{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Beeswarm plots in python #" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Intro ##\n", "I have recently migrated all of my plots from R to matplotlib. One cool plot type that I was missing from R was the [beeswarm](http://www.cbs.dtu.dk/~eklund/beeswarm/). I tried searching for some Python solutions (some discussion on this can be found [here](http://comments.gmane.org/gmane.comp.python.pystatsmodels/6190) and other places online) but was not satisfied with anything I found (if anyone knows of a good implementation out there, I'd be happy to know about it). I made a simple Python implementation of beeswarm, drawing heavily off of the R beeswarm code. This is available as a python package: [https://github.com/mgymrek/pybeeswarm](https://github.com/mgymrek/pybeeswarm). This was whipped up pretty quickly so it is by no means complete. See wishlist at the bottom.\n", "\n", "Note, the code for this IPython notebook can be found [here](https://github.com/mgymrek/pybeeswarm/blob/master/beeswarm_example.ipynb). Also available on [nbviewer](http://nbviewer.ipython.org/github/mgymrek/pybeeswarm/blob/master/beeswarm_example.ipynb?create=1)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Install ##\n", "To install, simply do:\n", "```\n", "git clone https://github.com/mgymrek/pybeeswarm.git\n", "\n", "cd pybeeswarm\n", "\n", "sudo setup.py install\n", "```\n", "\n", "To test that it worked, open up python and check that ```import beeswarm``` doesn't give you any errors." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic usage ##\n", "\n", "There is only one function, ```beeswarm```:\n", "\n", "\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from beeswarm import *\n", "help(beeswarm)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Help on function beeswarm in module beeswarm.beeswarm:\n", "\n", "beeswarm(values, positions=None, method='swarm', ax=None, s=20, col='black', xlim=None, ylim=None, labels=None)\n", " beeswarm(values, positions=None, method=\"swarm\",\n", " ax=None, s=20, col=\"black\", xlim=None, ylim=None,\n", " labels=None)\n", " \n", " Inputs:\n", " * values: an array of a sequence of vectors\n", " * positions: sets the horizontal positions of the swarms.