Ino de Bruijn Add metagenome coverage with varying purity thresholds.  almost 10 years ago

Commit id: 260e42804d08984e41c7915adeec7659b151f445

deletions | additions      

       

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"import matplotlib.pyplot as plt\n",  "import pandas as pd\n",  "import seaborn as sns\n",  "sns.set(style=\"white\")\n", "sns.set_style(\"white\", {'xtick.major.size': 5, 'ytick.major.size': 5})\n",  "sns.despine()\n",  "%matplotlib inline"  ],  "language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 16 62  },  {  "cell_type": "code", 

"language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 3 63  },  {  "cell_type": "heading", 

],  "prompt_number": 68  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "NOTE: Try to plot this as mean coverage against cumulative purity. Also try one of the density functions johannes sent or alpha values to see the density better of the clusters."  ]  },  {  "cell_type": "code",  "collapsed": false, 

]  },  {  "cell_type": "markdown", "heading",  "level": 3,  "metadata": {},  "source": [  "Extracting pure contigs only"  ]  },  {  "cell_type": "heading",  "level": 4,  "metadata": {},  "source": [  "### Extracting pure contigs only\n",  "#### Using "Using  coverage mean  and length" percentage covered"  ]  },  { 

],  "metadata": {},  "output_type": "pyout",  "prompt_number": 70, 95,  "text": [  " length GC cov_mean_sample_0 \\\n",  "contig \n", 

]  }  ],  "prompt_number": 70 95  },  {  "cell_type": "code", 

"language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 76 96  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "sns.set_style(\"white\", {'xtick.major.size': 5, 'ytick.major.size': 5})\n",  "mpl.rcParams['figure.figsize'] = 6, 4\n",  "\n",  "f, ax = plt.subplots(1, 1)\n",  "\n",  "goodcov = np.array((rns31cov[\"cov_mean_sample_0\"] > 60) & (rns31cov[\"percentage_covered_sample_0\"] > 90))\n",  "longc = rns31pur[\"contig_length\"] >= 1000\n",  "ax.hist([rns31pur[longc & ~goodcov][\"max_aln_purity\"],\n", 

"ax.set_ylim(1,1e09)\n",  "ax.set_xlim(0.0, 1.0)\n",  "handles, labels = ax.get_legend_handles_labels()\n",  "ax.legend(handles, labels, numpoints=1, loc='upper left')" left')\n",  "ax.yaxis.grid(True, c='white')\n",  "ax.set_axisbelow(False)\n",  "sns.despine()"  ],  "language": "python",  "metadata": {},  "outputs": [  {  "metadata": {},  "output_type": "pyout",  "prompt_number": 78,  "text": [  ""  ]  },  {  "metadata": {},  "output_type": "display_data",  "png": 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LCh6Cu/srwJHAtcAbyS5fRETqJkqiuB64DZjs7iXAVOCntbmImXUxsxfC7Vwz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\nQmCC\n", "iVBORw0KGgoAAAANSUhEUgAAAY8AAAEeCAYAAAByoJkBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8FeXZ//FPEgELoUCwFBUtELykalFqFEWsYqFUAaWA\nIlRwQ0GrVfsoUmwhKiKt4oIWF1yqVPgpiloRUwtVqlhRceGpPvWSQFygAsouSk3I74+ZA0dKwpzk\nbEm+79fLV2bmzNxzMcK5ct9zLyAiIiIiIiIiIiIiIiIiIiIiIiIiIiIpkJPpAEQkGjM7AngCWA8M\nBkYCPws/fh24yN2/jDv/cOA5d98v3bFK/Zeb6QBEJLJTgb+5exHwQ6AXcLi7Hwo0BS4DMLM8M7sC\n+AuQn6lgpX7bK9MBiKSLmZ0I3A5sAZoDLxN8CTcnqIWPBN4GPgG6ufsH4XV/Be4ABgKbgMOAA4B/\nAWe6+xdmdjzwe4Iv8f8Av3H3v5hZW+BhoHUYxrPuPj4s99fACKAc+AA4B6gA7gIOAgqAzcAw4Cjg\nIiDPzPZ29+Fm9md3LzezbwNtgM/CexwZxjgYeC5Zz08knmoe0tAcCpwJXAi0dvdjwt/cHwbGuvtW\n4CGCRIKZFQIGPBNe3xXoA3wf2A843cxaA7OBX7r74cDZwJ/MrD1wAVDq7kcCxwMHmdm3zezU8Lxj\n3P0HwArgEuCnwDp3P9bdDyZojrrE3R8B7gb+n7sPBwgTxyXAhwTJ6anw+Gvufj5BEhRJCdU8pKH5\n2N0/Bj42s9+a2UVAR+BEgloFBL/5LzSzawiSzHR3rzSzSqDE3b8GMLP/JagddAOWufvrAO7+npkt\nCst8DphnZgcC8wkS1CYz6wU85u4bw2v+Jxagma0ws0uBTmEZr4Qf5bDLe0p3vxO408yuBx4PzxdJ\nOdU8pKHZAmBmfYFnge0Ev7HfTfjvwd0dWAoMIGgyui/u+q/itivZzRd6KA/Yy93fADoA9wLtgdfM\n7Fjg6/iTw9rI98Jkdl8Y5yPALHbz79TMDg9foMfcT9AEJ5IWWZM8zOwMM7vPzKaZWatMxyP1Xi/g\nGXe/B1hC0GspL+7zPwA3Aa+6+6fVlFMJvAocbGZHAZjZoQRNVC+a2WTgt+7+NHA58C7B+4z5wEAz\nax6Wcx3wK+AnwB/d/UHACV6Sx8cV0wV40My+Fe6PABYk8OcXqZWsSR7AacAogt+6LshwLFJ/VYY/\n7wZOMLO3gHnAXwlqBjHPAs3C83Z3/Q7u/jlwOnCHmS0lqDGc4+7LgFuBI8ImrteB5cAsd38OeBBY\nFF7TBhgH3AyMMrM3gEcJakWFcfeuDO85A3gaeMPM3gEOBs6v5s8rklRZM87DzI4haF/+EGjm7mMy\nHJI0YGbWHbgnfJktIrtIywtzM+sGTHb3nmaWC0wjqHZvA0a6eymwL0EPlx8B+gcrGWNmDwEnAMMz\nHYtItkp58jCzMcBZhC8qCV5CNnb37mFSmRIeW0dQjW8MjE51XCJVcfezMx2DSLZLR81jGcHgqhnh\nfg+gBMDdF5tZUbi9EFiYhnhERKSWUv7C3N3nEIygjWnOzv70ABVhU5aIiNQRmRgkuIkggcTkuvv2\nRAsxs2JgQvyxo446imnTpvHtb3+7dhGKiDQgOTk5CXeeysRv/IuAU2BHD6ulNSnE3YvdPSf2H9Dh\n9ddfZ9OmTXu8VkREaiedNY9Yf/Mngd7h9A0A56YxBhERSYK0JA93LwO6h9uVBLODiohIHaUX1SIi\nkjAlDxERSZiSh4iIJEzJQ0REEtagFoOqqKigtLQ0qWUWFhaSl7e7GbNFROqvBpU8SktLGf7rmTRt\n0SYp5W3duIYZNw7DzKo8Z86cOWzYsIHzzjsv4fL79+/PM888s+cTRUTSrEElD4CmLdqQ32r/tN2v\nBgM3RUSyXoNLHpnw8ssvs3DhQrZu3coll1zCCSecQElJCTNnzqS8vJycnBzuvPNOWrRowYQJE3j/\n/fdp27YtW7Zs+a+yXnjhBf7whz9QWVnJoYceyrXXXssrr7zC7bffTpMmTWjZsiWTJk3iD3/4A507\nd2bAgAGsXbuWUaNGMWfOHKZMmcKSJUvYvn0755xzDj/96U8ZPnw4rVu3ZtOmTUydOpVrrrmGLVu2\nsGbNGoYNG8bQoUNZunQp1113Hc2aNaN169Y0adKEG2+8kRkzZvDss88C0LdvX4YP1yzmIg2BkkeK\nVVZWUlBQwM0338znn3/OGWecwfz58/nwww+599572XvvvRk/fjwvv/wyTZo04csvv+Sxxx5j3bp1\n/OQnP/lGWeXl5Vx//fU8/vjjFBQUcP/99/Pvf/+b8ePHM2vWLNq0acPDDz/MtGnTOP3007nuuusY\nMGAATz/9NIMGDWLhwoWsXLmSmTNnsm3bNoYMGcJxxx0HQL9+/ejVqxfvvfce/fr1o3fv3qxevZoR\nI0YwdOhQJkyYwM0330xhYSG33nora9asobS0lOeee45Zs2axfft2zjvvPHr06EGHDh0y8ahFJI2U\nPFIsJyeHo446CoDWrVuTn5/P+vXrKSgo4Oqrr6Zp06asWLGCrl27smrVKn7wg2AdrIKCAgoLC79R\n1vr162nRogUFBQUAnH/++axbt478/HzatAne4xQVFXHrrbdSWFhIRUUFq1at4rnnnuOhhx5i1qxZ\nvPvuuztqBxUVFaxcuRJgxxd+69ateeihh3j++efJz8+nvDyYEHnt2rU74ikqKmLevHm4O6tWrWLE\niBEAbN68mY8++kjJQ6QBUFfdFKusrOTtt98GYPXq1Xz11Vc0btyYO+64g9tuu42JEyfSpEkTKisr\nKSws5K233gJg48aNlJWVfaOsWNPSxo0bAZg0aRKffPIJW7ZsYe3atQC89tprO768Bw8ezO9//3sO\nOugg8vPzKSwspFu3bsyYMYMHH3yQPn36cMABBwCQmxv8VXjwwQc54ogjuOmmm+jTpw+VlcGUZG3b\ntt3RUy325+nQoQOdOnVixowZzJgxg9NOO42DDz44VY9SRLJIg6t5bN24Jq1l5eTksGHDBs4++2y+\n/PJLJk6cSH5+Pj/84Q8ZMmQIBQUFtG/fnrVr1zJw4EAWL17M6aefTps2bdhnn32+UVZubi4TJkxg\n1KhR5Obmcsghh9ClSxcmTpzIpZdeSk5ODi1atGDy5MkA9OnThxtuuIG77roLgJNOOonXXnuNn//8\n52zdupXevXvTrFmzb9yjZ8+eTJw4kfnz59OpUyeaNWvG119/zYQJExg3bhxNmzalUaNGtG3bls6d\nO3PssccydOhQtm3bxhFHHLGjBiQi9Vu96QpkZu2BFQsWLKBdu3a7PUfjPGrukUce4eSTT6agoIDb\nbruNxo0bc/HFF2c6LBFJgpqs59Ggah55eXnVjsmQqu2zzz6cf/75NG3alObNm/O73/0u0yGJSAZl\nTfIws77AIKARMMXd385wSBKnT58+9OnTJ9NhiEiWyJrkAXwG7Ac0Bj7OcCwiIlKNbOptdQFwBvA7\noG+GYxERkWqkpeZhZt2Aye7e08xygWlAF2AbMNLdS8NYviCogRySjrhERKRmUp48zGwMcBYQm2tj\nANDY3buHSWVKeOxu4H6Ctc6vSkUs6m0lItmqpt9PmfoOSkfNYxkwEJgR7vcASgDcfbGZFYXbrwKv\npjKQ0tJSRv7xVzT7TvOklPfF2s3cd84tae3BtW7dOi677DJmzJix55NFpM6oyazfUWb2TpWUJw93\nnxOOwYhpDmyK268ws1x3355IuWZWDExINJ5m32lO8/1aJnqZiEhKmRmLnyjOdBiRZaK31SaCBBKT\ncOIAcPdioDi2HxskWMvYku6rr75izJgxrF27ln333ZfXX3+dl156iffee4+JEyeSl5dH48aNmThx\nIvvuuy8PPPAA8+bNY6+99qKoqIgrr7ySzz77jCuvvJKKigr233/308lPmzaNBQsWUFFRwdChQxky\nZMhuyxo0aBBTp05l//33p6SkhCVLlnDZZZcxbtw4NmzYAMBvfvMbzIyePXvSsWNHOnXqxODBg5k8\neTIVFRWsX7+e4uJiunbtyuzZs5k5cyYtWrSgUaNGnHLKKfTv35/x48fz0UcfsX37di6//HKOPvro\ndD52kTrH3Rk1eX5CS0ZsWb+Se8b2qp81j91YBPQHZpvZMcDSDMSQNo8++igHHnggU6dOZfny5fTr\n1w8IvqAnTZpE586dWbBgATfeeCOXXHIJJSUlPProo+Tl5XHppZfy4osv8vLLL9O3b19OP/10Fi1a\nxN133/2Ne7z33nu89NJLPP7445SXl3PLLbfg7rsta/DgwTz11FP84he/4Mknn+Sqq67irrvu2jHN\nSFlZGePGjWPmzJl8+umnPPXUU7Ro0YJ58+Zx9dVXY2bMnTuXOXPm0L59e+677z7+/Oc/06hRox0T\nJD722GMUFBQwadIk1q9fz/Dhw5k7d27an72IpE46k0dl+PNJoLeZLQr3z01jDGm3fPlyjj/+eAA6\nduy4Y0bctWvX0rlzZyCYpXbKlCksX76cww8/fMfLryOPPJIPPviAFStWMHjw4B3n7qqsrIwuXbqQ\nk5NDo0aNuPrqqykpKdltWUOHDmXYsGGcfvrpbNmyhU6dOuHuLF68mHnz5gGwaVPQqtiqVStatGgB\nQJs2bZg2bRp77703X3zxBfn5+Xz00Ud06tSJJk2aANC1a1cAPvjgA9544w3eeecdIHgRuGHDBlq2\nVHOhSH2xx+RhZs2BnsBBwHbgA2C+u38V9SbuXgZ0D7crgYtqEmxdZGa8/fbb9OrVi48++oj169cD\nwZfx+++/z8EHH8zrr79Ohw4d6NixIw8++CAVFRXk5ubyxhtv7FjMacmSJXTu3HnHjLbxOnbsyKxZ\ns6isrKS8vJzRo0dz1VVX7bas/Px8Dj30UCZNmsSgQYOAoLfGYYcdRr9+/Vi9evWOWkJspl0IZvC9\n6aabKCws5I477mDlypUceOCBLF++nG3bttGoUSOWLl1Kx44d6dixI23btmXUqFFs2bKFBx54YEcS\nEpH6ocrkYWbNgPEEPaWWAh8CXwPHAreZ2RPA9e7+38vdZbEv1m5Oa1mDBw9m7NixnHXWWey33340\nbtwYgIkTJ3L99ddTWVnJXnvtxQ033EC7du04+eSTGTp0KNu3b6eoqIhevXpRVFTEmDFjKCkpoUOH\nDv+1tG3nzp05/vjjd1w3bNgwOnfuvNuyAM444wwuuOCCHbPvjh49mmuuuYZHH32UL774gksvvfS/\n/hynnnoql19+OW3btuWwww5j7dq1tGrVigsuuIBhw4bRsmXLHUlkyJAh/Pa3v2X48OFs2bKFYcOG\naTlekXqmyn/RZjYHmA487+4Vu3yWB/QDznP301IbYjTZOqvuW2+9xdatWznuuOMoKyvjwgsv5Pnn\nn09qDJlSUVHB9OnTGT16NJWVlZx11llcccUVu21aE5HqZfKFebJn1R1cXS8od3/azJ5J9IaZlIlZ\ndQ844AB+9atfceedd1JeXs748ePTev9UysvL48svv2TgwIE0atSIww8/XIlDpIGoMnnEEoeZPQqM\ncvcN4X4X4CGga0262DY0++yzDw8//HCmw0iZK664giuuuCLTYYhImkXpbfUOsMTMLgGKCHpHpWT6\nEBERqRv2mDzcfZKZvQ88C6wGitx9ZcojExGRrLXHKdnN7DrgNuBMgskL/25mp6Y6MBERyV5Rmq0O\nAX7o7msBzOxp4EHgz6kMTEREsleVNQ8z2xfA3QfHEke4/zZwdPw5IiLSsFRX87jRzFYCD7m77/JZ\nJzM7D9iXYK0OERFpQKrrqnuOmfUDplswOGIVUA60A0qBm9y9To3zEBGR5Kj2nYe7zwXmmlkBUEgw\nt9UKd1+XjuBERCQ7RZpVN0wWShgiIgJE6KorIiKyq0wsBrVbZnYZcATB1O9/cve793CJiIhkSJRB\ngv80s6vMrG0qA3H324ELgXeVOEREsluUZqt+wLeAF8xsnpmdbmaNUhTPMOCJFJUtIiJJEmVuqzLg\nOuA6M/sZMBW428xmECwG9fmeyjCzbsBkd+9pZrnANKALsA0Y6e6xRTaOd/eRNfujiIhIukRdhnYw\nMBzYH7gLeBToA/yFYKbd6q4fQzCQMLbi4ACgsbt3D5PKlPAYQNMa/BlERCTNojRbLQdOAIqBzu4+\nKawp3A18EuH6ZQRL2cZWquoBlAC4+2Liko+7D4scuYiIZEyU3lbnu/s3JkE0s4HuPoedNYYqufuc\ncInYmObAprj9CjPLTXRhKTMrBiYkco2ISLYyM154IL0rndZGlcnDzM4EmgDXmllLgppDJdAIGAfM\nqeE9NxEkkJiEEweAuxcT1IZi8bYHVtQwJhGRjMrkGuY1UV3N49tA9/Bnz7jj5QTJo6YWAf2B2WZ2\nDLC0FmWJiEgGVDcx4r3AvWb2Y3dfkIR7VYY/nwR6m9micP/cJJQtIiJpVF2z1XR3vwD4jZn9ZpeP\nK939pKg3Cbv7dg+3K4GLahCriIhkieqarWKjvG8gaKqKV4mIiDRY1TVbLQk3b3L3rmmKR0RE6oAo\n4zw+NbMfmVmTlEcjIiJ1QpRxHkXAi0B8d7BKd89LUUwiIpLlosxt9Z10BCIiInVHlLmtJrCbF+Tu\nfl1KIhIRkawX5Z1HTtx/TYDTgO+mMigREcluUZqtiuP3zew64K+pCkhERLJfTdYwbw4ckOxARESk\n7ojyziN+ssEcoBVwU8oiEhGRrBelq25Pdr4wrwQ2uPumas4XEZF6Lkqz1SqCxZzuBG4HhphZTvWX\niIhIfRal5nEfsDdwL5AHjAAOAy5LYVwiIpLFoiSPo4Hvh7PhYmZ/Bt5NaVQiIpLVoiSPT4COQGm4\n34agKSupzOwQgtpMY+Bmd1eCEhHJUlGSB8A7ZjafYGr2nsBKM3uOYI6rU5IUy0iCRLUfUJakMkVE\nJAWiJI+Ju+zfGbedzHU9CoGzgSMJ3qvclcSyRUQkiaKMMH+xtjcxs27AZHfvaWa5wDSgC7ANGOnu\npcAaYCuwnpoNXhQRaVAqt29nxYoVez5xF4WFheTl1W5i9KjNVjVmZmOAs4At4aEBQGN37x4mlSnh\nsbuB6QQDEdWTS0RkD77cvJYbFpbQ7L3mka/5Yu1m7jvnlvglNmok5ckDWEYwTmRGuN8DKAFw98Vm\nVhRuLyFothIRkYiafac5zfdrmfb7RkoeZvZ9YB+CWgEA7v73KNe6+xwzax93qDkQP0K9wsxy3X17\nlPLiYioGJiRyjYhItjIzXngg0drAaSmJJYooc1vdC5xM0FU3/gV5zxrecxNBAolJOHHAjtl+i2P7\nYYJKvPFPRCQLuDujJs8nv9X+ka9ZU/YmBT08oZrH5lUbuL3vtWlptvoxUOju/6nVnXZaBPQHZpvZ\nMcDSJJUrIiJpEiV5fAQ0BWqbPGK1lieB3ma2KNw/t5bliohImlWZPMzswbhz3jGzvxMMEoRgcOB5\nUW/i7mVA93C7ErioRtGKiEhWqK7msTD8+SJxL8pDyRwcKCIidUyVycPd/whgZuPcfVL8Z2Z2Y4rj\nEhGRLFZds9Vk4LvAqWbWiZ21j72AY4Bfpz48ERHJRtU1W80BDiHobbWQncmjHLg+xXGJiEgWq67Z\n6jXgNTN70t03pjEmERHJctU1W73l7l2B9bsZTFLp7rWbVUtEROqs6moeXcPNxu5eXtV5IiLS8EQZ\nJLjczF4B5gLz3H1dimMSEZEsF2XdjELgHuAHwAIze8nMxqY2LBERyWZ7TB7u/jXwLvA6wbxU7YHB\nqQ1LRESy2R6Th5m9B7wDHAfMB37g7kWpDkxERLJXlGarWwnGeZwIDAHOsNrO5SsiInValGar6e5+\nJnAkMA8YA/xfqgMTEZHsFWUxqNEEo8yPJmi+uokgiSSVmR0O3EGw6NRD7v5isu8hIrKriooKSktL\na3RtYWEheXkNc8hblK66hwL3AcPd/asUxnI08G+C6U/eTeF9RER2KC0tZfivZ9K0RZuErtu6cQ0z\nbhxW6xX56qo9Jg93vzQdgQAvA/8PaAtcCVydpvuKSAPXtEWbhJZ/lWg1j1ozs27AZHfvaWa5wDSg\nC7ANGOnupcARBDWPDemKS0REaiZKb6taMbMxwHSgSXhoAMGUJ92BscCU8HgZwTuP3wFTUx2XiIjU\nXJQX5hMIVg6MTcm+HfgS+D93fzbCPZYBA4EZ4X4PoATA3RebWVG4/Q/gHwlFL1IH1fQFbUN+OSvZ\nJ0rzUCFwEDCLIIEMAjYBPczsBHcfU93F7j7HzNrHHWoeXh9TYWa57r49ochF6qiavKBN9svZbOlh\npERad0VJHp2B4919G4CZ3QX83d2PMbOlBOM+ErGJIIHE1ChxmFkxMCHR60QyzcxY/ERxRmPIy8vL\nil5C2RCHmfHCA5l/FjWL47SUxBJFlOTREmhE8HIbgncX+eF2zm6vqN4ioD8w28yOAZbWoAzcvRgo\nju2HtZsVNSlLJJ3cnVGT5yfUu2fL+pXcM7ZX0r5oaxJDtsSRDTFkSxxryt6koIfTfL+Wka/ZvGoD\nt/e9ttZxR0kedwJvmNkzQB5wCjDVzC4nsS/+yvDnk0BvM1sU7p+bQBkiIpIFoozzmGpmLxKMMq8A\nBrn7u2Z2EEGX2z1y9zKge7hdCVxUw3hFRCQLVNlV18z6hz/PJhiDsQ7YCBSZ2Qh3/8Dd/5OeMEVE\nJJtUV/MoAp4BerKzySnewymJSEREsl51a5jHejLNdPfn4z8zs0EpjUpERLJalcnDzM4k6Fl1rZmN\nj/uoETAOeCLFsYmISJaqrtnq2wQvuZsTNF3FlBMkDxERaaCqa7a6F7jXzHq5+/w0xiQiIlkuyjiP\ndWb2OFDAzkGBle5+UurCEhGRbBYleTwM3E2wQFOs19Xuel+JiEgDESV5fOHud6Y8EhERqTOiJI+/\nmNkvCaZR37EMrbt/lLKoREQkq0VJHiMImqmu2OV4h+SHIyIidUGUua3apyEOERGpQ6KsJNiGYGbd\nH4fn/w0Y7e6rUxybiIhkqShrmN8DvAZ0BL5HsFTs/akMSkREsluUdx4d3f1ncfu/N7MRqQjGzL4L\nzHX3o1JRvoiIJEeUmsd2MzswtmNm3wOSPhW7meUAVwFlyS5bRESSK0rN47fAK2b2Wrh/DHBhCmIZ\nDfwJ+J8UlC0iIkkUpbfVXDPrCnQjmJ5ktLuvSeQmZtYNmOzuPc0sl2AFwi4E66KPdPdSoFd47Ggz\nG+TumrVXRCRL7bHZysx6Ak+7+1xgGbDYzI6LegMzGwNMJ5jeHWAA0NjduwNjgSkA7j7I3S8CFitx\niIhktyjvPG4hbKZy9/8DTgZuT+Aey4CB7JxUsQfBaHXcfTHBioU7uHtKXsaLiEjyREkeTdz9n7Ed\nd/8X0d6VxM6fQ7AGSExzYFPcfkXYlCUiInVEzp5OMLMnAQdmhOefCRzk7mdEvYmZtQdmufuxZjYF\neNXdZ4effezuByQauJkVAxN2Pb5gwQLatWuXaHEiIg1WTk7OHnPBrqLUIM4HrgdmAV8DfwcuSPRG\ncRYB/YHZZnYMsLQmhbh7MVAc2w8T1IpaxCWSFu7OqMnzyW+1f+RrtqxfyT1je2FmGYshW+LIhhiy\nJY41ZW9S0MNpvl/LyNdsXrWB2/teW+u4o/S2Wgf8olZ3CcTWAHkS6G1mi8L9c5NQtoiIpFHkdxe1\n4e5lBOuh4+6VwEXpuK+IiKSGXlSLiEjClDxERCRhUaZkPwe4GSiIO1zp7nmpCkpERLJblHceE4AT\ngXfD9xUiItLARUken8QPEhQREYmSPJaY2ePA8wQTGULQbPVw6sISEZFsFiV5tAS2AMeG+zkEYzaU\nPEREGqgogwTPSUMcIiJSh1SZPMzsWXfva2a7m/Kj0t07pjAuERHJYtXVPGLzV/VMRyAiInVJ5fbt\nrFiR+HR6hYWF5OXV/ZEOVSYPd18V/ixLWzQiInXEl5vXcsPCEpq91zzyNV+s3cx959yStMkUMykt\nc1uJiNRHzb7TPKEZbesTTU8iIiIJi7KGeWsz6x1ujzOz2WZ2SOpDExGRbBWl2WoW8IyZVQKDgduA\nu4EfJTMQMzsSuIRgHMkYd1+TzPJFRCR5ojRbtXL3O4DTgIfCkeVNUxBLE+By4Fl2DkgUEZEsFCV5\n5IS1ggHAXDM7ghS8aHf3V4BDgCuBt5NdvoiIJE+U5HE1cBMwxd1LgWnArxK5iZl1M7MXwu1cM7vb\nzF4xsxfMrDA8fhTwBnByouWLiEh67TF5uPsC4FTgBTPLBX7i7n+LegMzGwNMJ2iWgqAG09jduwNj\ngSnh8XzgAYJE9UjkP4GIiKRdlMWgf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"text": [  "0x347f00d0>" 0x16fc07d0>"  ]  }  ],  "prompt_number": 78 98  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "Using only coverage and length it is tricky select pure contigs. You lose a lot of contigs that have excellent purity. Maybe changing mapping parameters could improve this. Or using FRCurve to determine features per contig instead of just looking at mean coverage. What is the correlation between coverage and purity?"  ]  },  {  "cell_type": "heading",  "level": 4,  "metadata": {},  "source": [  "Correlation between coverage mean and purity"  ]  },  {  "cell_type": "code", 

"f, ax = plt.subplots(1, 1)\n",  "\n",  "ax.plot(rns31cov[\"cov_mean_sample_0\"], rns31pur[\"max_aln_purity\"], '.', linewidth=5.0, alpha=0.2)\n",  "ax.set_ylim([0,1.0])" "ax.set_ylim([0,1.0])\n",  "ax.set_ylabel(\"Purity\")\n",  "ax.set_xlabel(\"Coverage mean\")\n",  "ax.set_title('raynoscaf31')"  ],  "language": "python",  "metadata": {}, 

{  "metadata": {},  "output_type": "pyout",  "prompt_number": 85, 104,  "text": [  "(0, 1.0)" ""  ]  },  {  "metadata": {},  "output_type": "display_data",  "png": 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GfPXVo2zXSNL+dFRPfivDXZIa07EzefDkKElqVMeGvDteJalxHRHyztgl6WC0PeS3m7FX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\nAAAAAElFTkSuQmCC\n", "iVBORw0KGgoAAAANSUhEUgAAAY0AAAEeCAYAAAB2VUk8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"text": [  "0x4b5b4910>" 0xd46ba10>"  ]  }  ],  "prompt_number": 85 104  },  {  "cell_type": "code", 

"for l, h in ivs:\n",  " covi = np.array(rns31cov[\"cov_mean_sample_0\"] >= l) & np.array(rns31cov[\"cov_mean_sample_0\"] < h) & np.array(rns31pur[\"max_aln_purity\"] > 0)\n",  " cov_intervals.append(list(rns31pur[covi][\"max_aln_purity\"]))\n",  "ax = sns.violinplot(cov_intervals, color=\"coolwarm\", names=[\"{}-{}\".format(l,h) for l,h in ivs])" ivs])\n",  "ax.set_ylabel(\"Purity\")\n",  "ax.set_ylim([0,1.1])\n",  "ax.set_xlabel(\"Coverage mean\")\n",  "ax.set_title('raynoscaf31')\n",  "sns.despine()"  ],  "language": "python",  "metadata": {}, 

