Skip to content

Instantly share code, notes, and snippets.

@hughesadam87
Last active December 14, 2015 11:28
Show Gist options
  • Save hughesadam87/5079544 to your computer and use it in GitHub Desktop.
Save hughesadam87/5079544 to your computer and use it in GitHub Desktop.
30nm/12nm NP dilution. Attempting it extrapolate to the absorbance at 100% for use in more accurate size/concentration determinations.
{
"metadata": {
"name": "AUDilution"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"AuNP 30nm/12nm dilutions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<script type=\"text/javascript\">\n",
"show=true;\n",
"function toggle(){\n",
"if (show){\n",
"$('div.input').hide();\n",
"}else{\n",
"$('div.input').show();\n",
"}\n",
"show = !show\n",
"}\n",
"</script>\n",
"<a href=\"javascript:toggle()\" target=\"_self\">Hide - Show Code Cells</a>"
]
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"Absorbance vs. Concentration data for batch2 30nm/12nm NPs vs. concentration in spectrometer. Seeing how it compares to the chemistry spectrometer (see dataset 6_19_12). In this dataset, need to use a line of best fit; whereas on 6-19-12), dilutions were from 85% down to about 0.3% so best fits weren't required. This analysis offers some unique challenges, since benchtop spectrometer is not capable of strong absorption measurements (eg 100% concentrated np absorbance) so extrapolation is required."
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"Batch Notes:\n",
"\n",
"30nm np test:\n",
"2.5ml water was added to the quartz cuvette.\n",
"500ul 30nm nps (50% dilution) were added to the water in the cuvette and mixed using the 300ul pipette.\n",
"At 2 minute intervals, the solution in the cuvette was diluted by adding 200ul water and mixing . The solution was diluted 4 times in this manner.\n",
"\n",
"With each addition of water, the intensity of the signal increased by a similar amount and then plateaued at the new higher level.\n",
"\n",
"After the fourth dilution had been added, there was some noise in the intensity graph; this is probably attributed to outside interference (from the construction site?) as neither the spectrometer nor the desk were touched).\n",
"\n",
"12nm np test:\n",
"2.5ml water was added to the quartz cuvette.\n",
"500ul 12nm nps (100% solution) were added to the water in the cuvette and mixed using the 300ul pipette.\n",
"At 2 minute intervals, the solution in the cuvette was diluted by adding 200ul water and mixing. The solution was diluted 4 times in this manner.\n",
"\n",
"With each addition of water, the intensity of the signal increased by a similar amount and then plateaued at the new higher level."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pyuvvis import *\n",
"from pyuvvis.IO.gwu_interfaces import from_oceanoptics\n",
"\n",
"plt.figsize(8,8)\n",
"\n",
"ts=from_oceanoptics('30nm')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"VALIDATION OF BASELINE NOT IMPLEMENTED. NEEDS TO CHECK FOR PROPER INDEX LENGTH!\n",
"no bline/ready to go.\n"
]
}
],
"prompt_number": 148
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"Subtract Baseline and plot data."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts.sub_base()\n",
"specplot(ts)\n",
"ts=ts.as_interval('s')\n",
"areaplot(ts)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Warning: Recomputing area from shape (651, 203) to (1, 203)\n"
]
},
{
"output_type": "pyout",
"prompt_number": 149,
"text": [
"<matplotlib.axes.AxesSubplot at 0x8abea50>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAgAAAAH0CAYAAABLk5VoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4U2X/+PF3kjbp3ntTCoWyStkgsnE8CIgDB8pQFMQv\nyFBUhj4MUURQVBw8qDhQ0UdUUEEEylJLkWnZpaWle+9mtOf3Bz/zWFvoSNI0yf26Lq/LnHGfzyeH\nNJ+c+z73kUmSJCEIgiAIgk2RmzsAQRAEQRBanygABEEQBMEGiQJAEARBEGyQKAAEQRAEwQaJAkAQ\nBEEQbJAoAARBEATBBokCQBCaaPny5bz88svmDqOOoUOHsmnTJpO0PWvWLDZv3tyifdPS0nB1dUXc\nZSwIbZcoAAShCSoqKti4cSOPPfYYAPHx8cjlclxdXfHx8WHs2LF8/fXXrR6XTCZDJpM1aduIiAj2\n7t3b5LZnzZrFq6++2uC6gwcP4urqiqurKy4uLvr3wtXVFTc3N+RyOWVlZU2OrTlycnJ49tln6dq1\nK+7u7nTr1q3FhUpTTZkyhSVLlpj0GILQ2kQBIAhNsGnTJkaMGIGXl5d+WXBwMGVlZWRkZDB27Fge\nffRRKisrzRjljclksmb9Io+JicHHx4ft27fXWzd48GDKysooKysjKSkJgJKSEsrKyigtLSUkJMRo\ncf/Tyy+/TGZmJjt37qSoqIhPPvkEf39/kx2vKXQ6nVmPLwgtIQoAQWiCvXv30r9//wbXqVQqpk2b\nhk6n48CBAwAUFRUxZswY/Pz86NChA0uXLiU3NxeAffv20b17d/3+o0aNom/fvvrXgwcP5vvvv2/w\nWElJSdx7770EBQWxaNGiOuuSk5MZPnw4Pj4+dO/enVdeeYXy8nIAHnroIdLS0rjjjjtwdXVlzZo1\nANxzzz0EBgYSGhrKvHnzuHz5cp02+/fv3+hVg4aKitTUVORyObW1tcC1ropVq1YxatQofH19mTx5\nMlqtlhkzZhAUFMTUqVPJysrS75+VlcXy5cuJiopi4sSJJCQk6Ndt3bqV6dOnExISglwuJzY2lltv\nvbXOcb/88kuio6Pp168fO3furBPbTz/9xNixY4mOjmbdunX69wjg/PnzPP3004SEhBAWFsbmzZvZ\nuHEjW7ZsYfXq1bi6ujJu3Djg2hWVDRs2MHDgQDw8PKipqeHll18mKioKb29vHnzwQQ4ePHjD904Q\nzEoSBKFR0dHR0u7du/Wv9+3bJ4WEhEiSJEmVlZXShg0bJAcHBykvL0+SJEkqKCiQvvnmG6mqqkq6\ndOmSdMstt0iLFi3Sb+/g4CAVFBRIGo1G8vPzk0JCQqTy8nKpsrJScnR0lAoLC+vFUFtbK/n5+Ulr\n1qyR8vLypHnz5klKpVLatGmTJEmSdOnSJemXX36RNBqNdPLkSSkuLk7auHGjfv+IiAhpz549ddr8\n8MMPpfLycikzM1N66KGHpAcffLDO+o0bN0qjR4++4XuTkpIiyWQyqaam5rrLhgwZIoWHh0vx8fFS\ncnKy1K5dO6lLly7S5s2bpfz8fGns2LHSsmXL9Pv37NlTeumll6SioiJpx44dkqenp1ReXi5JkiRN\nnTpV6tWrl/TRRx9J6enpDcYyZswY6fLly9K2bdskT09P6dy5c5IkSdJ3330nde/eXfrtt9+kzMxM\n6d5775Wef/55SZIkSavVSt7e3tIrr7wiFRYWSgUFBdKJEyckSZKkKVOmSEuWLKlzrIiICCkmJkY6\ncOCAVF1dLUmSJH311VdSVlaWVFlZKa1du1b/b0QQ2iJRAAhCEzg5OUlJSUn61/v27ZPkcrnk4eEh\nKZVKSaFQSAcPHrzu/rt375a6du2qfz148GDpm2++kX777Tdp9OjR0sSJE6WdO3dKe/fulbp3795g\nGwkJCVJoaKj+dWVlpaRSqfQFwD9t3LhRGjNmjP51QwXA3128eFHy9PSs80X+448/StHR0dfdR5Ka\nVgAMHTpUmj17tn799OnTpbi4OP3rzz77TBoyZIgkSZJ04cKFesccP368tHXrVkmSJKmsrEx68803\npe7du0v29vbShAkTpNOnT9c57t/zvP/++6U1a9ZIkiRJDzzwgPTZZ5/p1x0/flyKiYnR59qjR48G\nc5wyZYq0ePHiOssiIiLqFC3/VFtbK4WGhkpHjx697jaCYE6iC0AQmiA8PJyMjIw6y4KCgigqKiIr\nK4upU6cyf/58/eVwSZJ4/vnnGTx4MB4eHtx1112cOXNGv37IkCHEx8dz8OBBhgwZwpAhQ9i/fz8H\nDhxg6NChDcaQkJBAjx499K8dHR3p1KmT/nV5eTlz5syhT58+uLu7M3fuXE6dOnXDvNasWcPIkSPx\n8vKiT58+FBcXc+XKFf36q1evEh4e3qz36nr+Hru/v3+dbhA/Pz/9+/vLL7+QkpKCp6en/r89e/bo\nL6e7uLjw5JNPcvLkSS5dugTAE088UedYsbGx+v/v2bMnv//+u77tmTNn6tsdNmwYqamp5OTksG/f\nPgYOHHjd+Bsa0NivX786r7///nsmTJhAUFAQXl5eZGVlNXoOBMFcRAEgCE3QuXNnkpOTG1zn5eXF\n+vXrycvL49NPPwWu9VP/8MMPfPjhh+Tn5/Pf//4X6doVN+BaAbBv3z79F/5fBcH+/fsZMmRIg8fp\n168fJ0+e1L+uqqri3Llz+tdvv/0258+fZ+vWrRQXF7Nu3Tp9HzyAQqGo01+fkJDA2rVrWbduHVlZ\nWSQmJgJ1+/QvXbpETExMc98ugwwfPpz27dtTVFSk/6+0tJT169fX2zYsLIy5c+eSkJCAWq3WLz9+\n/Lj+/48dO8aAAQP0bW/cuLFO2xUVFfj7+zN8+HAOHz7cYEwKhaLOe/kXOzs7/f9XVFQwffp0Jk+e\nzLlz5ygsLCQ4OFjcCim0WaIAEIQmGD58eJ2BaP/k6OjI/Pnz9fMEZGZm4uHhgY+PDxcuXOCVV16p\ns/3AgQM5f/48iYmJ9O3bl5iYGK5cuUJCQgI333xzg8fo3bs3arWadevWkZeXx5IlS+p8uWRmZuLp\n6Ymfnx+JiYm89dZbdfbv1asXf/zxh/51RkYGzs7O+Pn5kZWVxdKlS+sd88iRIwwfPrzxN6gJ/h7r\njb4Uo6OjcXFxYc2aNWRnZ6PVaklMTNQXOwsXLiQpKQmdTsfly5dZv34999xzDyqVSt/G+vXrSUlJ\nYfv27fz888+MGTMGuDYYcvXq1Rw6dIiamhry8vL0Ay5HjhxJZmYma9asobCwkIKCAn3B1atXL06d\nOnXD0f5lZWWUl5cTGBhIbW0tq1atIjMzs+VvmCCYmCgABKEJpk2bxt69eyksLNQv++cl4WnTppGb\nm8v333/PtGnTCA4OpmPHjjz00ENMmzatzvZOTk706tWLLl266H9FDhw4kIiICHx8fBqMQS6X88sv\nv3D48GF69OiBSqVi0KBB+vVz586lqqqK8PBw5s+fzxNPPFHnmDNmzGDHjh14eXmxdu1axo8fz/Dh\nw4mNjeWOO+5g4sSJdbY/c+YMubm53HHHHY2+Pw1dHv/nsr+/bmj+gr+//vbbb9FqtYwYMYLAwECe\ne+45NBoNcO3Kx5133omnpyd33nknoaGhrFixok5bDzzwALfeeisrVqzgk08+oWPHjgDcdtttLFu2\njLfeegtfX18GDBjAkSNHgGu/5g8ePEhGRgZdunShZ8+e+sv3Y8eORS6XExwczIQJExp8DwICAli1\nahUPPfQQPXr0QKPRcNNNNzX63gmCucgkcX1KEJpk5cqVKBQKnn32WXOH0ipmzZpFv379ePjhh80d\nSpOlpqYSGRmJTqdDLhe/bwThRkxWAFRXVzNkyBDUajUODg5MnDiRuXPnUlZWxqRJkzh+/DhxcXF8\n+umnuLi4ANcu27355pvY29vz/vvv66vns2fP8uCDD1JcXMz999/PypUrTRGyIAgWThQAgtB0JvuE\nODg4sG/fPk6cOMH+/fvZtGkTFy9e5J133iEsLIyLFy8SEhLCu+++C0Bubi4bNmxgz549vPPOO8ye\nPVvf1vz581m4cCGJiYns37+fo0ePmipsQRAsnCmmHxYEa2TSEtnJyQm4dnuSTqdDpVJx5MgRHnnk\nEf3saX8NrEpISODWW28lLCyMIUOGIEmSfoau8+fPM3HiRLy9vZkwYcINB2MJgmC7IiIiqKmpEb/+\nBaEJ7BrfpOVqa2vp2bMnSUlJvP7664SFhZGYmKi/d7lTp076ATgJCQl07txZv290dDQJCQmEh4fj\n5+enXx4TE8Nnn33GrFmz9MtExS8IgiDYIkN68U1aJsvlcv1kHRs2bOD48ePNCrahL/br7f/XPda2\n+N/kyZPNHoPIX+Qvchf5i/xb9z9Dtcp1soiICG6//XYSEhLo06cPZ8+eBa4N7uvTpw9wbZKTM2fO\n6Pc5d+4cffr0ISoqipycHP3yM2fOXPehLIIgCIIgNI3JCoD8/HyKi4sBKCgo4Oeff2bcuHH069eP\nDz74gKqqKj744AP9l3nfvn3ZtWsXaWlpdZ61Dte6Cr744gvy8/PZtm1bvek3bV1ERIS5QzArkX+E\nuUMwG1vOHUT+tp6/oUw2BiArK4vJkydTU1NDQEAACxYsIDAwkJkzZzJp0iSio6OJi4vTz5Dm7+/P\nzJkzGT58OEqlkvfee0/f1po1a5g0aRLPPfcc9913H7179zZV2BbpenPH2wqR/1Bzh2A2tpw7iPxt\nPX9DmawA6NatG8eOHau33NXVle+++67BfebMmcOcOXPqLY+JiWmwLUEQBEEQWkbcKyMIgiAINsgq\npgKWyWRGGREpCIIgCJbC0O8+cQVAEARBEGyQKACsQHx8vLlDMCuRf7y5QzAbW84dRP62nr+hRAEg\nCELbJLr1BMGkxBgAQRDanBpdDd+sG8qffwby781bzR2OILRJYgyAIAhWZ8mUKfjE/UqffhfNHYog\nWC1RAFgBW+8HE/nHmzsEo+sclU/ub8NxjjzLmWNJ193OGnNvDpF/vLlDsGiiABAEoU15afo8AqLO\ncuKCH7WlHmxet8bcIQmCVRJjAARBaDMWPzCJ4ff+gCYrlJD+60g9tJCkpPYsfPdLc4cmCG2OGAMg\nCILV6Ni+iIwT/ek29jG69hxBcYEvft6V5g5LEKySKACsgK33g4n8480dgtH4hqRx+aoHwcFPApCc\n4U5AxOXrbm9NubeEyD/e3CFYNFEACILQJlxIuohD+EU82nfWL+s15hYcAq+w+MEZZoxMEKyTGAMg\nCEKbsPDhxxg99luG35WJTHbtQaWSJLH15ZFoKh15aPkOM0coCG2LGAMgCIJVcLEvRZ0fqP/yh2t/\n4BLO+RHY9RhatdaM0QmC9REFgBWw9X4wkX+8uUMwCh8PNeVFPvWWz1uxCIVjBesmT6E8v7jOOmvJ\nvaVE/vHmDsGiiQJAEIQ2wcOjgpJit3rLQ0K7oi32pu+MLWx6YaYZIhME6yTGAAiC0CZ8u3Ygly6H\nsuCt+vf8P/XYeNq71RDV4Qq3PX7KDNEJQtsjxgAIgmAVlM5llFUoGly39t2tXCnwQumV08pRCYL1\nEgWAFbD1fjCRf7y5QzAKe5dSKrR2Da6Ty5VMePQB5B6F7N2+T7/cWnJvKZF/vLlDsGiiABAEoU1Q\nuBbj5FV/EOBfBgwcRW2xFzu/3NKKUQmC9RJjAARBMLvf4hOo1g0iNPgYUZ27X3e7n97rxpEj3Xhh\nkygCBEGMARAEweJ9/+nnSKXutO/U7YbbVZV54O4s5gMQBGMQBYAVsPV+MJF/vLlDMJikzkdX5oFM\nJrvhdupqR5wcdPrX1pC7IUT+8eYOwaKJAkAQBLNzcdCirag/B8A/qatUODhqWiEiQbB+ogCwAkOH\nDjV3CGYl8h9q7hAM5uJYi7rStdHtqqqVOKjU+tfWkLshRP5DzR2CRRMFgCAIZufipKGqwqnR7SrU\nCpQOVa0QkSBYP1EAWAFb7wcT+cebOwSDOTlWU1Xl0Oh2ldVy7B0r9K+tIXdDiPzjzR2CRRMFgCAI\nZufgVEV5pX2j21Vo5Ng7lbdCRIJg/UQBYAVsvR9M5D/U3CEYTOVcRllVw7MA/l2NzBGFU5n+tTXk\nbgiR/1Bzh2DRRAEgCILZ2TuXUlHd+J+j8C4dkbuWUJRX3Oi2giDcmCgArICt94OJ/OPNHYLB7FxL\nqFU2fhfAtFmPI1U688q85wDryN0QIv94c4dg0UQBIAiCWWVfzUXmVsyocbc2uq2zsweVV9vh6VLU\nCpEJgnUTzwIQBMGsVi54kYFD1jJ0TDEyWeO/STYvHoNCpeP+539EoRC/YQTbJZ4FIAiCRSvJSUFX\n6tGkL3+AP1OcCep6hEVTp5k4MkGwbqIAsAK23g8m8o83dwgGcbLXoCv3aPL2Kz9cT86pPnQMLbT4\n3A0l8o83dwgWTRQAgiCYlatTDeoKlyZvr1T6k5bphl/wVRNGJQjWTxQAVsDW74UV+Q81dwgGcXbU\noq50btY+Op9gnMMvcP7wBRNFZRks/dwbytbzN5QoAARBMCtnJzWVTZgG+O+eXbaSqtQOFGftMVFU\ngmD9RAFgBWy9H0zkH2/uEAzi6FhFRaWqWfsoFM5cPNOeWlUiOm2NiSJr+yz93BvK1vM3lCgABEEw\nK5VTBWWVjU8D/E+d/jUIlVshz0x93ARRCYL1E/MACIJgVjs/6MTB/XGs3LylWftJUi3fvz6IC5fD\nePrNL00UnSC0XWIeAEEQLJq9SzFqqXldAAAymZzifB/8vMsa31gQhHpEAWAFbL0fTOQfb+4QWqy6\nshq5WzFR3bu1aP/fTpfh6Z1n5KgshyWfe2Ow9fwNJQoAQRDM5uN3PwFkPDzz0RbtX6FR4hJ+gdN/\nnDNuYIJgA8QYAEEQzObph6dxy+07GXlfZov2V6tzOfD5QH45OIBXNn1i5OgEoW0TYwAEQbBYXg4V\nVOcHtXh/lcqP7POd6BGVZcSoBME2iALACth6P5jIP97cIbSYn1cVpQW+Ld4/Pj6e81nOBHZL4IvX\nhvDUlJZ1JVgqSz73xmDr+RtKFACCIJiNh1cx+UVNfw5AQ5a+/yYnvhiFj98VeoRlAzD3qSdZ9Owi\nY4QoCFZLjAEQBMFsdm7qxMEDvVi5+TOD2ikvP8m7818iulsyZ66G0O/W76i6EsVtky8aKVJBaHvE\nGABBECyWvXshGpwMbsfFpQf5Vfa4xhyjd9djHHrzPlTOJcx/bKYRohQE6yQKACtg6/1gIv94c4fQ\nIjlZucjdixg0eliL2/h77gtWL+LUJ3dxZH848z9dSXlaFP4O+UaItO2y1HNvLLaev6GaPwG3IAiC\nEby3ej2Dhzkx7oH7jNKeT0BnJr8+Bze3/shkdhQX+ODvVWGUtgXBGokxAIIgmMUzkx5m1C0HGPVQ\nqknaXztjIu1jUhg3+4hJ2hcEcxNjAARBsEiuDmo05R4maz+v2A4nHzE/gCBcjygArICt94OJ/OPN\nHUKLuDnXoC53M6iNG+XuHxqKnVcepaXW2w1gqefeWGw9f0OJAkAQBLNwctBRXeVosvYfWzoftEre\nenW9yY4hCJZMjAEQBMEsNi/5F5IkZ8qK7SY7xs8fRbF730Be3fyxyY4hCOYixgAIgmCRVCoN1Wp7\nkx5DXeqFp7PapMcQBEslCgArYOv9YCL/eHOH0CL2SjVqjWF3IjeWe2WxJz6eVcycN5s3N31q0LHa\nIks998Zi6/kbSswDIAiCWdir1FSrTfsbJPWcF30nbyNKo6Tw0h/AJJMeTxAsiRgDIAiCWfz4bneO\nHOnKix9sMdkxzv/xNWe+/ojSPBdCx+xi+0/3su6990x2PEFoTYZ+94krAIIgmIWdYyXVGtNeAegY\ndxdyt4M4O3dm34YKeoddNunxBMGSiDEAVsDW+8FE/vHmDqFF5A4V1MqUBrXRWO4ymYwOHd4gKGgG\n55Pd8Wt3zqDjtTWWeu6NxdbzN5QoAARBMAu5YyUObp6tdrzhD43GzrWEZc8ta7VjCkJbZrICID09\nnWHDhtGlSxeGDh3Kli3X+vlefPFFQkJC6NmzJz179uSnn37S77N+/Xo6dOhATEwMhw4d0i8/e/Ys\ncXFxREZGsmjRIlOFbLGGDh1q7hDMSuQ/1NwhNFtxQTEy53JuGj3coHaak/uQ2x6gIrUjipIkg47Z\nlljiuTcmW8/fUCYbA2Bvb8+6deuIjY0lPz+fvn37cscddyCTyZg3bx7z5s2rs31ubi4bNmxgz549\npKSkMHv2bI4dOwbA/PnzWbhwISNHjmTcuHEcPXqU3r17myp0QRBM7LsvviUsyo5RY2+77jYlJSVc\nunSJXr16GeWYMpkdJfl+BHpa79TAgtAcJrsCEBAQQGxsLAA+Pj506dKFxMREgAZHLSYkJHDrrbcS\nFhbGkCFDkCSJ8vJyAM6fP8/EiRPx9vZmwoQJJCQkmCpsi2Tr/WAi/3hzh9BsZ/74ndoyd2Sy6/8J\nuu222+jduzeVlZUAaLVaCgsL62zT3NzzClzw8ilsfEMLYYnn3phsPX9DtcpdAJcuXSIpKYl+/fpx\n8OBB3nzzTb766ivuvPNOnnjiCVxdXTly5AidO3fW7xMdHU1CQgLh4eH4+fnpl8fExPDZZ58xa9as\nOseYMmUKERERAHh4eBAbG6u/PPTXPxJrfX3ixIk2FY/IX+Tf2OurV5Op+f8PAmpovVar5cSJE/Tr\n14+1a9cyaNAgpkyZAsDmzZtbfPzcQnt0HpeIj49vU++HeC1eN+V1fHw8H330EYD++84gkomVlpZK\ncXFx0rfffitJkiTl5ORItbW1UnFxsTR9+nTp1VdflSRJkhYtWiS9++67+v0mTpwo7dmzR7p48aLU\nv39//fIff/xRmjRpUp1jtEIagiAY0bJH75V2vB173fUJCQlS9+7dpa+++kry8/OTxowZI3l5eUmu\nrq5STU1Ni4/76VuvSnt/cpA+3vR5i9sQhLbC0O8+k94FoNVqueuuu3jooYcYN24cAH5+fshkMtzd\n3Zk1axbbtm0DoF+/fpw5c0a/77lz5+jTpw9RUVHk5OTol585c4b+/fubMmxBEEzM2aEWTaXLddcn\nJibSt29f7r77bvbs2UNubi5PPvkknp6eXL7c8nv575sxi+q09lz87dsWtyEI1sJkBYAkSTzyyCN0\n7dqVp556Sr88KysLAJ1Ox5YtW7j99tsB6Nu3L7t27SItLY34+Hjkcjmurq4AdOrUiS+++IL8/Hy2\nbdtGv379TBW2RfrrEpGtEvnHmzuEZnNx1KKuvv6jgI8cOUKfPn0A6Nq1K/v27WPx4sXExsZy8uRJ\n/XbNzV2hcKQwI4z2QaUtirutscRzb0y2nr+hTFYAHD58mE8//ZS9e/fWueVv4cKFdO/enf79+6PV\napk5cyYA/v7+zJw5k+HDh/PEE0/wxhtv6Ntas2YNq1evpk+fPgwePFjcASAIFs7BUUNVpcN11ycm\nJtKnTx8qNNdG7Ds5OWFvb09YWBhXr1416NjnznkS2vM3vtqyzaB2BMHSiWcBCILQ6r5aNYzcPG9m\nrf263rrMzEw6derE6I2j+e+5/6JdosVOfm288sqVKykvL2fVqlUtPnZp6R/sfe8p8ordmb5yR4vb\nEQRzM/S7T8wEKAhCq1M5VVJe3fBNSG+//TaTJk8i49AP/F9KIL+m/wrA6sOr+d3pd303Yku5ufUi\n4Vg47fse5ljiKYPaEgRLJgoAK2Dr/WDx8fGcOHqOhbMmM3X6I9TW1po7pFZlieff3qmciqr6f35q\namr46KOPGHjPQPpcGkNl/kCWbn2K9QnreeX7haQk/0B2drZ++5bmvvCdJ9FkhfLT5hUtTaFNsMRz\nb0y2nr+hxNMABYv3/Zc7iQv+k9FDE5Ep1byzopzjqV7854N3zB2acB12zqVUauv/+Tl06BB+fn5k\np59k94UdnLtczSTpPl6uXcFtSeNxl2qIz082+PgeHv1JPdeR6AjDriYIgiUTVwCswF8TRtiiQ7/8\nzqDoX/H2SUXh/j4nD0wj3OkyD