\n", " Ticks and labels are set to match the positions.\n", " If none, set positions to range(len(values))\n", " Default: None\n", " * method: how to jitter the x coordinates. Choose from\n", " \"swarm\", \"hex\", \"center\", \"square\"\n", " Default: swarm\n", " * ax: use this axis for plotting. If none supplied, make a new one\n", " Default: None\n", " * s: size of points in points^2 (assuming 72 points/inch).\n", " Defautt: 20\n", " * col: color of points. Can be:\n", " - a single string: color all points that color\n", " - a vector of strings length len(values): gives color for each group\n", " - a vector of strings length sum([len(values[i]) for i in range(len(values))])\n", " gives color for each point\n", " - a vector of strings any other length: cycle through the list of colors.\n", " (really pretty if not useful)\n", " Default: \"black\"\n", " * xlim: tuple giving (xmin, xmax). If not specified, either get\n", " from the supplied ax or recalculate\n", " * ylim: tuple giving (ymin, ymax). If not specified, eiterh get\n", " from the supplied as or recalculate\n", " * labels: list of labels for each group.\n", " Default: range(len(values))\n", " \n", " Returns:\n", " * bs: pandas.DataFrame with columns: xorig, yorig, xnew, ynew, color\n", " * ax: the axis used for plotting\n", "\n" ] } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here's a small example:\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from beeswarm import *\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "d1 = np.random.uniform(low=-3, high=3, size=100)\n", "d2 = np.random.normal(size=100)\n", "\n", "bs, ax = beeswarm([d1,d2], method=\"swarm\", labels=[\"sample 1\", \"sample 2\"], col=[\"blue\",\"red\"])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAW0AAAD7CAYAAAChScXIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJztnXd4FOX2x7+7m2w2uyn0jgpIJxBApGMQEZCigIIoohd+\nglwEUQFRKeEqYMNesCGCIoKAoGIsQECatNAvRYp06SW97Pv743uH2cmGkIRsS87nefIkOzs7+052\n58x5z3vO95iUUgqCIAhCQGD29QAEQRCEvCNGWxAEIYAQoy0IghBAiNEWBEEIIMRoC4IgBBBBnjy4\nyWTy5OEFQRCKLNdK7POo0c7tjQOB2NhYxMbG+noYgiDkk0C/dnNzeCU8IgiCEECI0RYEQQggxGjn\nQkxMjK+HIAhCASjK167Jk2XsJpMpoGPagiAIviA323lDnnZqaiqaN2+O6Oho1KtXD88///yNHE4Q\nBEG4DjfsaScnJ8NutyMzMxNt2rTBG2+8gTZt2vDg4mkLgiDkm9xs5w2n/NntdgBAeno6srKyUKpU\nKcPzrmk3MTExPo81rV8PPPggcOIEUK8esHAhUL06cPAgMG8eYDLx+Ztv9ukwBUEoRsTHxyM+Pj5P\n+96wp+10OtGkSRMcOHAAQ4cOxWuvvaYf3M887dOngVtvBa5c4WOzGahaFVi8GGjTBkhNpdEODQU2\nbABq1/bteAVBKJ54LKYNAGazGVu3bsWxY8ewatWqPN8tfMHmzTTUGk4ncOYMMGoUkJQEZGYCGRk0\n6uPH+26cgiAI16LQUv4iIyPRtWtXbNq0qbAOWeiULk3D7EpmJo20601NKeDcOffXb9sGdO4M3HYb\n8OqrNPqCIAje5IZi2mfPnkVQUBBKlCiBlJQU/Pbbb5g4cWJhja3QadYM6NIFiIsD0tKA4GBg7Fgg\nMhLYuZPeNgDY7UD79sCnn/K5e+8Fjh9nCCUxkfv897807C7RIEEQBI9zQzHtHTt24NFHH4XT6YTT\n6cQjjzyC0aNH6wf3cUxb86qDXG5NTiewaBFw6BDQpAlw5530rGNjgfff5z733Qd88w3j22YzUKMG\n0KcP98nI0I8VGQlcvOitsxEEobiQm+0sksU1WVnA4MHAl1/y8UMPATNm6MZbKRrka1G9Oo26Rmgo\ncM89wA8/AOnp+vaSJYHz54ELF+h133wzvXdBEIQbwaMLkf7I668Dc+fSeGdlAQsWAC+/DGzdClSr\nBlgswC23AFu2cP+MDGD1amDlSiAlBTh71ni81FTgppsYNtEWMu12YPRoYPJkoEIFIDqa++zZ49VT\nFQShmFEkPe327YHsSSy33w789Rc9Y42SJRnL7twZOHyY20qVYlrgH3/oXrXdDvz4Iz3p//yHGSf3\n38+wSZcuQHIy9zOZ+Np9+zx9hoIgFGU8Wlzjj1StylCIFtO2WBh/zp45kpUFjBlDI5uWxm0pKUDj\nxkCrVsCqVYDVSs+9fXtg2jTgu++4r93OfVwzSJQCDhy4fvhFEAShoBRJT/v4caBpUz0bJDSUBTR3\n3slQh4bNBrRo4e6VN2wI/PorsHYtvfF27YAlS4CHH9a9apsNuOMOhlW09wGASpX4/oIgCAWl2Hna\nlSsztvzzz/R6O3dm2GPYMGD6dHrYFgvw+OPM3f7zT3rYABASwrBHzZr0lp1OhlaqVdMNNkDjv3Mn\n8MADLH8PDua+8+f75pwFQSgeFElPOzd+/5051nXrAnfdxUXInj253WTiguK5c8D+/fpr7HbuGxdn\nzB5p0oRVltu3M87dqBFQpoz3z0kQhKJFsUv5KwgnTtADr1IFiIjQi2g0xowBvv2WmSWap75sGdC8\nuW/GKwhC0UWMdj654w7Gs7WFS4eDBrttW6YPpqQw5FK9um/HKQhC0USM9v84dAgYNIipf02bskw9\np3DGyZMMhxw4wDj12LFM9RMEQfAGYrRBUaiaNRl7djq5cFinDgtuzDmUGCnFfcPCGNO+FomJwLPP\nAuvWUcr13XeBihU9dx6CIFyHzExg715e5FpGQYAhRhvA8uVccLx8Wd8WGspFyYI2PFCKIZNNm5i7\nHRREg71nT+6GXhAED3H+POObhw7xAm3RAli6lGlhAUSxK2PPidBQdynVrCymBZYqxSKaTp10Aaij\nRykatXSpHts+eRLo3x9o2RJ4/nlWUW7erBfmZGYCly6xO44gCD7gqadYLZeUxBzddeuoo1yEKJJ5\n2jlx++0smklI4EKi3c6imWee0XO04+MpLjVuHA24RoMGLGO/7TZ2v8nMpLb2tm1GHW6Aj4OKzX9V\nEPyMhARjXm5KCj2rIkSxMS8WC0Mk770H7N7NWdO5c8zP1khPp+Hev9+Y8rd9OzBxIuPimtedkgL8\n9huN+/LlfBwSwlBLixZePTVBEDQaNKCnrWko22wsvihCFJuYdk589hlnU66VjuXL87HWRxLgOkbf\nvsBPPxm3BwUB//zDKss1a9goeMIEIDzce+cgCIILZ84ArVsDp04xHtqoEQsqbDZfjyxfyELkNUhN\nZdjk4EF60GYzJV3fe48yrdrN2m4H5swBRoxgXDsjgzHybt1Ywi4Igh+Rng7s2MHskQYNck4P83PE\naOdCaioLZ86dA0qU4ILkzTczjS8hgV72yy+zIvL0aS5AHjwIxMQAL7wgTQ8EQSh8xGhfB6WA//s/\nGm+TiVklH31EzeyQEFlYFATBu4jRvg7