{  "metadata": {},  "output_type": "display_data",  "png": 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fgDJnFWt3fMW5kydz/vnnB7jC9ktJS8MN3XbSUbALmsTzhbd0pwSOtMZ71oIF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\nQgghhBBCCCGEEEIIIYQQAfD/AVzlQu96KdWnAAAAAElFTkSuQmCC\n", "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEeCAYAAABlggnIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxjBy5EiGDx/O8OHDKS8vH/CE0dzczD333MN9995LfUMDVcPLmTt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Zz/wTD67bwriq0Vzx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"text": [  "0x53bc5950>" 0x15e67b50>"  ]  }  ],  "prompt_number": 124 109  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "Using only "It seems like there is some correlation between  coverage mean  and length it is tricky select purity, but there's no clear threshold."  ]  },  {  "cell_type": "heading",  "level": 4,  "metadata": {},  "source": [  "Extracting  purecontigs. You lose a lot of  contigs that have excellent purity. Maybe changing mapping parameters could improve this. Or using FRCurve to determine features per contig instead of just looking at mean coverage." with FRC"  ]  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "#### Extracting pure contigs with FRC\n",  "[FRCurve](https://github.com/vezzi/FRC_align) is a referenceless assembly validation tool. It gives you a lot of different ouput files as can be seen in the readme on the github page. We are interested in getting the number of features indicating a wrong assembly per contig. I ran the program for raynoscaf31 with:\n",  "```\n",  "~/glob/src/FRC_align/bin/FRC --pe-sam ../bambus2/contigs_pair-smds.bam --genome-size 169669119\n", 

""  ]  }  ] ],  "prompt_number": 130  },  {  "cell_type": "markdown", 

"collapsed": false,  "input": [  "mpl.rcParams['figure.figsize'] = 10, 8\n",  "sns.set_style(\"darkgrid\")\n",  "\n",  "mg_length = np.sum(m_even.avp.velvetnoscaf31.genome_contig_coverage[\"genome_length\"])\n",  "f, axes = plt.subplots(2, 2, sharex=True, sharey=True)\n", 

"#ax1.set_title(\"filtered-refs-filtered-pairs-noscaf\")\n",  "def plot_metagenome_cov(ax, masm, strategies, category, colors):\n",  " for i, s in enumerate(strategies):\n",  " ax.plot(masm.avp.__dict__[s].contig_metagenome_coverage_purest_single_aln[\"cut_off\"],\n",  " masm.avp.__dict__[s].contig_metagenome_coverage_purest_single_aln[\"metagenome_cov_percentage\"],\n",  " colors[i], linewidth=2.0, label=s)\n",  " ax.plot(masm.avp.__dict__[s].contig_metagenome_coverage_pure_only_single_aln[\"cut_off\"],\n",  " masm.avp.__dict__[s].contig_metagenome_coverage_pure_only_single_aln[\"metagenome_cov_percentage\"],\n",  " colors[i] + \"--\", colors[i],  linewidth=2.0, label=s)\n", label=s, alpha=0.1)\n",  " ax.plot(masm.avp.__dict__[s].contig_metagenome_coverage_purest_single_aln[\"cut_off\"],\n",  " masm.avp.__dict__[s].contig_metagenome_coverage_purest_single_aln[\"metagenome_cov_percentage\"],\n",  " colors[i], linewidth=1.0, label=s, alpha=1.0)\n",  " ax.set_title(category)\n",  "\n",  "plot_metagenome_cov(axes[0][0], m_even, ['velvetnoscaf31', 'raynoscaf31', 'metavelvetnoscaf31'], \n", 

"\n",  "# Legend\n",  "# Set common labels\n",  "f.text(0.5, 0.08, 0.06,  'Contig/Scaffold length', ha='center', va='center')\n", va='center', size='xx-large')\n",  "f.text(0.08, 0.5, 'Metagenome coverage (%)', ha='center', va='center', rotation='vertical')" rotation='vertical', size='xx-large')"  ],  "language": "python",  "metadata": {}, 