4zfwqZ/30VRXol+21n3L2TBlH/rXz977+O8MPFJc4RtVJZ4/hUu\npTi4eddbnpCQwJAhQzi+JYXUzGq6dnBCXZPJgCMj+O3UT+w4sZPsmv8NAjQk99RcB7yikigrKW9x\nG+ZmiefemGw9f0OJAkCwaH/8vBZXt2xiRnzD0NHjmPvaWsYsSOT474/QrusBls27dgvq8semc9e9\nG7ll2MfMvX82z9z7KKPv+y9DJn7BqicXmzkL25J8LhmZczl3PHBXvXWnT5+mW7du1NQW0SHMmWGh\nndn160Eunv6J7AI1+UVaOru0IzU11eA4nlrzBJJGyQuz5xrcliBYIlEAWAFb7Qdb/OTzdO2/ly1f\ntiO8Q8c66+a/tJacP2PpEVnA0/c8waAxW9m3fRDpF9sxZux/GXnrAZL/6E1xakf8nM6aKQPjsLTz\nv+W9D5EqXOg7aFC9dX/++SeBHQKpqsigna8fZXaxfNwuklrUjO0ViZOjnBCXSNq1a8cPP/xgUO7+\ngQOoyAonwMVy5wSwtHNvbLaev6FEASBYrHaeZylP6cCU555rcP2fyX6ExR5i1G17OH+oP8s/2M7U\n5bs5tK8np0+35/7ntnL0XCihHc9QW2NbAwfNqSz/yv9/EJCszvLa2lrOnTvHz6W7yC7KwcvJl9zq\n31gTNYKVygh66MKIDHSlVlbA008/zZIlS9BoNC2OQyaTUZjvQ6C35XYBCIIhRAFgBWyxH+xYwlki\nuv3G0T87Xjf/lR9/Ru7xnmRfCOPhF67dby6TyXjh/R3MX/cTLi5u3D/nOewCrrLoXssdC2Bp59/B\nToe2wq3e8pycHFzcXbj09UFSskpR1HrhbAcXD2zig25d+T3QBU8XF2rVJbz88stER0czZ84ccnNz\n67V19OhR9uzZ02gsWQVOePrU399SWNq5NzZbz99QogAQLNLWt5dTq1Xy4n8+uOF29y3bw8Mv78bZ\n2bXB9d26xFKc3IWwIOt5RGxb5+xQg7aB5wCkpqbi2csT95wwamokSqv9KC2o4s7Bo0g99S0uFam4\nqJypVpdKbNJzAAAgAElEQVQjl8vZsmULMTEx/Pjjj3XaKS4uZty4cdx7772NjhUoKFfiFHTFmOkJ\ngsUQBYAVsMV+sO7tC8k81x2FQmFw/smXgwlpn2qUuMzB0s6/i6MOdZVTveVXrlwhwFNOes5vjO7e\nEZ1DPuHtY8ksOE5tjoqaynIc7Z0pr742PbBMJqNdu3bs3r0buPZ8EUmS2LBhAyNGjOCWW25h7969\nN4zlkYUPI3OqYPWi1cZPtBVY2rk3NlvP31CiABAszpXLmfh3OsnFdA+jtOcbcyvOEedZdP8ko7Qn\n3JiTg5bqqvoPAkpNTSWkoBvHLuTiRScclSV8tH0lh06uJbLzQlLyZqNUOFNaWUGZugyA/v37s2vX\nLv7880/i4uJYs2YN69at47nnnmPQoEEcPnz4hrF0ihmB+mo7yrKPmyRXQWjLRAFgBWytH+ytpc8A\nsPidjYDh+U95fDrnfr2Zvn0vgwU+U8LSzr+DUzVV1cp6y9PS0tDUZtAt0oOU2kAUch/Gxq3Gx1XD\noVO3oLCrQCZzpLhMjf9qX07nnObuu+/m6aefplevXsjlchYuXMjEiRPp3LkzAwYMICEh4YaxyGR2\nlOX54+9Vbap0TcrSzr2x2Xr+hhIFgGBxurYvI/tcVxwcr/842eYK6vMArpFnWHjfw0Zr01SWP7OO\nZY9N4pM3LfOZ9iqHKiqq7estz8zNpKo8mxBPfyrUR5A0OXy1cx3n33Cj4OsSDn43iVqNisJSLTOO\n9WDpjnlIksQzzzzDl19+yf79+xkxYgT//ve1yZ6io6NJTk6mpqbmhvGUl7ng7lplklwFoS0TBYAV\nsKV+sKLcQgLbn+Zcip9+mTHyH3/PRNKODaRX9+zGNzajl5+6h0GDljFoxC8oit4FLO/8q5wqqKhU\n1FueUZZBVlEebipvgjy11ChCwMMDJkyAUaO4d4k3uloFdgrIqArD4TtH+i/pT7mmnPHjx+Pu7s7u\n3bvx9vZmf+p+dqXtwtvbm/T09BvGU1KmwsXVMucCsLRzb2y2nr+hRAEgWJTls2dj51rMgrVvG73t\n3Nq++HZPYOGDjxm9bWOYO2kKfYft5vDWW9m16xYCevzO9x//2PiObYy9Uxnl6vp/eiorckjNqkDS\neSG3a0/K5Wj++vFeWgr/dRlGmVRC/06BbN31NWUVRUQfy+PHCz/UaaewqpBVr0/k89dnEBwbzMWL\nF5k6dSozZ85s8EFRRWX2OLqLu0AE2yMKACtgS/1gncOqKDjfHXev/w0ANFb+zyx/kYKkODqEtc37\nwocNPE3qoWEs+exzXtn0EboiH37fvcXizr/CpZQaWf27ACIdu1FVJVFa4YOsKgU/j0xCo0opLYW3\nP8pF7p+Evdye0QSzcGRHfj/+KwpVT/a8/xUAtdK1L/f3975KWFZfPEv7E+xjz8cff8wPP/zAiRMn\neOONN+odV4MKpWeeaZM2EUs798Zm6/kbShQAgkUJjrjMhb9d/je2MxcDCYk6b7L2W2ruQ1NxCU4m\noO+DwLVb4EpzQgj2tbzBa3LXEqK6d6uzTKfT4Wov4e9jj9ypFIWqG/nVCnIeCCO6XyrPx8+nk2ok\nFZWe/BLkSoVvf+6L68DXu7+hOKWGjNIMnFY6sXz/cs59cJb9R3ex9ccdOBb6sn37dt544w02bNjA\n+vXrkf4x0HP8tLuROZfx1RbLHFMhCC0lCgArYCv9YIsfmYdjxHn6jp9aZ7kx879t0mOo/K8y9/E5\nRmvTGHp1yCL7+ABuv+du/bL8PE98/Qot6vz/tG0XyCQmTn2wzvKCggJkUjm+7k5o1ZfY+ftYjt50\ngNiQaIoeiCHkpngWj32Q8iAdIToXNNUXUAX0p2u4N9UVyfRe35X7j4zk9NubKNXkYyezo0uEFxpt\nFnl5edx///3ExsaiUqlITEysc+w+N49ElxXCkV1fteZbYRSWdO5NwdbzN5QoAASL4aXKojylE6Nu\nu81kx+gzbBglZ3sQ6Xa18Y1bSfyuQwR1T+Dk5YA6yzPyHXDzyzRTVC1zeM8vSJXOeHjXfRRwbm4u\nGk0xXq6uuHmE0SUsAZ13Ogcf3cfZJ5NIn5fO/d3uw3NwT5Iu90OpjECnySXA0ZcLVy4z5NQgMmuy\nsJN34Y9jCYz3j6adVxAFBWlI8mu/+GUyGSNHjuTgwYN1ji2XK6nICSHIW91q74MgtAWiALACttIP\nFhGRxZXLYfWWGzv/5EtBRIS3nelh4798C22BP698/GGd5cFd41AFXcFRVn9e/bZKXZxHbQPTAOfl\n5VFeVYK7gzsVFeUM9C/HqzYaJ3sn2nm2028X6ROCh/MJzl2IZPfux4l2C0dXqyH54h/8svMYP//8\nEx7OKnD3w8POl8uZ+ZxLO8mhtEMk5SbRr1+/BucGKMz3ws/b8u4EsJXP/vXYev6GEgWAYBF2frEL\nz+gT5NPe5MeqrPXHJeIcCb+fNPmxmiI6soDMS9H1ls9Y8DQ1RV58vXG9GaJqGaVCQ02Vc73l1wqA\nChzsnXFxceRo+860d+lRb7vooGD29Cxg97GVHL8wiEwPeNq/K5rqIlb0jaOoROI+7678meVEjdaR\nzFwtrz67hsWvjGfi8p54RHvw22+/1RsHkJ3viIdP274FVBCMTRQAVsAW+sH2bf8EXYUrL772Wr11\nxs5/yfvrqSn25ru3XjZquy3lFXyFlMz6v5oBKrLCqahsO1crGuOgrEVXXf8OgJycHEqrqpHLHckp\n8Oak5iK9Q+oXAD0iQqi0v0pmJth5+XAxyZ5DHb14wTOOq+3bk+gdxtVgX34cmE6argRvDznqskr8\ns+LolTeUT796DTs7O5KSkuq0W16rwjHwChqNzmS5m4ItfPZvxNbzN5QoAASLEOxfTXlGROscTCaj\nMC2KiGDzzw6345ufUQamEdVrcIPrC/J88HKvaOWoWs5RVYtWXX8Gx4z8DEoqNMhwoKo6kDzFSUZ0\nrV8AdAkNQeZ2ldAhe5j+ZCn3PDob9VU/fo52JTddw+K7+5J63hk3vyJkE/sQ7OuMTCpm247dfPzl\nbmSX7BkxbgSbN2+u0+6sFbOQSTKWPb3EZLkLQlsjCgArYAv9YL6+xeRn+zS4zhT5X73qg39wltHb\nba792zajywvk4dkzGlyflefEgH6WM3jNUalDq1bVW56ak0JJmQ6dToW7az61vqcY3LF7ve1cVa4M\nCbmF2kkj2eEyjvk/HuaOR9Zw9sTNTJ7zAf39HmB3XAXPD13AxN6jCfL05vCJ34mJdGbB4O6cOn0Y\nd3d7vv76a7Zs2aJvNyg4juqMcOzUKSbN39hs4bN/I7aev6HszB2AIDSFu18WyWcDGt/QSPKLnYmN\nOEd2dhEBAZ6tdtx/CvetpjSr/sDHv2gcfXEM/pH8jAJ8gr2vu11boVLVoG6gAKjMLqGsXEKtVhLh\n3w53hT8+Tg0XfJvve4OU4qc4knGEJa7L2fBrOP/9YRGR97yPTOuC/W1HeWLgVso1FRTIQqkKreRu\nWRhZboFknTpN2rEMvv32W0aMGMHIkSPx8/NDJlNQlB1MqG+5qd8CQWgzxBUAK2Dt/WA5Vwtw8EvH\nITiqwfWmyP+F99YjVbiwduFso7fdHP5+ReTlNvxFCLD09dc5cdSel5+d34pRtZyDSoNaXf9JgI7V\nSlycZUj2crbbVTI6fNx12wh1D+Xm8JtZMHABs7zncLz2I26eeBzNqFlU3/YQT/aejaO9I77OPvys\ncmZMyEAOBoazXh1Erw6+aNWZ9OjRg/vuu4/XX39d325Wthu+Aea/6tMc1v7Zb4yt528oUQAIbd7L\nSxYjk2TMXdF6/bMqVxeKrnQk0qes1Y7ZEPeANK7m1f/F/BeFQkFJWjs6hVvGXPYqlRq1pv6FR6Wi\nBg9XO3TaHNJ8f2TW8PFNau+WToPpEQvpIwezctjLDAjtz3OjZurXH+tdyXtMZkuP7QSOOUqoWyCF\nBelklWXxyCOP8Pnnn+vvCMitUuISkkxlWaVxkhWENk4UAFbA2vvB3ChBnROMQlH/CXJguvxTMwII\nisgwSdtN8enmrdgHXKX3sH/dcDt7WSQhkRdaKSrDOLiUUlJe/1HAMqpxc1bi6uqKnWc2g8L7N6m9\nUSNGcXD6bn586DsW3jyXXx89jIfD/54TcXOnriRHzeWWsAnsfeQHPPDhYnoBS5YuIDY2FoVCwalT\npwCYu3oWaO154amnjZNsK7D2z35jbD1/Q4kCQGjzgrw0lBWYbv7/65GF9MW1/RneW/JKqx8b4PQv\n36PNCWb8lAdvuN3A+yaj8rvKc48+30qRtZyDRz5FFXWvAOh0OmpqKnFzdECnkdPRbgQKecPFXkOU\nCiUjIkcgl9X/c7b+7iVMHjyKjya+jr+LPwq5jFpJojS5mN2XdzNs2DAOHDgAgH9AbyrS2+PnbJkP\nBhKE5hIFgBWw9n4w/8AcrmZ5XXe9qfKfv3Au5Re7QuVhk7TfmHDfqhsOAPyLXOlM6YXu+LtdaoWo\nWq60qBQ7nxwCIjvUWV5QUIBWV4mLgyM6XRld/bo2uc3Gzn2ASwDv3/E+/i7+AJTcM5w+UcEU5J3m\n9effJu6mOH0BIJMpyMsOIMivuHmJmZG1f/YbY+v5G0oUAEKblpWWi1v4BfI1vmY5/sHjXYm66TAr\n7roD/jF7nKn5+haRl9+0OxCSk4OIjGzbt7C9sWw16Oz5v8XP1Fmem5uLWluJk9IJhb0n/aM6myyG\nB4YNZ3RNOBevZKEovsS+P7fXmRo4PccRr8B0kx1fENoSUQBYAWvuB1u94Fmw1/Dv9W9fdxtT5v/K\nh//h9O4xDHz4IG88NcZkx2mIq082uYXXHwD4l6FDhyIP7oZr5Bne/Pe7rRBZy1Tlp6Ip8MNeWXci\noLy8PCqrK3GwdyYr25FhXWKa3GZzz/3g9r34pZuG953acSjhLIrkGsoqysjJyQHAMTwAh+BUfo9P\nbKSltsGaP/tNYev5G0oUAEKbFuFbSemVjtjZm2fKCplMxlMbNrPr64l0G3GITauvX4gYU052IarA\nNJy82jW+MfDU8y9QmdKRqtz9Jo6s5TxdtVSX1L+lMS8vj/LqKuwVjrh7qujkH2myGOzkdigG9uSj\nvgMY160TV68co9NN7Tl69CgATy1aiC43kO8+sJznKwhCS4kCwApYcz9YUFABWZk3ngCoNfJ/5ZP3\nqE7pSEnmLyY/FsDLC5Yg6exZ8OrKRrf9K/8rlyKIimw7jzH+J09XNRUl7vWWZ+dkU1qpRi5zRCPL\nwV5R/y6B62nJuX/73qWc6X+eTvJgjp/PJ1gbypkzZwBQKgMoSO1AVJhljAOw5s9+U9h6/oYSBYDQ\nprkHpJOe72DuMAC4nBxJREROqxzLU1lEdU4oMpmsyftkqP3wjD7BT1+0TpHSXK5u5ZSW1X8QUHp+\nOiXlGiRUnGmXbPI4glyD+G3GHvZGl9IhxAVJXkRy8v+Om3zFi8Dwtj2eQhCMQRQAVsBa+8G+27wD\n++Ar9B595w23a638M9WBeEQmcSre9I8JDvCupjS/abc+/pX/irffRZMbxO8/f2S6wAzg7FZMYWn9\nWQBTrl6guLSGqioH3ILrz/9/Iy09985KZyY//hwd/YKoKErl4qWL+nWSjyeOIclkpbdOsWcIa/3s\nN5Wt528oUQAIbVbi9m/RlngxYeJ95g4FgBXvrKW2yIsvPmj8sryhvLyKKSisf7n8RmQyGQVXwwnz\nb5vz2as88ymuqH95X8qsQasDXY2KAPemjXkwhok9xxBgH0hyRjZJWf97PPCCfy+itsyddYteaLVY\nBMEcRAFgBay1HyzYU01pXnCj27VW/nK5nLzLnYiKMP3jd118sskpqv9ruSF/z/9qtjt+gW1vPvva\n2lrsPPPxCa0/r4FKJsfDTY5MpSbUPaRZ7Rpy7u3kdqhwIj1bzYCQflRVXXv8s0oVRGVWGF7ORS1u\nu7VY62e/qWw9f0OJAkBos3x9SsgtvP4EQOZwLtWX4E5/knvFdJeHM9JzUQWm4Rra8MOPbqSgxg3n\nsAsUZbetL6//vP4fsNPy6Lw59dYp0ODuYo9Gk0eol3+rxuVw52DCAlUolFWcOHECuHYlpbjAhwAf\n0xd6gmBOogCwAtbaD+bul0laE++Dby1PvvIadlo5b62Y2fjGLfTas0uRtEoWvLisSdv/Pf+Vb7+L\nVGPHS/OeNVF0LXPhWAI1RT54+TbwBS9V4+6kwt3Vkwjf5k34ZOi5n3L/g0T4elNbnVtnQqCcfFc8\nffINars1WOtnv6lsPX9DiQJAaJNyL+Zh1y4ZHBqfCrc1+Qb4cumPfvSMNd1scZ4OJVQ18w6Av9jZ\n2VOW3p4grxITRNZyzspqtKX1ZzXU6XTU1Fbi6uiIplpD+4DWnfEx0jsMbycPKioKOXLkiH55bqkd\nzn5iRkDBuokCwApYYz/Y+udWUGtXw4oVrze6bWvnb99+JO5ByTwz+V6TtB/gVU1pMx5+9M/8c7P8\nCQpoW48HdnfSUl1ef1BjQUEBWm0lzg6OqOxldAhq3kOfjHHuXew9KCgpqXMF4JYpt6PwLOCzDZ8a\n3L4pWeNnvzlsPX9DiQJAaJPcXYqoyIrAzq7pT4VrLdPmPErqgRH0633FJO17eReTX+DW4v1Tc1R4\nBJkmtpZyddZQVe5Sb3lmZiZVmgoclU5UaZ3wc239MR/2uJFdUEFmdTb5+dcu+w8bfhfarFDO/P5T\nq8cjCK1FFABWwBr7wfz8yijObdqAMHPkX+51E14RZ1k87XGjt+3im9XkOwCgfv59x4xDGZTGR2s+\nMm5gBnBxqaK8wrHe8suXL1OhrkKlcCIrV9WsxwCDcc69TCuRW1jDyM43668CyOUOlOaEEORbfcN9\nlz3/Fls/32VwDC1ljZ/95rD1/A0lCgChTfL0zScn39XcYVzX7CVzKD7Tk0Av494NcDU1G2VAOj7t\nWv5EvPF3P4gmJ4hLJ/caMTLDuLgVU1hafw6AlJQUyiqrsFM44u1hnhkf+854mNBAJUrH2jqXlPPy\nvPDzvX5Xysrpkxg86Fm8FVNY9H9NG7ApCG2JKACsgLX1g0m1Ei4BV8gsa9qc8ObKPyUtiJDwTKO2\n+fripdSqHZmzZEmT92ko/4r8QPy8bvzrtTU5eORTVFX/z83FyxcprVQjwxGdovnjFoxx7u8Ycxsd\nAnyoqcpm797/FU0Z+UrcAq7/bIXYnkn88cOtZBzrw+C+H/Hx5tYfL2Btn/3msvX8DSUKAKHN2TDv\nTfDLZfpTz5s7lBsqVbbHLfIMe7/eabQ2PVWlVOeGtOgOgL8rLPDE16vMSFEZJuNSNnY+2UT2jq23\n7nz6OYrLdNTUOHAlwjy33Xm5eBLsEkBeQSYXLl2gsPBaIeIfE4kyIJ2E/X/U2yf5QhpOERcoVDgT\nNbod1clReKpf5eed8a0cvSC0nCgArIC19YNVXP2TqvxgYrr2aNL25sr/xXUr0GYHc2jHJqO1GeBd\nTUmB4ffC5xQ44O7TNuayf2vpG0jIeHTm0/XW5eVlUVxaS0WFCuew5nd7GOvcu8t8uHS1kE69Izlw\n4AAAM+YtQFfgx3//81a97d9b9iK6Ym9efO0VBgx7nTJ/d3TF7sgLHmbBlEeMElNTWNtnv7lsPX9D\niQJAaHNCgkrIy27elLDmkp3agcgI4/3S9vQupqDQ8LEPdiExOEZc4M1F5n+uvZ2Ug7bAH4XCrt66\n9q7tUClB7qDE0/XGj302JRk1VKtriVBG6LsB7O09Kc8OI9ir/rMVXBwq0ZR4oVQGIJPJePDxz/Dr\n68ifh3pz+/hveOGxB1s7BUFoNlEAWAFr6wfzCkvjSlbTH4RjzvwvZnrgE5ZqtPacvHLJKWz6HQDQ\ncP4Ll/yb8vQotAWJRoqs5by9qqhsYF4DnU6Hq1KBh5sdEgUEuDZ/EiBjnfshy56nU7g7NbL8OuMA\ncrL8CAqq3zXhYA869f8GLcrlSgYO+Ym7Fw3l0Le3MOTWnayeNdEosd2ItX32m8vW8zeUKACENuXP\ngxdRdTxDtSLc3KE0Sdwt96IKvMKbS18yuK3a2lqUPllg17zJcK7n8qUwoqJSW7x/6qUMnr1rOnPv\nfoQtL43g6ckt+1Xr5VlBSVH9WQDz8/OhtgJ/TycU9jUEe7buLIB/d3v/m+noE0JxQSrpmenk5Fzr\nPknNVeIZeqne9g7KGnSaunctyGRyQkJmM2P1eH7eNoLeI3/h269/bJX4BaElRAFgBaypH+yr119B\nq3Zm5ao3mryPOfO/896xVF/pQHnWcYPbemPVK8gcq5izrHmPob1e/mUOnXDtfJz3X3yvWe398GM8\nX68aTMrZTgy9cy//umcnKkUto289QFpK88cVuHkWUFjsVG95Tk4OGk0xPq5u2MucCG/mcwDAeOfe\nTm6HvzyAsyk5dOvTkR07dgAwYeZ4FC6lPPvIgjrbK5U6tJqG71Lx87uPBWsfoSI9ivTDHxglvuux\nps9+S9h6/oYSBYDQpoQGlVOY3h653HL+aeakRRAWYvg4gKwzSejyA/AN9DZCVLB4xWrK09tTkXOo\nyfts/y4e2dUnUSjs2P79GPw7PkRUvyfofc9cpEonNq/+v2bH4eidS35J/W6NnJwcyqoK8XTyoLKy\nikh/810BALCzl6PV1RJs78/WrVsB6N1vAkXnexDqmVJnW5VSh0Zz/a4aH99bSDgRSZche9j9WRhr\nnrrbpLELQktYzl9Z4bqsqR/MLyST9MzmfQGaO/9zGR74tj9PUbZht7F5u+ioKmr+5f8b5X/xbBgd\nO11ocluVp1eiqXBH6T2atRs/p2ffF4mIWER45FiSEnvSb9ARVi5e26z47D3zQFV/it/s7GwKSktx\nsHPHxUlJh2DzjQEAGLh0Id3a+aLRZnL48GF0Oh1yuZKLFwOI6naS9JRs/bZKex0aTf1BjX/31OqH\n2f7f0fy+bxBxQ/fwyv/dZbRY/2Luf/vmZuv5G0oUAEKbUZxfiku782QUt/588IaY//JrKBRa3nzm\nCYPa8XKvprzYw0hRXeMXNxan9kk8/+D8Rrd9bubz+MX+RtLljvzrkefqrR8751EK/oxjQP8XeG/l\ncLTamkbb/P6L75A5VjL96fpXDjILMskvqUImc6FS40CQu0/TkjKRMQOGEeUeQnZOKkHtgjhz5gwA\ng6f0ArWSz9fN0W9rr9KgbqQA8PG5jaXrH+fR5aP55avb6Dt6NyufXWnSHAShOUQBYAWspR/s5Vlz\nkZQalq1t3q1r5s7fN9CX9D/jaN++1KB23N3LKS6t/8Ccxtwo/0mTp1NwoTuRjTzatqamhlj/E+Ql\n9eb59Q33W7fvPJIxixYRv/kO2vtf5f1Vtzca28EfvqO2yJt2HaLrrUvPv0JRqQ6tzomMHAfsFU2b\n+fHvjHnu5TI5PpIvSclFhPkE6R8P3L//XJKOdyUm5rx+W3ulGrW28ecWeHoOJzBwKk+/NY28U/3w\nl/1utHjB/P/2zc3W8zeUKACENiPIt4zS1E64uTX/S9DczmW44xN22aA2nD0KKSht3i2ATXHyoj9h\nXU5RXV553W2WT52Gd9ejXMjueMNZCF1de/HvrZ9xeF8cnbv8weypD9/w2M7KajTFDV/az0vOpLxC\noqJSia+nqmnJmJgU5Y+3hz0ervYkJl67hVIuV+LU0R/noBSefewZAOyU1VRrmv7n09NzJIXFrrg4\nt53pmQVBFABWwFr6wYKC88nKaP5kMG0h/7FTZqH0v8qrTy9t0f41uhocvHMor2l+8dNY/g/PX4bc\no5CV0+c0uL4ov5ABg/7g5KFBLF73fqPHk8lkLP10C5f3D2dk/5OoqzXX3dbDWUtVacPdGvLSWtxc\nZShUCnT2RY0etyHGPvePLn+RPuHtKMk/x5HEI/9b/n/LyT/Vh47+ZwGwU1VTVKphwIABxMXFceFC\n4+MsNBoF9srrv1ct0Rb+7ZuTredvKFEACG2CJIF72CXSsps+AVBbMnBof9SZEVQVNH3A3d9tfesr\n5F55THj0USNHBh2iunH5j970ir3Y4Pp3n3kKmWsZIx9+qsltymRyIkaMwNm1gCWzpl13O0/3SspL\n3RpcZ4cWTzd7asknNSSrycc2paiAdnS0C+HkhUxSStKpqqoCwM7Og8Sz7kT0OsSqZ15Hoarmlz9O\n07t3bx5//HFuvvlmDh8+fMO2q7Vy7JTq1khDEJpEFABWwBr6wZY8/iR27oVMX7K42fu2lfyLs4MJ\nbOT58deTeOgnaks96de/f7P3bUr+qVWdcIs5xson6z5gac+P++h90+/88WsvesQNadZxR457nLTj\nfegVnXHdbdy9isgvdG54ZW0V7s4qXBzluLTgOQBgmnOvdlKi0UrcHj2QY8eO6Zcv2jCX9COD6Nd/\nBfbeOaTn5TN16lQef/xxNm3axD333MPw4cP5+eefG2xXozF+AdBW/u2bi63nbyhRAAhtgptdDhWp\n0bTvGGXuUFosO88Db9+CFu3r4aZBXeBv5Ij+56XX15J3qjdhXqf1y5Y+vpTyP16iSufA1OfXtKjd\nS3mu+HY+xs7v9ja43skni9yShgf31dRW4e7oSG2NCnczPgfgnyaufYmOoW5oKOK3337TL3d3v4m+\nD/lxdM8wDn8/nEpJzYsvLeCBu2/Ht5s/ly9fZsaMGUybNo0pU6aQm5tbp91qrQyFSowBENoOUQBY\nAWvoBwsNKiH7amiL9m0r+V8tdMI1IK1F+3q7aalo4e2PTc3/SJIvwb0O8uqjU3jviQcZ+q83ULuX\ncrXqLgKCIlt07OUfvI8mM5QjOzcC8OV/vkCrudbPfSHpAvZ+mUT06NvgvlptJY4qR6qri/FvwXMA\nwDTnvld0LOGe/lSUXa1TAAB07vwBDzw3iJhbw7ir90jOHfuVvQd28ebM+Ux9cQx33nUnZ86cwcnJ\nibvuuova2lr9vpoaBQpllVFjbSv/9s3F1vM3lCgAhDbBKySFlKyG+4otxcOz52Lnk8ObL6xu9r4e\n7t75tMQAACAASURBVBWUlpg2/zWffc6eb4bRc8x2Qvol8tP3I7hz5k6emNO8qYf/Ti534PzxLgwa\n+Qs/ftgJv4hJfP3mKGpra9n82ovocgN5fMGTDe6rrVHjYKfCydnVrM8B+CeZTEaAypf0nFwOJ/6K\nJEl11oeEPIVKdStZlacI8/Xljrjh7Dh8kLJjV5g74XbumjWaVa+torq6mm3btlFWVoYkSdTKlcgd\nml8ALHp4Bu/PeYBvPtgOUC+ev1tw/wwWXmewpyD8041nshAsgqX3g61ZvIJeg64y9J5JLdq/reTf\nvU8suz4Mo+BK858L4OJRTGZyy66ANDV/mUzOio++4fTJrwkJjeJfk3u26Hj/9Ni6Vax77BlkkhzJ\nsQf9Rhxkxf/dQ8fwcnIvdUEma/h3hlqrxt3Rg+pqB8K8W1YAmOrcO9W6kJxeyfDe/UlLSyM8vO7D\nqXLys0jNyOLhdnGEoWCEb0/ezc/i00t7aN9OxYKHx+DSzp5HH32UiooKhg4dSu/ITs0uAJ6d8hSj\n7/6c8oxIHJnHJ4s24d/+DFcvdWH41LWc3PEmxX8sRlPtSFmxG7dP3IvMTsuXK08ybu4uHJzaxu2V\nptJWPvuWSlwBEMxOnXuS6rQoRo0Zbe5QDFaUGUaIf/P7eR098yiqbP5EOM0lk8noHnsPXt7G+fIH\ncHSM5PlPvua5T7fy/MYvOfz9KAb/6ydCux7j1LmGZ/dTq9VUa9TYK1SkZLrQPrDtXAEACBk1AD8v\nexxd7fn111/rrf9h8zYycjSUOXgwcu1aDt8xhM/S1BxU+RHq2JMd8b+jzE1j2WsvkpubS2RkJB9+\n+yUaRQU63Y1nUExJyeLXg0lcTc+lT+eTZB7rj31YLefPRyNzqODXX6MJ636ECwlD6dj+IpevBKKl\nFvfAbH767zD2bOuHV2gaezb35Yu1g9ny2hA+fPdTU71VLfba8hW8MGsiyRcbvjtFMD2TFQDp6ekM\nGzaMLl26MHToULZs2QJAWVkZ48aNIywsjPHjx1NeXq7fZ/369XTo0IGYmBgOHfrfA0zOnj1LXFwc\nkZGRLFq0yFQhWyxL7wcLC6og92rLH//blvK/kuGFX1Bms/ZJPZ+JvW82wV1a9qXclvIHWPzpRn7f\nPoWLZx9k1ecNP4mwqKiIKo0GhVxJgK+SDkFtZwwAwOTZc+kY7EONJps9e/bUWy9TSYQEqLhtxiOE\nxMTw+qpVHF6+gv/eeyePSzq+VoVy/M8sDm/bweJFY8jRnCSuVxy7dsEv2xseMAnw0fqtJCf2RF00\nkKTdg3HyziEpU8Wttx/j9sd70Otuf5546UF2fXsTqcf7cOC0hnufuYm4CcFEj/Jk8VtPs/jtTST+\nGcyfp7pSkhyKc7WCANVyNj7/L5ZOfuCGXQit5T+vvU3PHq9yU8+THPx8RovbaWv/9i2NyboA7O3t\nWbduHbGxseTn59O3b1/uuOMO3nnnHcLCwti6dSvz58/n3XffZcGCBeTm5rJhwwb27NlDSkoKs2fP\n1t+CM3/+fBYuXMjIkSP5f+ydZ3gU1ffHP7ubbPqm995JKKE36ShSBBFURMWCoKAiIiBipYj0qgKC\nUqT3Kr2EXgKBkISQQhJCeu9l2/xf4B/lBxhIdtPYz/PkRWbv3Hu+M5vMmXvuPefll1/mypUrtG7d\nWlum66hhbJyTuHxBc2+ktUmp1Aszz8NsWbaWIaPffaJzfps1j16DRYwe++T78OsyYrGUycuW/meb\n7OxsSivkiMUGiPTycKlDawAAZCYyXGTOxOYkcPlWFoIgPJAhUSqUIDOW0u2lgQBIDAx4ffRoEATS\ndu1i/cG/GBh1nd0Xj5N3SKCxnxEdA3uRkCDhkvg0vV954aExz/11FRvRLPLim3DmmjGOVnqY+kTy\nw5KfEYkkeHn9U0fgm+UOZGfvJSnpQ1xcHp45mzhjLzk5+1GrS4i6doTYI7ZYWhbR7ZWDfP3OMGau\nq90ZAVP1JrKudCM0Xo8Xhxxl/o9LGP/tZ7Vq07OI1mYAHBwcaN68OQA2NjY0btyYkJAQLl++zAcf\nfICBgQHDhw/n0qVLAFy6dInevXvj5uZG165dEQTh/uxAdHQ0Q4YMwdramkGDBt0/R8c96nMcbNPK\nNRi63Mapcbcq91GX9E9dNIvSVHcyIg888TkiVQbybAfEelXzx+uS/iflngOgRCRIOW+/HQO9qsWq\ntandxMCe6KQ8XGzd7tcFuI9ajpFU+vA9E4lwHDSICb8s5TmxGe/4dOOXRm1xNHdny/G9GIr6UZKb\n8dBYKXdyyI36hHKljKgSMT8sHc1bk9syeuxlDA0fnh2zsOiGj88CevR4dNhMX98SB4dhODmNokff\n7bw0sSNBbzgSfvIFunS7yoKv5rHymxdZ+2NP/ljw6NoP2mLKmHHY+UZyMV6Pj6aNITesI1bq/VXq\nqz5+9+sSNbIGIC4ujsjISNq2bUtISAiNGjUCoFGjRvf/sC5dukRAwD/JQPz9/bl06RJxcXHY2f1T\nIjUwMJCLFzVbUENH7XHrwl/I01wZOf6D2jZFY0RF+uPu8+TbAa3NlJTl1a03YG2TlplGSZkKlaCP\n2Nmjts15JBILG1RqARcLG5YvX/7AZyq1HAP9x9dtEBkYEPjJh3g4mJPXzIeJZYY0drejrPQ2BqLi\nh9of+2UkEpt8YkoEJn+/EWvrPri5fYWe3tNlxgwJCSE8PPyBYyKRGBeXsTRq9AetXglCLECLbt9h\nY6RGJkhwd/2aKSOGUlDwsF3awMU8mvRrbchMhYmjv+P3vca4t7jIkuk/18j4Ov5B67sAioqKGDJk\nCAsXLsTU1PSp4k+PKkryuPPfe+89PDw8ALCwsKB58+b3vcP/jxM11N8XLVpUb/W6O5Zz5ow5Bl7B\nDUb/5dgyxFbRyMvLkRoaVto+M/8uOWEq7k0m13/9T/J78LlgSkpVKJVSVOnmBAdX7f7/OwasaXsn\nzJ5BSOResoviuHT0Gnv37mXAgAEEBweTnpOHiZH0v/sb8iZtunQnODycu6dO4X5uD5kl+RSV3H1A\n74g+PQnscIWYc+2YumwrZ89ef6C/Q4cOkZ+fzxtvvHH/d319fXr27MmBAwcIDg5GpVLh6urK1NnT\nERRKfDx8uXDhAiqVioMHD2JpaUm3bt14rutkJm5bT85RFyZNcUEhV/PzN9Co2QmuHPfgxF/9eGHY\n+1q5nt26dUMul5MnCmH93gDCEo5hY26AucyM4zt88HPbD4ypM/e/Lv4eHBzMmjVrAO4/76qFoEXk\ncrnwwgsvCAsXLrx/bNCgQUJoaKggCIJw5coVYfDgwYIgCMLevXuFzz777H67oKAgobCwUBAEQfD0\n9Lx/fN68ecIvv/zywDhallHnOXnyZG2bUGX2/dJCmDHyzWr1Udf052XnCif2mQjffPDxE7XfPqur\nsOTzQVUer67pfxLe//RNQSxGGNRukNBiyvAq96Nt7W/3DBK6tLQTNm3fIrRt21ZQq9WCIAjCgM6+\nwsDOvk/V11vPtxK6tbITNv/Y8/6xw7vPCcd3WAuTRw4VSktvP3ROWVmZ0LJlS0EmkwnDhg0TJk+e\nLJiZmQkdO3YUtmzZIshkMqHP4D5Cr1d7Cf069BZaNXIUmnhbCQO7Pi9IjaSCxEAimDqYCuvWrRMK\nCwsFuVwuqFQVglJZfH+M7Oy/hN2bWgmz3ntNOL7DWji2L7iKV6typowaLOz51Uvo1clF6NXKTdjd\nKEAwM0UY1H2wcGKfiRAbFf9U/dXH774mqe6zT2shAEEQ+OCDD2jSpAmff/7P4qZ27dqxatUqysrK\nWLVqFe3/zn3etm1bDh8+TFJSEsHBwYjFYszMzIB7oYLNmzeTnZ3Nrl27aNeunbbMrpf8v6dY37gQ\nfAETz2gUxoHV6qeu6bewtqQ02RtTcp+ovbFFTrXKANc1/U9CSUIxBgaAoQGeFh5V7kfb2i2M3Lhx\nO4vNi38jPz+fU6dOASBXVqAvebp7JhZJKVcokNnf2yXy26xNFN+aRH5CIB9/+yJGRg9nY9yyZQt+\nFv70D3yZouxiYuNj6N1sIG4STz74dCQ9mrfn9pWzRJ05w6WoY9jYldOxiStnbhynpY8NzTzNcTJU\nc+iPHbj7+uIXEEBWVh4SyT/1Gayt+/LyG1cYMfdjihL8uX1+QTWu2OO5cTGU53qeZt2eFlwMS6Gv\nkTsJzZvTrbEnBeUXKUixYNnMaU/VZ3387tcltOYAnDt3jvXr13PixAlatGhBixYtOHToEKNHjyYp\nKQl/f39SUlIYNereFhB7e3tGjx5Njx49+Pjjj1m8ePH9vubNm8ecOXNo06YNnTt31u0AaCDsW70A\nZa4t3y9seFs7czMccbQrqbSdSqnGwDodxVPGeus7YoUKc1MxqAtp5OBR2+Y8FjsPT+wspUhMBD6d\n9Dlffvkl2dnZVCjkVXMAKhQYWGWy8Zs++AaMRtCXcCnOEGfXd+63UyqV5OTkEBMTw6YV2wmN38WB\nW+uJjztG4o1THL+5nuORm2nmbMn1hBP0au7HG52bMKZ7C77PtMbdpAkrPP3wd7OklZ8HHRr5sO/q\nHoxEWVgbZ/DJ4I8pLS1l2bJlTJo0ifj4eACsbboRcsUBn3anWLdiu0avI8CJ7VOpuOuNXH2Ltr5O\n2Ln58tnUKXQy9SQkIpV129rhYZuv8XF1PB6trQHo1KnTA3mw/82ePXseeXzs2LGMHftwGsvAwMAH\nqnLpeJB/xxPrEx4OcvKSvHnEUo+noi7qT840o4lf5QsBF3y/iNZdivj0h6o7QXVRf2VIJHJkJvqI\n1aUEOlcvB4Q2tX/8wzck3jzFhZiLWPwpo1mzZvj4+NDYQ4JE/HQ7F8ToUSZXcO5YP/y9M9i5sxfv\nfhpLv4/33l/vVFZWRuvWrblz5w5isZieHZpjYCAhSmnAWG8XEAQ2ZyuY0dqOGyl3GSfYUGAWQKGJ\nKbkSCSkeRnzathXfWtvQ6m4SxUZGmAvF9PUVEWdkzF9FcRSJr9LJpx1NmsmoIIdFHyRi1TWAQYMG\n8fXvsznw84eoy1cBr2r0WvoFxLBulRU3U2Po596WId9NROznh4+THz0b3yG36AJ2dp5P1Wd9/O7X\nJXSpgHXUGvaOGcTFPt0ffH0hV26NiXMwhbn5yKwsHt/uTiiKTCccnaqWBri+IqjLMTM2QGoso5Gz\nY22b81isbewINHAg0vQOaepols/5lW+++YbB/YKQiJ8uc6OAlNIKFe9Nbk9m5kZ6vjcBa+t+D7SZ\nPn06Dj72NG/cAVFeGSfDtvBGk+Ys6d+dnjejECGw7K0+9LgRxg+pOfzYphUL+/VDMDZGZGCA6Ysv\nArCkUydyDx5Eqq9PXEEBM3Pz0Fcp+fCgnM/DQrG0kHDxlhSZqSXBmdvoY9KENcduYNwlEHG8Od3f\nPMG8GSuY8M2HGrmOJw4cw8gpEbWtC6Vx4Kinh/jv3WCvTJlI7EexTDlzHGP99rw+UXjkAnAdmkfn\nADQA6qMHnJ2ZjZl7LKlX21e7r7qof9qiBVw4sYlZn07mp43LHtvO1lJOaXb1HoB1UX9lqFXlmBoa\nUqFQ4u1gV/kJj6EmtHuPGMZriwqZHnaRKYPHsOrkTsoqFIh4ynUbagml5WqsrEbi6vpw0qe1a9dy\n+vBV9AjnWNIp5AqBvq0CcDe05bM5c0jdvx8xMKJfP8JXruRUYCArp04Fq0dUkXRxwWrkSACaA1vi\n4yEvj8XZBcxERZS5IeOvRlCqULEooCtXEqNISImknSicGYtXEHeoCKuyfYBmHIDTu3/n2LXGpGae\nZJBnS159+5/sfyIvL5p4BOIaew4Di1KmfDeXqT9++UT91sfvfl1C5wDoqBVmfzmWPgNETFs2u7ZN\n0QpGJsaU3vXC0rjgP9vZWJaQn//4GYKGikJZiqmhIVKJCHPDul0FcuCgt5hx7CQtyuJJV4Yz4JV2\nlFWogKebAVCp1JSWqcnPz8fExOSBz06dOsWEryfwfBN/QqKLGe/XGCNBQGrkTo/x40Ekwql///vt\nm370EU2fZnCvewsMR9vZ8cliQwwUCpY2a4+LSolleQW7d90gxKMpw8NvMP+Lxbi5WtNz4Akir4bR\nuFXQU+l85PDO+TikS8nPNcLL1g7voa888Hnfb8fzS9ge1OV3EederfZ4Op4MXTGgBsC/98LWF5xk\nFRTd8cXEtPrVyuqq/qxMBxzs/zu5ipVdBulZptUap67qfxzl5eWUy0sx1DdGJehVa7q3prSPnTGH\nfmZ+XIq4TUJkJMWlSkTKp/v3qS9XUFEBw4YOf+B4RUUFIz8aSa+mHTl06TwfOAWS2qorMW160HXU\nKHy7d39sn0+rX+rqys8v9WNum9bMmj2LTxcvZmKH9uwZNJjjXbvRr1UzbmadoFW/LsjzbDn8249P\n1f/jsHGN5/btG/R0CGBA157c2wLyDyJ3d5yNHcjITsXd8ckXAta3735dQzcDoKNWcHLIJyPFobbN\n0CrJWaa09E987OcpSRmYuN6m5Fb1wyD1iZycHErlZZgbW5BaVPXtjzWJqaUVFe3bsbIgj92Oprzm\nLqbDyGFP1cfCnevZ7GGPufTBt//JkyfTwrMTJ0LX8n7zVuh5NmHRosUgElHtFbKPwPB/ps2thg/n\nk+HDUYSHs3BiFME5EWz7YxctAhrTpFk8arUasbjq74r7t+xj0W/uRCfE0r+TDd7jHp3z31RkQ0xS\nCLuOHuW976o8nI6nQDcD0ACoj3EwC+dEEtM1M/VbV/WX6jtg5HqbrOTMR36+cOK3qAUxU39eUq1x\n6qr+x5GTk0NxeTl6YmPM9Myq1VdNav9qygyOvdiXIGNX1M6+dH/5lcpP+hcyW1uMjcRIJf/sjoqP\nj2frri2kZ+6jiZsjhj5BfDptGojFT/Tw16R+/aZNadqiI68GtuZy9GmOXLqLkVsc375dvTTdoSfW\nY2Yt4OVkTO/23UEieWS7ADtHBLUIfcuXuHz95hP1Xd+++3UNnQOgo8aZ8/10pHYpvDTi49o2RatM\nn7sQRALzv/jhkZ+72xZSeMevWm9X9ZHs7GyKSyuQiAyQ6FXUtjlPjEQqZelPs3l7xgzGTJ2KnsFT\nhq9EIkyNJehL5ACEhoby+pDX6eTjRUJ6Pv0s/RjzyScYudbejpA+X3+BrYk1hlJ9LM30SL/RjkCf\nh4sXPQ2eLvmUFScQ4OhM+88f70wM++lr/J2tkAgZrGuga4PqGs/Wf54GSn2Lg5WlRVJx14uO3TST\n0bGu6tfT16M4xQtb88JHfu7klkZqslO1x6mr+h9HcmYyhaUK1BhSYVxarb5qQ7u9ry/W7lXLXeBs\nbY5SyGPmzJn06dMHDxsPjl49x6eezWjy5ls4tni6stga129mxoD+r9LToylRd0LZe0qJU/PLXD5Z\n9QJs1s63uZOSirOhI+JH7Vj4G2MvT9xljhTk38Xb6snWAdS3735dQ+cA6Khx3OxLyEl9Nva9Z2Xa\n4Wj/sAMglyuw8IzmTlr1FgDWR+5kJlBQpEQhN8SklW9tm1OjOMlsKCxK4+LFi3Tp2wSV/Bo+ztao\nvAJ5/t3hlXdQAzQd8S52+uZk51Ug6JtSUWjFqTVLq9TXppUbWPi7H4mp5ZiKjP+7sUiEtcSOhNQs\nzE2TqzSejqdD5wA0AOpbHMzWMZWkNEuN9VeX9d/NMsHCIeWh49+M+BSRRMmYH6q/2qku638UsaE3\nKS2D4mJ9DC2rngMA6p92S6kVyVmZWIr0SLsRwrnrSbxj4s6n03+s0oI/regXixnw6lu8EOBNRtYV\nrob4ENguvPLzHsHt0L2YWlTg62rCywPfrLS9kVjMnbtKDoc4oFCoKm1f3+5/XUPnAOioUW5ej8HE\nPQalYcPMAPi/iC19MHKPI+b6rQeOu1vlUpAYgKufTy1ZVntUZJYhMxMhNRJjYf74KeGGiJXSgMxc\nOccu70aEBWfVpkg6PIdZFUMK2iJo2Bs0NnDmalQasbdkGFmnMebjt566Hw/nPCqKE/G3c6L1e4Mr\nbT9q6nc4Whuhb1LOV1/OrIrpOp4CnQPQAKhPcbC186egKpbx3eKfNNZnXdb//YxZqMqNWTNz1gPH\nPbwSuZ2omW2QdVn/o9BTKzA3laAS8rExq14RpPqmffCYj5jq5MWr3i2ZoGfPgREf8NG0qu+115p+\nqRT/lh1o28iObPVNkk50pUtQ9FN3Y+UcR0JqKs4GjoiMKwkBAN6d2uNpaYu6LBUT1Y1K29e3+1/X\n0DkAOmoUf7cSsmOrV/63vlF41wsn+7L7v094dzQm3lGYu3auRatqD5FIjpmxFBMjsJM9W1UQWw98\nldJm7ZD5NMFx2Dt8PnceIrPqbYXUFi9/8RmdZN6EhEey+XQCNq5RLFq4/InPX7HgNxb/0YzElHJM\nJU+2Y0Kkr4+rkROJd+/ibv9k5bR1VB1dIqAGQH2Kgzl5RxNyprlG+6zr+hOTHfB2u7cOIDstgy7N\nIrhz5TlG/vBw5cuqUNf1/y9qdRkyI0NAiqNl9RyA+qYdiYRxv/4KeXmggWl/beqXODhgamiOrZU+\nEicZpbcDKI8PBkZVdioAWXEnMLEowtfVhNeHjnjica3MHAm7fJFthgZ8UEmRzHp3/+sYuhkAHTXG\nhPdHY2CXQr+PxtW2KTVKgdobmf8N/py/gm1TvsDIOYGW3b+vbbNqDZWyDBNDQ0rlCpysn60ZAABk\nMo08/GuC4d//QA+PAJLuXuJ4sBQf1/QnPtfTOZfyokT87Jxp+kb/yk/4m179nsfDwQjBSs7ZYF0Z\neG2icwAaAPUlDuZhlU1BdFNattfM/v//p67rn7poLoVJPlir1+Hf9y+OHO9Msy7Paaz/uq7/f6lQ\nlGIkNcJYX4yzzbO1BkDTaFu/dfv2WBo7k5FbSnqBFVY+ERTk/3d9i//H0jmOhOQUnAwcEBkZPfGY\nvUe9Q4CNM+riO2zdsvA/2z7r97+66BwAHTWCIICX/y1uRTvXtim1wsnwFmSK4MDRl5i7clNtm1Nr\nVFRUUK4ow+jvQkC21VwEqEP7vPzS6wxuHkTk3VMU5Orxw7iHSxn/L4tmLOLnVS1JTK1AJn66eg8i\nU1M89N1IS03B4wkTAumoGro1AA2A+hAH++zdEbzyahI93lqm8b6rqj80LZRieTFd3Lto1qBHsGj5\nH1rruz7c//+noKCAkvJybM2MSM4xRiqpXjGg+qRdG9SE/lbvvMHBXZuIT7nGltV96NY1p9JzipMv\nYizLw9fVlLeHf/rUY8qUZiQmlXLj2n+HAJ71+19ddA6AjhqhpWsOWRGt6PF1J630LwgCG8I3kF6c\nTie3TphJzWhk0wiJ+F7hEbWgZt75eZQoShjbbiwxOTH039QfsUjMtte21YgToAPy8/MpLi9DT2yE\nkYHu7b9eIJXSv++rHEm7QrnhbVzcKk/Q4+6Yz4XIRPxsnWg0uM9TD2mip8DESEwmratisY4nRBcC\naADU9TjY0jkrcG9xjuu3qp/3/lGcOHGCMQfHMPf8XBLzExm1fxQDtwzEfZE7OaX33lYmHp3I/vAd\nZOYk4fezHy/92Yf2h4NoezCAnw58qxW7aoq6fv//TV5eHkWlckQiAwwkZZWfUAn1Sbs2qCn9QSOH\n4WfrSVpmAobO0Wzfdug/21vYJRGfmoqjgT1In36W5+ONy/F2MEciziY6Iu6x7Z71+19ddDMAOrSO\nNPcQxQYezPxzvcb7FgSB2ednI1eW437BhWTFNeyNmyKoJJi7KZl/YT52JnaEbTyNcXQJUfLTtHLp\niUFJFheun0BPIqKTfmeiX4vG38Zf4/bpeJDUnFQKipWoVEbIDZ58RbmOWkYqxVJqS2R8CDMmt6FT\n5/W8+lrvRza9cj6U37c0IjElCnN3wyoNZ+jmiovMjsKidFbOmcm8P7UXQnuW0TkADYC6HAf7ZsQX\n9Ox/ggM7XmaAFvpffX01+WkFmIcWEHb3HD7OMiIiLqBSCUhCJJSm9SPPdx2yO3JSc4vxd7bgyMlt\nAIzo0plCpZzgqEssPbKAxW/+pgULtU9dvv//S+LdGAqK1JSUGpLXTFnt/uqTdm1Qk/qf823OvpvH\nsXSwJMAl67HtdqxcgIFpPt7OJrz/8RdVHs/ayJa49DDsgx5dTRN097+66EIAOrRGRXkFLXzCyIho\nxbw/12q8/9yyXKZsmIzh2WxScuL5rM8w1mwPIz2hhFtn4mjiaY0oNwqnm+bcii5gYOsP+X7hAX56\n4Q1m9Xmfc9kVhMYWUFwuJ/3PZMLSwzRuo44HiTgXAYCgliK2eDZ3hNRX+n/zBU1dXCkujcPOK5LC\ngkdvB/R0LKSiJBlvW3u8B/Ss8ngGejISUoqJjjta5T50/Dc6B6ABUFfjYL9OfA8Lj1uUmgzSSv8/\nnv6R9mEBxKQl8Eb7Qfy0cy+tWrXCI7ARPd54BT/L5pwNj+PMlSj6+j7P8qMbeOHFF7lgJGZbViLl\nRSMpE0+laxNf0jND+WDr2yhUCq3Yqk3q6v1/FOXZhZiaiJBIFZjI7KvdX33Srg1qUr/E2ho3Y2ei\n7ySTnSXnxwmPXt3v6n2Lu+lpOBg5gL5+lcdzlJogCJAj7/HYNs/6/a8uuhCADo2xZN7PuOptQWpU\nTFa6K82fP8Ohrf2Ys+ETjY9VriwncnEMV6+eoYNXY347cQ4vv6mUya1o5QxujpbsvTCX4W26YGnr\nyuLDoehJDqOS61MYfYicol5ExgWBUMhzTs04nrSdzocCWNByAZM6TdK4vTr+RlBgaiRBpcjE3qxD\nbVuj4ykxVkgoKJazY3tXRo44w4Y/d/DWO/9U+Zs8egwXQsuIuVNMD0fTao316ZLZbO13CLF+HgqF\nEn193eNK0zzRFU1PTyc6OhqxWIyfnx/29tX33HVojroSB5MVHkPPuoKIEB9cnYo4tqkfczZv0MpY\ne6P3ol8YRZC3DSFJeRgb/8mNq/qo1Me5G9saQTCkvHwnRrzPrRsXUZefokS9EiPDeI7e+ByBTlwh\nGQAAIABJREFUEl5oMR65wpy153/ho+6pbLl8mtyFFbwa+CreVt5asVsb1JX7/ySIBQUmRnqYyoxx\ntLCpdn/1Sbs2qGn9o7/9gTMTwijXS6Iiz4rCtE3APw5AS5/rxN1tjpV5Bv1f6FetsUw8PHCxtEFR\nnsaUz79jxq8Plwd+1u9/dXmsA5CWlsby5cvZuHEjRkZGeHt7IwgC8fHxlJaW8tZbbzFq1CgcHR1r\n0l4ddZTP3/+Ql18J5tiuIcxYvULr463/cQVnbiTwSttexEu/Jjklm34BS3lp+FLObPoaBUX8dfMF\nsvM+wErPghTVTt7qehwjj90Uxw1ApZJwIuYkHs6/oRYiuZLcgyDvaEhJZ96Z2Sx7WfsankUEKjAx\n1EcpSHC1rr4DoKNmcerSiUbW7oSmxHLxbGd6vH6GM6dC6Ny1DZvXbsXe/xrqI774OlrTefS71RtM\nJMLW0JaI7FikygTNCNDxAI91AEaNGsXbb79NREQEBgYPlnKUy+Xs3r2bUaNGsWfPHq0bqeO/CQ4O\nrnFPeNr4CeiXJ2KoD6jFvPhcJIkXOtfIwz+pIAmTvAJ8XMyIzhtAUmoYL7c4TEjGMcoOwoWo7ajV\n0C+oP9suDEAiTuKVjtvINT6Nlymsv3oWiQSOHIH8/NGM/2gcsWlDGOoUzsbQPZitSKHgxQLMDetH\noprauP9VRaWuwNjAgNKSEtxtq+8A1Cft2qDG9YvF2IisiEoMxUVmwHM59lw7P5/OXTeTcmMr+vaB\nJCRH0c42ALF59f9+zPQsSUwrwMb80SmBn/X7X10e6wD814NdKpXy+uuv8/rrr2vFKB3aZeu+I5zf\nuRd/6yzkSn30RCrKFBIkakjNsWHKypmYyB4u3rFk8VJybh2nddN4OneLoyQ+AHmFISKJivQ4T174\n8OcasX/FpWXcunOLZs7N2Bj8Os3cBhJbcZYLF8DF5V4btRref38fg1VtkWJGgewUa39XICgVTJ9u\nzO2wWEa+/RwlFXICXZ8n8g5cTO1Ln1Yx3L4bwrqwP/m03Zga0fMsoVZVYCg1wNTEEC9H69o2R0cV\n6NWtP+eyr1MsieTwX3a8NOQiuw+folFAFKs2NyM6IYT+TjKNjCWUVlBUrObIVRM0v5JIh0gQBOG/\nGmzdupXevXsjk8lYunQp165dY9KkSfj4+NSUjZUiEomoRIYO4Kv336FjUCxmAaGoi2Xkx/sjEqlQ\nq/XR01egFgmYu8dSdLM5L3y2HxOze05AxPUozvw5Gf+uwcjTXEmIaoJg14OPvxlZ4xoEQeD1fn05\ncvYwnT0ncSrWEkvrlzl5zI4v3utLmbwQmZEL+uhhZtKR3de+wdISnnP/lBMRf1BaoeQ5nwBySrNQ\n6JVgKJWSmTEaR6trBN9Yw9ttRrIzYjc9u/dl196/alxfQ0alUvFqj8ao1AoMDFqw+q+1mBqY1LZZ\nOp4SoaiIRQP68lP4OTq17suIPukYB95AfqsRC7YVIylTMP/j+QS8X/0XxMzwm/QY1AZf3w7sOnBM\nA9Y3LKr77Kt0EeD06dN5/fXXCQ8P588//2Ts2LF8/vnn7N+/v8qD6qh5vn//LXoN/IvoU10R5c7g\nwx/GIZZIHmq39891mHh9zeJxH/L17+uICE/i9v4xeDRO4dTOAUxd+2ctWP8PF5Mvoi69Q9sARw5e\nmUS/lu/T//2BvPtaM/IqMmjqZU9ixhkUSoHo6wd4sWUyzXwdWXf8N4Iae2Fr687t+Kvom4nxs38B\nQS5wJXIBd/OuY2U2k4Mx39Kp6SUUubdJLkzGReZSq3obEhkZGciVFRhLjcnMkmAiNa5tk3RUAZGZ\nGa6N2jCIfELuniFVEUTm0u4cvavmemwEXzXrSMCbL2tkLLsmAXhYW6OWp/PHzxv5YMybGulXxz0q\nzQOg//c+zjVr1vDxxx8zdOhQUlNTtW6Yjiensr2wP3w9ha59jnP+wAuMXrCHUdMmPPLhDzDgnWFc\nO9eW1h0vkRidQuT2j9FzvkuR6vNaf/gDrNz9K5eiY3Gx9ENP8hcq61+ZN7s9SkkuHZq+zKYDd9l3\nNJp9B67xYjsfkrK3sufcfNwcHGnbbxr9hxzh19+28vXUA+w7v4NdFzbT0t+Ydo0m0qXJXXIKynGX\nNeFa7G22ntN86mJtUF/2QqekpFBaUYZUYoipiSUikajafdYX7dqitvS/OnsKPlJHkjOKOXjSkknb\ntmHlpMbZ1ggvN3/4n3VjVUYkwt7Yjpy8DGKvH3jo42f9/leXSmcAgoKCGDZsGJcvX2bGjBmUl5ej\nUlVeDUpH3cFf7wq5iX58+9u2J2o/dNwcIk72J+Zcdyy9ldwIf50Jcz/SspWVo1QrKT+YiUgE205M\nJchtFeWZW5ELhbT0GsSJiK2YmECzZq6IxeBh1QY5u7C3luHkNYBl84ZgYwPQk6wsmDMH1Gopp7Y3\n41joX7RpcYEgz2VsOzEBfcvjXFxyBvp8VduyGwwpKSkUlJbiaW2KVK+0ts3RUR1kMl555wOiSlO4\nmXKa8eO+IjPlOu0dvRk8d7pGhzKTWJKUHoaD1aMzD+qoOpXOAKxevZrhw4dz6tQpDA0NycvLY+7c\nuTVhm44n5L9WwX4x/H0cW5/hVlLnJ+7P1dub85c7EhXWmNiED5kwd5YGrKw+JxNOkpcfTWsfL8pU\n7rjJSrgSt49erXqy+8JWJkyA1NR7D/ZZsyA+eyOduo/ltRG7OXjkF44ehdCrAgsXwpb1JezY5M2G\n1V4cuzYSf1crstMG4ehiSK7Sk9a+TpSVxJNXllfbsiulvqyCjkuNI7ewHBEmFOtpZhaxvmjXFrWp\n32foawTqORB/t5Dzp/8kPCYPd4kNEifNVv0Uq/XIzFFy+NLDse5n/f5Xl0pnAIYNG8a6devu/+7o\n6MjEiRPp1auXVg3ToRnaeqaSeq093/0y46nOm77idy1ZVHVWrFhKyK27vNSqL9ayzUTmWPFCW2d2\nnz/I8mUCuzc8z7HjhbSxbYdCYsDcLycxeNQstm6FV/qu5rPRX1FeIcfWyRtRRS7Xb9xFZqyHqWE2\nrtY9OHR1K35qc9zs1+Ni0ojDUWfYH7WHYS3fq23pDYLIxOtk5ykorzChtLEuq1u9Ryzmpbfeo1l8\nEvulpvximI70pdc0PsyoH75n/zsn0ZdVaLzvZ51KZwAiIiIe+L20tJSoqCitGaTj6XlcHOzHbydh\n3/wCUYnNa9YgLVCuLMc4vAALMykbTvxOS++r3M1eg6lxEC/1C2bH+lbsOXaSk4fDmLzsV35YuoAP\nJ7vQJmA+X487xLlLoynPBE+5P2dPhnHxcjIDfIfSzfcl0rNnsPv8Kvq17Up0yjya+idx/uYw8ovk\n7JqunUyGmqS+xEHzb+WiUkFBsSkic828JdYX7dqitvU3ev9N8jo9h6NfE5K7d6XFx9VM/vMIfDu2\nwdPGCpEig9uxSQ98Vtv66zuPdcN/+uknZs6cSVlZGWZmZveP29raMmaMbn90fcCqIo7C24H8uHp2\nbZtSba6kXiE15xZBnt4kJMeSlO1L2yYmXIzZh31mADeiYhjSdDBTV65k8zerQF+fnZEzEOsvZv+B\nMiwkMroPfBO7Ad4MvTGfDGkWX2Z+iL5ail9yEfp6E9h/9Q8CPNpyPc6J9HR3erS2Q8jNJCIzgiZ2\nTWr7EtR7DJRgY6WHkbEKpbkunXiDQCJhyKrfICkJfHxAAws7/xeRnh6OpnYk5qfz66zpLPhjpcbH\neFZ57AzA119/TVFRERMmTKCoqOj+T3x8POPGjatJG3VUwqPiYNl5efg2u0r4Fa+aN0gLrJ+/lstR\n6UjFAXg6HCC/JBhvx8bYm0wmLCqGN1q9SvLHpXQ/0YHzQy9yZnAwgXY9OROSzJ07xTRz7cd2p8Oc\nTjrNW7n9GZf+Plte3cKqwX/Q3Kk1WQWrCPCuwNvuOYqL1uBmfx53Kx+uxkbx/pLBJBUkVW5kLVFf\n4qBioQwrmQECmdibaSYNcH3Rri3qhH4DA/D11crD//+R6VmTmpWHvemDa3LqhP56TKWBuFmzZqFQ\nKLh27Rrl5eX3j3fp0kWrhumoHtMnjKN/LzmjZy6sbVM0QnlsIraWUrae+oOXWg3nUuIFIu7+QG7+\nLPq3as/hl6/wrtO7/NTjJ8Izw5FKpMx+YzbDVaMxbenIWveVnB92HmeZM2lFaehL9DHFEFAz3b8C\no3g9TPSHsO/aETwcvbGVxbLm4Cxc3XrgecWJFkuDmNh5El910u0KqCpqVTGWJsaYmAg4mevqAOh4\ncsR6JtxNreDw6TvoanVqjkodgCVLljB37lwCAwORSqX3j+scgLrDo/Jhd/BOISWsJc8PaRhTrWXl\n6Xg62JCUepaLsb50bulBbLIZYrWII87xTH1uCqNajwIgyCEIADdzN17KfwmJWMLxN4+za+ZhygtL\nmfDrp0x8dzK/bHkDucKWtkP0aOP1Irsu78THfSWNHdoTmqZEKXKgp18btl86xQtCF47eWEl/v/40\ntmtcm5fiIepDPnSFQkGFvBiZkSkikYHGCgHVB+3a5FnR//LgIWy9dgCZ3YPF554V/dqiUgdgxYoV\n3Lx584F1ADrqNjuOHcOuyWVOr+5b26ZohMySTFLz03Cx9sTf9RiJmXuwMA0ku2ABLzbtRkFTIz5s\n+SH9On5OQZEl1kalyJUGWJsr2bByA37WfkzoPZc9V75CLZiyYu9q0nL7YCm7hrFBEXFHP0M9cx6v\nKLtzIOInbKTvExu7D1dbf47fHMuQNiqCb1/EPNWExXumsGLkk+VT0PEPGRkZlJYXY2lsSXGxgLud\nrg6Ajien09CXcV8iQ0+cjUqlQvKYRGY6no5KdwG4ublRXKxLwFCX+V8POHLXairSXfl2a+1n7tME\n5yJPEpeSDyInfB0T8HJLY9+ZLxCLMjnQLZSF7yykiffPHLo0nujkxhy6/gqnorqwIfhLfhv2F1/1\nnc3ukC9pEbiaji+OR04JTvbX6NfxAr7+F8nJ6YLzVl92dwnD19GU21k+tGpURmvPaBLSehGZbcaM\nL1eRklNAye48iiqKavuSPEB9eANKTU2loLQEQz1TDAyVeDno1gBogmdFv76pKU7mNpSXZrJg2sz7\nx58V/dqi0hkAmUxG8+bN6dWrFxYWFsC9AgRLlizRunE6qkZj92TuRPui93ca5/rOzimbKC5RseXo\nUJztL9O9hT+CYiO+jn680v8r+nTcRVxKdwZ2mcL6338hfP91TMzdGTpjCUfC3kGhNCLQZwebVr6H\nT3t3FPkKRFIResZ6CIKAp9MybtzsxoyfOnPpwgnCEhbyXKAvu047YGy4j+zCDxjx1Sf0DmrCnbRr\nbA7bwMi2o2r7stQrklKSyC8uQyw2QQ89XK11MwA6ng5LQztuZEZQlhFe26Y0GCqdAejduzezZ8+m\nZ8+etGrV6v6PjrrDv/fCbtq6GauAa9xJ1Ww2rtpErM7Fx9UMd8cEcgvXoxZ7kJC2DqnMgd/eDycq\n0Z5Xusxmx8k/MPI2ou3YDjR+z5eO7e9ibHQFL9dtfPGRDT7t3QHQt9BHz/ie7ysSiQj0u0586ssc\nnXCe20Oy8HctQFLmRIVqNX2bHiQmoRF64iMIpT5cj87l2K87avNyPER92At9MzmKnAI5KEzIKJJp\nrBBQfdCuTZ4l/XpSS+6kFVFaFHn/2LOkXxtUOgPw3nvv1YAZOjTFnZO7sGjpyo/rG8YMTXJhMtmF\nSXjYOZJvcBtnhwouhr9OkNcFIn1yiTw4htb+n7Pl2PaHzl2+biXvHoqmcXNXZA7GoFSCIIC+PpSX\nwxtvQEYG+3buoX3PVew59xWDA3/E0LMTO8+608JfRVh6H95sMZPgRCu2X11KS59T6BdnczX1Kq2c\nasYRLleWM//8fM4nn+dF7xf5tO2niEWV+u51irCw6+QXqinKM6ZMcNBIISAdzxamJWqKStTEJted\nUvT1nUr/i3h6ej704+XVMPaWNxT+HQfz9cwgIdq/wSyS2XNhBxF3UjA18sDWLIdGToGUypfia9OK\n3GMvYWd5hqOn/k5bnJICV65AXt69ogAKBR16+997+CclQZMm4OoKU6bAkCEglULr1ki+nsSKX/tg\naXqTC7t7kmirj0K1FQ+rQMT6Yylw3kSJ6lsMpYcIMPUnNDyS73/7tFp1uJ+GkftGcjn1Mu8GvcvG\n8I18dezBrYj1IQ4qSpNjaiJCZWqImWF55Sc8IfVBuzZ5lvRPW7kQd0cjJCZl9489S/q1QaUOQEhI\nyP2fw4cPM3ToUEaOHFkTtul4SnYcPohVo2ukpLjWtika4/KikxSWqNhweAJ7LhSRU+iPUnGRvb5X\nSYn8nA5NT2JuZwE7dkBQEHzwAbi4QIsW4OAAycn3HII+fWDECDh+HLKywM8P/vwTpk2DPXto4WtF\n+1a7SM54nqK8cjoEqrh+qx+5+QWY8TyHjjjzXKNz/BX2JeXlIswuSdkbvVfr+pMKkjh/9gQVf2Sx\n+J0JmK+Tsv7yaqKzo7U+tiaRCnJsLPTR1y9FKq1biyh11A+MfX1xtbJEpchgy5qttW1Og6BSB8DG\nxub+j5+fHz/++CMbN26sCdt0PCH/HwcL372OikxHpm9YVLsGaQhBEFDIk2jmbYPMNI8An1TCE5vT\nwd8Ls/huWJmfY+uRpQT/8AN89hkcPQphYVBSAhkZMGoUfPIJDBwIL74IEyZA48bw668wdy4YGoKl\nJbz3HixaxN5j62ntv5bo41/gZtmC9LJsejd5jmMXTjF31nM42rqSq25Mj8BWnAs7z6Ipc6hQardA\nyc+Xf8b9rAFJiVfxszHmZuw5mh524MujE++3qRdxUHUplqZGFJWmkWl4TWPd1gvtWuSZ0i8S4WBq\nS25BOrfO7gaeMf1aoFIH4OrVq4SGhhIaGsr58+eZPXs27u7uNWGbjqckwC2L1Bg/xOKGEV9NKkgi\nMTsRZ2sP3OzC8HFQklOwHCuzANLOf0obv9PohV6FxYvhwIF7b/3/5rvvQKWCNm1g3rzHDzRu3L3Z\ngOBgOrXNoKykEYliI5TqVWw6vYo+jZ7j4oUQwlOP4uu0j4OXh+HmYIJJYi7bbmovJ0CxvJibi24S\nEpnA8z4vsergTd5u2puL1yMRVis5mXBSa2NrGqWyGHNjE+xkxgjeHrVtjo56iqnUhvjUHLxdsmrb\nlAZBpYsAx48ff3/BjqGhIR06dODnn3/WumE6npxu3bpxOTICW/9rRG4YUNvmaIzdR7dw604+juZe\n+NjHY27qhJ3lJY66CCjLvWjWQgojRtBtxYp70///i6Eh7N9f+UCurrB+Pbz9NvNv3ODI6dVczvCm\nY6ML3E47QLLBad7t8RG/H/2D/v6u/H52MX3a/8W2swcw+WYrb+97W/PigTXX10DBbZ5r4kDHd19j\n/IQJdP/kI2LKb5KZdZ1NV9fQ3bN7nY+DFhYWUi4vwszQFJXKgHILW431Xde1a5tnTb9BsZLMHCXb\nT5nzNs+efk1T6QxAcHAwJ0+e5OTJkxw8eJDvv/8eT0/PmrBNx1OwbckcVCWm/LCl4VTKith8EolY\nzM4z49l3QY5cbk1LjwCU1wbg47KHOf7W4OQEr2mgBnmvXvDqqzBqFP6+YRRc/wJ3q+bkl0zC2DCZ\nn/f/RvdGQRyNccbWYi0nbwynlb8dquIEskq08zayZ9kezofH4C1rzJw5v6NUNmLcF5PwMG3JzTvp\nZKzM1Mq4miY5OZnC0mKMpaYUlBRiYmRV2ybpqKdM+305Ae5miI2zmDbmu9o2p95TqQNQVFTEsmXL\n6NOnD3369GH58uUUFekW8dQlgoODaeaSS8YtfyR6DWP1P4CyIhVfZxucbC7g4BDJllNmiE3dyLg+\nngDPG7BwIcyeTfCpU5oZcOZMuHmTzcP7YWYQwXazOOytQVzUm9CrAqIKfzILl9GtaQgJqe1wt/Ln\n2u0YNpxbo5nx/8Wd/DuYp2Ti7y7jzN3ehN/YyW/Le1Oct5Hfz16jV3M/SvIiSS5MrvNx0KS7SeQX\nl2AgMcPCwgBLIwuN9V3XtWubZ02/WSN/mtp7kJsVjaEq9pnTr2kqdQDmzZtHeHg406ZNY+rUqYSH\nhzPvv+KpOmqctIwMHH2uczum4WRXK5YXk1aQgr3MDV+nWwS45+PucIPTZlmYGsWyeUw/cHSE5s2r\nPMbllMscjz/+zwEjI5g9G71Zs/B3O0/FzXfo4vMSp8JuMmyQC+FZL9PM3YT4vAAae05n76nxFJUq\nubxQQw7IvzgQ/RdRCbE0tm/JzZj3aB0wgIGd3qCgJBgT/XWYS92ISU4nPP2GxsfWNDfv3CSnsBwE\nEwS1AfYyzTkAOp4xRCLspY5ExGUSFan9XTgNnUodgD179rBkyRLatGlD27ZtWbx4MXv27KkJ23Q8\nIWePHkakp+DLNatq2xSNcTHxDDHJuYgULliZpN8rBORcSP75YTT1PIHhprX3tvzx5HHAA7EHWH1t\nNYUVhRy5fYQXVvVn0Lp32Xlz9z+N+vQBhQJX1zsURXzC5qDTDO/8Jq62ItLzf8Bb1pLsgp9wsjWl\nQOlAu0ZuFBXeIqc0R6P6z/50iKS0Mu5mB6KvfxRvj+GorM7zSqdzpOc6kJJtS36Rgg3frKvzcdBr\nEVfIylVSUWzK3QwZnnaaq1BZ17Vrm2dRv72+DLFYRL7xi8+kfk1SqQPQsmVLduzYgSAIqNVqdu3a\nRcuWLWvCNh1PSEvnfHJuBmJkYljbpmiMHXOXkZ4Ox64OZNflfCoUTtiaOVGc9AauTolw4sS9TH5/\nIwgCf4b9yVfHvmJpyFJ+OvMTWyK2IAgCgiAw6egkhm3+hFm79+A835VXNryB2cEdOF1ey6jtk1Cp\nVfc6EothwgS2SJIwNz2H89kBrO18GI/Rb+HhlMyRG0Mw0ZOglKQS6L4PazNvrsffYfu5TRrTLlfJ\nkZck0dLPlpMR39Gt2W6svd6hTx84GbmdFn6/ERw1Dk9nY1RFdX8dQPHtfPT1oEIkQ6RvQ4BLw0lT\nraPm+fT3xTR2s0GkTmbBD7rZ6OpQqQMwefJktmzZgpubG+7u7mzevJnJkyfXhG06noC/jh6hQHSS\nm1FutW2KRlFkZuPtbIaJZTlNvW+xPdgXhcgOO8vjbGnrDG+/DebmAJw4eYKxh8by3YH5XDxjwvrj\noRw8UciYPZPZG72PZSHL+e3kATwOhdI7fzdGy+/gviOZ0+s7sWdhD/LSLNkQ+q9ZgFdfRf/CZZq4\nnyPuyghOvBVMsiiFIJc2iEwu09m9E9ejNtPYNY51hxZRoVBzesFBjWk/l3SO2OQEfGx9EYvOoVA1\nZcGCexMeBw6At2cOZeUSnKwsUVRk1/k4qIGgxsZSH7FBBSYGZTR205wDUNe1a5tnUb+BkxMeFk5k\nZ98hMvRQbZtTr6l0G6Cvry87d+5ELpcDIJVKtW6UjicndMtqDG1MmLJ5bW2bojHUgprcggzc7e0x\n1r+Ft4sFadmH2JwxkO5el2DNRjh07w9fEATmnp9LeHkJZvtP0XWABam3wc4OEo69yDDhdQSVGO9L\nZzl33BJDQ1i8+N8xaBEd1V8x6eC3vNzkecwNzcHUFPr0oXNpOhejrBj/ynIOX1xH72PdUV5cxZpz\n0fRq3ZHrSQYYGd2mpa8TpaUJRGZG0tiucbX1r1ryGzFJhQRaBdKx6S6c/YYxqEMjVIISG/umiM13\nEeD5NVbGNqTlZ6FWq6s9pjYRCyXYmBuhVOSgLy7H3dqhtk3SUc+x0LPn1p0b2Bvdqm1T6jWPnQGY\nP38+ixcvvv+7VCpFKpXy888/s2hRw8g01xAI8MrEnIYVkonMjCQxKw2ZkTMOpokYG7oS6JaKKqkP\nHX3VYG9/L68/8Hvo71yTp+Nw7BDnT1gwdSqsXAkzZsC2Od1h6zaM119h3xpfDB8TIZk34mUKwjsz\ncN2b/+T3HzCAmUI2XZr8zrGQiTzX6nuatOxC58a2+HrMx1byHGk5m2jsfh5HM2+u3Y5j4epZGtFf\ndvMu/h7GbL7wHR52+VwNeZ0CUTYiUyV7z+2hNPFdfByTMdSzJjU3D7fmdXv2RykvxtLEFBMjNZHW\n25BKNPcS8azHgJ9V/TK5GLUAStM2tW1KveaxDsCqVav46KOPHjr+4Ycf8scff2jVKB1Pxuat27EK\nDCU1o2EVZ/rz94VEJ5SRfLc5xyLlhMd74mnrhZUqjal6GfDuuwCkF6cz/sDXGBz4k0P7jLG0fLCf\nDh3g6Mpu3Djriut/lEdo00bEzM5LuByRzfxzf1dR7N0bTp9m44q36NV0AWE3n2fFF91wNg4kMXUJ\nf0VNplsTF7zsk1hzdBWGUjGlJ+9Uu0BQalEq+XlJNHLwwNryABGx3SgqL6ZT5xH8tv0cfTt35Eby\nJvT1XCgpc+BuehkXrp+r1pjapLCwkNKKQmSGMiRiCYJjQG2bpKMBMHn9Chq7WSMSUvhjccOZ/axp\nHusAKBQKDB/xyiSVSqmo0G7+cx1PRvTR3cjzbOn27sDaNkWjlN2MxtrMkPC0Dni6JBAWl4ZC4oKb\n7S3Ytw+GDgVg/IFvUF0Zzjcjc7CxeXRf7drdmzCojM8+1adz5ia+P/ojYelh92oEDByIw6lDHAqb\nw9jXdiIvl7HbIYfuQa54OH6IvWEjDoRmYGIURWuvQBLTbxKRGVEt7fvD9xKRmIa51IsAt1Cyy+bT\nvVV75OJZLJrtTMfuozA00KegoIR9FwZjZCRizbe/V2tMbXIvCVARRlIzysv0qDDV7GzFsxgD/zfP\nqn5DFxc8LZy5nRhLYvjxyk/Q8Uge6wDIZDIOHz780PFjx45hamqqVaN0PBlNvFNJivKvbTM0SmFF\nITm5yfg5ueFiG4WvawUezhfZku+Ls9Vd6NoVbG3JKc1he+QOhnlPxM+v+uOKRLDxVy8MLv7AqG3f\n3js4Zsy9wkFKJT+tW0yHRjvIOT4emVUQsckh7L/yJnaWl/B3vUBZeSA3YnP4ZUb1wmMxi526AAAg\nAElEQVRHZuxEpVaz+dgXOFunoyKL1MI+lP9dQfen+W/j79+JiLS1WFul4W5vCorCaqrXHolJieQV\nlyAVmyESlWFl5FzbJuloIFjq23E3owADZVxtm1JveawD8O233/LFF1+wdOlS4uPjuX37Nr/++ivj\nxo3j22+/rUkbdTyCH6f+iFXjEIrlrRpUHPBYzGHCE1OxMPHC1SYJmZkjzdysUEW/iZ84+f70//KL\naxFu9WfaVzYa029lBYvfHcHV1KuEpl6DVq3Ay+ueEwB4+eeiSO/AGet4BnXshkLvd1p7euPnEMeu\n8wtwsTeg7HZSlcdXqpUI5ekEedlToV/EpVuutPVvSkHpNyxeDHPmwFdfQXbBWCxNldhbpOJoaYm5\niUoj+rVBxJ0IsvIrUAvG6BtKcDR11Gj/Dem7XxWeZf2G5UoQwZU0u9o2pd7yWAdg4MCBbNq0ibS0\nNPr378+AAQPIyMhgw4YNDBo0qCZt1PEIjLMjKE7y5YtFU2rbFI1ydO4aEu6ouHjtHbKKsyksskJm\n5IlxeT4LYs5Cv36oBTVLzv1GF5NR2Gn4b/+tIYbIIsfz5Z659w6sWHHvyTt0KKtmTiTQYwtlR8ey\ns8kN7G0uYiL2Ym9IAa52G/FxdKCo6C5KtbJKY19OuUxiehKuFt74OJ8jM38X+uIABGEy3Tu68XwX\nH47uHUJubl+CvAKws8zG0tiGnKJs5Cq5Bq+C5ggNuUhuvoqiPEvkKiNcLXQ5AHRohu/XraKxuxVi\nUTo7Nx2obXPqJf+ZB6BZs2ZMnz6dyMhIIiMjmTZtGkGPqrqmo8bx948lJure4r+GEgcUBIGK3DQC\n3a3IVVuTWZDJwbPFXBGUuNheh86dwcCAfdH7Kcw245thHQHN6pdI4Ou+73Eq7S8KKwrB1xciIqBZ\nM+jenSY+MWSmvEpgWjNaewbx1402uDmcpplHOBYmTsRnpBCSElKlsTcsX8GthAIqSgNp5BZL6wAF\nURlzSb07D1uJPobyUq7c2ImpdCH6EkdMDHKRSqyIS87lWto1jV0DTaJKUWBqIkKhZ0RovDk+9pp1\nABrKd7+qPMv6jdzdMcKc3Nw7XDu2sbbNqZc81gGYNGkSsbGxjz0xJiaGSZMmacUoHf/NmPeGY+wR\nQ6seI2rbFI1yI+MGCZl3cLfzwtPxPAHuafh7hBF++w28naOh470H/rRDv2IbN45u3URasWPkW9aQ\n0J21l3feO2BpCZMnQ4cOrO3hj6PVQZKPD6HCzI7C0g0EuXmRllvK7cRuxCQVs2rW0iqNmxsaj6ez\nEf/H3nmHV1Ftffg9KSe9l5PeeyMdAgmhEwIYBamKFC/FyrWgoiDYGypXERBFUZrU0HsgISGQQEhP\nSCG9996T+f7gXu/nVQwlVfM+Tx5y5szs9VszhzMre61Ze9/VFSTfVkKibYuSeC16Ggps3nuFw+ez\n8bWypLXlHS4kfcCBsFIqK80pr27n+Ikj3RvoB2RpRkddjLxCE8aaatgZDs0ADNFzqMpokJZbjq56\ndn9LGZTctRHQpEmTeO211yguLsbGxgYzMzMEQSAnJ4f09HT09fV58cUX+1LrEP/GQ6+S8hQPZr8W\nAPx18oA//7iJ2LQq/B0CsJYko6YmQUlGTELkWKbI74RR8yioKyCx4gabZh5B9O/7f0/7r6ICIxSf\n5Jvwrbzgt+i/b7zwAuIVK/AeNoJjoR+iJv0Lo5yqUJUazq3CEJTlP8FIIqYrt+KB7DY1lWAh0aeu\n4QLZpclYGLuSnLmD+cOn4nd0DEaqRozxf5SrOzagrhSCpk0tF5OnoK/7I7ePxMOKnvG/R+lqQktV\niZb2MpTkFHE0HaoB6En+7v6byasQ0tJFeIoOL/S3mEHIXWcAxo8fT3BwMIcPH2b+/Pno6uoikUh4\n8sknCQ4O5siRI4wbN+6uAy9ZsgSJRIKzs/Ov29avX4+RkRFubm64ublx+vR/26d+9dVXWFtb4+Dg\nQERExK/bU1NTcXd3x8LCgrfeeuth/R30/LxrLyZeV0hI+ms9+w9QE5mFuoqY41FrCM2QQlqkibqS\nMfrqkbyQFQ0eHmwK/xlR6iyemKPQq1pefWQatxtjKawr/O9GX19oa+PIR8tws9rKrVPrMdN24uBN\nT0Y5ymKll4qtkT6Vdbcpri++L3u1LbUUV5WhqaCPg0kSduZZpOV54mmtw75xEWybvo0lbkv4l/p2\nHnH3pqZuNyY6DWir52FtoE1He/FD9yDoaVpbW2lrr0ddURlNJQGRTAEmGkNdAIfoOd7b+SP2JlpI\nSRXx8Rs904jr70S3awEYGBgQEBDA888/z/PPP8/kyZMxMOh+Gm/x4sWcOfPbPs0ikYiXX36Z2NhY\nYmNjmTJlCgBlZWVs3ryZkJAQtmzZ8puZhVdeeYXXX3+d69evExYWxo0bN+7Xx78UFdeCaa4w4P2f\n/7vy318hD1jVXEVVXTZOpiYY6oQiFiWw45Q2hWhhbZgIw4YhyMnx/Y0dTNFbjJLSf4/tDf+nTpZH\nNnMG/7q0+78bRSJYsgS2bePt1+2hVY4k6VY6OndhrOaAuVo+mgrmJObm8tnF+/syup4TTVZhHaCP\nmnINloaWVNZ/g4WON8u9VjDadDTznefzTeA3lGoq0SnEoqakja5GEVJdKpRUFZJVndWzJ+EhuXXr\nFvXNNagqqCGSkiPfOBxZadketfFX+Ow/DH93/6NyczDVMKK8MhvpxoFZBzOQ6TYAeFD8/PzQ+N/W\nbPCHf6VERUUREBCAiYkJ/v7+CIJAQ0MDAGlpacyZMwctLS1mzJhBVFRUb0ke8JSXVeHoHk9izMP3\nmx9onEo5SWJuAWqKltgaJ+FiU4WZUTRn455HW70A/P25khdJXa00byzw7nU9MjIQZLScb2M3/bbC\nfvlyOH6cIG97hlmdJD4nkJGO9VxL9OZodDbBl/5BU3Mnpd+n3Ze9H976mvYOOHjJj+NXO5GWMUZb\n9TZHva/xuGgqS/2WcWzDFmY5zKLYvxkfGytkpDXQUa9AjAbpBZVE3A7v4bPwcNyMu0llXR2KMuo0\nNEKdysBuWTzE4ERbrE18RiWnI/6+94YHpdcCgLvx9ddfM2LECD755BPq6+sBiI6Oxt7+vy1CbW1t\niYqKIjMzE93/95yXg4MD165d+8NxFy1axPr161m/fj0bN278TWQcGhr6l3i9afVzSCs2YDdh1u8i\n/4Gg72Fe//zCJsorOzgZ9hoNzUlIoYGDSQsyFSoszw4n1NCQT87uQCNnMc3NYX3i/7qlnrTkDOOJ\nzxZy6dKlO29qahI6fz6hTz2FhUkRTSlLkMWAwqZLuDoVoqVdjYOhKYm3rlHVXHXP9soKsrE0Usbc\ntAINlcuEXDPBy8qOtye9jf/0q2yP8Cdo1QJGOHzAXOW5NLcoU16tilhUR0T8HBqbujj9/rE+u173\n8vpy8mXKqpsoqW6joraMNiWTHrc3ZsyYAeNvf7we8n8MGgoaSCGFrqETXV1dA0pfT78ODQ1l0aJF\nv97vHhaR0IuJw5ycHKZPn05iYiJwZ6pfR0eHuro6Vq1ahY2NDa+++ipr1qzB2Nj417UH5s6dy7Jl\nyzAxMWHBggVcvXoVgNOnT7Nnzx527tz5WydEogGX/+xptmzeirXKx9y85sVr3xzobzk9SkdXBwsD\nPMkrLyEx81ta2jYTOFIeNfkqQm4uIU94naa822h8aMrrKkm8u6rvKsnnLCnlgn4AZibSfDrxE8Zb\njIeOjjv1AE88gcE7GuC1GaXUeEZaOlFUORxDzVyOxR7n831bWTxp2T3ZCfK3QejsoqNzNGLxVc5G\nqTNvvC65JVZcTljEjFHrKZEzJOLCS4xz2QbDrxL6gxUqCjnUN76Pu0MAFnqO7D03cNYFcJ3kREpo\nMkGuC1DULCXe25i4dwdu2+IhBicd5eU8Ot0baUUxzk6zef+r9/pbUp/xsPe+bmcA2traOHv2LC+/\n/DKLFy9m8eLFLFmy5IGM6erqIhKJUFNT47nnniM4OBiA4cOHk5KS8ut+t27dwsvLCysrK0pLS3/d\nnpKSwogRIx7I9mAmNikWI9mvqMm1459f7vnd+/8/WhyMXM2/SmZJNkZaFlgbxeBoHcOpqy20yepg\nqpcOU6cScjuKzhIHnl/4+5t/b/q/7UsJrtHXyfl5DY/tmUN+bf6d/MCOHfDOOziaxVBxexEjrR1R\naDNBQ6mQny5tQSwr4txXx+/JRn1rPcWVZWgoSlBTqkJVyRxrs3iSh5URGvdPfDx28MuFgxz5+gNG\ne37DpcSluI3xxFAnE3PDYlSV92GqpU91XcGvsw79TVFREbYyxqipSNEgKNPVoYi+cs8HboP9s/+w\nDPkfioyODqZKhqTl5iLdPLDqYAY63QYAa9as4fjx4xw5cgRXV1dSU1OR3MvqKn9AcfGdyuiOjg72\n7NlDYGAgAN7e3pw9e5a8vDxCQ0ORkpJCRUUFADs7O3755RcqKioIDg5m+PDhD2R7sHIzPpn8C8uh\nRocW5iEW92wR1UDgx/c3kZRZR1WdOxZ6udgY6aGrGcGejCBU9XNh6lT2XY3AoMOvxzv/dYeaGoSc\nl+H0l4/SHv00a05tuPOGnR1Mn844ozraM6fSIWvMtgglIjLyMdLdib2JNl2thX8++L+5nhtNVlEd\ndOpx+EoJpyN8cDG2oPzcSDRVr/L2wkBEMiI0bFR4zNcEsUwRF7ZUYyYpxkCrDYl6ISpyemSXlnEl\nb2DMAAQHByMl1GGur4KSciM387Qx0RjqATBE76CIEtkFrUQn1va3lMGF0A3u7u5CV1eX4ODgIAiC\nIFRVVQleXl7dHSbMnTtX0NfXF2RlZQUjIyNh+/btwoIFCwRnZ2fBw8NDeOmll4TKyspf99+4caNg\naWkp2NvbC5cvX/51e3JysuDm5iaYmZkJb7zxxh/augc3Bh0NDV3Cs0uWCme/txGObXYTftnwU39L\n6jUWTfEVnKyUBVnZ64KIx4UlUycLU0caCVKKN4QiaXlBKC8XTN8eJ8xZe6Jfdf5zfZYgt1ZLaG5v\nvrMhIkIQbG0FY8l2wWD8fMHKxFuYNtxMmDpiifDEeHdhlKuWUN1c3e24cx8NElRVRIKq/JfCWA9b\nQUFhqrB0yiOCSFQgTBj9zG/27erqEka7viHIyt0UZo91EZ6YNEJ4zG++EOD0hiAvj7DguQW94fp9\nM3zScGH6aCvhkVFWQpD/VGG022vCp0eP9resIf6ilIReFUwMZIXZU6b2t5Q+5WHvfXdtBPQfpKWl\nEYlEuLm5cf78eaytrWlqauo2sNi7d+/vtv1Z6mDlypWsXLnyd9sdHBy4efNmt/b+Kqxcvgw7jUqs\nHGN4fHYxWRcn4Tf7Y2w8/nqV/wDZ1dkUVd/G2sCMtpbLNHdd52jENB4b3YJEIRV9c0vaNdQo6Ipm\nls/IftW6aqk5m97yZNfNQ/zD+4lfOxM6mMZx/uqrBLk+gZaCGRkV5WgpGJOSE8uxiEM8NeHpPx1X\nqqUCSyNlhI4y9DTUMJSEcUbDBnlxLh++uhg6O6GkBAwMEIlEOJnVcTVJBgVZLTql5EgvEki5vRR7\nq3/RkXlvsw69SVJSEklCEvaV0jjqO9EuaqZNrhFbw55tAjTEEP9B4uuFiY4adJXT3t6BrGy3t7Yh\nuIcUwNKlS6mqquKf//wnH3zwAZMmTWLt2rV9oe1vRVlZFW//cxZBgfvRVa8k5rwXzXm7efqT493e\n/AdzHnD3qe3EZZYgJ2OGnXE6rpYimtvOkNQpwUQvDfz9icqLpavKnIm+v3+sFPrOfwMD8BSe4Z3z\nn91Z8OfffQHW6JajINShqWBCY6MO19NvcujKfMSyIk5/GdztuI1NZRhp6mKkXYSstDbuZgZUxczH\nwfIiXlM9ICAAHBzu/Fy7xqYDm3A0O0WHoEpmriq3cpJRVY7GUk+PxqZCmtq7D9B7i66uLl5c+SKT\nVXxJza5DqDNHXlYGOZlqnEyHagB6miH/Q+/8Ii2Nvqo29Q0lrFr2cr9qGkx0GwCMHz8eTU1NPD09\nCQ0NJT09HS8vr77Q9penvbOdfft388mrjxB7zoPRbjFc2xfIzDdCeePnAwQufby/JfY6Wb/EICWS\n4peLn1PbUom2sgUedjVE3XgGXUkejB7N7siLaDf4o6ra32rhg6ceobJAk6+ubrmzYc4cfK+ex836\nHBFNihyKkWOChxgLoxTsTXS6rQOoaamhqKoMDSU95OSrCb2phJaCLY3pSzAxy4StW6G+Hior4d13\nYeZMRMUFGOoUsLvMnvhsefS0szDSSUVL0YDc0kKiC6P74Ez8MYcOHaJAoQCZjipsjdSJK7elrV2R\nLIW9mGg+WO3QEEPcC1piHbJLSrHWKOpvKYOGbgOAxx///U3oj7YNce9s/vpffLN+MpcOmqGrsRhn\n4xISzvuh63SGN/f8vsq/OwZrP/CGtgbqGrJwsTBET/MqMRlZJKZbYa5tg1Buzis3ToC/P8czg/HT\nDbrrOH3p/7hxInzrNrH2wrt3Ou+ZmoKNDSZ6BaQVLMfO5ApaSjaYSXIxVDOisCL/zqqCd+H8jVNk\nFtRBp4T4zCrahCL2koGmSgT7v1gLb78NP/5458mDWbNgxQpYuRIbW2WoHoWRbibOFpqY6BbS2WhG\nen4DZw+f7LPz8b9s37udSvcyMjNTcdOzRaJVRm5+Ge1mWshI9fy07GD97PcUQ/6P+fV3BeTIKWjl\nYkxX/wkaZNw1AEhNTeXQoUPU1NRw+PBhDh06xKFDh9i6dSvKysp9qfEvxeljpzFX3oypcgM3DgVy\n8+y/mPjsVVb99DMuHjb9La9PCck8T2pBHtqq5tiZxONlU0hifj6tsgZINMPx19OmWEmgpC2dZ6b4\n97fcX9n+sQOiiDeYvfvpO8/gzp3LbomASm0bTvqaxCRbUlBWinSXMck5VRy/cvc0wKGPdiElJeJY\npA82xhW4WZXSlrsIa7MYZN59G1auhP/XJIuXX4bLl/nstSUo1ndhKilDU8UQefkadl3ZiJ62LDkX\nEvvgLPyeyspKQutCGRPnRXZRI9XlY1BXKsTMWI5qxaEnAIboXd54/yMsDJWQVa3hjSdf7W85g4K7\nBgDp6ekcP36c2tpajh8/zokTJzhx4gQlJSVs2rSpLzX+pci5sRmhXgWPuUd5c/93vLLhGWRlpR9q\nzMGaBzyyehe5RS2ExyxHolmImZYV1qbRHC1ww844DkaPZk/0GaRzJjFm9N0ff+xr/42NYevilSRl\nVXA6/RzMmwcnT2Kmk4iiohmZVTeREmcRfHUO8mIRJ77Y/4fjCIKAqKMMexNNrEzL0VLVQE9Vl6Zb\nT2NomA2nT8ML/7PGmZISLF2K9Jav0RZXoK2sQmmViDPR0sjJxWAu0aKrtawPzsLv2b9/P75qw0lM\nDOcxVxdC8p2paMhDRloRsbxpr9gcrJ/9nmLI/9Bff9cd7sEwA1MqylMxUx1KA9wLd52TCwoKIigo\niMjISEaO7N/q678Kzy2dy8zplwnZM5fAF7X7W06/IggCHS35OFlokpylxpGIOoK8jHEyqSEpfBFq\nY18G/+nsjj6Kp/pUZAZYUe8T82R459gLrD+xjcBXDsE//oF+WDbfV7sx0jIUYx1D2ttS0VLXoav1\nj7+MogqjKCjPwVjDlMa2YqS71JFBDg3la+xzNgaL+aCu/vsDn38enJ3R1dVFXlaLsJsWqKmeRk3R\nA11VXcrqSqhrrUNVrm+LJrae2Ip1lyyVcmLK8hfgYnEFQ60uiqo00JUfmjUcopcRiTAQSziVkIK6\nTBPLBQHRf9YMH+IP6bYGwNPT8zedAJcsWfLAnQD/zqx56VlmTj1LyuFpfPDLtz069mDMAyaWJZJT\nfhtTHTOsjaJwsojheIwuSspWqIrjCI65RLvvSBKbLrDIN+BPx+oP/0UieCtoLrE1IZQ2lMKCBTyT\ndRHSxmJv6IaCrAGmkhwM1I0prMinoa3hd2P8681PiU2rRGhxpZNKdpyT5YcCNaxNbyDz0/d3bvR/\nhKEhBAairVpBQ5cyIukm7MyaMdXLRlFWh9yySmKL+3ZltNzcXFKlErl1OwVPI2dOZk1Hol2Copwe\nJY3mGKka9YrdwfjZ70mG/B/zm9dPBT2BRFMBsUYzb818qX9EDSLuuxNgSkrKA3cC/DvjoHeL8hsj\neX7H7u53/hvw01ebiM+ooqnVEUvDbGz1DdHSPMkP5YpYG0UhpaxEaFsBXRWWzA4cmGvIz5+pikzG\nDL4I+RmcnHhUUxaJTAalUgrsP6tIZkEBMoIJydlVnIj4bR1AU3sTorJ87M3UORb3CPll1bjbFdBZ\nsRwj/fQ7eQY7u7sbDwpCUamWgxUTUFOJQl/TAG31CnILvSkobSP4h3297P1v+Wn3TzwiNYnCshYy\nb81gmNXnRCbHEX5NGk1xK+bahn2qZ4i/Jy7PPIW7oRGV5UmYmxT3t5wBT7cBQEhICF9//TUKCgqs\nXLmS06dPExIS0hfa/jJ8uv5D9B2vE5tt3SvjD8Y8YE1CFtrqcpyJWsnBS/XISRnhbduBkL4SHcNs\nCAjgu9BTGDUHoqb252P1l/9iMQSZLuTHm7vubJgyBUuDFC5m+2FkWoCKagHBVx5DXizF0S9+2xhr\n+/XvSMu/hZ2+PSa6N7HUr8NarxW1pkoOSORh/vw/N+7nx3s3zyOqMEJfswxFsR4nIpUJTZmKoURM\n2fW+64ne1dXF1tCttNZmMsrehMgyG6yN6/Gy7cLYvAAlhVps9HsnABiMn/2eZMj/0N9ukJXFVFrC\n9VvFhMZ1UFNV0y+6BgvdBgD/2wmwtrb2njoBDvFfNImkNsmdj3dv7G8pA4Lallqq6rKwNzbCVD8M\nc+Mb7I/0QVvVGnFdJweq0yEoiIv5p5hiFdjfcv+UN5/0o6qpmviSRJg8GX3NIpoyFuBsUo+FRBEL\n41s4mOrQ0VJAe2c7APEl8Vz55DRZhY2k5s7G0TweFUVtVOUNMdVLQep4MMyZA9yplZi/72kMP7Xg\n4/BPaO1ovWNYTw97LTmUG0BHWYf0XBu6hOtoq6dgpqtBZ1vfFQIeOHAAiZo60cnZmCrY42Fzhsvx\n6UhUrZGoySAW0hhm1jspgCGG+F+emLEQXU15ulSq+fCVF/tbzoBmqBNgL3M55DIWrle4ftOi12wM\ntjzg+bRzJOcVoKZogq1JGm5misjIHuNUhxQW+hEo306jasQwqoUcnp7SfdOp/vTfxVkKraJ5fHxy\nN/j7s//GEUy1T6GpbIqCtAEmkjxM1a1Jyc3kndD1fHblM6ZtGUNB/nXGOduTkGPPsStyNDWqUNam\nga5OAbi732k7CLx16lMOXU5G+vB+Pth3joW//LddtmiYCzoKJZjpWHGrUAFb0zwMtbKRqEqoqCuh\nvrW+V30XBIGXXnqJFe+twLpVFxVFWY5GvY+FQTFi+VhupGgiL2VIhcU1HIx7ZwZgsH32e5oh/8f8\nbpvzC0vwM7YlPSsaF5Oh1QH/jHsKAP63E+Ccf/91MkT3hAVvoq3UkPf3/djfUgYMp9bupqisgyOX\n36C8qgF1BXNGOORRlLYQC4MMmDSJ87fjEZV44OH2cI9I9gULXRdyJGcHDdKdSPmNwt4slhtNmvx4\nTkzq7SKu3FhEcUULmV9FEfH1aUxPSpFTVEd92SM4WpzGWHKdyPQujubOw1k279fp/5CMcD6L+JJX\nTQ6Qe9WTNVbBHI67wK6bB+8YdnJCV72YsK5mmlsiMNfTR1+rFIV/FwImlSX1qt8bPt/Azpqd8IRA\naVEy3ma2NMvGEBbfyGQ3V0obE9iVOp48dSnU5AdAG8ch/h5ISaEn0iSroIlT0eps/vL7/lY0YLlr\nAPD555//+vPFF1/8+u9/foa4N1xsc7id6EBvPo0ymPKAgiDQ3laAs6UWysoV3C5J5ECYF8Za1gg5\nziwTsiEoiGMxURgxHKluQ9T+9/+1xQ50ZY3ho3PbICCAGaolxGYuwsU6B22dPMq75Jni4sHp0BBC\nTlxCVaTCJOO5hGQ8j61JFvamYG+Ug2KFmM9jL8GMGXQJXczf/TyepZt5/zVjRCJ4baUq/vXfsvLI\nujsNiJyc0FStIrvADFvTdFQU9JGTq6GoyIOC0jaO7P7j/gM9QVpaGm9ffRtbH1smRo8iNq0C+UYP\nPKyvoqQcSmbmBDysW9BpV6RC3rjXdPT3te9vhvwP/cPtr36+gdEO5lQ3JNF2+0LfihpE3PXrtb6+\nnoaGBlJSUvjiiy9ITEwkISGBL7/8kpSUlL7UOGjZ9vG/ULVIoVzGob+lDBjiS+PJKcvCVNsUW5N4\nPG2qaSOevC41jDXDCEqOhsBAwovO46M/pr/l3hPa2jDLfDnfRe2EgACWplxDo7EBe8NOzCWq2Blf\n43TUJyx2ms+qUU9j7DaZM9krMJR8wbnrqmgpW2CooYqBSjaisWNAQ4ODcWeoLJdmz9rHfg0eRSL4\nYc04aqqlOJ58EZycUBBX0VUyEguJJo2NEo5HdnE+ZTr6OrIUXL7Vaz4v+2QZSlZiDE93cj3mLBMc\nbfkp5jVUlRrxtrIjtSIVXRUr9NSKUZIayv8P0beoebhhoWrFtcQ8zoZX3QmYh/gddw0A1q9fz7p1\n60hLSyMyMpIdO3awY8cOIiMjuXWr975Y/kpUFUbQmGXH+o3re9XOYMoDfvP1J8RnVNPa5IChpAB9\ndQvcbWO4mD8RO6NU8PamXNxBUUciC/3H3NOYA8H/tU/5U9laSqqGFJiYYCFJQV3RDDES9NQLqGmz\nJ6lNk43XLnL2+JOU1agwyiEVJcVj7DrrjFhGDwPdPJgwAYB1x7bhLXoWc/PfTh0ZG4twbXueNce+\nBmtrtkWfRaZxOBoKhoSneGIoSUJbLRUjbVWEjupe8fV6zHUila/gd8uK0PAbPGbgiXrrNAwlRzl5\nLRtpKQs6u05wJscFXfVStMW99wjgQLj2/cmQ/2Pu+t74YT4Y6iigrNfMy7OW92U9GzgAACAASURB\nVJ2oQUS3E6xNTU2IxeJfX4vF4qGnAO4RC6NKinN6b/pzsNHe2U5nQjESLXnOxC0l+GINxSVm2OoZ\n0ZE2heFKZRAUxJ7rp5DKncB4f/n+lnzP2NpIoV4eyJaQ07BqFYa6eewvNGNXiBxhyUVYGn5KWOx7\nNDTGUVIVzYxRLxCT4YmXjQkqqtfYkeGMpnoe+PqSW1VEWstlvlo29w9tfTTvSZLrI7hdX4imtR66\n6gk0o0hdQygW+s0Yamejo6pFfVP5r08e9CSLNy0msGAsFy/FstRhAm8fvcDPCa/jaXMTB8tUwhON\nGD/MjoLcp/GvCMVIdej/wBB9z9R1q/AytSenIAE3y9L+ljMg6TYAWLVqFaNHj+bFF1/khRdeYPTo\n0bz22mt9oW1QU5hXjJZlMrmlvV/8NFjygKcyTnG7KBFXM1ssDCJxsYkjNFVMh8gEPdXLvJt8EYKC\n+DnqOO5K05G9e/v/3zBQ/B9rFMiJW6dg3Dg+DP+ZmuIg3O0zcbHIxcakmBEO0xjrOpEpftcIS/6W\n4qqPUcIUN6sshAZv9kWfBRcX3jr4I7rls/F0+eP2uRP9ldAqWMC64J/AyQk1xYscE6kg0b6OjpoE\nfc1SlOW1KKut7PGlgc9dPke6OIWi9GimDXPizT07GOF9BmmZKxRVKeFobEt1014EOSv0FJLJN1XH\nRtesRzX8fwbKte8vhvwPvet7IiUl1OQlpOXVEXJNmisXr/WdsEFCtwHAvHnziIyMZPjw4fj4+BAZ\nGcncuX/8l8kQ/+WD1asRCQJrvv+uv6UMGA6++S0xaVXU1Y3CxjgDa309rE0usr/SCXvjRLCwoNVA\nQkLDeRaPmtrfcu+bFZMmkNsVSYO8FI4j3ZF0lWKrL4uptg1J2RXcroggvSKKMdMPMMxyPKOcDbiQ\nMgwLLWt0OmsQ+3rTJSUiOPc7lnksu6sdkQgec5nMxaxQcHJCXbWK5tvTsTcUI5bRRl6hGqkuHdLz\n6zgadrDH/Ovs7OSpH59iTt5YiioaCRo9BxP7arKK1HnU71viM68hCOb4O2lw4rY/1gaJhOm24Wxs\n1mMahhjifnh19VqGO+pT05VG6PdDi9j9L/dQYw3a2to88cQTzJ8/Hy0trd7W9JfAyaSB6gwH5OXF\n3e/8kAyGPODN4pt0NuTjYqHN+bjXiU+qRg5DXIxVaEtagLlyIcycydm0ULpKnZg9Teeexx4o/o8d\nqYp0iTf7oi/CxIlY6KWiKDbjZrwFTa2XGOs2maCANZzYo0dsZgl6Mq40tXxPeZc2xrrZ4OvL/pjz\ntFZrsepJ9z+1tWDMSEqkbtBub8t4FRFCgQ+6qsbkFhpyNLyLfRefRVFemoK96T3iW3hcOHpL9dBp\nUyciKZwAFw9e/96LhtYYngz6iJCYdbjYFHDsqjbaSjY0ZTyNhXI6CbpleFn3zkqAMHCufX8x5P+Y\nP33faNQIbHWsiE5LI+RGbt+IGkTcUwAwxP1jZJRDbu7fe8W//8/Hm9/mclIKZtqumBoE0ymfzN5w\nZ5TlLNGSu872zHCYMYNvQ49j1voIGhr9rfj+kZYGZ4VAdlw5BRMnoquVx/ZMVwpbs5js6sXRsHNs\n3/UBnV0yzHUez+XsAPydFDlRPg5dnTzw8+Pjs9vxkl6Kisqf2xrpoYpUjSVRirKsL0xETTYNaZEu\nNzIVMJIko6RSjoOpLu0t+Q/dEKirq4tHfngES3NL7MoVUFEU09U0hrwKcx4P/IUzkSFINF7BxsAO\nebkjHKnpREc9lG9MFBBUi7AzGKoBGKL/0FMwQVNdFi29LlY/9VZ/yxlQDAUAvcCXn2xGxTwVXecJ\nfWJvoOcBL2RdQCmuEkVZOfZe2o6XXQyuFp1oqZ/hp1o97ExiQUsLwdqasJJjPO48/b7GH0j+z/cM\n5EbtSTo9Pfgl5ihUjsDNKp1T175mhft4XvIejal9InsTfqGq/jX01YZDylReDt9H0zAnEpvO8uaj\ns7q1IyUFWl1OHK+oIry8GCPtVHbLVCArexML/SZ01PPQUzMmtyyPkOyHW7tjw/4NKFfKYBItxfmo\neEabjuJw3JM4WH5GTOZRxg9bSH55JB2dFnjbyFOR9AE+9ueIM3VD3K6DvEzvFXMOpGvfHwz5H9rt\nPq9v38Jwaw8yyhIxVMrsfVGDiG4DgO+//56MjIy+0PKXofr2FdqKjHny+RX9LaXfaWhr4KNPV3El\nOQYPc3fk5LI5FiZGQ9EcD6sa2lKeQ18zF2bOJK4kgZZGMUsfte9v2Q/M4ul2tFeY8U3UL8iN88dQ\nnIu1liMKKu/ybewFvokLQ1dfAw+HMQwzl+OoUiG6qjcYN8KZreGRiKvcmDbu3tJslsrOROengK0t\nBtoFiEoCsTXOQ0ddD4lGCUK7MSnZtRzZv+uB/eno6OC90PdwyVPmRlwMC939yKjyp6G5DRebCta8\neIOM/JP4uxlz9roO+mp2KHa2cShxF8eUddBh8F7LIf4ayKqo0KWmT2ZBPddvtva3nAFFtwFAXl4e\ny5cvx9zcnFmzZvH1118TFxfXF9oGLTaG1ZRm917v//9loOYBBUFgxfHl6OY2Iy+twOHwdXjaHUMs\nf5KwWAd0VaxR7cpmf24UzJjB1kvHUCuZjpXV/bVNHEj+a2qKmKr2GhvO/wQTJmBmkE5CqwYdnScZ\nO9yPbet2cPOqKVGJSbhIJlJzZSXWJvHg58fO60cZqfXIPXeNdDdyIqM2iTGBgSgql9KeNQsjTTVk\npbWRaBTzS9gW9HXk6LhW+8CNUJ7d+iwBBWOIiM/lcZdAPtx7iIjk2XjafolI6Wve/2gsMnKdiKXG\ng+gAJ2oUsTWKQMbPlyt1RVio9m4TrIF07fuDIf/H3NN+rzzzCu622jQqFLD+lbd7V9QgotsA4N13\n3+XixYukpKTg6+vLp59+ioeHR19oG7TomqWRmf/37n0uCAJrL61Fflc5pyPTcZKMpQNz9FVKGekg\nS1ljKuealbA1uoFISgQuLpxIP84ks0f6W/pD88accRQIN2gcMwqJci6RWUuZ4eJHSGQEC1cvpr2+\nnuXeizhmHEd72QhGqcTTNWokye3HWeAddM92xjo6UUYi+PjwQ1cN8i01qMjrk1towP5L7QiiLByN\njampyyS+NP6+/cgqz2JH3vc01Sbg62jKx8H7GD9+H63tBVgYNlKe+SiqKrLY2H7BtZRZDLeToTjt\nNUwkmfDMM2TWpuJmNDQDMET/4+w3AjtdS9KLbqHemdzfcgYM3QYA7733HlOmTGHSpElkZmby+eef\nk5+f3xfaBiVrn30dWa0ypi3ru2UoB0oesLallhn7ZuC8xRmf7T7kfXOTs9EXCXDz5kz8y7hY7eBC\nQikGas542qSQf/tZ9PWyYeZMihqKKW3PZMUU3/u2O1D8/w/D3ZWQKfVib1UhezMjkS9TYLdlKqtH\n/ZNXR6/EdOE0dk85R/v557AxPszHceFE6MvRUafNrPGW92xnnIcJ7VJ1HGusRTMuAj3NeFpQISpN\nAUO9avS0rqKlYEJSTgEnU47dlw+CIDB161Rm3prClYR87NUcSUoVcTN9Fr7DNpKcOZ+ozBisjSdz\nKXIhMjLPYahhh1y9Eodzz9A0JpBymRgeGT7sfk/ffTHQrn1fM+R/6D3vKy+jTVZRIxExQ22B/0O3\nAcDhw4eprKxkwoQJzJgxg6CgIAz+vVTpEL9HVSqX+ix7vH1H9reUPkUQBJYdX4bGHgGfc4Y4ndXk\nyo0LOBmac7v4Meqa1XEwykJLPZwDoY9hpmOKXIUc+wqvwowZ/HT1BDI5k/EdeY/dfwYwUlLgpDCZ\n3VHnkZo8EXO9aORuLObLiT/zzbhdSBz1cD/qT0neXGzN48HJic2xoRjWB6GkdO92NNSlENc4ElNZ\nBXp6GOtmc7RNF2WlOMz1bmNlcIuY5KnU1neS+OX1+/LhozMf0ZZQxs2kC0x3dSOnYSaennUoKa1G\nQdkAZeW1jPewJSx+Py7ms2jtyONaizTm+hGIZs/iTEQNIs0sRlt63ufZG2KI3mH9ux/hZq1Fp1we\n277c3t9yBgTdBgCxsbFcuHABb29vzp8/j5OTE76+9/9X2t8FI/1qygolfWqzv/OAgiDw5bUvUfyp\nigMXjxByI4zjl87jZmxLSYsHNzOXMHXUR1xNl2a4lQvtol9oEiRY6l9DvrEBvL356foBfNQeR/oB\nVv/tb///iJmuk7hRfRYmTMDaNIXK2NdYlvkiFa9VMCp3HOE3n8LGdA+HbJVgyhQiCi4zxnT8fduR\niJwok5OBkSPRUC+hJXc61oZ56Kipoa9TRkLRMoZZ6SI0FVDSUHJPY2ZXZbMufB1O1VooiuVZuegl\njkcFYm/xOFPH1VFc4EtKXjoyMu6MdPyJzIIzjHV0IDV9GRYGaRAYyO4roZhJj0JWuncDuoF47fuS\nIf/H3PO+mm7O2OtakluYQU3Gud4TNYjoNgBITExk165d/PTTT+zfvx9DQ0PGjRvXF9oGJZqG2RSU\nKPa3jF6lS+giPDec5049x7Ctw1D9WJUbH4dxOvoijw4fRVOHOvLKhuS26ZF1+02M9b4iMmYRdY17\nKC3xx9HyOocKAzAzzIQZMyhvriSz+TrPTZ7S3671GE9PHUZjZw1ZrjbsuxmMlsYlfjzkiLvVJ8xY\n7oggameUewzS+3fT/uR8irvimON3/38tW6s7EVuYBD4+vKrUiVSZPkZaaijKa3H6miEyMlcx1TLj\ndkkWwanB3Y4nCAKBWwN5LGkU4TGZ+BuO4bkNdQhE4uRgzpXYA6gorWGchzX51VtIznoOfTUV0nW7\nEIqH8/G1LeDrS2TxJSZYDn1PDDGwUJKRkJ5XR2RsR39LGRB0GwCsXr2a+vp6XnzxRVJSUggNDeXd\nd9/tC22Djo/WfIJYL5+gZSv71G5f5QFbO1rZfnM7Dt848MzRZ6jdDU6nTZgS5kpc8jlcLY2RNfXl\n669D+WD9LnLSP6CTKIZb5mFo9ArjXJxILgNnk2GIsrz4Z+kVePRRfooORiorgGmTHyxwGoh5UD2J\nFOpVE9maEIu8hQm+HicQi2sorTdg3Igv2Lailu3jPGH8eK521iBUmzPB7/4LR71MnbiVGgE+Pvhm\nXEVLLgtleT3a2zVo6wjHVP8KQrs5qdl1nN3cfQCwIXQDGtGyhF0NZ56rL+/s3Eni7Wl42e2ltP4H\nhpsvICEnBzk5d6Q6XkZEJ8rDXSiut8ZIOxTnRwMpqxFTpnSRp/x6PwAYiNe+LxnyP/S+9n9j1Zs4\nW6kjpVzApZNhvSNqECHT3Q4nTpzoCx1/CVpLEmnNN8dt6V8v/3828yz/OP4PnGVt8A+1JrfwBseT\nN6OjIUZfSwlXY0syK0cQ8tPr7Py5kK4uWxQVdzDL9xoZxbZU1u2hUeEZWjq+I1naC2ON60ysLITR\no9m+4SOGKz+L/OBZ/O+eGCmZxPHUY3w6ZQrBgkD9x3PobOhEze9JRB3t4OAAO3bw8+VQ9Nv8Hsj/\niS7OfBaWjeDggKiiHAOtbJq7lDl82R5jvbPYGdmxL+ITnG1OoVjcQFljGbpKun84Vm1LLWsvrsG3\nVIthpga8+d6HeI++REdnPZYadWzYAzMnnWO8pyUXoz+kpd2SJ0YGUTZahqrtK/F1PAGBgXzxcypy\natUMN+3dAsAhhrhfJP7DcdSzJr4wnfDDWxk71b+/JfUr3c4A5OTksHr1atzd3TE3N8fc3BwLi757\nxn0wYSqpp7Ko79ue9nYecPP1zTy7ewmBl91p2RnD/vOnkJdSY5KNOxW1CsRltJPXZkbCrXXYmq1k\n4ZSXWDjtcSY7tJCQN53kvI+Z7BJIapkFo520ic+ZhpXRLQgMpKytmsymGzw76cGn/wdqHnTx6Ilk\ndFykY/5c2LkTlWEKqPur33ns8csvwcYGfH0JyT7HaMNJD2RjlKsuXfrKpFfkgY8PEs1iDreYo6yY\niq2xPq1dSrR3tmKnZ0VuyS12J+y+61irT63mkTgf4tNLcZWM4lyyOlk5Pkz1/hZV55O88LgD6YUV\nyMl5Y6L3OZ42OlwKvEX7Vjna2uyYVhuGEDCF7Td/5FHzhUhLPUBBx30yUK99XzHk/5j7O0AkQklW\nn5SsGqLjGnpF02Ci2wBg3bp1uLm50dHRQXBwMIGBgSxbdveVyv7OaOqUUVLaTRP3AUxkfiRvXXyL\nT698+us68gdTDnLw05OMuKLM/ksnUJExRKJlhYKJGwvXf8K/vrqBq+82UhI/Qk5uD3piJ/Jaz5NS\nFoa8iRe1Tc8w2dWRXy5vprx2Laoqw2i/NQ9bpYw7S/9ePwyZUwgKVOhn73ue6WP1EWqNuSBqBnt7\n+PBDiIyERYtgwwbYvJmWjhbyiGSB39gHsiEvD2r1PuyLvAq+vigplNORPwVz/VQ0VYxJy+9AS+0C\nCoIF8RnVHPvmKK0dv++GdiD5AL+EfMe1m1eYOcyHDw7u5NVVUmhpvMXVjLVkxwRyIyeT8SNnEBaz\niczCLVjr+PC2/3vEpPpjKjnFPxUbuVEuocr4Z9ZOW/yQZ2+IIXqHV55+FkcLFWQ1K8hO+3s/0t5t\nAJCQkMDs2bMRiUQ4OjqyceNG9u7d2xfaBhWdHR0o6eVSWt3389gPmwe8kneFCT9P4MnDTyJd0UrI\n9RMsCF7AoZRDfLX2G9puh3MjvRAXY3ssvCcxb+E64uMeZcYMd1Ysq+XaBQFp6a0Eucdi42mEoSgA\nb/OnuBn3ODZ6mqQWvM4wq5fxcVDnrLgZQ80zfBNzCQIC2H7tAF4Ks1F8iLrJgZoHFYvBvHMS20PP\nwjffQGgovPgiWFhASgqYmXE8PgJRmRMTfNUf2I5RjYRzqZHg58eWxgJkytUw0hZoaDSgrOoY9ibx\nHIpeia2JGnqVzXxy5ZPfHJ9RmcE/jvyDgNxhKMmJWfbi6/i47qSuqZhJXvk4W8pxLf087o4B5JQf\nQF97A7bGyqQ8WsVXT8ZQXD4Zb5vLEBTEppMh6IrNsde1fcizd28M1GvfVwz5H3rfx5gETcTRwIbi\nsgy+f391z4saRHRbA6CgoEBnZyf+/v58+OGHmJubo6ys3BfaBhVrV61n4uRq/rHmnf6Wcs9cK7jG\nutB1pJXfwvVCAB51NZys2YSSnBhNA0M+tFqPXmkFRU0yKGqY4jxyESeOmZOdOwIF8RbGWu1GR14J\nTWVzwgrXcTP/GHk3n0SiK6K6pouxjhYg8wQtJYrk5BwgaNQMKs6vY7Lbt6DqR6moiczGGH6YGNDf\np6LXCLCexIHC9WC7Di5e/N3734WdwEZmEuKHWDXa08SRo3U/gNcGJLdi0JLPQV1Bl3NxY7E0OoGR\nbhkRiU646DsQnRnL5Ytp6Crp4mfih7yMPDN/mcm0KHdORYQxx3UCeQ0S4jJ9GO/9BJHpZ/Ey9sZc\nTw0N04NkXGmipHwDM7zGEn++maikV5ni8z77SiPgkZ2EfLubyT73t5jTEEP0KVJSqMkZk5QZgwrl\n/a2mX+l2BmDjxo00NTWxZs0aBEEgPDycLVu29IW2wUV9Hm2FJtg43nsnt57ifvNgnV2dvBf2HjP3\nz0QcbIjbYU3CIr6jrPU2tlp2KIi0uZ5wEMOYKhKzqtDVskWKpWz9di4VpVFMs3sWV9t5xJQdo8Fk\nL8KwD7G2v0xpzQoWjPVj1ZLVLPddhpLNRZLyn6ZL9BRTvTwI08pH3NHIu/K3ISiIXTGHISOQR6c9\n3PT/QM6Drgj0o1wqgermmt+9V9NSw6WqnTzn8/RD2Xh92T+olblFvagDXFww0MpCLKNLS+sZbAxN\niU7zQEH+DM2NjjQ1C4y5aU1Idggz9s9g5A8j0Q6R5nrSFSbbu/PZj9tY/qIITfXPSKtawcyJwVxM\nisHafDi3M8QYaE5FoiXFBecMboctxcLgMCd+WA719dTbeFCkeJanxzxYPcODMJCvfV8w5P+YBzru\n2UdmYW2ihJJOA82NzT0rahDRbQDg7e2NiooKurq6rF+/nm3btpGamtoX2gYVRlrN1JXq97eMbims\nK2TCzgmc3xWGxzFtIi7soLo5l9kjPTGxncbLG75n4qwVOBvYU1crjZu5G9llzxGf6MJ0u9ewsHyB\n9K6DvPimDTevlyFTH8Ct657EJSxk9DADwvO/Zu1X77Mr7luy0gww0piElrKYU+5ZVJxej5v1Kbxu\nRsH06fxw7SBuco+jMnjLJrrF0VYe+fJR7Lj8+yV53wreilxuIMvnmjyUDTsrOWQqXDkZdx28vNDT\nKGF7lRxSUmEoyJlQ03AQR+MrXEhbSIClL2evxKByoILZ5y3w2K2NqKgQXWUNVixZQcAjJ6msE5jo\nkYiv12Mkxv0Te1NtgsO/5q3n00nKuIKfhQ+KBdqUVU7G3eE6op074dFHORhSgIxKBaMs3B/KnyGG\n6G1sFs3CxdCaiqpM1i97pr/l9Bt3DQDa2to4ceIEr7zyCjt37gTuPBLo6OjI7t13ryT+u6KjWUVF\n2YPncR+Ge82DJZclM/z74age1KIu/DqFZVk85eWHq+9TvLn1AK212jwx/xY//qzJxNnPM/qRReQ3\nziM724EnnHaSL/8TH36qh73eDP71ngG29nok5p1DWpzORFdLWoSFTAtwIiayhV3f5iGRdiCjMBtD\nq7FYpA2ntcYKN9s8cHCgQl1MeuMNlo9/+On/gZwHFYnAW+Uxfoj65Tfbq5qr2J68kWddX0Om20Tc\nnxMWFoqp9EiCb0SCpycK8pXQMB0XCzFHwhchEiVgJimmqs6JMY8tYYq9O4dOX+aby2eIK0mlqLQZ\nL6sJeM59muu3ZjPCcR0hiSdpLX2Mq6n5GGqPw8dZk/c+Go2miphzJrepjliAhf5h9m94Dr79Flav\nZufVszjIT0RK1O3fFT3GQL72fcGQ/6EPdqCsLOoKJiRklBMWldCjmgYTd/3qeeONN7h9+zb+/v78\n/PPP7N69m4qKCnbv3o2bm1tfahwUqOoWkJjk2t8y7kpJQwkTd05k+CVHwiKCGe9qjJbWSN7e9jUr\nl3yGj1csJRWrMdD4kapGC9a+a4yJaScJCZOY4/gZmmO/xfTWo3z4xnUSsouZMsICZ4vH8Axww3bU\nQrZvNCAxKoX6Wj0O7K1BSkpEa5vASI9HkJqjQNrTL+Nq8wubG4ph+XL2xx+H2xN5/JW/dtdEgDeD\n5jDl7Ovk1xZgrGZEU3sTs358Hpn0x3n7B+ceseFj5MPlou0wbgbb3t7AsfonMRpmSrZaBjYm+sRk\nTUZB7gRfbq/h+MHduLz/GSW3S+gQdSBxteXNTRtxs90JKCKv7MrHLzbw4ftnmO49nLBbezBUm01T\nSwPeDkFEi1PIzJvHNL+34MlNsHEjGBlxo/osr/gO5f+HGBxMs3fnTPIZ9Mw1+1tKvyES7rJQuLu7\nO9HR0cjIyFBbW4uRkRGFhYWoqg68ZW5FItEDr3feE5w8ehpFuccoy9vKnGWL+k3HnzHv4Fzafizm\nUmQ48719Gbfsn1y7VMjeQyYUlvpgZfADw83TSW76HnuZpZxLMaemyZwZ9uHIu3xMff5oLiYkMcnT\nEnV5e4yGH+XgQREZGaCtDe7OVZQXuiEj3YKx/gik6aDZWpOSYTnUfTyBjNwAVsz4ni/OH4H8fNw3\nzaIrfh5xO+f396npdQQBDJ54GzmnU4yx8eRQymHacz3Z+9hBHpvWMwHQsYslzAhxoO2dUqQ0tdCT\n3cxkj4Mcjsxjuq8K11NAX82MGxnvUF1rhpzcb49/YcEutu6dwHj3J1ExvQDlLqQVZzLM9iXibs0h\nr2QYj4+aw5Gx5zHas4KCbG8qNjcj2vQviIwkK7cTq291yX8jGUO1gZ8KG2IImpuZPcWV6tZWfIY9\nyrtbN/a3ovvmYe99d52rEwQBmX/PTaqpqWFlZTUgb/4DgYsHf6GzWnvA3vyv5F2h/edaQiLCmec+\ngbd3HuTz9/L4Yus82tsSedp/NWKNVWS0/8CHH0jhNW876mrzmT5Cj0LVL8hOdiGlKJ3HR0zEakQ6\nh6OOkZUl4rttAlF7rzLa/B/INnhTWl2CyMuRM/4RhE1MotajFNXvrUnMeJZxPj/xhZY8LFlCvaid\nxLowlo6Z2t+npk8QieDwyrdpvrCKfZscGZV+mTMLTvXYzR9g0kg9uho1uVmYDm5u6GtmckC1FnWV\nRMprrCmquIymVhftnXEMd9n1m2Ozs5r4fv8ETPSfJTztU+TrVnLuZhJuNmM5deUDjHVewsVCm1Nj\nw3jN4U1Skp/C0/oyovffgXffBZGIrcejURMZD938hxg8KChgoGhC4u0CEmO7b5P9V+SuAUBCQgIq\nKiq//iQmJv76+1Ag8FsMNNpoLDbqN/t/lgcTBIGXt75Iauplprk7s+zTzXgNu8G1xMmMcVyOgekL\nRFdt56MPpHDSeIpdH3lwPdiboMfyGDN7LOpdo6huKWeE0+MciTlLfZ2I5TO/o61sJK+/qM3kZb7s\njdhOSlEx7u5T8Z/rS/KzyZx54gxaP5hz9to6Rjh8w/Gdb8Hu3fDyywQnnYJcP+Y9ptbr/g8UfIbL\nUHpxDs2hL3Bmlx09WbwdGhqKvDxoN/myOyIcPD3R1yygIyuAYWZGpOdOZJi1FrdzRzPRfQtJtwOY\n/chp8vKgshJGeqYjJb0NZ0cVli5yI7NoD+M8zKmTOYr/iATib1/GzsCN1f6rCXmnCClRE29NMgMF\nBZgwAYAjKSfw15vWc07dh+9/Z4b8D32o47UbpBGJBASlv2fh6l1rADo7O/tSx6BGol1LVbl2f8v4\nQ8JywzCLlSO2vQMT63mM9O1ESqqQJ8b8SHjWIT75BC7tfoHvPzxJaEoOrvbaVNU2knXpcQrizYnO\nTCDQI4C43F3MGfsRpXEHOXArHl1NMfYSRyzGGuD7zBxOlQfT1tlG7OslzG76AhnpDi4nr8LBbD9b\nvpuJ6NNPYOFCkEj4ds9hbLpmoPn3Tb31Ch46flzMvASeU1GKPUr79dnoBQ66YwAAIABJREFU+lyg\no+sgpvrWJDZtJOLWfkz15nD64kscsy6lvUMNGekIZviHk1R4HoXmAPIrq7G3mUhorAx2ugsx0VPk\niFs0G5wO8lZKPG6WRxmdkQzLloFIRGsr/B97dx0e1bWvcfw7UeJKQtyVJHgIHtzd29JSHIpVoC3e\nUrRQSqFooWiBQou7BScJCRIikATixJ0IkX3/SMs9baFIZKCzPs9zn+fMbPu9zLlnr+y19lrRykf4\nod16ef8TCMIrmXFoN9e6e1BaEsmmFasY+fEkeZdUo547BuBtIvcxAGsacDvYkRk/7ZVbDc/T/aP2\n3PjVjz7127L90hr0dXfTun4Gj4pX0sZ7E9H+qzh25w713Uwx1XLHp+cpovxnE/FwM2nZeTS0bkpE\n7lmM6IT/vfM42WrgYuNNwWAjjj44hrGmMVZ6VjQ2b8yNL2Rcuf05BjrBlJRq4mF/gdmzm9HVRhd6\n9YKQEAoNdNCbb8Yis0g+HV9b3v88/ynr9t3j46BOFI44w6UO79Lh0Vo8e4wi/GQUrb36cOnODpws\nDmHiaI7x46nkl2RSXFaMsY4Dp+6cZN3yW3z0SWM6Nm/BxdsXsNJdwJ2Y2Qzt1B29ce5cnKpNYER/\nJvfbxHenN0NsLOjqsv1wLCOuN6ZofnKNzP8vCFVpYrdmnA67zfD2nfhy0wF5l/NKKnvvq+QLSEJO\ndg4a5jEU3Woh71L+4X7GfTSj8rAw1uDM3eGoqATi6VaGbcOVqN3szabtRzEz1qKrTxsadjrOt0tq\noWQCiYkLMTRbQOtu5ezYJsNcuy2BCRcZ2L418b21OZESxGfWn/FjrzUYa1Y8+ejlM5ortxfSpcU3\n/PDtFHIz0qnXaSbKj/OgYUNYuxZMTPjlxnak+KYMmyhu/lVtYFtnJgQW8kBflZbZ9zE1CCNOSZ/6\nDmrcffg+9Z2PY6E7n7D4AHRdL9G5LejowBdfwObNsOPbkZjWVqPE4HvatJEIv76KLi2s2et9FY95\ndfAPm0K3Ft/wXWNb0OkHf3QFfnvkNxrYdBM3f+GtpF+kxqOMQq7eV7yu7Zp7Yfc/av6nM0CpnC9X\nLpdbDc/rB/tm7zwC7t7C26YJD1M607v1UTp0m0H2zRYc9j9Ma8+GDJ8QyrV75/E7V4t9G+LIjPVB\n7Ulb6hiVcv2aEla6vXiQdomBrftwsFkk3Vy6EzkpkjEeY3m36Ty87JdhZryVIwHz8am7hv0nvsXR\nx56G3b1Rlsrg3XehWzfo1w+AhWdW41H4ESbPXpG2SvMrij/zGxnJ0M5qxq/XA5HVr4d9nXAe3+mL\nfW0HNDW2YW3myfWom8yfdpa2beHmTdi/v+I1/gPf9+DErZt4ObbmwqkG5IT3IikvDT1jDz72+YTA\noFG08PyRg8d/gI0bYfRoAI6ezSFU/1tWDp0q1+yKSuT3q/Q5Zm7/hQYuhqiq3uPs/hOVL+otIhoA\nlaSvkkVhoi0aGuov3rkGpRekU3wkEVUV+PXcJFxtV1GksZrLh1w4cNOfDt4dCUvzZ+d2SzatKUCt\noA1jP3XlfsINQh9e4P4tR5RymnDr4TF6N+3Oo8EywiaE0ZRmtHJfh4FhMucjJpFbqI+VcRo9Wi1l\n5/b3UVeTQU4OPH4MQ4eCikrF0rdAQGIACVkpzH1HMUb/y4OTdmPOhd8AT0/09eIoiHofZRVzElP3\nsv/8DAx0a7Fn8xQmTKi4j//+O4SfWcjp8FN0admAuPwjtG3lT0DsCbo1bc7ZJuFcnxFD8RNTmrg9\nQTnwUsUShE2bIkkwbNs0Olr1oZmdmBtEeDtpWFjgbGBPbHI41w9tk3c5NUo0ACrJzKiAnNQ6cq3h\nWfNhbw76iZSUuzSydSe7tAkNHaPJjmvBvUepdG7cjwu3TjJlkoSZSm/mz7Lnws1LNLZvwDsff06f\nlkMoKs0gPPEm7/r2IOc9fb5rvBJfzw008THkQYonXVp9x4Q+K4gIeo+AiM84dOE77GoVg60tWFiA\noWHF8+U9e0BVFYDphxehdXcKPbtX7aNiMR+679P/3MK2CXczKxoAq0100KoVxAnLKOwtlDE3LsLN\nvg3HgsMY2641O2f+yPnfL3Lw3ApsLfTw7bOOR4kqZCeOxN5ck6v1Eviu03cE3euAm/VvLN+1tGJV\nw7FjQSZj64E4ci33sWvkojciuyIS+X2r5DwGpTpExORxPe6tHxL3SkQDoJKMjNNJTX+zJrOXJImw\npYHcCM8kM701brZbiIqvz73EaJq4vcOZ278yedA+9vzkwdnbh9HV0mTokNGc7BRFpGUU0X0yUP+w\nEW2+GEhg9zRK1hvh4RHPvYRm9Gn1DVMmhnHk/Bq+37uOWuZ/LH+cnw/9+8O8eZCXV/F/W7ZU/LUI\nBCUF4Z8QwBftx6EsuoqrTR/vRqQoB1FezwvLyKvYmwVSEtEGTwtntDS2cDf+EJ3btOF8TCAjl0+k\nx3ttKFcuxc2lE1/PbYKx1jwu3wmjnkVLLB1d2DXuICkZ7bCzDkF26xZcuADDhwMw++j3dDYZgYGG\nfKbAFoSq8tWGjbjZGqBb6yEZaenyLqfGiAZAJWmbxpGUWUuuNfy9H+xW8i2UyyNxtzHhTNg8GrhH\nEpUyk9Ze7QiM/glflwkcvTye5JwoPmw/gIT3DLjtHcaJd0+wZ8Aejr97nN7e/ajtaIP9sYb8dvZj\nTI0v8e6gn/jNbwNfL/q44kJPnkBgYEUncufO0KIFjBpVMfPN/6xvWy6VM37/NNT8ZzBxXOVW/nuZ\n/Irmf/O3alQbqVCf27V1ISYGG9MHZN0aj4aqFQ8S95OTlYhvtzP8uHc7wzv70qNTR6Z9tYR7CTsZ\nN66c0ier6drYkV/bBPBt+2WcujkEV+sdHNi+pGIcx+rVoK3NjTt5JNbewqr3psgvOOK3F/n9quQ8\nGk4OOJvYEZ9yn2WfTK6Sc74NRAOgEjb+8BPKRqn0Hz1B3qX8xcbtawh4EI6FkQsWJru4FepMXTtD\nLoYfx9lgMBcjNqKtrIKH71D2tbrKZ80+4+Lwi3zZ93dszfdiU+cwgQsScIvw4dDx0Zga/cLyuW5s\n3Lql4gJBQRWDwMzMKm74/v4VfxWuXVtx8/+bldd/4P6DIub1GIvmf3/qf7lSVQWDwib8duM2tG5N\nfVNVZEW1OOx6CycrTdxsvmDuHGU0iwawZv95du8/ReD1MchkcPtCDx4kZ2JkW5cP6n3ArP7byM23\npq71RZSXzq94lXPwYADm7NmLg0pr7I2s5JxYEKqGiYoeN+9lERhbLu9Sao70HyCvGF++/6504mcH\nuVz7eUrKSqRJA7pK+jrKEtyVhrR/R9LS1JGGduwnta73uaSvJ5OGt28uNfrRW/rwwIdSXnGeNGbU\nEsnC5JAkk8VKzlZfSVZ1lkjKSkmShnq4ZKi3Wvp42NSKk1+9Kkk9e0qSubkkLVkiSXFxL6znatxV\nSfur2pJHqyjpyZNqDi9IkiRJzacvllp+M1WSvv9eKhs5RrI02SRZdBosjezQTKrrpCVt3VIoOTpK\nkr6+JLm5SZKnpyRN+eg7yd6qlvRBR0/JbJmZtHfPUUlVNVpq7P6pVJadJ0mGhk9/79JSSVIb20pa\neXK/nJMKQtXJ8g+S3Bw0pEGdOkrl5eXyLuelVPbeJ54AVIKFURF5qfKbAvhZTkef5lH2HRo5O6Ct\neRe/m/VoWlebyzenExK7lP5N23K0SxTvNhjCYp8FtGm8mY2bRiKT7jOk7UTu3PqcjUu96Nx4Kg2d\nltGnQzDfbVwM48fDgAEVr/RFRsL06WD173/93c+4T6+d/VE6/DMHfnb4cyygUM3aODYhIucGtG+P\n0rnTOJmHkxnwATF6T8h7XMTvezoQGQkREbBtG5w5mUPAlaXYmmoS1VSFhe0XsnReNKrKdxnbSAul\n3/dC8+ZPf+/tR6MoN7zH+PbibQ7hv0PfuyH1ba1JTQ/j8xFj5F1OjRANgEqobZxNepqBvMv4Sz/Y\nrq9+5uLtJLQ0nGnqcYqCktVY6tfDyGgCres6cKhDCDv6bifwmxu4OAcTEt6CgY3HcmRXF345ewh1\nQ3U6D+vCkeu7uXR7I5u2r4ZOnSAlBcLDYdw4/u05/uno0/zg/wOrA1bTbGMrnpxYwI453XFwqJn8\niujv+fs3b0iG2i3K3FyhqAhD3SQKs5sRaZNBr7ptuBZ4nY59BmJiItGokcSY99qRkplOC8+eZNQp\n5NKcIG5EvEMTj/2M3DIXVq2q+N3/sPzMVlrqvoOqsvxbdOK395N3CXJV1fktNY24GZXE1eCEKj3v\nm0rMBFgJuiZJhER6ybuMp/KK89AuSERbTZPDV1YzpMdXuBbk4XdnCuVKPdBr1J7dAz5n4Xun8fNf\njLXxcXq1PsLWw/sqTlBeDkePwpMnyPr0qfhuxIiKvv5ffgGlf28vrg1cx5xTi7Er7UYpRZT9vo/1\nX7aip1givkY1dNdHll+Hq5H3adW9Oz9b1uXC7TOo3W5JwIB7tHpsw6mz+2jsaYhWLU1Coh4xrEU3\ntnie48cOPzJmnoS1yXZ+XfoNssOHK9Yz7toVgKzsMkJVt3Ku92E5pxSEqjewwzgOht7AxFAxbo1i\nLYDXlBCXRORdRwIvTmf64nk1eu3n2RK8me0TPkFbxYnbMQMoLDpNBx8lLgbl0N5TE7c5XTj6cTGX\ng8bQ1mM+cxYNpU33lhUH37gBH30EZWUVA/lMTEBfH5KS4NixipXf/sXxyOMM+mU4dY5fZlB7J4qL\nK+YBatSoBoIL/2A6aQAfNOnPUj1N+OEH2qQ3ISi6C87LP2FK/ckkzz9IzJMUCsrysNBx5FLvdNrZ\nteP27HwOX5lIt+afcPjibxXTOH/1FfTuDcDHPx5nS+xcspYGyDmhIFQDSWJIB2fSc5/QzOcd5q+S\n3xwXL0OsBSAn382eQ/deWm/MzR/gwpxD+N/Noa5VF3zcb3E55CIHruzBQm8o55pYEjn1MdeCx9Gj\n8Qz2X9yIci3livVgZ8yAgwdh0aKKFftKS2Hp0ooZ/date+bNPzk/mX1h+/BP9Odu6l2iUxPROHQQ\nv0NOWFjIIbzwF6769bj64A5MmwXDhmHc0IjHj+thcc6O6Xmf4/ezH2613QD47NRn6KQVM7nuZKxu\nPKKh8xr2H9kLBw6AsnLF6H8qHgRsCdnAe00Vo39UUEAyGeZa5pwOvkxG8vE3vgFQWWIMwGsyqFVA\nUcqbcafz8/MjPicepGjcrU0IjupIfGYd6ns6oaf2M62dmlEn1J1rwRPp4T2Xg/6bUFZXgg0bwN0d\n1NUrRoR9+GHFY341NZg1C779tmI2v/+RnJ/MmMNjcPnBnQ1HbnBjry9xP66n9s5Yzm9rJpebv+gH\n9fvHdy2cvLifcxu0tKBlS7a9NwhTw2PEBbViQbsFtPy5JTbf29BgfQOORx1ne9/tDOn+PaWlRTSz\nT0BFs7yiYfj1109f7dx6MIZcwwt8M2RIDSd8PvHb+8m7BLmqjvwd3Tuir6uMndN//xVX8QTgNZka\nFJGb/uasaLfl7FqCHtzHpU5LnpQf4nb4Udp1bImSbDt3nVoSsnkO3s5rOHhtA7KyMvj4Y7h8GU6d\ngnr1Xnj+zMJMZp+fzfZbO6kdPwrNE9H0fMeAlsPAw6Ni9t8XDBEQatDg5j4sDh9OSVkpqj16oHXp\nMPUctTh74wsMQm6TPi2dqMwoUh+n4m3hzYiun3D2xizaeC3g+wM7YfX3FdM6d+sGQGpaGWOPD+fD\n5tPQ09CWbzhBqEZdF3xJ44CtZD4OYcnM7/h8wSfyLqnaiP/Jfk2GhllkZLwZUwC3adOG+K2BxCeV\ncuTiIuo5xeNin8Jtf0PaeXqSHWkOUhmdusuQ5eVVDOiKiIBz517q5h+UFITXmvqcOgXq66KZ4LiM\nmAgDFiyoOJWVlXxv/mI+dN9/fFfP0RTlAkuOBgdD9+5w7BhtG1qgqx3ArDlJyGQynIycaGHdggNb\nj7D3wjjcbdfx1bt9UcpKg4UL4fvvn/71/8536zEyLmf9sOk1nO7fid/eV94lyFW15FdWxkrDmuD7\n8exdu7bqz/8GEQ2A16RtlEx61puxAuDN5Jtk5EXSxMUeFY0oTl4xwN7Ok6z8TWTpOnH/3GI61NvB\n17MmQ8eO4OgIJ06AwYtfYQxNDaXDli4U7F/BAI0fiY0w4tNPK3oNhDebTVl7dgecARsbsLPj897e\nNG9wkHvx/WjjNZ9NyzYTefcek6eDjuYtfC3v0XpaW5g5E95/H1xdASgulvB7vIalXb9GWUks5CD8\n9zUyqYeBnhIWjZ3kXUq1Eg2A1xB2Lwp1szgsXZvKuxQAvvrsEy7fjcNQx4tGLn4UlO4lJKkdrRqq\nE1L8BB2NUH7a+mnF+/zNmsGaNTxrRZ6U/BSWX13Ol2e/JCU/hficeDpt7U7pse/YMr0/ixb96xQA\nciP6Qf2e+X17uw5cTDhb8WHIEGR7d7N27jLaNp3LjcgWjJo2EBcvE/IKtGnmdYhV53bCzZtw5AjM\nmfP0PCv33UBVo5B3WrSugTSvRvz2fvIuQa6qK//Q9YtpYGND0eMIftt9slqu8SYQDYDXsGHBEqRi\ndUbNmCrvUigtL6X0YRpa6ursPbcSS5N8mnppkhgehFntBsSfWURLl6OY7tlS8T7/ihX/mK+/XCpn\nQ9AG3H/0YOfpUI6eeozHj140Wd+M/HOT2PDRsD8HggtvkQndW5Os7E9+cQEMGgQHDmDVXJ/vB3/M\nGO/VdGk/kjY+nzDQayl792xDpiKrGPw5c2bFK6B/WH1lE93NR6AkE/9zISgINTXM1awIexjPpm+m\nybuaaiMGAb4GQ/XHFKW8GVMAn44+TWFpMvUd6lJYtI+jV/Pp1K4+1lanOanUHDUymDi8KXw1teKv\nu7/d/KMzoxl1aBQPEwoo23ae5p080NODHzeOp1StgGUfN2LoUDmFe0miH9T3md/Xc9VFI6sxG06f\n5ZMePcHTE44cwXNqf76b/BsFYQUUJxWj11IPZU1luHIF7t6F339/eo4z11JI0PuVC++G1lCaVyN+\ne195lyBX1ZnfvESbwuIy1Mz/u90Aokn/GireADCVdxkA7PxsNQFhmRQWt6CxayD6emc4cb4V3s4O\nZF4eTmOn03S9cAA+++wvc/eXS+WsuLaCxuubEnOqBxYnruJ/2IPVq2HBArh91o0bhxsxerQcwwmV\n5q3fk503jlR8GDu2YjlfSUKmJEPLQwvDToYVN//s7Io5IL799i8DPCbsXEZznaHYGZvJKYEgyMf0\no7tp7GjCk9IHpD1KlXc51UI0AF6DoUE2mZnyfwMgtzgXihOxqq3LqYDhlBXWopGrPSXF2ygs86Iw\nuTvOVilw7RpM/v81rkvLSxl3eDzfnd4FP13n0+afcumiMi4u/39uGxuqdf7+qiT6Qf2eu210656E\nFB2pmC2sf/+KNR1+++2vO5WXw7BhFW8LDBr09OsLQclE6Wzi5xEzqqnyyhO/vZ+8S5Cr6swv09LC\nVd+GuPho5k77uNquI0/V1gAYMWIEpqameHp6Pv0uLy+P3r17Y21tTZ8+fcjPz3+67YcffsDJyQl3\nd3cuX7789Pvw8HAaNmyIvb09M2fOrK5yX4mOcQopb8AbAHtv7eHOw/tYGtnhYLmf86HBlKs0wKd+\nIhfzVbGqc4RNqkkVfbp/jN7LK86j07YuHL4Yh+W509w868jEieId/v+qQe2dKSvS4sSd4IoJnjZu\nhClT4OHD/99p0SLIzIRly/5y7Ohti2im+T5Odd6MCa8EoaapyXR5mJhHTJy8K6kmlV+R+NkuXrwo\nBQcHSx4eHk+/W7JkiTRx4kSpqKhI+uijj6Rvv/1WkiRJSklJkVxcXKTY2FjJz89PatCgwdNjunbt\nKu3evVtKT0+XWrRoIQUGBv7jWtUY4x9ys/Kkc4e1pJnjptbYNZ9nWLd2kr6uTDLROSoNaj9Iauql\nLxnpTZHG9GklydTCpK7NxkhS7dqS9PixJEmSlFecJ/lsaCGZjRkj9R9QKhUWyjmAUCNcJ38i9fh2\n3v9/sWqVJOnoSFK9epLUoYMkWVtLUkLCX445cC5Okn1hIEUlP6rhagXhzZGXnCL5eOpLvTs0lbIy\ncuRdzj9U9t5XbX/3tWrVCoO/vWceEBDAyJEjUVdXZ8SIEfj7+wPg7+9Ply5dsLa2pk2bNkiS9PTp\nwL179xg8eDBGRkb069fv6THysmL6DMoLtZi1bIFc6whJCSE3/yFNXW3IKZY4fEUfJysPlFR3cKdM\nBzVZEdscC58u31taXkq37T2Juu5GH5W17NmtTK1aco0g1JAhDXtwMeV/Vu+bOBHS02H9+or/HBLC\n/87hLEkwaveX9DAdj4NpHTlULAhvBm1TE7wsnHgYG87Mzz6VdzlVrkYf/AYGBuL6x+Qirq6uBARU\nrCjm7++Pm5vb0/1cXFzw9/cnKioKExOTp9+7u7tz/fr1miz5H7RlSeQn21JLS74vxC9bMIvLITHU\n1mmCTZ2fUVc/THhsc1p56RAW1RwP+yMYHz4M48dX7H/lO0JDVOinup4fVys9axqAt5boB/X71+1T\n+rYkTymW27Ex//+lmho0bVqxyp+u7l/2//rnq+QY+LFj3JdVX2wVE7+9n7xLkKuayK+pUYeHj3KJ\nCEus9mvVtBp9DVB6hWULZX97Xe1Fxw8fPhxbW1sA9PX1qV+//tNXRP78L0lVfK5tnM+1IBX0/Pyq\n5fwv8/nEmRMk+d/DzEiTHWdXUc+5M656pdyJCqeenSe54Z5o1V8NbdqAmRl7j+7lq30L8HoUzJqj\nSly4ULP1VvfnW7duvVH1vGn5bwVfwTSyGQsP7WHPpM//9XyPC8r55vAIhtb7AN1a2m9EPvFZfJbn\n5w7vvM/FexfQVEpi17r1mLm6yK0ePz8/tmzZAvD0flcpVdEP8TwPHz78yxiAfv36ScHBwZIkSdKN\nGzek/v37S5IkSYcOHZImT578dL969epJubm5kiRJkp2d3dPvly1bJq1evfof16nmGH9xYFlTaenU\nd2rses+yJWizVN9NS3q3fXPJUG+lpK05RBrevZvk6aIt6XdtJZka7ZEkHx9JOnxYkiRJ6rtjqKTR\nbZZ0755cyxbkaObG85LOtHov3O+dxTskg2neUll5WQ1UJQhvh/GDWkj25prSxC4eL965BlX23lej\nXQBNmzZl8+bNFBYWsnnzZnx8fADw9vbm5MmTxMXF4efnh5KSEjp/LEPr6urK7t27SU9PZ//+/TRt\nKt/pdzWNU0nOlu/8Sadm7yQmqYDgyJF4u53HzPQYv1/0pYG9M/mBM/ByvghxcdClC6GpoZy4d44x\n7l/g7CzXsgU5+nxIK/KlNM6FhD13n6ycEvYkz2Np50Vi1j9B+B9qBTo8Li0kK82CUyfPy7ucKlNt\n/18+dOhQmjdvzv3797GysuLnn39m/PjxxMXF4eLiQmJiIuPGjQPA1NSU8ePH065dOyZMmMDKlSuf\nnmfZsmUsXbqUJk2a0KpVKxo3blxdJb/Q47xCVEyTyC3XkFsNISkhZGVH0rKuHfcTHEnLNcfayIiS\n0u3kldkgZTkw1SQFPvwQVFT48thCZP5T+WqWltxqrm5/PiJTVC+TX0dbmQYMZ9b+Dc/dZ/C3GzBW\ntWZU+3ZVWF31Er+9n7xLkKuayv/97n0Mat8Iv8Qz/Dx1Xo1csyZU25+yu3bteub3Bw8efOb3U6ZM\nYcqUKf/43t3dneDg4Cqt7XVtW7QC50Y6fDxdfmsALJ0/m6t34+nl0x83u72EPvCnuasVzTwjOFfk\njavtAbpd8YPvlhCTHcOpByf5pPla9PTkVrLwhvi691h6HW3I/eTPcK7z16msV/4azNnSefiNuCin\n6gThDaalhXaMCk9KJFSttYgJTcW2rsmLj3vDied8ryA35TZFaZa413WVy/VT8lMoi0zAwUKbHafX\nUtcmHh/Ph9x82BCb2p7k+M/G0eYOeHmBvT3L/TbCnWFMm6z74pO/xf4cLKOoXjZ/95bW1H08ke6r\nJ//l+6CwTD7x78887zW0cnV7ztFvJvHb+8q7BLmqyfwLLl7C286OhIJAJg0ZU2PXrU6iAfAKDPUL\nyc2S3xoAiw7PJeDeXTytGqCvu5vTwbVxNnJDTe0XLkil6KuHsF8pBUaNoqSshC23NtPfdgx/m45B\nUGDHZnxBTN59Gnw1nFVHT/P7lRBar+2Nr8kAZvcbKO/yBOGNJVNRwcHEk6BbGejV/m/cOv8bKWqI\ngWEOmdnyeZYenxNP+pYQpPJy9vl9jY/bBVTVdnPkaheczdVJiHiHes5+yG4GQ9++HIw4wpNkJ74c\n9Xb9Rfc6RD+o30vva1mnFv5jL6Ga58iXJ75m8G/98DFty6lpS6qvwGokfns/eZcgVzWdf8WKJbha\nGSLTSmDe2ME1eu3qIJYDfgXatdO4FWcjl2uP++l9oiNv0sq9MTuSlEjNMaWFqxnHA6+hoW7Dkzvd\naOB6Fpq/C7VqsfDkBmzSx+DhIZdyhTdYQ3cDApbNAmbJuxRBeKsoOTtjrmdBbNpdsrSsXnzAG048\nAXhJ5eUS6nUSeJRX81PoHbp3CM2jOSAr51rYcNxt9xEee5ZakiPOllcI1LfAwXI/K25fgZEjicmO\n4W5mINN79K/xWuVB9IP6yrsEuVHk7CDyyyO/lpIFyQkqkBlGxIMHNX79qiQaAC/p5Nb9oCTRvG3b\nGr1u/pN8tk1dxpmgW7Rw7URkQgfcLJJxtXnEufBGeNrUI+vKXNydg8DcHLy8WH7+J5RD3+PdwfJ7\nXVEQBOG/aMfhHfT3asZV/0jmTBgm73IqRTQAXtKdi/soSrZm5Oj3a+yakiQx6dAEEpPC8K1nx9Hr\n03C0/BG/MBlu5p4UPtlAnIY66iUn2KmW8f+D/25vZoDdaDQU5P4v+kH95F2C3ChydhD55ZLf0JCs\nciW0dMopKNSv+etXIdEAeEl6Oo/JyzKr0WvuuruLgnVRxKdlI1POTbwuAAAgAElEQVRqR1q2CQ0c\nYlBT3c+hqwNp7anHjQcdcbC4gc7VSzBkCAfDj1KcbM+Xo+rWaK2CIAiKYvVv+3C3ro2qLJncjCx5\nl/PaRAPgJRkY5ZOVXXPv012Ou8zBjzdzMvA63Rp24NjVuTRynUPgfRNae7pSxl4MdN0oCHufeo7F\n0K8f6Oqy6NQG7DLG4u5eY6XKnegH9ZV3CXKjyNlB5JdXfhUtLWz1rYiIvc/4iR/KpYaqIBoAL0nH\nOJ2UnJp5ph6aGsqnX35AyAN/ujZ14fLdMciUTlFc6klG3k+kpHvjbhfCEWUJa9ND/BIbAqNGEZMd\nQ0hmAJ/3HFAjdQqCICiqWpr6ZBc+JvlhLXmX8tpEA+Al1TJNIjG7+v+5Mgoy6LusE6p3czA2VKWo\