r17MC0lViNSSEOd1Wq+/GJQhC8UTytK/DiRPMLsnOhQvu\n25Ryb6YgCILgLcRog51qshvi0qWBsmWN2+bMoQJgSAgXME+d8t4YBUEQADHaANjg4OuvqeYXFMQm\nClFRbFFWsSIzRLZsYdOExERmEiUkAPfd5+uRC4JQ3JCYtgtOJ43y4MFsT6a1JrPbgSeeAD780Niu\nzGymhx6AejSCIPgxEtPOI2Yzwx8//2w0zqmp1CLJHveOjBSDLQiCdxGjnQMREcbHVis7rzdtqku1\n2u3AF1/4ZnyCIBRfbig8cvToUQwYMACnT5+GyWTC4MGDMWLECP3gARQeUYpFM04nG/b270/1PquV\nce2tW1kF+cMPeqVs/fq+HrUgCEURj+Vpnzp1CqdOnUJ0dDQSExPRtGlTfP/996hbt+5139ifSE0F\n7rmH+domEzVE3niDLcciI4FHHhE9EUEQvEdutvOGav0qVKiAChUqAADCwsJQt25dnDhx4qrRDhRe\nfpmyu1oce8cOpvd9/LFvxyUIQgH4809g5kxOk4cOZYuqIkShFWgfPnwYCQkJaJ6tPXlsbOzVv2Ni\nYhATE1NYb1lobNhgXHhMS2M3muwkJtKYX7pESdaGDb03RkEQ8sDy5UD37pTqNJmAGTNoxOvV8/XI\nciU+Ph7x8fF52rdQUv4SExMRExODcePG4T6X5OVACY88+yzwwQd6B5rgYKBfP3raViuzSq5cYRGO\npvIXHAzMn8+wiiAIfkKrVpw2a5hMwIAB9LwDCI+FRwAgIyMDvXv3Rv/+/Q0GO5CYNAlYsYLND0wm\namrv3s1MEYsFeOUVGu7jx3WPPCMD+Pe/2XJMEAQ/QWtDpaGUUVSoCHBDKX9KKQwaNAj16tXDyJEj\nC2tMXicsjCGSFSvYjaZaNbYSy8qiNO+4ccDGjbonrqH1kxQEwU8YNMjYVTs0FPjXv3w3Hg9wQ572\nmjVr8NVXX6Fhw4Zo3LgxAGDq1Kno3LlzoQzOmwQFsQckwCwSrQECwJu31crmF9qNPCTE2EdSEAQ/\nYNgwXrwffsgY5oQJRS6GWWzL2A8fZlrf5cuMX3fpoj93663AgQP6Y7sdeOst/n76ac62unQBZs2i\nXokgCEJhInra2Th6lJkfly+zmMZuZ9ODAQP4/B9/0ChrJep16gCrV9O7FgRB8DRitLMxcSIweTJj\n1ho33wz89RewYAElV6tVY8w6MpKzK2krJggBwpkzXJwKDqb3FRbm6xHlG49mjwQiqalGgw1wkfGu\nu5ifnZnJrJGPPgLuvdc3YxQEoQDs3w+0aMEMAgAoVYq6yqVL+3ZchUixFIzq29e4wGy3A23aAJs3\nM16dlsbc/KFDmTGk8c8/QHw8PXJBEPyQp57iFDkxkT8nTwL/+Y+vR1WoFEuj3aQJhZ+aNgVq1QKe\new7o2JHxbVdSU/Uskrg4oEYNNj5o2JC53YIg+BlHjxov5IwM4O+/fTceD1AswyMAcOedxlL1PXuM\nXnVQENCoEVP9MjOBBx4w5ui/9hpDJ9HR3huzIAjXoUMHpn5publ2O3D33b4dUyFTLD3tnKhTh23F\nSpdmPLt+feD++9mG7Phx9x6SQUESJhEEv+OVV4DOnXkRWywsrHniCV+PqlApltkj1+PXX4GePel5\nm83MLDlxwlgBGRrKGHiACRoKQvEgLY0Xb4CmfUm7sXwyeDAXIlNSGBI5dIjVsZGR1NW22ViYIwZb\nEPyUkJCANdjXo9jGtHPj/Hnj49RUpnqeOMFKyooVgZIlfTI0QRCKOeJp50BMDBcgNUJDuXBpt1OW\nVwy2IAi+olgY7VWrWDjTujUXFq/H7NnAHXdwHSMsDHj7baBdu2vvf+QIe0hqC9ZZWcD48UDt2sDt\nt7MsXhAEoTAo8guR69czCyg5mY/tdjY8eOwxfZ+TJ4GBA9lmrE4dNru46SYuRGr6IzmhFDBiBPDZ\nZwyf2WzAypXAp5+ygYLre/75J9CggcdOUxCEIkSx1h557DHgyy+N26KigO3b+XdGBhcU//5bL1+v\nWBHYt49hEVeUYlw7KwuoWhVYupTVlVr+tslEo//PP8a4uNlMhciJEz12moIgFCGKdfaIOYczdPWe\n9+6lkdXysLOyqP63Y4fxNenpQLdulG2tU4ddjRISjI0RlGJev2s8HOCNQBQCBUEoDIq80X7ySXed\nkfvvZw7+jBkskskuHpWZSQO8bh3bjikFvPoqO9ukpjJ2nZDAWHV2Y3zLLSxx197TYmGa4KOPevQ0\nBUHQOHgQmDYNePddemRFjCIfHgHYSmzqVBrcmjWBzz+n52y10muuWpVKjsnJNLaNG7OsPSODBrxb\nN3rfcXHG4zZsCDRvDnz1FWPawcE07FFRwJIlbPxbqhQwahTfQxAED5OQwKyB9HROqcPCuC2/F+Cl\nSxScqlgx5+m6hynWMW1XlKLX66ohEhbGhcOLF6ngGBXFhcUdO3QtEoeD2STLlhk7tvfqBXzyCWPm\nV66wiUKVKt4/L0EoUmzdCjz7LHWx77uPC0JBeSwpad+eUpwaFgvwf/8HTJ+et9crBYweTS/dYuHU\neflyGm8vInra/0Mp92bNWVk02K7yBC+8YBSPSkqiMT96lMU1JhM96Bdf5CLmlSvc7513KEIlXrUg\nFJBDh4C2benlAlwkOn8eeP/9vL3+3Dnj46ws4PTpnPdVir0k588HypRhZ5Tdu2ngMzL489dfwEMP\ncQrtJxT5mLYrZjN1s12rW00mFst8+SXT8gAaYtcZkcPBpr+bNwM//0xZ1927mb99+jSN9pUr/L6M\nGuXdcxKEIsX33+sNDADGLGfOzPvre/VyX8Tq1SvnfSdNAsaMYZ7uwoUsqli2zDgVz8xkeMWPKFae\nNsDP5sEH2fOxZEnmcA8cSCPtdNLozp3LsNjly7zZPvQQ0Ls3X2+x0FCfPk2v21X9LyuryEn3CoJ3\nCQpyjyFbLMCaNfSYSpakEFCJEjm/ftw4ek8zZ/J1Y8cCDz/M55Tic6Gh9MTefVcvptCm4f/8Q0Ov\nbQdYtOFPKA/i4cPfMMeOKWWzKcVPjD82m1J//61UXJxS/fsr9eyzSp05o5TTqdSjjyrlcCgVEaGU\n3a7UgAH8rb02NFSpF17w9VkJQgDzzz9KlS6tlMXCi8rhUKpvX15cJpNSISFKVa2q1MWLSv32m1Ll\ny3Pf225T6uhRHmPRIqU6dFCqc2elVq3itjNnlGrcWCmrVamgIF7YJUoYL/7gYKWmTuVrw8J4oZco\nodTWrV7/N+RmO4u10d68mZ+L6+cWEaFUbKxujIODlapYUanvv+f3x3XfsDAabouFP336KJWe7uuz\nEoQA58gRpYYMUeq++5SaNUupChXcPasJE4wek8WiVP36Sn37rXG73a7U2rVKdevGi1nb7nAo1auX\nvq/JpFR4uFKHDyuVlaXUH38o9dNPSp0965N/QW62s1hlj2TnyhUuGl66pG+LiGA5uuvaRUgI9bV/\n+MEY7rJYGEKxWPT9BEEoZCIjeaFpmM2MU//yi54FADC0EhXlHoPu1485vWfPGrePGMEc4G+/5ULk\nlCl+o7dcrCsicyM8nLnXZcvS8JYuzdJ01ypHgHHtUqWMredMJhp8u53GWgy2IHiIHj3oSWnYbJTi\nzG7UzOacxYKUco9Lh4ay6euTT7JKbtEivzHY1+OGjPbAgQNRvnx5REVFFdZ4vE6LFlx7uHSJaaGt\nW7Ni0lV3xGYDHn+cKX0hIXxcqRLXRQRB8AAXLgD//jfzritW5EVZqhTbSM2dCwwdSi0Jh4NVcnY7\n8NZbzAbJnj0yfDgXJiMjOZUOC2MD2CFDfHZ6N8INhUf++OMPhIWFYcCAAdiRXawD/h8euRZpacDT\nT/PmGxlJY92pk/7chQv8rhw9SuN9rYVsQRAKQFoajeqhQ0z/Cw1lOtePPwLPPMPqN7OZxjg6mipu\nzZvTiAO8cN9/n8b8+ef52rQ0Xsh//smS57Fj816w4wNytZ03GjA/dOiQatCgQb6D6b4mK0upPXuU\n2ruXf2s4nUpdusTf12LFCq5ZhIdzTWTGDI8PVxCKD/HxvLhcFx9DQpQaM8a4yOhwKPXhh9c/XkaG\nUi1aMANFW5ycONHjp3Ej5GY7PX6riY2Nvfp3TEwMYmJiPP2W1+XKFeZna2JQjRuzme/+/WzkfPYs\nb+7z5+setkZaGnDvvcb1j2HDWOZevbp3z0MQiiQ5eZgmExceXfOnk5LoVQ8dqm9zOulFf/ghHw8b\nxhDLzp16OXRyMqsfX3jBXZLTR8THxyPetfw+N270jhCInvbQobxxu2YQjRypVNmyxpu7w6HUiRNK\npaUptX27UgcO8Cd76l9kJLODBEEoBFJSlKpRQ0/Rs9mUat9eqXvuYWqeduGZzcy5deXNN91T/h59\n1N1zDw5mrrdSnFb/9JNSH3yg