{  "metadata": {},  "output_type": "pyout",  "prompt_number": 20, 94,  "text": [  "0x78b7e10>" 0x1660e750>"  ]  },  {  "metadata": {},  "output_type": "display_data",  "png": 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Cw8OpX1+fmImIiKBMGT1tS7t27QC4fv06U6ZMIW/evISFhVGzZs0MP4/BgwfT\np08fOnTowHvvvUfJkiXN8CkL8XyyO0jzBlYoinIIfQTNCzgOLFEUJRdwDtiQzW0yi/9aV1GsWDFW\nrFiBlZUVGzZsoEqVKkRHR2NKybo+bdo0vL29KVu2LPPnz0/rhNq1a8e4ceO4e/cu48ePJzIykmLF\niuHn54elpWXatfY9VHy6Xbt2zJw5k/Lly6d1uLVr12bSpEkkJyezePFiSpYsicFgwGg0PrbNZcuW\nZdOmTfTo0YOkpCT++OMPWrduzQ8//MCAAQNwcHBg3Lhx7Nu3j7Jly3Lq1CkqVKjAsWPH+Pnnn9MC\nt/r167Nx40a2bHmwzNBgMBAdHU3fvn1Zvnw5uXLlIk+ePFhYWDy2PeLZhd4LZdHvi/A97svt2AeL\n+x3tHWlaVg/KnEo7YZfbTq8AsH49mlcruHqVXMAO4GKfPny1aFGW/N0kJSXh6+vLhAkTiIiIwNLS\nktGjR/P222+b/V7iv72M/ZfJZCIxMZHdu3czZ84cNE3Dzc0NNzc3ihQpwpUrVyhVqhRLly7F0dEx\nrb+ytbVl5MiR6R4WAY4ePcrevXsZN24cuXLlwsrKSvokkeOyNUhTVTUKaJ3BWw2zsx1ZIbWTe7iz\nMxgMWFtb07NnT7p06YLJZKJEiRK0aNGCqKgoVFVl5cqVtGzZkkGDBlG0aFGqVKlCeHg4ACVKlMBg\nMPDxxx8D4ODgQI8ePejcuXPatVIX7qbe18XFhalTp7Jo0SIAGjVqxG+//Ubnzp2JjY2lSZMm5M2b\nlypVqjBz5kzKli37SAdtMBho2LAhQUFBdOzYkcTERFxdXalcuTJhYWF4eHiQN29e8ubNi5OTE/Xr\n12fUqFFs27YNCwsLpk6dysmTJ5k5cyarVq2ievXqREWln8XOly8fLVu2pEuXLlhZWVGxYkVatWqV\n4Wcqnp6maRy9dpR5QfPYeH4jySZ9BLNG0Rp0r9adZuWbUd6hfPrP9vBhGDIEjh3DAPwJjLSyovPy\n5QxKGcEwt4CAAIYMGZK2DrJBgwbMnj1bArQc8jL3XwUKFODTTz8ld+7c1KtXj+LFizNx4kRGjRqF\nhYUFRYoUoVu3brRs2ZLOnTtTpEgRypQpk9bOVLVr12bPnj106tQJk8lE586deeuttzL8nITILi/V\nv7iUKvL/7N+/nxIlSuR0c4R4YSQkJ/DD2R+YFzSP4zeOA2BpsKRt5bZ8VesrPir50aO/YC5dghEj\nIGW91y19UPcBAAAgAElEQVQrK0YmJxNQqBAbt2zRa25mkQEDBuDj40O5cuXw9vamVatWj/0FeO3a\ntdRf9KVVVQ3OskZlMem/hHj9ZLb/kooDQrykNE3jQuQF1pxag+9xX27F6PnECuYpiMd7HvT7oB8l\n7DIIBu7cgSlTYP58SErCmDs3cywsmBgXh+M77/Drjh04OjpmadvHjx9P+fLl6du3b9qCbSGEeFXE\nJsVyJeoKx4OPZ+o6EqQJ8RKJS4rj4JWDBFwIIOBCAJfuXEp7r9qb1RhYeyAdq3Qkj3WeR09OTIRF\ni2DSJIiMBIOBi/Xq0fjXX7mSkECzZs1Yv359WuoBc0hKSkpLrfKwQoUK8dVXX5ntPkIIkZ1Sg7B0\ntYfvPvg+9aE5s7WHJUgT4gV3N/4u35/+noALAfz0z0/EJcelveeQx4Fm5Zrh8Z4H9d6ul/GUoabB\ntm0wbBhcuKC/5OTE/FKlGOjnB8CgQYPw9vbGykw5z0wmE+vWrcPLy4u1a9dSr149s1xXCCGyw9MG\nYY9jbWFNKftSlHAowXWuP3c7JEgT4gV2MfIizb5vxsXIi2mv1SxWE9dyrriWd6XWW7WwtLB8/AWu\nX4cvvoCtW/U/Kwrxkyfjvm4dm/38sLKywsfHBw8PD7O1+fDhwwwZMoRjx44BsGzZMgnShBAvFHMF\nYRmVvnO0d6RY/mJYGCz0NWk+Hz93OyVIE+IF9eu1X2mxrgW3Y29TtUhVBn84mKblmlIsf7Enn2wy\nwdKl+ujZvXuQPz9MmcK1Fi1o0aYNf/75J/b29mzYsCFt911m3bx5k/79+6clni1WrBjTpk1Ly3El\nhBDZKSYxhiMhR7gYeTHLgrAnCgnJ1M8gQZoQL6DN5zfjvsmd+OR4XMq64N/en/y58z/dyRcvQu/e\n8H//p/+5eXNYtIhjN27Qqm5dbty4Qfny5dm+fTsVKlQwW5ttbW3TqlUMHz6cYcOGSf1VIUS2Sa0/\nnFrm7tDVQ4/WH05htiAsI/fuwY8/gp8fBAVBGVmTJsQrY17QPAbtHoSGxuc1Pmeh20KsLR9dfP+I\n5GSYMwfGj4f4eChcGObNgw4d8N+wgW7duhEfH4+TkxMbNmzAwcHBrO22s7Pjhx9+QFGUR/JLPTVN\nA8lFJYR4Snfi7rDv8j52X9zNnkt7Hqk//EHxD6j2ZjXzBmEZMZngp5/0wGzTJohLWTucyY1YEqQJ\n8YIwaSaGBg5l7q9zAZjiNIVR/xv1dAk0//wTPvsMTpzQ/9ytmx6wFSzIqlWr6N69OwCff/45CxYs\nyFTaC03TiIyMpGAG9TudnJye76K//grffAOOjjBjxnO3TQjxajOajPx+/Xf2XNrD7ou7CQoNeqT+\ncGqZu8ZlGlPItlDWNujiRT0wW7Uq/dRmw4bQowfUqQMtWjz35SVIE+IFEJcUR9fNXdl4fiPWFtYs\na7mMrtWeYi1XfDxMnAje3mA0QqlS4OsLLi4AbN26lV69egF6+Z6RI0dmKmv6qVOn8PT05MaNG/z5\n55+Z2w2alKQn0v3mG31KAPTC7ZMmgeROE0KgPxRevXuVA8EH2HNpD4GXAomMi0x738rCivql6tO0\nbFNcyrnw7pvvmneELCP37oG/vx6cHT784HVHR+jeXf9KrW977VqmbiVBmhA57HbsbVqua8nRa0cp\nkLsAmzpsolHpRk8+MTFRf0Lbt0+fIhw4UE9Smy8fAAcOHKBDhw4YjUbGjBmDl5fXc7fx5s2bjB07\nlmXLlqFpGvb29pw/f56qVas+3wVjYqByZUgtsO3gAB4e+k5UCdCEeG3dS7jHsdBjBIUG6V/XggiL\nCUt3TGn70mmjZU6OTk+/XjczTCY4cEAPzDZufDCdmTcvtGunj5rVrw9mrvcqQZoQOejhFBsl7UoS\n0DmAKkWqPPlETYO+ffUArUgR2LJFH1ZPcezYMVq2bElCQgJffvklkyZNeu42Ll68mKFDhxITE4OV\nlRVffvklY8eOzXC686nlzQs1aoCtLQwaBF276t8LIV4bmqZx+tZpjoYcTQvKzoefR0NLd5xDHgfq\nlKiDS1kXmpZrSjmHctlXR/XiRVi5Uv96eDqzQQM9MGvXLu3BOCtIkCZEDnk4xUb1otXZ6b6T4vmL\nP93J06bBihWQJw/s2AEffJD21rlz52jWrBnR0dG4u7szb968THVo+fLlIyYmhpYtW+Lt7Y2iKE9/\nsskE9+9DgQKPvrdihf66mZ88hRAvrnsJ99h3eV9a1ZQb0TfSvW9tYU31otWp/VZtapeoTe23amdv\nUAZPns7s1i1TOzafhQRpQuSATKXYWLsWxozRpzjXrk0XoAUHB+Ps7ExERARubm74+flhkckgyN3d\nnbJly1LnoZG6J4qJgdWr4dtv4b33YM2aR495441MtUsI8XL4+/bfbFe3E3AhgENXD5FsSk57r3j+\n4jQo1SAtKKtetDo2VjbZ38jHTWfa2kL79lk2nfkkEqQJkc2eO8UGwKFD0LOn/v2cOfDJJ2lvhYWF\n0aRJE0JDQ6lfvz7+/v4Z1s18VhYWFk8foIWEwIIF8N13eiF30NfOJSRA7tyZbosQ4uURERvB8L3D\nWf7n8rTXLAwW1Hu7XlrVlHfffDd7R8n+7UnTmW3b6snAc4gEaUJkk0yl2ABQVT0oS0yE/v31jQIp\noqKicHFx4eLFi9SsWZNt27aRJ08GRdYfQ9M0VqxYgaZpfPbZZ8/0c6WJjYV33tGnNwE+/BAGD4bW\nrcEMwaIQ4uWgaRprTq1hSOAQbsfeJpdlLjq80wG38m44l3XmjTw5PIr+Ak1nPokEaUJkg+dOsZEq\nPBxcXSEyUt/R+c03aUlfY2JicHNz4+TJk1SoUIHdu3dTIKM1YI+9dDh9+vRhy5Yt5MmTBxcXF0qU\nKPGsP6I+LdC1q97GgQP1IE0I8VpRI1T67ezHT//8BEBDx4YsdltMhULmq27yXF7Q6cwnkSBNiCx2\nO/Y2rda34kjIEexy27G5w+anS7GRKi4OWrWCS5egZk19HZqlXlQ9MTGRdu3aceTIEUqWLElgYCCF\nCxd+6kvv2rWLnj17EhYWhp2dHQsWLHhytYCICD0QK1/+0fd8fKRigBCvoYTkBGb+MpOph6aSYEyg\nYJ6CzHaeTbdq3V6M6cxVqx6k/IEXZjrzSSRIEyILXYq8RLPvm3Eh8sKzpdhIpWl6Hc6jR6FkSX0n\nZ8p27+joaDp27Mju3bspVKgQe/fu5e23337qS8+dO5chQ4YA0KBBA1auXEmpUqUef8L58/pGgFWr\noF49CAx89BgJ0IR47fx85Wc8dnjw1+2/AOhRvQfeTbyzPtv/f7l2DUaP1vurVKVK6YHZCzSd+SQS\npAmRRYKuBdF8XfPnS7GRytcXvv9ezyu2cycUKwbAjRs3aN68OSdOnMDBwYE9e/Y8c7H0Zs2aMXHi\nREaNGoWnpyeWKaNz6ZhMejD2zTewZ8+D1y0tZTOAEK+5f28MUAoq+Db3paFjw5xrVHQ0fP01zJ6t\nz0JYW0OnTvqGq2yezjSZTERHR2fqGhKkCZEFtvy1BfeN7sQlxz17io1Ux48/2Bzw3XeQkt3/zJkz\nuLq6EhISQtmyZdm1axflM5p6fIKKFSty5cqV/16/lpSkP3WGh+s52bp3h6++gkqVnvl+QohXQ0Yb\nA0bVG8XIeiPJbZVDD25Go557cexYuHlTf61dO70WcNmyz3XJ1CArKirqub7u3r2LhYUFZTIxaidB\nmhBmNj9oPgN3D0RD47Man7HIbdHTp9hIdeeOvpg1MVGvLODuDsC+ffto27Yt9+7do06dOmzduvWZ\n1qD92xM3GOTODaNG6aNmvXvr5ZuEEK+tCxEX6Luz74u1MWDvXvD0hNOn9T/XqqWnKKpbl5iYGCKu\nXn3uIMtkMv33vZ8gfybXu0mQJoSZmDQTwwKHMefXOQBMdprM6P+NfvZFs5qmD83/84++UWCunrJj\nxYoV9OnTh+TkZNq3b8/KlSufKs1GQEAAGzduZOnSpRm3JSkJtm7VR8rc3B59f9CgZ2u/EOKV80Ju\nDDh3DoYOhV279D+//TamadMIcnRkd2Agezw9+e2339A07b+v8x/y58+Pvb39c33Z2dlx8+ZNPv74\n4+e+vwRpQpjBwyk2rCysWN5y+bOl2HjY7Nl60FSgAPj7o+XOzfhx45g8eTIAw4YNY8aMGU9VSWDh\nwoUMGDAAk8mEu7t7+s7i5k1YsgQWL4br1+Hdd/U0H7L4XwjxkBduY8CtWzB+vN5/GY2Y8uXjhIsL\n32gaAQMGcCc1kTZgbW1N0aJFnzvIsrLK2TBJgjQhMunfKTY2fbqJj8s855PT4cMwcqT+/cqVUKYM\nw4YOZfbs2VhYWODj40O/fv2eeBmj0ciwYcOYmzIKN27cOBo1Skn7cfcu9OsHGzboo2gAFSvq05lG\nI+RwpySEeDFktDFgsdtinEo75UyD4uPhm2/Qpk3DcP8+JoMBfwcHBkRGEr5xY9ph5cqVo2nTpjRt\n2pSGDRuSN2/enGmvGUhvLEQmPJxio4RdCXZ13vVsKTYedusWdOigB0pDh0KrVgQEBDB79mysra3Z\nvHkzbhlNR/5LTEwMnTt3ZuvWrVhbW7N06VK6dev24ID8+eH33/X7fPKJXr2gUSMZQRNCAC/gxgBN\n4+Y332A7ZQp2kZEYgJ3AME3jfGQkefPmpUWjRjRt2hQXFxfKPudGgReRBGlCPKega0G0WNeC8Nhw\nqr1ZjZ3uO3nL7gmJYB/HaITOnfVpx3r1YNo0wsLC6JlSp3PKlClPFaDplzJy+fJl7O3t2bx5Mw0b\nNkx/gIWFvguqZEl4hrxqQohX34WIC/Tb2Y/9/+wHcmZjQExMDMePHycoKIhre/fS+eBBaiUmAnAK\n8ARuvfsuLZo2xcfFhbp165L7FU0HJEGaEM/BLCk2HjZ5MuzbB4ULw/r1aFZW9OzZk1u3btGoUSOG\nDh361Jeys7Nj586dxMTEULFo0YwPqlv3+dsqhHjl5NTGAJPJxPnz5wkKCkr7OnPmDBZGIyOAmUBu\nIMxgYMt775G7b19WNmtG8eLPmHPyJSVBmhDPyCwpNh4WGAiTJunTjWvXwltvMX/ePHbt2oWDgwOr\nVq16qk0CDytZogRMnKjnV/v1VxkxE0I8VnZvDLh58ya7d+8mICCAwMBA7t69m+79Dy0sWGVjQ/n4\neACi2ralsK8vHgULZkl7XmQSpAnxlMyWYuNh167p05yaBhMmQOPGnD59muHDhwOwdOnSJ9bSNBqN\n6asFJCTA55/DmjX61Obhw2l51oQQIlV2bQwwGo389ttvBAQEEBAQwIkTJ9K9//bbb1O7dm3qVq9O\nu5MnKb5hA4b4eL1005Il2Dd6hlrHrxgJ0oR4CnFJcXTb0o0N5zZkPsVGqqQkfaPA7dvQpAmMGUNc\nXBydOnUiISGB3r1707p168eebjKZ8PLy4sqVK6xdu1YfbYuMhNat4eef9VJS69dD8+aZa6cQ4pWS\n0cYAr3pejKw3EhsrG7Pd5/79+yxYsIC5c+dy69attNfz5MlDo0aNcHV1pVmzZpQuXVpf7tGnj54f\n0sJC3zw1cSLY2pqtPS8jCdKEeAKzpth4mJcXHDkCb72l1+e0tGT48OGcPXuWChUqpKXPyEhcXBzd\nu3fH398fKysrTpw4wftVquhrzf76C4oX14ux16iR+XYKIV4Z/94Y0KBUAxY3X0zFQhXNdo/U4GzW\nrFlEREQAUKZMGdzc3HB1daVBgwYPEnHfuQO9eumbmUDP17hsGbz/vtna8zKTIE2I/xARG0G95fX4\nO+LvzKfYeNiWLXrSWktL+OEHKFyYnTt34uPjg7W1NWvXrn1sbp/bt2/TqlUrjhw5gp2dHRs3buT9\n1A6tZ099XduOHVCiRObbKYR4Jfx7Y4BDHgdmO8+me7XuZtsYkFFw9tFHHzFhwgQaN2786H2OHIG2\nbfXE2rlzw7hxMGyYXhRdADkQpCmK4gW0AKwBH+AXwA8wAWeAL1VVff4aDkKYidFkpNPGTvwd8TdV\ni1RlV+ddz59i42GXL0OPHvr3X38NdeumS7cxdepUatasmeGpV69e5eOPP+bixYuULFmSgIAAqlR5\nKGgcNgwGDNBLPAkhBPrGgL47+nL+9nkAulfrjncTbwrnff66vw975uAM4McfoVs3fQ1tvXqwdClU\nyMH6ny+oZ9sylkmKojQE6qiq+hHQECgDzAZGqapaHzAArbKzTUI8zuifRrP38l4K2xbOXA60h8XH\nQ7t2etb/Tz6BIUPQNI2ePXsSHh5Oo0aN8PT0fOzphQoVomDBgtSsWZOgoKD0ARroO0QlQBNCAMmm\nZAbuGkgDvwacv32e8g7l+anbT/h94meWAO3+/fvMmDGD0qVL4+XlRUREBB999BGBgYEcPnyYJk2a\nPBqgaRrMnKmvx01IgL594cABCdAeI7tH0pyB04qibAHsgGHAZ6qq/pzy/q6UY7Zkc7uESMf/rD9f\n//I1lgZL/Nv7U7JASfNceNAg+OMPfdfSihVgMDxTug1bW1t27NiBjaUl+cLCoFgx87RLCPFKiYqP\n4lP/T9l7eS/WFtaM+t8os20MeK6RM4DkZH2kf/Fi/c8zZ+obBKTayWNld5BWGCgJNEcfRduOPnqW\nKhookM1tEiKdM7fO0HOrPvU4y3kWDRwbmOfC338Pvr762gt/f7C3f+Z0GwCFrK2hfXs4flzPgVa+\nvHnaJ4R4JVyKvETzdc356/ZfFLYtzJaOW/io5EeZvu5zB2f6yfro2a5deh+4erXej4n/lN1B2m3g\nvKqqyYCqKEo88PBvpfxAVDa3SYg0UfFRtP6hNTFJMbhXdWdg7YHmufC5c/r2coBvv4WaNZ8p3Uaa\nq1fBzQ3OnIEiRfRpUyGESPHzlZ9p80MbIuIieKfwO+xw34GjvWOmrplRcFanTh0mTpz45OAMIDRU\nTwX0559QqBBs3QofZT5ofB1k65o04DDQFEBRlOKALbBfUZTUoYpmwM+POVeILGXSTHTd3JWLkRep\n9mY1lrRYYp5dT9HR+jq02Fg9cW1KsPakdBvXrl1j8ODBxKdk3ebECfjwQz1Aq1hRH0WTbepCiBQr\n/lhB41WNiYiLwLW8K0c+O5KpAC2jNWd16tQhMDCQX375JeM1Z/927pzeb/35pz7qf/SoBGjPIFtH\n0lRV3akoSn1FUX5DDxC/AIKBJYqi5ALOARuys01CpJp0cBI71B28YfMGmzpswtbaDEkUNU1fGHv+\nPFSqpK/FMBiemG4jISGBtm3b8ttvv6FpGt+MGweNGukjZw0awObN8MYbmW+fEOKlZzQZ8drvhfcR\nbwAG1R7ELOdZWFpYPuHMjGV65CzV779D06YQEaHncNy6FV7D0k6Zke0pOFRVHZHByw2zux1CPGz7\n39uZeHAiBgysa7uOMm+UMc+Fv/tOX4tmawsbNkC+fNy8efOJ6TYGDBjAb7/9RqlSpRgzZgw4OMCM\nGfDLL/pW9dy5zdM+IcRLLToxms6bOrPt721YWVixwHUBfd7r81zXMltwBnDwILRooa9Fa95cT7kh\nO8+fmSSzFa89NUKly+YuAEz7eBou5VzMc+ETJ+Crr/Tvv/sOKlfGZDKlpdv4+OOPM0y3sWTJEpYs\nWYKNjQ2bNm2iUKGUIsd9+4KHh+yEEkIAEHI3hBbrWnAy7CT2NvZs/HQjjUo/e53L6OhoFixYgLe3\nd+aDM4CdO/UlHvHx0KkTrFwpCWqfkwRp4rV2P+E+rX9ozb2Ee7St1JYRdTMa6H0OUVF6J5WYqAdW\nnTsDMH/+fHbv3o2DgwMrV658JN3G8ePH6d+/PwCLFy9+dJRNAjQhBPBb6G+0Wt+Km9E3Ke9Qnh3u\nO1AKKs90DbMHZwDr1ulJapOT9QdLHx+9sop4LhKkideWpmn02taLc+HnqFy4MitarTDPRgFN08sz\n/fMP1KwJ33wDwKlTp9LSbSxbtizDdBsVKlSgVatWFClcmO7du2e+LUKIV876M+vpubUn8cnxODk6\nseHTDTjkcXjq8x8XnE2YMOHpNgM8jq8v9Oun94EjRsD06fJgmUkSpInX1sxfZrLh3AbsctuxucNm\n8ufOb54Lz5mj1+YsUEDPh2Zjk5ZuIzExkT59+vDJJ59keGq+fPn4Yd48aNVK3wVVp4552iSEeOlp\nmsakg5OYcHACAL1r9maB6wKsLZ9uKjHLgjPQE9OOSJmJmD4dRo58/muJNBKkiddS4KVARv00CoDV\nrVc/8zTBY/3yy4OOys9PrywADBs2jHPnzlGhQgXmzJnz+POjozG0aKHvihoxQl98K0+iQrz24pLi\n6LWtF+vPrMfCYMFs59kMrD3wqQKrLA3ONA1Gj34warZggT6aJsxCgjTx2vnnzj903NARk2ZiXP1x\ntKzQ0jwXDg/XM2objeDpqdfmBHbs2MGCBQuwtrZm3bp1j6TbSJOUBJ9+qgdopUvro3ASoAnx2guL\nDqPV+lYEhQaRL1c+1rddj5vi9sTzNE1j0aJFjBs3zvzBGYDJBP37w6JF+rqzlSvT1t8K85AgTbxW\nYpNiaf1Da+7E38GtvBvjG443z4WNRr1zCg3V8wFNnw6QLt3GtGnTqFGjRrrTLl++TNGiRbHNk0df\nZLtrl55HaPduePNN87RNCPHSOhd+DtfvXbly9wqlCpRie6ftVH2z6hPPu379Or169WLPnj2AmYMz\n0B8qe/bUUwyllrpr0SLz1xXpSJAmXhuaptFnex9Ohp2knEM51rRZg4XBTEU3pkyBvXv1kifr14O1\nNSaTiR49enD79m0aN27MkCFD0p1y584dnJ2dyZcvH4HTplHEz0/PI7RjByhmmn4VQry09l3eR7sf\n23E34S613qrFto7beDPfkx/eNm7cSJ8+fYiMjMTBwYHFixfTrl078wRnoKfW6NABtm2DfPn0/zo5\nmefaIh0J0sRrY17QPL4//T15rfOyucNm7G3szXPhvXth4kR9anLtWihRQr/fvHns2bOHggULPpJu\nw2Qy0aVLFy5dukSNGjXI7+SkVxEAvYSKEOK1tuzEMvru7EuyKZm2ldqyqvWqJ1ZBuXfvHgMHDsTP\nzw8AFxcXli9fTvHixc3XsPv39Y1NBw7oSbZ37YJatcx3fZGOBGnitXAw+CCegXri2BWtVlClSBXz\nXDg0VJ/m1DQYPx6aNAHg5MmTjEjZQLBs2bJHOslJkyYREBCAg4MDmzZtIk+ePNDSTGvjhBAvLZNm\nYvT+0cz4ZQYAwz8azvTG05846n/48GG6du1KcHAwNjY2eHt78+WXX5pv9AwgMhKaNYPffoNixSAw\nEKqYqS8VGZIgTbzyrt+/TocNHTBqRoZ/NJz277Q3z4WTkvQh//BwaNwYxo4FIC4uDnd3dxITE/Hw\n8KBVq1bpTtu+fTsTJ07EwsKC9evX4+joaJ72CCFeanFJcXTf0h3/c/5YGixZ6LbwiSWeEhMTmThx\nIjNmzMBkMlGjRg2+//57KlWqZN7G3bgBzs5w5oy+sWnvXihb1rz3EI+QIE280pKMSXzq/ylhMWE4\nOTox9eOp5rv4qFF6yo3ixfXFsylZtYcOHcq5c+eoWLFihuk29uzZgwG9bmeTlJE3IcTrLTwmnFbr\nW3H02lHy58rPhk834FzW+T/POX/+PF26dOHEiRMYDAa8vLyYMGECuXLlMm/j/vlHfxC9fBkqV9ZH\n0DJIxi3MT4I08Uobvnc4v4T8wlv532J9u/VYWZjpn/zWrTBrlh6Y/fADFCkC6KNkCxcuxNramrVr\n12Jr++gakvljxzJl924KvP++edoihHip/XX7L9zWunH5zmXeLvA2O913/ueSDE3TWLhwIUOHDiU+\nPp5SpUqxevVq/ve//5m/cefO6cs4rl+H99/X16Cl1hMWWc5MW9uEePH8ePZHvgn6BisLK/zb+1Mk\nbxHzXPjyZUgt2TRjBtSrB8CNGzfo1asXANOnT38k3QYAMTEYWrTA/tIlDOPG6WvZhBCvrUNXDlFn\nWR0u37nM+8Xf59fPfv3PAO3GjRu4urrSv39/4uPj6d69O6dOncqaAO3336F+fT1Aa9AA9u+XAC2b\nSZAmXknnw8/Ta6seMM1xnkOdkmYqrxQfD+3bw927+g4nT30zwsPpNpo0acLgwYMfPTc5WU9We+yY\nvqZj0yZJVivEa+zMrTM0X9ecqPgoPqn4Cf/X/f8olr/YY4/fvHkzVatWZffu3Tg4OODv74+fnx92\ndnbmb9zBg9CoEUREgJubPoKWFfcR/0mCNPHKuZ9wnzY/tiEmKYZOVTrRv1Z/81188GA4cUIPsvz8\n0oKsb7/9lsDAQAoWLIifn1+6dBuAPmLWty8EBDxIVlu0qPnaJYR4qdy4fwO3tW7cS7hH20pt2dB+\nA3lzZVyNJC4ujs8++4w2bdoQERGBs7Mzp0+fpl27dlnTuJ07oWlTPd1Gx456eqA8ebLmXuI/SZAm\nXimapvH59s/56/ZfVC5cme9afGe+Lehr18LixZArl55d217Ps/bnn38yMqWY8L9zEoWEhODk5ETw\n9u2wapUkqxVCEJMYQ4t1Lbh69yoflviQ1a1XY2lhmeGxYWFhODk5sXz5cmxsbJg3bx67du0yb+6z\nh61fr5e0i48HDw9Yswasn66AuzA/2TggXinfBn3Lj2d/JH+u/Gz6dBP5cuUzz4XPn4c+KVvhv/0W\n3nsPgNjY2LR0G3379qXlQ7nO4uPjadOmDb///jvDChXCf9cuiI2VZLVPkJCcQMi9EIKjggmOCqZa\nnmo53SQhzMZoMuK+yZ3jN45T5o0ybO24lTzWGY9SnTt3Djc3N4KDgylVqhTbt2+natUnl4R6bt99\np4/4axoMH66vuZUlGTlKgjTxyjh89TDD9g4D9IS1FQpVMM+FY2KgXTv9v+7u+tNliqFDh3L+/Hkq\nVarE7Nmz017XNI0vv/yS33//HUdHRxYvXqxPc4rHGho4lPVn1nP9/nU0Hmyo8K3vm4OtEsK8huwZ\nwpYmowIAACAASURBVLa/t/GGzRsEuAc8dkPT/v37adu2LXfv3qVWrVps27aNN7Oynq+3tx6YAf/P\n3nmH13i+cfyTvZFhxopwzNKq8atNrZixqVmzLaU1S1vUVmLVnqnYQRAVq3YpsapqHJGYESGJyB7n\nvL8/nghxEivnZPB8rutcOed9n/d57uOSN/f73Pf9vZk2DcaONdxa7zNaLRw5ItJhbG2FVFMmkE6a\n5L0gJDqEzt6dSdYmM+KzEXSo0EE/EysKfP21KEMvXx6WLUt9sty1axdLlixJV25jxYoVqeGJ7du3\n4/gBOmj/hPyDf7B/6o7Ys9eMxjPoUbmHzviYxBjuR93H2MiY4nmKUzJfSUrmK0lBG9loXvJ+sOD0\nAhacWYC5iTk7uu7I8EFy9erVDBo0iOTkZNq3b4+Xl1e6cj56QVHgp5+EYwawaBF8841h1nqfuXkT\nfv9dvO7cEcdsbOClns1vi3TSJLmeZG0yXbd25UH0A+qVqMeMxjP0N/mOHeDlBdbWsHWreDJClMH3\n69cPEHIbH3/8ceolN2/eZOjgwYBw1tKV4sjF6IQjC1ahunN1nXGeFz2Zd3qezvHAiMB05x1Xdxxj\n6ozB2c4ZM5PnOTD37t3Tn/ESSTax6/ouvtv7HQCr26ymXol6OmO0Wi0//fQT06dPB2DUqFHMmDFD\ntxBJX2i18O23sHix0Hz09IQeug9QktcQHS3aY8XHi88lSgiZpl69wMIiU1NLJ02S6xn35ziO3j5K\nIdtCbOqgR8Hap0/FDQxg5kyhtI24kfbu3TtDuQ1XOzvuFyzIrmrV6PEe3fCW+C9h6vGpOuHIcXXG\npeuk1Sleh4j4iNQdsWcvZ7v0lcqL5S1mMNslkuzkXPA5um3rhoLCpAaT6F65u86Y+Ph4+vTpw+bN\nmzExMWHRokUMeiG1Qu8kJUHfvqIwwNwctmwRskKSt8fWVqTCJCdDnz5CU+6ZY53Jh0zppElyNZ4X\nPZl1chYmRiZs6bjllRpDb83PP4sG6jVqiJBnCvPmzePAgQPpy23ExECrVjjev8+XRYqARpPaLiqn\nERYbxsWQiwSEB4hXRAA3w2/iXs6dSQ0n6Yw3NjJONxxZtXDVdOfvUKGD/sLOEkkuJTQmlLab2hKb\nFEufj/vwU72fdMY8evQId3d3Tp48iZ2dHd7e3jRr1sxwRsXHi77Du3aJkNzOnfD554Zb733g5k1R\noV+3rmiR9TKrVhlkWemkSXIth4IOMcB3AAAL3BZQt4QeFbfPnoWFC4WDtWxZqqN18eJFxqYk1L4s\nt5FGrLZkSXEDzGYHLUmTRER8RLrJyb5qX77c+aXOcVeH9Jsmd6rYiWalm+mEIyUSSfoka5PpsrUL\n96PuU7tYbZa1WqYjCaRWq3FzcyMwMJBixYrxxx9/GLaCMypK7JgdPgz29kKktmZNw62Xm4mKEnJL\nnp5w/Lg41rZt+k6agZBOmiRXcuXRFdpvbp9aKPBNdT0muiYniwpOrVZ0FEjJN4uNjaVbt27pym2k\nFhhko1itoijcjrzN6XunOX1fvM4/OE9T16bs7LpTZ3zF/BWpW7wupR1KU9qhNK72rqnv08PBygEH\nKwdDfw2J5L1h7MGxHLl1hEK2hfDu5I25SdrG58HBwTRu3Ji7d+/y6aef4uvrS+HCeowGvEx4OLi5\nwZkz4v60fz8Y0iHMzZw6JZyx2Fjx2dpaVPl/qftga0ikkybJdYREh9BifQsiEyJpX749vzb5Vb8L\nLFwougoULw4TJ6YeHjFiBNeuXdOR2/j333+xvHWLMuvXPxerLasn+Y+34NS9U9ReXVvneHhceLrj\nqztX59iXxwxtlkTyQeL9nzezT81O7R38cipGdHQ0rVu35u7du9SqVYv9+/djY5N+xwG98OABNG0K\nly+LxPaDB6F0+g9kEsTDuZmZCG/26SPaAdrZZbkZ0kmT5CqeKXXfjrxNDecaeLXzwthIj5VPd++K\nXDQQzlpKNeesWbNYunQp5ubmaeQ2wsPDadu2LaGhoZz+7TcqFiyYbWK1Hxf6mII2BalauCo1nWtS\ns2hNajjXkLtfEkkWc+XRldRUAo+mHtQpXifNeY1GQ7du3Th//jyurq7s3LnTsA5aUJDYFQoMhHLl\n4MABKFrUcOvlFqKiRNV+p06p9/pUrKzEv5dD9t4/pZMmyTVotBq6b+/O2eCzuORzYVfXXVib6Vk7\naOhQUU7dvj20bg3AnDlzGD16NEZGRqxYsSJVbkOj0dC9e3eCgoL49NNPKfXFFwbvb6coCpv/20zL\nMi2xs0j7VGdtZs2DEQ/01wZLIpG8NU8TntJucztikmL44qMv+LbGt2nOK4rCsGHD2L17Nw4ODuzZ\nswcnJyfDGXT1qnDQgoOhalWRipE/v+HWy+lotaJ5vKencNBiY0UlZu/eumOz2UED2btTkosYuX8k\nO6/vJJ9lPv744g8K2upZ5HTbNqGLZmcHCxYAcPbsWUaMGAEIzbNevXqlDp84cSJ79+7F0dGRbdu2\nYWVgB83/vj+1V9em27ZuTD8xPd0x0kGTSLIPRVHos6MP6jA1HxX4iOWtdHsHz5s3j0WLFmFubs7O\nnTtRGbKP7+3bomozOFiE7Q4d+rAdNG9vKFUKGjUSlZqxsVCvHhiyk0MmkTtpklzBb6d/Y97peZgZ\nm+HTxYfy+cvrd4HHj5/LbMyYAc5Cy2v8+PEADB8+PFW8FmDXtm1MmTIFY2NjNm3aRIkSJfRrzwsE\nRwXz46Ef8bzoCUBBm4JUyF/BYOtJJJJ3Y+ZfM/G55kNei7xs77IdG/O0IUwfH5/Uhz5PT0/q1KmT\n3jT64VmRwIMHwhHx8xPJ7x8yNjbCcS1eXOyc9e4NrulXs+cUpJMmyfFcDr3M9/uEYOzqtqtpULKB\n/hf59lt49AgaNBANhoFTp07h5+eHra1tquwGAKGh1B86lN6mplSYOpXGBizHDo4KxnWBK/HJ8Zib\nmPP9/75nXN1x5LHIY7A1JRLJ23Pg5gF+PPQjAOvar9Opkj5z5gzdu3dHURSmTp1Kt27dDGdMXBy0\naSNCnZUqCR20D91BA1E4cehQWrHZHI500iQ5GkVR+H7f92gUDV9X+zrdno+ZxscHNm0SN7FVq1J/\neZ/tog0dOvR5zkiKWG3e4GCWVqqExUvdBvRNEbsiNHVtirmJOdM/n56hPIZEIsk+bj+5Tbdt3dAq\nWsbXG08rVas054OCgmjdujVxcXH069cv7UOfvtFohPr9X3+J4gA/P8iXz3Dr5TTOnYNJk2D1aiGH\n9CKmptCwYfbY9Y5ki5OmUqkKAOeAzwEt4Jny8zIwWK1WKxlfLfmQ2HZ1GwcDD2Jvac/khpP1v0BY\n2PMw58yZIl8BOHbsGAcPHiRPnjyp4YmXxWotDxwQJdoGZmunrVI8ViLJocQnx9NhSwfC4sJwK+3G\nhAYT0px/9OgRzZs3JzQ0lCZNmrBkyRLD5Y4qiih+2rFDOGZ79344VZz37sGPP4pcM4BffxX39FxO\nlu/3qVQqM2AZEAMYAXOAcWq1ul7KZ9k8TAJARFwEQ/YMAWBqo6k4Wju+5op3YNgwePhQ5Gx8IwRx\nFUXh5xQZju+//x4HBweDitUGRwUzzG8Yw/yGpXteOmgSSc5EURQG/zGYcw/OUcq+FOvar0sjCRQV\nFYWbmxtqtZoqVarg7e2NmSEf7KZPF83SLSxEx5OKFQ23Vk4hOhrGjweVSjho5uYwciQYcrcyC8mO\noOwsYAnwIOVzVbVa/UxR0w/Iun4LkhzNyP0jeRjzkLrF6zKomgEaDe/cCc8EaFevTg1zHjp0iGPH\njmFvb/+8eXpQEGzeDJaW4OurF7HaZ85ZqfmlWHBmAUvPLeVx7ONMzyuRSLKGFedXsPriaqxMrdje\neXsaTcL4+Hjc3d05d+4crq6u7N27l7x58xrOGE9PsZNkZCTua3X12CYvJ3P9OkyeLPLwOnUSeXiz\nZr03Id4sddJUKlUf4JFard6fcsgo5fWMaMCA/4sluYU/A/9k9cXVmJuYs6L1Cv0K1oKofEopEGD6\n9NQKnxd30UaOHJl6Ux29dCnew4aRtHEjfPZZppZWFIWR+0emOmcJmgQ6lO+A/wB/nKwNqJckkUj0\nxpn7Z/jWT2igLW+9nCqFqqSee6aheOjQIQoVKsT+/fspZMg2cXv3Qv/+4v2CBdChg+HWyml8+ilM\nnSpy8LZsSU1ZeV/I6py0LwFFpVI1Bj4GfgdeFG2xA55ksU2SHEZsUiwDdw8EYHy98ZR1MkCLpe++\ng5AQqFNHVHamsG/fPk6dOoWjoyPfphy/fv06Hh4emJiYcOPGDTIrtmFkZMST+Cepztn4+uOpXLBy\nJmeVSCRZRWhMKB22dCBRk8iQ6kPSFDQpisLXX3/N9u3byZs3L/v27aOUIR2Hs2dFT0mNBsaMgSFD\nDLdWdqMoYqfwZcaNy3pbsogsddLUanX9Z+9VKtVh4Ctglkqlqq9Wq48CbsCfWWmTJOcx8chEAiMC\n+ajAR4yuPVr/C+zeDV5eInT5QpjzxV20MWPGYJfSp23atGlotVr69eunNz20CfUnMLTmUOmcSSS5\njGRtMl23duXe03vUKlYLj2Yeac7/9NNPrFixAktLS3x9falc2YC/4zdvQsuWouq8Z08RFXgfCQ2F\nCROEk7Z0aXZbk6Vkt1CIAowAflGpVCcRTuPW7DVJkp2cCz6HxykPjI2MWdVmlf6T5iMiYFBKftu0\naVCmTOqp3bt3c/bsWQoUKMA3KRWfV65cYf369ZiYmLx12XxwVDArz69M91yxvMWkgyaR5ELG/TmO\nw7cOU8i2EN6dvDE3MU89N2/ePKZNm4aJiQne3t7UNWReWGgoNGsmfjZtCitXpr/LlJtRFJFrV66c\ncM7WrBHivB8Q2aaTplarXxQraZBddkhyDkmaJPr79keraBn+v+FUd66u/0WGDxctUmrVEqXqKWi1\n2lRdtHGjR2PTuTNK69Z8u3UrGo2Gr7/+GhcXlzdaIjgqmJknZrLs3DISNAl8WvhTPin8if6/i0Qi\nyVK2XtnKrJOzMDU2ZUvHLRSxK5J6zsvLK7XQaPXq1bRq1SqjaTJPil4jN2/CJ5+IHpTm5q+/LjcR\nFCQeqA8cEJ+bNIF586Bw4ey1K4uRYraSHIPHKQ8uhlzEJZ8LkxpO0v8Ce/aIp7JnYU4Tk9RTO3bs\n4OLFixQpUoTBAQHg54dy9izGxYrh6OjIlClTXjv9y84ZQIfyHbA1t9X/d5FIJFnK/af36buzLwCz\nm8ymbonnu2S7d+/myy+/BGDOnDlpevzqnaSk53qNLi7ivpaSmvFeMWOGcNAcHGDuXBHOfd92Ct8A\n6aRJcgQ3wm4w8chEAJa1WqbT8y7TREbCQFGMwJQpaSQ0tFotEyYIAcr1detiunQpmJtjvGMH+/73\nP27cuCG00l7DwjMLWXBGNGaXBQESyfvFyAMjiUqMom3Ztgyt+XwX/sSJE3Tq1AmNRsPYsWOfy/YY\nAkURVekG0GvMcTzLr5s0KUc3QDc00kmTZDtaRcsA3wEkaBLoXaU3TVyb6HcBRRFCtffvw//+Jyo7\nX8Db25vLly/ToUAB6m/bJg6uWAG1amEMlH1DTbThnw3nduRtxtQeI50zieQ94sitI2y6vAkrUyvm\nN5+f2jHg0qVLtGrVivj4eAYMGMDUqVMNa8iECSIKYGUFf/whBFzfVxwcYNmy7LYi25FOmiTbWXl+\nJUdvH6WATQE8mnq8/oK3ZfFi2LABbGxE4ukLYU6NRsPEiRMxAlYYG2OUnCzUql8RrgiNCSW/dX6d\n1i5O1k6sb79e//ZLJJJsI0mTlKqHNq7uOErkExXegYGBNGvWjMjISNq3b2/Ydk8gHJbJk0U1+pYt\nULOm4dbKSk6dEvdmQ1bB5mKyu7pT8oETHBXMqAOjAFjQfIH+Wz/9/Tc8Cz+sWiWqhF5g48aNXLt2\njZIuLtj++acIJWRQxv6sQ0DxucX5M0gqxUgkHwKL/BdxOfQyrvaujKw1EoCQkBCaNm1KSEgIDRs2\nTK0ANxiXL6e2rWPZMlE0kNsJCYG+fUURV58+ojeyRAfppEmyDUVRGLxnME8TntJa1ZrOFTvrd4HQ\nUCHymJQkenR26ZLmdHJyMr/88gsA48ePx6xCBc7178+jiIg0415u35SgSeDEnRP6tVUikeQ4QqJD\nmHBE5KvObz4fS1NLIiMjad68OTdv3qRq1ars2LEDS0tLwxqyZg1otdCv3/POArmVhATR/FylEt/L\nzAyaNxdivBIdZLhTkm1sv7qdHdd2YGdux+KWi/UbKtBooFs3kYdWu7bo5fYSa9euJSAggDJlytCj\nRw/i4uLo2LEjT5484dixY3z00UecuHMCt/VuRCdGA7IgQCL5kBhzcAxPE57SStWKlqqWxMXF0aZN\nG/755x9UKhV+fn7kyZPHsEYEBwvxbYABAwy7lqFRFGjUCE6eFJ9btwYPjzR6lZK0SCdNki1ExEUw\nxE+0L5nZeCZF8xTV7wI//wyHDkGBAqIxullaUdzExEQmT54MwIQJEzA1NWXKlCncunWLypUrU758\neQAq5K9AYdvCqBxVTPt8mnTOJJIPhL/u/MXaf9ZiYWLBvGbzSE5OpmvXrhw7dgxnZ2f2799PgQIF\nDGtETIxwZB49Eg3Ta9Qw7HqGxshIhDYjIoSsRrNm2W1Rjkc6aZJsYdSBUYREh1CneB0GVRuk38l3\n7hR5ZcbGwkFzdtYZ4rV0KfVu3cKqXDm6du1KYGAgM2bMAGDRokWYmopfDQcrB/7q+xdO1k6GTQqW\nSCQ5Bo1Wk/oQObr2aErZl6Jv377s2rULe3t79u3bp7cWcRkboYEvvoDz50XT8G3b3g+dsL59haNm\npuduMu8p0kmTZDmHgg6x6sIqzE3MWdF6BcZGekyNDAiA3r3F++nToUEDnSEJ8fHkGzuW34GrZcti\nYmLC8OHDSUhIoEePHtSpUyfN+Pw2+fVnn0QiyfEsO7eMiyEXKZ63OD/U+YHRo0fj6emJtbU1e/bs\noWLFioY3YuRI2LUL7O2FLlr+XHYfSkoCU1Ndx9LEJE2FveTVyMIBSZYSmxTLQF8hKvtzvZ8p51Tu\nNVe8zeSx0KGDEK5t1w5GjUp32KlevegQG0ussTFlp0zhypUr7Nq1C2tna6ZMf31nAYlE8v7yKOYR\nPx76EYC5zeaydtVaZs+ejampKdu2beN///uf4Y1YuFC0QDIzAx+fNOLbuYIHD6B+fViyJLstyfVI\nJ02SpUw8MpGbETf5qMBHjK49Wn8TKwp8/TVcuiSSUNesSTc0EH/0KLW8vQH4b9gwjCtVokKFCizc\nsxCjQUZMPj8ZRVH0Z5dEIslVjPtzHE/in9DUtSnllHJp+nE2b97c8Ab88YeoRgchG1S/vuHX1Cf+\n/lC9utA/8/CA+PjstihXI500SZZx/sF5PE55YGxkzMo2KzE30WND4OXLYe1aocS9bRvkzas75tEj\nktzdMQc25s9PNQ8hnLv07FKGnhlKjDaGsLgwkrRJ+rNLIpHkGs7cP8OqC6swMzZj9uez6dmzJ/Hx\n8fTp04eePXsa3oCLF4VUkFYrugtkxZr6ZO1aUeBw/z7UqSMcNUPLk7znSCdNkiUkaZLot6sfWkXL\nsJrDqOGsxyolf38YmtJLb8UK+OijdIfFhoVxKzqaU0CeZcvQKBqG+Q3j6z++RqNo+KH2D2zrvE2/\nzqNEIskVaBUtQ/YMQUFh+GfD2fjbRs6fP4+Liwvz5883vAH37kHLlqKis0cP4aTlJubOFfnACQkw\naBD8+aeorpdkCumkSbKEOafmcDHkIiXzlWRyw8n6m/jJEyFYm5goFLm7d89w6MJdu6iRnMzkqlVp\n4e7OjBMzWHBmAWbGZni29WR64+n6LWKQSCS5htUXVuMf7E8RuyI0NGnIjBkzMDY2xsvLy/BaaFFR\nQmojOFjsRK1cmfsqOdu0EU7ZkiWwdCmYy4ddfSCrOyUG50bYDSYenQjAslbLsDG30d/kQ4bAnTsi\nB2LOnAyHRUVF8euvvxIPfDd9OnFxcQyrOYzDtw7zS4NfqFO8TobXSiSS95vwuHB+OPgDAJPrTGZQ\n50EoisK4ceOoXbu2YRdPToauXUWos0wZUShgYWHYNQ2BqyvcvAm2ttltyXuFdNIkBkWraBngO4D4\n5Hh6V+lNU9em+pvc2xvWrxd5aOvWvfLGtmDBAsLCwqhduzb169enatWq1KxZk21ztpEvXz792SSR\nSHIdPx/6mbC4MBqUbMDhhYe5ffs21apVY4KhQ46KAt99JyQ2HB2f/8ytSAdN78jYjsSgrDq/iqO3\nj5LfOj8eTT30N/GDB6IZOoiWTyqV7pikJFAUIiIimJXSFmry5MksXLiQK1eucOLECaysrPRnk0Qi\nyXVceHCBpeeWYmJkQkujlqzzWoeVlRXr1q3DzNCCq/PmwaJFIjS4YweULm3Y9fSBoojdPlkFnyXI\nnTSJwQiOCmbUAaFV9pvbbzha6+kJUVFEo+HwcNFW5Jtv0h/31VcQGckCl5JElomkfr76lC1bljZt\n2gBid80iN4YVJBKJXtAqWob4DUGraOlfsT/TBk4DYM6cOZQ1tDaZjw+MGCHe//67qIbM6URHw5df\nwtat4uF45Mjstui9RzppEoMxZM8QIhMiaaVqReeKnfU38bJl4OcnlLhXr04/wXbVKli9mjgbCxa0\nSoZWYFHIgtGjRxMdHU3btm2zRvNIIpHkWNZdWsfJuycpaFOQGytuEBERQcuWLRk0SM+t6l7m9GlR\n5KQoMG2ayEnL6QQFgbu70KLMkwdS+htLDIsMd0oMwrYr2/C55oOduR1LWi7RX9/LGzeeP30uWQJF\niuiOOX8eBg/mkTV8PMiK8PIaTDWmNCnYhPXr12NpacncuXP1Y49EIsmVRMZHMvqAENRupGnE0f1H\nyZ8/P6tWrTJsn96gIFHJGRcnIgI//GC4tfTF4cOiOOvSJZFacvq0kAuRGBy5kybROxFxEanNiWc0\nnkHRPEX1M3FyMvTqJdo/desmRB9fJjwcOnTgum0Cbl/ZEmT2BCJhXZt1NKnchFuDb1GoUCFcXFz0\nY5NEIsmVTDwykYcxD/nE8RO2jtgKwKpVqyhYsKDhFo2IgBYt4NEjaNJEPGjmdKkNrVY4kmFh4OYG\nGzaALLbKMqSTJtE7ow6MIiQ6hNrFavNVta/0N/HMmfD33+DsLJJt02PaNLh1i1l9nQgyewzB0PJp\nS7o0EA7dwoUL9WePRCLJlVwOvcxvZ37D2MiYqM1RJCUmMXDgQFq3bm24RRMToX17uHYNKlUS1emG\nLkzQB8bGwlZPT/jxR9kcPR2etRJMbwfWfZN7puaWTppErxwKOsSqC6swNzFnZZuV+hOHPX8eJk4U\n79esEflo6TFlCigKY9q0YM3UpmiPavn1wq/6sUEikeR6FEVhyJ4haBQNVRKr8M+JfyhTpgxzXqGz\nqIdFoX9/OHIEChcW/TnTa12XUyleHMaPz24rcgS+13259vgat57c4lbkLfHzyS2uDr5K8bzFdcZH\nJ0Vnaj3ppEn0RmxSLAN9BwLwc72fKedUTj8Tx8SIHnbJyUK8tkmTjMdaWoKHB9P79kV7QEuPHj2o\nUKGCfuyQSCS5ns3/bebo7aPkNc3LPzP/wcTEhHXr1mFjo0eR7ZeZMAG8vMDGBnbvFk6PJMegKAqP\nYx+nOly3ntyiZ5WeFLItpDN2/JHxXAy5qHP89pPb6Tppa9qsoY9nn3e2TTppEr3xy5FfuBlxk0oF\nKjG69mj9TPpMbuPKFShbVoQ8X8P169f5/fffMTExYeKz3TeJRPLBE50YzYj9ovDI6JARxMGESROo\nUUOPvYRfZu5cmDxZhA03bYKqVQ23VmZZtw727hWN0o3fn7pCRVHQKlpMjHVDtT2292DHtR3EJMWk\nOf5xoY/TddK6VOxC/RL1ccnnQsl8JSmZryQl8pUgn2X6eXrF8hbLlO3SSZPohfMPzuNxygMjjFjV\nZpX+mpTPng2bNwslax8fsLZOczouKY4R+0cws/FM7CzsAJg4cSJarZb+/fszZ84cvvjiC8O3dpFI\nJDmeyUcnExwVjEOcA+GHw/nss88YO3as4RZctQqGDxfvV6+GVq0Mt1Zm0GhEccDs2eJz164519bX\n4H/fn7PBZwkIDyAgIoCb4Te59eQWGzpsoE3ZNjrjNYqGmKQY8lnmS3W6SuYtSWG7wunO/0OdrK3G\nlU6aJNMkaZLot6sfGkXDdzW/o4aznp5KDxx4Xp7u5aWjy6PVJNNjWjW2c4X45HhWt13NpUuX2LRp\nE+bm5nzyyScMHjwYb29vbt26hfVLDp5EIvlwuPb4GnP/nosRRoR7hWNrY4uXlxempgb6M7hlCwwY\nIN4vWAC9extmncwSESGcsv37wdQUfvstxzpoiZpEbj25RUB4ACpHFaUddDs0LD67GM+LnjrH7z29\nl+6cc5vNZUnLJRnuhGU30kmTZJo5p+ZwMeQiJfOVZEqjKfqZNDBQSGxotfDzz0JE8SVGj/8f282v\nkDfJhJGfiRDG+JTk1n79+jFjxgwApkyZIh00ieQDRlEUhvoNJUmbhNklM5KCk1iwegGurq6GWXDP\nnuditZMnw7ffGmadzHL7NjRuDAEB4OQE27ZBvXrZbVUafK76sObiGi6HXuZ25G20ihaAmY1npptW\n87nL55gYmVDaoTSlHUrjau+Ki71Lhk5YeiHN15GQkMDt27d58uRJmpeNjQ3du3d/6/lehXTSJJni\nRtgNJh6dCMCyVsuwMddD8m1MjHDKIiLEE106eWVLPLrhYX4OUw1s/2QGFQpUxN/fn507d2JlZYW1\ntTV3797lk08+oV+/fpm3SSKR5Fp8rvlwIPAApkmmJO1Nol27dvTp08cwix09Ch06iEKnkSOFbEVO\npVAh4ZzZ2oreoSVKZIsZydpkniY8xcHKQedcQHgAvmpfAIyNjCmZrySlHUpTxC4dIXOgR+UeHH9Y\nlQAAIABJREFU9Kjc463WDw8Px9vbW8fpcnJy4rffftMZf/XqVT755BOd45UqVZJOmiTnoFW0DPAd\nQHxyPL2q9KKpa9PMT/qsUODff4Wy9bp1OgmsJzbPYsjTTWAMKwv0o1EH0T/up59+AqBXr14sStFR\nmz9/PiZS10ci+WCJTozm+33fA5C8P5lCeQqxfPlyw3QVOHtWdBOIj4eBA+HXX3O2WK2FBezcKapO\nDVnd+hKKonDp4SX23NjD3pt78b/vT5dKXVjTdo3OWPdy7jjncaZq4aqUsi/1RvnOoaGhLF26lICA\nAAIDAwkLC+PJkycUKlSICxcu6Ix//PgxX32lq+lZqlSpdJ00R0dHSpcuTb58+dK8SpYs+Wb/AG+B\ndNIk78yq86s4evso+a3zM6epnjSGXi4UeFlLSK2mxsBf6P45lPyoLr2HrATg2LFj7N+/Hzs7O5o1\na8b27dtxd3enbt26+rFLIpHkSr7b+x13Iu9ACHAWPP08cXJy0v9C//0HzZpBVJTI8Vq8OGc7aM8o\nUCBLlzt97zTtt7QnOCo4zfGQ6JB0x5dxLEMZxzKAcO4ePnxIQEAAAQEBPHnyhGHDhulck5iYyIQJ\nE97YpgIFCjBgwAAdp6tABv82xYoV48aNG288f2aQTprknQiOCmbUgVEALHBbgKO1Y+YnfblQID19\ns1KlMO/Zh9+fRMAEL0D84j7bRRs+fDjt2rWjUaNGJCQkZN4miUSSa9l2ZRurLqzCSGOEsl3h2yHf\n0qxZM/0vFBgo9BvDw0WKxtq1OU+Z/9Yt0c4pi1o6abSadCUvXB1ceRD1gMK2hWlRpgVupd2oX7I+\nTtYZO86PHj2iadOmBAQEEB39XBzWwsKCb7/9FuOXoi1FihRh7NixuLq6UqpUKQoWLEi+fPnIm4GA\ncL58+Vi+fPk7flPDkqVOmkqlMgNWAyUAC2AKcBXwBLTAZWCwWq1WstIuydszZM8QIhMiaVmmJV0q\nptND8215g0IBILX6yEijSQ2DHjhwgOPHj+Pg4MD334uwRka/jBKJ5MPgbuRdBviK6kpln0J5x/LM\nfAOdxbfm/n2RfP/gATRoIKo6c1q7pyNHoGNHqFEDfH0N4kAmJCdw5v4Zjtw6wpHbR7jw4ALBI4Kx\nNLVMM87J2omrg6+iclSlhpwVRSEwMBB/f386deqk43Q5OTlx584doqOjsbe3p3Tp0qmvhIQErKys\n0ow3NjZm2rRpev+O2UFW76R1Bx6p1eqeKpXKHvgHuACMU6vVx1Qq1RKgLbAji+2SvAXbr27H55oP\ntua2LGm5JPO5HTEx0K5duoUCj2MfM/bgWJa0WoKpccp/VyMj4ayRdhdt9OjR0jmTSCRotBp67ehF\nRHwEqMHmig3bzmzT+WOeaR4/FjtoQUFQvTrs2gX6XiMzaLUwfz6MGiW00BQF4uJEOoke6eTdiT/U\nfxCXHJfm+D8h/1CzaE2d8WWdyhIUFISfnx979+7l77//5tGjRwB8/PHHlC1bNs14IyMj/vrrLwoU\nKICDg25xwftMVjtp3sDWlPfGQBJQVa1WH0s55gc0RTppOZaIuAgG7xkMwIzPZ2RaTTm1UODSJShT\nRoQ5U56iHkY/pLFXYy6HXmZRy/Qbqm/atAl/f38KFizIkCFDMmeLRCJ5L5h9cjZHbh2BaGAneHl5\nUf4lncVMExkJzZvD1auiYbqfH9jZ6XeNzHD/Pnz5pUgjARg9GqZNe+ddtITkBLSKFiszXSc0SZNE\nXHIclQpUokGJBjQo2YB6JeqR3yZ/hvN17NiR8+fPp352cnKiZs2aGaaplCunpzaDuYwsddLUanUM\ngEqlskM4bD8Bs18YEg3IrZAczOgDowmJDqFWsVp8Xf3rzE/4YqHAjh2p+RLBUcF8vvZzrj2+hiqv\nK7FJsTpVPTExMYweLXRyevfujYWFRebtkUgkuZqzwWf56ZDYXWcHjBs2jnbt2ul3kdhYUcV57hy4\nugohWEc95OXqk1WrhIPm5AQrVmScQpIBCckJ+Af7i/DlrSOcvHuSRS0W8eUnX+qMnd10NstbL6eA\nzfNEe61Wy7///outrS0uLi4613Tp0oVSpUrh5uZGgwYNcHFxMUzFbS4nywsHVCpVMWA7sEitVm9U\nqVS/vnDaDniS1TZJ3ozDQYdZeWEl5ibmrGy9EmOjTPZ2y6BQ4G7kXRqtbURAeAAfPYSDf1iQ71vd\nJ9Rff/2Ve/fuUa5cOTw8PNi/fz+nT5/G3FxPLakkEkmuIjoxmm5bu5GsJMPf0My1GZMmTdLvIomJ\nQgft+HFwdoaDB6Fw+i2EspWxY8Vu36hRQg/tLVjsv5iR+0fqhC+vh11Pd3xph9KpTtmRI0c4cuQI\nR48eJSwsjFGjRvHrr7/qXPPsAVvyarK6cKAgsB/4Rq1WH045fEGlUtVXq9VHATfgz6y0SfJmxCXF\npSbh/lT3J8rnz2ToIINCAUVRaLe5HQHhAXzyAA5sNMVxs4fOFv2dO3dSf/Gtra3RaDTUqlVLOmgS\nyQfMd3u/IyAiAB5CyYCSbDi9Qb86iRoN9OghmpA7OQkHzQDaWHrBzAw8PDI8nZCcQGhMaLopK0Xz\nFH3r8KWnp6eOcHjRokWx1XP+24dGVu+kjUOEM8erVKrxKceGAQtUKpU5cIXnOWuSHMTEIxO5GXGT\nSgUqMabOmMxN9opCASMjI5ZE1efHm+fYvM0Ie88NIu/jJUaPHk18fDy1a9fmr7/+wt7eXv9PzBKJ\nJNfwTG6DZLDYbcEO3x36TTJXFCFQ6+0NefLAvn2QE/KkEhPFQ+9rbEkvfFmtSDWOfXlMZ2yTUk14\nOPJhuuHLu3fv0qJFC51r6tatS9GiRWnYsCENGjSQIUw9kdU5acMQTtnLNMhKOyRvx7ngc3ic8sAI\nI1a2XvlGis8Z8opCAQD++ovqI+ewH2DVSujUSWeK48ePs3nzZiwsLLh79y4AkyZNwjGn5YRIJJIs\n4d7Te3zpk5IrtR/WzFxDlSpV9LeAosCIEbB6taje/OMPqFpVf/O/K//9J3b2QkNFl5YMnNKgiCAq\nLq6oE76MToxGq2h1UleszKywMLHg0qVLqaHLZ+FLJycnQkNDdZyv0qVLc+fOHemU6RkpZit5JeFx\n4XTe2hmNomFYzWHpllO/FRkUCqRSqxaMGSNyKPr21blco9GkKkw3bdoUX19fKlasmG5LD4lE8v6j\n0WrosqkLUclRoIbvan9Ht27d9LvIpEkwd64IIfr4QJ06+p3/bdFqYeFCUbGZkAClSkFwcIZOWol8\nJbAxt6GUfSkalHwevnxxp+xl4uLiqFatGklJSanHnJ2dadiwIVFRUeTJkyfNeOmcGQbppEkyRKPV\n0H17dwIjAqlauCrTP5+euQnTKRSIiIvA3sr++RgjI5gxI8MpPD09uXDhAs7Ozqxfv56dO3dSrFgx\nTE3lf2WJ5ENk5omZnHxwEqKh1qNazPp9ln4XmDdPpGQYG8PGjaL1U3bysrRG374wbx7JNlbsvraD\n2sVq6+SOGRsZEzQsCFvz5/lhLyb69+rVS0dj0sbGBnd3dywsLFLDl6VKlZLOWBYj/7JJMmTCkQns\nDdiLo5Uj2ztvT1cf540JChL97F4oFPC/70/z9c35tfGv9Kva77VTPH36lHHjxgGistPOzo4ePXq8\nu00SiSRXcy74HD8f+hmMwPGEIz47ffT7wLZ6NaR0MWHVKlHVmd1cvSocNEdHWLGCR03rsPL8Qpac\nXcLdp3eZ1mgaY+uO1bnM1tyWq1evcvDgwTTVlwAuLi60atVK55otW7YY/OtIXo100iTpsuPaDqYe\nn4qxkTGbOm6iRL4S7z5ZTIyo3gwPh5YtYeJETt49idt6N54mPGVPwB76ftL3tU9oU6ZMITQ0lFq1\nauk/nCGRSHIVMYkxtFzTEq2RFpOzJvgt8MuwIfY74e0NA0RFO/PnQ58++ps7MzRuDCtXoq5VlinX\nlrN5blcSNYmAkMIoYlckw0unTZvGunXrUj8XLVqUBg0akD9/xlWbkuxFOmkSHa49vkYvn16A6CrQ\nuFTjd5/s5UKBdes4euc4LTe0JCYphk4hjqzv/etrHbQbN24wb948AObNmye33CWSD5zu67rzMPkh\nPITF7RZTvXp1/U3u5wfdu4ud/0mTYOhQ/c2tD/r1I/rBebwueWGEEa1UrRhSfQi1CtXi2NFjnIg+\nQZ108ubatm2LkZGRrL7MRbzSSVOpVMZAS0T1pSMQChwEDsgm6O8nTxOe4r7JnajEKDpX7MzIWiMz\nN+FLhQKHIs7TakMr4pLj6HHDijUbwzBNmg4rV2Y4haIojBgxgqSkJHr37q3fm7FEIsl1rPl7DTvv\n7oRk6GzSmYF9B+pv8mPHoH17SEoSFZ0pvYGznM2bRVhzxQqRq/sSVQtXZV6zeZQ1Ksvl45eZvXo2\nx44dIzExEXd393SdtI4dO9KxY8essF6iJzKUjFepVI2AA0B9RCP09cA5oDnwp0qlysT2iiQnolW0\n9N7Rm+th16lUoBKr2qzK3FPWi4UCa9dChQo4WTthZWLBlwG2eG6Iw7R2XViwIGObtFq++eYbfH19\nsbGx4fTp08yZM4fk5OR3t0sikeRaboffZuBu4ZS53HDBy8NLf5OfOye0G+PjRahz1qx0HSSD8uQJ\ndO+O0rUrxw6uouPCetwIu5Hu0MpxlXH7nxujRo3i4MGDJCUlUaNGDT777LOstVliMF61k1YGaKpW\nqzUvHd+sUqlMgQGIXTXJe8L049PZcW0HeS3y4tPFJ00l0FvzYqHATz8J8VqgsqkzZ7fnp8TZGxhX\n/RR27wZr63SnSEpKok+fPmzYsAELCwvatGnDxo0bWb9+faoMh0Qi+XDQKlrqzq1Lslky5nfMOe5x\nXH9dRq5cEZWbUVGiG8qSJVnvoB06RFzfXmx0uM+Cr434p6AC4ScoeHIei1ov0hn+2WefUapUKerW\nrUuzZs1o0qQJTk5OWWuzxKBk6KSp1eplrziXDCwxiEWSbMHvhh8/H/4ZI4xY3349pR1Kv/tkLxcK\n/PLL83MbN+Lif0P06dy7Vyh3p0NcXBydO3dm9+7d2NrasnLlSvqkJO7Onz9fv61eJBJJrqDH4h7c\nNb0L0bC1+1acnZ31M3FQEDRpAmFh4p7l5aXTis7g+Pqyd3gbenSBMGsABXtze5wfOLN20Fom1dIV\n7La0tCQgIEDmlb3HvFHhgEqlag0MAWyA3Wq1OmMhK0mu42b4Tb7Y/gUKCpMaTKKlquW7T5ZOoUCa\njgKDB4uf7dqJ3nfpEBUVRZs2bThy5AgODg74+fkxe/Zs4uPj6dKlS7q5FhKJ5P1m09FNbHy4EUzg\n6yJf07pRa/1MHBwsKiaDg6F+fVHVaWamn7nfhiZNKFegPBFW13AxL4HRGWMCfQOJ0ERgbGzM0aNH\nad++vc5l0kF7v3lVTtr/Xvjoplarm6nV6jpAW8ObJckqYhJjaLe5HU/in9CmbBt+rPdj5ib08Egt\nFPCc15uF6nVpzxsZwZAhkMETcFhYGJ9//jlHjhyhcOHCHDt2jBMnTuDt7Y2lpWVqU3WJRPLh8M/1\nf+ixqweYQPmn5Vn0nW7o7514/FjsoAUGQvXqsGuXaPuUHVhaUvLIP3R+3IWgcbcI3BGIQ14HxowZ\nQ1BQULoOmuT951U7aZ+rVKp+wBTgoEql2g9YAn9kiWUSg6MoCv19+/Nv6L+oHFWsdV+r08PtrThw\nQLR0ApbP7cEgf1EVVbtYbT4p/MlrLw8ODqZJkyZcuXIFFxcXDh48SKlSpShUqBCenp788ssvFC9e\n/N3tk0gkuY77wfepNasWmmIabKNsOfnLSf3sHj19Cs2bi1y0ihWF7EYG6Rf6JDEumt/2/kLz2n2o\nWKBi2pNmZnzf63suH73MsGHD+OKLL7DOIGdX8mHwqpy0qSqVqiDwIxADdFKr1ZFZZpnE4Mz9ey6b\nLm/C1tyWHV12kNcy7+svyogXCgUW/tyMb+8vBWBWrYlv5KAFBgbSuHFjgoKCqFChAgcOHKBIESHK\n6OjoyIULF2QemkTygREREcGnwz4ltlIsJokm/DXsL/LZ5nv9ha8jNhZatxbVnKVKPVfwNyCKVsue\njb/w/fnp3MiTxJ4Ifw5+eVjH4axRowaXLl2SYUwJ8OpwpzXwGeALbAQWq1SqwSqVSv6lfA84HHSY\n0QdGA/C7+++Uz1/+3Sd7oVDAo295vjXZB8D8hEaM7L8aAgJeefl///1HnTp1CAoKolq1ahw7dizV\nQXuGdNAkkg+LmJgY6vSsw8MKDwHwaudF5WKVMz9xYiJ07Cj00Jyd4eBBKFw48/O+ggsnt9FieEFa\nBUziRp4kykSY8HDRBYKCgtIdLx00yTNeFdvaAZQEqgE91Gp1dyAQkM28cjl3Iu/QeWtnNIqGsXXG\n0r58JnIdFAX694dLlwivWIpZ5UQvuKVGbRg6/RA8eAA3b2Z4ub+/P/Xq1ePBgwfUrVuXTp06kScL\nQg4SiSTnkpCQQIuuLbhS4QoYw7CPh9Gtmh5awWk00LOnCG06OYkdNBeXzM/7ChJmz6Txzo7stX9M\n3nho9ZctQb9p+O/8U7y89KjxJnkveZWTlg84BBwGCgGo1Wo/oHMW2CUxEPHJ8XTY0oHHsY9p5tqM\nyQ0nZ25CDw/YtAlsbXHY4sufvQ+x1roHgybsElWd69cL7aF0OHLkCI0aNSI8PJymTZtiYmLCmDFj\nGDFiROZskkgkuRaNRsMXPb/gWKFjYAN1CtXBo7VH5idWFPjqK9iyReSe7dsH5TMRQXhDLD6pxnen\njXD/Lw8mC2D3gWiKlyyFj48P48ePN/j6ktzNqwoHBgL9gGhg9LOD6YjbSnIJiqLwzR/fcDb4LC75\nXNjQYQMmxpkII75QKPCso0BFT08qjk6p6FyxAjp1SvfS3bt307FjRxISEnBzc+PatWsEBQVRsGBB\nunTp8u42SSSSXIuiKHz11Vdsj9kOFaGQVSF8evpk7j4lJoaRI0X7OSsrIaJdtap+jEbYfeb+GRI0\nCdQrUS/tyc8/Z4jjeQrWqIG5uQ3Tp//Ed999h6Wlpd7Wl7y/vMpJe6RWqzOUdVepVM5qtfq+AWyS\nGIilZ5ey5uIarEyt8Onig4OVw7tPlkFHAe6n/JeYOxf69k330o0bN9KrVy+Sk5Np2rQpx44dIyYm\nhmrVquHj40PRokXf3S6JRJIrURSFMWPGsPL0SugAZkZm7Oq+CydrPSjoT54Mc+YI/bPt26Fu3czP\niYhMbPlvC7+d+Y2zwWf5xPEjTg86h9lLOmv2H3/M4sWLadGihU6+rUTyKl7lpI1SqVRJwAbgX7Va\nnaxSqYyAT4EeKdcOyQIbJXpgt3o33/p9C8DKNiupUqjKu08WE4PWvS1/5gunyf9apO0o8OOPQhiy\nZs10L126dCnffPMNiqIwevRorly5QkxMDD169GD58uVYZZdGkUQiyVZmzpzJrN9nQX/x+bcWv1Hd\nuXrmJk1OhuHD4bffRPrFhg1CdiOTxCbFMvXYVFacX8Gj2EcAOMSC/cnL7C6+m3Zt2ulc079//0yv\nK/nweJUEx3cpgrajgHopVZ1xwF/AIrVa/XcW2SjJJEdvHaWTd6fUQoEvPvri3SdTFDT9+/JViX9Z\n+SnMr1+PocYvpTZm4KDNnDmTH1Iark+fPp0ffviByMhItmzZQv/+/WVFk0TygbJkyRLGThwrkmzM\noVeVXgz8dGDmJo2MFD049+0TO2ienqKqUw9YmFiw9vzvPIp9ROUHMOwMtP8XFiQrXKh5IV0nTSJ5\nF17ZFirFEZPOWC7m/IPztN7YmvjkeAZ9OoipjaZmar7k2b/SN2ELXp+ClYklFYp/+tprFEVh3Lhx\nzJgxAyMjIxYtWsTXX38NQN68eRkwYECmbJJIJLmTGzduMGLECHx9faEL4AiVC1ZmScslmXtoCwwU\nOmhXrogqTh8f0GM7OZPIp8zfEEHBMKh1F/bY2bFu6AB6DhmCi4GrRSUfFm/Uu1OSO7n2+BrN1jUj\nKjGKLhW7sKjFokzd+JL2+dHzzA9srgI2xpb8UW8Z9ZVX35C0Wi2DBw9m6dKlGBsbs3btWrp37/7O\nNkgkktzP06dPmTJlCvPmzSMpKQmLhhYklE8gr0VetnXehrVZJlT2jx+H9u1Fy6cKFcDXVwjWvgNh\nsWEEhAdQs+hL0QF7e1qXbsH9kBNcXTmFFn37ykiAxCBIJ+095U7kHZp6NeVx7GPcSruxtt3azFVI\nBQUxbHk7NleGPIoFfs3WUav9MKE7dOyYaKb+EklJSfTp04cNGzZgYmKCSqWiQ4cOmfhWEokkN6PV\navH09GTs2LGEhoZCPig5sCS3rG8BsLbdWko7lH73BX7/HQYMgKQkkXu2aRPkfftOKgnJCcw7NY9f\nDv9CcmwyD8Y9wDFP2o4EZmvWUNLGRvQjlkgMxBs1alSpVHlVKlVllUpla2iDJJknNCaUJl5NuPv0\nLrWL1WZr562Ym5i/+4QpHQW+O5pAhVhbDrbdSq0vxohKzjJl0m2WHh8fT4cOHdiwYQOmpqZoNBqu\nXr2Kn59fJr6ZRCLJjSiKwtGjR6lRowb9+vUjNCKUoj2LYjHcglvWt7A2s2ah20LalG3zbgtotTB2\nLPTpIxy0oUPFDtpbOmiKorD5380Um1mMHw79QJwSh0NwEp6bPHUH29pKB01icF67k6ZSqToi+nea\nAt4qlUqrVqunGNwyyTsRGR9J83XNUYepqVKwCru/2P3uoQNFEcKPP/wAt26hKlOGSwP+wMS9negi\n8OmnQm/opQbAUVFRtG3blsOHD2NiYkJycjLW1tZ4enrSrp1MqJVIPhTu37/PunXr8PT05Nq1awDY\n17OHpnAv+R5ooftH3ZnReAZF87yj9E5MjOgi4OMDJiawcKEQrX0HWixtwd7QvQA4PILlB4xod0OB\nUU3fzTaJJJO8SbhzOKKHpx8wDTgDSCctBxKbFEvrja25EHKBMg5l2NdjH/ks360ZcdyJI1iNHgen\nTokDFSvChg2YdO8B//0nlLr37hXK3S8QFhaGm5sb/v7+GBsbo9FoKFGiBDt37qRKlUzIfkgkklxB\nfHw8O3fuxNPTk/3796PVagGwr2yPTTsb7hndg2SoVqQa85vPp1axWu++2L17okDg4kWxa7Z1q5AA\nekfq2NfhcNBefj5qzJizWky1CjRtChYW726jRJIJ3sRJ06jV6niVSkWKVlq0wa2SvDVJmiQ6eXfi\n+J3jONs5c6DnAQraFnzreYIuHWOsZw/uPL3LX6fAqEABmDIFvvwSTE2FgO3jx6LbgFNakcng4GCa\nNm3Kf//9R8mSJSlbtiwJCQls2bKF/Pnz6+urSiSSHIaiKJw5cwZPT082bdrEkydPwBhMXEwo7Vaa\np0WeEpoYSgQRFLQpyPTPp9P7494YG71Rxk36+PtD27aiP7Crq9jVL1cuU99jXJAx380DmyStKDrw\n8NCLrppE8q68iZN2QqVSbQScVSrVMsDfwDZJ3pJETSJ9dvRhz409OFo5cqDnAUrkK/FWc0SG3mHa\ngk7MMzpDYl6wtIb/fhxApTEeYGf3fOD338PAgWBjk+b6oKAgGjduTGBgIBUqVGD//v3Y29tjZmam\no74tkUjeD4KDg/Hy8noezjQDXMGxgyNxxeOIVWIJIAASoZBtIfpU6cPYumPJY5HntXO/Em9v6NUL\n4uOhQQOxg+bo+NrLAJK1yYzzHsfg+oMpUSjtfdKoTx9sVq6EUaOgf3/xYCqRZCOv/R+oVqvHqlQq\nN+A8cE2tVvsa3izJ67j39B5+N/zYE7CHg4EHiU6Mxs7cjr099lI+/1s0DU5OZu2CfowI9eKxlQJA\nj6cuTO2/geLlaqafGPuSg3blyhWaNGlCcHAw1apVw8/PDycnPbRykUgkOQ6dcKalFlRg0dsCTUkN\nyUbJhBEGCqgcVbQr1w73cu7UcK6RuZ0zEHmyU6bAs8bk/frB4sVg/vrCKEVRWOC3gJ+O/kS0dTQn\nLp/g5OSTaQcVLgxqtchtk0hyAG9SODDhhY9VVSpVJeAusFmtVicZzDJJGmKTYjkbfDbVMbv08FKa\n85ULVmZRi0VUK1LtzSZUFNizB0aOJMruGo9bQt2IPHi0mE91mzIweYHIN1u69JXTnD17lsaNGxMZ\nGUn9+vXZtWsXefJk8ilZIpHkKHTCmTyBcmDU2wiKA0aQQAIANZ1r4l7OHfdy7pRzylz4MQ1xcWJ3\na8MG8fA4a5Zo+fSaCkutVov3cW+G+g4l1C4UrCFPBHxqYp/+BdJBk+Qg3mQvtzKiHdRxRAFBMSAY\naAb0NJxpHy4Pox9yMeSieD0UP9VharSKNnWMjZkNjUs1pkWZFriVdqNY3mJvvsA//8CIEfDnnwAM\nLF2KkkU60KJIGYzGzBdJuCB2zDw8dHbOnnH06FGaN29OfHw8efLkYdu2bdJBk0jeI56FM9d4ruH6\nk+tQDugKFBLnFRTMjM1o5NII93LutCnbhiJ2em4g/uABLFsmHhgfPhTSFxs2iIKBNyAoJIiuh7uC\nHZjGw7izNow7HINFrSjxsCplNCQ5mDdx0uzVavUzBdJlKpXqgFqt7qlSqU4Y0rAPAY1WQ0B4gI5D\nFhIdojPWxMiEjwp8lOqY1S1eFwvTt6s4uqP2x3nmYkzW/C5uTvb2MH48Zv360VKlgpCUdZ2cRN7Z\noEEZOmi+vr60a9cOjUYDQMuWLbG2zoRKuEQiyRE8C2eu9lzNgesHUMoq0Bx4oVDcztyOFmVa4F7O\nHbfSbuS1fHvB2Ndy5gwsWCBkgJJSgjZVqsDatVC5cpqhz3bLmn3ajHy2aSvaXYu4UjzMnrqhyczb\nHYVTbAwULw7ffKN/myUSPfMmTlpelUqVX61WP1KpVE4pn80B+Rf5LYhNiuXfh/+mccguPbxEbFKs\nzlg7czs+LvRxmleF/BWwNLV8q/XOPzjP6XunOX15L3/fPcVd0xhWXoB+JqYwZAj8/DOvshYcAAAg\nAElEQVQ4OIgLmjQRuRiDB0OnTmCZ8Vpr1qyhX79+KIqCkZERM2bMYNSoUbItikSSS1EUBX9/f1Z4\nrmDDmQ3EFosVMZT/PR9TyKYQbcu1xb2cOw1LNnzrh8Q3IjFRFAEsWACnT4tjxsaizdPQoVCvXurO\n1/W711m4ZyF7buzhlvEttDZapodO54dOP+hMe3t/fnF/s7OD6eNg2DCwstK//RKJnnkTJ20C8LdK\npXoK2AFDENppq/RhgEqlMgYWI24JCUB/tVp9Ux9zZxdvEq58RrE8xXQcspL5SmY6wdbjxK+MP/bL\n8wOmYJsA/9QoDpsP6rZxWr78lY7Z82HLGTRoEAAWFhb4+Pjg5uaWKVslEkn2EBwczDKvZaw4uoIH\neR+AK/BCFNE1nysdK3bUX+J/RoSEiHvQkiXPd/Tt7UWLp2++gRJpqzBr/FgDfzN/MEL8VQLMo40J\nv5/Bn45OnSAsDCZOhIJvL00kkWQXb1LduVulUu0B8gOharVaAfbq0QZ3wFytVtdSqVQ1AY+UYzme\ndwlXvuiMVSlYBUfrNysbf5noxGj+DPwTjaKhffn2z088egQrVlDLZyFVqkHNe1AzxISa4daUC4rC\npGXldPtsvomDNmvWLEaPHg1Aw4YNWbp0KSqV6p3sl0gk2UN8fDwrt65k0aFFXFOuicT/F/qHf2T/\nEV9U/UL/if8votXC+fOieGnPHhHaVER1OZUqoR0yhL+quhCNBrcSunJCpR1L4x/hT6kwW9wjHOh5\nKZYqVx5jNDkD6aEpUn9dkjt5k+rOtsDglLHGKpXKQa1WV37NZW9DbVKcPrVafVqlUr22PPHymUM8\nDHTgxtUz6Z4vU75GusczM15BIUzzlJtJ9wnPo/DfUzVXogKI08TrXGeFBaXNi+Bq5oyrWRGaVGyF\nytYFS5MXwgOP4eKfv6e7boUqddM9fubCfk7GX+ZY3CXOxatJIpkyZs58Fl0M45AQbNetw3rnTowS\nEvgcuHj22ZUaIAqthQVPIiKIDgqCdLTLHjx4kO66hQsXZvHixUyfPh2ARYsW8Y3M55BI3gnfDXOx\nzytyPc1MzSlZ5mOdMfGx0dy9fUXneGbGX71/nWV/r8U/+TIJBbSQ4s8YaaGCUoLWhevQrEBtGlRP\n2UqLRyj6A7HRkVy/oiuRaW5uScWP6+gcT3e8VotN4C1UV+6Anx+Ehj6339KUPxqUYlspC46bBBMS\n+DXJIQou4YUJrB6sM/8Cm89Y/uNmbOOjgRR9dScnWQQgee94k3DnFGAg8BVwBPHcpU/yAE9f+KxR\nqVTGarVaNzaYQrs/B5FsnZzxjAFvacHbjn+B4lGmVHgEFf7P3n3HZVX9ARz/PCxRRAEXluaik6ty\npFharlTCPVATtdIcDdO0zIWiqTlSMzXNXeRe5TYlRz8tV67UvKIi4ApBUBBZz/39ceFxAEIMRfm+\nX6/78hn3nnOeBzx875mh8G3S3Wg8iZwmmNMEAzDgs7WAESrdy2NA6mle+CD11zvcc75Jh9pXbWh4\n4RoJvq9h0uEGEA78ZmPDj8AQ4BRwBDgKnElMJGH/fshk61e+fPn4+uuvadWqFSFJlbcQOe3q1ZQt\n00+ygRe/u7/++uc/JpCV8+0AOyscb1gRc8992hkucSZgBev3r2Bbx09SJKEVhWZdUyatwmBbKtvx\nPvT8JUlPnnsOGjaEhg3ZdSOA9y5NuHui2ZpioVAtODL1uqbcC9zRbYl4tQbUr28cVaoYQZrUTSIX\nyWr9le5th1LqV03TmiqlftQ0rbtSaoumadk2CEkpNQX4U9O0VUnPgzVNS3U9CaWUE/AzUD+78hdC\nPBF2A200TYt43AXJLKm/hMizMl1/ZaQl7Y5Sqj5go5TywFgnLTvtxRiqukopVQc4ntaJmqZFKKXa\ncN9kcCFEHhDxJAdoIPWXEHlYpuuvjLSkPYuxhOFVYAywStO05ZnJLI30Tdyd3QnwnqZpWnalL4QQ\nQgjxVEraXF0IIYQQQjxCGenutFNKvQycAcwAmqbF5WiphBBCCCHyuIwEaS9gDHZNpgPlc6Y4Qggh\nhBDiP1FKFUkaPyaEEEIIIXJYRiYO1AdmAdbASiBI07Rs2RJKCCGEEEKkLiMbsY3FWNfnKsaWTR/l\naImEEEIIIUSGgjSzpmlhAJqm3eT+3QGEEEIIIUQOsE7vhCJFirxepEiR14CXixQp4gTYhoWF/Zze\ndUIIIYQQIvMy0pLWB7gI/A9jJ9teOVoiIYQQQgiRoSU4VgNzge8ftum5EEIIIYTIPhnp7gwAOgLj\nixQp4lqkSJHzYWFhkTlfNCGEEEKIvCvD654ppZyBORg7uefLuSIJIYQQQoh0uzuVUm8A7wC1gVXA\nZzldKCGEEEKIvC4jY9L6A/OA9zVN03O4PEIIIYQQgoztOGCDMcOzCsYm67Nlg3UhhBBCiJyVkSU4\n5gIVgF+BcsD8HC2REEIIIYRIn1Lq9wee//G4yiKEEEIIkVdkpCUtn1LKAUApVSCD1wghhBBCiCzI\nyMSB6cBRpdRJoDIwKmeLJIQQQgghMrROmlLqOaAEcE3TtKCcLZIQQgghhEi361Ip5Qv01TTtIDBZ\nKTUkx0slhBBCCCEeTin11wPP9z2usgghhBBC5BUZmQSQqJTKB6CUsuM/bCUlhBBCCCEyJyMTB+YA\nJ5RSfwMVgYk5WyQhhBBCCJHRiQPFgfLAOU3TQnO2SEIIIYQQQrouxSOjlKoJDNE0zSud844A9TVN\nu5mDZckPzAJewej23w98pGnanZzKUwiRtymlGmBsrVgplfcWAyc0TZvyqMslci9ZmFY8MpqmHU4v\nQEs6r3pOBmhJhgNWmqa9BLwE5AeG5nCeQgiRFj3pEMIiI2PSUEoVBsoA5zVNi8rZIoknUdId4lfA\nJaAKcBtj4eNPgBeANcB6YIamaS8m3TVGAi8CpYF/gM6apkUrpcxAMaAl0B6wB8oCQRitXx8DCpiq\nadpUpdS7QHtN01omlcXyXClVD5gCWGNUgF9pmrYW2A1cANA0zayUOgqkuLsVQuRNSXXaOOAcUBXI\nB3wE7AUmAW9g1CtHMOq5HsArmqZ1U0rZAmFAf03TFiml6gJTgcGAg1JqJfA8EAH01jTtbFK2pqS8\nKwHfAEWS8vg2KZ0GGAvMRwEOQC1N0+Jz8nsQj1dG1knrAOwClgADlVIjcrpQ4on1CvBlUlP+NYyW\nKU+gBkblVvKB82sAzTCCo2eADve8l3xHWQ94FyMoKwF00jStUVK6Y5VSaXXZJ18/GiOYewWjEm0I\noGnadk3TAgCUUmWA/sCq//6RhRBPsdrA15qm1QAWAL7AECBe07SamqZVA64AE4B1QJOk6+piBFJv\nJj1vzd365RmMOqk6sBTwuyc/XSllDazGGBryCtAA+Ewp5Z50ThWMG9pqEqA9/TLS3TkQeBW4DowH\n2uVoicST7IKmaceSHp8DftM0LUHTtDDgJuByz7k6sFXTtHhN0xKAEw+8n+ygpmmXNE3TMVq+fk16\n/TxGC1v+NMqSHLytAGYppX4CamJ0c1okjZPbg9HCt/k/fFYhxNPvoqZpx5Me/4VRR7UAWiuljiSN\nn20NVErajSdEKfUKxs3nVxgBFkArjN4EE3Bc07Q/k17/AXhFKVXonjxfwJiotzAp/V0YdV21pPeD\nNU0LzvZPKnKlDK2TljyYOumPqXR3irTEPvA8IZ3z7x2kr5P6RJaMpPngtXbJDzRNm4vRpbodo+I8\nrpRyBFBKdcYI+r7QNG1COmUVQuQ9MQ88N2F0P36SNHa2OuAOdEx6fy3QHGiK0XIWlFTPxGiadiHp\nnMQH0tSBe1vErICI5PST8qiLEdCB/A3OUzISpP1PKbUMeFYp9T1wMIfLJPKG7JxZHApUVUrlU0rZ\nYIxl08GyQ0Z1TdN+APoAToBzUjf+dKCJpmnLs7EsQoin21agn1LKTillhbGW6Pik99YBXTAmJV3F\nuAmcxP1DKV5WSiW3ivUBftc0LYa7deIZ4I5SyhtAKVUaOAZUz8HPJHKpdIM0TdOGAj8C84CNmqYN\nyvFSiSfVgzOTUpuppN/zb1ozmR52jp7K420YEwH+wei6PH7POZ8DY5K2N/sN8E3qlkiuVBckd1so\npWakUR4hRN6UWv3zJRCIMWHgJMbf0YEAmqadTjrHP+n8X4FnMbo6k68/DYxSSh3D6Dp95968ksaZ\ntQbeTzpnG+CjadofaZRJPMXSbc1QSpXHaJmwT3pJ1zRtUkYSTxroOEHTtIZKKTdgMWAG/sZYk0pX\nSvUCemN0Y43VNG3Tf/8YQgghhBBPl4x0d/4COGOMH7pDyjFCqVJKDcZofcuX9NJUYJimaW9gBIet\nlVKuQD/gNZIGWibtDyqEEEIIkadlZJ20IE3TfDORdgDGTNDk6cU1NE3bk/R4C8bAykRgb1LzbrxS\nKgBjYdFDmchPCCGEEOKpkZEgbYNSagJwCqMFTNc07cf0LtI0ba1Squw9L93btXoLKAwUwljQ9MHX\n06SUcsIY/C2EyDsiNE2LeNyFyCqpv4TIkzJdf2UkSOuMMdAxq6uxm+95XAhjpeWbgOM9rzsCN9JK\nQCnlVKtWrRsHD8oEUyHymN1KqTZPcqAm9ZcQeVam66+MBGmxmqZ9kIlCPeiIUqq+pmm7gbcwZr8c\nAMYppfJhTEyohDGpIC1OBw8eZMmSJbi6umZDkYQQud3Vq1fx9vauj9EC9cQGaUj9JUSek9X6KyNB\n2kWl1FCM1ZbB6O789WEXPCB5uvAgYF7SxIBTwOqk2Z3fAr9jTGIYpmlaXHoJurq6UqpUqf9QBCGE\nyB2k/hJCZFRGgjQ7jH0T1T2vZShI0zQtEGPmJkkbyDZI5Zz5wPyMpCeEEEIIkVekG6RpmvauUqoq\nUBk4q2nakZwvlhBCCCFE3pbuOmlKqU8wWrpeA75XSn2e46USQgghhMjjMrKYbRegnqZpAzA2ee2U\ns0USQgghhBAZCdLQNC0h6d94IN2B/UIIIYQQImsyMnFgr1JqDcYMzHrA3pwtkhBCCCGESLclTdO0\nQcAijIBukaZpMiZNCCGEECKHZWTiQCHAAQgFiiqluud4qZ5SjRo1Ii7uv/UWr1ixgoSEhBwqUdoG\nDhyIl5cXFy5cSPfcfv36pfne9evXGT16dHYWDYDTp0/j7e1Nt27d6NmzJ2FhYdmehxDirqe1/sqo\nli1bpnhtxowZLF++PNvyEOJBGRmT9gvQEqiYdGR1eyjxH3z//feYzeb0T8xmf/zxB6tWraJcuXLp\nnjtjxow03ytatCijRo3KzqIBMH78eHx8fPDz86Np06bMmzcv2/MQQmTNk1B/ZYXJZEr/JCGyICNj\n0kyapnXN8ZJkk+bNm7N58+ZsTdPT05NNmzal+X6/fv3o3r07tWrV4sSJE8ycOZOiRYty8eJFzGYz\nAwYMoHbt2gDEx8fTokUL1q9fj729PQsWLMDa2ppmzZoxcuRI7ty5g729PV9++SW///47169fZ+DA\ngXTv3p25c+diZ2dHcHAwzZs3p2/fvoSEhDBs2DDMZjMmk4nhw4dTsWJFhg4dSlBQEHfu3KF79+60\nbt2anTt3MmvWLHRdp0qVKowePZpt27axdOlSEhISMJlMzJw5k+nTp3Pr1i0+/PBDmjRpwm+//UZs\nbCyhoaF0794df39/zp49y+DBg2ncuDF169Zl7969dOvWjUqVKnH27FmioqKYPn06ZrOZQYMGsWLF\nClq2bEmtWrU4c+YM5cuXp0iRIhw6dAg7Ozvmzp3L7NmzKVasGJ07d+bcuXP4+vri5+fHtGnT2L9/\nP4mJiTRt2pRevXoxdepUihUrBkBCQgL58uXL1p+5EI+D1F/ZX3/t2rWL2NhYgoKC6NWrF23btuXM\nmTOMGzcOXddxdnZm/PjxDBkyhL59+1K1alU8PDwYNGgQTZo0oWfPnowfP56bN2/y8ccfExYWRuXK\nlfHx8bnve5wyZQqHDx/GbDbz7rvv4uHhQbdu3ShSpAiRkZEsWLAAK6sMzdUTIuOUUt8qpeoopfIp\npeyStnV6XGUpq5TSg4OD9bR4enrqGFtRZdvh6emZZn66ruu7d+/Whw4dquu6rvv6+up+fn765MmT\ndV3X9fDwcL158+a6rut6w4YN9djYWH3y5Mn6unXrdF3X9bZt2+o3btzQ+/fvr+/evVvXdV3ft2+f\nPmjQoPuu+fPPP3VPT089MTFRv337tl6zZk1d13W9X79+ur+/v67run769Gm9Xbt2elRUlP7mm2/q\n4eHhenh4uL5hwwY9Pj5eb9iwoR4WFqbruq7Pnz9fv3z5sj5nzhw9JiZG13Vd9/Hx0devX6/ruq7X\nrVtX13VdX7Nmjd6jRw9d13V906ZNupeXl67ruv7nn3/qH3744X3ndu3aVd+4caOu67o+depU/fvv\nv9dDQkL0jh07Wj7LX3/9peu6rnt4eFg+b9euXfXTp0/rM2bM0JctW6bruq4HBAToXbt2tVx36dIl\nPTY2Vl++fPl93/3hw4f1t956Sw8PD3/oz0g8uYKDg3WllK6UKvtIK5xsJvXX462/AgMDdQ8PD13X\ndd3Ly0sPCAjQdV3XV61apU+dOlVft26dPmvWLD04OFhv1aqV7uvrq9+6dUv39vbWdV3XX3nlFUv+\n/fv31/39/S111q5du/RPP/1U13Vdv3Pnjt66dWv95s2beteuXfXt27c/9PsXT7es1l8ZaUlrgNHd\nea+cbUPOgofdMeaUevXqMXnyZCIjIzl8+DC6rnP48GGOHTsGQGJiIjdu3LCc7+Xlha+vL+XLl6dc\nuXI4OTmhaRrff/+9pdvO1tY2RT5KKaysrMifPz/29vYAnD9/nlq1agFQsWJFrl69ioODA8OGDcPH\nx4eoqChatWpFREQEhQsXxsXFBYCePXsC4OLiwhdffEGBAgW4cOECNWrUSJFvpUpGD3fBggWpUKEC\nAIUKFSI2NjbNc0uWLMn169dTvF+lShXL9W5ubg9NK9nXX3/N119/TWhoKG+88Ybl9c2bNzNnzhzm\nzp2Ls7NzmtcL8aSQ+ivn6i9XV1dLPZPcUg9GS3zZsmXp2bMnH374Ic7OzvTq1YtFixaxZ88eGjVq\nBECFChUs+VerVu2+8W5nz57l5MmTdOvWzfKdXbp0CSDHu1zF0y0j20K9BKCUKgKEa5qmp3NJnmNl\nZUWzZs0YNWoUTZo0wcnJiZIlS9KnTx+ioqJYuHAhTk5OlvPLlCmDrussWLCALl26AEYF0KNHD6pX\nr46maRw/ftySdvKYjtTGP5QvX56DBw/SqFEjTp8+TbFixQgNDeXkyZPMnDmT2NhYGjRoQMuWLbl5\n8yaRkZEULlyYcePG0bRpU2bMmMHu3bsxm8306NEDXU/54/0v4y6yMkbDzs6O0NBQAE6ePAlAXFwc\nW7duZerUqei6TvPmzWnevDkHDx5k5cqV+Pn5Ubhw4UznKURelxfrr/LlyzN58mRcXV05ePAgkZGR\nFCpUCHt7ezZv3szMmTPZtm0bP/74I5MnTwYgMDDQct7hw4fp1KkTR48etaTn7u7OmDFjSEhIYM6c\nOZQuXdryHQiRWekGaUqp+sAswBpYqZQK0jRtQY6X7AnTvn17mjRpwuDBgylatCg+Pj5069aNqKgo\nunTpgslkuq+y6NChAzNmzMDd3R2AwYMH4+vrS1xcHHfu3GHEiBEAvPLKK/Tq1YuPP/441crmiy++\nwMfHh4ULF5KQkMC4ceMsFV3nzp2xtramZ8+e2NraMmrUKPr06YOVlRWVK1emVq1a1KhRg06dOuHi\n4kLZsmX5999/70v/3nI/mH9GA7KMnGcymfD09GTAgAEcOHCAqlWrYjKZsLOzo3DhwnTs2JF8+fJR\nr149XF1dGT9+PM888wwff/wxALVr137oLFMhRNryQv2V/BzA19eXzz//nMTEREwmE+PHjwegcePG\nrFu3jsKFC1OvXj2WLVtmCbZcXFwYOnQo4eHh1KpVi3r16nH06FFMJhONGjXiwIEDeHt7c/v2bZo0\naYKDg0M2/oREXpXuX0+l1O9AG2A10BrYpWlayjblRyCpT/eCv78/pUqVehxFEEI8YiEhITRu3Big\nnKZpgY+5OJkm9ZcQeYeu64SHh3Pw4EH69+8Pmay/MjImzaxpWphSCk3Tbiqlbv7XTIQQQgghnhbJ\nQVhgYGCaR1RUFDY2NpQvXz7T+WQkSAtQSk0AiiilhgIXM52bEEKkQ9d1YmJiiIiIICIigsDAwMdd\nJCFEHqPrOmFhYQ8NwqKjox+axjOOjtQoWRItC+XISJDWB+iFsXdnVNJjIYRI1YNBVmaO+Ph4S3pZ\nvRMVQogHZVcQVqdkSao7O1Mxf37KAa6xsThHRGB/7RpW4eGExMTQOIdb0ryB28CBpOftlVLBmqb9\nL9O5CiFyPbPZzOXLlwkKCspSkJUZ9vb2OBUuzHOFCvGsvT0nH7JEixBCpCYxMZETJ04QEBCQY0EY\nt26lnYC9PTz3XJY+Q0aCtE4Ye3fuA2oD+YEEpdRhTdM+zVLuQojHKiEhgeDgYAICAlIc58+f586d\nO5lK197eHicnp4cfhQtTzNYW1zt3KBoVhVNEBAWvXyff1atYBwVBYCBcu0aIjU2W7kSFEHnH1atX\n2bZtG1u3bmX79u0P3dc5y0FYvnxQtmzaR4kScOkSGBOfMiUjQZod0FDTNLNSygrYAnhgBG1CiFxO\n13XOnz/PmTNnUgRiFy5ceOgG2CVKlKBMmTK4uLikH3QlHYULF7YsVkpEhBFsJR8XLsCpU3ef30xn\nHpKDg1HZZbFlTgjxdIqLi2Pfvn1s3bqVbdu2WdauS9bomWdoWLp0zgRhxYtDDq+Dl5EgzQUjULuT\n9K+Lpmn649weSvw3iYmJvPvuuyQkJDB37lwcHR3TPPf69evMmjUrzU3R//nnH/z9/fnoo4+ytYx/\n/PEH06dPx8bGBhcXFyZNmnT3D734T8LCwjhw4AD79+9n//79HDhwgPDw8DTPL1WqFG5ubri5uVGh\nQoX7Hj/sdwW4Pwj744/7A7LAQIiMfPj1Dg5QrlzalaCLS5bvRMWT7b/UXxkVEhLC2LFjmTNnzn2v\nDxkyhObNm/P6669nOQ+Rcy5cuGAJyvz9/YmKirK896y9Pf0qVqSVnR3PX7iAzeXLcPly6gnlgiAs\nPRkJ0mYBx5RSp4CKwESl1DBga46WTGSba9euER0dzdq1a9M9t2jRomkGaGBs3VKxYsXsLB4Ao0eP\nZunSpbi4uDB16lRWrVpl2WJFpC0hIYG//vrLEpDt37+fgICAFOeVKFGCl156KUUgVr58efLnz592\nBjdvwvnzKYOv7AzCsrBLhXj6/Zf6K6seXPxW5A5RUVHs2bPH0o2paXfnS1oBXcqV450SJagdEUHh\nM2cw3dua5uoKL7+ca4Ow9GRkW6gFSqmfATcgIGnNNGtN0xJzvniZ0Lw5bN6cvWl6esJD9tRbu3Yt\na9asQdd1PDw88Pf3JyYmBmdnZ2bOnMmQIUNo1aoV9evX59y5c0yaNAkPDw927dpFbGwsQUFB9OrV\ni7Zt23Lq1CnGjh2LtbU1dnZ2jB07FhcXF/r37090dDQxMTF8+umn1K1bl1WrVrF8+XLMZjONGjWi\nX79+/PTTT2zfvv2+/EeNGsXFixcZOXIkxYsXJzAw0DLA29vbm23bthEYGMjEiRMpUqQIgwYNYsWK\nFbRs2RJ3d3fOnDkDwOzZszl58iQrVqxg6tSpNGnShBo1ahAYGEidOnWIiori+PHjlCtXjkmTJt13\nV7pnzx62bNnCV199xdChQwkKCuLOnTt0796d1q1b89NPP1n2xYuPj5dWtIe4du0aW7duZfPmzWzb\nto3IBwIle3t7atasibu7u+V47rnnUv/jo+sQFgYBAXDunPHvvUfSNl1pkiAse0n9lW79FRwcTHh4\nOJcvX2bo0KHUq1ePAwcO8M0332BtbU3p0qUZM2YMHTt2ZP78+Tg6OuLu7s6SJUuoVKkS7dq1Y8qU\nKVy6dIlevXoRGRlJo0aN6Nu3r+U7SUhIYOTIkQQFBWE2mxkwYAC1a9emRYsWlCtXDltbW6ZOnZq9\nPycBGC2np06duu/G8+TJk5btxQAqOjrSTyk8TCbKnD2L9YULxlAKAFtbeP118PCAZs3gxRef6Doo\nI9tCvQq8B9gCJqVUSU3TmuV4yZ4wTk5OzJo1i5kzZ7J48WJMJhM9e/bkxIkTdOzYkWXLllG/fn1W\nr16Nl5cXt27dIioqigULFnDx4kX69u1L27ZtGTFiBOPHj6dixYr4+/vz1Vdf8cknnxAREcH8+fMJ\nDw/nwoULhIWFMX/+fDZs2ICdnR1Tp04lKiqKiIiIFPn7+voycOBAxowZw4wZMyhQoABff/01c+fO\nZffu3cyZM4e1a9eyadMm3nnnHctnio6OpkWLFowYMYLPPvuMPXv2ULRoUcv7ly9fxs/Pj6JFi1K7\ndm1WrVqFj48PjRs35tatW6luKRUdHc2hQ4dYuXIlAHv37gWwpPvrr79y8OBBPv1U5qQk03WdAwcO\nsHnzZjZv3syhQ4fue//555/ntddeswRkL774YsoNrsPDjbFgycHXvQFZRETamdvbQ/ny9wdi9z7O\nwSBM13Wi4qK4fvt6jqQv7nqS6q98+fIxb9489u3bx8KFC6lXrx4+Pj4sW7YMFxcXpk+fzrp162jc\nuDG///47JUqUoHTp0uzduxdbW1vKlSuHnZ0dd+7cYebMmdja2tKlSxcaNGgAGL93K1euxMXFhfHj\nx3Pjxg26devGxo0buX37Nh999FGO9CbkVdeuXWPfvn2WgOzQoUP3dV8C5Le25r0XXuBtFxeq//sv\nDufOweHDd0+oUMEIyjw8oEEDKFgQALNu5mrUFeITH9+Y1qs3r2bp+ox0d84GJgIdgBNAUJZyzGkP\nuWPMKSaTibJlywJga2vLwIEDKVCgANeuXSMxMRF3d3fGjh1LeHg4+/bt47PPPjyGEnkAACAASURB\nVOOXX36hUqVKALi6uhKbtMRAaGiopQJ45ZVXmDJlCm5ubnTu3JlBgwaRkJBAt27dCAkJ4fnnn8fO\nzhgaOHDgwDTzv3fTYZPJROXKlQEoVKgQbm5ulsexqSxzkHxuyZIlU7zv5OSEq6srAAUKFKBChQoA\nODo6pjg3+S7IwcGBYcOG4ePjQ1RUFK1atbKcs3jxYn799Vfmz59v+Vx53ZUrV/D29mbnzp2W1+zt\n7WnYsCGenp689dZblu89BV2HfftgxgxYvRoS02j8LlgQnn/eqOjc3O4/SpbMdHdAcpAVcSci/SM2\n5WuRdyJJ1BOxibKhPHlkdqfUXxmuv0qUKEFsbCzh4eGEhoYmb71DbGwsdevWxdPTk9mzZ/PMM8/w\n6aef4ufnh9lspmnTpgC89NJL5MuXD4AXX3zxvkWTz549y6FDhzh27BhgtO7cuHEDgHLlymXvDyCP\nCgsLY9SoUcyePfu+VjKAsmXL4u7uTqNKlXgrKIhSGzdiSurRAaBAAWjUCDw8SGjSmKBidgSEBxjH\n3pGWx+dvnCc28fEu35PV+isjQdp1TdOWKaWaaZrmq5TK5rb4p4OVlRVnzpzB39+flStXEhMTQ/v2\n7S0VTKtWrRg7diz16tXD2toaSH3j8eLFi3PmzBleeOEFDh48SLly5dA0jejoaL7//nv+/fdf3n77\nbVatWsX58+eJi4vDzs6OAQMG4O3tnWb+ye59/uB7/1V6Yzfs7OwsGx6fOnUKMCrxkydPMnPmTGJj\nY2nQoAGtW7dm7ty5nDp1ikWLFlkqzrxux44deHt78++//1K0aFE6deqEp6cnDRo0oECBAoDxM/w3\n+l/M+j2V3J078MsvsGABnDhhvOZgBS++bLSCJbeEJT8uUiTt1rDb/xKfGJ+lICsrHGwdcCnokqU0\nRPqexPormbOzM66ursyePZuCBQuyY8cOChcuzPPPP09wcDBhYWEMGjSIOXPm8Ntvv7F48WKuX7/O\nP//8Q1xcHFZWVhw7dozOnTuze/duAMqXL4+rqyt9+vQhKiqKhQsX4uTklObnFhkXHx/PnDlzGDVq\nFDdu3MDa2prGjRtTp04d3N3dqV27NiUuXoRvv4Vx4yA+nngrOF+rHAGNqxNQ2ZUAJ52AmxcICP+G\nwBUDSDCnPUO9WIFi5Ld9yLjbHJbV35eMBGmJSqmqQH6lVEWgdJZyfEqZTCbKlClD/vz58fb2xtnZ\nmcqVK1uClHbt2lG/fn02bNhgOf/eH17y47Fjx/Lll1+i6zo2NjaMGzeO4sWLM3PmTLZs2YLZbKZ/\n//64uLjQq1cvunXrhslkolGjRrz44oup5v/ss8/e1+34YBfkg2VI65cqvfcfPNfLy4thw4axYcMG\ny516sWLFCA0NpXPnzlhbW9OzZ08iIiKYNWsWVatW5f333wfA09OTt99+O/0v/imUmJjImDFjLL8H\njRo1YsmSJZZWy1uxt/j5n5/ZfHYzm89u5tKtS6kn1CzpAMAMHEs6gOCkY09OfhIjyHKyd8rUUThf\nYWytbY0N1pfK7M6c9CTWX/c+Hz58OL1798ZsNuPo6MjEiRMBcHd359KlS5hMJmrXrs25c+cs410d\nHR354IMPuHnzJq1bt7a0SJtMJjp16oSPjw/dunUjKiqKLl26yKSCbLB9+3YGDBhguWlv3Lgx33zz\nDVWrVoW4OFi9Gr11Ky7+c4D9pWB/I9j/UhH+cowixnwBuADnU6ZbqlAp3FzccHN2w83FjQouFYx/\nnSvgmC/rs4GzIiQkhMZLMl9/pfsblxSgVQYuA9OBnzRNm5bpHLNAKVUWuODv70+pUqUeRxEy7d9/\n/+WLL75g0aJFj7soIhe7cuUKXbp0YdeuXZhMJkaNGsXw4cMJiAiwBGV7Lu4h3nx3jEVhm4LY30kw\nWtCS2dgYXQL57cnAf/OHsrGyyVKQlVUhISE0NpbgKKdpWmCWE3xMpP4SeVVAQACDBg1i/fr1gNFS\nOXXqVFq1asWtkHMcXDiW/fvXsL9wFPtLwbWCKdMo61SW512eN4Kxe45yTuUea0tZerJaf2WkJa2O\npmnzkx7XVEr1/6+Z5HW//vorM2bMYMyYMY+7KCIXu7d7s0SJEiz2W8z1Eteps7AOh6/cHSRrZbLi\ntYKV8LxWGM+dwVQ7dMkIw6ytoW1b+OQTqFfviZ7RJHIPqb9EZum6zqxZsxg0aBBxcXEULFiQESNG\nMGDAAOKjbzBiVD2m6PuItQHc717nYu9C7VK1cX/WnTql6lD72dq45M+bwx7SDNKUUm8DrYBGSqnk\ntjor4EWMFjWRQU2bNrUMVhXiQQ92b9ZtWpe6/evy3vH3uBplzAxytitMc5PC82Q8TTeepkjE6bsJ\nFC0K778PH3yQ5X3ihHiQ1F8iMyIjI+nZsydr1qwBoHv37kyYMIESxYvx05wPGXJxAVccjLG0r0Q7\nUef5BrjXbod7qTq4ubhJ13KSh7WkbQWuAEWB5GWZzaTaIyyEyIz7Zm+WgOp9q3PI5hB7DxpLk1Qt\nVoUBpwrT5ft95E84ePfCmjWN9a88PaFWLaMVTQghcoFDhw7RqVMnzp8/j6OjIwsWLMDLy4v92xbQ\nZmt/DjhFgwPUjnBgerNvqOPx/uMucq6VZpCmadoNYBewSyn1JlAe+BNIe7dSIUSG7dixgy7eXQh1\nCsXufTviSsVxhCOQCC1UCwZUeZ9GA77BtHMX5M8PbVsYQZmHh7GKthBC5CK6rjNz5kwGDRpEfHw8\n1atXZ+XKlRTQb9L9swr4OZ4HJ3CNtmJimZ50HfEdVtYZGXWVd2VkMduvgGcxJg8kAEOBvDntTohs\nkJiYyIgxI5iwdQJ0AopAHHE42DrwXrX36OfeDxVtD2+9ZSxA6+pqrJ9Vo8bjLroQQqTqwe7Njz76\niK+//pr1P4+j54mxRDmCXQIM4lWGfrEaxyLPPOYSPxkyEsLW0zTtdaXUTk3TFiqlemc2M6WUFTAf\nUBhdp72ARGBx0vO/gY80TcvaAl5C5FIHtAN0mNSB4GLB4Gm89lyh5/jE/RN61uiJk70THDkCzRvA\nlStQubKxTVCZMo+13EIIkZbDhw/TsWPH+7o323doj8/CrowPWQZ20CqiBNPeXU75lxs87uI+UTKy\nlLi1UsoeQClljRFUZVZTwEHTtHrAGGA8MAUYpmnaGxhrBbTOQvpPjMjISDZu3Jgtac2YMYPly5f/\np2s0TUuxvdCjsH37dpo1a8ZPP/2U7rlz587l+PHjab4/fvx4rly5kp3FIz4+ns8//xxvb2+8vLz4\n7bffspymruv8L+h/vDHzDdyXuBNcOhjsoWqhqqz2Ws25/ucY9NogI0DbssXYd+7KFWN7k717JUAT\nuY7UX+nXXxk1ZMgQ/v777/teCwkJoVOnTtmWR05J7t587bXXOH/+PNWrV+evv/6iacumtJ5Rl/Eh\ny7Ayw7TIV/n560sSoGVCRoK0acBhoApwAPguC/nFAIWVUiagMBAH1NQ0LXlJzS3Am1lI/4nxzz//\nZEsAAJlb0Xjbtm0EBARkS/7/xW+//caQIUPo2rVruuf27t2bl156Kc33hw0bRsmSJbOzeGzYsAEX\nFxeWLFnC/Pnz+fLLLzOdVlxiHD8d/4la82rx+qLX+T3sd9ChxLUSbGm3hROfnqB95fbYWCU1aM+b\nBy1bQnQ0eHvD1q2QtMq5ELmJ1F/p118Z9aTOYoyMjMTLy4t+/foRFxfHRx99xL59+zA7m6nz7Yts\nvPEnzjGw7UZzBnz9P0wyuSlT0u3u1DRtlVJqB+AGXNA0LSu7He8F7IF/gCJAS+CNe96PwgjeMq35\n0uZsPpu9O1d5Pu/Jpi5p76m3du1adu7cSWxsLKGhoXTv3h1/f3/Onj3L4MGDiYuL44cffsDKyoqa\nNWtatig5c+YMq1at4uWXX2bixImW/eF8fX25ceMG27dv56uvvgKMFb/nz5/P/v37U6SVbMKECVSs\nWJE2bdoQGhpKnz59WLt2LVOmTOHw4cOYzWbeffddqlevzrp167Czs6Ny5coMHz4cd3d3ziTtjZa8\nvcqECRP466+/AGjRogXdu3e37K1pY2ND8eLFmTZtGjdu3OCLL77g1q1bAEycOJF8+fLh6+tLXFyc\nZV89Kysrfv/9d06dOoWzszOff/45NWrUIDAwkDp16hAVFcXx48cpV64ckyZNYsiQITRv3pzQ0FB2\n795NbGwsQUFB9OrVi7Zt29KtWzdGjx7Npk2bCAoK4saNG0RERODt7c22bdsIDAxk4sSJFClShEGD\nBrFixQoAOnbsyLRp07h69SoTJ07E1tYWe3t7vv32Wzw8PGjWzFim32w2W7bA+S9Co0OZe3gusw7O\n4kpUUktfNHAYBr4+kEkzJt2frq6Dj4+xBQrA8OHw5ZeyzlkeJPXXk1N/DR48mJo1a3LhwgWKFCnC\njBkzSExMZNSoUQQFBWE2mxkwYAC3bt1i3759+Pj4MHfuXI4cOcLs2bNZv369pSdg7ty5REZGous6\nY8eOxeqe/XIPHDjAN998g7W1NaVLl2bMmDGsX7+eNWvWoOs6/fr149VXX83W35n0pNa96eXlxdaA\nrXRe3oHIxGiq/Au/0JkKM5Zkev9f8fB10hYBOg8sV66U0jVN65HJ/AYDezVNG66UKgXsBO5dktwR\niMhk2o/V7du3WbBgAZs3b2bx4sWsXLmS/fv3s2jRIoKDg1m7di358uVj8ODB7Nu3jw8++IDly5fj\n5eXF5s2b+eKLL1BKsXHjRtauXcvo0aOZPHkyMTExnD17ltKlS2Ntbc3MmTNTpJXMy8uLMWPG0KZN\nG3755Rfat2/P7t27uXTpEkuXLiU2NpZOnTrh5+dHu3btKFasGC+99BLR0dG0aNGCESNG8Nlnn7Fn\nzx7y58/PpUuXWLlyJQkJCXTp0oU6deqwadMm3n//fZo2bcrPP/9MVFQU3333HW+++SadOnXiyJEj\nHD9+nKJFi9KjRw9q167NkSNHmDFjBgsXLmT79u00b96catWqcfnyZfz8/ChatCi1a9dm1apV+Pj4\n0LhxY27dunXfVjBRUVEsWLCAixcv0rdvX9q2bWv53CaTifz58zN58mTmzp3L7t27mTNnDmvXrmXT\npk2888479/2sktP19/fH09OTd955B39/f27evGlpmYuKiqJ///58+umnGf4d+Pvfv5n+53R+OvET\ndxKM1f+tw6xJ/F8ixa4WY5nfsuSVp++Ki4OePeGnn4xlNL77DnpnetinEJki9dd/r79CQkLw8/Oj\nRIkSvP3225w4cYKTJ0/i4uLC+PHjuXHjBt26dWPNmjVMn24sLXrw4EHCw8NJTExk586d9OvXj3nz\n5lGvXj06duzI7t27mTx5MkOGDLF8Lz4+PixbtgwXFxemT5/OunXrsLGxoXDhwnz3XVY6tv67Bxen\nTZ69WaFCBSbvncyQHUMwY6bNafjR+T0cZ82XAC2LHtaSVhMoACwBkv8nmTACt8xyAG4mPb6RlP8R\npVR9TdN2A28B/llI/6F3jDnFZDJRqVIlAAoWLGjZA65QoULExMQQHh5u2ZMyOjqa4OBgypUrZ7m+\nePHifPfdd9jb2xMdHU3BggWxsrKiWbNm/Prrrxw9epSOHTty8eLFFGkFBQVZ0qlQoQKJiYlcvnyZ\nLVu28MMPP7Bs2TJOnjxJt27dAGNm4aVLKfd6rFy5MgAlS5YkNjaWK1euULNmTQBsbGx4+eWXCQgI\nYOjQoXz//ff4+flRvnx53nzzTQIDA/Hy8gKgevXqVK9enbNnzzJnzhxWr16NyWQiISHlBrhOTk6W\n/SgLFChg+d4cHR2JjY2979zk79fV1TXFe/eWv1ChQri5uVkep3auruuYTCb69u3L7NmzeeeddyhR\nogQvv/wyYKxd9vHHH+Pt7U3z5s1TXH8vs25my9ktfLP/G3ac32F5/Xn9ec76nSXxfCINGzZkyaYl\nKbtmIyKgXTvYuRMcHGDVKmNGp8izpP56cuovZ2dnSpQocV++Z8+e5dChQxw7dsxS3tu3b1O2bFlO\nnDiBra0t1apV48CBA1y5coXy5csDUKtWLQCqVavG5MmTLXmEh4dbWvIAYmNjee211yhTpsx9P4NH\nIa3Zm7q1Ttd1XVl6YikAo3bByBd6YzVrtgRo2SDNb1DTtJeAthjdk18ArwEBmqZty0J+k4E6Sqnf\nMYKxocDHwGil1D6MoG11FtJ/bB42rqBkyZIsWrQIPz8/unTpwssvv4yVlRVms7Ha8vjx4+nXrx8T\nJkxAKYWuG3Fwhw4d+OWXXzh+/Dh169alVKlSlCxZksWLF1vSqlat2n15dejQgUmTJvH8889bKlx3\nd3f8/PxYtGgRzZo1o3Tp0phMJhIT054DUqFCBUtXQXx8PEeOHKFs2bKsWLGCfv364efnh67r7Nix\ngwoVKlgG+B88eJApU6bw7bff0rp1ayZNmkTt2rUtnymj31lmz00tn3z58hEWFobZbObmzZuEhISg\n6zrr16+nXbt2/Pjjj7i5ubFixQquX79Ojx49+Pzzz2nXrl2a+UTFRTHrwCwqzqxIi2Ut2HF+h7GE\nRpX3cD/gztnRZzFdMPbe3L59e8oALSjI2Lpp505jiY09eyRAE4+N1F/ZU3+VL1+eFi1a4Ofnx+zZ\ns3nrrbdwcnKiSZMmTJo0iTp16lC3bl2mTZvGa6+9ZrkuOag7ePAgL7zwguV1Z2dnXF1dmT17Nn5+\nfvTu3dtyndUjDIAOHz5MjRo1WLNmDY6OjqxcuZKZM2dyPe46ry96naUnluIQB2tWgO8LfbD6TgK0\n7PLQMWmapp3ACNBQSr0BTFBKldI0rU5mMtM0LQIj8HtQg8ykl5vc2zV372u2tra89957dO3aFbPZ\nTKlSpWjZsiURERFomsYPP/xAq1atGDBgAK6urlStWpXQ0FAASpUqhclksnSRubi48O677+Lt7W1J\nq0WLFvfl26xZM8aNG8fs2bMBaNSoEQcOHMDb25vbt2/TpEkTHBwcqFq1KpMmTaJChQopKhuTyUSD\nBg3Yv38/nTt3Ji4uDk9PTypXrsy1a9fo06cPDg4OODg40LBhQ9544w2GDRvG+vXrsbKyYty4cRw7\ndoxJkybx448/Uq1aNSIiMt6LnVrl9+D3mpHvP/l50aJFee211+jQoQOlS5emTJkymEwmXnrpJUaM\nGEH+/PmxtrZmzJgxzJkzh1u3bjFr1ixmzZoFwPz588mXLx8AFyMuMvPATOb9NY/I2EgAniv8HJ/U\n/gS3W270eacP165do3jx4ixdujRl9yYkLbHRXJbYELmG1F9Zr79MJhOdOnXCx8eHbt26ERUVRZcu\nXSzlGTZsGL6+vpQoUYJPPvnkvr1Q//jjD9auXYutrS3jx48nPj4ek8mEyWRi+PDh9O7dG7PZjKOj\nIxMnTuTSpUuPZMJBWt2bbm5u7A3aS/uV7bkWfY1yESZ+WarzYts+xpANCdAeHaVUIaXUu0qprUqp\n35VSHz/GspRVSunBwcG6EI+K2WzW/3fxf3qHlR10q9FWOr7o+KLXXVBXX3VylX4n7o4+cuRI3WQy\n6YDesGFD/fLly6kntnmzrhcsqOug6w0a6Hp4+KP9ME+g4OBgXSmlK6XKPq66JztI/SWeJBEREXr7\n9u11jCFO+ocffqjHxMTouq7r8w7P023H2Or4ojd610q/nh9d79NH1xMTH3Opc5+s1l8PmzjQCegM\nPAesAT7QNO1CZjIR4kkVHhNOm+Vt+D3odwBsrGx4u+rb9HfvT61na3HlyhXeavYWO3fuxGQyujd9\nfHxSnxU6fz707QuJidClCyxcCEktdEIIkVs8OHtz/vz5dOzYkfjEeD7e/DGzDhq9DP0PWvP1lkRs\nekkLWk55WHfnMoylMo4BLwIvKqUAdE3TujyCsgnxWMXEx9BqWSv2Bu+lSP4i9H2lLx/W+pBnHI3t\nTPz9/fH29k6/e/PBJTaGDYOxY2WJDSFErqI/pHszNDqUjqs7sitwF3YmW+Zs1HnvYAL0kQAtJz0s\nSGuU9G/yiEnTA8+FeGolmhPxXuvN3uC9lCpUij96/kGpQqWM9xIT+fLLLxkzZgy6rhuzN5ekMnsT\nZIkNIcQT4cHZmx9++CFTpkzB3t6eY1eP0Xp5ay5GXsTV1oV1C6Kocz7eqMskQMtRaQZpmqbteoTl\nECLX0HWdT7Z8wrp/1uFk78RW762WAO3q1at06dLF0r05cuRIRo4cmXr35oNLbKxcCZ6ej/jTCCHE\nw6XVvQmw6uQq3v3lXW7H36Z2wYqsnXCBZ6/HGQHabJnFmdMyssG6EHnKhP9N4LtD35HPOh/rO6+n\nSvEqQMruzSVLlvDmm2nsYhYUZARkJ08aS2xs2gQ1ajzCTyGEEA/3sO5Ns25m1M5RjP19LADdizXh\n+8F7sI+OlQDtEZJvWIh7/HD0B4b9NgwTJn5q9xOvl3mdxMREfH19adKkCdeuXaNBgwYcPXo07QDt\nyBGoU8cI0CpVgj//lABNCJGrPLj35ocffsi+fftwc3PjZuxN2ixvw9jfx2JlsmJauQ9YPEgCtMdB\nWtKESLI1YCvvbzBWQ5/uMZ0OlTsQHR1NmzZt2LFjR/rdm2Bsiu7lBVFR0KABrF0Lzs6P7kMIIUQ6\nHta9eTbsLK2Xt+b09dM42zuzssIQ3uw2Cu5IgPY4SJAmBHD48mE6rOxAgjmBL+p+QT/3fiQkJNC5\nc2d27NiRfvcmyBIbQohc7cHuzWrVqrFq1SrLVnrbArbReU1nIu5EUKVYFX557gsqePWGO3ckQHtM\n5NsWed658HN4LvUkOj6ari91ZXzj8ei6zgcffMDGjRtxcXFhz549aQdoyUts9OplBGjDhoGfnwRo\nQohc48HuzQ8++IA//vgDNzc3dF1nyr4peC71JOJOBG0qtuGPCl9JgJYLSEuayNNCo0PxWOLBv9H/\n0qR8Exa0WoCVyQpfX1/mz59P/vz52bhx43376d0nLg7ef98IymSJDSFELvSw7s2Y+Bh6b+zNT8d/\nAmBU/VGMTKiLVctWEqDlAhKkiTwrOi6aFstaEBAeQHXX6qzpuAY7azvmzZvH6NGjsbKyYvny5bz6\n6qupJyBLbAghcrkffviB3r17p9q9GXIzhLYr2nLo8iEcbB34se2PtLtcGFq2kAAtl5BvXuRJCeYE\nOq3uxIFLByjrVJbN3ptxzOfIhg0b6Nu3LwCzZ8+mVatWqScQFAT16hkBmqsr7NkjAZoQIlf5+eef\n6dGjR4ruTYB9wft4Ze4rHLp8iHJO5fij5x9GgNZCArTcRL59kefouk7fjX3ZdHYTRfIXYVvXbbgW\ndOXPP/+kU6dOmM1mRo4cSe+0ui2PHpUlNoQQudrevXt5++23MZvNjB49mu+++w57e3sAFvy1gAaL\nG3At+hqNyjXiYK+DvPj3vxKg5ULyExB5ju8uXxYcWUB+m/xs7LIRVURx5swZWrRoQUxMDD179sTX\n1zf1i7duhddfhytXoH592LsXypR5pOUXQoiHOX36NC1btuTOnTv07t0bHx8fAOIT4+m3uR/vb3if\neHM8/d37s63rNor8cfRugNarlwRouYiMSRN5ytzDcxmzZwxWJitWdFhBnVJ1uHLlCh4eHoSFheHp\n6cmcOXMwpbb5+YIFxmbCssSGECKXunz5Mh4eHty4cYNWrVoxa9YsTCYT129fx2uVl7FBurUdc5rP\n4b3q74G///0B2pw5EqDlIhKkiTxj/Zn1fLDpAwDmNJ9DyxdacvPmTTw9PQkMDKRWrVqsXLkSG5sH\n/lvoOowcCWON7VEYOtR4LBWZECIXiYyM5K233iIoKIg6deqwbNkybGxsOHb1GG1WtCEwIhDXgq6s\n67SOOqXqSID2BJAgTeQJ+0P203l1Z2M/uvqj6FWzF3FxcbRv356jR4/i5ubGpk2bcHBwuP/CxETo\n0QN+/NGovL77zmhNE0KIXCQ2Npa2bdty/PhxlFJs2LCBAgUKsOHMBjqv6WxskP5sbdZ2XMuzhZ6V\nAO0JIUGaeOpdi7pGu5XtiEmI4f3q7zOq/ijMZjM9evSw7CawdetWihUrlvJiX18jQJMlNoQQuZTZ\nbObdd99l586duLq6sm3bNooWLcrRq0fptLoTMQkxdH+5O9+3+B57G3sJ0J4gEqSJp1qCOYHOazpz\n+dZlXn/udb5r/h0mk4khQ4awZMkSHBwc2LRpExUqVEh58c8/3+3WXLcOmjR59B9ACCHSMXjwYJYv\nX46joyObN2+mbNmyhN0Oo+2KtsQkxPBetfdY0GqBMdZWArQnivxkxFNtuP9wdgXuwrWgKys6rMDW\n2pZvv/2WSZMmYWNjw+rVq3nllVdSXvjPP9C9u/H4q68kQBNC5ErTpk1jypQp2NjYsHbtWqpXr06i\nOZEua7sQGBFIrWdqWW5OJUB78khLmnhqrTu9jkn7JmFtsmZlh5WUdCzJqlWrGDBgAADz58/Hw8Mj\n5YU3b0KbNnDrFnh5weefP+KSCyFE+pYvX87AgQMBWLx4sWV/4RG/jeDXc79SrEAx1nRcI12cj1J8\nPISEQGCgcfz9d5aSkyBNPJW0MI13fn4HgElNJvF6mdfZvXs3Xbt2Rdd1xo8fzzvvvJPyQrMZ3nkH\nzpyBKlWMZTZSW45DCCEeo507d1rqsEmTJuHt7Q3AmlNrmLB3gnFz6rWS0oVLS4CWneLjjaNAgZTv\nffEFfP218XckmY0NlC+f6ewkSBNPnei4aNqvbM+tuFt0qNyBT+t8ysmTJ2ndujVxcXF8+OGHDBky\nJPWLv/rKGItWuLDxb8GCj7bwQgiRjuPHj9OmTRvi4uL45JNP+OyzzwA4+e9Jy83p5CaTaVC2Afz2\nmwRomfXnn7Bly91WscBAo5Xsyy9h2LCU5xcubCzZVKoUlC1rHEWLwubNmS6CBGniqaLrOn029uHv\nf//mhSIvsLDVQiIjI2ndujWRkZG0bduWb7/9NvXFardsAR8fo+VsyRJIjhkZKwAAIABJREFU2uNO\nCCFyi6CgIN566y1u3ryJl5cX06ZNw2QyEXEngrYr2hIdH02XF7swoM4AuHTJGLIhAdpdD3ZHBgbC\nyy9Du3Ypz923D8aMuf81kwlu3Eg97f794bPPwM7u7mshIRKkCZFs9qHZLDmxBAdbB9Z2WouDrQNt\nO7bl3LlzVKtWjSVLlmBtbZ3ywnPnjF0EdB1Gj4bmzR994YUQ4iHCw8Px8PDg8uXLvPHGG/z4449Y\nWVlh1s10W9eNs+FneanES8xrOQ+TrhtDN8LDoVkzCdAAFi+Gnj3v744E6NYt9SDt9ddhxIi7rWJl\ny0Lp0vcHYfd6cJ3NbCBBmnhq/BnyJwO2Jk0KaDWfysUqM2HCBNavX4+TkxNr1qwhf/78KS+Mjoa2\nbSEiAlq1Mv5TCiFELhITE0OrVq04ffo0VapU4eeff7ZsmP7l7i/ZqG3E2d6ZdZ3WUcC2AEyebIxF\nK1bMCE7yQoAWHAzbthmftUePlO8XL56yO7JsWahTJ/X0atUyjsdIgjTxVAiNDsVrlRfx5ng+qf0J\nnat2xt/fn+HDhwPg5+dH+dQGb+o6vP8+nDgBSt3dWUAIIXKJxMREvL292bt3L6VKlWLr1q04OzsD\nsFHbiO9uX0yYWNp+KeWdy8Nff0FS3cfCheDq+hhLn4Pi4mD3bti61ThOnTJed3NLPUhr0sTo+k2r\nJSwXkiBNPPGS1wQKuRnCa6VfY3LTyYSEhPD2229jNpsZPnw4LVq0SP3iadNg+XJjgsC6dcbATyGE\nyEVGjx7NunXrcHJyYsuWLZQqVQqAs2Fn6bq2KwDjGo3Dw83D6Bno0sUYe/XRR8akgafV9evQtOnd\n5wULQuPG4OFhbOn34NAWW9tHW75sIEGaeOKN3DmSHed3UNyhOCs7rIRE8PLyIjQ0lDfffJPRo0en\nfuHOnTB4sPF48WKoXPmRlVkIITJi06ZNfPnll1hZWbFq1SqqVq0KQFRcFG1WtCEyNpJ2ldoxpF7S\njPWBA40lhCpXNro8n2S6Dhcvwv79xpixB4OsZ56BTp2gXDkjMHv11SeqlSwjJEgTT7SlJ5byf/bO\nOyyKq4vD79JRmt1gQ9G1RCKxx16xl6jRxBJbYu+i2Bt2RbBhV+wlFhIVe03sUWOPqyL2gnSk7873\nx+Diums+Cywg932efYR778ycRZg9c885vzP9r+mYKEzY0nYLBewKMHDgQM6ePUuhQoXYtGmT4UKB\nhw+hfXv5aWv0aGjb1vjGCwQCwX9w//59OneWd8o8PT21YrWSJNH99+7cDL5J6dyl8WvlJ1es79oF\ny5fLjsrmzWAoBzejc+qUHMI8e1Z2zl6+lMf//BNq1NBfv2WLce0zMsJJE2RaTj44SfffuwMwz20e\ndYvWZdOmTSxatAhzc3N+++03w03TY2Plp7JXr+SqJ09PI1suEAgE/01sbCxt27YlPDycFi1a6Gg7\nzjk9h+03t2NnaceuDruwtbSV5TZ++UVeMGsWfPNNOln+mcyZA7//nvJ9zpxQpQokJaWfTemI0Z00\npVI5GmgBmAOLgFOAH6ABrgP9VSqVZGy7BJmL269u03pLaxLUCQysPJDBVQdz/fp1fv31VwDmz59P\nlSpV9A+UJOjXDy5elLfIN23Sz1sQCASCdGbAgAFcvnyZYsWKaaU2AA7dO8ToI6MBWP/9ekrmLpnS\nKeWN3MagQelp+v9HkiA+HpKrU3Vo2xYKF5YdsypVwNk5S3d9MWoZm1KprAN8p1KpqgF1gGKAFzBG\npVLVAhRAK2PaJMh8BL8OpummpoTFhdFC2QLvRt5ERkbStm1bYmJi6Ny5M3369DF88JIlcv6ZtbUc\nGsiZ06i2CwQCwf9j1apVrF69GisrK3bs2IGDgwMAQeFB/LjjRzSShvG1xtOyZEv5gHnzZLmN3Lkz\nvtzGjRuyI9mzp+H5Ll1gwQLo1Emu0szCDhoY2UkD3IBrSqXSH9gN/AFUUKlUJ5Pn9wENjGyTIBMR\nmxhLyy0tCQwLpMJXFdjcdjMmChO6d++OSqXCxcWFZcuWGe4ocOqUrAgNsHKlrDItEAgEGYiLFy/S\nv39/AJYuXYqrqysg3/vabG1DaGwoTUs0ZVKdSfIBly6ltChasybjym2Ehso7fOXKwaFDcoeX4OD0\ntirDY2wnLQ9QAWgH9AE2Ie+evSEaEBoIAoNoJA0/+//M2cdnKWxfmN0/7Sa7RXa8vLzYuXMndnZ2\n7Nixg2yGGt8+fQrt2sl5DUOGyCXqAoFAkIEIDQ2lXbt2xMfH07t3b20D9Tft7i4/v4xzDmc2fL8B\nE4WJrtxGv34ZU25DkuQIhlIJCxfK3/ftCyqVLLQr+E+MnZP2CrilUqmSAJVSqYwDCrw1bwuEG9km\nQSZh1OFR2mTZvR338pXtV1y4cEGbULt27VpKlCihf+Cb9ijPn0Pt2jB7tpEtFwgEgv9Go9HQpUsX\ngoKCqFixIj4+Ptq59VfXs/7qerKZZ8P/R39yWMtCtjpyG3PnppPlH8DlyxASAnXrgo9P5i1qSAeM\nvZP2F9AYQKlUOgLZgCNKpbJ28nwT4OR7jhVkYZb+vZQ5p+dgZmLGjvY7KJu3rDb/TK1WM2TIEFq3\nbm344BUr4PBhyJULtm7NlIKGAoHgy2bq1KkEBASQM2dOtm/frm359DTqKYP3y2kai5supmxeWScN\nf//MIbehUMCiRXKT8SNHhIP2kRh1J02lUu1VKpW1lErleWQHsR8QBKxQKpUWwE1guzFtEmR8rr24\nxsB9AwFY1nwZDYrJaYseHh6oVCrKlCnDjBkzDB/84AEMHy5/vXgx5MtnDJMFAoHggzlw4ACTJk1C\noVCwadMmihQpAqSEOcPjwmlWohldy8nhT54+zVxyGxYW0KRJeluRKTG6BIdKpfIwMFzH2HYIMgca\nSUPfvX1J0iTRp0Ifenwr92M7dOgQixYtwszMjA0bNmifOnWQJPj1V4iOlnXR2rc3svUCgUDw3zx4\n8ICOHTsiSRKTJ0+mUaNG2rkNVzewR7UHe0t7ljVPLojSaODnn+XwoZtbxpLbkCS5QCBXrvS25Ish\nA9fpCgSw7so6Tj06Rd7seZnRQN4tCwsLo3t3WcR20qRJfPvtt4YPXrlSriLKmRN8fbN8KbdAIMhY\nREVF0bp1a0JDQ2nSpAnjxo3Tzj2Lesag/bID5tPYhwJ2yenbGVVuIy4OunWTWzOFhaW3NV8MGeR/\nVyDQJzQ2lBGHRgDg5eaFg5WsFdS/f3+ePHlC1apV8fAwtDGL3PbpTZhz0SIR5szMiDJ9wRdIUlIS\nHTp04J9//qFEiRJs2LBBK1j7dpizaYmmKWHOy5d15Ta++iqdrH+HJ0/koqx16+Svr1xJb4vSHUmS\nePHiBVc+82ch2kIJMixjjozhVcwrahepTSeXTgBs3bqVzZs3ky1bNtavX4+ZmYFf4Tdhzqgo+P57\n+PFHI1uexUlMhPBwOZHZxkZ/fts2uTdfeDhERMj/hofD5MmGe6iePZv2NgsERkSSJAYNGsS+ffvI\nlSuXtmDgDZuubWK3ajf2lvYsb75cDnPGxGRMuY2zZ+V0kmfPoEgRuaVTFtWgfPnyJV27diUoKIgH\nDx4QGxuLmZkZxYoV++RzCidNkCE59/gcyy8ux8zEDN9mvigUCp48eULfvn0B8PLyonjx4oYPXr0a\nDh4UYc7UIDhYfioODwcXFyhZUn/NzJmwYYMc4ggPlz9MQNZGMtT54cQJ+f/lXZ48MWyD0FISfGHM\nmzePJUuWYGlpyR9//KFzL3sW9UxbKOXdyDslzDlsGPz7L5QuLfe3zAjcuyfvoCUkQJ068gPYF/T3\nqlaruXjxIkFBQTqv8PBwTp8+rbfe1taW/fv3a7/PmTMnhQoVIjY29pNtEE6aIMOh1qjpu7cvEhLD\nvxtOmTxlkCSJnj17EhYWRpMmTejdu7fhgx89km9mIAsnZlT17YzMlSuwfTscOAB//y3vTAJ4eRl2\n0kJC5FYvbzA1BQeHlOPepV07+YPG3l5e9+ZVqJDh9VWrft77EQgyEDt27MDd3R2AdevWUa1aNe2c\nJEn02duHsLgwGhdvTDfXbvLE3r2wbFmK3IYhwe70wNlZfhDTaORcuUwkbyRJEsHBwdpdr3bt2ul1\nqpEkiWrVqqFWq/WOj4qKwtbWVmfM2tqagIAAChYsSJEiRbCzs+Px48fUr1//k+0UTpogw7Hk7yVc\nfn6ZQnaFGF9rvDy2ZAkHDhwgZ86crFq1ynDbpzdhzshIaNUKfvrJyJZ/IezeDVOnyl9bWkKlSpA3\nL7xvy37QILnazMEBcuSA7Nn/e/eybl35JRBkMc6ePUvnzp0BmDlzJu3fqTjffH0zf9z+AztLO1a0\nWCHf58LCoFcvecG0aRkvlOjtnXGKFz6Atm3bcuvWLYKCgnR2uIKDg8mdO7fOWjMzMxo1aoSlpSVO\nTk46L+v36NI1SWWpEeGkCTIUz6OfM/boWAAWNFlAdovsPHjwgBEj5AKCZcuW8dX7kmXXrJF3f3Lk\ngKVLRZjzfcTFwZ9/yi1lDAkAt2olhzkbN5ZDGf/vqb1QoffvggkEAgACAwNp2bIlcXFx9OrVi5Ej\nR+rMP49+rhPmLGhXUJ4YNkzWRfvuOxg61Nhm/3/S2UF78eIFd+/e1Xv98ccfBj8rbty4we3btwHI\nkSOH1umKi4szeP69e/emqf3/D+GkCTIU7gfdiYyPpFmJZrQq2QqAYcOGERMTQ/v27WnXrp3hAx8/\nTrmBiTCnLhqNnMty6JDsxB4/DrGxci89Q06aiwvMn290MwWCL5XQ0FCaNm1KcHAwjRo1YvHixTrR\nAEmS6Lu3L6GxoTRybkR3V1liiIAAWWbD0lJ+CDU1TZ83ALBrFxQtCskN343Jq1evyJ49u8HdKzc3\nN65evao3fufOHYNO2po1a8iePTtFihTB3j7jtwoXTpogw3Ds/jE2XtuIlZkVC5osQKFQcPDgQXbu\n3En27HIjdYNIkhwOiIyEli1F8/R3CQ2Fr7/WHXN1lXfKkpLAUIWsQCBIFSRJ4ueff+b27dt88803\nbNu2Ta8qfcv1Lfj/64+thW1KmDM8PCXMOXWq4XxQY6DRwJQpcvV1kSJyzmoaOjfx8fFcvnyZc+fO\naV+BgYEcOnSIBg0a6K2vUKEClpaWFC9eXOf1zXu6MHz33XdpZntaIO7OggxBgjqBfgH9ABhbcyzF\nchQjISGBgQPl7f8JEyZQsGBBwwevXQv79sk5UVktzKlWw4ULchn8hQuwahW8230hd26oWRMKFJBb\ns7i5iZ1GgcBIbNu2jb179+Lg4MCePXuws7PTmX8R/YIB+wYAMK/RPArZJ6cODBsmVzxXrZp+Yc6o\nKDnf1N9fDmsOGADv2J/adO7cme3bdbtDZsuWjYiICIPrV69enab2fCpqjZrI+EgeRTz6rPMIJ02Q\nIZh3Zh7/vvqXEjlLMKKanH/m7e2NSqWiZMmSDBkyxPCBjx7Bm7kFCzKOuKMxOHYMBg+Ga9dSxgYM\nkHNX3uXkSePZJRAIALk7yqDktk1z5syh0Du5m2+qOUNjQ3FzdqPntz3liX375PBmeoY5792T81Nv\n3JB3zrZskXff05jKlStz8+ZNqlSpon2VLVvWsCamEQiLDSMoPIjwuHCdV9m8ZWno3FBv/dK/l+Jx\n2IPI+EgAzKLNKIbQSRNkYh6EP2DKiSkALG66GEszSx4/foynpycACxYswMLCQv9AjUZuQxIRIYc5\nk6umsgTDh8sl7wAFC8q7Y1WqvL8CUyAQGJ2RI0fy8uVLatWqRY8ePfTm115Zi/+//rrVnBERcpU6\ngKcnlCplZKuTuXhRdtBKlZIFapXKVDltfHw8Pj4+REZGMm3aNL15d3d3baFYWnDj5Q0OBR4iLDZM\ndrjiZaerftH6DKqi3wd107VN2p3Ot+ldobdBJ81UYap10Owt7XFQOHyWvcJJE6Q7g/cPJjYplg5f\nd9D+0ru7u/P69WvatGmDm5ub4QMXLoSjR2XxxOXLs1aYs25dObQ7ZowcFnlPObhAIEgfTpw4wcqV\nK7GwsGDZsmXalk9vCAoPYtA+2SlY2GQhhe0LyxPDh8thzipVUjQf04P27WWR2pYtUyXEKUkSf/zx\nB8OHD+fevXuYmprSu3dvChcurLPOoLzSf5CoTiQoPIi7oXe5F3aPu6F3uRt6lxqFazCqxii99eef\nnGfoAf3wsb2l4Ty7gnYFKZevHA5WDjqvGoVrGFzf6ZtO/PD1D9ha2GJqYirrpG0UOmmCTMru27v5\n/fbv2FrYMq+RvDN07Ngxtm7dirW1Nd7e3oYPvHULRiX/AS5fnvV6czZrBkFBX5S6t0DwpfBGZgNg\n7NixlHpnN0ytUdPVvytRCVG0Kd2GLt90kSf275fzSjNCNSekWnTi+vXrDB06lMOHDwNQpkwZfHx8\n9Bw0gPikeF7FvNIbNzMxI5+N/n1+241tdN714Xa65HNhUOVBOFg5kMM6h9bpKpbDcBSiValWtCrV\n6oPPn808G9nMU09sWDhpgnQjJjGGQfvlJ8kpdafgaOtIYmIiAwbIW8tjx441+EdMYiJ06SLrfXXr\nZlhG4kvh4UM5yf/dcK9CIRw0gSCDMn36dFQqFaVLl8bDw0Nv3vusNycfnCRf9nwsa75MP8w5ZYrc\nlcNYJCamabeARYsWcfjwYRwcHJg0eRIVWlUgPD7c4NpLzy5RbXU1vfGGxRpysMtBvfESuUpQxL4I\nxXMWxzmHM8VzFqd4zuKUyVPG4PkrOlakomPFz3tDRkQ4aYJ0Y/qf0wkKD+KbfN8woLLsmC1cuJCb\nN2/i7OzM8OHDDR/o6SnnSxQp8uXqeUmSXLU6aJD8etMBQCAQZGhu3LjBzJkzAVi+fDmWlpY689de\nXNMKdq9quYrc2ZJV7t3dZb3HypWNG+Y8e1aWLdq8WQ6xpgF9hvYhMHsg9hXt8XzkSYhfCE4OTjQr\n0UwvvGlhaoGjraPeOdSSfmsmgMoFKhM0JCgtzM4QCCdNkC7cfnWb2admA7Ck2RLMTMx49uwZkyZN\nAuRiAat3pSQAzp2D6dPlnaR169K8HDxdePlS1kf6/Xf5e5VKLpLIRK1XBIKsiEajoVevXiQmJtK7\nd29q1NDNW4pPiqfLri4kqBPoVb4XzZTN5ImDB2HlSnnHfM0a42kX+vlB795y7pmPj+yofQZPnz7F\n0VHXwbofdp/K2yqTaJcIKnmsqENRmpVoRrw6Hisz3ft8BccKPBn25LPs+JIQTprA6EiSRP+A/iRq\nEun5bU+qFZK3tkeOHElUVBQtWrSgadOm+ge+fi2HOdVq+amzVi0jW24Edu2Sb5rBwbIDumiRnBeS\nlYoiBIJMyvLlyzl9+jT58+fX7qa9zaTjk7jy4grOOZzxapQszh0RAb/8In89eTKUMRymS1WSkuR7\n6JtIxIABKdXin8CdO3eYOnUqGzdu5OzZs1SsmBJOLJqjKA2KNSBBnUCzEs1oWqIpylzKjy4QyKoI\nJ01gdLbe2MqR+0fIaZ2TmQ3kG9mff/7Jhg0bsLS0xMfHx/CBI0fCnTtQtqwc8vzSkCRYvVp20OrX\nl782lJMnEAgyHE+fPtXmny1cuBAHB13phVMPTzH79GxMFCas+34dNhY28sSIEbLeY6VKsuNkDNq3\nlx8Izc3B1zfFSfxI3jhnGzZsQKPRYGpmyrlz53ScNIA/fvoDMxPhbnwK4qcmMCoRcRHa8udZDWaR\nO1tukpKStMUCHh4eFDOk9bV/v3wzMTeHDRv0VfW/BBQKWLECdu6EPn1EeFMgyEQMGjSIyMhIWrRo\nQdu2bXXmouKj+Nn/ZzSShtE1RmujBxw8KP/NGzvM2bUrnDkD27dD9eqfdIodO3bQoUMH1Go1prlM\nKdm9JDUr16T/D/311goH7dMRPzmBUZl4fCLPo59TtWBVenwrizsuWbKEq1ev4uTkxKhR+ro2hIXB\nGyHIKVOgXDkjWmxk8ueHfv3S2wqBQPAR/P777+zYsQMbGxu95ukAo4+MJjAsENf8rkyqM0kefDfM\n+W5/3bSkVSto0ACyZ//kU9StWxebgjbk/yE/gXaB3Nbc5tGdR8yNm4u9VcZvXJ5ZEI/qAqPxz/N/\nWHh+ISYKE5Y0W4KJwoSXL18yfvx4QG4DZW1IlHXIEHj2DKpVk0MDXwIXLsD9++lthUAg+EwiIyPp\n31/ePZo2bZpe66fbr26z9O+lcpiz9TosTJPldNzdjR/mfJvPcNAkSWLcmXHE9Izhts1t1JKaTi6d\nuNjronDQUhnhpAmMgkbS0HdvXzSShoGVB+Ka3xWAUaNGERERQePGjWnVyoBg4N69chWnlVXGEHf8\nXBITYdIkub9m165yEYRAIMi0jBs3jidPnlCpUiWts6Yzf2wcaklND9ceuORzkQcPHEip5vTzS7sw\np0YD169/8uF3796lW7duHDyoq0+mUCiIjI/UOmc3+t1gQ5sNlMqdTi2sBBkDpVLppFQqpUePHkmC\nzMWSC0skJiF9NfcrKSIuQpIkSTp9+rQESBYWFpJKpdI/KCxMkhwdJQkkycvLyBanATdvSlKFCvL7\nAUkaOlSS4uLS26oMz6NHjySlUikplUqn9L4HfQ7i/vXlcfbsWUmhUEimpqbSP//8ozd//vF5iUlI\nVlOtpMcRj+XB8HBJKlhQvgfMmJG2Bg4fLkkWFpL0228fddidO3ekrl27SqamphIg1ahRQ2/N/bD7\n0q3gW6ll6RfL596/RE6aIM15Ef2CUYflXDOfxj7YWdqh0Wi0xQLDhw+nRIkS+gcOGwZPn8q7ToMH\nG9Pk1MfXV+7JFxcnV2z6+cn9NwUCQaYkMTGRX3/9FUmScHd3p5yBXNnRR0YDMKjyIArYFZAHhw9P\nEa1NyzCntzd4ecm7dPYfFoJ89eoV7u7ubNiwAbVajUlOE6p3qs7aIWv11jo5OKWywQJDCCdNkOYM\nOziMiPgIGhdvzA9lfgBg/fr1XLp0iQIFCjB27Fj9g/btk8OblpayFEVmD3PGxMgOWvfusmjklyjC\nKxBkIby8vLh27RrOzs5MnDhRb/7QvUMcuX8EByuHlEbfb3pzpnU159atKV0L1qyBhg0/6LDs2bNz\n8OBBJHuJkt1LEmgfyGnNaeJs49LGTsH/RThpgjTl0L1DbLq2CSszKxY3laueYmJitI7Z9OnTyf5u\nAmtEhKy4D7IeWqkvIM9h6FCoUCFD755FRERw7tw57t69y71797h79y53797FycmJvXv36q0/c+YM\nzZo10xuvWrUqAQEBqba+atWqn/iOBIK04d69e0yePBmApUuX6hU8aSQNo47Ijtmo6qPIYZ0DQkJ0\ne3OmlWjtsWPw88/y17NmfVST9JfxLyk/oTwHgw9yW3MbE8mEji4dU7VhuODjEE6aIM2IS4qjX4As\nJzGh1gSK5ZD1z7y8vHjy5Anly5ens6EbyJsedlWqGLeHXVpiapruDlp8fDxBQUFERERQuXJlvfnr\n16/TqFEjvfGcOXMaPF9SUhJhYWF641FRUam6/vXr1wbnBYL0QJIkBg4cSFxcHJ07d6ZBgwZ6a367\n8RuXnl3C0daRgVUGygVCP/0k39eqVpVDnmnFm2bpffq8txr+7t27vHjxgurvaKTNPzefvS/2YqIw\noZNLJ8bVGieKAdIZ4aQJ0owZf87gbuhdyuQpw/Bq8k3p2bNnzJo1C4B58+Zh8q5g65sedpaWmbOa\n099fFqFt2TK9LSEsLIx169Zx7tw5zp8/z/3799FoNCiVSm7fvq23vkSJEtSuXZvixYvrvJycnAye\nv2rVqoSEhOiNm70nhPOp61++fGm48lcgSAf8/f3Zt28f9vb2zJ07V28+QZ3AuGPjAJhYe6K8CzV+\nPBw6BHnywLZtaSta6+YGly6Bs7NeO7m7d+8ybdo01q9fT7Fixbh586bO39/I6iMJiQ1hdI3RwjnL\nIAgnTZAm3H51m5mn5JZPS5st1WoDjR8/ntevX9OqVStq166te9Db4o6TJkHp0ka0+DOJiJCLG9au\nhZw54d9/5RuyEZAkyWAfvKSkJIYMGaL93sTEBCcnJ4oXL27wmLx583L8+PEPvq65ufl7d9lSc31M\nTMwHHyMQpCWvX79mcHIR07Rp08iXL5/emkXnF3E39C4lc5WUBbv/+gumT5cf3rZsgXd01NIEpVLn\n27edM7VajYmdCTVr1uT169fYv1VUkN8mP2tb6xcJCNIP4aQJUh1Jkuiztw8J6gR6uPagZpGaAFy5\ncoXVq1djZmbG7Nmz9Q98I+6Y1lVPqc2xY9CtGzx8KOu5TZwIuXKl6SWfPXvG/v37CQgI4NSpUwQG\nBmL1TqusPHnyMGLECIoXL07lypUpU6YMFhYWaWqXQPAl4+npyaNHjyhfvjx9+vTRm3/5+iVTTkwB\nwLuRN2avY+X8MI0GRo+GevWMbTKSJNGmTRuuXbuGSU4TbUFAt5+76ThogoyJcNIEqc76q+s5HnSc\n3NlyM7uh7Iy9KVOXJIl+/fqhfOdJTxvmNHYPu89lzhy58TvIyuHr1qVpocOMGTPYvn07ly5d0hm/\nevWqwTwzg86wQCD4aG7duoWXlxcKhQJfX19MDaRijD86noj4CJoUb0KTEk3kyMD9++DqKkcHUhu1\nGi5elB9s34NCoaCPRx8WXF5AoH2gtiDgzOMz2gdoQcZFdBwQpCqhsaEMPyjnn81tOJdc2eQdpX37\n9nH48GEcHByYMGGC7kHv9rBLq6qntKBmTTl/bvJkOH06zStRT58+zaVLl7C2tqZZs2b4+voSGBhI\npUqV0vS6AkFWRpIk+vfvT1JSEr/88gtVqlTRW/PP839YcWkFZiZmzGs0D37/XZbbsLSEDRvkB9DU\nNQoGDZLb5a1b995l666sY0jgEG7b3tbpEDCy+sjUtUeQJqTLdoVSqcwLXATqAxrAL/nf60B/lUol\npYddgs/H45AHr2JeUbtIbX4uJ5eBJyUl4Z4cvhw3bhy53g0FZtaTNzcdAAAgAElEQVQwJ8iVWg8e\ngIHclE9FkiRev36NjY2N3tzIkSPp378/tWvXNtznVCAQpDpbtmzh2LFj5MqVixkzZujNS5LE4P2D\nkZAYWHkgpdQ5UuQ2Zs5Mm+bpM2fKItkWFpBc3BMUFISjo6NOWkNzZXOK5ShGRceKolozE2L0nTSl\nUmkOLANeAwpgHjBGpVLVSv5elHFlUv56+BcrL6/E3MScpc2XahPTV65cya1btyhWrJi2y4CWt3vY\nZaYw59ukkoMWGxvLqlWr+Oabb+jXr5/BNTVr1qRx48bCQRMIjERkZCTDkyUzZs6cqf+QCWy/uZ2T\nD06SO1tuJtQaLztowcFyDtqgQalv1Nq1MGaMXL25cSNSzZqsXr0aFxcXPWHdnNY5udr3quitmUlJ\nj0/EOcASYHTy9+VVKtXJ5K/3AW6AfzrYJfgMEtQJ9NkjJ9J6VPfQ3gwiIyO14c1Zs2ZhaWmZctDb\nYc60FHf8XDQaWLBA1jgyUHL/uTx79gxfX1+WLl3Kq1evAPnnFh8fr/vzEggERmfixIk8e/aMqlWr\n0qNHD7352MRY3A/JEYBp9abhsHEH7N4tt2Ly85OrOlOT/ftT7pvz5/OqTh1+bdMGf3/5YzMoKAiN\nRqMjb/Smul6Q+TCqk6ZUKrsBwSqV6qBSqRyNvHP2tg5ANCDKTTIh3me8uRF8A+cczoypOUY7PmPG\nDIKDg6levTpt27bVPeiNaG3lymkr7vg5RERA27Zw5Ij8fbduULZsqp0+JiaGUqVKERkZCUD58uUZ\nOnQo7du3F5WYAkE6c/XqVRYuXIiJiQlLlizR13UEvM548TDiIeXylaOnXR0YUl6e8PVNG7kNGxv5\n1asX+4oXp4eLC8+fP8fW1pa+c/oypecUg3YKMifG3knrDkhKpbIB4AqsBd4Wk7IFwo1sk+AzuR92\nn8kn5BYpvs18sTaXQ3EPHjzA29sbQFsVpSUzhDnDwqBRI7hwQdY8W748VR00gGzZstGxY0eCg4MZ\nMmQI1atXN6h5JhAIjItGo6Ffv36o1WoGDhyIq6ur3prHkY+Z8Zeco+bT0AvTLt3g9Wvo0EHuMJAW\n1KgBV65AwYIs/f57nj9/To2aNag4rCKzr8wmJCCEFS1WiPvIF4JRPxlVKpVWvVSpVB4D+gBzlEpl\nbZVKdQJoAhwxpk2Cz0OSJAbsG0BsUiw/lv0RN2c37dyYMWOIj4/np59+0q2GygxhzpCQFOXuokVl\nLbQiRT75dBEREbx69QpnZ2e9OV9fX3FDFQgyGOvWrePUqVPky5cPT09Pg2tGHR5FTGIM7cq0o87W\nc3DmDDg6yrtoafk3XbgwACtWrKBa7WpcLnQZnys+KFDwdZ40KFIQpBvpvScqAcOByUql8jSy07g9\nfU0SfAw7bu0g4E4A9pb2eDfy1o6fP3+eTZs2YWlpqV8NNXx4xg9zxsfLzmTx4nDixCc7aHfu3GHQ\noEEULFjwvcUAwkETCDIWoaGhjEjuezl37lyDoq+nH51m47WNWJpaMuerrrKINch5aB/RWeNz0GTT\nsMtuF1tvbsXGwobdP+1m6HdDxT3lCyLdYkwqlertbtN10ssOwacTGR/J4P1yi5QZ9WeQ3yY/IO+u\nDUtujD5kyBCKvO3g7N+foh3k55cxw5wgPw0fPSr3Di1Q4KMOlSSJY8eO4ePjw549e5AkWVEmKSmJ\nuLg4vc4AAoEgYzF27FhevXpF7dq16dSpk968RtJo730jKg/BqddISEqCgQOhYcPUMyQmBk6c4Jmr\nK2ZmZuR5p9Xc+KPjOffkHEXsi7D7p9245HNJvWsLMgQZ9BNSkBkYf3Q8T6OeUqVAFXpX7K0d37lz\nJ6dOnSJ37tyMHj065YCIiBTtoClTMn5vzuSQwscSFxdH+/btCQkJwdLSkk6dOjF48GC++eabVDZQ\nIBCkNhcuXGDZsmWYmZmxePFig7tS666s4++nf+No64hHQCTcuiULWc+cmXqGJCbCDz9AQABzc+Tg\nTKlSHDlyREd+Z16jeWgkDTMazCBv9rypd21BhkE4aYJP4uLTiyy6sAhThSlLmy/FRCFHzuPj4/Hw\n8ABgypQpumGCt8OcyTttXyLW1taMHTuW6OhoevfuTd684uYpEGQG1Go1/fr1Q5IkhgwZwtcGRGij\n4qMYfUR++JyVvws2w2fJEYH16yFbttQxRKOBrl0hIIAQhYJ9YWE4IFeDv+2k2VrasqrVqtS5piBD\nIpw0wUej1qjpvac3GknDsKrDcM2fUvW0ePFi7t27R+nSpfn1za4ZZOww58OHctuW0aM/Ktn34sWL\nvH79mlq1aunNDR06NDUtFAgERmDFihX8/fffFChQQE8U9g3T/5zO8+jnVM1fkY4j18uDEydCxYqp\nY4QkyWHTzZuJAhpLEt906ICfn59IlciCpHfhgCATsvjCYi4+u0ghu0JMrjtZOx4SEqKtgpozZw5m\nbxyxjBzmDAqC2rVh7FhYuPD/Ller1ezYsYOaNWtSsWJFBg0apM05EwgEmZfg4GDGjJE1Hr29vQ22\nZbsXeo95Z+cBMP9sDkyePJVbw40alXqGTJsGvr7EAS0BtzFjWLhyIR7HPIhNjE296wgyBRloO0OQ\nGXgS+YRxR8cBsLDJQmwsUm5knp6ehIeHU79+fZo2bZpy0LBhcpizSpWMVc15757ctuXhQ6hUCbp0\nee/ShIQEFi1axMKFCwkKCgLAzs6OBg0aEB8fL55wBYJMjoeHB2FhYTRs2JB27doZXON+yJ0EdQJd\n7WpR2e8QZM8uhzlTMzLQvDnSkiUsLl6cLl27Uqt1Laqvqc6d0DuoJTWLmi5KvWsJMjzCSRN8FEMO\nDCEqIYpWJVvRqlRKm1WVSqVNstURrt2/H1avlsOca9bI1ZIZgTt3oG5dePIEvvsO9u2T27i8BzMz\nM3x9fQkKCqJ48eIMHjyYrl27Ymtra0SjBQJBWnDq1CnWrFmDhYUFixYtMlgscDjwMP7/+pPdLBvT\nvf6RB729ZZme1MTVFcWdOwyztub0o9NUXVmVkNgQyuUrx6gaqbhjJ8gUCCdN8MEE3Alg+83tZDfP\nzoImC3TmPDw8SEpKokePHpQrV04ezMhhzr59ZQetZk3Yuxf+j7NlYmKCl5cXpqamNG3aVLRdEQi+\nEJKSkrQahiNHjkSpVOqv0SQxZP8QAMbe+QrHJ/egefMUUe7UJls2tlzbTLffu5GgTqBpiaZsabsF\nW0vxUJjVEJ80gg8iJjGG/gH9AZhcZzKF7VPkKU6cOIG/vz/ZsmXTVebOqGFOkEMUPXvKO2gfuBvW\nqlUrmjdvLhw0geALYvHixVy9ehUnJyddyaC3WH5xOTeCb1DUJBdDN96D3LnltnapIBp77NgxHj9+\nrDMmSRL+t/1JUCfQv1J/fv/xd+GgZVHEp43gg/A84UlQeBDl8pVjcNXB2nGNRsPwZAfMw8MDR0dH\neWLfvpQwp59fxglzvuGrr+SbbPbsOsMqlYqOHTvy+vXrdDJMIBAYi2fPnjF+/HgAFixYQDYDEhqh\nsaGMPyav8fotAqskYMUKyJfvs6+/aeFC5jdoQPPmzXXuOQqFAr9Wfmxss5GFTRZiZiKCXlkV4aQJ\n/i/XX15n7pm5KFCwrPkynRvGpk2buHjxIo6OjlpnjfDwlDCnp6cs8pjBkSSJpUuX8u2337J582am\nTZuW3iYJBII0Zvjw4URFRdGiRQtatGhhcM2k45MIjQ2lXrANra8lQY8e0Lr1Z11XkiQmTJiANGgQ\n/hoN0+zsdPTPAKzNreno0lG0eMriCCdN8H8ZdmAYSZokelfoTZWCKY3SY2JitOGBadOmkf3NrtTw\n4XK+V9WqGUO09uxZUKvfO/3ixQtatGhB3759iYmJoVOnTowcOdKIBgoEAmNz9OhRNm/ejJWVFfPn\nzze45sbLG/he8MVEUuDzWzSKokXBx+ezrhsfH8/PP//MVU9POgGJ5uY0W71apFEIDCJ+KwT/yYG7\nBzgUeAh7S3um1puqM+ft7c3jx49xdXXl559/lgffDnNmhGrOhQuhenVIbpb8Ls+ePcPFxYW9e/fi\n4ODA5s2b2bBhAw4ODkY2VCAQGIuEhAT695dzbMeOHUvRokX11kiSxNADQ1FLanr/LeESrIB16z44\nh/V9bN26lYANG1iWvEP2z8yBuJ3pR1R81GedV/BlIpw0wXtRa9SMPCzvKI2tOZZc2XJp554/f87M\n5D51Xl5e8lNgRgpzqtUweDAMGiS3WHFwkJW83+Grr77Czc2NevXqcfXqVX788cd0MFYgEBgTb29v\n/v33X0qUKMGI9zzA7Vbt5lDgIRziTZhyDPDwgBo1PvvaXbp04Ujp0uSTJO40qkTjJD8OBR7C+6z3\nZ59b8OUhshEF72X91fVcfXGVwvaFGVhloM7cxIkTiY6OpkWLFtSrV08eHDYsY4Q5o6OhY0fYvRss\nLOR2VJ07v3f58uXLsbKyEuEGgSAL8PDhQ6ZMmQLAokWLsLS01FsTnxTP8INyju3koxpylygHkyfr\nrfsUFGFhuMbH8yqXNU3dXhIaFUqzEs0YXcNwZakgayOcNIFBYhJjtJ0FptWbhpVZiqL+9evXWbly\nJaampsyePVseDAiQw5sZIczp4SE7aDlzwq5dYKC35tsYqugSCARfJkOHDiUmJoZ27drh5uZmcM2C\ncwu4G3qX0sHQ96oFnN8gP/ClBjlzEnfpPK1W1+Fu5HW+zf8tW9ptwdzUPHXOL/iiEFsHAoPMPzuf\nJ1FP+Db/t3R06agz5+7ujkajoU+fPpQqVUoOc/bqJU9OnZr+1ZyentC0KZw5o3XQbt++Te3atbl+\n/Xr62iYQCNKN/fv3s3PnTrJnz463t+Hw4vPo53iekHfavPeD+bSZULbsJ11v5cqVBAYG6o0vurGG\n05HXKWRXiD0d9+i01xMI3kY4aQI9gl8HM+OvGQDMaTgHE0XKr8n+/fs5cOAA9vb2TJw4UR58O8w5\ndGh6mKxLzpxyFwGlksTERKZPn065cuU4efIko1KzEbJAIMg0xMXFMWDAAEBO1yhYsKDBdWOPjCEq\nMZrmt6FR4bpybutHotFo8PDw4Ndff6VNo0bExcXpzA+pOoRhVYext+NeHG0dP/7NCLIMItwp0MPz\npCdRCVE0Kd6E+sXqa8eTkpJwd3cH5IqoPHnyZKww5ztcvHiRnj17cuXKFQC6d+/OvHnz0tkqgUCQ\nHsyePZt79+5RpkwZhgwZYnDNxacXWfOPH+Zq8DptAyf94CNzVePi4ujWrRtbt26lhKkpp0JCsFq3\nLiXaAJiZmOHVyOtz3o4giyB20gQ63Am5w5K/l2CiMGFWg1k6c6tXr+bGjRs4OTkxcOBA3WrO9Apz\n/v23XL35DtHR0TRs2JArV65QtGhRDh06xOrVq4W0hkCQBbl37x7Tp08HwNfXF3Nz/fwvSZIY7N8b\nCYnBZ0E5bSkULqy37r8IDQ2lUaNGbN26FWX27PyTJw/Zw8Jg8+b/1GoUCN6HcNIEOow5OoYkTRLd\nynXDJZ+LdjwqKkrbPmXmzJlYWVnJoc2nT+G779InzHniBFSrBu3aQVKSzpSNjQ0zZ85k2LBhXLt2\njQYNGhjfPoFAkO5IksSgQYOIj4+nc+fO1K5d2+C6rdc2cyr4InmjYVyu1nKF+Efyxx9/cPLkSb7O\nl48r+fKR7flzqFQJ6fffM1SUQZB5EOFOgZYzj86w/eZ2rM2smVJ3is7crFmzePnyJVWrVqV9+/Zy\nzpefX/qFOf/9V27NkpgIRYqAmf6vcq+3wgsCgSBrsnv3bgICArCzs2POnDkG18QkxjBiVz8Apv9t\nj/2OVZ/UPL1bt25EP3lCr61bsbh2DcqW5eLaGQzf2ZId7XfoaE0KBB+C2EkTAPLTpvshOd9s2HfD\nKGBXQDv36NEjvLzk/Il58+ahiIjQreYsWdK4xr58KVdvhodDq1acbNkSyYBQrUAgyNrExsZq88+m\nTJlC/vz5Da6bvX0oj4ng22fQzWOTXHz0iQxo2RKLp0/B2ZmTa6dQ1/97Tjw4wcy/Zn7yOQVZF+Gk\nCQDw/9ef049OkydbHkZW1+1bOXbsWOLi4mjfvj3fvQltpleYMzYWWraE+/eRKlViposLtevVY9Wq\nVca1QyAQZHhmz57N/fv3cXFx0baBepeHL1TMurkCgPnWbTBt3PTzLuriAidPEuA3lkb7OhKVEEWH\nrzswrf60zzuvIEsinDQBiepEPA57ADCx9kTsLO20c5cvX2bDhg2Ym5szY8aMlDCnlVX6hDnj4sDc\nHKlIEYY6OzN66lQUCoVeibtAIMja3L9/X9u6btGiRZgZSIkAGLmgBXFmEh0e2FJz2voPOrckSXh6\nenLjxg2D81s0V2l1rBdxSXH0Kt+LjW02YmGaSmK4giyFcNIErLi0gjuhd1DmUtKrQkoelyRJjBw5\nEkmSGDBgAMVy5EjfMCdAjhxEbN/OzwULMn/LFqytrdm1a5dW/0ggEAgAhg0bRlxcHB07dqTWe7qO\n/LnTh60WKqwSYXb3TfAB3UckScLDw4MJEybQsmVL4uPj9dYcCTxCkiYJj+oeLG2+FFMTUTQg+DRE\n4UAWJzI+kknHJwEws/5MndYkBw4c4PDhwzg4ODBu3DjdMOd7dIaMQc/+/dlx6hT58uVj9+7dVKpU\nKd1sEQgEGY/9+/fj7++PjY3Ne4sF1CGvGHxsJOQGD4u6FK7Z/IPOPXPmTObMmYOZmRne8+Zhefmy\nLOT9FstbLOcnl5+oV7TeZ78XQdZG7KRlcWafmk1wTDDVC1WndanW2nG1Ws3IkXJu2pgxY8h55gys\nXZt+Yc63mD17NnXq1OHs2bPCQRMIBDrEx8czaNAgACZMmICjo2FFf79xzbicO5GCsRaMHOH/Qef2\n9fVlzJgxKBQK1q9fT8t//pEfWn18dNYpFArhoAlSBeGkZWGeRD5h3hlZgX9Owzko3io5X7duHdeu\nXaNIkSIM7Nw5fcKcjx9Djx7w+rXOcLFixTh27BhOTk7GsUNgNDSShsj4SB5GPOT6S9FnVfDxeHt7\nc+fOHUqVKsXg97R0itiwijE25wGY3WAm2aztDK57m+vXr2vTKpYuXcqPz5/DpElyR4JChVLNfoHg\nbUS4Mwsz4dgEYpNiaVu6Ld8V+k47HhMToxWunTZtGlbu7nKYs1o144U59++Hzp0hJAQcHEC0c8o0\nSJLEw4iHhMeF67wi4yMZWGWg3vokTRLKhUrC48KJiI9AI8kdJEwUJiSNT9JbLxC8j0ePHuHp6QnA\nggULsLAwkKz/+DFTt/bnZUWobu7Mj/U/7J5WtmxZ5s+fT1xcHL3MzLSV7Ykrl/G6WX1ELxNBWiCc\ntCzKtRfX8Lvih5mJGTPqz9CZ8/Hx4cmTJ5QvX56fNBrYlJxQa4wwZ1ISTJwIyS1c7jo74zxqFB8v\nK5m1OHTvEImaRL3xBsUaGKwq+9j166+sJywujLDYMNnpipcdr+0/bDeYFO28wBm1pN8G59cKv2Jl\nZqUzZmZixvPo58QmxQJgY2GDg5UDDlYO2jGB4ENwd3cnJiaGtm3b0rBhQ/0FGg13+rRnfvl4FBLM\n77pFJ4Lw/xg4cCDs2AHt2wMg+fjQL9c5/lrlRUDHAIrmKJpab0UgAISTlmXxOOyBRtLQv1J/SuQq\noR1/+fKltmx94bBhmPTtK08sWABKZdoaFRcn3/x270YyMWGGlRXj7t1j8Y4d9H1jh8AgHbZ3ICwu\nTG88ZGQIOa31hTk/dn3/gP5EJUTpjUfGR5LDOofOmEKh4Ou8XyNJktbZevNSawz3L7zZ/ya2FrbY\nW9ljZqJ7Wwol1OAxAsHbHD16lG3btmFtbc289+28L1rEcLszJJpCj5I/UaFAxY+/UMmSkDcv9OvH\nzPIxrDy6EiszK16+fimcNEGqI5y0LMiRwCPsu7sPO0s7xtcarzPn6elJVFQUzRs3ptrixRAVBW3a\nyLlhaY2FBRobG+KsrGgWF8fxmBgaNmxI27Zt0/7aGZgX0S84HHiYgLsBzHObRz6bfHprGhRrQHRC\ntN64uYl+I+lPWd/dtTsaSYODlQM5rHNonS5rc2uD66/0ufJfb0kPJwenj1ovELxNYmKivMuFLL5d\n2FBj9Js3ObDUnd0dwNbEmmnN/zuFQpIkw7tsZcvCtWtsfnaQMTs7oUDBxjYbqVKwSmq8FYFAB+Gk\nZTE0koYRh0YAMKr6KPJkz6OdU6lULF26FBMTE1YVLQpLlkCBArBixSf1sftYgkNC+CEoiEdxcQSZ\nmDDN05NRo0ZhYpL16lsO3juI/7/+HA86zq1Xt7TjbsXc6OraVW/9th+2fdT5P3b9/CbzP2q9QGBM\nFi5cyM2bN3F2dmb48OH6CxISSPy5M0PrySH+cfUmkd/GcIsogMDAQNq3b4+fnx9ly5bVm/8r5l+6\n/d4dgLluc2lTuk3qvBGB4B2M6qQplUpzYDVQBLAEpgK3AD9AA1wH+qtUKtGIMY3YdG0Tl59fpqBd\nQYZU1U2YHT16NElJSUxv3py8y5bJjtn69Z/Vx+5jsLe353ViIvEFCnB882Zq1qxplOtmRP64/QdL\n/l4CQDbzbFQvVJ0mxZtQx6lO+homEGQwnj17xqRJkwC5WMDKykp/0ZQpLDG7zK084GxflMFVDFd9\nAjx9+pSGDRsSGBjIhAkT2Llzp96a/Xf3k6BOoH+l/gytauTWeIIshbF30joBwSqVqotSqcwBXAEu\nA2NUKtVJpVK5BGgFfJhojeCjiEuKY+zRsQB41vXUCVWdPn2anTt3ks/KihFXroBGAx4eULdu2hmk\n0cjl68lYWFiwY8cOsmXLRu7cudPuuunMi+gXnHhwguNBx3HN76rT5eENHb7ugKOtI3Wc6lDRsaJo\nKSMQvAcPDw+ioqJo0aIFTZsa6Lt59CivfKYzMbkpybwmPliaWRo8V0hICG5ubgQGBlKxYkXWTpoE\ny5enSBAlM7XeVCo6VqS5svlHFR4IBB+LsZ2034DtyV+bAIlAeZVKdTJ5bB/ghnDS0oSF5xbyMOIh\n3+T7hi7fdNGOS5KEu7s7AAeKF8fs+nWoUAGmTEk7Y3bsgFmz4OBBWWIjGYO5JF8At1/dZv65+Xrh\ny3pF6xl00moWqUnNIll3J1Eg+BD++usv1q9fj6WlJd7e3voLHjyA9u2ZUEci3BoaFmtIC2ULg+eK\nioqiadOm3LhxgzJlynBgzRpsW7WCwEBZxPvnn3XWvy3+LRCkFUZ10lQq1WsApVJpi+ywjQPmvrUk\nGrA3pk1ZhadRT5n25zQAZjeYrSObsGvXLs6cOUMfW1vKXb8uy21s3AiGNIZSA19fpAEDUEgSrFsH\nyergXzLRCdF64cs6TnWoX7R+OlsmEGROkpKS6N+/PwAjR47E2dlZd0FsLLRpwzmrEJZVBFOFKd6N\nvN+783XgwAHOnz9P0aJFObxlCzk7dJAdtEqV4Pvv0/rtCAQGMXrhgFKpLATsBBarVKrNSqVy9lvT\ntkC4sW360pEkid57ehMRH0FzZXMaFW+knUtMTGTUqFE4AfMTk3Wz5s9Pm64CkgTjx8O0aSiAtSVK\n8FPv3mT2QN6b8OWJoBPcC7vH/s779da45ndlRv0Z1CpSS4QvBYJUYNmyZVy9epUiRYowatQo3UlJ\ngr59ibp+iY4DzdAoknCvOpSv83793vO1a9eODRs28N3XX/NV9+5w8yZ8/TXs20e0pQKbNH4/AoEh\njF04kA84CPRTqVTHkocvK5XK2iqV6gTQBDhiTJuyAhuvbWSPag/2lvYsbbZUZ27ZsmUE3rnDeSsr\nLOLiZLmNnj1T3wi1Ws7rWL2aJKA3EOXqyk+ZNJ9DI2kYGDCQY0HHdMKXAA/CH1DEoYjOmKmJKaNq\nvPNBIhAIPong4GDGjRsHyG2gsmXLprvA1xfWrmVgW1MCbZNwze/K1HpT/+95O3XqBB06wMWLUKwY\nHDrEsvvbmXlqJgEdAyidp3RavB2B4L0YeydtDHI4c4JSqZyQPDYYWKBUKi2Am6TkrAlSgWdRzxi0\nTw4n+jT2oYBdAe1cZGQkkydPZixQPi5OlttYvjxt5DZMTLj36BFfAe2B/D17snnZMkzTsVH752Ci\nMOGvR39x69UtnfBlHac6ONoabugsEAhSh9GjRxMeHo6bmxutW7+TG/bXXzBkCFu/hrUuaqzNrNnU\nZtN7iwX0mDYNnjyB9evZF/0P/QP6o5bUnH9yXjhpAqNj7Jy0wchO2bvUMaYdWYU3Yc6wuDCalmhK\n13K6+lqzZs2ixKtXTAAkhQLFunWQK1ea2HLk6FEaHz6MEmg8bBhz587N0FVRkiTx18O/WHxhMeNr\njTcYJpnTcA42FjYifCkQGJHz58+zatUqzM3NWbBgge595OlT+OEHHmZPonc7SyCeeY3mGXSuXr58\nSd68efUvULw4/Pkn/7y4Qvs17VFLasbVHGdQn1AgSGuEmO0XzKZrm9it2o29pT3Lmy/XuZk9fvyY\nlV5enAVMAUaMgHr10syWGjVqUN/NjWrVqjF+/PgM66C9TnjNxmsbWXxhMVdfXAUgl3UuFjdbrLfW\nzdnN2OYJBFkatVqtLRYYNmwYJd/OnU1IgHbtUL94TufB9kQoImhZsiW9K/TWO8/cuXOZMWMG+/bt\no3Llynrzj6Oe0GxTM6ITouno0pEpddOw0l0g+A+Ek/aF8jz6OQP3yW1SvBt564Q5ASZMmMDc+HiK\ngiy34emZugZIkk7Y1NLSkj179mBmlnF/5fbf3c+P238kIj4CgLzZ89KrfC96V9S/yQsEAuOzevVq\n/v77bxwdHbU5aVoGD4YzZ5jZ3J4/HSLIb5OflS1W6j0QrlixghEj5K4rd+7cMeik7b69m6dRT6lZ\nuCarW67OsA+Vgi+fjPuJKfhkJEmiz54+hMWF0bh4Y7q5dtOZv3r1KvFr1tAF0FhbY5LachvHj4O7\nOwQEyI2Ik8nIDhqAS14XohOi+a7gdwyoPIC2pdt+eB6LQLec59YAACAASURBVCBIU0JDQxk9ejQA\nXl5e2Ni8VW+5ejUsXcp5J3MmVooGCda1XqfT9g5g27Zt9O4tP3QtWrSITvfuyTloY8boPFT2rdSX\nHNY5cHN2E/cAQbqSsT81BZ/E5uub+f3279hZ2rGixQq9p8B5Awfim/y1SWrLbfz2G1LnzigSEmDB\nApj6/yuqjE1YbBgOVg56P5cCdgW4M/AORXMUTSfLBALB+xg9ejQhISHUqVOHDh06pExcuCDLbVhA\nx19yoE56ybCqw2jo3FDn+H379tG5c2ckSWLq1Kn0T0yEiRPlrictWsA33+is/7Hsj8Z4WwLBf5L1\nOld/4bwb5ixoV1Bn/siBA/x68iT2QHyzZvDLL6l38UWLkDp0QJGQwE5HR2Lf1S5KZy49u0TP33vi\nOM+Rkw9OGlwjHDSBIONx+PBhli9fjrm5OYsWLUp5wHr5UpYNSkhg0NCS3Et6Sbl85Zhef7reOZ49\ne0ZSUhLu7u6MyZ8fhib33Fy5Us9BEwgyCmIn7QtCkiT67u1LaGwojZwb0d21u868RqNB1a0bfYFI\nOzvs1q5NHbkNSYJx42D6dBTAaMA3KooTd+/i6ur6+ef/DBLViey8tZMF5xdw+tFp7fipR6eo7VQ7\nHS0TCAQfQlRUFL8kP0xOmDCBr79OrrROSpI1zR4/Ztv3Svysb2NlZsWmtoblNnr06IGLiwsV799H\n8dNP8qCPD3TvTqI6EXNTc2O9JYHggxFO2hfElutb8P/XH1sLW4NhzoOTJtHr+XM0gOWWLaknt6FQ\nEP/6NabAL8De3Lk5duBAujtoAKsur6Lv3r4A2Fva0+PbHvSt2JcSuUqks2UCgeBD8PDw4MGDB5Qv\nXx4PD4+UiZEj4fhxHhbPQ+9KLyAB5rnNo0yeMu89V6Vy5aBjR9BoYPJkGDyYUw9P0WVXF3774Tcq\nOFYwwjsSCD4c4aR9IbyIfsGAfQMAmNdoHoXsC+nMh9+6xdfTp2MKXG/ShLJNmqTatcPDw2n4558k\nAcEFCnDy0CFKl84Yoo8dXTqy5p81dCvXjS7lumBjIZq7CASZhaNHj7JkyRLMzc1Zs2YN5ubJu12b\nNoG3N2pzU7oMKEB4+D+0LNmSPhX7/PcJLSzgyBHYuhXc3bkbepdWW1oREhvChqsbhJMmyHCInLQv\ngLfDnG7ObvT8Vretk+bVK8KrVKGQWs317NkpvWNHql7fxsaGwk5ORDk789dffxndQUvSJLHr1i4S\n1Yl6c3aWdpz75Rx9K/UVDppAkImIjo6mZ3KLuvHjx/PNm7yxK1e0ubSzpjXlZPg/enIbsbGx3Lx5\n0/CJCxeGESN4FRtCk41NCIkNoWmJpsxxm5Pm70kg+FiEk/YF4PePH7v+3WU4zPn6NU/Ll8cpKorb\nJibYnTyJqbX1511QknS+NTMzY9OmTZw6dQonJ6fPO/dHmSGx4+YOlAuVtNnWBv9//Y12bYFAkLZ4\neHgQFBSEq6trSgP10FD4/nuIjeV8r2ZMjNsHwNrWa7VyG2q1mo4dO1K1alWOHz9u8NxxSXG03tKa\nu6F3+Tb/t2xttxUzExFYEmQ8hJOWyTl2/xi998i6Pz6NfShsXzhlMj6ekFq1KPjoEUHAUz8/Cpcv\n/3kXvHIFvvsOHj/WGba0tCRfvnyfd+6PMeP5Feqtq0e739pxP/w+ylxKkfgrEHwhHDt2DF9fX8zM\nzPDz85PDnGo1/PQT3L9PVJVv6VjmFkmaJIZWHart/iFJEgMHDsTf3x9TU1O+SkrSe6gEOHTvEKce\nnaKgXUH2dNwjdtkFGRbhpGVibgXf4vut35OoSWRo1aH0+LZHyqRaTcz335Pr0iVeAH8MGEDdLl0+\n74LHjkGtWnDuXLrqnx0POk755eU5HnScXNa5WNJsCTf63aB1qdb//2CBQJCheTfMWa5cOdnRGjkS\nDh6E3LkZPKg498IDKZevHDPqz9AeO336dJYsWYKlpSXHZs+m5A8/wOjReo5ai5It2NZuGwEdA3C0\ndTTq+xMIPgaxv5tJeRH9gqabmhIRH8H3pb5nTsO38ikkCfUvv5Bt3z7CgSnVqrFw/vzPu+C2bdCl\nCyQkcDxfPipMnYrt553xk6lRuAYueV2o41SHibUnksM6RzpZIhAIUptRo0Zx//59XF1dtR0GmDUL\n5s0DMzN+W9yPNbem6Mlt+Pn5MW7cOBQKBfsmTcLV3R0iI0Glknfh3ul48sPXPxj7rQkEH43YScuE\nxCTG0GJzC4LCg6jkWIkNbTZgamIqTyY/cZr6+RED9MyXjyl//IGJyWf8V8+cCT/+CAkJ+JqaUu/F\nCxatWJEq7+VTMDMx48KvF/Bp7CMcNIHgC+L48eMsXrwYMzOzlGrOZcvk3TCFgoervel1fwEAXm5e\nOnIbFhYWmJub89uQIdSdPl120H74Qa7kzOAt6QSC9yF+czMZao2azjs7c+HpBZwcnNj9026ymWdL\nWTBzJsydSwLQwcyMiXv2kOtz9dAsLPhfe3ceF1XVP3D8MwMDGIpAuZWWyuNRUXHJJbfUzCWXMkst\nEzWftMWonjRL1NTUMnswy73SUHvKzFL7CZpZpqSYlmGp6XEFcQkqFVllmPn9cQcUAYNEBpjv+/Xi\nBXPn3HvP9wKHL+eeew52O6FmM29kZTFq1CjGjRt3fce8Brvdzu7Tu1n440Ia3tKQce3znkvGnwlR\nvqSkpDBihDFkY8KECcY8iytXwtPGPIdZ8+cRnPUp59PP01f15emWT+faf/DgwdxtsVDz8cchJcWY\nD23ZMnB3x2a3YTZJn4Qoe+SntowZ9/U41hxcg6+XL5GDI6lW8YrB+osWQWgoNiAY6Dt/Pi1btrzu\nc863WGgDvGGz8dJLL7Fo0SLc3Nyu+7hXS7mUwgd7PqDl+y1p80EbwmPCmbdrHja7rdjPJYQoXcaP\nH8/x48dp2rQpoaGhEBlpDLGw27HPmMHLAcfYFruN6hWrs+T+JXkm6wao2b491KgBQ4fC8uXg7k70\nyWiaL27O93HfOyEqIa6P9KSVIfN3zWf2ztlYzBa+GPgFDatcMR/ZypXYn3kGE/A0cNPw4YwcOfK6\nz2m32/l57152AdOnTyc0NDTfxvF6JaQkoOYqLmRcAMC/gj8jmo3gyZZPyn/AQpRzW7duZe7cuTlP\nc3rs2gUPPwxWK+kv/YcR9ffxSfQnmE3mXNNt5HHrrbBjB/j7k4mNaVumMiNqBja7jWnbprHxsY03\npP0S4kaRJK0MSLemM2fnHCZ8OwGA9/u+T5c6XS4X+Oor7MHBmOx2XgF+aNqU6AULit4YRUQY6+E9\n8EDOJpPJxIIFC+jfvz+9evUqhmjyV9W7Ko2rNibLnsXTLZ9mQOAAKliucz43IUSpFx8fz+OPG+sM\nh4aG0gygTx9IS+OPkY/Rr8Eutu/bTiWPSqwasIruAd1JTk7m0KFD3HlnPisEVKmC/lPnDAsxYWJc\nu3G81uU1SdBEmSNJWilmt9tZtX8VL29+mdgLsQBM6TSFYc2GXS60dy88/DAmq5W3gEU+Pvz0+edU\nKMqEtSkpMGaMMUDXzw8OHIDq1XPe9vDwKLYELfZ8LO5md27zuS3PexuHbJT5ioRwITExMfTu3ZvT\np0/TvHlzJgwYAPfcAxcuoAf3oFfjnRw9eZSaPjWJGBxBULUgMjMzGThwIFu2bGHNmjX07Nkz1zGt\nNivdV3Qn9kIst1e+neX9ltOpdicnRSjE9ZH7SKXUzvidtF/ankc+f4TYC7E0qdqETUM2Mbnz5MuF\nTp2C3r0hOZmVwMvAio8+IiAgoPAn2rULmjc3EjSLhaxXXoGqVYs7HLbHbaffyn7UeacOb25/M98y\nkqAJ4To2bNhAx44dOX36NB07duSbZcvw6N0bEhPZ9lBL7graxdFzR2lRowU/PPEDQdWCsNvtjBo1\nig0bNjDIYqHNqlV5V0Axu/NOz3cIDgrml6d+kQRNlGmSpJUyJ86f4NHPH6XtkrZEx0dTzbsa7/d9\nn5+f/JluAd0uF7x40UjQTp1ih5sbw4HxoaH07du38CdbvBjatYPDh6FRI9ZNnEizFSs4d+FCscRi\ns9v48tCXtF/ang4fdmDdoXVY3CxYbdZiOb4QomxavHgxffv2JTk5mcGDB/P1xx/jN3AgxMWxon8A\n9zbdy7n0c9xf/362Dd+WM+Hsq6++Snh4OMEeHnyYmorfhx8awzSu8kCDB1j+4HIqe1Uu6dCEKFZy\nu7OUSMpI4o2oN3h759tkZGXg5e7FmLZjeLn9y1TyvGraWKsVBg2CvXs55u5OX6uVPg89xLRp04p2\n0ubNwWzGHhLCRLOZ1ycbvXSrVq3iySefvO6Y4i7E8eCnD2Kz2/Dz8mN0q9E82/rZ3E+kCiFchs1m\nY/z48cyaNQuAiRMn8lpICKb77sN+8CBTB1ZlauBRsMHzbZ4nrHtYzhyQCxcuZPr06QwxmVhmtWKy\n2UgeP4YK9/Wk+J81F6J0kCTNyaw2K0v2LGHSlkkkpiYC8FiTx3i96+u51+HMZrdDSAhs2MB5d3e6\nW62ou+5ixYoVRZ+wtnVrUmJieCw0lHXr1uHu7s68efOKJUEDqO1bmxfavECtyrV4osUTcjtTCBeW\nnp7O0KFD+eyzz3Bzc2Px4sX8u0MHaNuWjNhjPBFckY8CEjCbzMzpMYeQNiG59g8KCmK4ycRSwGSz\nEf3q4wTfvJYnom/hlQ6vOCcoIW4wSdKc6KsjXzFm0xj2J+4HoH2t9szuMZvWt7UueKewMFi0iEtm\nM72tVmx16rBu3bqiPSjgkJKSQofHHiMmJgZfX19Wr15N165di3yc+KR4MrMyqeNXJ291e4QV+XhC\niPIjNTWVtWvXEhYWxp49e/Dx8WH16tV08/KCtm35K/0cDz5dkW23JONt8Wblwyvpo/rkOU77Vq1o\nWa8e1iOaaVM6M4Nl2M7Z+OK3LxjbbizuZvlzJsof+al2gv0J+xn79Vg2HtkIQB3fOszqNouHG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U0Fp311p3AhYDb/+Dc3fVWrcBPIBjBSVoDvZrvPdPyhVGDYwFx4v7uEKIMqosTMEhhHCuB4Bv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\nTkSuQmCC\n", "iVBORw0KGgoAAAANSUhEUgAAAmwAAAIGCAYAAADp+tMZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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FQkzZq1YNeuHZw9e4bPPhtEZGQ8P/64FL1ezwsvvESXLt357rsFnDlzmnXrVvPcc2UJC5uC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\nO7TdUNWnz+nD5vVJoSaRtAOEEAx6bQBDjhrGb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FVVD3AFMBQo8F6ypC1w85s3ctqBZ3B0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\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ZQIkSvk+dIR9A9eABlpcvKEnZvRCcrlzDIjAAi+AgDO4e6P2KoPcrAu+XILldB/S+RTD4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"text": [  "0xa254890>" 0x16603390>"  ]  }  ],  "prompt_number": 20 94  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "As "In these plots the light lines are the metagenome coverage using only 100% pure contigs. As  we can see, metavelvet the merging of assemblies using newbler  and ray provide way more metagenome coverage but at a cost minimus2 provides longer contigs while retaining much  of purity. the metagenome coverage.  It would seem that by discarding unpure contigs you would lose a lot of coverage, but  actually be interesting to also do these plots with only pure contigs, so one can see the difference. The number most  ofbases in impure contigs compared to  the pure ones contigs  are actually quite low, in the 90-100% purity range (see [below](#Varying-purity-thresholds))  so I'm guessing there is little difference if you are willing  to be seen.\n",  "\n",  "NOTE: It is not clear what happens with different sacrifice a certain amount of  purity thresholds or intervals." for longer contigs then it'll be the best option."  ]  },  {  "cell_type": "heading",  "level": 3,  "metadata": {},  "source": [  "Varying purity thresholds"  ]  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "sns.set_style(\"darkgrid\")\n",  "colors = sns.dark_palette(\"skyblue\", 5)\n",  "\n",  "f, ax = plt.subplots(1, 1)\n",  "#m_even.avp.velvetnoscafminimus2.contig_metagenome_coverage_purest_single_aln_purity_thresholds[\"min_purity\"]\n",  "for i, p in enumerate(np.unique(m_even.avp.velvetnoscafminimus2.contig_metagenome_coverage_purest_single_aln_purity_thresholds[\"min_purity\"])):\n",  " has_purity = np.array(m_even.avp.velvetnoscafminimus2.contig_metagenome_coverage_purest_single_aln_purity_thresholds[\"min_purity\"] == p)\n",  " ax.plot(m_even.avp.velvetnoscafminimus2.contig_metagenome_coverage_purest_single_aln_purity_thresholds[has_purity][\"cut_off\"],\n",  " m_even.avp.velvetnoscafminimus2.contig_metagenome_coverage_purest_single_aln_purity_thresholds[has_purity][\"metagenome_cov_percentage\"],\n",  " linewidth=2.0, color=colors[i], label='velvetnoscafminimus2', alpha=(1.0))\n",  "\n",  "\n",  "ax.set_xscale('log')\n",  "ax.invert_xaxis()\n",  "ax.set_ylim([0,100])\n",  "ax.set_xlim([10**6,0])\n",  "ax.set_title(\"minimusvelvetnoscaf31\")\n",  "pal = sns.dark_palette(\"skyblue\", as_cmap=True)\n",  "sm = plt.cm.ScalarMappable(cmap=pal)\n",  "sm._A = []\n",  "cb = plt.colorbar(sm)\n",  "cb.set_label(\"Purity\")"  ],  "language": "python",  "metadata": {},  "outputs": [  {  "metadata": {},  "output_type": "display_data",  "png": 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WJ1bjLKZw2uqlxEMBWroLchFflCP3ugqOt3r8/wV+kb94uUVrfbtbBx5pSl0F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\nyHFbS4bWjNMV8ORqHym//IEl5jgJb1E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