npCP34pvR1ed3iov86ORtz50YDdyt65N1cS4NnALxKyqCZs1Ydm4TymHv8s4gBen8/4PoB/WTdwly\no8jZQeSXZ/7v1+3m67H21LfPllsNlSUaAC8h7PodZNr5qBnWqdbrlEvlDNo1EM/rWqTlFdCqw0xO\nXJ2Os80X3I36gMLy8+TltUZJeTM3NQuo9eQJ32mlQPfulEplbL2zmYH2o6n19jZIBUEQ3goyY2M+\njGjI8umL5V3Ka5P9sabwW00mk1GdMb4bPZa6Lc/RtKc/+oaG1XadjUEbuTj9Z87c9ad7h5GcP9+f\nlJxo3GzTiUtZQZ827py+3pWGLr9wPPl9vJSKuZawAu7f57fUawxdvZQ7U6/gKp+lCgRBEIQaVNl7\nn3gC8BJUVVJ5nGVWrTf/m49ucnXmrxwJuo6vd2duXO9MbKo+XZsfQ4UYnGzL2Lh/Bem5S1DTcqYg\nfDSOpmHQoQOYmLDw5Abss8eIm78gCILwUkQD4CXoGxSQk2NUbed/lPeI4bOHcDvmOq0aOJIU24u7\nsXXp7DOD8IcfEBa/BQejtnjYbcW3YW3O5utiY3aY7SmhMH48e47sISTrOl/0VMzFXEQ/qJ+8S5Ab\nRc4OIr+i568s0QB4CbpG2aRna1XLufOf5OP7XSus75RQJgNJ6suVsH4085pCdNpmSspG09nbhVM3\n5hKbthYdXU9SLy+kvuMlKCuDdu3YHXwUlfB3GTpAs1pqFARBEP57RAPgJWjWTiEpp+rXTSotL6X7\nz91ocKoOt5PiaNv8Xc5cm4ST9VRSi37FpXZ/tDXLOHJxJ7raI+jazIMrKKNXK5g9hlnw0UeUSmWc\nKTvLIMfRqKtXeYlvBfEutK+8S5AbRc4OIr+i568s0QB4gcd5BaiYPiLjiVqVnleSJIbtGYb1LkNO\nh1+lU+OWnDrTHWSnUNV1pW7tD7kSHoy7SXucLK8hKYUTa6VB4slFNHE7gvqF8/D++xwKP0ZRig0z\nRnpWaX2CIAjCf5toALzAr9/+SHmuASNGVO2iD9MPT6fWthKO3DzEgJb1eRDTl3sJLnT12UcdrTzO\n3TpAj4ZdOB86n7jMybTwaktxZD2UZdlMsJFg6FDQ1eWb4+sxj2yNs3OVlvdWUfR+QEXOr8jZQeRX\n9PyVVfXPtf9jMhIDMTazoOfAVlV2zm0B20haH8mZG4fp3cyT1Py+XAh5h1YNRnIndgr5j7vTrWFT\njt0+hIVeY+rVsSCjswp3p0yjRb3v6XvlKJw+TWx2LCHZ1/ms+aQqq00QBEFQDGIegBfY+EkPtGqX\n8c6Xx6vkfKl5qQx7bwAPbwdQ18aaJm1mMm9RJ1zsp1NQugr9Wq5YGGlwLSwSL6uxJObuoE6zRuTe\nbk9EVFs2jTzL0NCrcP484/fOYuvuPLJ3rUStansoBEEQhDecmAegmukb5ZGVo1tl5+u2qjskPqKO\niQazvz3K4mXeGBuupCyvH/VsB5Kdm0Nm6mycTZYS/PBnWni05UmZOrdCJ9OmwV6GBpyGSZMoKSth\n291NvOc6Vtz8BUEQhFcmGgAvoG2cTkp21cytuz1gO65+pgQ9jKZ7q7H07JpMuewKzRzSsLb149yN\nszS37kZuoQkRj2bTq30LnnxQm/vHZ2BvuZ1js3pDQQH06cOeOwd4kuTCjNHuCt8PJvL7ybsEuVHk\n7CDyK3r+yhINgBdQN3lEQm7l/5kyCjLYvPB7/O6cpLtPY7b91pDU3BL6tDhMUkEjgu6tpqd3S85F\nb6ZE9gHtmtlzoVUi0Qsdyc6vTUO3W8jmfwWzZoGSEgtPrcOjaBy2tpXPKAiCICgeMQbgX1w/6Eeh\najeu3/yGL2d+UqlzdV7RCdW9kWQX51EmTSbg9hAGtJlOcslcHsW2pp6rMeeCoqlbpz8FSmfI7KaB\n+702HDv0I52aTuPEuHawahX4+3M/O5q6y1vxq08cfXsp6Mv/giAICk6MAahGFw9u4UmqFZ98MqFS\n57n/6D7mp8u4Gh6Lm2VnAu+MoYPXAjKUdlOa3h8zc4nIh+twMPyRsOSDOLm0YGaPpVw+OxEHy50c\n3rcUPv8c1q8HZWVmHVmJZvgoenUXN39BEATh9YgGwL/Q0MgmP9MMdY3KjQHou7gnN6Kv0rFxE076\nv4OB9m4is6ZTK7cTacXxWOoOorRUg7isj+nZ2geHCY35aoA2pWX5NHQLRPWr2TBwIDRqRHpBOgej\nf2Fi04koK1ecX9H7wUR+P3mXIDeKnB1EfkXPX1liHoB/YWBQQE6OQaXOEfwwmEYPzPDLe0hqegsS\nU50Z1GYHecU3uX7vMr2bduZm0vdo1HLEy9yE6+2y0PxIl0cZjgxsvZBf5kyBQYMgLAyABad/RBbR\nn+kbzaoioiAIgqCgxBiAf3FohTcRMU5MX7nztc/hPaUeuYcj8LZtwK5Lv9HCbTYZj9uTkDGMfj7t\n8Is8g7OBD/F5d9Bu7YZ6vBOXTv1An9bT+P3ASqhXD374AXr3pqCkAONv7Bha5MemJW5VmFQQBEF4\n24gxANVIo3Yyidmv/5AkJTsF10gdnpTA1dChaGucIDptMCXlE+nYuB4Hg07javQhwbGBNPVoTZvO\nnbh+diFN6y5m98GNFf3+XbpA794ALLuwltIHzfl6srj5C4IgCJUjGgDPkZOeh0rtFAqUdV77HON/\nGMvlOzdo7dmIB2nDaFf/DI5mu1BVLSEkei6eZgu5cm8rvZq3IGuQJoc+tUdd/TZtffRRO7gbzp2D\nJUsAyCzMZNGlxfTTW4iFxV+vo+j9YCK/n7xLkBtFzg4iv6LnryzRAHiOHYuWUp5jyIzZ017r+JLS\nElTOFyEplxIW0gNTwx3civ2A4KhteNu3R1NViXspc+nesj5n2yWQudKJe/Fd6NBkHwvHdoNPP4UD\nB0BfH4CP9s6FsP78+JX4618QBEGoPDEG4DmWjhyIW6OH9Jxw47WOn7N1DqeWrsPZxpgdJy7Rr+UU\nQhOvUN9KhxsJ19BUtsayjhbXuz6meWBPjh1Yim/9LzlzbBEy7yawYgX06wfAxZjLdFg/iKW2d5k6\n1rAqYwqCIAhvKTEGoJoY6heRl1X7tY+/sfcWYXFpyLIbYG68ldDEtshIJjj2Y+poDUMmKybRTYsv\nbeZy9uhnOFmuYsvWr5FNnQIDBjy9+ReUFDB450isQ1cxebS4+QuCIAhVQzQAnkPfKJfM11wE6NzN\ncyhlR9HCqw7br6+ihVMQKZnTaW7ji4qkSVj8Aeo7tGX0iEl8P9UadbU7tPdJxuphMAQGwvz5T8/1\n8dEvyA5vzK7Z/VF6zq+l6P1gIr+fvEuQG0XODiK/ouevLDEPwHNoGaWTEmP9WsfOXjmTiNB7DPL2\nxUR/L6HJTXCzPsHpB3tRlSzp7lMfabQhPw9/TEqmDT2aL+THlaugYUPYtQs0NQG4HHuFHUG/M1Q3\nhCZNqjKdIAiCoOjEGIDnOHfAgF2/9mXjL5tf6bjMvEwmDOhFWGwwofei6Nt4Nmfu/0qvxq1JyLQm\n9fFW6G6NeUAHzlybTY/mMzh0fh20bw/t2sG8eQBkF2Xj8b0P0rmviDww+M82gSAIgiAAlb/3iScA\nz+D320lktZ7QukunVz529s5ZhD28RQNbDyJjQvB/YEkDBy1O315MYUk9evm0I6NAjxPXv8TX61sO\n+v0En04FPT2YMwcASZIYtOsDsoI6cHyWuPkLgiAIVU+MAXiGy4d28CTVkmHvD3nlY7OOPCQxrYBb\nEYNp4nCC7KKfcTLwxqL2NHzcbcgbrsuVXZNxqPMbq1aPRLZ7Jxw7Btu382cn/+KLy7h6O4UZjb6j\ndesXX1PR+8FEfj95lyA3ipwdRH5Fz19ZogHwDHo6+TzOrPPKx4U+CCUt5T5t6tkQktAHXfUSGrnl\nc+zONOLSTlNsZkH8KmsKCjWo73CLutrF8PHH8PvvT9/3vxBzkflnl+Ob9iszPler6miCIAiCAIgx\nAM+0Y3ZnStDgw/kHXum47hP7cGnrYYb7duDU7dak5p5hQDMljgWV0N6nkIdOulxesZNujRZz5OQc\naNwYFi6EIRVPGvKK87D91h3t8xsJPdgFbe0qiyQIgiD8x4h5AKqBrlEWqdlar3yc1t1irMyVWHNk\nB5729zE1vsa+K9NRrXWNUPtiona8h2XtE6z4fjIMHw59+jy9+QN8fGQWj0PbcWCZuPkLgiAI1Us0\nAJ5BwziF5GzlVzrmbsxd0rMj8LSzRl//KFfDtGni4Ime9maau3lQFuFISnoXWngdwOn+BYiPh8WL\nnx5/5N4xdgbtZ6LjCho0eLV6Fb0fTOT3k3cJcqPI2UHkV/T8lSUaAH+Tk5GHSu1k0H+1MQCfL57F\nzQdxaCu70sr5Mk/KthIW1Y/HT34jwlWZ0HMzaeW5ll0/rYTp02HbNlCr6ON/lPeId/aMxP7WDhbN\nEbP9CYIgCNVPjAH4myUTPqax726adY1CU+fluwHea9+TgJgTPIi5TkunrRjXOcXNyK40cT9OkORN\n0pXRrPziBqMuHoGOHeGLLwAoKy+j+Zou3D3egtAf52FrWyUxBEEQhP84MQagqj1JoDDN/JVu/nfi\n7pCaHYaXvSVOVscJjDuMSnF9MvLXkWpgSNS5Jfh67WKUsRoUFMBnnz099vMTc7gTWsLm4bPEzV8Q\nBEGoMaIB8DeGBsWvvAjQrG8XEvwgBl0lBxrbhdDCq4iA2Ea0a2ROZKYVhjpBbF8yvGKWv61bQaVi\n/qXdd/ew9spOBsv2Mnjg68/JpOj9YCK/n7xLkBtFzg4iv6LnryzRAPgbfcNXXwRIP6IUXV0ZO/1m\ncumuDEeTuqTmLkFdy56E80toVf84hkvnweefg7MzACEpIYzcNxGHwAOsXf76qw4KgiAIwusQYwD+\n5viGulwPaMBXP+14qf0T0hMY3b0tGlolPIgfRm7JBqSi2bg7LeKWdgOKrk3l7so8zOZPg7AwUFMj\ntzgXt++aUHx6FqG7hmFqWiWlC4IgCApEjAGoYuomSaQVqL/0/tNWzCQ4+iEGSjZ4W0fh7apNSs7v\nmBp68ejcEpp7HcHs+69h0SJQU0OSJIbsHE1msC/Hl4ibvyAIgiAfogHwPw79tAeZ6hMGjxn+8gfd\nzkZdHbZdmMVv14oxUHOmkfttTikXo62axZyWJlCrFgwYAMCekN84FxrC8o4rq2yJX0XvBxP5/eRd\ngtwocnYQ+RU9f2WJBsD/CLp0kCcplrTxbfVS++c/zicvJ5SG9tbUt7+EqeV5tp1pgbOFA8knF9Lc\n4yBNft8G8+eDTEZOUQ5j90+hYeIGxo+uVc1pBEEQBOH5RAPgfxjqFfE48+WfyS/ZuoCbkTEYqbvQ\nxOIB9R3qoKGxh2OqJaiWKfOOhzIYGED79gB8tP9Liu92Z/uClshkVVe3r69v1Z3sLSTy+8q7BLlR\n5Owg8it6/soSDYD/YaRfQE62wUvvH33sGuUSbD03ji2XUqhV7kLrBo/JCJyGj/vvvO9/FGbPBpmM\nyzHX+PXOAeY2X4KDQzWGEARBEISXIBoA/0PXKJP0LM2X2rekpIT8x7E0trOlvlMQri4B7PSzR1fX\nDumRF80dskFdHbp2paSshIHbx+ASs4Ivpr58A+NlKXo/mMjvJ+8S5EaRs4PIr+j5K0s0AP6HhnEK\nyTmqL7XvwTO/cycqAVOteriYReNuZYez7UF+yTKnvtMxFkT7w6xZIJMx9+RyMh5Y8dtXg6r00b8g\nCIIgvC4xD8AfkmOTCY+w4drlucyYP+OF+3/QszFHLt9EX3M9D5J2MLCZKerGD9hx7hd6t1rIgcQg\nuHWLtMIMrJa48sGTQNYvtq9UjYIgCILwJzEPQBVZM38e5dmGfPn1i2/+AIVPcmlgZ4aScjZNPO9z\n5KYKiRqamGuGsz/rXsVf/0pKTD+8GFnoUBZ/Lm7+giAIwptDNAD+oKGUSWG6+Us9oo98GEl0YhIW\neu7YWETiYm5Bs3oBXAjphYdzALKcLOjfn4TcBH4J3cJnTWdiUPVd/08pej+YyO8n7xLkRpGzg8iv\n6PkrSzQA/mBsUPTSiwAtnzeBiAePySxtyPV7j0h+5IW5pTVK0b3pX+4PM2eCsjKT9n6DeugoZkwy\nq+bqBUEQBOHViDEAf9i72Je0tNpMWL73hfsO69GQkPtRpGYvx7bOCsLjrKjVLIfakSO4UzAPYmOJ\nyo3D7bumLLe9x+TRRpWqTRAEQRD+TowBqCLahumkZL94DYCioiKSMxNxNnXEzuYuLsa1aVEvkuSb\nizE3D4Hhw0FVlTG/zMPg/mQmfChu/oIgCMKbRzQA/qBumkhOidYL99u0bQW37qdRS9WNJ0oJ3I93\npo6hHQYFcDh8L4wYwZ3kUC4lnWLl0KmoqFR/7YreDyby+8m7BLlR5Owg8it6/soSDQBg49JVyFSe\nMGnm5y/c9+qh39FWV+O3a+3RKErkQW4QWx7UwcPuCqqe7uDoyIjts7GIncaQvro1UL0gCIIgvDox\nBgCY/cEQWra5SecR9164b5fW5miXGBOf1x1Pq2tkFiSw/8ZRRjSey6ZxvQlo4Ubz1d052T2K9m00\nXrsmQRAEQfg3YgxAFTDWL6Eg48WLAN2KuElETCqGtZwwMIkjOcMCM1UH7A2usyn0DPTty9TdK3HI\nmCRu/oIgCMIbTS4NAFtbW7y8vGjQoAHe3t4A5OXl0bt3b6ytrenTpw/5+flP9//hhx9wcnLC3d2d\ny5cvV3k9hgaPycnWf+F+y2d+RmZWOaEp9XiUmEBwbDTrI7pS1yUA3n2XlJI8/HMOsGTwqCqv8d8o\nej+YyO8n7xLkRpGzg8iv6PkrSy4NAJlMhp+fHzdv3iQgIACAtWvXYm1tTWRkJJaWlqxbtw6A1NRU\n1qxZw9mzZ1m7di2TJ0+u8np0DbJIe4lFgIoL0vGyrU3eEyU8LAtp7pyOcmYzPgk+CKNGMX3PRvQf\n9aV3R+Mqr1EQBEEQqpLcugD+3m8REBDAyJEjUVdXZ8SIEfj7+wPg7+9Ply5dsLa2pk2bNkiSRF5e\nXpXWommcTFqu2r/uU1BUQEJKHPZGdthaxlBWbIWZkgMetifxdbGktK4be6LX8knLSTW+4I+ir4kt\n8vvKuwS5UeTsIPIrev7KqoGX1P5JJpPRrl077OzsGDFiBL169SIwMBBXV1cAXF1dnz4Z8Pf3x83N\n7emxLi4uBAQE0L59+7+cc/jw4dja2gKgr69P/fr1n/6X48/HRM/6HHHnHneTkijT//+/2p+1/6ad\n6wi5n41HA0su3r6BspISOeqTGND0OH4urdi9dAFSli3ThzX41+uJz+Kz+Cw+i8/i8+t89vPzY8uW\nLQBP73eVIslBUlKSJEmSFBYWJjk4OEiPHj2SrKyspMLCQkmSJOnx48eStbW1JEmSNHPmTGndunVP\njx08eLB09uzZv5yvMjGmD/tAOvOL+Qv3G9Sjg+RorS45mS2TenjXk/q1cpF0dPdJuRqakpSXJ5l8\n3kp6Z8Ge166jMs6fPy+X674pRP7z8i5BbhQ5uySJ/Iqev7K3cLl0AZiZVcyN7+bmRq9evTh8+DBN\nmjQhPDwcgPDwcJo0aQJA06ZNCQsLe3psRETE021VwUCrgII0ixfu9zjnIXWtLHGzfohGkRXG6vZ4\n2V9H5913OBUdTVrpA74f27fK6hIEQRCE6lTjDYCCgoKnffhpaWmcPHmSLl260LRpUzZv3kxhYSGb\nN2/Gx8cHAG9vb06ePElcXBx+fn4oKSmho6NTZfWYGBSSm/nvg/auh10jIjYeM406ZOekcTU5m413\n+lDHLBZGjWLavlX4qIyntpFqldX1Kv58VKSoRH5feZcgN4qcHUR+Rc9fWTU+BiAlJYW+fSv+UjYy\nMuLTTz/FysqK8ePH89577+Hi4kLDhg1ZsmQJAKampowfP5527dqhpqbG+vXrq7QefaMs4mP//QnA\n4hmrScl4QmSkJ8r6F2ntocGJm5r8GhdBnL0DIaW/4f/+iycREgRBEIQ3hcLPBHhqqyPnzzRj0fbt\nz91nYKeWJKWGoSMbgYFqMJrGxsSk1ebse84MlIq4Hh1O/Kotr1l95fn5+Sl0S1jkV9z8ipwdRH5F\nzy9mAqyEhJgEVE0TMHL0eO4+RcVFJKdF4mhsibVWDqfuqPDzbR8MDZMpHdifQ8lr+KTlpBqsWhAE\nQRAqT6GfAHwxfBQdux+m/cCU5+4za/lcVn89n/fr+3I5IQsri3IC7n/Io7qHWTl9ItMPfsvjH67W\nyKp/giAIgvAn8QSgEnTVcylMsfzXfcLPh6Cno8ytxGbYG6mjbWxDA7sQGDKEby/9QDfjSeLmLwiC\nILx1FLoBUNugiNzM2v+6T2nefTyt62BnnMO9aCN+DfFCTyWdYG9XkorvseSD/jVU7fP9OVGEohL5\n/eRdgtwocnYQ+RU9f2UpdAPA0DCbjEzd525/EP+A6KQYLHTM8Y8Kx8zlESb5ZuzSLWXauV+wzxyL\ns8O/TyEsCIIgCG8ihR4DcHKzCxcvNGbB1p3P3D5gyPscO7SdXk6DyVeNQMPRnLwYWw6NbYRW9HRW\n1b3JuKHWlS1fEARBEF6ZGAPwmrLSs1CrE49Gbcfn7qOUnYirrTa5WKFSbM75SAesiiPZZKCCUkp9\nRvQXN39BEATh7aSwDYClX8xAKtRk1rKvnrldkiQyMyNxqWOBiXouKcrZaCa7stFOh2VB++hQ+wPU\n3pCn/4reDyby+8m7BLlR5Owg8it6/spS2AaAFpkUpVg9d/vxsycIjUnCUNmU6PzrWDlp4mYeQXqP\nrjwsu8SC9/rVYLWCIAiCULUUdgzAhs97o6tTyJBZp565vX/PQVy4ug9HzY+wrnOXB8Z16BgZS8ak\n3hyKCCV57baqKF0QBEEQXktlxwAo7BvshkbZJD8yee52WcEDvOyNMVcuJSgB8hJascgXdBP2MKnx\ntzVXqCAIgiBUA4XtAtCtk0BCRq1nbisuLiY+5QG2BlaExofh0bAMV7P7BDVpxmMpjRlDfWu22BdQ\n9H4wkd9P3iXIjSJnB5Ff0fNXlkI2APxOnkHVJBG3lh2fuX3u/PmEPsxCVmCGvVUxOerGeBXdYWra\nQxqpDkNLU7mGKxYEQRCEqqWQYwC+HPYu7TpdoeOwmGduH9KtG8HhZ7HTnUBBQRQRed141Mkf9Tqn\nONjvHD18XKuockEQBEF4PWIMwGswMyoiL/n57/Dn50XhbmmBTlk2eaZZeKRG8YuJI5ol4eLmLwiC\nIPwnKGQXgEntHNLTjJ65LSUjhfsJ8dTWtCCjJAyZoTF2sjBmFYbQx/79Gq705Sh6P5jI7yfvEuRG\nkbODyK/o+StLIRsAeiZJJKVrPHPb1DGfkJRaRFyiE9pKRly83Ibl7mbE651g4TtDarhSQRAEQage\nCjcGICE2kchQZ66c++yZswAO6dySh0l3sdcbQmppBE8KmtLOW2KbcRQPF/9e1aULgiAIwmsRawG8\nopWzZlKer/PcKYBTM6JxMLEiKSUCIystLDTu853aNcZ4f1DDlQqCIAhC9VG4BoCJbgGPH9k8c9vJ\n8ye48zAVDZkFZnWUOHTNjYXWehToRfBxz641XOnLU/R+MJHfT94lyI0iZweRX9HzV5bCvQVgZpJL\nZqrpM7f9vHwNqsoQnWRPbuFd6uupsbCWCo3Uh1BL9Q1Z+UcQBEEQqoDCjQE4tsGToABPZv/0yz+2\n9W/nRd7jDEw02lKmm0xxujGHmgawd8iv9G3auKrLFgRBEITXJsYAvIKQG3fRsIxG1dj9H9uKi4uJ\nSY7FXN+awrI4wjMt+NxYGTWVWvTxbiSHagVBEASh+ihUA2DHykWUZRnzxeJZ/9j2xfTphMfkUphn\nRVmRLqqZNizQLqRznQ+QyWRyqPblKXo/mMjvJ+8S5EaRs4PIr+j5K0uhxgBYGReRk2j3zG1pkSHY\nmWtQqmSAmkE6FmoPOWh1npCBP9RwlYIgCIJQ/RRqDMC+Jb6kphoxYflv/9jWvYUd6spq5OTWoZaF\nEePLZIz0yCNl2anqKFkQBEEQKkWMAXgFehYxxKX+cwbA+KR4wuMS0dO0wtRAm4RoLxYYpfGux5s5\n9a8gCIIgVJbCNABWfL0MFaMUeo0c+49tM8ZNJj27hJh4a7KKi7AxisHfOoTZA/rKodJXp+j9YCK/\nn7xLkBtFzg4iv6LnryyFaQDkxt6gOMGe5r6t/rGtrCgBT3tDjI1L0TXWoo9aCi70wUBbSw6VCoIg\nCEL1U5gxAFtm9kRVrYR35574y/fl5eX4NjbF0sCacsmI24ktkPnsYvLQdYzr4luNVQuCIAjC6xNj\nAF5Sbct4YhP1//H9th0/E/IgAyWZFSmZSjgaxRNpWsjoTq3lUKUgCIIg1AyFaACcPXEGTZv7qJp4\n/WPbuT270dNWIeexBeaWMlqo3KelzjCUld6efxpF7wcT+f3kXYLcKHJ2EPkVPX9lvT13uUo4t2sT\nJanmTPtmxj+25eTF4GFjyZOy+5wKdmSNezhzeovR/4IgCMJ/m0KMAfjpy95oaxYyZPZf3+lPSUuh\nZRNrmru0orBEm4JCUy41u/N/7d15UFRnugbwp1sBAQ0uaGDYqZcAABDdSURBVDAqYGxAQAQUaIUo\nggmLgjgXMRcTgkuicXDQRE2cjFVinEQd48XoTBLiksp4E73WvTGuuHBjuwBptIJokEUSkOW6ANJA\nQzdL894/HHqCJpkkjR67v/dXRRX9ndNd79N0cd7q7zvnoPE/ch92yYwxxphJeA3AL+A0qhI3agY/\nML5q4RLcrm9HZd1I9O2rxwhtFma5JEtQIWOMMfZoWXwDcODT/bB3LYF8mN8D2zr1lfBVOGJg/xaU\n1Tri0LRabPj3uRJUaRrR58E4v0rqEiQjcnaA84ue31QW3wAUnfsSbTWuWP32mh7jnZ2dqLhdAWfH\n0bCzboejjQOsrCPh+uSD3xQwxhhjlsbi1wB8tj4KHe1WmP/OkR7jf3pjNd7/23uYETgHsr4tMNzK\ngdcf9+LtF2IfRcmMMcaYSXgNwL8w1PU6rlc98cB41ZWLcBluCwPsUdkwGKpwK6yJj5KgQsYYY+zR\ns+gG4PSRU7AaXoXQOfN7jHd1deG25juMHekCW+u7GGwzAKPsX4BdPytpCjWR6PNgnF8ldQmSETk7\nwPlFz28qi24ATh74DIb6oYiY9VyP8e3vv4e84hrYWo/BrdpadFjvxapnefU/Y4wxcVj0GoCNSxMx\nzrMMsakXe4y/FDUN6tKv4TkyCZq2FuQHXUXD+1cgl8seVcmMMcaYSUxdA9C3F2t57AwdpENzQ89V\n/QaDAdV1JRjvqoBVn9sADcNzo5bwwZ8xxphQLHoKwOmpaty8OaDH2Lo1b+FSyS1Y91GgqakRdc77\n8ZcXX5Cowt4h+jwY51dJXYJkRM4OcH7R85vKYhuAN1OWw/7pIgzx6Lmy/8aVbLgMt4OuzQG3W0ej\nelgcnn5qkERVMsYYY9Kw2DUA//VOFOR9WpGw5pxxrKGhAVFTnsbTw0eDupzR1m6Lqa8vwWu/m/aI\nK2aMMcZMw9cB+BEnDmVimN953NJG9xhPfWEhim5o0KZ3h5UVcNnza6TOCpWoSsYYY0w6FtkAZH/x\nn+iofxJ/+PMfe4y3NJdC6e2EznYdahuewliXV9Gnj/kv/hN9Hozzq6QuQTIiZwc4v+j5TWWRDcCY\nkVrUVY7pMbZ379+RW1KCEY7jgL5tqB78IT5YuFiiChljjDFpWdwagIqiclz/ZhrOnFTi3b8fMO6T\nHB2K7GtquA2NR6NBBl2kI/I3bZOqZMYYY8wkvAbgPp9vXwcQ4U9/+8Q4VlNTg8LKfAQofGDv0ArH\n/mX4a9JrElbJGGOMScviGoAJAXm4eC4I9gPsjWNvLnoF5f+nhb5VgXaS4dqEpxHi7SJhlb1L9Hkw\nzq+SugTJiJwd4Pyi5zeVRTUAx/77CGxG3MAQxXTjWF1dHWpq8xHq64a2rgb0MXRi+7x1ElbJGGOM\nSc+i1gCsWZCE8KlfI2LBdeO2F56bhWN5RxE98d9A8g5c9RmMwvRPfubVGGOMsccfrwH4h28L8jFp\nQglqy9yMY+3t7aiqUyN8ghtua2rR3i7DrlfelrBKxhhj7PFgMQ1Azv53YGfXhJGT/3nu//KFS3Gp\n5A6syBdPDBmEqsljMNlrlIRVPhyiz4NxfpXUJUhG5OwA5xc9v6kspgFQKP8X6qtzERozxTjWVFsK\nDxd73NHUoaGjHAdXpUlXIGOMMfYYsZg1ACtenIf0vZ8Zx04eO471byXB2fEp3Na5wyf5eWxfMlfC\nKhljjLHeY+oaAItpAH4Yo7GxEYujp+L8d9egVMTjO592FHz4BWTmf9VfxhhjDAAvAvxRv5/xEk4V\nXcEUZRjaB+jxP2t3WfTBX/R5MM6vkroEyYicHeD8ouc3lcU1AAtefAWXa85h5jRXaA22QBvgNnKw\n1GUxxhhjjxWLmgKoq6tDQqw7dC1dcHOahjt9NIh++V2siA+WukTGGGOsV/EUwD8UFBTg9d+/iG8K\nNXB9IhR32trxh/V/5YM/Y4wx9iMspgFYv2ouDmWeQpRXIOoImPLyasQEjZO6rEdC9Hkwzq+SugTJ\niJwd4Pyi5zeVxTQAV4ur8TvlTDT3G42V72/E2qQwqUt6ZC5fvix1CZLi/OLmFzk7wPlFz28qs2kA\nzp07B09PT7i5uWHHjh0PbPdxCEdlA2Hq4iWIDvCSoELpaDQaqUuQFOcXN7/I2QHOL3p+U/WVuoBf\navny5cjIyICLiwsiIyORmJgIR0dH43b3mb7YuGkDZJZ8vh9jjDHWS8ziG4DGxkYAwNSpU+Hi4oKI\niAio1eoe+2za/GdhD/4VFRVSlyApzl8hdQmSETk7wPlFz28qszgNMCsrC7t378a+ffsAAB999BFq\namqwYcMGABD2wM8YY0xsphzCzWYK4OeYQQ/DGGOMPVbMYgogMDAQxcXFxseFhYWYNGmShBUxxhhj\n5s0sGgAHBwcA984EqKiowOnTp6FUKiWuijHGGDNfZjMFsG3bNixZsgQdHR1ITU3tcQYAY4wxxn4d\ns/gGoKqqCmlpaZDL5Rg5cqTx4N/c3Iy4uDg4Oztj9uzZ0Gq1xuds374dbm5u8PLywoULF6QqvVfo\n9XoolUr4+flh0qRJSE9PByBOfgAwGAzw9/dHbGwsALGyu7q6Yvz48fD390dQUBAAsfK3tLQgOTkZ\n7u7u8PLyglqtFiZ/SUkJ/P39jT8ODg7Yvn07tFqtEPl37tyJ4OBgTJw4EStWrAAg1mf/888/R2ho\nKLy9vbFr1y4AvZyfzMDNmzcpPz+fiIhqa2tp9OjR1NTURJs3b6Zly5aRXq+nlJQU2rJlCxER3b59\nmzw8POjGjRukUqnI399fyvJ7RUtLCxER6fV68vb2ptLSUqHyb926lebNm0exsbFEREJld3V1pfr6\n+h5jIuVfuXIlrV27lnQ6HXV0dJBGoxEqfzeDwUBOTk5UWVkpRP76+npydXUlrVZLBoOBoqOj6cSJ\nE0JkJyLSaDTk7u5Od+/epebmZgoMDOz1z75ZfAPg5OQEPz8/AICjoyO8vb1x8eJF5OXlYdGiRbCx\nscHChQuN1wZQq9WIioqCs7MzQkNDQURobm6WMoLJ7OzsAABarRadnZ2wsbERJn91dTWOHz+Ol19+\n2XjGhyjZu9F9Z7qIlD8rKwtvvfUW+vXrh759+8LBwUGo/N2ysrKgUCgwatQoIfLb2tqCiNDY2Aid\nTofW1lYMHDhQiOwAkJOTgwkTJmDQoEHo378/wsLCkJub26v5zaIB+KGysjIUFhYiKCgIFy9exNix\nYwEAY8eORV5eHoB7b4Snp6fxOR4eHsZt5qqrqwu+vr548sknsWzZMjg7OwuT/7XXXsOWLVsgl//z\n4ypKduDedS7Cw8Mxe/ZsHD58GIA4+aurq6HX67F06VIolUps3rwZOp1OmPw/tH//fiQmJgIQ4+9v\na2uLDz/8EK6urnByckJISAiUSqUQ2YF7F77Ly8tDeXk5bt68iePHjyMnJ6dX85tVA9Dc3Iznn38e\n6enp6N+//686/9/cLxYkl8tRUFCAsrIyfPDBB8jPzxci/9GjRzFs2DD4+/v3yCtC9m7Z2dkoKCjA\nxo0b8frrr+PWrVvC5Nfr9SgtLUV8fDxUKhUKCwtx4MABYfJ3a29vx5EjR5CQkABAjM9/bW0tli5d\nimvXrqGiogK5ubk4evSoENkBwN7eHtu2bUNKSgrmzJkDHx8f2NjY9Gp+s2kAOjo6EB8fj6SkJMTF\nxQG4d32AoqIiAEBRURECAwMBAEqlEteuXTM+t7i42LjN3Lm6umLGjBlQq9VC5M/JycHhw4cxevRo\nJCYm4quvvkJSUpIQ2bsNHz4cAODp6YlZs2bhyJEjwuRXKBTw8PBAbGwsbG1tkZiYiBMnTgiTv1tm\nZiYmTpyIoUOHAhDjf19eXh4mTZoEhUKBIUOGICEhAefPnxcie7fY2FgcP34c2dnZ6OrqQlRUVK/m\nN4sGgIiwaNEijBs3zrgSFLgXeM+ePdDpdNizZ4/x4kBBQUE4efIkKisroVKpIJfLMWDAAKnKN1ld\nXZ3xrlf19fU4deoU4uLihMj/7rvvoqqqCuXl5di/fz/Cw8Oxd+9eIbIDQGtrq3Eer7a2FidPnkRU\nVJQw+QHAzc0NarUaXV1dOHbsGJ599lmh8gPAvn37jF//A2L875syZQouXbqEu3fvoq2tDZmZmYiI\niBAie7c7d+4AuLf+49tvv8WECRN6N38vLlp8aM6fP08ymYx8fX3Jz8+P/Pz8KDMzk5qammjWrFk0\natQoiouLo+bmZuNztm3bRmPGjCFPT086d+6chNWb7sqVK+Tv70/jx4+niIgI+vTTT4mIhMnfTaVS\nGc8CECX7999/T76+vuTr60vh4eG0e/duIhInPxFRSUkJKZVK8vX1pZUrV5JWqxUqv1arpSFDhlBT\nU5NxTJT8n3zyCU2dOpUCAgJo7dq1ZDAYhMlORDRlyhTy8PCggIAAUqvVRNS7f3uzuBkQY4wxxnqX\nWUwBMMYYY6x3cQPAGGOMCYgbAMYYY0xA3AAwxhhjAuIGgDH2yJw9exa5ublSl8EYAzcAjLFH6MyZ\nM8jJyflVz+ns7HxI1TAmNm4AGLMgFRUV8PLyQkpKCry8vPDqq6+io6MDO3fuRFBQECZOnIg33ngD\n7e3tAID58+fjzTffRHBwMAICApCVlWV8rYyMDAQHB2PmzJlQqVQAAJVKhenTpyM+Ph4KhQKbNm3C\nwYMHERAQgOjoaFRXVwMAGhoasH79eoSEhCAhIQGXL19GRUUFMjIykJ6eDn9/f2RnZ0Oj0TywHwCk\npaVh8eLFCAkJwfz581FdXY3o6Gj4+fnB19cXZWVlj/aNZcwSPaTrFzDGJFBeXk4ymYyysrLIYDBQ\nZGQknT171ng74a6uLkpJSaETJ04QEVFycjJFRkaSTqejCxcuUFhYGBERFRQU0OTJk0mj0VBxcTEp\nFAoiIjpz5gxZW1tTWVkZNTc308CBAyk1NZUMBgOlpaXRe++9R0RE69atoy+//JKIiK5evUozZswg\nIqK0tDTaunWrsd6f2m/dunXk4eFBd+7cMT7etWsXERF1dHSQTqd7eG8iY4LoK3UDwhjrXSNGjMD0\n6dMBAKGhocjNzYWdnR1SU1ORn58PnU4Ha2trREZGQiaTISEhAf369cPkyZPxzTffALh3E6Y5c+bA\nwcEBDg4OcHd3N952NCgoCGPGjAEAeHl5IS4uDnK5HMHBwcjIyAAAfPHFFzh06BDS0tIAABqNBjqd\nDkDPG9n83H4xMTE9rn2/Zs0a1NXVYcGCBRg2bNhDfAcZEwNPATBmYQYOHGj83draGnq9HqtXr0Zy\ncjIKCwuxfPlyNDQ0PLC/XC6HwWAAcO8uYnTfRUJlMhlkMtkDr9/92MrKCm1tbQAAg8GAQ4cOIT8/\nH/n5+SgvL4etre0Dtf7UfjKZzHgTJACYOXMmTp8+jT59+iAkJMQ4VcAY++24AWBMADU1NXBzc0ND\nQwP27dv3L28TGhMTg4MHD6KxsRGlpaW4fv06goKCfvGtSOfNm4cdO3YYG4LuA7aLiwtqa2t/cr+C\ngoIffb3y8nI4OTlh1apVmD59eo+7njHGfhtuABizMPcf3GUyGTZs2ICYmBhERkYiLCzsJ/fv/t3H\nxwcvvfQSoqOjsWLFCuzcudO4/aeahx9uW7ZsGRwcHPDMM8/A29sbH3/8MQAgIiICly5dMi4CvH+/\n7imE++s6cOAAxo0bh8DAQLS2tmLu3Lm/9e1hjP0D3wyIMcYYExB/A8AYY4wJiBsAxhhjTEDcADDG\nGGMC4gaAMcYYExA3AIwxxpiAuAFgjDHGBPT/+zta5xDsWZkAAAAASUVORK5CYII=\n"
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAhEAAAH0CAYAAACD/3++AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\napD/BxoNVwYRe8rRAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 149
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"Slice data into subsets of h20, bare nps and drops. Convert all subsets into 'absorbance' units for use in rest of analysis."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"h20=ts.ix[400.0::, 20.0:60.0]\n",
"anps=ts.ix[400.0::, 200.:250.]\n",
"d1=ts.ix[400.0::,350.:400.]\n",
"d2=ts.ix[400.0::, 500.:530.]\n",
"d3=ts.ix[400.0::, 650.:700.]\n",
"d4=ts.ix[400.0::,815.::]\n",
"\n",
"allnps={'anps':anps,'d1':d1,'d2':d2,'d3':d3,'d4':d4}\n",
"\n",
"h20base=h20.mean(axis=1)\n",
"\n",
"for dset in allnps.values():\n",
" dset.reference=h20base\n",
" dset.iunit='a'"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 150
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"Show absorbance plot for all drops."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"absplot(anps)\n",
"plt.plot(anps.index, d1, color='red')\n",
"plt.plot(anps.index, d2, color='green')\n",
"plt.plot(anps.index, d3, color='blue')\n",
"plt.plot(anps.index, d4, color='purple')\n",
"plt.show()\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAf0AAAH0CAYAAAA3w/RAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n"
}
],
"prompt_number": 151
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"The starting concentration of np's was 1 part in 6 of 50% nps. Therefore, it was a 1 part in 12 or 8.3333% dilution. I can compute the resulting concentrations from the 4 200uL drops as:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"vi=3.0 #ml\n",
"drops=range(1,5)\n",
"cs=[8.33333]\n",
"for d in drops:\n",
" cs.append(round(cs[0] * (vi / (vi +.200 * d) ) , 4))\n",
"\n",
"for i,c in enumerate(cs):\n",
" print 'drop %s \\t concentration %s %%'%(i,c )"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"drop 0 \t concentration 8.33333 %\n",
"drop 1 \t concentration 7.8125 %\n",
"drop 2 \t concentration 7.3529 %\n",
"drop 3 \t concentration 6.9444 %\n",
"drop 4 \t concentration 6.5789 %\n"
]
}
],
"prompt_number": 152
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"We can make several abs vs. concentration plots, which should all be linear. I'll try total area under curve as well as several wavelengths vs. concentration. To do this, I'll map the area under the curve for each timespectra/drop and merge into a single TimeSpectra object."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"areas=dict((k,v.area().mean(axis=1)) for k,v in allnps.items())\n",
"short_area=dict((k, v.ix[420.0:450.0].area().mean(axis=1)) for k,v in allnps.items())\n",
"peak_area=dict((k,v.ix[522.0:528.0].area().mean(axis=1)) for k,v in allnps.items())"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 153
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"Store the averaged curves into a new timespectra object and use drop values for columns."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"areas=TimeSpectra(areas, index=[0])\n",
"peak_area=TimeSpectra(peak_area, index=[0])\n",
"short_area=TimeSpectra(short_area, index=[0])\n",
"\n",
"\n",
"areas.columns=cs\n",
"peak_area.columns=cs\n",
"short_area.columns=cs"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 154
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, (ax1, ax2, ax3) = plt.subplots(1,3, figsize=(16,8)) #This is quick command to define subplot layout\n",
"\n",
"ax1.plot(cs, areas.transpose(), color='black')\n",
"ax1.scatter(cs, areas.transpose(), color='black')\n",
"ax2.plot(cs, short_area.transpose(), color='red')\n",
"ax2.scatter(cs, short_area.transpose(), color='red')\n",
"ax3.scatter(cs, peak_area.transpose(), color='blue')\n",
"ax3.plot(cs, peak_area.transpose(), color='blue')\n",
"\n",
"ax1.set_xlabel('Drop Concentration %')\n",
"ax2.set_xlabel('Drop Concentration %')\n",
"ax3.set_xlabel('Drop Concentration %')\n",
"\n",
"ax1.set_ylabel('Absorbance (area under the curve)')\n",
"\n",
"ax1.set_title('Total Area dilution')\n",
"ax2.set_title('ShortWavelength Area dilution')\n",
"ax3.set_title('PeakWavelength Area dilution')\n",
"\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 155,
"text": [
"<matplotlib.text.Text at 0x9392a50>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA+IAAAH2CAYAAAD0wjbvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n9CpsFpfr+AAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 155
},
{
"cell_type": "heading",
"level": 5,
"metadata": {},
"source": [
"We see that sampling various wavelength regions doensnt make a huge difference. Also, this change is not quite perfectly linear, but this is mostly due to drop issues/pipetter issues. I know the relationship should be linear."
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Perhaps using the average absorbance and not the area under the curve is what I meant to do, even though the area is in-fact constant over the range, which is good to know."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"avgs=dict((k,v.mean(axis=1).mean(axis=1)) for k,v in allnps.items())\n",
"short_avgs=dict((k, v.ix[420.0:450.0].mean(axis=1).mean()) for k,v in allnps.items())\n",
"peak_avgs=dict((k,v.ix[522.0:528.0].mean(axis=1).mean()) for k,v in allnps.items())"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 156
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"avgs=TimeSpectra(avgs, index=[0])\n",
"peak_avgs=TimeSpectra(peak_avgs, index=[0])\n",
"short_avgs=TimeSpectra(short_avgs, index=[0])\n",
"\n",
"avgs.columns=cs\n",
"peak_avgs.columns=cs\n",
"short_avgs.columns=cs"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 157
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Fit various area data using linear fit."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are several fitting/polynomical packages. For general fitting scipy has curve_fitting and optimization utilities. Numpy has an advanced packagd called numpy.polynomical.polynomial. See below for an example of how to use it. Althought the polyval function evaluates a polynomial possibly more generally, the poly1d seems to be a nice class to store a polynomial and return data/attributes of it.\n",
"\n",
"http://docs.scipy.org/doc/numpy/reference/generated/numpy.poly1d.html#numpy.poly1d"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from numpy.polynomial.polynomial import polyfit, polyval\n",
"from numpy import poly1d\n",
"\n",
"r2 = lambda x: round(x,2)\n",
"\n",
"cs_full_range=range(1,100) #Extrapolating from 0-100%\n",
"fig, (ax1, ax2, ax3) = plt.subplots(1,3, figsize=(16,8)) #This is quick command to define subplot layout\n",
"\n",
"\n",
"#Area sources\n",
"#sources=((ax1,areas,'black'),(ax2,short_area,'red'), (ax3,peak_area,'blue'))\n",
"\n",
"#AVG Sources\n",
"sources=((ax1,avgs,'black'),(ax2,short_avgs,'red'), (ax3,peak_avgs,'blue'))\n",
"\n",
"x_drops=[float(i) for i in range(1,100)]\n",
"\n",
"print '%s \\t %s \\t %s \\t %s'%('color', 'Absorbance at 100%', 'slope','intercept')\n",
"\n",
"for ax,source, color in sources:\n",
" b, m=polyfit(source.columns, source.transpose(), 1) #Returns lower power first (NUMPY BUG)\n",
" p=poly1d([m[0], b[0]]) #Takes in list as decreasing powers\n",
" ax.plot(x_drops, p(x_drops), color=color )\n",
" ax.scatter(cs, source.transpose(), color=color)\n",
" ax.set_xlim(0.0,100.0)\n",
" ax.set_xlabel('Drop Concentration %')\n",
" ax.set_ylim(0.0)\n",
" \n",
" print '%s \\t %s \\t %s \\t %s'%(color, p(100), m[0], b[0])\n",
" \n",
"ax1.set_ylabel('Absorbance (average)')\n",
"ax1.set_title('Average Absorbance vs dilution')\n",
"ax2.set_title('Short Wavelength Absorbance vs dilution')\n",
"ax3.set_title('Peak Wavelength Absorbance vs dilution')\n",
"\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"color \t Absorbance at 100% \t slope \t intercept\n",
"black \t 0.918039964749 \t 0.00905537626699 \t 0.0125023380508\n",
"red \t 1.8339887628 \t 0.0183129280333 \t 0.00269595946483\n",
"blue \t 3.49471277373 \t 0.0349810746717 \t -0.00339469344082\n"
]
},
{
"output_type": "pyout",
"prompt_number": 158,
"text": [
"<matplotlib.text.Text at 0x73ae910>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA7UAAAH2CAYAAACvCqveAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIiIiIVIuDWiIiIiIiIlKt/wcbIGq0X0FD/gAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 158
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"At sprmax, we find the absorbance at 100% to be 3.412 Absorbance units"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can map our plot of the relative concentration ($C_r$) to that of the real concentration ($C_t$) via:\n",
"\n",
"$A=mC_r$ \n",
"\n",
"$A=\\epsilon(r) C_t$\n",
"\n",
"$C_t = \\frac{m}{\\epsilon(r)} \\times C_t$\n",
"\n",
"From our plot above, $m=0.03416$ and from an estimate in a paper, let's choose $\\epsilon=2.93\\times 10^9$. (This is estimated for citrate capped particles with R=25nm, but should see my notes on the subject before being 100% behind this figure. Note, epsilon is a scalar because generally people measure it for the SPR max.\n",
"\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"m=0.03416\n",
"eps=2.93*10**9\n",
"ctrue=(m/eps) * anps.columns.values\n",
"ctrue"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 159,
"text": [
"array([2.33174061433e-09, 2.37837542662e-09, 2.42501023891e-09,\n",
" 2.48330375427e-09, 2.52993856655e-09, 2.57657337884e-09,\n",
" 2.62320819113e-09, 2.66984300341e-09, 2.7164778157e-09,\n",
" 2.76311262799e-09, 2.80974744027e-09, 2.85638225256e-09,\n",
" 2.90301706485e-09], dtype=object)"
]
}
],
"prompt_number": 159
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 159
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 159
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pyuvvis.nptools import haiss_m3\n",
"\n",
"cau=0.000909 #M\n",
"\n",
"print 'ESTIMATED NP SIZE', haiss_m3(anps, cau/2, peak_width=None, dilution=0.0833).mean()\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"ESTIMATED NP SIZE 189.744824101\n"
]
}
],
"prompt_number": 160
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"TO DO: THIS IS WRONG BECAUSE NEED TO FACTOR IN MOLAR EXTINCTION COEFFICIENT. IN REALITY, AT 99%, ABSORPTION SHOULD BE 2. AT 99.9% ABSOPRTION SHOULD BE 3 AND SO ON SO ABSORPTION SHOULD GO FROM 0 TO INFINITY, ASYMPTOTICALLY. MAYBE LIKE 1/C**2 DEPEDENCE AS DICTATED BY MOLAR EXTINCTION COEFFICENT. THEREFORE, MY FIT FUNCITON IS NOT LINEAR, BUT IS BEER'S LAW WITH THE APPROPRIATE EPSILON. SOMEHOW THIS VALUE CAN BE EXPRESSED DIMENSIONLESS. ALSO, FOR CHEM SPECTROMETER, CURVES I GOT WERE A VS. C AND WERE LINEAR, BUT THE ABSORPTION THERE NEEDS CORRECTED FOR E OR SOMETHING?"
]
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment