgV2dts/767xBPBZt60DjbT8xn2mm9HvDWA7tB48CnwiKM/m5H7Xx4CNY+U9Evixe/1Z\n",
       "VLQANgTudq9nuOt/HxjgrvUHQNznTSpPSJph+S5UEF9zf7ei9X6tu08voA/67J8DnJVwDU9X1R8J\n",
       "zu1Af7uH3Z+P9uzttv8DeBr4ZcrnNYya00G2RXc98MGUfaH1+2dUVECF7in3up2c17U/KqpQaAV/\n",
       "k3zBfIKcYK5DhRfgQODX7nUvV749YuUaBTwXvL8RFfBp6MPpy3Mh8CFU7OeijT2o1e3L9PngOte7\n",
       "4wFOQhte0Ab7OnIP7XXkHu6BFHqdaeUAGO7+9wbuALZEDYwX0EYUVCx7o43NC+h33A+YDYyP3Svt\n",
       "3C8Av3XbpgJz3DU+R06ox6INEsB3gePc62Go2A10ZXiJ3HfWQa4+pZVvHPCiO6cNbfySPKK9gCWo\n",
       "8NxIfkPs2Q4VAc8Q9/92cmK1k3sP8FfgM+515I7fDm34B6AN+5PAdPdZ3kI9MH+u/w4eB3Z3r3/o\n",
       "3oMKv39e2igUtDGosQf6LNyPfh8nkAuH3oGKDBR6mGnlCTkBmOfKdCU5g/cLwJnBcV8n98z9FBXm\n",
       "09HP/luyqUf9GeCuCbAJakiCCuZqd2wv9Pc/okh5jRKpdZiolTgTtT7/XMKx+6NC4GlHH4hhwO/R\n",
       "xkvI/R7lhFfnkGtkDnR/j7j3g9y17wqOXwzMQhvK59H+oHuBT6GN40PuuP7AAnfcv919QK1vT1jG\n",
       "nYHD3Os/kvNiBW2YvHV8D9oA/Qn1sF6JfZ79YuUY4MoB6nWfgn5PY8mJxHzUygZYGdz3dnKN6lNo\n",
       "IxLeb2rKubuRE6ln0M++CXAF2gCdjXr+vj/yQOBg4Az3vh9q0AjqGYTfWUhS+UYDdwbnXIlGHuLM\n",
       "RL34N9D+7msTjnsB9c7+D7jBlX0warCEfal93f99UO8eV/bXUeG7Gm2Eca/3QI2aF8mJ4cOu/EPd\n",
       "n/cI/0CuP/5e9LmZ4K7zfKy8C135Brtj/gzs6crwt4TvIE5SeeJc7677FnAqGp3Zr8h1Tw9eX+fO\n",
       "OxMV51spFNB61J++wM/RfId17vqeB1ADDOBySv/+jCKYYFbGicB7KP6geSJUeNbGtl+INprvRz24\n",
       "GSnnv01++Dy0zFfFjv0eGpbK4i/oA/s02nB5LiM/kQLgfUWuFZIm8m8Er3+Ahovei4rnu9BGJSSp\n",
       "HJNRy317NNnlEvR7ENJZE7xeR3l9qEmfZR7q1W2Jfn+nBfsOJ99zB/3N479PVvnaKPw8ad9p6F3d\n",
       "hNalEcDSYPtraKN+EPAxV+bPue3bpFw3fj+JbYuCMsbLP6DI9S5HQ+bvQ73i01CPMeReNELxDCq6\n",
       "H0EF/vMUp5TyhN/PxeQMu1fIhU5BjZF/xc49FDXk2lFD5Gjgn6jxtzp2bFfXn9NRY+9DaL1+M9gX\n",
       "1qGI7GfEKAPrwyyfg9B+wkPJr6RZ3EIu1AVqFYKGvOa51ycF+19HH0rPbHJhqG1R8UjiZjTrb5B7\n",
       "Px71WOJcg3qDx6LiCSrcHwiOH4Fauf9BrfyOYDtogx2W8V7gGPf6ONQrTWIj4L9oQ/Uguf4zT1o5\n",
       "2tHG43U0dPdutCF4BvU2t3fH+zB3UoMV35Z27l3kQmRT3P29qP8V+DL62/n+yJvJ/329GJXbdyTo\n",
       "d7IXuZDsESQ3eGOC6+/oXi+NHTPSXeNq4BuuXCtQT+wDQRl9GPN24OPudW/0M96F1hUfkj3MbUv7\n",
       "bMtRQfZdEGFYdEN37wuAv6PCEecu9Pm6E42U7IM+ZysSjn2L8o3+9YPXh5DrHrkF9fSGoaH/A9Df\n",
       "1dMH7Vf9Ifpd+N+kt9sX/wxdXX+GkIu8fJh8Y3BHciHZo8iPMBlVYIKZzuWoCExB+xG8oF2Ahoxu\n",
       "RR/oC1PODxu5z6CN8mOoWHjL8oeoRzgTrfD+nDvQcOMjaCLE31DheBL4JPkeWXifW9Fw031oaOoK\n",
       "kpNqXkMbig3IhT7/h/bb3OLKeQvauCxGQ1BXo0kcl7vjr0c9Y5/082n0O3oMbSx8cki8jJ9F+2Ee\n",
       "Qz3um2JlSyvH4+5eT6MWvQ/5vYVa+he48vlkD6FQaOLv1yac2w/9TXu5e/4F7fd6y51zlTvniuA6\n",
       "56KN5uPob/St4H5pZUjaB2pAfRcNq92NCszrCcd9AP0eHwV+Rs5YCRmP1iWfGPNVt/041HN71JXX\n",
       "J5l8FhWox9F6Mc2de6krz3/QJKTHYp8l/tlOAn5BrmvAbz/K3e8RNAHo9wllvtuV+99ogs1ccr91\n",
       "nN+4svqkn2K/N+iz+CT62T+FRotAjY1zUYPlAfQ3DEOhn0C/hzfdPQeS+57iv0896s+F7rqPokbn\n",
       "yuCYB9Fw7VNo98u1Cd+DYRhGj8BHCNrQPrN6j/czmpe9UWPW6ALMwzSM7sfZqBf2BOoh/L2hpTGa\n",
       "ibTIhWEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEY\n",
       "hmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYRk8lKrJ/BrBX\n",
       "HcphdH/uBPau071mYPXOUOpV72Zgdc7IUVG9k9qXw2hS6lkXrN4ZnnrVhRapc3ISyO8aXYomILE+\n",
       "9Kp3KQzD8MjpIG2NLoXRUowGJjS6EM2KCaZhNASJgPOAMY0uidFSDAPWb3QhmpUmEEzpC/KJRpfC\n",
       "MGrMYKA3MKLRBTFaimGYkVYxTSCYTAR+DjK80QUxjBoyPPbfMOrBMGB08a4AOQVkaF1K1EQ0g2AO\n",
       "QLN592h0QQyjhphgGo1gGNqejipy3BnApl1fnOaiGQRzoPu/T0NLYRi1xQulhWSNeuK9xmL9mIOB\n",
       "QV1clqajWQRzFfUbA2gY9cA8TKMRDAPmU7wfsx0TzAKaRTD/A2wEYta40VMwD9NoBMOAp8n0MCVC\n",
       "PczB9SlS89AsgrkceASY3uCyGEatGA6sxTxMo74MA54h28MciPZzmocZoxkEcwDwBvA69gMaPYdh\n",
       "wIuYYBp1Q/oCfYFZZPdhes/S2tsYzSCYA4HVqGgOLHKsYTQLw9GGy0KyRr0YikbrivVhtrv/Jpgx\n",
       "mkUw38AE0+hZDAdewDxMo34MA14DFmIeZkWYYBpGIjIeZGQX3sA8TKPeDEUFcwGleZiW9BOjGQTT\n",
       "92GaYBr15EvAaV14ffMwjXrjPcwFmIdZEc0gmN3Iw5RPgvRpbBmMOtEOjKv+MhKBfABk/9iO4WjS\n",
       "zzCQjOdQJoDsVn05DKNTMJcAwzPqnfVhptAsgtnFST8yAWRikWN6AT/FZvpvFQZRE8HkYvf3odj2\n",
       "4cCraL1uj58UcCjwmRqUwzCGAcshegetd2mC2A4szdjfsjSLYHa1h/lp4LNFjhkJ9CG7cTN6DoOp\n",
       "jWDuB5xNXuhVIvd+mfvLCsuOwfqSjNrgPUzQYXpDUo4bjIZtrd7FMMFUJlB8qijfeFolag1q4GFK\n",
       "GzAWeAJtrDwDgbchWoNa8lmJP2MwI82oDaFgriBdMNtRwTQPM0YzCGY9kn4mUDzUOtb9t8arNRgM\n",
       "rJ/dv1iUsWjYdRH5XqT3LqE0D9PqXMtQbNmtsq71OZBQ9OIeZlq98h6mCWaMZhDMekxcUI6HaY1X\n",
       "azAIDcFXM7RkA2AuKoqhhxkKZikepkU1WgJpAxaAbFCDa0XAt4GpwUY/rASKe5gLMcEsoFkEsws9\n",
       "TImA8RT3MC0k21oMQq3wasKyXjBfI9vDtJCsAdq2jAS+WoNrjUXrcGjwuaQfoLQ+TBPMGCaYWqHW\n",
       "oGnWWeGQccA7WOPVKgwGnqNswZR7QNZzb7xgrgT665AkORK4EB1Sgts/KeOCJpitQzsqaEfVwMvc\n",
       "xP13gikTgO2B2W57VkjW92GacxDDBFPDsXPQ0NjojOPGopXNGq/WYBDwLGUJpkRoozTebdgAmAOR\n",
       "oF7mMOBjwC+AU9wx/wM2S7neYPQZ7Q/Su8zyG82H9+xuAuLjdsslEEzpB9wA/BSix932rJDsYLTf\n",
       "vX+Vffg9jmb4Mro66WcC8DLFp4sahy6LY4LZ45E+QG/UQBqbfWweQ9DVIHyIdRLqQUIuuWcscJfL\n",
       "kAV4CpiWcr0xaL3MGjNn9Bza0WjEEtLFrFQ2QSNno4ApQH/gvGB/Vki23e1fTcMni+leNINg1ijp\n",
       "R8aDHJawYzwqmMUmJB6HehwWpuj5DAJWAa9QXkjWh2K9YPqQLOQ8zPXR1SI8z+tx0i/hemPQerkC\n",
       "M9RagXb0t84Ss1KZAjyMhmTHAi+5SIenWJbsSvQZMEMtoBsIpmwMckLGAbUKyX4auBrk1Nj2EjxM\n",
       "6eX2PYc1XK3AILTBmEdlgukTfELBXIaK5SA0/O+I1qJdAptQiPcwV2KGWiswGBXM5dTGw7yPnGDO\n",
       "j+0vliW7Aq13JpgB3UAw2R34evKuztDYWqoSTImAI4BjgJ+6viGPF8yFpIdkR6GVeAkmmK2A9zDn\n",
       "U7GHKUOBNnLZsK+hodeFMUsf0sOy5mG2FjXyMKUXsBHwH9IFs5iHuQJ9BsxQC+gOgrkesDFIUjjU\n",
       "9V9GArwJ9KuwE3pLtPG6kkJhDD3MtJDsONTbsIarNRiMNhZLKW81kTAkO4H8MNgyVBTjDRdo4o8J\n",
       "puH7MMsUTOkHEva1T0Dr21yyBTPLw7SQbALdRTBBPc04A9D+S1zDs9ptK5cjgKvdNRbRKZjybmBr\n",
       "tGJleZjj0ApnobHWwHuYvt+xVNZD69cIckaWp5hgJmXKesG0etcaeM+uXA/zg8Cvgve7A4+hEbFR\n",
       "lBWSlb6oLqzBBLOA7iKYTwF7JOzz/ZeeMsKy0gekv3uzK3C7e71Q7yk7Ab8DPg3R02R7mBOBlzBL\n",
       "v1XwfZjLgaEupF8KY1Dx89mwYSPlQ7ILEs57lvQ+TPMwW4dKQ7LboV6l55PARahglhuSdQk/kWCC\n",
       "WUB3Ecyrqblgcgbwffd6fXLWvvcwNwLugOivbvtCYFOQ4wKh9ZhgthYuJButQSeriNeHNNZDhx6N\n",
       "QBupuIfZTrKHuQj1BOJsiEY/rN61BqFgDs1tloFF1uGdTmdfu0xHk82uQw2+Ae593FBLE2Xv5UJi\n",
       "0o9EIH8CqSTS1/R0F8G8EZgamygYqhPMA8nNoOKzDSEXep2ADhvwPAP8FvgesGfsWr6f0xqu1sCH\n",
       "ZKG8sOx6wNPkQrJxDxOSBXMxBYIp/dB5QJ/AQrKtQlof5jeAS5JPkV5ot9IoN1PZCcBFEL3tvMSl\n",
       "qGCWmiU7xJUBkpN+JqEh4P1K+kTJZT4U5MDKz28c3UUwX3Z/8emg/KQFnhIFU/oDuwBjXSUajjZK\n",
       "oNb8euRE0BGtheibwF3k+lU93sO0hqs18CFZ6AzLlkQomPEwmM+WTQrJrgLaYlb7FsDzEK3GDLVW\n",
       "Ia0PcwJwnPMe42yMhl6XoPVvGvBQsH8J2m6uiJ2XFpLdBHjBvU4KyW7p/h+a9UGK8H7gUpCmq9MN\n",
       "FkyJ0B/5VZLn1PSTFniKCKZEIFugYrkUbbRGAcvU4gLyPcyXEy7iBTXEC+YqbJqyVsBnyULlHmY8\n",
       "JJvhYUaCGnThRNnbAjPdaxPM1iAMybYHfeej0enyvpM7VAaC/BnYG3gErVdj0TD+rOCaS3RfwVCm\n",
       "N9BRB/H5s7cG/PR5aYJ5DXBwFdPmjUaHCqYMJ+y+NNrDHAqshuhNVDDjHma5Idlt0OywbwJ/Rfsu\n",
       "x6Ii6UnxMAv2OyTKHdvZEW5eZs8mDMmW6GFKmztuLrosWAfJHmZSSBZyCRqeUDAtstEauJBs9Daa\n",
       "perbuvXQpbq2cQ4BaATiWOB84FHUOJuAtqGzg2s6wYwTid6rwBDbGm1DIXnigi2Ba1EnZ+cyPlvI\n",
       "eqhYfrDC8xtGowXTp+GDznZSrWCOdtfZEZ1s+A0KMxN90o+fEi9OMOwEUG9hDUQ+RGfWfrdFznfZ\n",
       "z9VSSUh2FLAEonWoOE4gWTAXxU90xPsxzcNsPcKEmzAsOxrNt/gF8Hm3bQvgL8C/3N98YAdgsXNA\n",
       "PItJN9KSwrJbkfMwl1KYjLYl2q/+J+BTpXyoBEYD9wLDQMoZ59xwupNg1sLDHIXObrEROoxkPppB\n",
       "FnqYC9GEjNGx7Z54SNaHYz1m7Xdf9kUf+GqpJCQb1uWlwIrAyPLbTnZT4SXhQrJyCMjlaIPoLX0T\n",
       "zNbAh2ShUzAlQtuqV9GxloeBjEGFayZE74XoLtTD3I3csnGeFA8TKEj8kSFoVO45t2EOed1k0hdt\n",
       "W/+Hivd+gcdbDqPRZ+VJcn2iTUF3F8xyk35GoRaWj9nPQ8O0oTAudddYFPRrhrhxmp3EBdMar26J\n",
       "RGgYdEKRA0uhzJCsTEWzGO9yG5ZS0EhF70CUkukI5AaZH4gOY/kpRGF6vxlpPZ8EwWQw8DZEb0C0\n",
       "BPgncAhqUD0ZnDsf2In8/ktQL/QPKfeLJxdtATzloiSgod0OfSn90PGes9WDjVYAP6Lsxa5lEBCh\n",
       "z9fjmGCCNiDy7RIOLCaYg8kXzGLLzTjB7CTBw4zeQa21pHAsdHqY0g/kRjQ0Fh5rgtk9GYHWl1oJ\n",
       "Zjkh2bPQhsyHqBIEsyg+JDsZuASiMCHC6lxr4IeVQG4spvcuPTcA76FQMOehDkZMMKNHIHqIZIKQ\n",
       "rJwEnEguqgHaJk90yT3XAHcA9wT7b0QdknJwnycSVDBrERGqG13lYe4IfKCE40LBfAkYH8tA3Zj8\n",
       "ClCih9nJfLctnsq/iHTBfNWVayrwbuBrFHqYZu13Pzrc//FZB+WQXWLzb4aUG5IdD/wryESsRDB9\n",
       "0k8HhWE1q3M9HumNCp6vd977iwvmzcAB7tiwDfMZ2XEPMwsnytIL+CVa927I7Y7ecMeMQb3LjSH6\n",
       "aHD+K5RvoIaf5wlMMAH94ieWMKVYIJjRGrShCaen2wydNs9TiWBCYV/lQvInLQiIVgHrUNG/CY3j\n",
       "h5UwKbPMaDwd6PixUh/g3wJPaZ9hAeVmySaNuZyXcmwai9HGpIP8LEcwD7MVcHUuese994Lph905\n",
       "osWoZ/ZkbKiIr39xYysLPx3oKDQ790CIrokdMwdNJupLYZu5HOjt+j5LJfw8TwBbVDE8pe50pWAO\n",
       "JLeQbhrrk581GIRlJUIF83/B/loJZpaH6ffvjS7Auh06RMVjjVe3Qt4Hchpa5+6hJMGU3uh4tTOA\n",
       "+PqoUBiSLeZhxheFvsb9lcMSNKN7ddB36TEjrecT9l9CuocJ8HdyGdSehYBQnofpx767lXUSmQ28\n",
       "D3iicCxnJGg7mhDVkWNAvptwPZ/wA0TL0AhORxllbig1FsxOS6PD/Y/3ScbZjsKYuT9nAmr1BIvt\n",
       "li2Y3sqPC+Z5wOUZ1/GC+ZQ2Xp2d4KA/cDFDwKgf7wI+jvb9PQL0ja13msQGaD25i+RlteIh2QwP\n",
       "UwbqPTsnJgCiOyG6u5TCByxG+6WSPISVwMDKJ8xoHgu+hXGTnnfiF5FOEswfAV/I3xS9hfZtltMV\n",
       "4NvbtDHpoB6mE8xEXiG5G2RXdAKZOPHP8zQwpZTCdgdq+CCJi6nLMFQwnyFTMGU8alU9E2x8HE2N\n",
       "BvUu/xs7aTnZ6xMmeZhCQYWLHoOomIc5nnzv1vMi2jinIL1dI9pA5DSQMrPXmpZN0cHWu6K/TYrF\n",
       "m8cm6Aohs4BxCRNJlxOSHQssSJhJpVyWoGu2JghmtA41/ooZoAlIb+ClMsNmRslIBJK00ky5lOFh\n",
       "RuucQMaI/llmPfSCOZF0wZyN1vEnU/a/THJUZzOShTD+eV5Ah6o0BbW0PKeiP/rO6Bd4N9kP+G7A\n",
       "vbEf+I/AsS6FOd5/CZlfrkRo0sSSYONc4Ocpw0ey8OGNZxL2zULDeWkci36OpDJOBamHNfUu4FyQ\n",
       "pBVgehpT0bkzt0Ef7lISEaYAz7l68YK7hkN6o0aZj2wUC8kmLZ1UCd7QS+uDepbKLPEN0HHHKXW2\n",
       "5KXLjGR2BO6pwfeYJZhpk11Ui58sppiHCeV7mJsD6ydEe2J9sjyPJnc2BbUUTL8A7vvRh/85igtm\n",
       "LGwVvYh6mYegX3hcMF2jkVg5hwJvuuQhf701EH2m1A8QsAiY5Sa+jlPMItoO2COljF+k7HFLIdI3\n",
       "ZQLmOJsB5wD/V/m9mgEZhDYofvHc2ZTmYU5B6xJoFCEMy44FlgazpRQJydZMMFcAb5MumM9RmWD6\n",
       "z9ZRuEvGA082PiLSjMghbsmt7dA6WMT7l34aGpdeII+AxEUinOUHsvswa8UCtHtpI7I9TCjLw5QR\n",
       "aJTmfxSKYdwAaFkPcxpqhRyBfslJ4ypDdiN/TI/nd8B3gYMoEMxoKdqojE44Lx6OrYZFhffuZC66\n",
       "CkrflP1bubIkWfTbA3tVViSZAjwI3Je9Np70RTvyzwemZfd7pX2GmoWZuhAZTqenyA3AYxAtpzQP\n",
       "04dkQX/nUDAnky9afiLstGelRoLZOQF7loeZ8ZvIXilrFG7q/id1I0xHjauPlFxMA7ca0lXoGr7b\n",
       "odGo7Yuc9HvgB2huxHQK+/fCMZig9W4iWr+6SDCjd9DnZWfSBfN54EcQvZayP8nDnIaKZVJUJG4A\n",
       "tLSHeQkaFp1NpmDKCPRBfjhh5+Vo9uKPgQcS9qeFpmopmFcD5ybvit5CK1dH4T6J0P60eymYmFgG\n",
       "oOUeAjKxgjJ9FfgHGhLOmh1jE2COE49X0YcuARkGzHO/RZxpwCNFFq1tILILKpTbAE9DtAAi73mn\n",
       "9amEeKEFfbA3C/Z1kDesI1qH9mfGslSlP8gEaudhgg4EfzxlX0ZIVvoB15M89nka+lmTBHMaWlfP\n",
       "qM1vLZNaJMS7DTrB/v7oxCY3kimYMhadwekjwJfQZ3i72EFTyDeW7kGdg+l0XUgWOicnSMuSjd6E\n",
       "6IsZ5yc9b747LcnIi4dkZwGTmyUxrdaCeSv6Bc4m28P8CHB1bJJgR/QORH+H6KfJ+3mOZEu7hoIZ\n",
       "vQTRgxkHzCI5jODHkF5D4Uz+W6EZYTMo28uU3sB70bGDD6DjotIIh+I8T7pXchxq3GyWsG9rNKSy\n",
       "bXnlrBu7oWX/GoX9zM+i5U9B+qIPuG+c4iHZDgrHQSYl/nwF+Bs1FczoIzqtYyJp9R5yA9nfl7Bv\n",
       "U3Q8cUfCvmmo5/Mimesbyt4gB7nX/VOO6e/K+JcWSDDaBQ1Rvg/t/76EbA/zZOBKNLdhX7Texp+t\n",
       "HYH7c2+jZe7Yncn1I3YFc93/lHHpRUnyML1gxroRZFO0XQnGKEer0HHLJU44EkcmgFwA8pd6GGs1\n",
       "Ekzpi1qwz6H9ks+hjcjowrCftAGfBC6o8Gb18DCL8QLJIVc/0/99FArm9qhHfScalokhB4AkiRfo\n",
       "w7TI9fE+4N6nESZLJYQ7ZHPXd3UqKvybUshWwFtoyKk7shO6WsJGqBESciewuZugOonPA48Gk6A/\n",
       "g4bYw9Bl0gTWwfWkF7qy/ZZo41nuJAWV8CI6E1ZSGP0IdKjBgQme4jRUMNM8zP8Bl6EGVAISAT8D\n",
       "/gwyA3gdJMlgm4IaGoNIHtvak9gZ/U42ItfmbZ/cYMsU4BPAr9Eluk5BHYvpOa9KIvSZjkXUIoHo\n",
       "/hpkYGcxB10veFXRI5NZBAzP1Uvpgxq03sMM2+qzgZ8kOEJF+jFlR5DPpuz8GCq2+5IaTasdNRBM\n",
       "ORI4Hg0DrkGtqT+6DMRZdFYMOQXkv+i4y3lFPLgs0pIf6i2YST+wF8yZwNRY6HV7NJvzdnTx1TAz\n",
       "M0ITV/6tfVEFHIyG3KC4hzmNTMHkMrQiDwYuInkc4laoRbxnxn0ayU5oUtMj6FqAAdEadF7XQzXc\n",
       "LIFnKB9HoxuHB8e/ic4Fe5FrwDoo9DDvJ7/PaU+0j+n3aF2sVUg2g+gtNGwWM9RkIFo/LkTr5W7B\n",
       "vlFAb3QFn8n5DXrnxCBPoV0Q+5K81NJ2aPLJpsDF6GTeSfViM/TZvpLCcGMPQY4G2Q+tC3e6v5kQ\n",
       "LUQTdoJnTc4CuR8NrZ4L0cMQLYLoMpeLsRhtG49AjZnVGdGFrmQu2ZO4FCFahxpzz4P8A332FgG3\n",
       "oe3MFiCfBzkXdRSSHKXnSWxPZWenL/8AzkoJ226LtmkP0g3qXRHLRvqBLAGZD3J1wv5vgFwI8kEV\n",
       "S9lLhzpIFVlRsg1I0M8j64HMAnkT5IzKr1tWGQ4H+XtsWy+Q60BOdu/Pcu8j9/c0iAvbyEkgC0Cc\n",
       "1S9bu8+vcrGtAAAgAElEQVSwP8hC5wH660buu9vVve8LsgpkfdcPGS/bk/odgT6MYTllJMhykA6Q\n",
       "LdFMvxsTrvGS3k+WBpW0K63cggJk7Brr6lxG+EWOBpkJ8grIIpAvgRzmvtuEyID0BrkP5Hj3O8S9\n",
       "8uNA/ubu/RTIXJDT0VClaB2sB3IDSNBPKR9yv9HF7v03QX6f+25kD/1cALLMCag/dyxI0JckV4GE\n",
       "84T67b8GOTN4fzzIlQnHnQPyLVevYl6/9M8vd1nUq94Va+sikGfd8/Oqe38gnQauXATyZfd6GMhr\n",
       "IPuATEq53lWuDXjbtZEJ7Wc9kB1AflHlNQbocyXHuGctiHLIYSA/B/kuyZEJQL4Gcn5s2yHu+7nF\n",
       "XeN5CpYSk8g90xNd3Yst+CE7FD7LpX+oLjhJDgOZATIYJCFzVTZwD/SzqGVWA2SwE4xLnSD8DeQ8\n",
       "bbSkrTb3KFqGKa4hdh6kjAC53TW67nuQvqjQHQfyXlTIgoxV+ak2MgByNsiPg9f/DBq9bUBeJM+6\n",
       "kntRA+Hx/M8s+4K8kKuwsrWWoXP/kagVGH6O2FRaMgLkdb2fPAfiQ8vdRTAPA7mpyOntrt4dpw+Z\n",
       "XIYade/JOOdQkPtB1lDYjTDBNZJfA/kzyLtA3Mw7ch51S1iQI0DmgIxDRWgeSBCel6Gunp3u3v8I\n",
       "5Ifu9cz8Bkv2Bfl38P4QOsW1c9v6qHEyLti2MUhCgohchRoqbe75DMbfyaGoYVHJsJjuIpjT9HPL\n",
       "HiAJSTCyK2oURyAfA7miyPVOAfkdaoAIyFcqL3qzIxu758sNb5Ix7nkNoyWXoBGi8Lxx5IyXQ7Td\n",
       "7NwXgTwK8p8Kn88uEcwrQIr0V8jNIHdS0w5Z2cJVyrudaKQkInQlcgbIY64RmwnyEwqGcMh094M+\n",
       "C/L+2L7tnbhF7jO4yiF9QB4AcUtFyU/QcEZ47nraIMmtIJ9z23qBPKyNVudxg0FW5yqM/Ia8vgBp\n",
       "c/uD4QiyF4gb7iPHod7UZOrXcJF9L/k1yFklXKJM40naQF5OFgNwv9Vr+QLVCORMJ4rnkhwdmIRa\n",
       "5vuDLAbpcNuvBjkxOO6z+l12vm9zv3WwXJP8BuRHsetHrk7Hx949BeJWnpAHYo3dRe67jXkRBWXf\n",
       "qPC63UYwv0KmJ9YZRXoXyEMg7y7xthHINSANDyc2FrneGRH9tf2Rs2P7T0IXVg+3vU/1BfLFE/T7\n",
       "lBdBHgQ5PuO+be5ZOhxkTzQDHyoXTLmdvP62zl07ouGJIvOqyka5h7YraFQau0RoWO56kK+nl0OO\n",
       "RcMKUcL5z4D8kULvc4pr7I5BLa204QRT0VDbQ65BmkGBNSXz0dDEWFeBNo/tf5LOyRBkgGskfxns\n",
       "/wTq/dZZMBMTKHZ2n2dU4b6a3PabIHel7LsENWwaPGxCIpDPoKG8lGxrOQL1lIMwn3wAjYpci3pL\n",
       "8yiYCUrO1N8f0HDiQhL7NeV6vUfn+z6o4eUMV/kVyKeD8s5DPdql7jdMMHAlQj38WSDhikXdRTDv\n",
       "AzmwyDFfAHkDDZ1XOO9vq9LZHfUEmvEab8c2cm1c2A9/Fsj3gvfzQfziHb9EuwR3cUJ6OInIqagn\n",
       "ejPqgHnnpGLBPAu1nIL+MvkiasUekX6qURw504lmwrqMcrB78P5U5BojQHZyFSpJZL7jKtqrIFcm\n",
       "CPdVaP/TISCztZGV2HAgiai/YF6LeshD0FDove6BOrr46RXfdgid/cwF+7ZREekuJHWB5O3/Fkhs\n",
       "6IL0U+NH1pG4wLuMcaJ2u/uu90+59pdB/gUy0r2fBvJssP9UkMvc621z++QraFRmJgVTpsle7lk4\n",
       "Gw19/h7t8miwYEp/kO/rZ0idrCQ8vinGE3Y/JALZHWS/5O+5sw/5ArSraWdnxIR9+leA3OR+r6Xk\n",
       "usx2cG3bT/KvLYPRPIekvtVqQrLyI6f8B4Ccj4ZfxmWfahRH2kienaWeZdjVWVfu900/sG5FUsG8\n",
       "2An9CtQL38eJVisMjO9iZCdSQ9YyXA3htGQVCIR3njNmrgUJlsCTDd2+x9Awb+gFRO63vRnt2/86\n",
       "6lHMRENykWsQP4oa6XUUTLkN9UxuQr3xNe7vNrosqmGUjoxEoxdPoN1PF5I35lcGol0N51MQ1ZQR\n",
       "aGTkMZBPuvq2FuSitJtVVEL3L0JXwHjMFbJOWYFGN6IBIVnZiZ4/CL6Jka21wZEvkTd8B5wxuCua\n",
       "NRsTZ+mLepK3uQbwBDTKkZSLUE/BPBrtgjiczsQqo+cgkfuN/+6MtayIQWK9K2atz6DiuU+NHkbK\n",
       "hAtdwgys3hlKverdDKzOGTnq2d4ZhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEY\n",
       "hmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYNcQmXzdKxSZfNxqBTb5uNIKK6l09l3RqAmQtyJRG\n",
       "l6JB1Hl5r1bA1vcsgQYvIG20KNWsh9kdkbOKLHhc6/v1AxGQ7et3z26FCWZNkd7OANus0SXp5phg\n",
       "Go0gsT70qncpasjWwHZ1vN9g998WNDZqwXigDxYGNIymoZkFcyAwsY73M8E0aslk998E06gTchrI\n",
       "uEaXoplpdsGcUMf7mWAatWQycDewt/VjGnXiNKCO3Vg9j2YXzBp5mNJX+5QyMcE0aslk4A7gTaBV\n",
       "E8mM+jIS2KrRhWhmmlkwB1G7kOzngWuLWPommEYtmQy8CNwF7N7gshitgQlmlTSzYA4ERoEMqMG1\n",
       "JgLvBT6UcYwJplFLvGDOA0Y1uCxGj0f6oU6GCWYVNLtgrqQ2/ZijgAuAb2QcY4Jp1BIvmKvI1S3D\n",
       "6CpGAguAPiBjih8ufwOZ1NWFajaaXTCfpTZh2VHAfcDwjGMGA6sxwTSqRvoBo4GXUcEc1NjyGC3A\n",
       "SGAJ8DhFvUyJgP2p7yiEpqBJBVMiVDCfoXaCOYfshmswGj4zwTSqZRLwMkTrMME06kMZgskItJ1r\n",
       "7+pCNRtNKpj0A9aiIlerkOxLet3UbNl2VDCtEhnV0gHMdq9NMI16MAoVzCeALYsc68cIW1dBjGYV\n",
       "zEHAG6jIVelhSoRWpsXumgNTDjQP06gVHZhgGl2GjAQ5ObbRe5jPAJsUuYAXTHMOYjSrYA5EG5oa\n",
       "CCbtwFqI3iS78TLBNGrFJDQ6AiaYRu3ZHvh1bFYfL5jPUnzcr3mYKTSzYL6BeoUjq7yW9y7BBNOo\n",
       "DyaYRgISgRxegwuNBtqATwTbvGAuBPqDZCU4bggsxzzMAppdMJeRndlaCqFgrsQE00hF2kBOqcGF\n",
       "NiBfMM2SNwAGAH+rwXyvo4CbgFODcepOMCNBvcyssOxkNDnIBDOGCWahh5nWeA0GXgXadCo9owUZ\n",
       "D/wCpNrnZhIw173OMtIAORDk7CrvZzQHvi2rdhWm0cC9wCJy4VfvYULxsOxkNDnIDLkYPUEwh1U5\n",
       "eXU5IdkVwOuY5dWqDEWX5Bpd+SWkDRiLjsGE4iHZHYEdKr+f0USMcP+3rfI6vk17ldwsUqFgPkeq\n",
       "hym90QjIE1g7V0CzCuYgYBVEa4G3qK4PqBzBXIkKpoVlWxP/u1czlGk8sMjVXSgumB1U309vNAde\n",
       "MGvhYb6KtmtJgpnlYY4DlrrzzcOM0ayC6T1MqD4sa4JplMpQ97+azOww4Qc661xqlGQSNtdsqzAc\n",
       "7Tus1sMcTbaHmSWYY9FcjRWYh1lAEwimtIPcAnIliG+oGiGY7Zhgtjq18DDDhB8geht4G52MI4kO\n",
       "TDBbhRHATGBgafO9pjKKPA9TegHDUM8RMkOyjHDHrcQEs4AmEEzGAZu5/zu6beZhGo3A/+7Vephz\n",
       "Y9tS6p30cvcaDNKninsazYEXq5lUF5aNh2SHASudcQbwGjAgJXlxONqmrsBCsgU0g2AOQccOPYqK\n",
       "JtRdMKUv0BtYgwlmKzMUrYvVeJjxkCykZ2ePRev3EqwfsxXwgvksOhayAqQ3OW/SC+YYNGPWEQk6\n",
       "zjKpHRuOeZipNINgtqMiNZ+aC6ZEaBJGMQ9zEGqhCSaYrcwQ4L9U52GOA16JbUurdx3oFHph8obR\n",
       "c/He3Xxg/QqvMQJ4zU3s7+tNkpH2Ork++aQyWB9mAs0imCvQjuixbpvLkgWq8zAPRYX3afc+reHy\n",
       "4VjQcIbLZpPzQSaDDAb5cYVlMJqHoahgVuNh+nBZiAmmATkPcwG5tq5cwvq12L2fRG7uYk+a4T8C\n",
       "C8mm0kyCWWMPU/oAPwTOcNYYlCaY84JyHA0chwrv6W6dQ6NHIJNB4lb+EOApYHwVkxf4hIyQtMkL\n",
       "fENngtn0yBdBjixykBfMajxMnyELuXrTQaGHmRWSXYauBtXLJmnJpxkEcwiFHmaFgim9QB4C6Q/s\n",
       "oteNbg4OKEUwXwHGuYo0BjgSOAaIsAVXexJfBD4W2zYU7Qt6nconLwj7zD3mYfZ8tqL4cBEvVtV4\n",
       "mKFBVmlIdqnrfjIvM0YzCGYt+zA3QLPP1nd/s2L7S/Uwx5MbrzQa2Ad4GG3gjJ7BKAoTL4aglvnL\n",
       "VBSWlb5o3V0e25FW7yajDZ0JZvMzDG03sqixhxm9AbwDbE5hSDbNw/QhWbDEnwLaGl2AEvAh2cX6\n",
       "WvpRuWBOc//HuL+Fsf1pDdcocpXIeZiMR5cXewBtPF+jasGUg4D9ITqjuusYNWAkhWMjh6DGmw/L\n",
       "P1zBNf0E2CFp9W4j4Hm03m5Q5r2M7sUw0tfa9YRjIEdrxmtnd1GpxPvIF6OCWW7SD1jiTwHN4mGu\n",
       "gOgdcqGKUDBfozLBXI+8VGsg29L33qi3/jZAPY2vAh9FLbjJCeeWiPQCfgC8p/JrGDVkJIW/51C0\n",
       "oVlCbhqzIsi2IIeCjCc5HAuJw0qkLyrK5mH2DIp4mNIbrQPLIXoLFa1Kwv7xOubFc17suGJ9mGAh\n",
       "2QKaQTB9HyaoWI2l8izZTdFZVcr1MDekUzCjtahIbwO8AtEqiJaigtlRYjmSOBgd6znZPTxGYxmJ\n",
       "9lUPCLb5kGw54yKvAs4Fvktywg8k17tJwDzXeJpgNj/DyQ7JDgNed44BqHNQSVh2fbSd9CwGXg4m\n",
       "LfAU6cMELCRbQDMIpu/DhFworJqQ7IPkPMwKBBPQsOyO5I+ne5HqBPPDaNbuEor3dRhdz0i0vnUE\n",
       "27yHuZSSPEwZ6875DFqHwgzGkKR658OxYILZExiGLtycNobbh2M9lSb+jCPfm1xMYf8lJHqY0hft\n",
       "hvD5GuZhxmgWwYx7mAmCWdISX9OAO8l5mKWGZDcEXgjez0OTh14Ots2mOsGcgM7w8TzZi7saXY4M\n",
       "QL39J+hM/JF+bttqSvcwdwHuQ3/TDckOycbr3cbk6pwJZlMjfYD+qFGdZgzHBbPSxJ8kwYz3X0KB\n",
       "hymfQdvE14I+9ibwMGVIwvCvLqPZBDPBw4zeBNaR2aEu54J8Dk1yepz0kGzCeDhpQ4eLhJXuFVeu\n",
       "0MOch050XOlYzLHoQ/I82lgajcOv7PACsCHIJnR6l5FQsofJrqhgznPHT6QyD3MJJpjNzFBy2dVp\n",
       "ghn2HUJFHqZEaPsYhmQfB/6TcHDgYUoEnAfsHytDMyT9nAL8ol43azbBfBHYGw0TvBEcM5/sNP8D\n",
       "0QrxP1Qk05J+VqNhk/B7maDnRGuCbd6CCwQzWoc+EBVkM0rkyrQAXUnABLOxeMGcBRyAepqHkRsO\n",
       "UqqHuStwr+uXmgNsT7JgJk1csBE5D9PVf6lmzuQGIsNBTmp0KRrIMDTv4RXSBXMk+WJViYc5DFij\n",
       "eRWe6GKIfplwbOhhDgX6AgeR7+U2Q0h2I2CfeuV9NINg+lR+gL+igjeIfMF8CG2M0lgfOBb4sTt/\n",
       "Q/Szr8w/LHoHeJN8bzXefwk5oYzPCfoilYVTR2pZojVYSLY7MIqcYB7sXh9Erh6W4GFKf2BrtM8c\n",
       "d60dKC8k6zzMSFBjbxrNyXnAjxpdiAYSCmaaYR+G4KGyPszxFGbDphH2Ya7n/h9Avmg3QUiWyah3\n",
       "Pr0eN2sGwQw8zOhtVPhOiWV9PUBu6S+H9NG+qE7v7UaIriK32sSihPFwUNh4pQnmUohWx7b/G9iv\n",
       "1A8WEIZRLCTbeEaiwjYT+AfwOTRc5QWzFA9zE2AORN4om4Va8mlZsoElL73IH8oEOoft5m5/sfF8\n",
       "3QjZG43wDG7hqSOHoUKU5WFuDjwZvH+J8qNV8f7LLEIPcwxap+Nh4WWUPHyqHOSTIEfV6GKTgTuo\n",
       "rN0tm24umBKRH5JF+yyj38YODASzM/nnbOD7aKVY42a9APUO1lHYf+kpRTCfcfeMcyOVjaP0/ZfQ\n",
       "mSBS8VylRvX4CQbmQHQwagi1kwvJltKH6WeC8vg6VIqHeQg6FCCMojjBlEOAu0r6FF2KDNQxpkX5\n",
       "CvB1tPujmkWRmxnvYWb1YW5BvmA+A0wtLZlRpoIcT/mC6T3MMcA9aDsbhmTnoMObas2ewOHVX0Z6\n",
       "oeX7LSaYgKY4v+PGPmYxE9gK5F3AE66v56PAFDQcuyB3aPQO+vDG+y89QeMlGwJHkF+RgegFiN6d\n",
       "Uo7h7rxyCAQzWoVW3C5qXGRLkLRFsg3F92E6ooVouMx7mCvQvu6sialDIwiyBXMJnYPUZRpwEXB8\n",
       "7Jin0IXU3wtsC9KgKISMB/k+ugj2vdl1STZAw9BXkstw72HIME0qzCQUzIT5pqUf6ik9m9sWLSY3\n",
       "ZrwYHwTOoiLBlAgNyc5Hu7ZCD3M2FWf+S6TtsXw7Yec4YI90Y0Ail2xZjPXRz3ETsFtyP6aMBDmx\n",
       "xEIXpbsLZth/mUG0Em3Q/uw23Iou9txBgWAC6l0W8TClL3AvcAHw99KKG72D/njlepnxxjWcaL6G\n",
       "yGDgdtQIMNKJCSagFrjzMLMyZeV4V3fKEczZwET3wJ8A/Aai+2PH+JDsAcDdwPtL/CxFkH4g+7g+\n",
       "11L4Oxq62xHtn90149gTgb+4rotKB+J3d6ZROEl/HC+YLwAbJwjFVODFWGIh6LKDm5ZQhj3RLoAd\n",
       "KFkwo7WoIA8gN2LgStTo98wGOkocshfnQ8AvgS+oUZHHeNRA7Eg593BgRglRtg70e1uGPldJM619\n",
       "ADintCIXp7sLZiwcm8n96AN8AOpZfgt118eSLJhpHuZSNOljPBrK/XlKX2catwF7Je+SM0A+n7Aj\n",
       "Hr4LJ5qvJZ9DxaCFJ0aQMSC3FDkoSTAvBf4ZvE+YHk+mAX9AhS1JMJ+NhVkd0WrUsh+HNnyPJ5Rp\n",
       "LmpA9ge+TU2MHhnjrns9JRl5EqEC8SWIZqFjmlPqOqCez6XudQ/1MFkfGFnEIxqOjm9cCrxFLsnG\n",
       "E++/9JQgmNIPFcrb0d+wVA8Tcok/bhKX6JcQXZPbHa1ARw5UMkXfpsAlaGh5o6C8fujLLcDuKedO\n",
       "BXZDl07MYjK5SRmeRMPacd6NGqMDEvaVTU8SzK8AR0M0Hw1d/Q71FreiUDAXJGzzzEXDJhPRjvdy\n",
       "mUV6Z/02wE4J26v0MKVPcStQRqOC+XOqWwC52ZkKHACSZZAkCGZ0B0TXBRuWUpj482n3f0MKftNo\n",
       "JURTM+75ItoAbIwOLYrRmSl7K5rk0AFyLcg2Gdcsxp6oofl/JDc2cUahRqTvy52BDvNKQIag9cx7\n",
       "LD3VwxyDLu2XJSrewwT9beNZ8PH+S08pHuYO7rjr0KEh5QimT/xJmsTFM5s8T1AikD+AnA+S1Y5M\n",
       "QNvPeBLjCFSEbwH2SDl3PHA58L0ihshk9LmBRMGUfuhKUvOpUSJlDxLMaEnuQY5edg3MbHS2lbg4\n",
       "ngX8PuVCvqO7UsF8ifR1MTckeWhAXDBL9DBlFMifUO/k5CIHfw/9zDNobcH0v02adQvJHmacmIcp\n",
       "o9EM7stJFMyivOjOC4aTFHAjcIULp22BeqLF+s+y8DMRpVnnccIGCnfu9JSs3a30up2rbfRkDxOy\n",
       "+xqLCeaWaMg9ztOogZfFnmhS2gz3vgoPM5HZ5Ic6NwDehbYhn8i49gS0zzYumOPRbOG7SX8Gx6Nz\n",
       "MK+kMzM8kbhgxo/dHTUyH6RGQ/W6u2CGE69XwmzUAosJZjQXotcSjgf1MDegcsGcj874k5QQsiEw\n",
       "JaFzugIPUyaiM3jMRw2Ad2UcuyMamjibitdy7DFMRCMP1Qpm4GHKbqgndT7a11mJYM5C+wNXQpTS\n",
       "bx+dDdEN7vVidO7h3UHiIb4Ysn9KBMIL5hNoo12MDvLmJY1WAY+568SZ7vZ5epiHKac6D8YLZYWC\n",
       "Kb3RunhfwnlPA5uBXALixEm+7xKvIpBPo1GjG1HB+BNd7mEyHU0O+iXpHiLkC2YQkmUcKpiPAxuA\n",
       "JE0A74+5n+SIHC7Eui2ZHiYHoTklz6LddFXT3QUznHi9EmajkxCkhV+TmENVghmtc/eLeYgyGP08\n",
       "iygIcRRMZ1WKh3kEcJdbO/NKdLaLtN/zKOBXriFudcHcAE1cSRHMznG7aQ2IJ0z6+QrwbRU0ZqEN\n",
       "RCUe5oEkhmPTiFai/Y/HpB8j/dHw1zYJ27dCre9n0BBvscSfuIcJOsQlqeHcGng0eN+DPExpQ7s2\n",
       "tkCNgFVU7mFuh656lCR0s9HvbBfgVBVKvoSGGTdGh+scANFtmnAYHV/CiIKQ5ahgZnmY8UUlpqO/\n",
       "63+AbZLrjERoG/MKyR7mPDeOfibq0MTxEzCkCKa0owbG06h3jXu9ccxR2Qft220pwazGw/QPdzmC\n",
       "OZfqQrKQHJb1jc1T5IdltwIW509n1TlnbhZT6Owfil5CK39a+GIXNOMXVAiGt/Ag8omoYE4heeWI\n",
       "Sej6q8sS9oWEkxdsiT6YoIK5NSAuaaJUXnT3LkMwAU0yOiGjD3sy2sd2cGz7tsDTbnm6tWi5i/WX\n",
       "hUkWnphgyk5uyItvWD09ycPcCOiDCsEY1EPP+mxZgnkgatAkEL2NGkM7uvt8A1iLGj/bowbzY8nn\n",
       "lsQj6DCl/uTGGMeZTX5IdmvgMWes/ZeCCWMATXJa6+q/ywzuxIdkIVEQpQ3tD16QvB/Q+rYc+GAu\n",
       "szh6E3V23HcrQ9Fw9oMkh8EroqcL5mz3vxzBnIdWzg2prWD6CRDiU5ydTuHkwaVY41PIG7fFv1CL\n",
       "KkAiZ3FNp3OihWgdXZeF22DkbJBiU2RNRK3eB9FMvDjxhj4N52HKEPQB98bZHPe+HO+S4Py0/ss0\n",
       "bke9hKSwKGjjvgx4X2z7nuSMKNBGv1g/ZgeFHuY9wI6aeAZoqO46NPHuieC4BcCYCocodDc2c/83\n",
       "QYXSL+iQRlwww6ElB6KJXClEV7vI0FXAaegwt21Qz+yhyorfye/Qfve0Wc8gOSTrn4+70HoUx4dj\n",
       "QcVxeDBeNxwr+h9g59i5btah6C30e50MsqkOfepke+C+hDI/Sk7AdwcedIKa4WFKLx1HmzmmupMa\n",
       "CqZEbthEGQ+EfM1ZpG0gv05I/Z1IeTH5OLMBIXk6shSit9CHezO6XDBlLDqry29ixy4A1kseiNvJ\n",
       "VPIF8w5g39xb2Rq1IHcCno95Oz0oLCtjQLwFfBTZfZOgIdmXSM/wLFUwZ6O/4+bAU7nkluhNtJEo\n",
       "VzBfRmegKtPDjNahWa6fSzlgY+AKYKNcZrBE6BjJK4LjnqR4P2ZCSDby4wu31YaN9VGhfCWYFhDX\n",
       "cK2i5KnWpF8J4/AaxTS0TfGC+Ripgin9UY/L9YlHy9F5sJ8HeRn19P+dfG4el6PG2E/ICeaDmWcU\n",
       "JXoF9W6zuh9eQIfNbOK8tvXIGXX/JnlYURCdi94h100BiR5mnmYEghq9hT6LDwOXBselffYb0PYU\n",
       "9Nme4V7PR8fWf5jCCT8mo6FttzhAYp9qJ7WskJPRSZYng2wB8pPsw2UYGmL4BroSxKkUxrOrtaJm\n",
       "AecnrDZejLlo6KMMoc2jmGBuDzIJfQguduOzAqK3UA8mJVVdBqEp/nODjfeSX/k+jlpVF1KYUNCD\n",
       "BJPPA+c6D2djMtPHZRA6UHsx+jDtk3BQqYL5b7Th2oPCIQGzKC+qgaujz6P1o1wuAfZLSfPfGO3f\n",
       "uZlcY7In8A6aqegpkvgjvVBjI2ltRe9pHIsukPBRCmcqgpLCsjIG5Ab02Stl0H4j2AydY3g6+j2+\n",
       "QLqHuQNqUIXzTp8EHI3Wv4OSx+bGie4Fprphc2+gntnM7HNK4meocKXd903g1+hzti35mc93ajkK\n",
       "HJ3QwwQ1ArdyrwPBjF5G29kw5BsKKuj0poeiQ2Y6XPuWJZj7uqztvVz5cJ7oL9F6+ePYOVuhxu+Z\n",
       "IL8BLku4bsmUMWBfjgURkCNAvgCyInsMjZwG8g+QV0H+B/IsyFeC/W0gK4spftcgfwYpNzQWnv9+\n",
       "kNjsQHIDyMFaueRykDUgP0/3IuVRUufqlOkgsUZaIvddjtcEI1kG8j73m5wYO/bHIF8s90OVeXw1\n",
       "lFPv7gJ5AmSK+6w3ZBy7qdYzcB7MisL6JbPVmi7p3jeCvETBZBRyCcj5JX+E3HlV1HW5jM5Myrzt\n",
       "N7l6cDDIPW7bn0E+GzuuAyS++o7fNw3kdJCUxBA5EOQ1V+eS+rT8cdeBZCQoAcj3QH5PbimzetW7\n",
       "curcTPeMv6PthEwHSZpsApCvgvy0NkXsvOY/QMrt667mfmPcbzsf5KOxfXfr75+37VyQbwbvPwBy\n",
       "r2v7lqKRNb/vr+r5db7/JEjCcmRyOcjJahTKItKn1bvd1e9ZFCQkyVCQ5eQtkyffBPkOOqb5CnJ5\n",
       "DYn1oZYe5o5onN4Pzh9M9pIrJ6Pez8Xo3K1nkT/N1qZoWCetM7ormUPl4VjI8zBld5BL0c82Sy3N\n",
       "6FhgMESfCqy1OFlDS+L9lzgr6kHU+joGuBOifwCfRS2vkBI8TOkD8ieQGSCfyj62UUhftL5tjCYj\n",
       "zCZ7gHIYKlqD9usGIVwZjoYMXyg4M5kb0O8x7mHeQC4JqAyqqus3oUOH4vhxnf9Ew7IfREP3cUt6\n",
       "Dhq2ii1ULeujs1dtg0aQEohuQcOUp5AdJvwnmTMKyWB3jW+VkHTVIKQX2h3yL3QpQD/NZpqHuQe1\n",
       "nyx/JtX3X5ZBtBDNzj02YeGLW9B+2JC4h3kNGsq9AbjNecmeeD9o3MP0zEDDrM67TO1zvRZ9Dt7r\n",
       "vOGdbJUAACAASURBVOPwcyzX++dN/L4V2lf6foiOSh/SVRrlWF33gPzMeVKzQW4F+ULsmEHOsj8X\n",
       "5L+oFzkEnRB8HMjinOUgJ2qD3QjkIyDxilHO+d4iuwzkZRUcOSjdKkq8xsUgp8W2jUX7fb+tlnjB\n",
       "Od9y1tJ/1KtIvfbh6nmk7o9AfuUs2X2d19ANPUzZCeQRkCedVXkhyJukRjbkI8548e+/AfJH93kP\n",
       "B7kKpIzGTTZEvdpukEAlI0Fez7eqpQ2NZLiMaPkxyLp8iz7vGv8GCVZ9kMhZ7DWai1MmoVGQPu77\n",
       "jhns8kmQv8VPqs29ixeuxMMmgzijSx7X8kobyFsURIukN+p5FxknW3ZRR+t32R2QnSjwruV2dCGM\n",
       "cNtpIC9QGNHZCuSZ4P1lIAmTsMhUkHlOZ76aUZ6+2d+NfMDVc1f35Dl0SsuCA9OvkXH1Eg/rA7IK\n",
       "7bt8HXW7jyEvLCkRyFOuYj2oP3rBdWaDfNw1+peCnF5JoatH2qhqzUHp5R6mc0geulDKNU4GuTZ4\n",
       "vynIi04g3iZxBXs5GA1FvJwuGqBlktco8CY69+/i7hWWvTsK5ukgv3CitxIdTD6H1NVi5CKQrwfv\n",
       "R4Lcj4Z0n3Z1r6PMopZpCHUlch/IAcH7DfX76Hy/CcgF6eWVC8gLL8uH3bNaw9Xs5UknMmvd73GS\n",
       "+90i98zsGz+hdvfOLlgJh6znxOBi9/5qkAvd61fRuXnD4/fUetWTkd6ooxMM55DlIPF5liMS53OV\n",
       "Xqhz4fq25YGEOuDPfwh1GEpZySStvP2d6F7unv83Uq7XpYK5nXsQIieW/0S9oaWBkk93jXkbqdlv\n",
       "8ge0T+gK1HLPmkmihyPtriKtBzIRZK5rXHqDnKnbCs5Z331vJUyXJn9EZwpJ2ncRyJfjG8v+CJVT\n",
       "SuPVD+1DPB7ki+5z7wVyGwXWLYDsALJAH5K87YP0e5DBhec0G/J1kGtyAieHgPyrjPM/CuJCtTIU\n",
       "tegz+iQrKuMPXAM7FY1G3QSyBLX8ZyW0Dd1JMG8G+Unw/Z4D8iX3+knyjZVvuc95Qu2L2t2Qr4C4\n",
       "eZblJK2DZZ1/PciRaF/5fHJDlLoIGYBGk54DeTjtoIquXMIhZzphPNO9v10rC6ChQdf/Jd9D19HL\n",
       "utbwXMMlu6ULa6sgl6Kh2ecpCG+nnnM9JXlJsj/qrTrrSgaA/EYfellGXse8HlBGwaulyL1kC9cY\n",
       "3YmGpw5wgjkGDSV/Cg3/uXX15Gj3cKSEInsKMkgFUi53BsIcFaKSz98BxGUIy8/UcKp5GUeBxCbY\n",
       "kHPQUPo3kk6ofRkSKaXOzSNvvJ70DsTzKNTL/JwaGTKf1AhOT0P6oUmbJ7v6V0adA/e8znB17gdd\n",
       "UsTCe/ZCI5nfSjugoqsW2b01arUHq3PIvnSOdZGNQBa6L3IW1a2s0ILIru4hPbILrt0b7Wd+yRkz\n",
       "16Pe2Wv6uvCE2pchvXBFdl9DfuhwFNonHqlhIQvQvrs73fa70D6zbhI67UpkoGt4Xk0RoKxzB6De\n",
       "3rloJmKdGnwZioZjk1b5qaNgygEURiAiNNpzMXnh/MRLdKCe5lJawrMMkR1AHnPtR6lrq/pze7v2\n",
       "R0CKTTZfL2opmLIXGga7g6IZlLI7mjxyV2s0WLWmq78z2doJ5i/UepaOBjdc7l7xB0fanOH1SbSP\n",
       "NmV9O9kK5DzXCJ+IDqlowXpX6WeWTdE+nmKr39SLegrmUucZOg9JJqBh2NUgr5CYd1FwmWEgn6El\n",
       "o2PSi4oT4GQwyIdqW56qSKx3xR4qAfkLmo7/KjoA/i10sulr0UHIR5Y54a/RnAjF60sN7yWL0IH1\n",
       "16MzxHwMHbz8OvAHiP5Sp7IYjaVe9U7US6I38Ed0qMgW6Mw6361g8hOjuUmsd6UI5gnoGK1x6PjK\n",
       "CcB3IHqk5kU0ujP1Fsx2dLaYvYE2dDaSn2SMWzV6JnUUTH8faUfn3r25cBYuo0WoSDBnkDxXoNF6\n",
       "3Eny3KtdwQys3hlKverdDKzOGTnq2d4ZhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEY\n",
       "hmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYRqnYXLJGqdhcskYjsLlkjUZQUb2r5xqIRvemGy0gbbQQ\n",
       "dVwP0zA6SawPLbjIqWEYhmGUjwmmYRiGYZSACaZh1BS5DGRoo0thGNnIto0uQU/E4vqGx/owS0KW\n",
       "gUxtdCl6ENaHWXNkIMg6kN6NLkk3xvowDaNrkQgYAgxodEkMI4OhaNs/pNEFaTZMMMtCTgJpa3Qp\n",
       "jG7LIPSZMsE0ujNeKIc3tBRNiAlmeVwArN/oQhjdFt8QmWAa3RlfT4c1tBRNiAlmyUhv1IMY3OiS\n",
       "GN0Wn+wzsHaXlDaQQbW7nmF01lPzMMvEBLN0Bsf+G0Yc3xBV4WHK9iDhjDNHo5ENw6gV5mFWiPXH\n",
       "lY6vZCaYRhq1CMkeDGyPTs0FMA4YVU2hDCOGN+xMMMvEPMzSMcE0ilGBhymfADkx2NAO7AXS170f\n",
       "hWUzGrXFkn4qxASzdEwwjWJUEpL9GPBzkK3c+3a0r3xH994E06g1Q4F1mIdZNiaYpWOCaRSjzJCs\n",
       "jAUmAGcAP3UbBwMvAfu79yaYRq0ZAryCCWbZmGCWjgmmUQxvuZeaJXsA8C90aamJbls7cC0mmEbX\n",
       "MQSYg4Vky6aJBFNGNXgqJxNMoxhDgFcpPSR7IHALsJxcOLcdFdHpbuYgE0yj1gxFBdM8zDJpEsGU\n",
       "CLgb2LOBhTDBNIoxFFhA6YK5H3AbhYL5MvAO2qCNBPqB9KttUY0WxjzMCmmWYSU7AVOBEQ0swxBg\n",
       "GSaYRjplCKYMRevUi25DbyeK7cAKYC7Q4a653G1fU+sCGy2JeZgV0iQeJh9GLe5GhqaGAPMwwTTS\n",
       "GQIspDQPczIwCyLRv04v0wvmS8DWbvsyLCxr1I4hqEFmglkmTSCY0hc4CriexjYa7ahgtjewDEZd\n",
       "kQEg25VxQjkh2cnkvEsoFMy5wLbAEuB1TDCN2mEh2QppAsFkEtpgPIF5mEZ9OQf4QxnHDwHmU1qW\n",
       "7IbArOD9crQBGwCsQj3MbYDFmGAatcUbdr1A+je6MM1EMwjmcGApjW80fGNogtkSyHbopAJDix0Z\n",
       "MJTEkKyM0CzvPOIe5uvAWGAVRO+ggjkdE0yjpkgvtA1bAbxGefW75WkWwVxGfiZhIzAPs7U4AZ30\n",
       "vByhSgjJypfRQeLfjx2b5GFOQBsy0JDsYLpcMGVk11zX6KYMBt6AaB0qmBaWLYNmEsxGW9kmmK3F\n",
       "cOAZYGBp43+lD9AP7XMMPcyTge+hYhiyIYV9mKFgvuT+e8Hsgr5zmQA8WvvrGt0H2QDkVJDD3IYh\n",
       "aF0DbVct8acMmkEwh6GWkAmmUU+GoV0BKyit3g1B6+gbdAqmRMB4dOWRsblDpRfaN58kmCvd+5fd\n",
       "/670MEfoPTsnejd6HqcBHwH+5H7noWh9AvMwy6YZBLOGHqb0A/l7hQ2ECWZrUa6h5sdLBoJJOyCo\n",
       "p+oEU84BvqHHRquC82MeZvQmsIiuzZL11xybeZTRzIwCLgVeQPvEvWEHJphl02KCyZHAIZS9vqBE\n",
       "7t6uf6qhU/QZ9cELZql95z7UtZpclux41Mh6FRjuwrbvAb5CvncJhSFZ0H7MrvQw/TXHd8G1je7B\n",
       "SNToug/YhfyQ7FJMMMuiGQRzGLUTzE+hEyCUm+gwAHgLojWoB1Hq5NpG81KGhykRuvDzq6hgeg9z\n",
       "PPCKS7B4FRiDZse+m8IkoOXu+FAwv4SGc7tKMH2/qAlmzyUumGFI1gSzTJpharzh1KQPU7YF1kcr\n",
       "TrmCOYRcQ7aCXFq20XMpx8P8MnAE8H5gLdDmohDjUA8TdEjSpmhi0J1udp+Q5ajQBvUqukP/i3mY\n",
       "RqV4wXwZOBsVSZ9Qtgz77cuiWQQz8DAlSmhsSmEH4Fa0ApUrmO3krLKVWD9mD0faUPFaSWmCuS3w\n",
       "PYhcmFW8l+k8TECFc1fgxZT668NkSYZYVwqmYI1mTyYUzHbgIMDPXrUU2FJfSgdEs+teuiajiUKy\n",
       "0dvo5NOVhkMnodNBLaHsPsy8jnITzJ6PS+CJhNLEKuwXglxYdhw5wZxPp2Am4utXPQWz3ZXHBLNH\n",
       "IhGdghkJ8F3gCIiWuQOWkQvJPgKySQMK2VQ0g2D6kCxU13BsQC6JopKQbCiYNp9s0yOfBUkTCh+O\n",
       "hdI8zLBfCHL93D7pB1QwdyF/soKQRnmYT2OC2VMZCAhEb+jb6McQPRLsXwqM0DmTGQZsX/cSNhnN\n",
       "IpjeIqqm4Qg9zHIFcxRaucA8zJ7CKcDeKfvKFczQoIJ0DzNcziuOF8yVCfu6UjD/hwlmT8WHY9Pw\n",
       "ST9j3HsTzCJ0c8GUXuhDXUsPsxLBnEBuILkJZs9gDLBZyr5h5ASsmpBs3MOE4oJZ75Cs8zAl6oLr\n",
       "G42lmGAuQyevGIOOHjDBLEI3F0za0XkP33bvK2w4pA0dnP0KnX2Y0gvkQyCXgtwEcmTGBUwwexTS\n",
       "hjYm01IOqDYkuxoYhDZEXii9cKaFZFeijVaSYK4C+rtxnLXET8axFhte0BMpxcP0gnkfsI2NMc+m\n",
       "uwtm2H8JZQmmjAaZ5N6MAxZBtJach7k/8C20otwGfDHjYuPJF8yumNdzh4QVLYyuYRQQke1hlhjV\n",
       "kF6oOIZCtxqNaCxzdQ5ywjk7+TqdCUYJghm9g47jXC+9HBXhQ8mvYGHZJkVOBvkVyKEJO4sIZrQa\n",
       "zZLuQCMNi4AptS9jz6G7C6aftMCznNI9zFPRKcggF46FnGBuBtwI0a+B84FJIBulXCv0ML1VVmu+\n",
       "CRzeBdc1ChkDPIv+5v0S9pfjYbaTW5LLsxrY2d3DMx/4MkRJfZSe5aSP711ARVPYSQRyM8ighJ1+\n",
       "sepXUKPSaCqkL/BD9+YTCQcU8zBB29dp6LJ0D2Fh2Uy6u2CGCT+g1nCpS3xNcn/+9Rz32mfJboom\n",
       "POBCvlcCx6RcKxTMheQ6yWvJCGDjLriuUcgY9PecAySl0pcjmPH+S9As2QOBu3KbonUQ/ZBsvo3O\n",
       "O5vEfHTijXIZ5sqS5E17D3M+Np9sM3Ig2oZdBIxO2F+KYC4lJ5hPkt5NYdAcgllhSJYNyAlm6GEu\n",
       "QxvAzdEwhOev6FyzDolAPu5CbuGMLQuprOEqhglm/VgP/R2fIllIygjJFvRfgnqYU8kTzFKIfhub\n",
       "kD3k/9s773CpqqsPv4delA6CSBEpAoqoFBMssXcTUzT2mmIs0Viixs+oMUWN0S8xauyJms8YS2LD\n",
       "FsXYsMWGCggWujRFsRDA9f2x1pk5c+acaffO3OHe9T4PD3NP3XNmn/3ba+21167Qwsy8A5sl7HPB\n",
       "rDnSmPEPBwP/R7q7vlwL8x102TknhXVBMOMWZqmCOQgYaIIXEcxgrV1nHLmC+RwwHCRMjLABcCUw\n",
       "AfjIVo8AbbiqZWH6xOHasAFZwUzqUZdrYSYJpgDPNKyYOVRqYQ60/2OCKQFZl6wLZk2QccDMFPd4\n",
       "uddqD+yNesaWAL0TIp1LtTDDDuS7uGAWpN4FMz6GWaJLVgK0oViDVoZNyA22WAasJms1YsEZM8g2\n",
       "LIPt/4PJumOhKi5ZCdDOwSYm8E51CQVzOsUFM5KSMZFwWa8onwOvQhDf3hAaYmHOId/C7ACstXrv\n",
       "glkbBqHP+YRGuFY/NKhsiQXv/Jd8Y6JUwYSshblxI5St2VLvjXM/tKEImUE2D2IheqIVaDpaSccC\n",
       "r0b2L9N9eTk9XwW2sM+DUSvhAKoumKyHpv37GG+4akEfNCLwbYqOYQar0OkeHVKulWRhrgSeaoRy\n",
       "RqnUwhwE3E++YEbL7YJZG/oCU4BTQRoaaR/W4ZDF5I9jluqSBW3XFgOdQKox57dZUO+CGfaOQ55E\n",
       "3azF3AYD0YCO99FoRchmXIGMYOYRFcxBwGNkA0RCLMqxkrEI6ZpSGXugPb1Z+DhmLQgtzLeBoQnW\n",
       "Y9TChMJu2aSgn8vRlSEakyIWpmyUYgUPRN+b9UGi0d2hOxZcMGtFKJiz0E58Q+iDumJDksYx+6H1\n",
       "vBDLUW/bh2ZAuJVZgHVBMN/P/hmsAe5Gl1Iqdt4c+/cN4OWYNbmU4oI5GLgX7YVHBDMQKg/8+Rnw\n",
       "h4TtLpi1xcZsguWo2z7eM+9KfrBZt5RrJQT9BEshKNazL5diFuYD6NziOOE79AYa6BaSYGF6tp8q\n",
       "0xft+KR5NsqhiIUp/dFsU2mZpUKWo+9C2D564E8B6l0wQ0sxyt+Bg0FGFXjBoxbm9sDLsf2/Bq5P\n",
       "OM8EU1qhDc1s4N/kTzav1C07Ejgw1tOHRhdMaWPZbFoA0kktdwCZCJImbFFCCxPyGi9pjTY8SyPH\n",
       "Pw0cpIEWsmfsWkku2WqwCOibXOclQBu5SQnnhYL5GrnDGZFyByuBtZQ+ZcupjA3ICmZD3/O4YMYt\n",
       "zO2Ap0tYCvFDcq3QOgz8kVEglzR1KaCuBVM6oIEwi2I7pqBzj6YAh6WcHDYSc9DvGBPMYDoECa6K\n",
       "YBnqXhts/94HDgFujx1YqWCOAF4HjohtDwWzMXqeABcAFzXCddYFTkWXLQK4FPUoFEACchub+DMf\n",
       "ACzNrvAAaEaoE9B6cG8kkhqSg36qQPAZOi6f1CHogWYbiglm5h1aiI5jRp9N1CUL7patBaGFOYuq\n",
       "W5hsS2nTmsK2NKQeLcztgH2buhBQ14LJQGBeLIMK6pYNDgbOBnaz+ZLXxgbRw2kkoXUatzAL8Qzq\n",
       "2jLRDT6O5LINqWBqibS1cp2BrpQRJZw+kxa1SZnusrHAMY0Tvl73TCKbzmsIuW7HJLqh+YlX2d/x\n",
       "xmsYKqIRgneBm+zcN8kdf6qVhQkZKzOPQcBcYGIsF+gAsu/Qw6j3JDw/Xm4XzOrTl+zYeTUEM25h\n",
       "lhB4FrwCwWmRDRUIZtXzz44GBtTDkEETC6YMjfXWoyS5Y6M8iVaKUcCx6Kr3mDt1c/SHfwcdf5xV\n",
       "RqFuQ62JVSqWiVRiYQ5BA4+eALrrd88QWpgz9Dhpl3D+8SC3llhpRqLfOy1zUTNBWgET0WfWCW3w\n",
       "iwnm5qirPSTuHhtObkq7kNOBHdEO1fjI9hpZmEC6qA1CO4ULyI2GjQTNBV+g45z727OqQDAlAPlb\n",
       "CUF3Th4SkB0KsKGXBglAkkvWLEzphrY3/6ngurMpS8wlAGaBDK7gXqUyGl3bs8kXCKiSYMoYkCtK\n",
       "OPBm4MyUfbGAnzxmoqH+J6HTP8Jgne+gDcFLtrL4wHwrtSCTKS7WlQT9DAdmWFkmA9GxMBPM4AvU\n",
       "UkiqsJPQ73Zw4dtIZyvbmcBxZZZxXWM4GrW8ESp6n1FcML8B3BP5O97bT7AwQX+34EvgBWC8RTwP\n",
       "o7YW5jzgdpDbYtsHo/X1GeCrke1bosE+IX8HLkMF/peU75KdgE6z2r7cgjt0Bz7XOZPBCrSuNiRj\n",
       "WCEL82TgUQhWV3DdWehyb2mGTJzN0PpXRtSvtAe5EOS+Ek8Yjc5sGFD6PapDIwqmtAd5yjJQ7IAG\n",
       "txToQUl7VOS+l2JRxaeUxAgEdTkcC9wBjDG354XAmdnB7qKD3vHrfgHcReqqEkBlFuYIspbLA8Be\n",
       "kX2hhQn50Ywhm6ECeJmNTRW6zyxUlHuDJFRkOQTk9+UUvk75CuppWIguBv00+p1T5rhJgCa4vzuy\n",
       "0QQz41ZKszBDTDC5DB3TrKWFeRJq5e4dc7eHncsnyI2U3d62hdwDjEF764cBN0b2lSKYP0A7dA2d\n",
       "EtESCccvQxoa4Jc0raQ3yI7owhNJydhLIFiNvhOl5pTdGTVYinVUo1yCZlrbFqRIOyo90Wjf58lm\n",
       "rWoyGtPCHIdaQWNQt1cvCi8ZtCXqgnwL2D9hfzErD7SxXAFcgYrvnugyXv8qq+T5XGzXTGMRqd9N\n",
       "1ktxT5iFCcAjwKRIL66IYEo79OW6FY3kTVrKJ2Qk8KalALwROCZ2rWHo6iyH1mDsodpsA0xFXe+7\n",
       "oC/6dDL5YWV/dM3TsJ6PRaNBX89eIvgIdWVubhtSLMwMb6K//d5kF6GukYUZLIfgdeAltFMaMgjt\n",
       "4N0P7GKRw63RwI9/R87/EoKZ2igG90PwZuQaM8k+A0O2BPm1WdM90ff0LPTdTUHG25QGJ5e4YDZg\n",
       "HFNaoe7XqGAuRi2wm4CjIFiYcGKpTKN0AdwFrXfxNqsvyBb5h0uAtl+nAI+jgluI0eg7N4fmZWFm\n",
       "3DTjUNH8kIIvFtuga1FeAZyekBKumEsW1LI8BR2/GYW6K28tr9hJBNOLiO6rQA+QpDHCE8jtuYdE\n",
       "LMxgBdrohdZAD7IZN94gPyH4cDQA6Qu79tEFyjaSzCos3IhOwekY2f871B23iFRLQdYzl0kdT02R\n",
       "zdEX7wl03OVrqHDa85PWaMfgNOA+e1EPBe5M8DpMAXaIBGalLfKMBYA9h0bm3opaa7VyyYY8BOwe\n",
       "+XswWj+Woks07YaK3wfJ0eCJPApsE5miszfqpdgGzal8HdoYPwSMTU7hKHuhAn1peV8n7zq9QDYr\n",
       "4klZ10gSzE0rvFY3dEm5VZFtS9F25CEIHqrwuiHTSE7WH0PaonEkV5AvsKcDUxLGu8PvPB01HHYr\n",
       "cpPR6Ds9lzoQzGKU4c6Uyei6ezeCrAS5CuTcAsffBnK4vnjyIsiBkX3tQZaAlPGAZDbIquImfmMh\n",
       "Y62MI7X3Lb+w7/I8yOfkrLMobUCWRyIUATkJ5Cb7/GrWdSpjQKI9f0AOAvm7fe5o17oWJCKc0sF6\n",
       "93fGnuWDIIfa524gH6vLUq4ASVk0W/YBEZDzoxtLfTKNQJF7ycYgi/W5AMhZVt5vgpwJcql9h+dU\n",
       "OOU1kBNBliVbP3IQyN0gw7UeFS1eJxVgGWv3rXE0smwNEkm8IctBwoCP40H+YvXrT2Ve975sJ1Du\n",
       "0volnUDeAnkhW6dlLnlrx0pXkA9BdgVZSk5Qm2xkZSqhgy7HWR19U3+PmtW7Mu8TzveVriCnlHD8\n",
       "KSCXR/7eDeSJ9OMLXmsESMKwgfyCTIenIcjXQR4o4bhJIK9YHfmcnA62zAS5DuQ/qLCG208Budo+\n",
       "DwVZQOGhuyvsnMNBbqns+1RERfWuxJOkDcgKkD3s5X0f5ABthFLPec9eCEB2tHOOAemBjrE9XGZR\n",
       "7wJ5tLxzGop83yrMAyBfgPzEGotXQLaNHLeDVpycczeyBrytNUDmn5cOdq1I71p+CfLzyN/f1L/l\n",
       "vWxlkxNB1oCsBRkTO9bccnIoiAW8yP4gk1O+1yUgV4IsArkJnaxfT4J5KchvIn8fYMI1FmQrtCMz\n",
       "nUyHQnaz/b9Kud6G9lucBvLPMooZ2L1rHO4urUDmgPwWZAuQTyP1YEOQj6wBKzNKWr4H8n/2Dq7I\n",
       "Nr6yIUivyHH3gsSybcnh2WcnvwC5JrLvV/b8k4ZeotfYHWQhuWJch4IpvUA+sWf/XftuI4qccwlI\n",
       "JMBRuqKGRdv0cxKvMwJkJ5DGzlUcvccm2h4XPe4CEJvvLe9E2vPhIPOtnj4K8iN7N3+FdrxsPrAE\n",
       "qKFTYExcXkKFeUcq7mBURLUEUwJrkKahluEqe6GGaYOeeM5IezEiDY0cAfIPVGxezD7Ukou6P8ge\n",
       "5Z3TUCQAuQPkGdSiWYta2JeC/Cxy3G9Bzks4fyraI/+UnNy08iC51uM9CQ1UADLLKmKAWqm7g+wS\n",
       "e65t7VmPQjsVljRBeqA9+YSFZ+UFkO1BBqI9/oOoXcNF4XtJJ7RTMjiybZw1WmEDPwqdghOx/OQE\n",
       "Cva+ZaZdd5P0Y+oJ6Yt6GWaT11GUTqjIlTnkIn1Rsb0LJJ6sI3rcBeRlXpH7QSyCW3qiHoDN0Q7g\n",
       "YpCfWr1K6VxIYO9+fIJ6PQrmudbOnW2/wQJ95zP7R5ATeCad0E7xxNh1poGUsphEePymaEfobf2N\n",
       "qoW0sjbJ8l5LYG1BLOZBngPZyT7fS6ZDJD8h492QsSAfoJ3v31s9iT6bC0F+l1KOLminoj1qjaYM\n",
       "lcj6IL8pXN9le8pz8VdDMKU1yGMg80C+b9teQC2iVtYgJ/jp5X/1QeVtD0AuQ63NOh4/iyJtrFEI\n",
       "rKHZEWQ/cixkmZn8YsiJqBvrs9yGRHZC3WCtrDIsIWOB5pxvQizjtDKlVRi5wH6jleSk5ZML7KWN\n",
       "THjOVNJ45aqxYCaOkW0Ecjl5VqB0AXm8gbc8CmS7hl2jOSBboV6FbQscMxTtXPQD6Y2ON66INYTH\n",
       "oR3Jq9AOYCuQ11EvUkfUmt0XZGcTgu1AZiT87nUmmNLJBOAkdFbAbHvfl1g7sKe1eytBfmDn/BTk\n",
       "zoRrXQsSWepL2qLWWGzWgOwDcjHIyyCnosM+V1b2NUtF7kO9DSfa912BiqLFQ0hP2xa66S+0etMJ\n",
       "7bzvE7nWueR1+DP7htr12+r3likglsFN9si+19IB7aQktQsXoR3mlGxAMhH1vt2e3kbmn1TicfGT\n",
       "pECGBTkR5N+5hZDjQCxFlxxjDbWJpnQ2AViWLACg91rXl5eR7vbSfBPkWNQ9kZIDVAaQN1YrAWpl\n",
       "H46Oz6UEMsm2qFC+BHJ2gfK0RsdGY8FEEqCC+yY6LnYa2tlJEp9aC+YbIJHQdtkcbaRvIuP6cZoO\n",
       "ucjq3TJ7x2+I7W+NjlteRmY8Uza1xvEtNN5hMsi/UAt0hrYn+Teq+lcp+T7SFxXJ66wBX4laTmFC\n",
       "h7tR629PE4LFJnTLSHTZylFoJ/swq9+Xo67eG+29v8feyyUmSD+3e62HRi1XEekIcj3Iw1a2tiA3\n",
       "W1txNCrs90aO74rGCswC+XMZwoRpyA/tWT1t33co6sK9IHLcPJD/QaO3bQqUjLZ24Scgj8WuG4AM\n",
       "sbbkCLvPtRQ0xjIzFyoWzLVogI5lWZD29rK8glpHRSK95AirVOfY8asoa5xoXUX2AnnWKtwOxY/P\n",
       "O39r1NWzIlc4co5pjY41HkzZYyE51zkbHXu+zhqxY5MOqvz65RcIHR9eYv9vZQ1qWu5gp+ZIFxPD\n",
       "ctOoTQA5klyPyiCQq0nuKNeJYIZDTHJeVgzkfpC/2uf2+jnqypZ9TRBTxjdlGMiX1kYsQq3VpBcQ\n",
       "HQAAGKtJREFUjdDO8iNowMuXIKc29Ms1Dpnht39YuxRrJ6S/iXqZ3kHZ2b7zWyAbmBjPtr8j84pl\n",
       "NNphfgXthNyCdkoOQ63TeXb/g0B+jHrPFqLjx2aIyWQV1jDOQ1qj3o3QYxAmNalYMMehvucFqAtw\n",
       "plWC8VrRS7rMXtlCSg8avnhqC0GGkDOWWdV7FQtcaYIxTBltnY43KGhBO82YGgqm/BONPzgUDejZ\n",
       "DbUcF6Aeo7hAfFXbwZxtZQaAZQyRzmQCq6R19jqyHXU5X7ragW5yMMi7pK47LD1Ra3NcZNs29vv9\n",
       "De3875xfTmmDRt0uQgMD56Cu7j+hcTCh4ZFY70ppJMMfbiI67+0BSls2xmleROpCs7qXU9/Uqi7Y\n",
       "tCRGoMugjULnNv4DuBNN2L+0wPnOOoW0QX9jsWQgeQeQUO+KVcQp5GYUcVouT6DJAWrBFLzeOUqt\n",
       "6t0UvM45WWrZ3jmO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO\n",
       "4ziO4ziO4ziO4zhOqXguWadUPJes0xR4LlmnKaio3vmKJE5IEyzv5Tj1sh5mTYrQCUSyy3w5TUhi\n",
       "fShjVWzHcRyninS2//s3aSmcVFwwHcdx6gMXzDrHBdNxHKc+cMGsc1wwHcdx6oNO9r8LZp3igplB\n",
       "eoNMbupSOC0NGQ3Ss6lL4dQFoYW5UZOWwknFBTPLQGDrpi6E05KQG4BpwOFNXRKnLugMfIlbmHWL\n",
       "C2aWnmR7eI5TZSQADgP+SNYV57RsOgPv4oJZt7hgZukFdLKGzHGqTSdgNfAB0LGJy+LUB52Bmbhg\n",
       "1i0umFnCcSRvvJxa0BVYAXyO1zlH6Qy8D6wH4nWiDnHBzBIKprvHnFrQDfgIFUyvcw5oPVgJLAQ2\n",
       "bOKyOAm4YGYJBdPHMZ1aEFqYn+EWpqN0Bj4F5uNu2brEBTNLmL/RBdOpBV3JWpgumA64YNY9LphZ\n",
       "3CXr1JJuZMcwvc45oIL5GRoI1ruJy+Ik4IKZpSdaWd3CdGpBaGG6S9YJCS3MpTS5YMoUkKFNW4b6\n",
       "wwUzSy9gLt7bd2qDW5hOnFAwl5AdImoqRgL9mrgMdYcLZpaewBzcwnRqg1uYTpw6sTCljd1/vaYr\n",
       "Q33iggmAdADaAYtwwXRqQ9TCdMF0QD0N9WBh9gYCYP0mLENd0qapC1An9ASWoZXV3WNOLYhGyXqd\n",
       "cyBrYa6iaccw+9r/bmHGcMFUQsH0oB+nVvg8TCdOGCW7nKa1MF0wU3CXrNITHTdwC9OpFe6SdeKE\n",
       "FuYyoAdIFdpn6QoyqMhBoWC6SzaGC6bSC7cwndoSc8l60n8nFMxgNZoir1sV7nEw8Jsix/RFlxlz\n",
       "CzOGC6YSHcN0wXRqgVmYwRpgDRp05rRsQgsT1ONVDbfsBhRfoLovmgTeLcwYLphKH9wl69SW0MIE\n",
       "d8s6OpWjDfCFbajW1JI+FBfMDYBZuIWZhwumMg54BXfJOjVBWqP1bKVt+AzvqLV0OgGfQSD2d7Wm\n",
       "lvQB+hcZH+0LvI0LZh4tVDCljfXosIozCXgStzCd2tAF+BiCL+1vtzCdMEI2pJoWZlsKi3Ff1MJ0\n",
       "l2yMFiqY/A5YDHIhmgLqQwgW4hamUxvCCNkQn4vpRMcvoXoWZm/U7VvILRsKpluYMVqqYPYFLgSO\n",
       "Ak4CnrLtHvTj1ILo+CX4XMwWgvQHuSBlZ1wwq2lhvkqqYEpHtC7OxQUzj5YqmN2AN9Dw6u+j7lhw\n",
       "l6xTG8KkBSHukm0ZbA38KGVfDSxMaYsOB7xGuoW5AZoi9BPcJZtHSxXMsMG6FngeeMy2u0vWqQUb\n",
       "oNOYQtwl2zIYAPQESbIcwzyyIQ2wMKUVyOCEHb3QLEJzSBfMvqhgrsQtzDxaqmB2Az6C4AsIJkLw\n",
       "rm13C9OpBROBFyN/u0u2ZTDQ/h+VsC9uYc4H+ld4n4OB10GGxLb3BhbbtdMEsx+wELcwE2nJgrki\n",
       "YbtbmE4tmAQ8HfnbXbItgwGoEKUJZjRKdq4dXwmHAS8Af7EpTCF9UMGcR7oYh4L5OdAuO5vAgZYr\n",
       "mPGgixCzMD1NmVMtpCOwOdqghfg8zJbBAHT4J0kwQ3dpyDKgA0gJVp7sDnKWfe4HTAD2AzYENo0c\n",
       "GBXMIhZmIHgQZB4tUDClA7rW2xf5+4K1wGqgfW3L5LQgxgNvQBC1JtzCbBkMBB4kWTAHounojEAo\n",
       "amVKN5D2wB+BPWzjd4F/QLDSzu8TOaEPGkw0T68r3RMuGlqY4G7ZPFqgYIYBP5mMGnHcLetUk7g7\n",
       "FjzopwUgrVExehSd+x1nIBqME2UOqYIp3dHAoOfQ9TP72Y7xwL/s8xJyA4dsDDP4BA14vDXmssWu\n",
       "s8g+e+BPjJYomBbwk4oH/jjV5CvAM7FtHvTT/OmHCtxsYP0E6y5mYQJqIQ4kmT6opXgTcCjZJbn6\n",
       "o0E9oO7X3rFzFtvn01A38P6x6/Yla2GuxC3MHFqiYMbnwMVxv71TTcaRO34J7pJtCQwA5phnaxaw\n",
       "SWx/mRYmPdGxxsvRPNjtQDqj45ahYMYtzNAliy0h9gQwNHbduEu2zi1M6QbyNU0KUX1aomAWszDd\n",
       "JetUCdkQzeMZtyTcJdv8GYhajJAXpSrtUWtvYeycQhZmuCQhJsKLUOuwP7DAjllCZgxTAmA08E7s\n",
       "+pHgH2lt5fjANqwLLtkfArcAMxLcy42OC2Y+60IlcdZNxgEvJoyfu0u2+WMWJpA/x9JELlgbO2cO\n",
       "JQkmoII5AlhtAT+Qa2FuDrRGs/yEWPAPgDxlx3xoa7RCg1yy0hqkFmu8jgbOBT4k/Vk1Gi1RMIu5\n",
       "ZBeibg3HaWxMMPNwl2zzZxBZCzMumEnuWCgcJZskmFuTtS4hVzC/DdwR66yZhSnd0WC0Y8gG/EDD\n",
       "XLJHA7+v8NxyGAm8CcwEhlf7Zi1RMItZmA2ZMOw4hSgkmO6Sbd4MRxt1yM+0M4iCgpk4LzxJMLci\n",
       "O34JOS7ZUDCTrp8RmkPJdQs3JOhnU9TirSLSyu7zFi6YVaOYhemC6VQBCUgXTHfJNn9GANPtc5KF\n",
       "GR/XBoJP0c79dgnXiwvmQvItTIuSlSGooRAPNluMtodj0KkoXckXzEotzI3tXzUZgE4RXIELZtVw\n",
       "C9OpEgXTiPVBx5AWJOxzl2yzRjqhCfdDUYynpktzyQIcCdwBMja2PcnCHECuhbkM6I7OzXw+smC5\n",
       "EXyJ1scd0SUOXyBXMD9GRbQShqDu3mqm1huFumOhoGBKG5BzSsuaVJhmKpgyukDElAumUwXkIOC+\n",
       "AgdsAsxKSZjxCZU3TE79Mxz97cOgHrMwJQA5GtgdnZ+ZQPAgcDVwYGxHkmBCTocsWIN603ZCp54k\n",
       "Mdf2zwQuBR6J7HsLDQQqEwlQ6/JTqtuWjkTLCKmCKe2BG4BfoBZ4g2iGginrAc8Cu6QcUMwlG6aN\n",
       "agdyg/nJHacA0hZdkHzLAgcNITekP8osYKhFFg4GqbpryWkspHuBRaFDRgAzIn+vQL0NuwI/B04k\n",
       "m50nibfJjwBNE8z5seOWALuRLpjzUOt3JgS3Q/B4ZN9UYEIF0zW6A4IuVD24zHPLIWphvgdsaKlP\n",
       "DTkanSLTDfg7+XNfy6Y5isEh6EB1WuNVzML8ABXVbYCjSE5j5ThRjkLFsDNIl5RjNiHdivgYbdiG\n",
       "AKcC5zR+EZ0qsTXwkyILNmxKdvwS8zLMB44FboPgnwVSdYK6cgfFtpUjmIMpbGFCNiApQrAUHedM\n",
       "yn1biI2Bd+1fI4xjyjCQcxN2jCJjYQarUdHcKbKs2VHAwRDsB0xD369C92ljiyOk0swEUwLgOOBm\n",
       "0gWziIWZ8esfYBsmNV75nPpBApAfg3y/ES62G3A9KohpvdhCFibA68Bm6FqZExqhTE5VkbtAeqFu\n",
       "wM6olZZGTDABFbZvAJNLuFlsPqYE5AtmmGwgPka+BDUQEoKKALUwF1mnLYlnUeMhAdka5N6EHUPI\n",
       "CubglOuWw95o5yJ67zZosFK0I/AacCvwN/P6bImOzULhdzNkX/IjiXNoZoLJSNQdcAmVW5igva7v\n",
       "AP/GBbO5cglqyX2zEa41CG0czLWaSDHBnIZG0W6GBkt0a4RyOVVBBqM5WMeRnTpRqDHelFyXLKhQ\n",
       "fUF+Iv4k5gN9IwE0nYAvIfg8e0jwBXAe+dmCFgOvFLBg3yNfzKNMRfMfJ/FVYPcEqyy0MN8j0cKU\n",
       "PUB2SL+l7ATyJMilNiS2DTpMFvXejALmWYRsyEFox2UY6u5+N9IReIdUCzMTUHU0cHt6uepCMGWk\n",
       "9lLkgWLmcAlsivrN30IH1WNRURKQvnh0lHBZnIuBbRtYJqc++Rb6gjR4XINslOMs9GVNooBLFlDB\n",
       "PARtWP+DNsZVRgJ1dzllEjb2Y1ELczmpHSVph9aJJAvzUXMlFiFYjQpfmFClF7nWZXjc+ZEsPSEL\n",
       "0PqUxmR0SbA0ngW2TXE5j0FTPU6MbY+6ZAcnnHcycBdI2pqcR6OrsOyNGizboN836hoeT940mWAN\n",
       "BP9FV4Q5z8oekmJhSh/gZZAz0La+7i3MPdA1KAeiE28bQhiJuAZ4A9gitn8jNIS/FMFciFam7iB9\n",
       "ixzfBMgEkO81dSnWTaQDmmT6MWBgw0LfpSPq5v+AVAtTOgE9SJ5SEvI6aqlOBZ6nNm5ZC5qQNKvY\n",
       "SeZr6IozoWA+SLpnYQIw3ZbUinIDmtKtVKLjmHF3bCEuRQOLUgjWQPBB+n5eQ9vLYxP2jUGfQ3ye\n",
       "aIExTAnQZ3ILusRYDGkH7AX8Dh1aOxmNSbkf9b6EJAhmhgds/9TItiVA+wTPzXh0/PYC4E6b+5pK\n",
       "PQjmZsBDaOb8hjYSQ8n24l8m3y07AXiuyAA76A/9pI1nPo2a92UiaW6MxuIw4Igq36O5MgR4316O\n",
       "RTQsB+UA1DX0Jeku2Y2B9xJyhUaZAaxFe9a1EsyRaDTjhTW4V3NiB+By1LLqj07FSBPMndCOWYxg\n",
       "JgTTyrhndByzJ2rVlkDwaSS3bAUEa9HgmV/lWoTSGs3jeiU5gimtUO/Iq6gVHYBEp6YMQ6dRnQFs\n",
       "A9KPXHYAZkCwAHWPfhMVvml2v5C0JCCgHRjIEcxAUG2Iu2XHAXeiLvZfplwvQ70I5jS0oYib9uVi\n",
       "FiagjU58/HGibS/GTUAYDHIVcEZ500tkQ+AZkGrOQdoFGFkkOs9JZhgaqg+lBQMUIjrpPE0wi41f\n",
       "AsEq1KPxBPqiT7I5ZNVkU3SO3w46d9kpjHQDORAN8vkH6qV4Hx0CKiSYj6fsK4e4YJZqYTYCwTQ0\n",
       "mOaHkY1DUKttMip8oZdmFJp9Z56J7VXAjyPnTQSmWn2/j/z1OPdHny0QvI0aPlNRj6FZmNLe7pMS\n",
       "+RssAPYhO0czZDawBchekW3hggiTIXg3+XpZmlgwpRXaa3iDxhHMqIV5P7BHrNGZQEmCGayKDCZP\n",
       "RgfnywkOCS3SMqwEuQLkHZDzSzi2PzrG2godz3DKYziNJ5jRPKDzgW42FzjKVmTnixUg2Fdf2mAO\n",
       "8BI6plkGcqIGSpTMSLvPXejQiFOYW4CTgJ/auOI01J03GxiW33mVjmiD/BQN5310+GBTdMyxkBu1\n",
       "GlwHHBmZkzkGeA2C5ahwHWPbd0A7fSF/Ar5lEcWgbfxz9vkONMetIQHwdTKCCajhcj2qEWGnbj/g\n",
       "PxB8ll7c4P4ET+I7qBv4r9rxkQB1yaZZqmVTzHXZ0MtvDGLzgKQVyIc2CFvJtdqDrLJw4nDbMxqR\n",
       "BTYp/BPyVzov5dr7gLxSujUnt5j4XVzi8W1AloPsDLKiePCTHA5yh32/7Uu7R4Opcl2o5b3kGpDj\n",
       "7POZIL9twLXOz+3kyMPohOnw7wBkOkhKaH7qdXcCeatMz8ZzIG+UcfxLIBNBDgC5p4TjA4tcrOVq\n",
       "PrWqd0XuI91APs4NJJTr7HkEIB+B9Izs62B1o5Qo2FKKtw/IuyBLQC4EKTSNpUrI85H29Fcgv7DP\n",
       "o61cA0D+BhIbKpLrQWxusbwAYp4/6WjPzWJEZJy+K4n3Duz5bwHyZrYcZZV/BLrY9FZW3gNBPkhp\n",
       "1yuqd9VuuPYFicxDkoe1YlR0rREgs2LbTge52j5vBRIP7S712q20IZK07EHxYz8A+T7IE8WPB61A\n",
       "8rJ9fgzkG0WO/wvID60i/qC0ezSY5iSYj2d/S/k2yN0NuNZNIMdE/t4eZDaZjptsZZ2nMl3nElgD\n",
       "VaJnQwaBLLUOV88Sjm8FstKEoC/aYSsiznIIiGQ7GzWhXgTzUPLmHMowEAtqkSdNIPcHmQuyBuSf\n",
       "qEXYGMUbBrJYOzhNhRxjov0nkEXk5LeV01TsZAk67SZ63mg7fheQ+eRm47kS5Nf2+QIKGhlyGGr0\n",
       "PFX++5R3rb2trPenHVDRVRtQolIufxbIJZG/T9cGqKxr9LXKeg7IQ7F9Q+0BT7feyZkNKOtRIA+W\n",
       "cNwWIG9bQ/QJJUVgyoWRSvMjkJsLHNvWGsaBVkkvL638DaY5CeZ8FRgA2RLktcLHF7zWYyCxoDB5\n",
       "HOQ3IF1ArtLft6Jr7wUyjZJSk8kpqMXzEMjXSzh+AEhkzp7M0LqbenxXkAUgfwC5s/j1G416Ecy7\n",
       "QI4ssL8/yFSQ90G2JcfT1Vg0dZpOCdAO4a/1++btPx7kxWQxkwdAPtcORc72QSDLQHqiXrwi0/hk\n",
       "LI02FUp654t7dmdFVyzzcIuikq/ZAyoy+VruIcd8l56U7JaVLtrbkqnoPE4B+WNymWRUbq+mEqQ9\n",
       "2rs6rMhxV0fEb3puIyS7mTgeDbKBid4YkJfJuFalH9rbjyTjznEz7wHyjH3eO13EZbCKfGo5O4Nc\n",
       "VriRzD2hxOMagwrvJdeBFJpThn3vz7ONj3RBLa1YAyAbk+j2kjYmsmeBnAsyh7zcr7IxyN2olfEf\n",
       "MlZI2d8nAHka5KcUnNokbUBetbpxDiW5mGVXkEgwilwDclKB408HuTVSP8vNL1opNRRMuQwklqBb\n",
       "DgJ53b5zjyKXaINOIXLykPEgF6XsuwZ1zc6uYb0qRjUFU9ZDzXQB+Q7aK34UHSOJjHdErS35LmqJ\n",
       "xXJvyrVWcbexHsCe9ncfa4h2toc/F+3NXGwNyxkg+1XyJUtHRoIstDJehPa2v00myENGoGa+vVhy\n",
       "tTWc/VEX7SLU7XAban0usGf1ekwUf4+6p9uCbGcv63n2PW8AOdmO28SucbQ13iejHYQzUSt0oZYv\n",
       "73u0A5kM8gjq5jmX4r3XOhdM+Yo9iyX5jV7mmMB+u5gLVn6GjgePtGe6tV3nJXQsqqP9fxzaoXvL\n",
       "fvsbUbFNGXOWduV/j7xrbGm/03LUxXciyNfJHS87C+Rf+hvKDlbu1pHvPMzemQH6DspI1JV8VeQa\n",
       "e6Ou43AVjZ+h400DrB7O1bKA1dnxsXL2ArkZFe7jU77LrqjgtrbvVUrjWEvBvNjeh6tBTkC9BPNQ\n",
       "q6rSdSGdokgb1NKsF7GElHpXzA8sIKcDU9BsEYKGUm+FTib9FJ2DcwQ6WfTPaKjw82g49dnA8WgU\n",
       "1XZoOPZkdM7Z4cBuEMSyUMgIdFJvWzSacT4aZbY/GhU6C42WOkaz69caCdMudQX+i2aj+AqafGE1\n",
       "cBEE5oeXjugE3MPRaMTjILCgDGmVvz5d5h5t0Aiyne0eJwCno/OXxgCba9i2tEbngC1EI8AGossA\n",
       "3Ys++57AP9F5YKvQaLD10UnIL6JRmL2BvwHt7FrhfMAedl3LrRs8R/H60liINc6vZiPdpAuZkHU2\n",
       "QJNeb4xm51iBrid5LRpuf4197owugLsIjVL9FjpvcsfcieTSCo0CnAS0R5/JEWg04nC7Twf0HTgS\n",
       "gki4urQtLVtLQ5FOwKFoMo5NrKxr0O/bDdgagvdV2HkEzbAy3creHs0UsxH6u85Fs6FcDEFk3F/O\n",
       "QKNA56DP7i40SvElYD0IdrLjLkezryxBQ/3fsjLdi77/fwXOR9/d94Cl6LzhU9FVOpaQfX+moGni\n",
       "5tmxc4EP0ee9wFK+1aLeid5HBqER8cPRJCdX5j4jp4Vg9SGXUgTzD+h6bYPR6RX/RefGfAR0QUOE\n",
       "b9WJuIAGU7wDgc07k0loI/UwurL80ajo/rl4RQx94YGAjAHmQ7BMtxdNPlBDMin3egNv55et0vJK\n",
       "N6CVhm5LJ1RAe0FwY4FzWudOkJddrVxd0MwknwL3QBAJSJK26LSC8egcxTZoQxx6Bx6C4ApqK5iz\n",
       "0GcaCsL6qACsjzaoU9EEE8+h04n2Q1cmWI2uVvBjtOH/CK1/Y9GOw00FEk2Ht7ffS7qgCbLvJZN/\n",
       "uF7qnQSo+HUHPsnP1iIjUYFcQm7Ho4jAywS75rP6nGRrYHvgcQhs3pv0R+cBf4z+JlsBayG4zfZP\n",
       "RJMhrEaFtBs69eJAtAPTT6/HlnbuRvZvMJoIoDsqVnta56SGguk4QIWCOYVs3kSnZfMEmhKsFkzB\n",
       "652j1KreTcHrnJOllu2d4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4zQh/w/eD3xAvlMb\n",
       "rwAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d7bdb3990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (3600, 96), float64\n",
      "Testing data: (2400, 96), float64\n",
      "Training labels: (3600,), uint8\n",
      "Testing labels: (2400,), uint8\n",
      "Accuracy: 68.8 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (300, 1152), float64\n",
      "Testing data: (200, 1152), float64\n",
      "Training labels: (300,), uint8\n",
      "Testing labels: (200,), uint8\n",
      "Feature vectors accuracy: 62.1 %\n",
      "Clips accuracy: 68.5 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Data: (6000, 96), float64\n",
      "Labels: (6000,), uint8\n",
      "Ratio: 1800.0 training, 4200.0 testing\n",
      "  66 (+/- 0.6) <- [66 66 65 65 65 66 66 67 66 66]\n",
      "  66 (+/- 0.4) <- [65 66 66 66 65 65 66 66 65 66]\n",
      "  66 (+/- 0.7) <- [66 67 65 65 66 66 67 65 66 65]\n",
      "  67 (+/- 0.2) <- [66 66 66 66 66 66 67 66 66 66]\n",
      "  67 (+/- 0.6) <- [67 66 66 66 66 66 65 66 66 66]\n",
      "  66 (+/- 0.6) <- [66 66 66 67 67 66 66 66 64 66]\n",
      "  66 (+/- 0.5) <- [66 65 66 67 65 66 66 66 65 66]\n",
      "  66 (+/- 0.5) <- [65 66 66 66 66 66 66 65 65 65]\n",
      "  66 (+/- 0.7) <- [65 65 65 66 65 66 65 67 66 67]\n",
      "  66 (+/- 0.7) <- [66 66 64 65 66 65 65 66 65 65]\n",
      "  66 (+/- 0.6) <- [65 66 65 65 67 65 66 66 66 66]\n",
      "  67 (+/- 0.5) <- [66 66 67 65 67 66 66 67 66 66]\n",
      "  66 (+/- 0.7) <- [66 65 66 66 65 66 64 66 66 65]\n",
      "  66 (+/- 0.5) <- [66 66 67 66 65 65 66 66 67 66]\n",
      "  66 (+/- 0.5) <- [66 65 67 65 66 66 66 66 66 66]\n",
      "  66 (+/- 0.5) <- [66 66 66 66 67 65 66 66 66 65]\n",
      "  66 (+/- 0.6) <- [66 66 65 66 66 65 65 66 65 65]\n",
      "  66 (+/- 0.5) <- [66 66 66 66 66 67 66 65 67 66]\n",
      "  66 (+/- 0.5) <- [65 65 66 67 65 65 66 65 66 66]\n",
      "  66 (+/- 0.5) <- [65 65 66 66 65 66 66 67 66 66]\n",
      "Accuracy: 66.3 (+/- 0.59)\n",
      "Mean time (20 cv): 5.78 seconds\n",
      "Overall time: 119.37 seconds\n",
      "\n",
      " -------------------- Baseline, test_size = 0.9 -------------------- \n",
      "\n",
      "Software versions:\n",
      "  numpy: 1.8.2\n",
      "  sklearn: 0.14.1\n",
      "Attributes:\n",
      "  sr = 22050\n",
      "  labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n",
      " 'reggae' 'rock']\n",
      "Datasets:\n",
      "  D : (128, 96)               , float32\n",
      "  X : (5, 100, 149, 2, 96)    , float32\n",
      "  Z : (5, 100, 149, 2, 128)   , float32\n",
      "Full dataset:\n",
      "  size: N=149,000 x n=96 -> 14,304,000 floats\n",
      "  dim: 28,608 features per clip\n",
      "  shape: (5, 100, 149, 2, 96)\n",
      "<class 'h5py._hl.dataset.Dataset'>\n",
      "Reduced dataset:\n",
      "  size: N=149,000 x n=96 -> 14,304,000 floats\n",
      "  dim: 28,608 features per clip\n",
      "  shape: (5, 100, 149, 2, 96)\n",
      "<type 'numpy.ndarray'>\n",
      "Flattened frames:\n",
      "  size: N=149,000 x n=96 -> 14,304,000 floats\n",
      "  dim: 28,608 features per clip\n",
      "  shape: (5, 100, 298, 96)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=96 -> 12,960,000 floats\n",
      "  dim: 25,920 features per clip\n",
      "  shape: (5, 100, 6, 45, 96)\n",
      "Truncated and grouped:\n",
      "  size: N=135,000 x n=96 -> 12,960,000 floats\n",
      "  dim: 25,920 features per clip\n",
      "  shape: (5, 100, 6, 45, 96)\n",
      "Feature vectors:\n",
      "  size: N=6,000 x n=96 -> 576,000 floats\n",
      "  dim: 1,152 features per clip\n",
      "  shape: (5, 100, 6, 2, 96)\n"
     ]
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFCCAYAAAB8Ye0uAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe4nEX1xz9vctNz00NIIzeUhFBD772IhSJIE5SigF1R\n",
       "rCgi2LHxQ7EgAjYUEBAEpEmQJi1UkRqSAGmkEJIQEgjn98eZuTv77vu+W+/u3bvn8zz3ubtvnd2d\n",
       "d77nnDkzA4ZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhBPwOWAg8Edt+HvA/\n",
       "4DHgamBoyvnnAU8CP6jg3lsD767gvHqyF7BLowuRwYnABY0uRIxxwJU1utbewHLgEff39Rpdt9Z0\n",
       "UPgMVcNFwKbu9dcquM+JwKvkvreTg30nAM+6vw8H2/+EPu/fCbZ9HTi09GLXhA5q+10aRs3YA9iG\n",
       "wgp6ANDLvf6++0viNSCq8N4nUn5jH1Vxv0o4G/hCmef07oJypHEC3Usw22p8vb2B62p8za6gg65r\n",
       "5FdUcJ8TgP9L2D4CeAEY5v78661QkQa4BWgHxlL/774NE8yG06v4IS3LXcCyhO23Au+41/cDExKO\n",
       "uQ4YDMwEjgJGA1cBD7i/Xd1xOwL3uuPuAaYAfYFzgKNRC/goCsXpSWAD9AF6BrgMfZAmAl9093jM\n",
       "nRfnNOCHwfsTyQnL8e4zPQL8ilz9OAh4GHjUff5J7jqnu2N3c2X5l7vvba4sAJe6a/3H3Xcvctb9\n",
       "TPc9xUkrx4XAg+7zh59tB/T7e9Tdx19zHHAT6jGkefrhufcDg4D+wCXA466Me7tj7wM2C86dAWzr\n",
       "zvmdO38mcIjbfyJaF24n9709Gey7OqV8H0F/1/vRxjpN+IsZSL3R7/8J91k+57Zv5O77EPBvYKrb\n",
       "Pga4Bv0uHgV2dts/767xBPBZt60DjbT8xn2mm9HvDWA7tB48CnwiKM/m5H7Xx4CNY+U9Evixe/1Z\n",
       "VLQANgTudq9nuOt/HxjgrvUHQNznTSpPSJph+S5UEF9zf7ei9X6tu08voA/67J8DnJVwDU9X1R8J\n",
       "zu1Af7uH3Z+P9uzttv8DeBr4ZcrnNYya00G2RXc98MGUfaH1+2dUVECF7in3up2c17U/KqpQaAV/\n",
       "k3zBfIKcYK5DhRfgQODX7nUvV749YuUaBTwXvL8RFfBp6MPpy3Mh8CFU7OeijT2o1e3L9PngOte7\n",
       "4wFOQhte0Ab7OnIP7XXkHu6BFHqdaeUAGO7+9wbuALZEDYwX0EYUVCx7o43NC+h33A+YDYyP3Svt\n",
       "3C8Av3XbpgJz3DU+R06ox6INEsB3gePc62Go2A10ZXiJ3HfWQa4+pZVvHPCiO6cNbfySPKK9gCWo\n",
       "8NxIfkPs2Q4VAc8Q9/92cmK1k3sP8FfgM+515I7fDm34B6AN+5PAdPdZ3kI9MH+u/w4eB3Z3r3/o\n",
       "3oMKv39e2igUtDGosQf6LNyPfh8nkAuH3oGKDBR6mGnlCTkBmOfKdCU5g/cLwJnBcV8n98z9FBXm\n",
       "09HP/luyqUf9GeCuCbAJakiCCuZqd2wv9Pc/okh5jRKpdZiolTgTtT7/XMKx+6NC4GlHH4hhwO/R\n",
       "xkvI/R7lhFfnkGtkDnR/j7j3g9y17wqOXwzMQhvK59H+oHuBT6GN40PuuP7AAnfcv919QK1vT1jG\n",
       "nYHD3Os/kvNiBW2YvHV8D9oA/Qn1sF6JfZ79YuUY4MoB6nWfgn5PY8mJxHzUygZYGdz3dnKN6lNo\n",
       "IxLeb2rKubuRE6ln0M++CXAF2gCdjXr+vj/yQOBg4Az3vh9q0AjqGYTfWUhS+UYDdwbnXIlGHuLM\n",
       "RL34N9D+7msTjnsB9c7+D7jBlX0warCEfal93f99UO8eV/bXUeG7Gm2Eca/3QI2aF8mJ4cOu/EPd\n",
       "n/cI/0CuP/5e9LmZ4K7zfKy8C135Brtj/gzs6crwt4TvIE5SeeJc7677FnAqGp3Zr8h1Tw9eX+fO\n",
       "OxMV51spFNB61J++wM/RfId17vqeB1ADDOBySv/+jCKYYFbGicB7KP6geSJUeNbGtl+INprvRz24\n",
       "GSnnv01++Dy0zFfFjv0eGpbK4i/oA/s02nB5LiM/kQLgfUWuFZIm8m8Er3+Ahovei4rnu9BGJSSp\n",
       "HJNRy317NNnlEvR7ENJZE7xeR3l9qEmfZR7q1W2Jfn+nBfsOJ99zB/3N479PVvnaKPw8ad9p6F3d\n",
       "hNalEcDSYPtraKN+EPAxV+bPue3bpFw3fj+JbYuCMsbLP6DI9S5HQ+bvQ73i01CPMeReNELxDCq6\n",
       "H0EF/vMUp5TyhN/PxeQMu1fIhU5BjZF/xc49FDXk2lFD5Gjgn6jxtzp2bFfXn9NRY+9DaL1+M9gX\n",
       "1qGI7GfEKAPrwyyfg9B+wkPJr6RZ3EIu1AVqFYKGvOa51ycF+19HH0rPbHJhqG1R8UjiZjTrb5B7\n",
       "Px71WOJcg3qDx6LiCSrcHwiOH4Fauf9BrfyOYDtogx2W8V7gGPf6ONQrTWIj4L9oQ/Uguf4zT1o5\n",
       "2tHG43U0dPdutCF4BvU2t3fH+zB3UoMV35Z27l3kQmRT3P29qP8V+DL62/n+yJvJ/329GJXbdyTo\n",
       "d7IXuZDsESQ3eGOC6+/oXi+NHTPSXeNq4BuuXCtQT+wDQRl9GPN24OPudW/0M96F1hUfkj3MbUv7\n",
       "bMtRQfZdEGFYdEN37wuAv6PCEecu9Pm6E42U7IM+ZysSjn2L8o3+9YPXh5DrHrkF9fSGoaH/A9Df\n",
       "1dMH7Vf9Ifpd+N+kt9sX/wxdXX+GkIu8fJh8Y3BHciHZo8iPMBlVYIKZzuWoCExB+xG8oF2Ahoxu\n",
       "RR/oC1PODxu5z6CN8mOoWHjL8oeoRzgTrfD+nDvQcOMjaCLE31DheBL4JPkeWXifW9Fw031oaOoK\n",
       "kpNqXkMbig3IhT7/h/bb3OLKeQvauCxGQ1BXo0kcl7vjr0c9Y5/082n0O3oMbSx8cki8jJ9F+2Ee\n",
       "Qz3um2JlSyvH4+5eT6MWvQ/5vYVa+he48vlkD6FQaOLv1yac2w/9TXu5e/4F7fd6y51zlTvniuA6\n",
       "56KN5uPob/St4H5pZUjaB2pAfRcNq92NCszrCcd9AP0eHwV+Rs5YCRmP1iWfGPNVt/041HN71JXX\n",
       "J5l8FhWox9F6Mc2de6krz3/QJKTHYp8l/tlOAn5BrmvAbz/K3e8RNAHo9wllvtuV+99ogs1ccr91\n",
       "nN+4svqkn2K/N+iz+CT62T+FRotAjY1zUYPlAfQ3DEOhn0C/hzfdPQeS+57iv0896s+F7rqPokbn\n",
       "yuCYB9Fw7VNo98u1Cd+DYRhGj8BHCNrQPrN6j/czmpe9UWPW6ALMwzSM7sfZqBf2BOoh/L2hpTGa\n",
       "ibTIhWEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEY\n",
       "hmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYRk8lKrJ/BrBX\n",
       "HcphdH/uBPau071mYPXOUOpV72Zgdc7IUVG9k9qXw2hS6lkXrN4ZnnrVhRapc3ISyO8aXYomILE+\n",
       "9Kp3KQzD8MjpIG2NLoXRUowGJjS6EM2KCaZhNASJgPOAMY0uidFSDAPWb3QhmpUmEEzpC/KJRpfC\n",
       "MGrMYKA3MKLRBTFaimGYkVYxTSCYTAR+DjK80QUxjBoyPPbfMOrBMGB08a4AOQVkaF1K1EQ0g2AO\n",
       "QLN592h0QQyjhphgGo1gGNqejipy3BnApl1fnOaiGQRzoPu/T0NLYRi1xQulhWSNeuK9xmL9mIOB\n",
       "QV1clqajWQRzFfUbA2gY9cA8TKMRDAPmU7wfsx0TzAKaRTD/A2wEYta40VMwD9NoBMOAp8n0MCVC\n",
       "PczB9SlS89AsgrkceASY3uCyGEatGA6sxTxMo74MA54h28MciPZzmocZoxkEcwDwBvA69gMaPYdh\n",
       "wIuYYBp1Q/oCfYFZZPdhes/S2tsYzSCYA4HVqGgOLHKsYTQLw9GGy0KyRr0YikbrivVhtrv/Jpgx\n",
       "mkUw38AE0+hZDAdewDxMo34MA14DFmIeZkWYYBpGIjIeZGQX3sA8TKPeDEUFcwGleZiW9BOjGQTT\n",
       "92GaYBr15EvAaV14ffMwjXrjPcwFmIdZEc0gmN3Iw5RPgvRpbBmMOtEOjKv+MhKBfABk/9iO4WjS\n",
       "zzCQjOdQJoDsVn05DKNTMJcAwzPqnfVhptAsgtnFST8yAWRikWN6AT/FZvpvFQZRE8HkYvf3odj2\n",
       "4cCraL1uj58UcCjwmRqUwzCGAcshegetd2mC2A4szdjfsjSLYHa1h/lp4LNFjhkJ9CG7cTN6DoOp\n",
       "jWDuB5xNXuhVIvd+mfvLCsuOwfqSjNrgPUzQYXpDUo4bjIZtrd7FMMFUJlB8qijfeFolag1q4GFK\n",
       "GzAWeAJtrDwDgbchWoNa8lmJP2MwI82oDaFgriBdMNtRwTQPM0YzCGY9kn4mUDzUOtb9t8arNRgM\n",
       "rJ/dv1iUsWjYdRH5XqT3LqE0D9PqXMtQbNmtsq71OZBQ9OIeZlq98h6mCWaMZhDMekxcUI6HaY1X\n",
       "azAIDcFXM7RkA2AuKoqhhxkKZikepkU1WgJpAxaAbFCDa0XAt4GpwUY/rASKe5gLMcEsoFkEsws9\n",
       "TImA8RT3MC0k21oMQq3wasKyXjBfI9vDtJCsAdq2jAS+WoNrjUXrcGjwuaQfoLQ+TBPMGCaYWqHW\n",
       "oGnWWeGQccA7WOPVKgwGnqNswZR7QNZzb7xgrgT665AkORK4EB1Sgts/KeOCJpitQzsqaEfVwMvc\n",
       "xP13gikTgO2B2W57VkjW92GacxDDBFPDsXPQ0NjojOPGopXNGq/WYBDwLGUJpkRoozTebdgAmAOR\n",
       "oF7mMOBjwC+AU9wx/wM2S7neYPQZ7Q/Su8zyG82H9+xuAuLjdsslEEzpB9wA/BSix932rJDsYLTf\n",
       "vX+Vffg9jmb4Mro66WcC8DLFp4sahy6LY4LZ45E+QG/UQBqbfWweQ9DVIHyIdRLqQUIuuWcscJfL\n",
       "kAV4CpiWcr0xaL3MGjNn9Bza0WjEEtLFrFQ2QSNno4ApQH/gvGB/Vki23e1fTcMni+leNINg1ijp\n",
       "R8aDHJawYzwqmMUmJB6HehwWpuj5DAJWAa9QXkjWh2K9YPqQLOQ8zPXR1SI8z+tx0i/hemPQerkC\n",
       "M9RagXb0t84Ss1KZAjyMhmTHAi+5SIenWJbsSvQZMEMtoBsIpmwMckLGAbUKyX4auBrk1Nj2EjxM\n",
       "6eX2PYc1XK3AILTBmEdlgukTfELBXIaK5SA0/O+I1qJdAptQiPcwV2KGWiswGBXM5dTGw7yPnGDO\n",
       "j+0vliW7Aq13JpgB3UAw2R34evKuztDYWqoSTImAI4BjgJ+6viGPF8yFpIdkR6GVeAkmmK2A9zDn\n",
       "U7GHKUOBNnLZsK+hodeFMUsf0sOy5mG2FjXyMKUXsBHwH9IFs5iHuQJ9BsxQC+gOgrkesDFIUjjU\n",
       "9V9GArwJ9KuwE3pLtPG6kkJhDD3MtJDsONTbsIarNRiMNhZLKW81kTAkO4H8MNgyVBTjDRdo4o8J\n",
       "puH7MMsUTOkHEva1T0Dr21yyBTPLw7SQbALdRTBBPc04A9D+S1zDs9ptK5cjgKvdNRbRKZjybmBr\n",
       "tGJleZjj0ApnobHWwHuYvt+xVNZD69cIckaWp5hgJmXKesG0etcaeM+uXA/zg8Cvgve7A4+hEbFR\n",
       "lBWSlb6oLqzBBLOA7iKYTwF7JOzz/ZeeMsKy0gekv3uzK3C7e71Q7yk7Ab8DPg3R02R7mBOBlzBL\n",
       "v1XwfZjLgaEupF8KY1Dx89mwYSPlQ7ILEs57lvQ+TPMwW4dKQ7LboV6l55PARahglhuSdQk/kWCC\n",
       "WUB3Ecyrqblgcgbwffd6fXLWvvcwNwLugOivbvtCYFOQ4wKh9ZhgthYuJButQSeriNeHNNZDhx6N\n",
       "QBupuIfZTrKHuQj1BOJsiEY/rN61BqFgDs1tloFF1uGdTmdfu0xHk82uQw2+Ae593FBLE2Xv5UJi\n",
       "0o9EIH8CqSTS1/R0F8G8EZgamygYqhPMA8nNoOKzDSEXep2ADhvwPAP8FvgesGfsWr6f0xqu1sCH\n",
       "ZKG8sOx6wNPkQrJxDxOSBXMxBYIp/dB5QJ/AQrKtQlof5jeAS5JPkV5ot9IoN1PZCcBFEL3tvMSl\n",
       "qGCWmiU7xJUBkpN+JqEh4P1K+kTJZT4U5MDKz28c3UUwX3Z/8emg/KQFnhIFU/oDuwBjXSUajjZK\n",
       "oNb8euRE0BGtheibwF3k+lU93sO0hqs18CFZ6AzLlkQomPEwmM+WTQrJrgLaYlb7FsDzEK3GDLVW\n",
       "Ia0PcwJwnPMe42yMhl6XoPVvGvBQsH8J2m6uiJ2XFpLdBHjBvU4KyW7p/h+a9UGK8H7gUpCmq9MN\n",
       "FkyJ0B/5VZLn1PSTFniKCKZEIFugYrkUbbRGAcvU4gLyPcyXEy7iBTXEC+YqbJqyVsBnyULlHmY8\n",
       "JJvhYUaCGnThRNnbAjPdaxPM1iAMybYHfeej0enyvpM7VAaC/BnYG3gErVdj0TD+rOCaS3RfwVCm\n",
       "N9BRB/H5s7cG/PR5aYJ5DXBwFdPmjUaHCqYMJ+y+NNrDHAqshuhNVDDjHma5Idlt0OywbwJ/Rfsu\n",
       "x6Ii6UnxMAv2OyTKHdvZEW5eZs8mDMmW6GFKmztuLrosWAfJHmZSSBZyCRqeUDAtstEauJBs9Daa\n",
       "perbuvXQpbq2cQ4BaATiWOB84FHUOJuAtqGzg2s6wYwTid6rwBDbGm1DIXnigi2Ba1EnZ+cyPlvI\n",
       "eqhYfrDC8xtGowXTp+GDznZSrWCOdtfZEZ1s+A0KMxN90o+fEi9OMOwEUG9hDUQ+RGfWfrdFznfZ\n",
       "z9VSSUh2FLAEonWoOE4gWTAXxU90xPsxzcNsPcKEmzAsOxrNt/gF8Hm3bQvgL8C/3N98YAdgsXNA\n",
       "PItJN9KSwrJbkfMwl1KYjLYl2q/+J+BTpXyoBEYD9wLDQMoZ59xwupNg1sLDHIXObrEROoxkPppB\n",
       "FnqYC9GEjNGx7Z54SNaHYz1m7Xdf9kUf+GqpJCQb1uWlwIrAyPLbTnZT4SXhQrJyCMjlaIPoLX0T\n",
       "zNbAh2ShUzAlQtuqV9GxloeBjEGFayZE74XoLtTD3I3csnGeFA8TKEj8kSFoVO45t2EOed1k0hdt\n",
       "W/+Hivd+gcdbDqPRZ+VJcn2iTUF3F8xyk35GoRaWj9nPQ8O0oTAudddYFPRrhrhxmp3EBdMar26J\n",
       "RGgYdEKRA0uhzJCsTEWzGO9yG5ZS0EhF70CUkukI5AaZH4gOY/kpRGF6vxlpPZ8EwWQw8DZEb0C0\n",
       "BPgncAhqUD0ZnDsf2In8/ktQL/QPKfeLJxdtATzloiSgod0OfSn90PGes9WDjVYAP6Lsxa5lEBCh\n",
       "z9fjmGCCNiDy7RIOLCaYg8kXzGLLzTjB7CTBw4zeQa21pHAsdHqY0g/kRjQ0Fh5rgtk9GYHWl1oJ\n",
       "Zjkh2bPQhsyHqBIEsyg+JDsZuASiMCHC6lxr4IeVQG4spvcuPTcA76FQMOehDkZMMKNHIHqIZIKQ\n",
       "rJwEnEguqgHaJk90yT3XAHcA9wT7b0QdknJwnycSVDBrERGqG13lYe4IfKCE40LBfAkYH8tA3Zj8\n",
       "ClCih9nJfLctnsq/iHTBfNWVayrwbuBrFHqYZu13Pzrc//FZB+WQXWLzb4aUG5IdD/wryESsRDB9\n",
       "0k8HhWE1q3M9HumNCp6vd977iwvmzcAB7tiwDfMZ2XEPMwsnytIL+CVa927I7Y7ecMeMQb3LjSH6\n",
       "aHD+K5RvoIaf5wlMMAH94ieWMKVYIJjRGrShCaen2wydNs9TiWBCYV/lQvInLQiIVgHrUNG/CY3j\n",
       "h5UwKbPMaDwd6PixUh/g3wJPaZ9hAeVmySaNuZyXcmwai9HGpIP8LEcwD7MVcHUuese994Lph905\n",
       "osWoZ/ZkbKiIr39xYysLPx3oKDQ790CIrokdMwdNJupLYZu5HOjt+j5LJfw8TwBbVDE8pe50pWAO\n",
       "JLeQbhrrk581GIRlJUIF83/B/loJZpaH6ffvjS7Auh06RMVjjVe3Qt4Hchpa5+6hJMGU3uh4tTOA\n",
       "+PqoUBiSLeZhxheFvsb9lcMSNKN7ddB36TEjrecT9l9CuocJ8HdyGdSehYBQnofpx767lXUSmQ28\n",
       "D3iicCxnJGg7mhDVkWNAvptwPZ/wA0TL0AhORxllbig1FsxOS6PD/Y/3ScbZjsKYuT9nAmr1BIvt\n",
       "li2Y3sqPC+Z5wOUZ1/GC+ZQ2Xp2d4KA/cDFDwKgf7wI+jvb9PQL0ja13msQGaD25i+RlteIh2QwP\n",
       "UwbqPTsnJgCiOyG6u5TCByxG+6WSPISVwMDKJ8xoHgu+hXGTnnfiF5FOEswfAV/I3xS9hfZtltMV\n",
       "4NvbtDHpoB6mE8xEXiG5G2RXdAKZOPHP8zQwpZTCdgdq+CCJi6nLMFQwnyFTMGU8alU9E2x8HE2N\n",
       "BvUu/xs7aTnZ6xMmeZhCQYWLHoOomIc5nnzv1vMi2jinIL1dI9pA5DSQMrPXmpZN0cHWu6K/TYrF\n",
       "m8cm6Aohs4BxCRNJlxOSHQssSJhJpVyWoGu2JghmtA41/ooZoAlIb+ClMsNmRslIBJK00ky5lOFh\n",
       "RuucQMaI/llmPfSCOZF0wZyN1vEnU/a/THJUZzOShTD+eV5Ah6o0BbW0PKeiP/rO6Bd4N9kP+G7A\n",
       "vbEf+I/AsS6FOd5/CZlfrkRo0sSSYONc4Ocpw0ey8OGNZxL2zULDeWkci36OpDJOBamHNfUu4FyQ\n",
       "pBVgehpT0bkzt0Ef7lISEaYAz7l68YK7hkN6o0aZj2wUC8kmLZ1UCd7QS+uDepbKLPEN0HHHKXW2\n",
       "5KXLjGR2BO6pwfeYJZhpk11Ui58sppiHCeV7mJsD6ydEe2J9sjyPJnc2BbUUTL8A7vvRh/85igtm\n",
       "LGwVvYh6mYegX3hcMF2jkVg5hwJvuuQhf701EH2m1A8QsAiY5Sa+jlPMItoO2COljF+k7HFLIdI3\n",
       "ZQLmOJsB5wD/V/m9mgEZhDYofvHc2ZTmYU5B6xJoFCEMy44FlgazpRQJydZMMFcAb5MumM9RmWD6\n",
       "z9ZRuEvGA082PiLSjMghbsmt7dA6WMT7l34aGpdeII+AxEUinOUHsvswa8UCtHtpI7I9TCjLw5QR\n",
       "aJTmfxSKYdwAaFkPcxpqhRyBfslJ4ypDdiN/TI/nd8B3gYMoEMxoKdqojE44Lx6OrYZFhffuZC66\n",
       "CkrflP1bubIkWfTbA3tVViSZAjwI3Je9Np70RTvyzwemZfd7pX2GmoWZuhAZTqenyA3AYxAtpzQP\n",
       "04dkQX/nUDAnky9afiLstGelRoLZOQF7loeZ8ZvIXilrFG7q/id1I0xHjauPlFxMA7ca0lXoGr7b\n",
       "odGo7Yuc9HvgB2huxHQK+/fCMZig9W4iWr+6SDCjd9DnZWfSBfN54EcQvZayP8nDnIaKZVJUJG4A\n",
       "tLSHeQkaFp1NpmDKCPRBfjhh5+Vo9uKPgQcS9qeFpmopmFcD5ybvit5CK1dH4T6J0P60eymYmFgG\n",
       "oOUeAjKxgjJ9FfgHGhLOmh1jE2COE49X0YcuARkGzHO/RZxpwCNFFq1tILILKpTbAE9DtAAi73mn\n",
       "9amEeKEFfbA3C/Z1kDesI1qH9mfGslSlP8gEaudhgg4EfzxlX0ZIVvoB15M89nka+lmTBHMaWlfP\n",
       "qM1vLZNaJMS7DTrB/v7oxCY3kimYMhadwekjwJfQZ3i72EFTyDeW7kGdg+l0XUgWOicnSMuSjd6E\n",
       "6IsZ5yc9b747LcnIi4dkZwGTmyUxrdaCeSv6Bc4m28P8CHB1bJJgR/QORH+H6KfJ+3mOZEu7hoIZ\n",
       "vQTRgxkHzCI5jODHkF5D4Uz+W6EZYTMo28uU3sB70bGDD6DjotIIh+I8T7pXchxq3GyWsG9rNKSy\n",
       "bXnlrBu7oWX/GoX9zM+i5U9B+qIPuG+c4iHZDgrHQSYl/nwF+Bs1FczoIzqtYyJp9R5yA9nfl7Bv\n",
       "U3Q8cUfCvmmo5/Mimesbyt4gB7nX/VOO6e/K+JcWSDDaBQ1Rvg/t/76EbA/zZOBKNLdhX7Texp+t\n",
       "HYH7c2+jZe7Yncn1I3YFc93/lHHpRUnyML1gxroRZFO0XQnGKEer0HHLJU44EkcmgFwA8pd6GGs1\n",
       "Ekzpi1qwz6H9ks+hjcjowrCftAGfBC6o8Gb18DCL8QLJIVc/0/99FArm9qhHfScalokhB4AkiRfo\n",
       "w7TI9fE+4N6nESZLJYQ7ZHPXd3UqKvybUshWwFtoyKk7shO6WsJGqBESciewuZugOonPA48Gk6A/\n",
       "g4bYw9Bl0gTWwfWkF7qy/ZZo41nuJAWV8CI6E1ZSGP0IdKjBgQme4jRUMNM8zP8Bl6EGVAISAT8D\n",
       "/gwyA3gdJMlgm4IaGoNIHtvak9gZ/U42ItfmbZ/cYMsU4BPAr9Eluk5BHYvpOa9KIvSZjkXUIoHo\n",
       "/hpkYGcxB10veFXRI5NZBAzP1Uvpgxq03sMM2+qzgZ8kOEJF+jFlR5DPpuz8GCq2+5IaTasdNRBM\n",
       "ORI4Hg0DrkGtqT+6DMRZdFYMOQXkv+i4y3lFPLgs0pIf6i2YST+wF8yZwNRY6HV7NJvzdnTx1TAz\n",
       "M0ITV/6tfVEFHIyG3KC4hzmNTMHkMrQiDwYuInkc4laoRbxnxn0ayU5oUtMj6FqAAdEadF7XQzXc\n",
       "LIFnKB9HoxuHB8e/ic4Fe5FrwDoo9DDvJ7/PaU+0j+n3aF2sVUg2g+gtNGwWM9RkIFo/LkTr5W7B\n",
       "vlFAb3QFn8n5DXrnxCBPoV0Q+5K81NJ2aPLJpsDF6GTeSfViM/TZvpLCcGMPQY4G2Q+tC3e6v5kQ\n",
       "LUQTdoJnTc4CuR8NrZ4L0cMQLYLoMpeLsRhtG49AjZnVGdGFrmQu2ZO4FCFahxpzz4P8A332FgG3\n",
       "oe3MFiCfBzkXdRSSHKXnSWxPZWenL/8AzkoJ226LtmkP0g3qXRHLRvqBLAGZD3J1wv5vgFwI8kEV\n",
       "S9lLhzpIFVlRsg1I0M8j64HMAnkT5IzKr1tWGQ4H+XtsWy+Q60BOdu/Pcu8j9/c0iAvbyEkgC0Cc\n",
       "1S9bu8+vcrGtAAAgAElEQVSwP8hC5wH660buu9vVve8LsgpkfdcPGS/bk/odgT6MYTllJMhykA6Q\n",
       "LdFMvxsTrvGS3k+WBpW0K63cggJk7Brr6lxG+EWOBpkJ8grIIpAvgRzmvtuEyID0BrkP5Hj3O8S9\n",
       "8uNA/ubu/RTIXJDT0VClaB2sB3IDSNBPKR9yv9HF7v03QX6f+25kD/1cALLMCag/dyxI0JckV4GE\n",
       "84T67b8GOTN4fzzIlQnHnQPyLVevYl6/9M8vd1nUq94Va+sikGfd8/Oqe38gnQauXATyZfd6GMhr\n",
       "IPuATEq53lWuDXjbtZEJ7Wc9kB1AflHlNQbocyXHuGctiHLIYSA/B/kuyZEJQL4Gcn5s2yHu+7nF\n",
       "XeN5CpYSk8g90xNd3Yst+CE7FD7LpX+oLjhJDgOZATIYJCFzVTZwD/SzqGVWA2SwE4xLnSD8DeQ8\n",
       "bbSkrTb3KFqGKa4hdh6kjAC53TW67nuQvqjQHQfyXlTIgoxV+ak2MgByNsiPg9f/DBq9bUBeJM+6\n",
       "kntRA+Hx/M8s+4K8kKuwsrWWoXP/kagVGH6O2FRaMgLkdb2fPAfiQ8vdRTAPA7mpyOntrt4dpw+Z\n",
       "XIYade/JOOdQkPtB1lDYjTDBNZJfA/kzyLtA3Mw7ch51S1iQI0DmgIxDRWgeSBCel6Gunp3u3v8I\n",
       "5Ifu9cz8Bkv2Bfl38P4QOsW1c9v6qHEyLti2MUhCgohchRoqbe75DMbfyaGoYVHJsJjuIpjT9HPL\n",
       "HiAJSTCyK2oURyAfA7miyPVOAfkdaoAIyFcqL3qzIxu758sNb5Ix7nkNoyWXoBGi8Lxx5IyXQ7Td\n",
       "7NwXgTwK8p8Kn88uEcwrQIr0V8jNIHdS0w5Z2cJVyrudaKQkInQlcgbIY64RmwnyEwqGcMh094M+\n",
       "C/L+2L7tnbhF7jO4yiF9QB4AcUtFyU/QcEZ47nraIMmtIJ9z23qBPKyNVudxg0FW5yqM/Ia8vgBp\n",
       "c/uD4QiyF4gb7iPHod7UZOrXcJF9L/k1yFklXKJM40naQF5OFgNwv9Vr+QLVCORMJ4rnkhwdmIRa\n",
       "5vuDLAbpcNuvBjkxOO6z+l12vm9zv3WwXJP8BuRHsetHrk7Hx949BeJWnpAHYo3dRe67jXkRBWXf\n",
       "qPC63UYwv0KmJ9YZRXoXyEMg7y7xthHINSANDyc2FrneGRH9tf2Rs2P7T0IXVg+3vU/1BfLFE/T7\n",
       "lBdBHgQ5PuO+be5ZOhxkTzQDHyoXTLmdvP62zl07ouGJIvOqyka5h7YraFQau0RoWO56kK+nl0OO\n",
       "RcMKUcL5z4D8kULvc4pr7I5BLa204QRT0VDbQ65BmkGBNSXz0dDEWFeBNo/tf5LOyRBkgGskfxns\n",
       "/wTq/dZZMBMTKHZ2n2dU4b6a3PabIHel7LsENWwaPGxCIpDPoKG8lGxrOQL1lIMwn3wAjYpci3pL\n",
       "8yiYCUrO1N8f0HDiQhL7NeV6vUfn+z6o4eUMV/kVyKeD8s5DPdql7jdMMHAlQj38WSDhikXdRTDv\n",
       "AzmwyDFfAHkDDZ1XOO9vq9LZHfUEmvEab8c2cm1c2A9/Fsj3gvfzQfziHb9EuwR3cUJ6OInIqagn\n",
       "ejPqgHnnpGLBPAu1nIL+MvkiasUekX6qURw504lmwrqMcrB78P5U5BojQHZyFSpJZL7jKtqrIFcm\n",
       "CPdVaP/TISCztZGV2HAgiai/YF6LeshD0FDove6BOrr46RXfdgid/cwF+7ZREekuJHWB5O3/Fkhs\n",
       "6IL0U+NH1pG4wLuMcaJ2u/uu90+59pdB/gUy0r2fBvJssP9UkMvc621z++QraFRmJgVTpsle7lk4\n",
       "Gw19/h7t8miwYEp/kO/rZ0idrCQ8vinGE3Y/JALZHWS/5O+5sw/5ArSraWdnxIR9+leA3OR+r6Xk\n",
       "usx2cG3bT/KvLYPRPIekvtVqQrLyI6f8B4Ccj4ZfxmWfahRH2kienaWeZdjVWVfu900/sG5FUsG8\n",
       "2An9CtQL38eJVisMjO9iZCdSQ9YyXA3htGQVCIR3njNmrgUJlsCTDd2+x9Awb+gFRO63vRnt2/86\n",
       "6lHMRENykWsQP4oa6XUUTLkN9UxuQr3xNe7vNrosqmGUjoxEoxdPoN1PF5I35lcGol0N51MQ1ZQR\n",
       "aGTkMZBPuvq2FuSitJtVVEL3L0JXwHjMFbJOWYFGN6IBIVnZiZ4/CL6Jka21wZEvkTd8B5wxuCua\n",
       "NRsTZ+mLepK3uQbwBDTKkZSLUE/BPBrtgjiczsQqo+cgkfuN/+6MtayIQWK9K2atz6DiuU+NHkbK\n",
       "hAtdwgys3hlKverdDKzOGTnq2d4ZhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEY\n",
       "hmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYNcQmXzdKxSZfNxqBTb5uNIKK6l09l3RqAmQtyJRG\n",
       "l6JB1Hl5r1bA1vcsgQYvIG20KNWsh9kdkbOKLHhc6/v1AxGQ7et3z26FCWZNkd7OANus0SXp5phg\n",
       "Go0gsT70qncpasjWwHZ1vN9g998WNDZqwXigDxYGNIymoZkFcyAwsY73M8E0aslk998E06gTchrI\n",
       "uEaXoplpdsGcUMf7mWAatWQycDewt/VjGnXiNKCO3Vg9j2YXzBp5mNJX+5QyMcE0aslk4A7gTaBV\n",
       "E8mM+jIS2KrRhWhmmlkwB1G7kOzngWuLWPommEYtmQy8CNwF7N7gshitgQlmlTSzYA4ERoEMqMG1\n",
       "JgLvBT6UcYwJplFLvGDOA0Y1uCxGj0f6oU6GCWYVNLtgrqQ2/ZijgAuAb2QcY4Jp1BIvmKvI1S3D\n",
       "6CpGAguAPiBjih8ufwOZ1NWFajaaXTCfpTZh2VHAfcDwjGMGA6sxwTSqRvoBo4GXUcEc1NjyGC3A\n",
       "SGAJ8DhFvUyJgP2p7yiEpqBJBVMiVDCfoXaCOYfshmswGj4zwTSqZRLwMkTrMME06kMZgskItJ1r\n",
       "7+pCNRtNKpj0A9aiIlerkOxLet3UbNl2VDCtEhnV0gHMdq9NMI16MAoVzCeALYsc68cIW1dBjGYV\n",
       "zEHAG6jIVelhSoRWpsXumgNTDjQP06gVHZhgGl2GjAQ5ObbRe5jPAJsUuYAXTHMOYjSrYA5EG5oa\n",
       "CCbtwFqI3iS78TLBNGrFJDQ6AiaYRu3ZHvh1bFYfL5jPUnzcr3mYKTSzYL6BeoUjq7yW9y7BBNOo\n",
       "DyaYRgISgRxegwuNBtqATwTbvGAuBPqDZCU4bggsxzzMAppdMJeRndlaCqFgrsQE00hF2kBOqcGF\n",
       "NiBfMM2SNwAGAH+rwXyvo4CbgFODcepOMCNBvcyssOxkNDnIBDOGCWahh5nWeA0GXgXadCo9owUZ\n",
       "D/wCpNrnZhIw173OMtIAORDk7CrvZzQHvi2rdhWm0cC9wCJy4VfvYULxsOxkNDnIDLkYPUEwh1U5\n",
       "eXU5IdkVwOuY5dWqDEWX5Bpd+SWkDRiLjsGE4iHZHYEdKr+f0USMcP+3rfI6vk17ldwsUqFgPkeq\n",
       "hym90QjIE1g7V0CzCuYgYBVEa4G3qK4PqBzBXIkKpoVlWxP/u1czlGk8sMjVXSgumB1U309vNAde\n",
       "MGvhYb6KtmtJgpnlYY4DlrrzzcOM0ayC6T1MqD4sa4JplMpQ97+azOww4Qc661xqlGQSNtdsqzAc\n",
       "7Tus1sMcTbaHmSWYY9FcjRWYh1lAEwimtIPcAnIliG+oGiGY7Zhgtjq18DDDhB8geht4G52MI4kO\n",
       "TDBbhRHATGBgafO9pjKKPA9TegHDUM8RMkOyjHDHrcQEs4AmEEzGAZu5/zu6beZhGo3A/+7Vephz\n",
       "Y9tS6p30cvcaDNKninsazYEXq5lUF5aNh2SHASudcQbwGjAgJXlxONqmrsBCsgU0g2AOQccOPYqK\n",
       "JtRdMKUv0BtYgwlmKzMUrYvVeJjxkCykZ2ePRev3EqwfsxXwgvksOhayAqQ3OW/SC+YYNGPWEQk6\n",
       "zjKpHRuOeZipNINgtqMiNZ+aC6ZEaBJGMQ9zEGqhCSaYrcwQ4L9U52GOA16JbUurdx3oFHph8obR\n",
       "c/He3Xxg/QqvMQJ4zU3s7+tNkpH2Ork++aQyWB9mAs0imCvQjuixbpvLkgWq8zAPRYX3afc+reHy\n",
       "4VjQcIbLZpPzQSaDDAb5cYVlMJqHoahgVuNh+nBZiAmmATkPcwG5tq5cwvq12L2fRG7uYk+a4T8C\n",
       "C8mm0kyCWWMPU/oAPwTOcNYYlCaY84JyHA0chwrv6W6dQ6NHIJNB4lb+EOApYHwVkxf4hIyQtMkL\n",
       "fENngtn0yBdBjixykBfMajxMnyELuXrTQaGHmRWSXYauBtXLJmnJpxkEcwiFHmaFgim9QB4C6Q/s\n",
       "oteNbg4OKEUwXwHGuYo0BjgSOAaIsAVXexJfBD4W2zYU7Qt6nconLwj7zD3mYfZ8tqL4cBEvVtV4\n",
       "mKFBVmlIdqnrfjIvM0YzCGYt+zA3QLPP1nd/s2L7S/Uwx5MbrzQa2Ad4GG3gjJ7BKAoTL4aglvnL\n",
       "VBSWlb5o3V0e25FW7yajDZ0JZvMzDG03sqixhxm9AbwDbE5hSDbNw/QhWbDEnwLaGl2AEvAh2cX6\n",
       "WvpRuWBOc//HuL+Fsf1pDdcocpXIeZiMR5cXewBtPF+jasGUg4D9ITqjuusYNWAkhWMjh6DGmw/L\n",
       "P1zBNf0E2CFp9W4j4Hm03m5Q5r2M7sUw0tfa9YRjIEdrxmtnd1GpxPvIF6OCWW7SD1jiTwHN4mGu\n",
       "gOgdcqGKUDBfozLBXI+8VGsg29L33qi3/jZAPY2vAh9FLbjJCeeWiPQCfgC8p/JrGDVkJIW/51C0\n",
       "oVlCbhqzIsi2IIeCjCc5HAuJw0qkLyrK5mH2DIp4mNIbrQPLIXoLFa1Kwv7xOubFc17suGJ9mGAh\n",
       "2QKaQTB9HyaoWI2l8izZTdFZVcr1MDekUzCjtahIbwO8AtEqiJaigtlRYjmSOBgd6znZPTxGYxmJ\n",
       "9lUPCLb5kGw54yKvAs4Fvktywg8k17tJwDzXeJpgNj/DyQ7JDgNed44BqHNQSVh2fbSd9CwGXg4m\n",
       "LfAU6cMELCRbQDMIpu/DhFworJqQ7IPkPMwKBBPQsOyO5I+ne5HqBPPDaNbuEor3dRhdz0i0vnUE\n",
       "27yHuZSSPEwZ6875DFqHwgzGkKR658OxYILZExiGLtycNobbh2M9lSb+jCPfm1xMYf8lJHqY0hft\n",
       "hvD5GuZhxmgWwYx7mAmCWdISX9OAO8l5mKWGZDcEXgjez0OTh14Ots2mOsGcgM7w8TzZi7saXY4M\n",
       "QL39J+hM/JF+bttqSvcwdwHuQ3/TDckOycbr3cbk6pwJZlMjfYD+qFGdZgzHBbPSxJ8kwYz3X0KB\n",
       "hymfQdvE14I+9ibwMGVIwvCvLqPZBDPBw4zeBNaR2aEu54J8Dk1yepz0kGzCeDhpQ4eLhJXuFVeu\n",
       "0MOch050XOlYzLHoQ/I82lgajcOv7PACsCHIJnR6l5FQsofJrqhgznPHT6QyD3MJJpjNzFBy2dVp\n",
       "ghn2HUJFHqZEaPsYhmQfB/6TcHDgYUoEnAfsHytDMyT9nAL8ol43azbBfBHYGw0TvBEcM5/sNP8D\n",
       "0QrxP1Qk05J+VqNhk/B7maDnRGuCbd6CCwQzWoc+EBVkM0rkyrQAXUnABLOxeMGcBRyAepqHkRsO\n",
       "UqqHuStwr+uXmgNsT7JgJk1csBE5D9PVf6lmzuQGIsNBTmp0KRrIMDTv4RXSBXMk+WJViYc5DFij\n",
       "eRWe6GKIfplwbOhhDgX6AgeR7+U2Q0h2I2CfeuV9NINg+lR+gL+igjeIfMF8CG2M0lgfOBb4sTt/\n",
       "Q/Szr8w/LHoHeJN8bzXefwk5oYzPCfoilYVTR2pZojVYSLY7MIqcYB7sXh9Erh6W4GFKf2BrtM8c\n",
       "d60dKC8k6zzMSFBjbxrNyXnAjxpdiAYSCmaaYR+G4KGyPszxFGbDphH2Ya7n/h9Avmg3QUiWyah3\n",
       "Pr0eN2sGwQw8zOhtVPhOiWV9PUBu6S+H9NG+qE7v7UaIriK32sSihPFwUNh4pQnmUohWx7b/G9iv\n",
       "1A8WEIZRLCTbeEaiwjYT+AfwOTRc5QWzFA9zE2AORN4om4Va8mlZsoElL73IH8oEOoft5m5/sfF8\n",
       "3QjZG43wDG7hqSOHoUKU5WFuDjwZvH+J8qNV8f7LLEIPcwxap+Nh4WWUPHyqHOSTIEfV6GKTgTuo\n",
       "rN0tm24umBKRH5JF+yyj38YODASzM/nnbOD7aKVY42a9APUO1lHYf+kpRTCfcfeMcyOVjaP0/ZfQ\n",
       "mSBS8VylRvX4CQbmQHQwagi1kwvJltKH6WeC8vg6VIqHeQg6FCCMojjBlEOAu0r6FF2KDNQxpkX5\n",
       "CvB1tPujmkWRmxnvYWb1YW5BvmA+A0wtLZlRpoIcT/mC6T3MMcA9aDsbhmTnoMObas2ewOHVX0Z6\n",
       "oeX7LSaYgKY4v+PGPmYxE9gK5F3AE66v56PAFDQcuyB3aPQO+vDG+y89QeMlGwJHkF+RgegFiN6d\n",
       "Uo7h7rxyCAQzWoVW3C5qXGRLkLRFsg3F92E6ooVouMx7mCvQvu6sialDIwiyBXMJnYPUZRpwEXB8\n",
       "7Jin0IXU3wtsC9KgKISMB/k+ugj2vdl1STZAw9BXkstw72HIME0qzCQUzIT5pqUf6ik9m9sWLSY3\n",
       "ZrwYHwTOoiLBlAgNyc5Hu7ZCD3M2FWf+S6TtsXw7Yec4YI90Y0Ail2xZjPXRz3ETsFtyP6aMBDmx\n",
       "xEIXpbsLZth/mUG0Em3Q/uw23Iou9txBgWAC6l0W8TClL3AvcAHw99KKG72D/njlepnxxjWcaL6G\n",
       "yGDgdtQIMNKJCSagFrjzMLMyZeV4V3fKEczZwET3wJ8A/Aai+2PH+JDsAcDdwPtL/CxFkH4g+7g+\n",
       "11L4Oxq62xHtn90149gTgb+4rotKB+J3d6ZROEl/HC+YLwAbJwjFVODFWGIh6LKDm5ZQhj3RLoAd\n",
       "KFkwo7WoIA8gN2LgStTo98wGOkocshfnQ8AvgS+oUZHHeNRA7Eg593BgRglRtg70e1uGPldJM619\n",
       "ADintCIXp7sLZiwcm8n96AN8AOpZfgt118eSLJhpHuZSNOljPBrK/XlKX2catwF7Je+SM0A+n7Aj\n",
       "Hr4LJ5qvJZ9DxaCFJ0aQMSC3FDkoSTAvBf4ZvE+YHk+mAX9AhS1JMJ+NhVkd0WrUsh+HNnyPJ5Rp\n",
       "LmpA9ge+TU2MHhnjrns9JRl5EqEC8SWIZqFjmlPqOqCez6XudQ/1MFkfGFnEIxqOjm9cCrxFLsnG\n",
       "E++/9JQgmNIPFcrb0d+wVA8Tcok/bhKX6JcQXZPbHa1ARw5UMkXfpsAlaGh5o6C8fujLLcDuKedO\n",
       "BXZDl07MYjK5SRmeRMPacd6NGqMDEvaVTU8SzK8AR0M0Hw1d/Q71FreiUDAXJGzzzEXDJhPRjvdy\n",
       "mUV6Z/02wE4J26v0MKVPcStQRqOC+XOqWwC52ZkKHACSZZAkCGZ0B0TXBRuWUpj482n3f0MKftNo\n",
       "JURTM+75ItoAbIwOLYrRmSl7K5rk0AFyLcg2Gdcsxp6oofl/JDc2cUahRqTvy52BDvNKQIag9cx7\n",
       "LD3VwxyDLu2XJSrewwT9beNZ8PH+S08pHuYO7rjr0KEh5QimT/xJmsTFM5s8T1AikD+AnA+S1Y5M\n",
       "QNvPeBLjCFSEbwH2SDl3PHA58L0ihshk9LmBRMGUfuhKUvOpUSJlDxLMaEnuQY5edg3MbHS2lbg4\n",
       "ngX8PuVCvqO7UsF8ifR1MTckeWhAXDBL9DBlFMifUO/k5CIHfw/9zDNobcH0v02adQvJHmacmIcp\n",
       "o9EM7stJFMyivOjOC4aTFHAjcIULp22BeqLF+s+y8DMRpVnnccIGCnfu9JSs3a30up2rbfRkDxOy\n",
       "+xqLCeaWaMg9ztOogZfFnmhS2gz3vgoPM5HZ5Ic6NwDehbYhn8i49gS0zzYumOPRbOG7SX8Gx6Nz\n",
       "MK+kMzM8kbhgxo/dHTUyH6RGQ/W6u2CGE69XwmzUAosJZjQXotcSjgf1MDegcsGcj874k5QQsiEw\n",
       "JaFzugIPUyaiM3jMRw2Ad2UcuyMamjibitdy7DFMRCMP1Qpm4GHKbqgndT7a11mJYM5C+wNXQpTS\n",
       "bx+dDdEN7vVidO7h3UHiIb4Ysn9KBMIL5hNoo12MDvLmJY1WAY+568SZ7vZ5epiHKac6D8YLZYWC\n",
       "Kb3RunhfwnlPA5uBXALixEm+7xKvIpBPo1GjG1HB+BNd7mEyHU0O+iXpHiLkC2YQkmUcKpiPAxuA\n",
       "JE0A74+5n+SIHC7Eui2ZHiYHoTklz6LddFXT3QUznHi9EmajkxCkhV+TmENVghmtc/eLeYgyGP08\n",
       "iygIcRRMZ1WKh3kEcJdbO/NKdLaLtN/zKOBXriFudcHcAE1cSRHMznG7aQ2IJ0z6+QrwbRU0ZqEN\n",
       "RCUe5oEkhmPTiFai/Y/HpB8j/dHw1zYJ27dCre9n0BBvscSfuIcJOsQlqeHcGng0eN+DPExpQ7s2\n",
       "tkCNgFVU7mFuh656lCR0s9HvbBfgVBVKvoSGGTdGh+scANFtmnAYHV/CiIKQ5ahgZnmY8UUlpqO/\n",
       "63+AbZLrjERoG/MKyR7mPDeOfibq0MTxEzCkCKa0owbG06h3jXu9ccxR2Qft220pwazGw/QPdzmC\n",
       "OZfqQrKQHJb1jc1T5IdltwIW509n1TlnbhZT6Owfil5CK39a+GIXNOMXVAiGt/Ag8omoYE4heeWI\n",
       "Sej6q8sS9oWEkxdsiT6YoIK5NSAuaaJUXnT3LkMwAU0yOiGjD3sy2sd2cGz7tsDTbnm6tWi5i/WX\n",
       "hUkWnphgyk5uyItvWD09ycPcCOiDCsEY1EPP+mxZgnkgatAkEL2NGkM7uvt8A1iLGj/bowbzY8nn\n",
       "lsQj6DCl/uTGGMeZTX5IdmvgMWes/ZeCCWMATXJa6+q/ywzuxIdkIVEQpQ3tD16QvB/Q+rYc+GAu\n",
       "szh6E3V23HcrQ9Fw9oMkh8EroqcL5mz3vxzBnIdWzg2prWD6CRDiU5ydTuHkwaVY41PIG7fFv1CL\n",
       "KkAiZ3FNp3OihWgdXZeF22DkbJBiU2RNRK3eB9FMvDjxhj4N52HKEPQB98bZHPe+HO+S4Py0/ss0\n",
       "bke9hKSwKGjjvgx4X2z7nuSMKNBGv1g/ZgeFHuY9wI6aeAZoqO46NPHuieC4BcCYCocodDc2c/83\n",
       "QYXSL+iQRlwww6ElB6KJXClEV7vI0FXAaegwt21Qz+yhyorfye/Qfve0Wc8gOSTrn4+70HoUx4dj\n",
       "QcVxeDBeNxwr+h9g59i5btah6C30e50MsqkOfepke+C+hDI/Sk7AdwcedIKa4WFKLx1HmzmmupMa\n",
       "CqZEbthEGQ+EfM1ZpG0gv05I/Z1IeTH5OLMBIXk6shSit9CHezO6XDBlLDqry29ixy4A1kseiNvJ\n",
       "VPIF8w5g39xb2Rq1IHcCno95Oz0oLCtjQLwFfBTZfZOgIdmXSM/wLFUwZ6O/4+bAU7nkluhNtJEo\n",
       "VzBfRmegKtPDjNahWa6fSzlgY+AKYKNcZrBE6BjJK4LjnqR4P2ZCSDby4wu31YaN9VGhfCWYFhDX\n",
       "cK2i5KnWpF8J4/AaxTS0TfGC+Ripgin9UY/L9YlHy9F5sJ8HeRn19P+dfG4el6PG2E/ICeaDmWcU\n",
       "JXoF9W6zuh9eQIfNbOK8tvXIGXX/JnlYURCdi94h100BiR5mnmYEghq9hT6LDwOXBselffYb0PYU\n",
       "9Nme4V7PR8fWf5jCCT8mo6FttzhAYp9qJ7WskJPRSZYng2wB8pPsw2UYGmL4BroSxKkUxrOrtaJm\n",
       "AecnrDZejLlo6KMMoc2jmGBuDzIJfQguduOzAqK3UA8mJVVdBqEp/nODjfeSX/k+jlpVF1KYUNCD\n",
       "BJPPA+c6D2djMtPHZRA6UHsx+jDtk3BQqYL5b7Th2oPCIQGzKC+qgaujz6P1o1wuAfZLSfPfGO3f\n",
       "uZlcY7In8A6aqegpkvgjvVBjI2ltRe9pHIsukPBRCmcqgpLCsjIG5Ab02Stl0H4j2AydY3g6+j2+\n",
       "QLqHuQNqUIXzTp8EHI3Wv4OSx+bGie4Fprphc2+gntnM7HNK4meocKXd903g1+hzti35mc93ajkK\n",
       "HJ3QwwQ1ArdyrwPBjF5G29kw5BsKKuj0poeiQ2Y6XPuWJZj7uqztvVz5cJ7oL9F6+ePYOVuhxu+Z\n",
       "IL8BLku4bsmUMWBfjgURkCNAvgCyInsMjZwG8g+QV0H+B/IsyFeC/W0gK4spftcgfwYpNzQWnv9+\n",
       "kNjsQHIDyMFaueRykDUgP0/3IuVRUufqlOkgsUZaIvddjtcEI1kG8j73m5wYO/bHIF8s90OVeXw1\n",
       "lFPv7gJ5AmSK+6w3ZBy7qdYzcB7MisL6JbPVmi7p3jeCvETBZBRyCcj5JX+E3HlV1HW5jM5Myrzt\n",
       "N7l6cDDIPW7bn0E+GzuuAyS++o7fNw3kdJCUxBA5EOQ1V+eS+rT8cdeBZCQoAcj3QH5PbimzetW7\n",
       "curcTPeMv6PthEwHSZpsApCvgvy0NkXsvOY/QMrt667mfmPcbzsf5KOxfXfr75+37VyQbwbvPwBy\n",
       "r2v7lqKRNb/vr+r5db7/JEjCcmRyOcjJahTKItKn1bvd1e9ZFCQkyVCQ5eQtkyffBPkOOqb5CnJ5\n",
       "DYn1oZYe5o5onN4Pzh9M9pIrJ6Pez8Xo3K1nkT/N1qZoWCetM7ormUPl4VjI8zBld5BL0c82Sy3N\n",
       "6FhgMESfCqy1OFlDS+L9lzgr6kHU+joGuBOifwCfRS2vkBI8TOkD8ieQGSCfyj62UUhftL5tjCYj\n",
       "zCZ7gHIYKlqD9usGIVwZjoYMXyg4M5kb0O8x7mHeQC4JqAyqqus3oUOH4vhxnf9Ew7IfREP3cUt6\n",
       "Dhq2ii1ULeujs1dtg0aQEohuQcOUp5AdJvwnmTMKyWB3jW+VkHTVIKQX2h3yL3QpQD/NZpqHuQe1\n",
       "nyx/JtX3X5ZBtBDNzj02YeGLW9B+2JC4h3kNGsq9AbjNecmeeD9o3MP0zEDDrM67TO1zvRZ9Dt7r\n",
       "vOGdbJUAACAASURBVOPwcyzX++dN/L4V2lf6foiOSh/SVRrlWF33gPzMeVKzQW4F+ULsmEHOsj8X\n",
       "5L+oFzkEnRB8HMjinOUgJ2qD3QjkIyDxilHO+d4iuwzkZRUcOSjdKkq8xsUgp8W2jUX7fb+tlnjB\n",
       "Od9y1tJ/1KtIvfbh6nmk7o9AfuUs2X2d19ANPUzZCeQRkCedVXkhyJukRjbkI8548e+/AfJH93kP\n",
       "B7kKpIzGTTZEvdpukEAlI0Fez7eqpQ2NZLiMaPkxyLp8iz7vGv8GCVZ9kMhZ7DWai1MmoVGQPu77\n",
       "jhns8kmQv8VPqs29ixeuxMMmgzijSx7X8kobyFsURIukN+p5FxknW3ZRR+t32R2QnSjwruV2dCGM\n",
       "cNtpIC9QGNHZCuSZ4P1lIAmTsMhUkHlOZ76aUZ6+2d+NfMDVc1f35Dl0SsuCA9OvkXH1Eg/rA7IK\n",
       "7bt8HXW7jyEvLCkRyFOuYj2oP3rBdWaDfNw1+peCnF5JoatH2qhqzUHp5R6mc0geulDKNU4GuTZ4\n",
       "vynIi04g3iZxBXs5GA1FvJwuGqBlktco8CY69+/i7hWWvTsK5ukgv3CitxIdTD6H1NVi5CKQrwfv\n",
       "R4Lcj4Z0n3Z1r6PMopZpCHUlch/IAcH7DfX76Hy/CcgF6eWVC8gLL8uH3bNaw9Xs5UknMmvd73GS\n",
       "+90i98zsGz+hdvfOLlgJh6znxOBi9/5qkAvd61fRuXnD4/fUetWTkd6ooxMM55DlIPF5liMS53OV\n",
       "Xqhz4fq25YGEOuDPfwh1GEpZySStvP2d6F7unv83Uq7XpYK5nXsQIieW/0S9oaWBkk93jXkbqdlv\n",
       "8ge0T+gK1HLPmkmihyPtriKtBzIRZK5rXHqDnKnbCs5Z331vJUyXJn9EZwpJ2ncRyJfjG8v+CJVT\n",
       "SuPVD+1DPB7ki+5z7wVyGwXWLYDsALJAH5K87YP0e5DBhec0G/J1kGtyAieHgPyrjPM/CuJCtTIU\n",
       "tegz+iQrKuMPXAM7FY1G3QSyBLX8ZyW0Dd1JMG8G+Unw/Z4D8iX3+knyjZVvuc95Qu2L2t2Qr4C4\n",
       "eZblJK2DZZ1/PciRaF/5fHJDlLoIGYBGk54DeTjtoIquXMIhZzphPNO9v10rC6ChQdf/Jd9D19HL\n",
       "utbwXMMlu6ULa6sgl6Kh2ecpCG+nnnM9JXlJsj/qrTrrSgaA/EYfellGXse8HlBGwaulyL1kC9cY\n",
       "3YmGpw5wgjkGDSV/Cg3/uXX15Gj3cKSEInsKMkgFUi53BsIcFaKSz98BxGUIy8/UcKp5GUeBxCbY\n",
       "kHPQUPo3kk6ofRkSKaXOzSNvvJ70DsTzKNTL/JwaGTKf1AhOT0P6oUmbJ7v6V0adA/e8znB17gdd\n",
       "UsTCe/ZCI5nfSjugoqsW2b01arUHq3PIvnSOdZGNQBa6L3IW1a2s0ILIru4hPbILrt0b7Wd+yRkz\n",
       "16Pe2Wv6uvCE2pchvXBFdl9DfuhwFNonHqlhIQvQvrs73fa70D6zbhI67UpkoGt4Xk0RoKxzB6De\n",
       "3rloJmKdGnwZioZjk1b5qaNgygEURiAiNNpzMXnh/MRLdKCe5lJawrMMkR1AHnPtR6lrq/pze7v2\n",
       "R0CKTTZfL2opmLIXGga7g6IZlLI7mjxyV2s0WLWmq78z2doJ5i/UepaOBjdc7l7xB0fanOH1SbSP\n",
       "NmV9O9kK5DzXCJ+IDqlowXpX6WeWTdE+nmKr39SLegrmUucZOg9JJqBh2NUgr5CYd1FwmWEgn6El\n",
       "o2PSi4oT4GQwyIdqW56qSKx3xR4qAfkLmo7/KjoA/i10sulr0UHIR5Y54a/RnAjF60sN7yWL0IH1\n",
       "16MzxHwMHbz8OvAHiP5Sp7IYjaVe9U7US6I38Ed0qMgW6Mw6361g8hOjuUmsd6UI5gnoGK1x6PjK\n",
       "CcB3IHqk5kU0ujP1Fsx2dLaYvYE2dDaSn2SMWzV6JnUUTH8faUfn3r25cBYuo0WoSDBnkDxXoNF6\n",
       "3Eny3KtdwQys3hlKverdDKzOGTnq2d4ZhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEY\n",
       "hmEYhmEYhmEYhmEYhmEYhmEYhmEYhmEYRqnYXLJGqdhcskYjsLlkjUZQUb2r5xqIRvemGy0gbbQQ\n",
       "dVwP0zA6SawPLbjIqWEYhmGUjwmmYRiGYZSACaZh1BS5DGRoo0thGNnIto0uQU/E4vqGx/owS0KW\n",
       "gUxtdCl6ENaHWXNkIMg6kN6NLkk3xvowDaNrkQgYAgxodEkMI4OhaNs/pNEFaTZMMMtCTgJpa3Qp\n",
       "jG7LIPSZMsE0ujNeKIc3tBRNiAlmeVwArN/oQhjdFt8QmWAa3RlfT4c1tBRNiAlmyUhv1IMY3OiS\n",
       "GN0Wn+wzsHaXlDaQQbW7nmF01lPzMMvEBLN0Bsf+G0Yc3xBV4WHK9iDhjDNHo5ENw6gV5mFWiPXH\n",
       "lY6vZCaYRhq1CMkeDGyPTs0FMA4YVU2hDCOGN+xMMMvEPMzSMcE0ilGBhymfADkx2NAO7AXS170f\n",
       "hWUzGrXFkn4qxASzdEwwjWJUEpL9GPBzkK3c+3a0r3xH994E06g1Q4F1mIdZNiaYpWOCaRSjzJCs\n",
       "jAUmAGcAP3UbBwMvAfu79yaYRq0ZAryCCWbZmGCWjgmmUQxvuZeaJXsA8C90aamJbls7cC0mmEbX\n",
       "MQSYg4Vky6aJBFNGNXgqJxNMoxhDgFcpPSR7IHALsJxcOLcdFdHpbuYgE0yj1gxFBdM8zDJpEsGU\n",
       "CLgb2LOBhTDBNIoxFFhA6YK5H3AbhYL5MvAO2qCNBPqB9KttUY0WxjzMCmmWYSU7AVOBEQ0swxBg\n",
       "GSaYRjplCKYMRevUi25DbyeK7cAKYC7Q4a653G1fU+sCGy2JeZgV0iQeJh9GLe5GhqaGAPMwwTTS\n",
       "GQIspDQPczIwCyLRv04v0wvmS8DWbvsyLCxr1I4hqEFmglkmTSCY0hc4CriexjYa7ahgtjewDEZd\n",
       "kQEg25VxQjkh2cnkvEsoFMy5wLbAEuB1TDCN2mEh2QppAsFkEtpgPIF5mEZ9OQf4QxnHDwHmU1qW\n",
       "7IbArOD9crQBGwCsQj3MbYDFmGAatcUbdr1A+je6MM1EMwjmcGApjW80fGNogtkSyHbopAJDix0Z\n",
       "MJTEkKyM0CzvPOIe5uvAWGAVRO+ggjkdE0yjpkgvtA1bAbxGefW75WkWwVxGfiZhIzAPs7U4AZ30\n",
       "vByhSgjJypfRQeLfjx2b5GFOQBsy0JDsYLpcMGVk11zX6KYMBt6AaB0qmBaWLYNmEsxGW9kmmK3F\n",
       "cOAZYGBp43+lD9AP7XMMPcyTge+hYhiyIYV9mKFgvuT+e8Hsgr5zmQA8WvvrGt0H2QDkVJDD3IYh\n",
       "aF0DbVct8acMmkEwh6GWkAmmUU+GoV0BKyit3g1B6+gbdAqmRMB4dOWRsblDpRfaN58kmCvd+5fd\n",
       "/670MEfoPTsnejd6HqcBHwH+5H7noWh9AvMwy6YZBLOGHqb0A/l7hQ2ECWZrUa6h5sdLBoJJOyCo\n",
       "p+oEU84BvqHHRquC82MeZvQmsIiuzZL11xybeZTRzIwCLgVeQPvEvWEHJphl02KCyZHAIZS9vqBE\n",
       "7t6uf6qhU/QZ9cELZql95z7UtZpclux41Mh6FRjuwrbvAb5CvncJhSFZ0H7MrvQw/TXHd8G1je7B\n",
       "SNToug/YhfyQ7FJMMMuiGQRzGLUTzE+hEyCUm+gwAHgLojWoB1Hq5NpG81KGhykRuvDzq6hgeg9z\n",
       "PPCKS7B4FRiDZse+m8IkoOXu+FAwv4SGc7tKMH2/qAlmzyUumGFI1gSzTJpharzh1KQPU7YF1kcr\n",
       "TrmCOYRcQ7aCXFq20XMpx8P8MnAE8H5gLdDmohDjUA8TdEjSpmhi0J1udp+Q5ajQBvUqukP/i3mY\n",
       "RqV4wXwZOBsVSZ9Qtgz77cuiWQQz8DAlSmhsSmEH4Fa0ApUrmO3krLKVWD9mD0faUPFaSWmCuS3w\n",
       "PYhcmFW8l+k8TECFc1fgxZT668NkSYZYVwqmYI1mTyYUzHbgIMDPXrUU2FJfSgdEs+teuiajiUKy\n",
       "0dvo5NOVhkMnodNBLaHsPsy8jnITzJ6PS+CJhNLEKuwXglxYdhw5wZxPp2Am4utXPQWz3ZXHBLNH\n",
       "IhGdghkJ8F3gCIiWuQOWkQvJPgKySQMK2VQ0g2D6kCxU13BsQC6JopKQbCiYNp9s0yOfBUkTCh+O\n",
       "hdI8zLBfCHL93D7pB1QwdyF/soKQRnmYT2OC2VMZCAhEb+jb6McQPRLsXwqM0DmTGQZsX/cSNhnN\n",
       "IpjeIqqm4Qg9zHIFcxRaucA8zJ7CKcDeKfvKFczQoIJ0DzNcziuOF8yVCfu6UjD/hwlmT8WHY9Pw\n",
       "ST9j3HsTzCJ0c8GUXuhDXUsPsxLBnEBuILkJZs9gDLBZyr5h5ASsmpBs3MOE4oJZ75Cs8zAl6oLr\n",
       "G42lmGAuQyevGIOOHjDBLEI3F0za0XkP33bvK2w4pA0dnP0KnX2Y0gvkQyCXgtwEcmTGBUwwexTS\n",
       "hjYm01IOqDYkuxoYhDZEXii9cKaFZFeijVaSYK4C+rtxnLXET8axFhte0BMpxcP0gnkfsI2NMc+m\n",
       "uwtm2H8JZQmmjAaZ5N6MAxZBtJach7k/8C20otwGfDHjYuPJF8yumNdzh4QVLYyuYRQQke1hlhjV\n",
       "kF6oOIZCtxqNaCxzdQ5ywjk7+TqdCUYJghm9g47jXC+9HBXhQ8mvYGHZJkVOBvkVyKEJO4sIZrQa\n",
       "zZLuQCMNi4AptS9jz6G7C6aftMCznNI9zFPRKcggF46FnGBuBtwI0a+B84FJIBulXCv0ML1VVmu+\n",
       "CRzeBdc1ChkDPIv+5v0S9pfjYbaTW5LLsxrY2d3DMx/4MkRJfZSe5aSP711ARVPYSQRyM8ighJ1+\n",
       "sepXUKPSaCqkL/BD9+YTCQcU8zBB29dp6LJ0D2Fh2Uy6u2CGCT+g1nCpS3xNcn/+9Rz32mfJboom\n",
       "POBCvlcCx6RcKxTMheQ6yWvJCGDjLriuUcgY9PecAySl0pcjmPH+S9As2QOBu3KbonUQ/ZBsvo3O\n",
       "O5vEfHTijXIZ5sqS5E17D3M+Np9sM3Ig2oZdBIxO2F+KYC4lJ5hPkt5NYdAcgllhSJYNyAlm6GEu\n",
       "QxvAzdEwhOev6FyzDolAPu5CbuGMLQuprOEqhglm/VgP/R2fIllIygjJFvRfgnqYU8kTzFKIfhub\n",
       "kD3k/9s773CpqqsPv4delA6CSBEpAoqoFBMssXcTUzT2mmIs0Viixs+oMUWN0S8xauyJms8YS2LD\n",
       "FsXYsMWGCggWujRFsRDA9f2x1pk5c+acaffO3OHe9T4PD3NP3XNmn/3ba+21167Qwsy8A5sl7HPB\n",
       "rDnSmPEPBwP/R7q7vlwL8x102TknhXVBMOMWZqmCOQgYaIIXEcxgrV1nHLmC+RwwHCRMjLABcCUw\n",
       "AfjIVo8AbbiqZWH6xOHasAFZwUzqUZdrYSYJpgDPNKyYOVRqYQ60/2OCKQFZl6wLZk2QccDMFPd4\n",
       "uddqD+yNesaWAL0TIp1LtTDDDuS7uGAWpN4FMz6GWaJLVgK0oViDVoZNyA22WAasJms1YsEZM8g2\n",
       "LIPt/4PJumOhKi5ZCdDOwSYm8E51CQVzOsUFM5KSMZFwWa8onwOvQhDf3hAaYmHOId/C7ACstXrv\n",
       "glkbBqHP+YRGuFY/NKhsiQXv/Jd8Y6JUwYSshblxI5St2VLvjXM/tKEImUE2D2IheqIVaDpaSccC\n",
       "r0b2L9N9eTk9XwW2sM+DUSvhAKoumKyHpv37GG+4akEfNCLwbYqOYQar0OkeHVKulWRhrgSeaoRy\n",
       "RqnUwhwE3E++YEbL7YJZG/oCU4BTQRoaaR/W4ZDF5I9jluqSBW3XFgOdQKox57dZUO+CGfaOQ55E\n",
       "3azF3AYD0YCO99FoRchmXIGMYOYRFcxBwGNkA0RCLMqxkrEI6ZpSGXugPb1Z+DhmLQgtzLeBoQnW\n",
       "Y9TChMJu2aSgn8vRlSEakyIWpmyUYgUPRN+b9UGi0d2hOxZcMGtFKJiz0E58Q+iDumJDksYx+6H1\n",
       "vBDLUW/bh2ZAuJVZgHVBMN/P/hmsAe5Gl1Iqdt4c+/cN4OWYNbmU4oI5GLgX7YVHBDMQKg/8+Rnw\n",
       "h4TtLpi1xcZsguWo2z7eM+9KfrBZt5RrJQT9BEshKNazL5diFuYD6NziOOE79AYa6BaSYGF6tp8q\n",
       "0xft+KR5NsqhiIUp/dFsU2mZpUKWo+9C2D564E8B6l0wQ0sxyt+Bg0FGFXjBoxbm9sDLsf2/Bq5P\n",
       "OM8EU1qhDc1s4N/kTzav1C07Ejgw1tOHRhdMaWPZbFoA0kktdwCZCJImbFFCCxPyGi9pjTY8SyPH\n",
       "Pw0cpIEWsmfsWkku2WqwCOibXOclQBu5SQnnhYL5GrnDGZFyByuBtZQ+ZcupjA3ICmZD3/O4YMYt\n",
       "zO2Ap0tYCvFDcq3QOgz8kVEglzR1KaCuBVM6oIEwi2I7pqBzj6YAh6WcHDYSc9DvGBPMYDoECa6K\n",
       "YBnqXhts/94HDgFujx1YqWCOAF4HjohtDwWzMXqeABcAFzXCddYFTkWXLQK4FPUoFEACchub+DMf\n",
       "ACzNrvAAaEaoE9B6cG8kkhqSg36qQPAZOi6f1CHogWYbiglm5h1aiI5jRp9N1CUL7patBaGFOYuq\n",
       "W5hsS2nTmsK2NKQeLcztgH2buhBQ14LJQGBeLIMK6pYNDgbOBnaz+ZLXxgbRw2kkoXUatzAL8Qzq\n",
       "2jLRDT6O5LINqWBqibS1cp2BrpQRJZw+kxa1SZnusrHAMY0Tvl73TCKbzmsIuW7HJLqh+YlX2d/x\n",
       "xmsYKqIRgneBm+zcN8kdf6qVhQkZKzOPQcBcYGIsF+gAsu/Qw6j3JDw/Xm4XzOrTl+zYeTUEM25h\n",
       "lhB4FrwCwWmRDRUIZtXzz44GBtTDkEETC6YMjfXWoyS5Y6M8iVaKUcCx6Kr3mDt1c/SHfwcdf5xV\n",
       "RqFuQ62JVSqWiVRiYQ5BA4+eALrrd88QWpgz9Dhpl3D+8SC3llhpRqLfOy1zUTNBWgET0WfWCW3w\n",
       "iwnm5qirPSTuHhtObkq7kNOBHdEO1fjI9hpZmEC6qA1CO4ULyI2GjQTNBV+g45z727OqQDAlAPlb\n",
       "CUF3Th4SkB0KsKGXBglAkkvWLEzphrY3/6ngurMpS8wlAGaBDK7gXqUyGl3bs8kXCKiSYMoYkCtK\n",
       "OPBm4MyUfbGAnzxmoqH+J6HTP8Jgne+gDcFLtrL4wHwrtSCTKS7WlQT9DAdmWFkmA9GxMBPM4AvU\n",
       "UkiqsJPQ73Zw4dtIZyvbmcBxZZZxXWM4GrW8ESp6n1FcML8B3BP5O97bT7AwQX+34EvgBWC8RTwP\n",
       "o7YW5jzgdpDbYtsHo/X1GeCrke1bosE+IX8HLkMF/peU75KdgE6z2r7cgjt0Bz7XOZPBCrSuNiRj\n",
       "WCEL82TgUQhWV3DdWehyb2mGTJzN0PpXRtSvtAe5EOS+Ek8Yjc5sGFD6PapDIwqmtAd5yjJQ7IAG\n",
       "txToQUl7VOS+l2JRxaeUxAgEdTkcC9wBjDG354XAmdnB7qKD3vHrfgHcReqqEkBlFuYIspbLA8Be\n",
       "kX2hhQn50Ywhm6ECeJmNTRW6zyxUlHuDJFRkOQTk9+UUvk75CuppWIguBv00+p1T5rhJgCa4vzuy\n",
       "0QQz41ZKszBDTDC5DB3TrKWFeRJq5e4dc7eHncsnyI2U3d62hdwDjEF764cBN0b2lSKYP0A7dA2d\n",
       "EtESCccvQxoa4Jc0raQ3yI7owhNJydhLIFiNvhOl5pTdGTVYinVUo1yCZlrbFqRIOyo90Wjf58lm\n",
       "rWoyGtPCHIdaQWNQt1cvCi8ZtCXqgnwL2D9hfzErD7SxXAFcgYrvnugyXv8qq+T5XGzXTGMRqd9N\n",
       "1ktxT5iFCcAjwKRIL66IYEo79OW6FY3kTVrKJ2Qk8KalALwROCZ2rWHo6iyH1mDsodpsA0xFXe+7\n",
       "oC/6dDL5YWV/dM3TsJ6PRaNBX89eIvgIdWVubhtSLMwMb6K//d5kF6GukYUZLIfgdeAltFMaMgjt\n",
       "4N0P7GKRw63RwI9/R87/EoKZ2igG90PwZuQaM8k+A0O2BPm1WdM90ff0LPTdTUHG25QGJ5e4YDZg\n",
       "HFNaoe7XqGAuRi2wm4CjIFiYcGKpTKN0AdwFrXfxNqsvyBb5h0uAtl+nAI+jgluI0eg7N4fmZWFm\n",
       "3DTjUNH8kIIvFtuga1FeAZyekBKumEsW1LI8BR2/GYW6K28tr9hJBNOLiO6rQA+QpDHCE8jtuYdE\n",
       "LMxgBdrohdZAD7IZN94gPyH4cDQA6Qu79tEFyjaSzCos3IhOwekY2f871B23iFRLQdYzl0kdT02R\n",
       "zdEX7wl03OVrqHDa85PWaMfgNOA+e1EPBe5M8DpMAXaIBGalLfKMBYA9h0bm3opaa7VyyYY8BOwe\n",
       "+XswWj+Woks07YaK3wfJ0eCJPApsE5miszfqpdgGzal8HdoYPwSMTU7hKHuhAn1peV8n7zq9QDYr\n",
       "4klZ10gSzE0rvFY3dEm5VZFtS9F25CEIHqrwuiHTSE7WH0PaonEkV5AvsKcDUxLGu8PvPB01HHYr\n",
       "cpPR6Ds9lzoQzGKU4c6Uyei6ezeCrAS5CuTcAsffBnK4vnjyIsiBkX3tQZaAlPGAZDbIquImfmMh\n",
       "Y62MI7X3Lb+w7/I8yOfkrLMobUCWRyIUATkJ5Cb7/GrWdSpjQKI9f0AOAvm7fe5o17oWJCKc0sF6\n",
       "93fGnuWDIIfa524gH6vLUq4ASVk0W/YBEZDzoxtLfTKNQJF7ycYgi/W5AMhZVt5vgpwJcql9h+dU\n",
       "OOU1kBNBliVbP3IQyN0gw7UeFS1eJxVgGWv3rXE0smwNEkm8IctBwoCP40H+YvXrT2Ve975sJ1Du\n",
       "0volnUDeAnkhW6dlLnlrx0pXkA9BdgVZSk5Qm2xkZSqhgy7HWR19U3+PmtW7Mu8TzveVriCnlHD8\n",
       "KSCXR/7eDeSJ9OMLXmsESMKwgfyCTIenIcjXQR4o4bhJIK9YHfmcnA62zAS5DuQ/qLCG208Budo+\n",
       "DwVZQOGhuyvsnMNBbqns+1RERfWuxJOkDcgKkD3s5X0f5ABthFLPec9eCEB2tHOOAemBjrE9XGZR\n",
       "7wJ5tLxzGop83yrMAyBfgPzEGotXQLaNHLeDVpycczeyBrytNUDmn5cOdq1I71p+CfLzyN/f1L/l\n",
       "vWxlkxNB1oCsBRkTO9bccnIoiAW8yP4gk1O+1yUgV4IsArkJnaxfT4J5KchvIn8fYMI1FmQrtCMz\n",
       "nUyHQnaz/b9Kud6G9lucBvLPMooZ2L1rHO4urUDmgPwWZAuQTyP1YEOQj6wBKzNKWr4H8n/2Dq7I\n",
       "Nr6yIUivyHH3gsSybcnh2WcnvwC5JrLvV/b8k4ZeotfYHWQhuWJch4IpvUA+sWf/XftuI4qccwlI\n",
       "JMBRuqKGRdv0cxKvMwJkJ5DGzlUcvccm2h4XPe4CEJvvLe9E2vPhIPOtnj4K8iN7N3+FdrxsPrAE\n",
       "qKFTYExcXkKFeUcq7mBURLUEUwJrkKahluEqe6GGaYOeeM5IezEiDY0cAfIPVGxezD7Ukou6P8ge\n",
       "5Z3TUCQAuQPkGdSiWYta2JeC/Cxy3G9Bzks4fyraI/+UnNy08iC51uM9CQ1UADLLKmKAWqm7g+wS\n",
       "e65t7VmPQjsVljRBeqA9+YSFZ+UFkO1BBqI9/oOoXcNF4XtJJ7RTMjiybZw1WmEDPwqdghOx/OQE\n",
       "Cva+ZaZdd5P0Y+oJ6Yt6GWaT11GUTqjIlTnkIn1Rsb0LJJ6sI3rcBeRlXpH7QSyCW3qiHoDN0Q7g\n",
       "YpCfWr1K6VxIYO9+fIJ6PQrmudbOnW2/wQJ95zP7R5ATeCad0E7xxNh1poGUsphEePymaEfobf2N\n",
       "qoW0sjbJ8l5LYG1BLOZBngPZyT7fS6ZDJD8h492QsSAfoJ3v31s9iT6bC0F+l1KOLminoj1qjaYM\n",
       "lcj6IL8pXN9le8pz8VdDMKU1yGMg80C+b9teQC2iVtYgJ/jp5X/1QeVtD0AuQ63NOh4/iyJtrFEI\n",
       "rKHZEWQ/cixkmZn8YsiJqBvrs9yGRHZC3WCtrDIsIWOB5pxvQizjtDKlVRi5wH6jleSk5ZML7KWN\n",
       "THjOVNJ45aqxYCaOkW0Ecjl5VqB0AXm8gbc8CmS7hl2jOSBboV6FbQscMxTtXPQD6Y2ON66INYTH\n",
       "oR3Jq9AOYCuQ11EvUkfUmt0XZGcTgu1AZiT87nUmmNLJBOAkdFbAbHvfl1g7sKe1eytBfmDn/BTk\n",
       "zoRrXQsSWepL2qLWWGzWgOwDcjHIyyCnosM+V1b2NUtF7kO9DSfa912BiqLFQ0hP2xa66S+0etMJ\n",
       "7bzvE7nWueR1+DP7htr12+r3likglsFN9si+19IB7aQktQsXoR3mlGxAMhH1vt2e3kbmn1TicfGT\n",
       "pECGBTkR5N+5hZDjQCxFlxxjDbWJpnQ2AViWLACg91rXl5eR7vbSfBPkWNQ9kZIDVAaQN1YrAWpl\n",
       "H46Oz6UEMsm2qFC+BHJ2gfK0RsdGY8FEEqCC+yY6LnYa2tlJEp9aC+YbIJHQdtkcbaRvIuP6cZoO\n",
       "ucjq3TJ7x2+I7W+NjlteRmY8Uza1xvEtNN5hMsi/UAt0hrYn+Teq+lcp+T7SFxXJ66wBX4laTmFC\n",
       "h7tR629PE4LFJnTLSHTZylFoJ/swq9+Xo67eG+29v8feyyUmSD+3e62HRi1XEekIcj3Iw1a2tiA3\n",
       "W1txNCrs90aO74rGCswC+XMZwoRpyA/tWT1t33co6sK9IHLcPJD/QaO3bQqUjLZ24Scgj8WuG4AM\n",
       "sbbkCLvPtRQ0xjIzFyoWzLVogI5lWZD29rK8glpHRSK95AirVOfY8asoa5xoXUX2AnnWKtwOxY/P\n",
       "O39r1NWzIlc4co5pjY41HkzZYyE51zkbHXu+zhqxY5MOqvz65RcIHR9eYv9vZQ1qWu5gp+ZIFxPD\n",
       "ctOoTQA5klyPyiCQq0nuKNeJYIZDTHJeVgzkfpC/2uf2+jnqypZ9TRBTxjdlGMiX1kYsQq3VpBcQ\n",
       "HQAAGKtJREFUjdDO8iNowMuXIKc29Ms1Dpnht39YuxRrJ6S/iXqZ3kHZ2b7zWyAbmBjPtr8j84pl\n",
       "NNphfgXthNyCdkoOQ63TeXb/g0B+jHrPFqLjx2aIyWQV1jDOQ1qj3o3QYxAmNalYMMehvucFqAtw\n",
       "plWC8VrRS7rMXtlCSg8avnhqC0GGkDOWWdV7FQtcaYIxTBltnY43KGhBO82YGgqm/BONPzgUDejZ\n",
       "DbUcF6Aeo7hAfFXbwZxtZQaAZQyRzmQCq6R19jqyHXU5X7ragW5yMMi7pK47LD1Ra3NcZNs29vv9\n",
       "De3875xfTmmDRt0uQgMD56Cu7j+hcTCh4ZFY70ppJMMfbiI67+0BSls2xmleROpCs7qXU9/Uqi7Y\n",
       "tCRGoMugjULnNv4DuBNN2L+0wPnOOoW0QX9jsWQgeQeQUO+KVcQp5GYUcVouT6DJAWrBFLzeOUqt\n",
       "6t0UvM45WWrZ3jmO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO\n",
       "4ziO4ziO4ziO4zhOqXguWadUPJes0xR4LlmnKaio3vmKJE5IEyzv5Tj1sh5mTYrQCUSyy3w5TUhi\n",
       "fShjVWzHcRyninS2//s3aSmcVFwwHcdx6gMXzDrHBdNxHKc+cMGsc1wwHcdx6oNO9r8LZp3igplB\n",
       "eoNMbupSOC0NGQ3Ss6lL4dQFoYW5UZOWwknFBTPLQGDrpi6E05KQG4BpwOFNXRKnLugMfIlbmHWL\n",
       "C2aWnmR7eI5TZSQADgP+SNYV57RsOgPv4oJZt7hgZukFdLKGzHGqTSdgNfAB0LGJy+LUB52Bmbhg\n",
       "1i0umFnCcSRvvJxa0BVYAXyO1zlH6Qy8D6wH4nWiDnHBzBIKprvHnFrQDfgIFUyvcw5oPVgJLAQ2\n",
       "bOKyOAm4YGYJBdPHMZ1aEFqYn+EWpqN0Bj4F5uNu2brEBTNLmL/RBdOpBV3JWpgumA64YNY9LphZ\n",
       "3CXr1JJuZMcwvc45oIL5GRoI1ruJy+Ik4IKZpSdaWd3CdGpBaGG6S9YJCS3MpTS5YMoUkKFNW4b6\n",
       "wwUzSy9gLt7bd2qDW5hOnFAwl5AdImoqRgL9mrgMdYcLZpaewBzcwnRqg1uYTpw6sTCljd1/vaYr\n",
       "Q33iggmAdADaAYtwwXRqQ9TCdMF0QD0N9WBh9gYCYP0mLENd0qapC1An9ASWoZXV3WNOLYhGyXqd\n",
       "cyBrYa6iaccw+9r/bmHGcMFUQsH0oB+nVvg8TCdOGCW7nKa1MF0wU3CXrNITHTdwC9OpFe6SdeKE\n",
       "FuYyoAdIFdpn6QoyqMhBoWC6SzaGC6bSC7cwndoSc8l60n8nFMxgNZoir1sV7nEw8Jsix/RFlxlz\n",
       "CzOGC6YSHcN0wXRqgVmYwRpgDRp05rRsQgsT1ONVDbfsBhRfoLovmgTeLcwYLphKH9wl69SW0MIE\n",
       "d8s6OpWjDfCFbajW1JI+FBfMDYBZuIWZhwumMg54BXfJOjVBWqP1bKVt+AzvqLV0OgGfQSD2d7Wm\n",
       "lvQB+hcZH+0LvI0LZh4tVDCljfXosIozCXgStzCd2tAF+BiCL+1vtzCdMEI2pJoWZlsKi3Ff1MJ0\n",
       "l2yMFiqY/A5YDHIhmgLqQwgW4hamUxvCCNkQn4vpRMcvoXoWZm/U7VvILRsKpluYMVqqYPYFLgSO\n",
       "Ak4CnrLtHvTj1ILo+CX4XMwWgvQHuSBlZ1wwq2lhvkqqYEpHtC7OxQUzj5YqmN2AN9Dw6u+j7lhw\n",
       "l6xTG8KkBSHukm0ZbA38KGVfDSxMaYsOB7xGuoW5AZoi9BPcJZtHSxXMsMG6FngeeMy2u0vWqQUb\n",
       "oNOYQtwl2zIYAPQESbIcwzyyIQ2wMKUVyOCEHb3QLEJzSBfMvqhgrsQtzDxaqmB2Az6C4AsIJkLw\n",
       "rm13C9OpBROBFyN/u0u2ZTDQ/h+VsC9uYc4H+ld4n4OB10GGxLb3BhbbtdMEsx+wELcwE2nJgrki\n",
       "YbtbmE4tmAQ8HfnbXbItgwGoEKUJZjRKdq4dXwmHAS8Af7EpTCF9UMGcR7oYh4L5OdAuO5vAgZYr\n",
       "mPGgixCzMD1NmVMtpCOwOdqghfg8zJbBAHT4J0kwQ3dpyDKgA0gJVp7sDnKWfe4HTAD2AzYENo0c\n",
       "GBXMIhZmIHgQZB4tUDClA7rW2xf5+4K1wGqgfW3L5LQgxgNvQBC1JtzCbBkMBB4kWTAHounojEAo\n",
       "amVKN5D2wB+BPWzjd4F/QLDSzu8TOaEPGkw0T68r3RMuGlqY4G7ZPFqgYIYBP5mMGnHcLetUk7g7\n",
       "FjzopwUgrVExehSd+x1nIBqME2UOqYIp3dHAoOfQ9TP72Y7xwL/s8xJyA4dsDDP4BA14vDXmssWu\n",
       "s8g+e+BPjJYomBbwk4oH/jjV5CvAM7FtHvTT/OmHCtxsYP0E6y5mYQJqIQ4kmT6opXgTcCjZJbn6\n",
       "o0E9oO7X3rFzFtvn01A38P6x6/Yla2GuxC3MHFqiYMbnwMVxv71TTcaRO34J7pJtCQwA5phnaxaw\n",
       "SWx/mRYmPdGxxsvRPNjtQDqj45ahYMYtzNAliy0h9gQwNHbduEu2zi1M6QbyNU0KUX1aomAWszDd\n",
       "JetUCdkQzeMZtyTcJdv8GYhajJAXpSrtUWtvYeycQhZmuCQhJsKLUOuwP7DAjllCZgxTAmA08E7s\n",
       "+pHgH2lt5fjANqwLLtkfArcAMxLcy42OC2Y+60IlcdZNxgEvJoyfu0u2+WMWJpA/x9JELlgbO2cO\n",
       "JQkmoII5AlhtAT+Qa2FuDrRGs/yEWPAPgDxlx3xoa7RCg1yy0hqkFmu8jgbOBT4k/Vk1Gi1RMIu5\n",
       "ZBeibg3HaWxMMPNwl2zzZxBZCzMumEnuWCgcJZskmFuTtS4hVzC/DdwR66yZhSnd0WC0Y8gG/EDD\n",
       "XLJHA7+v8NxyGAm8CcwEhlf7Zi1RMItZmA2ZMOw4hSgkmO6Sbd4MRxt1yM+0M4iCgpk4LzxJMLci\n",
       "O34JOS7ZUDCTrp8RmkPJdQs3JOhnU9TirSLSyu7zFi6YVaOYhemC6VQBCUgXTHfJNn9GANPtc5KF\n",
       "GR/XBoJP0c79dgnXiwvmQvItTIuSlSGooRAPNluMtodj0KkoXckXzEotzI3tXzUZgE4RXIELZtVw\n",
       "C9OpEgXTiPVBx5AWJOxzl2yzRjqhCfdDUYynpktzyQIcCdwBMja2PcnCHECuhbkM6I7OzXw+smC5\n",
       "EXyJ1scd0SUOXyBXMD9GRbQShqDu3mqm1huFumOhoGBKG5BzSsuaVJhmKpgyukDElAumUwXkIOC+\n",
       "AgdsAsxKSZjxCZU3TE79Mxz97cOgHrMwJQA5GtgdnZ+ZQPAgcDVwYGxHkmBCTocsWIN603ZCp54k\n",
       "Mdf2zwQuBR6J7HsLDQQqEwlQ6/JTqtuWjkTLCKmCKe2BG4BfoBZ4g2iGginrAc8Cu6QcUMwlG6aN\n",
       "agdyg/nJHacA0hZdkHzLAgcNITekP8osYKhFFg4GqbpryWkspHuBRaFDRgAzIn+vQL0NuwI/B04k\n",
       "m50nibfJjwBNE8z5seOWALuRLpjzUOt3JgS3Q/B4ZN9UYEIF0zW6A4IuVD24zHPLIWphvgdsaKlP\n",
       "DTkanSLTDfg7+XNfy6Y5isEh6EB1WuNVzML8ABXVbYCjSE5j5ThRjkLFsDNIl5RjNiHdivgYbdiG\n",
       "AKcC5zR+EZ0qsTXwkyILNmxKdvwS8zLMB44FboPgnwVSdYK6cgfFtpUjmIMpbGFCNiApQrAUHedM\n",
       "yn1biI2Bd+1fI4xjyjCQcxN2jCJjYQarUdHcKbKs2VHAwRDsB0xD369C92ljiyOk0swEUwLgOOBm\n",
       "0gWziIWZ8esfYBsmNV75nPpBApAfg3y/ES62G3A9KohpvdhCFibA68Bm6FqZExqhTE5VkbtAeqFu\n",
       "wM6olZZGTDABFbZvAJNLuFlsPqYE5AtmmGwgPka+BDUQEoKKALUwF1mnLYlnUeMhAdka5N6EHUPI\n",
       "CubglOuWw95o5yJ67zZosFK0I/AacCvwN/P6bImOzULhdzNkX/IjiXNoZoLJSNQdcAmVW5igva7v\n",
       "AP/GBbO5cglqyX2zEa41CG0czLWaSDHBnIZG0W6GBkt0a4RyOVVBBqM5WMeRnTpRqDHelFyXLKhQ\n",
       "fUF+Iv4k5gN9IwE0nYAvIfg8e0jwBXAe+dmCFgOvFLBg3yNfzKNMRfMfJ/FVYPcEqyy0MN8j0cKU\n",
       "PUB2SL+l7ATyJMilNiS2DTpMFvXejALmWYRsyEFox2UY6u5+N9IReIdUCzMTUHU0cHt6uepCMGWk\n",
       "9lLkgWLmcAlsivrN30IH1WNRURKQvnh0lHBZnIuBbRtYJqc++Rb6gjR4XINslOMs9GVNooBLFlDB\n",
       "PARtWP+DNsZVRgJ1dzllEjb2Y1ELczmpHSVph9aJJAvzUXMlFiFYjQpfmFClF7nWZXjc+ZEsPSEL\n",
       "0PqUxmR0SbA0ngW2TXE5j0FTPU6MbY+6ZAcnnHcycBdI2pqcR6OrsOyNGizboN836hoeT940mWAN\n",
       "BP9FV4Q5z8oekmJhSh/gZZAz0La+7i3MPdA1KAeiE28bQhiJuAZ4A9gitn8jNIS/FMFciFam7iB9\n",
       "ixzfBMgEkO81dSnWTaQDmmT6MWBgw0LfpSPq5v+AVAtTOgE9SJ5SEvI6aqlOBZ6nNm5ZC5qQNKvY\n",
       "SeZr6IozoWA+SLpnYQIw3ZbUinIDmtKtVKLjmHF3bCEuRQOLUgjWQPBB+n5eQ9vLYxP2jUGfQ3ye\n",
       "aIExTAnQZ3ILusRYDGkH7AX8Dh1aOxmNSbkf9b6EJAhmhgds/9TItiVA+wTPzXh0/PYC4E6b+5pK\n",
       "PQjmZsBDaOb8hjYSQ8n24l8m3y07AXiuyAA76A/9pI1nPo2a92UiaW6MxuIw4Igq36O5MgR4316O\n",
       "RTQsB+UA1DX0Jeku2Y2B9xJyhUaZAaxFe9a1EsyRaDTjhTW4V3NiB+By1LLqj07FSBPMndCOWYxg\n",
       "JgTTyrhndByzJ2rVlkDwaSS3bAUEa9HgmV/lWoTSGs3jeiU5gimtUO/Iq6gVHYBEp6YMQ6dRnQFs\n",
       "A9KPXHYAZkCwAHWPfhMVvml2v5C0JCCgHRjIEcxAUG2Iu2XHAXeiLvZfplwvQ70I5jS0oYib9uVi\n",
       "FiagjU58/HGibS/GTUAYDHIVcEZ500tkQ+AZkGrOQdoFGFkkOs9JZhgaqg+lBQMUIjrpPE0wi41f\n",
       "AsEq1KPxBPqiT7I5ZNVkU3SO3w46d9kpjHQDORAN8vkH6qV4Hx0CKiSYj6fsK4e4YJZqYTYCwTQ0\n",
       "mOaHkY1DUKttMip8oZdmFJp9Z56J7VXAjyPnTQSmWn2/j/z1OPdHny0QvI0aPlNRj6FZmNLe7pMS\n",
       "+RssAPYhO0czZDawBchekW3hggiTIXg3+XpZmlgwpRXaa3iDxhHMqIV5P7BHrNGZQEmCGayKDCZP\n",
       "RgfnywkOCS3SMqwEuQLkHZDzSzi2PzrG2godz3DKYziNJ5jRPKDzgW42FzjKVmTnixUg2Fdf2mAO\n",
       "8BI6plkGcqIGSpTMSLvPXejQiFOYW4CTgJ/auOI01J03GxiW33mVjmiD/BQN5310+GBTdMyxkBu1\n",
       "GlwHHBmZkzkGeA2C5ahwHWPbd0A7fSF/Ar5lEcWgbfxz9vkONMetIQHwdTKCCajhcj2qEWGnbj/g\n",
       "PxB8ll7c4P4ET+I7qBv4r9rxkQB1yaZZqmVTzHXZ0MtvDGLzgKQVyIc2CFvJtdqDrLJw4nDbMxqR\n",
       "BTYp/BPyVzov5dr7gLxSujUnt5j4XVzi8W1AloPsDLKiePCTHA5yh32/7Uu7R4Opcl2o5b3kGpDj\n",
       "7POZIL9twLXOz+3kyMPohOnw7wBkOkhKaH7qdXcCeatMz8ZzIG+UcfxLIBNBDgC5p4TjA4tcrOVq\n",
       "PrWqd0XuI91APs4NJJTr7HkEIB+B9Izs62B1o5Qo2FKKtw/IuyBLQC4EKTSNpUrI85H29Fcgv7DP\n",
       "o61cA0D+BhIbKpLrQWxusbwAYp4/6WjPzWJEZJy+K4n3Duz5bwHyZrYcZZV/BLrY9FZW3gNBPkhp\n",
       "1yuqd9VuuPYFicxDkoe1YlR0rREgs2LbTge52j5vBRIP7S712q20IZK07EHxYz8A+T7IE8WPB61A\n",
       "8rJ9fgzkG0WO/wvID60i/qC0ezSY5iSYj2d/S/k2yN0NuNZNIMdE/t4eZDaZjptsZZ2nMl3nElgD\n",
       "VaJnQwaBLLUOV88Sjm8FstKEoC/aYSsiznIIiGQ7GzWhXgTzUPLmHMowEAtqkSdNIPcHmQuyBuSf\n",
       "qEXYGMUbBrJYOzhNhRxjov0nkEXk5LeV01TsZAk67SZ63mg7fheQ+eRm47kS5Nf2+QIKGhlyGGr0\n",
       "PFX++5R3rb2trPenHVDRVRtQolIufxbIJZG/T9cGqKxr9LXKeg7IQ7F9Q+0BT7feyZkNKOtRIA+W\n",
       "cNwWIG9bQ/QJJUVgyoWRSvMjkJsLHNvWGsaBVkkvL638DaY5CeZ8FRgA2RLktcLHF7zWYyCxoDB5\n",
       "HOQ3IF1ArtLft6Jr7wUyjZJSk8kpqMXzEMjXSzh+AEhkzp7M0LqbenxXkAUgfwC5s/j1G416Ecy7\n",
       "QI4ssL8/yFSQ90G2JcfT1Vg0dZpOCdAO4a/1++btPx7kxWQxkwdAPtcORc72QSDLQHqiXrwi0/hk\n",
       "LI02FUp654t7dmdFVyzzcIuikq/ZAyoy+VruIcd8l56U7JaVLtrbkqnoPE4B+WNymWRUbq+mEqQ9\n",
       "2rs6rMhxV0fEb3puIyS7mTgeDbKBid4YkJfJuFalH9rbjyTjznEz7wHyjH3eO13EZbCKfGo5O4Nc\n",
       "VriRzD2hxOMagwrvJdeBFJpThn3vz7ONj3RBLa1YAyAbk+j2kjYmsmeBnAsyh7zcr7IxyN2olfEf\n",
       "MlZI2d8nAHka5KcUnNokbUBetbpxDiW5mGVXkEgwilwDclKB408HuTVSP8vNL1opNRRMuQwklqBb\n",
       "DgJ53b5zjyKXaINOIXLykPEgF6XsuwZ1zc6uYb0qRjUFU9ZDzXQB+Q7aK34UHSOJjHdErS35LmqJ\n",
       "xXJvyrVWcbexHsCe9ncfa4h2toc/F+3NXGwNyxkg+1XyJUtHRoIstDJehPa2v00myENGoGa+vVhy\n",
       "tTWc/VEX7SLU7XAban0usGf1ekwUf4+6p9uCbGcv63n2PW8AOdmO28SucbQ13iejHYQzUSt0oZYv\n",
       "73u0A5kM8gjq5jmX4r3XOhdM+Yo9iyX5jV7mmMB+u5gLVn6GjgePtGe6tV3nJXQsqqP9fxzaoXvL\n",
       "fvsbUbFNGXOWduV/j7xrbGm/03LUxXciyNfJHS87C+Rf+hvKDlbu1pHvPMzemQH6DspI1JV8VeQa\n",
       "e6Ou43AVjZ+h400DrB7O1bKA1dnxsXL2ArkZFe7jU77LrqjgtrbvVUrjWEvBvNjeh6tBTkC9BPNQ\n",
       "q6rSdSGdokgb1NKsF7GElHpXzA8sIKcDU9BsEYKGUm+FTib9FJ2DcwQ6WfTPaKjw82g49dnA8WgU\n",
       "1XZoOPZkdM7Z4cBuEMSyUMgIdFJvWzSacT4aZbY/GhU6C42WOkaz69caCdMudQX+i2aj+AqafGE1\n",
       "cBEE5oeXjugE3MPRaMTjILCgDGmVvz5d5h5t0Aiyne0eJwCno/OXxgCba9i2tEbngC1EI8AGossA\n",
       "3Ys++57AP9F5YKvQaLD10UnIL6JRmL2BvwHt7FrhfMAedl3LrRs8R/H60liINc6vZiPdpAuZkHU2\n",
       "QJNeb4xm51iBrid5LRpuf4197owugLsIjVL9FjpvcsfcieTSCo0CnAS0R5/JEWg04nC7Twf0HTgS\n",
       "gki4urQtLVtLQ5FOwKFoMo5NrKxr0O/bDdgagvdV2HkEzbAy3creHs0UsxH6u85Fs6FcDEFk3F/O\n",
       "QKNA56DP7i40SvElYD0IdrLjLkezryxBQ/3fsjLdi77/fwXOR9/d94Cl6LzhU9FVOpaQfX+moGni\n",
       "5tmxc4EP0ee9wFK+1aLeid5HBqER8cPRJCdX5j4jp4Vg9SGXUgTzD+h6bYPR6RX/RefGfAR0QUOE\n",
       "b9WJuIAGU7wDgc07k0loI/UwurL80ajo/rl4RQx94YGAjAHmQ7BMtxdNPlBDMin3egNv55et0vJK\n",
       "N6CVhm5LJ1RAe0FwY4FzWudOkJddrVxd0MwknwL3QBAJSJK26LSC8egcxTZoQxx6Bx6C4ApqK5iz\n",
       "0GcaCsL6qACsjzaoU9EEE8+h04n2Q1cmWI2uVvBjtOH/CK1/Y9GOw00FEk2Ht7ffS7qgCbLvJZN/\n",
       "uF7qnQSo+HUHPsnP1iIjUYFcQm7Ho4jAywS75rP6nGRrYHvgcQhs3pv0R+cBf4z+JlsBayG4zfZP\n",
       "RJMhrEaFtBs69eJAtAPTT6/HlnbuRvZvMJoIoDsqVnta56SGguk4QIWCOYVs3kSnZfMEmhKsFkzB\n",
       "652j1KreTcHrnJOllu2d4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4ziO4zQh/w/eD3xAvlMb\n",
       "rwAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d7c085bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (3600, 96), float64\n",
      "Testing data: (2400, 96), float64\n",
      "Training labels: (3600,), uint8\n",
      "Testing labels: (2400,), uint8\n",
      "Accuracy: 68.8 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Training data: (300, 1152), float64\n",
      "Testing data: (200, 1152), float64\n",
      "Training labels: (300,), uint8\n",
      "Testing labels: (200,), uint8\n",
      "Feature vectors accuracy: 62.1 %\n",
      "Clips accuracy: 68.5 %\n",
      "5 genres: blues, classical, country, disco, hiphop\n",
      "Data: (6000, 96), float64\n",
      "Labels: (6000,), uint8\n",
      "Ratio: 600.0 training, 5400.0 testing\n",
      "  61 (+/- 1.2) <- [60 61 60 58 62 61 62 60 61 62]\n",
      "  61 (+/- 0.8) <- [59 60 59 60 61 61 61 61 59 60]\n",
      "  61 (+/- 0.6) <- [61 59 60 60 61 60 61 60 60 61]\n",
      "  61 (+/- 0.8) <- [62 61 60 61 60 62 61 60 62 60]\n",
      "  61 (+/- 1.0) <- [60 60 61 62 62 60 59 63 60 60]\n",
      "  61 (+/- 0.7) <- [60 61 59 59 61 61 60 61 61 61]\n",
      "  61 (+/- 1.0) <- [61 61 59 60 60 60 61 61 59 62]\n",
      "  61 (+/- 1.0) <- [60 62 60 61 59 59 62 62 62 60]\n",
      "  61 (+/- 0.9) <- [61 58 60 60 60 62 61 60 60 59]\n",
      "  61 (+/- 1.0) <- [61 62 60 62 62 61 61 60 59 59]\n",
      "  61 (+/- 0.7) <- [61 61 61 60 59 59 61 60 61 61]\n",
      "  61 (+/- 0.7) <- [60 61 61 60 60 60 60 60 61 62]\n",
      "  61 (+/- 0.6) <- [61 60 60 60 61 61 60 60 61 59]\n",
      "  61 (+/- 0.8) <- [60 61 61 60 60 59 61 61 60 60]\n",
      "  61 (+/- 0.9) <- [62 60 61 60 61 59 60 60 61 61]\n",
      "  62 (+/- 0.6) <- [61 61 60 62 61 62 62 61 60 62]\n",
      "  61 (+/- 0.6) <- [61 60 61 61 62 60 60 61 61 60]\n",
      "  61 (+/- 0.6) <- [60 60 61 59 59 60 61 60 61 60]\n",
      "  61 (+/- 0.7) <- [60 60 60 61 60 62 59 60 60 61]\n",
      "  61 (+/- 0.6) <- [60 60 61 60 61 61 61 61 62 61]\n",
      "Accuracy: 61.0 (+/- 0.86)\n",
      "Mean time (20 cv): 2.08 seconds\n",
      "Overall time: 45.37 seconds\n"
     ]
    }
   ],
   "source": [
    "#%run gtzan.ipynb\n",
    "#%run audio_preprocessing.ipynb\n",
    "if not regen_graph:\n",
    "    separator('Graph')\n",
    "    %run audio_graph.ipynb\n",
    "if not regen_features:\n",
    "    separator('Features')\n",
    "    %run audio_features.ipynb\n",
    "\n",
    "# Hyper-parameter under test.\n",
    "for p[Pname] in Pvalues:\n",
    "\n",
    "    if regen_graph:\n",
    "        separator('Graph', True)\n",
    "        %run audio_graph.ipynb\n",
    "    if regen_features:\n",
    "        separator('Features', True)\n",
    "        p['filename_features'] = 'features_{}_{}.hdf5'.format(Pname, p[Pname])\n",
    "        %run audio_features.ipynb\n",
    "    separator('Classification', True)\n",
    "    %run audio_classification.ipynb\n",
    "    \n",
    "    # Collect results.\n",
    "    for key in res:\n",
    "        res[key].append(globals()[key])\n",
    "\n",
    "# Baseline, i.e. classification with spectrograms.\n",
    "p['dataset_classification'] = 'X'\n",
    "p['scale'] = 'minmax'  # Todo: should be done in pre-processing.\n",
    "if regen_baseline:\n",
    "    res['baseline'] = []\n",
    "    res['baseline_std'] = []\n",
    "    for p[Pname] in Pvalues:\n",
    "        separator('Baseline', True)\n",
    "        %run audio_classification.ipynb\n",
    "        res['baseline'].append(accuracy)\n",
    "        res['baseline_std'].append(accuracy_std)\n",
    "else:\n",
    "    separator('Baseline')\n",
    "    %run audio_classification.ipynb\n",
    "    res['baseline'] = len(Pvalues) * [accuracy]\n",
    "    res['baseline_std'] = accuracy_std"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "test_size = [0.1, 0.3, 0.5, 0.7, 0.9]\n",
      "res['accuracy_std'] = [1.6165798945785377, 0.96515842587475542, 0.77346189664104026, 0.70658531812611458, 0.87450428835022609]\n",
      "res['objective_j'] = [0, 0, 0, 0, 0]\n",
      "res['objective_i'] = [68870.421875, 68870.421875, 68870.421875, 68870.421875, 68870.421875]\n",
      "res['objective_h'] = [0, 0, 0, 0, 0]\n",
      "res['objective_g'] = [42317.16796875, 42317.16796875, 42317.16796875, 42317.16796875, 42317.16796875]\n",
      "res['baseline'] = [69.729166666666742, 69.101388888888863, 68.060166666666689, 66.250476190476164, 60.973703703703706]\n",
      "res['time_features'] = [1149.8092889785767, 1149.8092889785767, 1149.8092889785767, 1149.8092889785767, 1149.8092889785767]\n",
      "res['baseline_std'] = [1.7102986662503645, 0.95690211162614125, 0.69960065990058462, 0.58584473963407446, 0.85954329596629586]\n",
      "res['sparsity'] = [4.745763422818792, 4.745763422818792, 4.745763422818792, 4.745763422818792, 4.745763422818792]\n",
      "res['iterations_inner'] = [898, 898, 898, 898, 898]\n",
      "res['iterations_outer'] = [14, 14, 14, 14, 14]\n",
      "res['accuracy'] = [75.918333333333337, 75.105833333333266, 73.81316666666666, 71.048095238095243, 63.649629629629622]\n"
     ]
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAfgAAAFSCAYAAAAer833AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmcHFW5//FPJwQIARJC2AmMLGFVQCACihwUENwAFXck\n",
       "cBVRFr3Ij+Wq0F4RFVS44pXlomwKuLCLoqAMIgiCEFbZiQEUSEIgLCKB1O+P53R1dU9Vd01PV5+e\n",
       "qe/79erXdFV1Vz3TZ6afU+ecOgUiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiwB1uvh8Qb8\n",
       "Mcf55V8D+/bw+M0c8HjA45dV6HIXERnzQif40BzlSPCzgBu6tK85wDu6tC+RBv3yxSDSLRX/EBkN\n",
       "IvT3KiKjyNHAw8Ai4F5gr6btnwHuS2zfyq+fDlwCPAPMB07166vA+Yn3D9B45joIHA/cCLwMrA/s\n",
       "nzjGI8CBTTHsCcwGnvexvgvYB7it6XWHA5e1/Y3NEuBQf7x5wInUv7zXB/7gf695wE+AyYn3HgU8\n",
       "4eO9n/pZXYX65zkf+Bmwkt82wNDP4T/881nAn4CTgGeBR4HdE8ebDPwI+Ic/7tfJX+GfCpwNPOn3\n",
       "falf77Az+MOBp/2+ZyXe9x7gDuwznwscl9hW+10+Bfwd+4z+K7F9nF+u/V3dBqztt20MXAMswD67\n",
       "fTLi/ghwa9O6/wQu98/fjf09LsI+ky+l7GMT4F/Aa8AL2O8PsAzwHR/7U8BpwLJ+2zTgV8BCH+Mf\n",
       "sXI9H3gd+5t9ATgiI278vn6C/Q0sBP4CrOK3DVIv9zv9vmqPJcDb/bbtgJv8+2cDO7U4nohIqg8B\n",
       "q/vnHwZeBFbzy/tgX55b++X1gXWA8diX03eBidgX5g7+NcfRPsHPwb58xwFLYV/Wb/Db3w68RL0i\n",
       "MRN4DninX14T2AhYGvsC3jhxrDuAvXP+3kuA3wNTsMrKA9S/eNf3x5uAfeFfD5zst22EJbzaZ7YO\n",
       "9ab+L2Bfymv6954OXOC3DdD4OVwHHOCfzwJe9cevAAdhCbnmUiwJTcQSxS0MrQRluQq4EKskLAXs\n",
       "6Nc7YDFWIRsP7IF97rWKzE7AZv75G7FEuGfT73IGVvZvAl7BPhuA/wfcBWyYeP9UYBJWqdjPfw5b\n",
       "YpWDTVLinogl7w0S627F/kYB/gm81T+fTP3vpdl+DG2iPxmrCE4BlgeuAE7w276Jfdbj/eOtifc9\n",
       "Rr4m+s/6fS6LledWwAp+W7Lckw7EKrnLA2thlYNaJW8Xvzwtx7FFRDLdAbzPP/8tdpbbbHvszD3t\n",
       "LLJK6wR/nX9NK5cCh/nnZ2AViTSnYa0BYMnoWSyx5rEE2C2x/Dng2ozX7gXc7p9vgJ3x1ioASffR\n",
       "mADWwBL3ONon+IcS71vOv3ZVrLL1CvUzTICPYS0M7ayBnXVOTtnmsLPRZBk+jVWo0pwCfM8/H/Dx\n",
       "rZnYfgv15PsA9b+hpI9gZ8RJZwDHZhzzfOCr/vmGWMKvfQ5/x5LiihnvrZlFY4KvYJXY5PiL7bFW\n",
       "E4CvYcl//ZR95U3w+2MtVG9M2ZaW4N+Gffa1ysxRwHlNr7kaazGRMUp98FKET2FJfaF/bE79TGFt\n",
       "rAm72XTsC3ZJh8dsHty1B3Azdka+EDujX7lNDADnAh/3z/fFmsQXdxjHXOoJazXgIqz14nks0dTi\n",
       "eRj4IlZJeRo7O17DbxvAKie1z/I+rHm41iLSylOJ5y/7n8sD62IViX8m9ns69SbfVqZjlZ7nM7Yv\n",
       "oLEMX/bHBHgLloyewVpQPkv9M8iKufberDJb1+93YeLxcbI/nwuwygz+dZdilR2AD2J/J3OwVqHt\n",
       "MvbRbBWsAvXXRAy/of43fxJWxr/zv8NROfebdD5WOb4Ia4n5NtZ6kmY69nf7KX9csM9pHxo/p7dS\n",
       "bzWSMUgJXrptXeBM4GCsCXUl4B7qfdGP09hESmJ9ram+2YvYF2hN2pdSlHi+DHAx1ge+qo/h1zli\n",
       "AKsUvIo163+MxpaDPNZpel5rFj8BO/PdHDv73ZfG/78Lsabudf3v8m2/fi7WrLpS4rEclpw79Tjw\n",
       "byy51vY5mfSzw7T3TiX9DL6dC7Az2bWxpuzTyf8dlFVmc7HujuTnswL295fmWiwhbwF8lHp3B1i/\n",
       "/l5++2XAzzP2ETUtz8f65TdNxDCFekvAi1j/+vrA+7ExCjtn7CvLa8B/Y61KOwDvJf3se6KP/WSs\n",
       "QlAzF/tbbv6cTsx5fBmFlOCl2yZhX1rzsb+v/bGkVnMW9mX3ZizhboAlwluwpPUtLIEtS70PfjaW\n",
       "cKdjieWYlOMmRyIv7R/zsbPJPWhsOv+Rj+sdPsa1qPf1gn0R/gBL9Dcl1s/CmlRbOYJ6H/xh2JkU\n",
       "2JnoS1iT8FpYn3LNDB/LMljifQWrDIAlwROoVxxWwZLESPwTO5v8HvYlPw5LPrXBWAPY57ZOxnt/\n",
       "A/wQ+z0nJN7XzvLYmeOrWLP9x8mf4M7CBgJugJX1m7CKxq+wz++TPpYJwLY0jqNIWgz8AhsQtxI2\n",
       "OA//vk9gf1+vYwPUXk/bAdbKsDb17pQlwP9hXQ61VpC1qP/NvScR9yK/31orx9OkN903c1gFbLyP\n",
       "bXFGfD8G/uZ/v6SfYF0cu/l9LOv3uVaOY4uIxI7HmmrnYX3dzX2En8VGO7+ADZzawq+fjjWZ1kaa\n",
       "n5J4zw+w5PAg8Gnsyy2t77nm89gX8UKs7/EC7AyoZi9sUN8iv89dE9vW8ftPjvIG67ttdUa/BDgE\n",
       "a4adjzXN1mLcFDtDfAHrez8cO6sC++K+xceyABtMVWulqGAjve/32x+mPkZggOzPYT+G9k2/Tr2f\n",
       "eEUsST+ONZffTr2/e0es/zitNQUsMZ6Dfb7PAr/0613id6pJ9jF/EGv+XgRcCXyfer9w8+/S/PuM\n",
       "A77s41qEfV617o8ZWKKvXX1xLVYByPI2rKxOTaybgFVcat0Pt1CvYDab4I+3wB8TrHL2Dazsn8e6\n",
       "Ug7x276IfQ4vYp/3lxP7ej/WNbUQ+5vI8lHsb+BF7HM/hfRyX+JfkxxJXxvUNxPreqjFfSX2Pycy\n",
       "bD/Gaqd3J9ZNxWrMD2JnEFMS247BBgXdT+PZlkiv1UZbN59Z/ZbGM/2x6svYpYwiIql2xC7lSCb4\n",
       "E4Ej/fOjsOZYsLOb2VjNeAA7S1H3gYRyONmj30VEBEvWyQR/P/XRrav7ZbCz9+TI0qvJP4JVpJvm\n",
       "YM2pW7R5nUi3fYLGpvXa4+5WbxLJknWZRVFWw5rt8T9ryX5NbPRyzRNo8IeEMRA6ACmtn/qHSFeE\n",
       "bAaPaD2CNu/oWhEREWnS6zP4p7Gm+aewiTxqI1CfpHE059o0TqtZ8zD5LikREREZK+7EpmHuKwMM\n",
       "HWRX62s/mqGD7JbG5g9/hPQ7LPXirL7ag2NIPtXQAUiDaugAJFYNHYDEqj04Rke5r8gz+Auxm0tM\n",
       "w679PBZL6D/HboAxh/p1t/f59bVpOD9PuCb6gUDHlaEGQgcgDQZCByCxgdABSGwgdABZikzwH8tY\n",
       "v0vG+hOo331JRERESqQXZ/WuB8eQfFzoAKSBCx2AxFzoACTmenCMUgw6L8UvKSIiktBR7tNscUO5\n",
       "0AFIzIUOQBq40AFIzBW032epX8KsR+8fz7Yvovx6fZmciIj0r5VIv4JJsjnsJj7dUOpW6lL/8iIi\n",
       "BdN3bFhZn7+a6EVERMSoiX4oR/eaW2RkHCqLfuJQefQLR+FlETmG9vWnHXcQKhmxdGMffc+h/4uu\n",
       "0GVy5eJCByANXOgAJOYK2m+b79ioC9/B3dhHX3Fd3FdXm+hHm1L8kiIigSjBh6U+eBERkR6pMEqv\n",
       "LFCCH8qFDkBiLnQA0sCFDkBirreHi86EaNA/H4TonAD7OBq7o+gi4F5gr8S2z2D3Mqlt28qvnw5c\n",
       "gt25dD5wql9fBc5PvH8AWEI9Jw4CxwM3Ai8B6wH7J47xCHCgf63zP/fEbpr2vI/zXcA+wG1Nv8fh\n",
       "wGU5f+dSUR98ubjQAUgDFzoAibmC9pvxHRsNWtN6/JgH0UHD3PVI9/Eh7HbjYDcqe9Ev7wM8AWzt\n",
       "t60PrAOMx26z+l1gIrAMsIN/zXG0T/BzgE38uqWAd2N3OwV4O5b4t8LKYibwHPBOv31NYCPsDqkL\n",
       "gI0Tx7oD2Dvjd1QfvIiIFCJvgu/W45oRxHoH8H7gauDQlO3bY2fuaS3VVVon+OtofxvYS4HD/PMz\n",
       "sIpEmtOw1gCAzbDZ6iZkvFZ98CIiEtR84HNQqeR/cH3KPi4exjE/hSX1hf6xOXY78ulYk3mz6cDf\n",
       "scTdiceblvcAbsbOyBdiZ/Qr+21rZ8QAcC7wcf98X+BnwOIOYxoWJfihXOgAJOZCByANXOgAJOZ6\n",
       "fLw5WELG/7wGKqf3cB/rAmcCBwNTsSl178EGvz0ObJDynsepN9U3exFYLrG8esprkmfNy2CVkROB\n",
       "Vf3xf+2P71rEAFYpeBVr1v8YjS0HkqA++HJxoQOQBi50ABJzBe23xXdsdJBvVh9m33tX9rEp8C9g\n",
       "Bpaw98fOgg/A+ubnAm/GEu4GWGIfhw16OwlL5stS74PfBZiHneVPBi5naBP9fySOvwLwGpakK9jZ\n",
       "/EvAf2NlsS12Vv8Ov4+1sD74mi8DdwEPtfk91QcvIiKF6Ofr4I/HmsfnYf3d12EJHuCzwP3AC1gi\n",
       "3cKvn471lc/37zslsb8fYEn5QeDTwOs0JvgDaPR54Cn/nvOAC7AEX7MXNqhvkd/nrolt6/j9H9fm\n",
       "d1SCFxGRQvRzgh/NJmKJf/02r+tqgh9tF+9HFB+zQ/MK9wuHyqKfOFQe/cJRTFkkvmM1F31OjvZl\n",
       "cTg2KG+XNq/LynEd5T7dbEZERFJUBhlxJaIb+xj15mAJeq82ryu9MjbtiIj0ir5jw9J18CIiItKa\n",
       "EvxQLnQAEnOhA5AGLnQAEnOhA5CYCx1AFiV4ERERCU79QyIixdF3bFhd7YPXKHoRERmqiiPvJW7V\n",
       "jJHy3diHlIamqi0XFzoAaeBCByAxV9B+W3/HVrvwHdzZPuZQvxVrLyzB7gEPdje4r7R4revicXUG\n",
       "LyIipRIRrvvgc4GOO2IaZDfUYOgAJDYYOgBpMBg6AIkNhg5AYoOhA8iiBC8iIq1VOTPuI68ySJVz\n",
       "AuxjJnAv8CzwY+wWrisBvwKe8euvxO7kVjMLu0/7IuBR6vdlB7uZzH3+fVdjN4RJcw7wdf/cAU9g\n",
       "U88+DfzDH6NmGeA72H3on8Ka95cdzi/ZTUrwQ7nQAUjMhQ5AGrjQAUjM9fh4M4Cd/POdgPdQZbi3\n",
       "fB3JPipYct4Nu2HLDKxfvAL8CEvO62C3lP2Bf88k4H+A3YEVge2x28cC7AkcA+wNTANuAC7MOHZz\n",
       "98Bqfn9rYreUPQ275SzAt7Db1W7hf64FHJvzd+w69cGLiMhwTQNOo8ppI9zHB4HTc7w2whL3k375\n",
       "G8CpwFex28HWnAD8IbG8BHgjdtb9tH8AHAR8E3jAL38T+C/s9rKPpxw/eaOXxdhtYpcAv8EqFRsB\n",
       "twKfAd4EPJfY70/9vntOCX6owdABSGwwdADSYDB0ABIbDHz8+cBXqeZKzsaa53dKrJkPXDyMYyYT\n",
       "71zsDHoido/3d2HN9QDLYwn5JeAjwBHYWf6NwJewpL4udnb/3aZjrEV6gk9agCX3muf9MVcBlgP+\n",
       "mthWIWBLuZroRUSknTlYQsb/vGZYyb07+1in6fk/sIQ9A+ufn4xVICrUz7h/hzXrrw7cD/yfXz8X\n",
       "OBCrFNQek4CbM46dZwT/fOxsftPEPqdgzflBKMEP5UIHIDEXOgBp4EIHIDHX06NVmYU1h4OduX+8\n",
       "xauL2EcFOBg7w54KfBm4CFgBS6rP+/XHJd6zKtbXPglrVn8JeN1vOx1rNt/UL08G9mlx7Fb3Yq8N\n",
       "oluCVSBOwc7m8fHu1u6XE6OJbsrFhQ5AGrjQAUjMFbTffp3o5jHgKGwU/ULgbCyxrgFcB7yAnaEf\n",
       "iCXxcdhZ+yDWH74Q65vfOLHPTwJ3YZWDucBZiW2vU5/o5myszx3sc5/bFNs/gXf458tg4wMe8fu9\n",
       "DzhkGL9nVye6GW1K8UuKiATSrwm+LLqa4Fs1O/SjiNEXs4jIaFH/jtVc9CFk5bhS5D410ZeLCx2A\n",
       "NHChA5CYK2i/OrsePtfFfXX1DF6D7ERERCQ41S5FRIqj79iwdAYvIiIirSnBD+VCByAxFzoAaeBC\n",
       "ByAxFzoAibnQAWRRghcRERmDRtuw+1JcKiAiEkj8HRuR/xK3Ssbc+N3YR8noMjkRESlEy+/YqAvf\n",
       "wd3YR8Is7FavY4UG2RXMhQ5AYi50ANLAhQ5AYi50ABJzoQPIEirBH4PNKXw3cAE2f+9U4BrgQewO\n",
       "QFMCxSYiIiIdGAAexZI6wM+A/YATgSP9uqOAb6W8V030IiLFSf2OjeDMCAYjiPzPczrY8Uj3MR24\n",
       "BHgGuzXrqVjuuAE4CXgWyy27J96zP3bDl0XYDWAOTGxzwBPA4cDT2O1nZyW2T8TuFz8Hu2HNDdTv\n",
       "HLcdcBN2E5vZNN7nfiRG/c1mpgIPYPfKXQq4EtgVuxPQav41tXv3Nhs1v6SIyCiUleBribn2mBfB\n",
       "QcPc8Uj2MR64E0u4E7ETxLdiCflV4D+wQWgHAU8m3vdu4A3++duxW8Zu5ZcddhvZqt//Hn77ZL/9\n",
       "f7E70K2BtXZvByyN3QJ2PvWKxC5+eVrO36WVUZ/gwWpRL2A1sfP9uoWJ7ZWm5ZpQc9FvBNyReDwP\n",
       "fAH7w3gisX73lPfiX3s3cI9/XnMS8DfsD/cS6n9YYlzoAKSBCx2AxFxB+82b4Lv1uCZnXNtj+aK5\n",
       "W3kW8FBieTnsvuyrZuznUuAw/9wBLzft82lgpl/3MvDGlH0cBZyXWHbA1cCnWv4G+Yz6QXbrA1/E\n",
       "murXBJbH7subFNFfNZYHsFrfVsDWWMFfgsX4vcS2q1PeuznwaWBbYAvgvdhnADbWYDO//kFsbIKI\n",
       "SL+bD3yuApW8D+D6lH1cnPN404G/Y8m72VOJ5y/7n8v7n3sANwMLsJPGdwMrJ16/oGmfL/v3TsOa\n",
       "4x9JOd66wD5+fwuxVui3Yi3PfSVEgt8G67tYALyGJcrtsUKqfUBrYLW1NOdgZ85VrKLgEttcF5Zp\n",
       "s/1w4GHgcazpZ4M2r/8gcAvwCrAjMBf4gN++GGs2wr9m6y7EP5aWabNdyyqPsi4PFrR/MrbPedX6\n",
       "ocES8zUV60bNvf/H4JXkPv4Od1Yau2Jbvf9x7MToHU3bN27x/l2xM/YTsTP6vYG/UL+efEvqY8Fq\n",
       "76/1sc/Hmv4/mrL/uVjL897+sYJ//KVF/HmXk8/PoZ7vRo0tsKbqidgHfS5wMFYIR/nXHE3/DrL7\n",
       "MfB5//w4bADGncCPSB/5vzHWAjAVaz76M/A/Ka+7Evh4l2Mdi0baXfJjrBnu7qb1+2BXdrwOvLnb\n",
       "QYuMEpnfsREc5JvVh9X33qV9jMMGs52EfY8uS70Pvvk6+CXAeljSfQ07iapQ72P/b/86h1Uckh6j\n",
       "Xon4AXAtdsI5HjsRXRpYG/gnsJtfv6zf11rD/J3SjIk++COpXyZ3LjABS4DX0voyudD3g18amAes\n",
       "4pdXxf5wKsDxWJJPcwBwG9ZE9UPg5KbtXyZ/U1WZuDbbx2H/aNOxytbhOfa5I9ad0pzgNwZmANeh\n",
       "BJ/FhQ5AYq6g/fbzRDfTsTPy+dj38CnYKPo/Nr3udSzBg52MPYU1pZ+HXZadTPBzm96bTPDLYt/V\n",
       "T2AtD4PUz/Bn+uVa0/+VPr6RGhMJvlOhE/yepPezg40paE4aaU6gsfY6C7iR+h+O1Lk223ejXnuv\n",
       "Al/Kud8BsstKCT6bCx2AxFxB++3nBN+vXBf31dUEv9QIAhmrBlts+xhwYWJ5DewMEqwvJitprIqN\n",
       "KVjHv+4tfv3uwP/DrqF8pbNwx7TBNts/Sr08IuBQbCTrbViyfy7jfdKZwZR1GwEXJZbXA47FBjLt\n",
       "iZXLAqwi29wcCjaw9JNYs+rd2HXL/8a6TKpYy8q2wO0jD39MGSz6ABnzyF8fDe0THu5c9MPaxygw\n",
       "GDqAsSJkzW8S1jS0QmLdecBdWB/8ZdSv418TuCrxuj9iXRKzgZ0T6x/CRobW+o1/WETgY1Sn3SWg\n",
       "M/iiJLtMkv8nhwJnpbx+gPRJr0BdJqGMtbPr0UZN9AVzPTiG5ONabBtJd0mr7Uoo2Vyb7bsBf0pZ\n",
       "fwzpg2bTJr3apek1Ko90rqD9liKRdJnr4r7URN89kWNI4Vy+F+x5WdMLB6Ey2IuIJLdOu0vyGPO3\n",
       "ZSzIR7FBTDXfAPbFri3eLuX1z2Izk80F/gX8FhtoKyIl1IPaZaQabP8bSXfJhdic0//G+oT39+v3\n",
       "9sv/wkbd/qag2Meq5i6TpKOBs1PWr4/NE74ydrJxKfCJptfoDL639P0XlproC9r1mRAN+hkUByE6\n",
       "p7hjiYw5rbpM1sHmvmj2ERr75vfF5v9OUoLvrVIkkj6mJvqCzAB28hNE7QS8GaLXsDO5V5sei1PW\n",
       "Na9fDJW0aRUlP4dGqPYTR3Z5NHeZbEh9jvA9sUGkze4HvopNevUK1v/+l5TXqctkKEcx/xsLUZIP\n",
       "Ke0eLB1Tgs+2AjZv/EpY82PaY0Lr9dFrDK9S0ElFolv7WwyVgP/YDeMh3gesDL+fBu+cj13uVhsX\n",
       "MajxEH1nEpacP5NY903sErrXsfm8P+fXrwn8H/AerDvlPOyyxiXYpXBn+tftDXwfmxP8KqyCsEeR\n",
       "v4QANvBRhsfRpycio61mHFFYzNEgjff0nQ98FSqnd7i/ClaBGmaloJOKRFe2LUV6BSBExeRUbF7+\n",
       "mgXY7FP/C5XXcxaASNlkzUnwJPA12s8psDs2O9x4rOvk2359Fbth1jy/fAzZ3TFSjI5ynxJ8fdfn\n",
       "YGcV0/A3U4BKieaGj8aRXiEJUTHZnPrdoGpex66zXowNhHvZ/8z7vJP3vBq2VUOkY+OwxD4Ta2FZ\n",
       "ApyBTQCVluDHY5cs7uLfdyvW7fI3bBroF7A7Z0oYHeU+NdHHKrMgOggGTwM3gjP30aqyhPoZdGC1\n",
       "1pRBfKu9b03hDGxSlInYDScmpjzP2rYyNgHLcN4zHqKRVBCGWcHo+zEbjj5tiiwhR+uy2AXrGkmb\n",
       "PTDNTOwumXP88kXY2Im/+eXRdjLYS44+/b9Qgm9QOR2uO618yb3vzAE2o7E1pVYmr/hHVwejpIuW\n",
       "orES0KpikXw+ycc+nPdMhGgx3W2BaLWvNq0TGhMxyjXPSdDOWjRWBp6gPqU2aBroUWk4tbLlsC+J\n",
       "kLrcRJ820U1qbWwQKrOxfqnNfBwHYF+Up2Nf6HOwa3hfaHpvWr/YV7EBRF8H3k/7+bpLYEhZbAPs\n",
       "ANyEfanUDI7NhBJVqLdODKNSkOt1ae8ZT/5Kwa7Y4LiaRdj/wtlYBWwBVBZ39eOQkVgaa2bflHq/\n",
       "Odglh1lN9B/E+uBrAyU/iSX4Q7FpoGv7+To2qdR/dD1qaaWw7ukdsMkoaolnS8LNmR6yP/RcLKmD\n",
       "tXxMxvqpdvTr9qd+G8Isybm6Id983TLUFOCXWPPhfdgsaVsAf8Ymu7mCxs82Ket+8FOBa2h9u+Ix\n",
       "JBoP0fIQrQrRuhBtDNGbIXorRLtA9H6IPgLRLIge9PNDJB/PQnQvRE9by0P0HEQPQ3QzRL+yMS3R\n",
       "dyA6GqJPQ7Q3RDtCtAlEq9jxpSBZcxK0mlNgu6b3HAMclfK6AUY2S6R0prDc9xdsoorkdaz3FnWw\n",
       "NkLNRT8ZuylGs2Qz1XTafy5Zc3VD9nzdZeYy1o+kspV1P/gTgSP986NQWSTUJoC6rpbc59l4lXj7\n",
       "OIimQLQBRNtB9F5fMTgCom9BdBZEl0H0J4j+5t//GkQLIHoAohshuhyiH0H0bYiOhOgAX8nYAaIZ\n",
       "EE31A0HFuBbbLqJ+056k62i8OiVpKazPfgBrAZgNbOK3rZF43X8yvKb/MnA9OEahE93MbVp+rZOD\n",
       "jWJvwJqozsbOFP8KfBFL6HsCl2O3t5yetQMvrV+s3Xzd0mgylqRrX2CvAc9jE6vU7g1/LXY2cmzK\n",
       "+2/AvsSavZ/6ZZLnYt00R3cj4NGpoctkCvb3WeumewpYHaIq9S6T5/zj4Zz7H+/3Oy3lsQqWXFZu\n",
       "Wr8CRAuxbgHfNRA/z3osKtmVEGlzEmTNKZCck+A14BDsfgDjsbsx1gbYfRtruY2Ax4DPFv1LSO/8\n",
       "Engr9kexNHAEjX3KvRTqH3Ub7PKsbf3yKdgZ4kbYP8RtWDKZ32Ifrebqhuz5uqXRlsAt2Gd1O/YF\n",
       "NQm4EatsARyO9RNnGWDoGXxy0F6FngziG02igyC6pvHMPZbWZTITa1W5w//cNuV9YP2+92Oz3jU3\n",
       "CR/q93kP8G0b9BitCtGmEL0dog9AdCBE/wXRdyE6F6KrILoFokcgeh6iVyH6J0T3+JaIX0J0OkTH\n",
       "Q/RFiD4J0e4QbQPRgO+20Ihx6TeF5b5VsLPOZ7AE9VOsZh1CqAS/OlZzrXkb8Kum18zAEk+WVnN1\n",
       "Q/Z83dKoG5WtAVoneLA7nUk+aV0mg8C7/Lo9sObhZuOxM/4BbP6DZLPwztiYiAl+Oati3Ea0NERr\n",
       "QPRGiHaGaB9fWfkKRKdA9BOIroboNojmQPQiRP+G6EmI7oTo9xD9DKL/hehrEB0K0ccg2hWirSBa\n",
       "B6LlOotNJLfCmujnASWa8CV1FP1T2CDDGdggrF2w5vlVsM9nHPAV4LQW+22eqxvyzdddZo6hZfGE\n",
       "f9zql3+JtX4cSz2hzMCaHYfjaawi9xTW5/jMsKMd+xxDyyOry+SffhvYGf6TKftrde3157Dpbmuj\n",
       "8+c1vzmfyqs+ln+2e2VdVJs3YRpDuwlmYAOPm7oVoojWXQUp3QmVf3f2OwF9fO11CTn6tCzyJPjz\n",
       "gMOoDyhbCbuH8wGZ7xibDsVaL5bGBqPsj32pHey3Xwyc458n+7YgvV8MsufrlmzdqGyluQIrz2/7\n",
       "n5e1frl4aeNTvoBVuv4EfAcrk+1T3tvq2usNgbcDJ2DzHhxB4+WSBar8i3pFMoeogo1PaK4M1B6b\n",
       "Ny3710Wvkq8y8Abs8tyXse8UzUkgueTpa5qN9Xu2W9cL3b0WsIoj73Xw1f6soZXUFtglha0qW//l\n",
       "nzdXti4ezryIAAAgAElEQVTEBtOtjJ2lH4slp6nAz7GukjnAh9FkHnlsg12euAPWqnIKNhfE9tit\n",
       "Xy/FBqAeiF1Pn9Tq2uu7gT9glYVtgZ9hc0iMEVEFm445rUKQUhmIn1ewro2aRcDXofKdnoUuIRR2\n",
       "HfydNN5haCrhroMsvg++qlsligxD2viUq2gc5FjBmu2btbr2+jc03vzpYcKN/ekTUcVfatg8J8Fi\n",
       "iP4O0S/g0WNh7eth3APYgMdai0jTgMUhpmPjJO71rzkssa2KtWbc4R+7F/LrSSuF5aVPYTch+Dpw\n",
       "vH/+qaIO1kZxybfKmVQZZD8iqgxSjZvbJRwXOgBp4DLW/xHrMgFLBidiTfW1BP1O6mMmklpde/1Z\n",
       "7A5o+H03X6pbUllzEkQbQvQJ2Ok++O5DNljw1fvgqQvgu/8DU2+BUyf5naQNWFydeqvs8tj3/MZ+\n",
       "+TjsyhRJ53pwjMIG2Z2H/bO+wx9kb6xmONbMoP6FtBPwRqocic189ho22Md+Vun3m4KMPmndJfez\n",
       "FxsP6QtXd0n/SRuf8nOsiX4ZbLrbA/1r8157/WP/uBu7AVKok4o+kGdOAj4Bf70Vrl8Wrl8PDp8A\n",
       "EzaD1baFS46GcyJ43zw45D6ssvUX//Nv/hbMT/kHwIu2nrWwSxhBN5sZlfIW2njsj2gp6jWJEDXq\n",
       "4m4Xa0ljp6a1r2L9iROw332Cf0QkE/7Qn622jfRnL/b5WtCuiipnUq9wXQ/MocqsYPGI9JXoIGz8\n",
       "wsVNN8baErvj4n00Tsj1J+ByGPdumLwUnPwH2G8NbGzDGlizey3h3wrLLIFXr8cG9r2IncHvj3Wz\n",
       "6GYzYRR2P/hDsQJ+BhvtXfPG4R6sC3qZ4O0WpVWG3lmuynjqCT+Z+JvXjfRnqH2Ox8o6VEXkIGD9\n",
       "xCe+CJuL4XLg39io6lY/w1ZQRMLIGvC4F5kDFqOV/Pu2tceimbDTqnDwXfDpq2w/1Ufha7VWW91s\n",
       "JozCEvwj2PWqC4a78wIUmeDPAd7DY0zjDf4WpdVSXf9fV6WCJftQFZGPAmvxGHaBkJmHzVy3LNbs\n",
       "2+pnhXwVgaJ/Lh5jFQ1Hn17vW0KOoWWxOpbga/81b8MuVxyHDay73q9/GBt81/ydPgH4FUy/Eebe\n",
       "SZz02RY7k78V/vQwvHsfWLQVVNIGTpaRo/j/i45yX54++Lm0nvZzbKgyiyoHYddPp5+5l0U17oJY\n",
       "jPWf9vr422D9fzXzgWNzl0mVpbBk364ikPyZtm7aMPfR/HMpqi0rAL2qbLw67IpG45gIux/8o0xj\n",
       "PYZee60xEf0ia46IR7ExVNf7bUszNLlXsDEQ98Hj/+1zyeW2adk14F+TgG3hgs/CjssDT0JUm3Cq\n",
       "1rw/GyqvFPkLyvDkqRH8GPujuArrkwarTXyvqKBaKO4MvqZK5M9gJZRaa4ol2NHbmlJlHCOrIHT6\n",
       "s3ndBOx/t9MKwgdpvJHSIuAnwC+wJuDk46Ux1mox2qTNEfEy9j2+JfZ38CXsjDM54PFt2NUQd1Ef\n",
       "Z3UMdhnjeQy52Uy0ALvf/EzqZ/kbY4PyEv353AeVst2crAiFNdFXEweovSeifglLL2mim7FqaFls\n",
       "g/Ul3kTjDGYqi+GyisbSdF5pOJRkZ4mZjw3mWqHpsSzwEkMTfyePRb4FREaFaCJWEagl/JlYS1zt\n",
       "hkO1s/1HS3KHvylYZWszLHcdALwbm445wlpRZtE4m2PWezfBcl8V+DT1qZtrlbBUo+1MtfgzePUz\n",
       "9hOHyiK82gDU+piIdgNQl2do4u/0UaE7lQV7VBsGCo9mjlHxvxFNwe5BX0v422KX+N1GQ/N+ZRj3\n",
       "Cug7jvSyOBfrFvkx1h0+CViC/S2CVZy3wBJ2u/cuxv4XjvPvz9WCnqcPflXgSKw5ZqJfF2F9OiIy\n",
       "FjW2qKRfe12lSnOLiiXQ50mfua6TOJbGEv2KtK4IrIRNM9zqNcv7FoFuVRjUHdFW5Tng9/7hRatT\n",
       "T/ift+fRv2jsz7/Nv3e0yroJU9LypN/1Mu29SblPcvO88BrssoojsNmlZmHNA0fmPUgX9eIMXkSa\n",
       "2QBUu/Z6tA5AtbE1y9G6EtCuIpF8LIN1RyyiO60L6d0RaQMerdL1HGNiwGNUwdqGkv35bwb+QWN/\n",
       "/h3+RkCjQdqcBF/AKsjfAPb1z7dj6JwCae/9NPUz+NxzEuRJlrdjH/ZdwJv8utuwPtJeU4IXkf5g\n",
       "V2t02h2RVpGIaF8R2BNrqajJ7i4Z1aKlsH7nZH/+JtgUusn+/Hv7dBBf2pwEi7CbW9Ucjd1NdP8c\n",
       "7/0ClvtWpd7/3nZOgjzJ8maslvE74PtYreoXNE5E0ivqgy8Xh8qinzhUHsWw1oVlaF8x+AIw0DRH\n",
       "xKtYIniw6fEwVcbQZWvRstgZbfJMfzp2Q7Rk8/7DPR7E58g/J8F7E69ZB/g1djvhdu+9gaG5bwC4\n",
       "khaTzuXpg/8G1hz0JeBUrOb5nzneJyIieVhf/iv+Ma/F6/bCvthr5gMnYclthn/s4H8OUOUp6gn/\n",
       "gcTzuaNvwGHlFeAW//CiydQH8X0A+CawIkS30dC8X3myx8FmzUmwATbREFhrzB0531uzBlAbkLg3\n",
       "be7sOtqau9VELyLl0tgHvxewIfUBj48CF/ttzQMel8IqAzNSHqv49zaf9T8EPD26Bw9Gq9E4C99M\n",
       "bE6HWxsflYUFB/I24AqsrF7FEvJh2AD1CVg/+luxhJ+ckwBs5sFDsXz3INY9XsHmIVjdv2YJVoaZ\n",
       "Z/B5kuWqwGewP5TaGX/tmr5eU4IXkXLrxoDHKsthZ5NpyX9phiZ+e1RH46ymUQXLX8lL9d6MnSkn\n",
       "+/PvgMrLXTxw2mVyX8ZaXU4EjsKu/ji66X2bAxf6OBdj17nvwtDc9x1sgN3xWQHkSZZ/xmY4+ivE\n",
       "t0mNqNcae0l98OXiUFn0E4fKo184iiqLKitjrQTNiX9DbKBfWvJ/ZHRNShSNx2beS/bnb4a1YCRH\n",
       "7t8DlcVtduYYWhaTseb39ZrW34/d1Oxp7Ex80MeR9CFgd+rXx38FG1CXzH0V4O/AztiMhany9MFP\n",
       "xGoaIiIy1lVZgM2ydnPT+nFYU3Iy6b/d/1yXKk+Snvwf77/+/srrWJ/4vcDZti5aBhvEty02juGL\n",
       "wLoQ1Qbx3Yol1g2wk01/yeLvp8E7m+7R8I0n4Cvz/L6Tt+5dDUvu+J+rpQR3Dzb2bSo2JuM9Ka/Z\n",
       "0b8/M7lDvrPh47Gz+KtyvLZoaqIXEek3VSZgo77TzvqnYYkoLfnP6+/+/mhFrDk/2bw/BbtUfEPS\n",
       "LlmkcjrZt+49BGuWr3kWS+TNDsAmAXoJq4R8jsbcdxr2+Z3cKvpWyfJF6vPPT8IGCdSaKiJsNH2v\n",
       "KcGLiIwmVSaR3t+/EXYr27TE/xDVeErXPhOtiiX6/wXWbdp4LVR2Jf1St2OwJvudsf7/NYDrGNpE\n",
       "3+wE/95a7lsKeIL6ZECZRluyVB98uThUFv3EofLoF46xUBbW35820G9DrMk7Lfk/SjW+s2lA0SCw\n",
       "kxWDg8YzeLCxa5/GYq5io+nBuj++jQ2um8LQQXZgg9ufwVoIfotVAmq5b3es23zndhHm6YPfG6tl\n",
       "1KbDm+J/m8uy3iAiItKW9ff/2T+S68dhd6JLJv2d/c/pVHmC9OT/BNV4MHjR5mAD8+q3ta4nd7DL\n",
       "3H5K4617xwM/x2afmwN82L+2+TK5X2JTEi/Gmur/kNjvR7BR9m3lORu+ExskkDQbmy+319RELyJS\n",
       "ZnYDorT+/hlY//bDpCf/BSPv748ceW9rTWVwZMdqPDAF3Q8+OQd9zd20uLi+QErwIiKSrsoKZPf3\n",
       "LyG7v/+lIPHmV1iCPxtYiA0oqAAHY7WkWcM9WBeoD75cHCqLfuJQefQLh8oiP5vrfxrpZ/0bYP3i\n",
       "acn/MaosTuzH0XgGD/ezFxsP6bLu9p39Osp9efrgDwW+it0yFuz2sQcP90BNpgBnYf0XEdY38ZA/\n",
       "xrrU+yZG8/2ARUSkH1jT/Dz/uLFp2zjspjXJpL+r/7kWVebSmPT/6H8eC8xgGbbActUcqkFOfDOF\n",
       "au7udAo/NdGLiEhvVFkGu7Qt7cx/Vewyv5oib91bWBN9sxOwSfLPwpo1hmskU/gpwYuISHhVbsCu\n",
       "b0+6liq7FnC0jnLfuPYvGeJW4HVsZp5OvAFrJjkbuB27NGAS+abw6wUX6LgylAsdgDRwoQOQmAsd\n",
       "gPjpdx+Ll+cT5h4tmfL0wTe7tAvHfDM2ZV9tCr+0pvisyxnOwfrowfo9ZlMfbOL8z5Esb9nl/Wm5\n",
       "8+Ut22zXcm+XVR5aLvfyTLbk3UwB4EHWZileocKywMs8xAs8z3ZUfQt0FdruL3vZUR/IPodRZHWS\n",
       "dR5r4rgK+Bv1+9yugTXZN+vjOYtFRKRUqhxElWv8LXyL1FHuC9Wf3ekUfuqDFxGRshlVuW8LrHn+\n",
       "TuASbODdVOBaLOn/DnwzSKNenMG7HhxD8nGhA5AGLnQAEnOhA5CY68ExOsp9efrgV8fuTbsWNsn9\n",
       "psD2wI86OaB3J3Y3nma7jGCfIiIiMgxXY5Pb3+WXJ2A3pA9BffAiIlI2HeW+PJfJTcNmmHvdLy8G\n",
       "XuvkYCIiItIbeRL8i9ht62q2wya6Gatc6AAk5kIHIA1c6AAk5kIHIDEXOoAsefrgvwRcic08dxOw\n",
       "CvChIoMSERGRkck77H4Cdrs9gAcgcXed3hpVlwqIiIh0QaFz0b8VGMDO+Gud/ecN92BdoAQvIiJl\n",
       "U9hc9D8BTsKS/DbY5W1pl7iNFS50ABJzoQOQBi50ABJzoQOQmAsdQJY8ffBbY9e+6xI1ERGRMeQX\n",
       "wJqhg/BUyRARkbIpbCa7VYD7gL8A/04c7P2dHFBERET6g8t4hKC56MvFhQ5AGrjQAUjMhQ5AYq4H\n",
       "xyjsDH6wkx2LiIhIf7rR/3wReKHpsShQTOqDFxGRsilF7ivFLykiIpLQ9ZvNTG3zGKtc6AAk5kIH\n",
       "IA1c6AAk5kIHIDEXOoAsrfrgb6d1reENXY5FRERESkpN9CIiUjaF3Q9+HLAvcKxfXgeY2cnBRERE\n",
       "pH+cDvwQuN8vTwVuCxSLroMvFxc6AGngQgcgMRc6AIm5HhyjsOvg3wJsBdzhl5/Fbh8rIiIio9gt\n",
       "wHjqCX6VxPNeUx+8iIiUTWG575PAFcCTwAnAg8CHizpYG0rwIiJSNoXmvk2AQ/xjkyIP1Ib64MvF\n",
       "hQ5AGrjQAUjMhQ5AYq4HxyhsFP36wGPAD4B7gV2BKZ0cTERERPrHndhgvA2w5vmTgF8HikVN9CIi\n",
       "UjaF5b7agLojgUOb1vWaEryIiJRNYbnvFuDjwD3Up6e9p6iDtaE++HJxoQOQBi50ABJzoQOQmOvB\n",
       "MQrrgz8A2B74BtYXvx7wk04OJiIiIpJGTfQiIlI2hc1kNwO7/n1TYGLiYOt1ckAREREpXp4m+rOx\n",
       "+ehfw/oazgV+WmBMobnQAUjMhQ5AGrjQAUjMhQ5AYi50AFnyJPiJwLVABfg7UAXeU2BMIiIi0gM3\n",
       "YXPRX4rNZPcB4IFAsagPXkREyqaw3DcTWAGYDpwDXAJsV9TB2lCCFxGRsik8963oHyHpOvhycaED\n",
       "kAYudAASc6EDkJjrwTEKuw5+W+DuxONOYJtODiYiIiL9425gx8Ty24C7AsWiJnoRESmbwueiT7q9\n",
       "qIO1oQQvIiJl0/Um+q3943rgDKyfwQGn+XVjlQsdgMRc6ACkgQsdgMRc6AAk5kIHkKXVTHbfpbHW\n",
       "cJz/WUFn0iIiItJFqliIiEjZFDaKvtlewFs6OZiIiIj0RicJ/i3AV4CruxxLv3ChA5CYCx2ANHCh\n",
       "A5CYCx2AxFzoALLkuZtcs2O6HoWIiIiUmvrgRUSkbHrWBy8iIiJ9Tgl+KBc6AIm50AFIAxc6AIm5\n",
       "0AFIzIUOIEueBH8Jdv/3blcGxmOz5F3pl6cC1wAPAr8DpnT5eCIiIpKwK3AB8CjwLWCjLu33cOCn\n",
       "wBV++UTgSP/8KH+sZuqDFxGRsik8900BDgKeAG4C9gcmdLivtYFrgZ2pn8HfD6zmn6/ul5spwYuI\n",
       "SNkUOshuZWAW8GnsRjPfx+apv6aTgwInA/8PWJJYtxrwtH/+NPVk32su0HFlKBc6AGngQgcgMRc6\n",
       "AIm50AFkyXMd/KXAxsD5wPuAf/r1FwF/7eCY7wWewfrfXcZrIrJrLOcAc/zz54DZwKBfru1vJMtb\n",
       "dnl/Wu58ecs+i6fsyyoPLWt56DJttney7LCTaqjnu0Ls3OX9nQA8DjyGVRZewioP92NN8wBroCZ6\n",
       "ERERKDD3HQKslFheCfh8l/a9E/U++BOxwXUAR6NBdiIiIlBg7rszZd3sLu17J+qj6KdiA+9aXSbX\n",
       "iwTvenAMyceFDkAauNABSMyFDkBirgfH6Cj35emDH+cftQFx4+l89Hyz6/0D4Flgly7tV0REpNQq\n",
       "OV7zHWAd4Az/+s8Cc4EvFRhXloh8MYuIiIwVHeW+PG8YDxwIvNMvXwOcBbw+3IN1gRK8iIiUTSly\n",
       "n/rgy8WFDkAauNABSMyFDkBirgfHKKwPfgZ2adumwMTEwdbr5IAiIiLSH27EBr/dBQwAVeDrgWLR\n",
       "ZXIiIlI2heW+2/3Pu1PW9ZoSvIiIlE1hc9G/gg20exib9OYDwKRODjZKuNABSMyFDkAauNABSMyF\n",
       "DkBiLnQAWfL0wX8BWA44DGuaXxHYr8igREREpFjjsevg+4Wa6EVEpGwKy3030z/X3ynBi4hI2RTW\n",
       "Bz8buBzYF/igf3ygk4ONEi50ABJzoQOQBi50ABJzoQOQmAsdQJY8ffDLYvPEv6Np/SXdD0dERETK\n",
       "SE30IiJSNoXNZHd2xoEO6OSAIiIiUrw8ffBXAb/yj98Dk4GXigwqMBc6AIm50AFIAxc6AIm50AFI\n",
       "zIUOIEueM/hfNi1fgE1fKyIiImPIxtisdiGoD15ERMqmsD74FxM7j4CngaM6OZiIiIhIGt0Pvlxc\n",
       "6ACkgQsdgMRc6AAk5npwjMImutkbmJJYngLs1cnBREREpH/cmbJuds+jMOqDFxGRsinsDD5tHvrx\n",
       "nRxMREREeiNPgv8r8D1gfWAD4GS/bqxyoQOQmAsdgDRwoQOQmAsdgMRc6ACy5EnwhwKLgZ8BFwGv\n",
       "AAcXGZSIiIiUi/rgRUSkbArrg7+WxlH0U4HfdnIwERER6Y08CX4a8Fxi+VlgtWLC6QsudAASc6ED\n",
       "kAYudAASc6EDkJgLHUCWPAn+dWDdxPIAsKSQaERERKRndgfmAj/xj7l+XQjqgxcRkbLpKPelXeOe\n",
       "ZhVgO3+Qm4H5nRysCyLyxywiIjIWdJT78jTRA7wGPAO8AGwKvH24BxpFXOgAJOZCByANXOgAJOZC\n",
       "ByAxFzqALHnuJvcZ4DBgbWyK2u2APwPvKDAuERERKdg9wETq889vDFwaKBb1wYuISNkUdh38K8C/\n",
       "/PNlgfuBjTo5mIiIiPRGngT/OLAScBlwDXAFMKfAmEJzoQOQmAsdgDRwoQOQmAsdgMRc6ACy5OmD\n",
       "39v/rAKDwIrA1QXFIyIiIiWkPngRESmbwvrgRUREZJRRgh/KpaybDlwH3ItdVXCYXz8VG5fwIPA7\n",
       "Gm/Kk7Q7NjjxIeCoxPq87y8rl7JOZRGOS1mn8gjDpaxTWYThUtapLDrQiyZ6l7JudWBL/3x54AFg\n",
       "E+BE4Ei//ijgWynvHQ88jM3hPwG73HATvy3P+8vMpaxTWYTjUtapPMJwKetUFmG4lHXdLota7hvT\n",
       "ZdEvffCXAbtgNazanfVW98vNtqdxUOLR/kHO90trKov+ovLoHyqL/jHSsqjlvmGVhZroh28A2Aq4\n",
       "Bfugn/brnyb9NrprYZca1jzh15Hz/ZJtAJVFPxlA5dEvBlBZ9IsBRl4WNcMqCyX4oVyLbcsDFwNf\n",
       "wOblT4pIb2FoXldp8bp+aaHoF67FNpVF77kW21QeveVabFNZ9JZrsa1bZZGmbVkowec3ASuo87Hm\n",
       "FrAa1Or++RrYDXmaPYkNuKhZ26/L+34ZSmXRX1Qe/UNl0T+6WRY1wyoLJfihBlPWVYAfAfcBpyTW\n",
       "XwHs55/vR70Qk24DNsSaaZYGPuLfl/f9ZTaYsk5lEc5gyjqVRxiDKetUFmEMpqzrdlkM5/2jVqim\n",
       "obcBS7DRjHf4x+7YJQvXMvSShTWBqxLv3wMbRfkwcExifdb7JZvKor+oPPqHyqJ/dLssarmv78ti\n",
       "JNcHhrpMTsJwoQOQBi50ABJzoQOQmOvBMUbNTHaLgf8ENsPuLX8wdn3g0ViCnwH8nvolGiIiIjIK\n",
       "Def6QI3eFBGRsuko92UNv++VAeB6YHNgLnZbWrC4nk0s10QUFHMEZ2KtBzVzKjCriGNJayqL/qLy\n",
       "6B8qi/7R47IoLPcVZXngr8Befnlh0/ZnU95T2Bl8BIMRRNdBFNljXgQHFXU8yaay6C8qj/6hsugf\n",
       "PS6LUXUGPwH4FfAb6pcQ3I8NVngKu77vOmDjpvdFwLnAHL/8HDZKcdAvO/8z1/Ip8IMBeNuetp8t\n",
       "B2HybOCLw9mJlgtbPgWbzLlf4in7ssqjf5Zrz/slnjIv19YNAq/BC7vA7cBlFctNne7aUW8NmAMc\n",
       "xyg5g68A5wEnN60/kfpdc44mfRL9ws/gI9WMg1NZ9BeVR/9QWfSPHpfFqBl/NtzrA5OKTPDn+AKq\n",
       "FdQFRR1LWlNZ9BeVR/9QWfSPHpfFqEnwI1HoLxnBQZfCbaoRh6ey6C8qj/6hsugfPSwLJfgucT04\n",
       "huTjQgcgDVzoACTmQgcgMdeDYyjBi4iIjEGjZiY7ERERKZgS/FAudAASc6EDkAYudAASc6EDkJgL\n",
       "HUAWJXgREREJTn3wIiJSNuqDFxEREaMEP5QLHYDEXOgApIELHYDEXOgAJOZCB5BFCV5ERESCUx+8\n",
       "iIiUjfrgRURExCjBD+VCByAxFzoAaeBCByAxFzoAibnQAWRRghcREZHg1AcvIiJloz54ERERMUrw\n",
       "Q7nQAUjMhQ5AGrjQAUjMhQ5AYi50AFmU4EVERCQ49cGLiEjZqA9eREREjBL8UC50ABJzoQOQBi50\n",
       "ABJzoQOQmAsdQBYleBEREQlOffAiIlI26oMXERERowQ/lAsdgMRc6ACkgQsdgMRc6AAk5kIHkEUJ\n",
       "XkRERIJTH7yIiJSN+uBFRETEKMEP5UIHIDEXOgBp4EIHIDEXOgCJudABZFGCFxERkeDUBy8iImWj\n",
       "PngRERExSvBDudABSMyFDkAauNABSMyFDkBiLnQAWZTgRUREJDj1wYuISNmoD15ERESMEvxQLnQA\n",
       "EnOhA5AGLnQAEnOhA5CYCx1AFiV4ERERCU598CIiUjbqgxcRERGjBD+UCx2AxFzoAKSBCx2AxFzo\n",
       "ACTmQgeQRQleREREglMfvIiIlI364EVERMQowQ/lQgcgMRc6AGngQgcgMRc6AIm50AFkUYIXERGR\n",
       "4NQHLyIiZaM+eBERETH9luB3B+4HHgKOChSDC3RcGcqFDkAauNABSMyFDkBiLnQAWfopwY8HfoAl\n",
       "+U2BjwGbBIhjywDHlHQqi/6i8ugfKov+0bdl0U8JfibwMDAHWAxcBOwZII4pAY4p6VQW/UXl0T9U\n",
       "Fv2jb8uinxL8WsDjieUn/DoREREZpn5K8P0yQn4gdAASGwgdgDQYCB2AxAZCByCxgdABZFkqdAAJ\n",
       "TwLTE8vTsbP4pDvpTUVgvx4cQ/JRWfQXlUf/UFn0j6LL4s6C91+4pYBHsNrQ0sBswgyyExERkS7b\n",
       "A3gAG2x3TOBYRERERERERKQftJtUZ2Pgz8ArwJd6GFcZtSuLPbE+qDuAvwLv6F1opdOuLBzwPFYW\n",
       "dwBf6Vlk5dSuPI6gXhZ3A6/Rx5dtjXLtymIl4FLsu+oWYLPehSZJ47FugAFgAun9/asA2wDHowRf\n",
       "pDxlMSnx/I3+9dJ9ecrCAVf0NKryylMeSe8Fri0+rFLKUxYnAV/1zzeiD8qiny6T66U8k+rMA27z\n",
       "26U4ecripcTz5YH5PYmsfPJONlXpYUxlNtzJvz4OXFh8WKWUpyw2Aa7zzx/AKgOr9Ca8dGVN8JpU\n",
       "p3/kLYu9gL8BvwEO60FcZZSnLCJgB6wZ8tfYtNJSjOF8Ty0HvAu4uOigSipPWdwJfMA/nwmsC6xd\n",
       "fGjZyprg+2VSHclfFpdhNeT3AecXF06p5SmL27E5KrYATsXKRYoxnO+p9wF/Ap4rKJayy1MW38LG\n",
       "P9wBHOJ/vl5kUO3000Q3vZRnUh3pjeGWxQ3Y3+3KwIIC4yqjPGXxQuL5b4AfAlOBZ4sNrZSG87/x\n",
       "UdQ8X6S8/xsHJJYfAx4tOC5JMZxJdapokF2R8pTF+tT7fd/sXy/dl6csVqNeFjOxPkkpRt7vqclY\n",
       "ZXdizyIrnzxlMdlvA/gMcE6PYpMUaZPqfNY/AFbH+lyeBxYCc7EBXtJ97criSOAerMnrBmDbXgdY\n",
       "Iu3K4mCsLGYDNwHb9TrAkmlXHmDTpF7Q47jKqF1ZbO+33w/8Ekv4IiIiIiIiIiIiIiIiIiIiIiIi\n",
       "IiIiIiIiIiIiIiIiIiIiY9Zk4HMdvveLdDYj2teAd3Z4TBEREclhALi7w/c+hs3zLyIiIn3mIuBl\n",
       "bGrfE4EjgL9gt7Os+tdMAq7Cppy9G/gwcCjwb+Au4PcZ+x6PzbF9t3/dF/z6c4APAlv7497hX7PE\n",
       "b18fuznNbcAfgY1G9iuKiIiUz7rUz+B3A87wz8cBVwI7YvetPjPxnhX8z8ewu8Nl2Rr4XWJ5Rf/z\n",
       "bOr3wq45Efi2f/57YAP//C1kVyBEpEvKertYkbGskni+m3/c4ZcnYYn2T8B3sXtY/8ov5/EIsB7w\n",
       "fawFIJnsk8f9CHbnv12xmzRtD/wisX1pREREZFgGqJ/Bfwc4MON1U4BPAIPAV/26dmfwAMthZ+uX\n",
       "Aj/y687GmugBNgfuo96XvyLwj7zBi4iISLqVqd+nfTfgZuzMHWAtYBVgDWBZv+69wCX++V1YBaHV\n",
       "vmvN8psDt/vntSb6KVjlYuum990IfMg/rwBvyvm7iEiH1EQvMvYswBLq3djAtguAP/ttLwD7Ys30\n",
       "J9WiDigAAABtSURBVGGD4BYDB/ntZwJXA0+SftnbWlgyH+eXj27a/n5gHeAsvxxhTfWfAE4DvgJM\n",
       "AC7EKhMiIiIiIiIiIiIlVmn/EhEpqZuBZZrWfRK4N0AsIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIi\n",
       "Ihn+PzmYIkhnNdg/AAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d7bc5f790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Experiment time: 3959 seconds\n"
     ]
    }
   ],
   "source": [
    "print('{} = {}'.format(Pname, Pvalues))\n",
    "for key, value in res.items():\n",
    "    if key is not 'atoms':\n",
    "        print('res[\\'{}\\'] = {}'.format(key, value))\n",
    "\n",
    "def plot(*args, **kwargs):\n",
    "    plt.figure(figsize=(8,5))\n",
    "    x = range(len(Pvalues))\n",
    "    log = 'log' in kwargs and kwargs['log'] is True\n",
    "    pltfunc = plt.semilogy if log else plt.plot\n",
    "    params = {}\n",
    "    params['linestyle'] = '-'\n",
    "    params['marker'] = '.'\n",
    "    params['markersize'] = 10\n",
    "    for i, var in enumerate(args):\n",
    "        if 'err' in kwargs:\n",
    "            pltfunc = plt.errorbar\n",
    "            params['yerr'] = res[kwargs['err'][i]]\n",
    "            params['capsize'] = 5\n",
    "        pltfunc(x, res[var], label=var, **params)\n",
    "        for i,j in zip(x, res[var]):\n",
    "            plt.annotate('{:.2f}'.format(j), xy=(i,j), xytext=(5,5), textcoords='offset points')\n",
    "    margin = 0.25\n",
    "    params['markersize'] = 10\n",
    "    plt.xlim(-margin, len(Pvalues)-1+margin)\n",
    "    if 'ylim' in kwargs:\n",
    "        plt.ylim(kwargs['ylim'])\n",
    "    plt.title('{} vs {}'.format(', '.join(args), Pname))\n",
    "    plt.xlabel(Pname)\n",
    "    plt.ylabel(' ,'.join(args))\n",
    "    plt.xticks(x, Pvalues)\n",
    "    plt.grid(True); plt.legend(loc='best'); plt.show()\n",
    "\n",
    "def div(l):\n",
    "    div = Pvalues if Pname is l else [p[l]]\n",
    "    return np.array([1 if v is None else v for v in div])\n",
    "\n",
    "# Classification results.\n",
    "res['chance'] = len(Pvalues) * [100./p['Ngenres']]\n",
    "res['chance_std'] = 0\n",
    "err=['accuracy_std', 'baseline_std', 'chance_std']\n",
    "plot('accuracy', 'baseline', 'chance', err=err, ylim=[0,100])\n",
    "\n",
    "# Features extraction results.\n",
    "if regen_features:\n",
    "    plot('objective_g', 'objective_i', 'objective_j', log=True)\n",
    "    # Unweighted objectives.\n",
    "    print('g(Z) = ||X-DZ||_2^2, h(Z) = ||Z-EX||_2^2, i(Z) = ||Z||_1, j(Z) = tr(Z^TLZ)')\n",
    "    res['objective_g_un'] = res['objective_g'] / div('ld')\n",
    "    res['objective_i_un'] = res['objective_i'] / div('ls')\n",
    "    res['objective_j_un'] = res['objective_j'] / div('lg')\n",
    "    plot('objective_g_un', 'objective_i_un', 'objective_j_un', log=True)\n",
    "    plot('sparsity', ylim=[0,100])\n",
    "    plot('time_features')\n",
    "    plot('iterations_inner')\n",
    "    plot('iterations_outer')\n",
    "\n",
    "    for i, fig in enumerate(res['atoms']):\n",
    "        print('Dictionary atoms for {} = {}'.format(Pname, Pvalues[i]))\n",
    "        fig.show()\n",
    "\n",
    "print('Experiment time: {:.0f} seconds'.format(time.time() - texperiment))"
   ]
  }
 ],
 "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": "2.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}