1Lp1Xj/dnMjNdvpvUMeDbNlizBBJTQXWrjXexAGGvJYvp8bI+fOs\nfuzSxd0RSE/nQrQgCIWAzcaWU6NGUW6zZUum4x0+zFJmTcHPZqP3XLo0FxfffZclz64XcnIyj+FK\ncDAlOiMjeTH3709ZzsxMxspfeomxcz+lWKb8RUUZZ0UhIQyRuJakA0z1e+cd4NgxhkNSUpgi+Nhj\nXJSOjGQYJTaW/SAFQSgkypRhxsf69cwKCQ1lSt6uXcBrrwFvvAF07MjFyfPn2ai1Xz8aZNcyeLOZ\n6X7Ll+tduTt00HWWN24EFi+mQFVqKo38888bCzL8jRtx4R988EFVsWJFZbVaVZUqVdSMbCtyN3h4\nj3HhAounwsL406iRUpcvc03Dbuc2h0OpESOUKlfOOKsClHrySaVOnuSC5MGDvj4bQSimZC9DN5l4\ncUZGMqQSEsK/9++/9jF++IH7uB4nNFQvifcRudnOGwqPfPPNN4Vz5/AyJUqwaGrbNs6yGjViKGTo\nUOZpb9vGRcXWrSnte/asXlhjt9NTr1CBP4IgeJBz56jEVrase+FMWBh1lTWsVqBaNXrjCxbwwl2+\nnNkE7doB773H17jSpImxdZXJxHCLl/Wz80OxLmPPjfXrOYNyOpkWmpTE8EmHDlyw1krXBUHwAJmZ\nDHcsWUJD2qIF8NNPLJBISqKc5oYNzA5JSWFYpGxZdi8pWZLGvlYtFlUoxRhoq1Y04oCe852UxO0r\nV9LI16pFvYqaNX16+tK5Jp989x270KSm8uZdtiwwaxZQvjzDatoNX2vkm5HBz1oMuSAUEq++Cvzn\nP/qios3GxaT772c3G5OJF97o0Xqjg7VrmWEwYADj14MGGTVLgoJozHfvBu68U08BtNtZ8vzmmz5p\nLZYToj2ST556ip+nUvwOnD0LbN/O74FmsNPTmdPdsCHQrBkLs86f9+24BaHI8McfxiyQ1FRmjvTs\nyUXDK1e47Y03eAHOmUNjfOAADf7ChTnne1utnCqnpurbkpNZGu8nBvt6BMYoC4nkZGbzPPII8PHH\nepxaKeD4cVbDKuW+cJyebgydAcDrr/N7lZLC/ffto/aMIAiFQO3aRhU2i4WaEdkNsdXKtlPZ0/xW\nrQIqV9aPoXnTNhuV4rKXsLvqlfg5xSZPOyODrcb++1/eZBcupAzB++8z93rDBu4XE8PH33+v34xt\nNuCee4zH27TJ2G8yPd3vuhIJQuAyYQIV2Y4d4/Q2PJwLidHRxv3S0xm3tFiMC4qhobyoX3sNOHiQ\nJctWK7MNypdnvu7Fi4ydh4ZyvwCh2Bjt1atZpq4Z4uRk4KuvuH6xYYO+feVKyuzefz/XKsLDmbPf\nrBmfV4o3gIYNWVWrGe7gYKBBA++flyAUSSIj6QWtXk3D2ro1Mz++/JKx7eBgGuyXX2YvwLlzGTJx\nOuk1v/ACFyEnTWLYY8gQ4OuvOS0ODWWsc+hQxrx792Yz4ZxITeXNQivy0XoT+pBisxD588/sDem6\nLhESAtSpwxQ/V+68k9+BDRv43WnVip/TwoX8viQlceHRbgf27uVz5cpxHaRcOa+eliAUTZxOellO\np/sq/8mTvPBuuYU/AKsl336bhvvCBXpcQUEsrFmwgNVzGRn6McLCKJ5/LWMN0HNv04Z5v6mpvOD7\n9gVmzPDACRuR7BFQL7tmTS4eO52cKUVHc9u8efrnGRJCQahffqFX7XTyBvvWW2zWrIXOzGbg1lvZ\n9ELzvKURgiAUAsnJrHbcupWhkdq1gRUrqIWdns5MkXLlchZ7+u473bMCaLibNaPX7rr4GBHBCz+7\nItyuXbwpREUBf/3FbIPERP15q5WLX6VLF/ppuyLZI6DHvG4dY9bVqundit56ix1owsP5U706vyuX\nLtErT0ykB/3228ZZkdPJheqaNfmdEIMtCIXExIkUCEpOpvHdtYvNDZYtY3l7rVo0mr/95v7aTZuM\nmQSZmcwqqVWLIRWANwKrFbjtNuPC5ogR9Mzuv59iQmvX5twZ3nUxywcUm5g2wM9h2TL37bt2cVFS\ny+HPfhNNSuJNOvuNLzjY2OFGEIRCYPNmo1eclsZY5ddfG73enj2pObJ3L6e8Dge729jt+pTYZGII\n5fffGY/euJHdbxwOfQHz+ecZE50xw5iFMnkyvTGzmV5acDCNf6VKXvk3XItiZbSvhc3GxWWNxo15\nk9UWox0O4IEH6HkvX87PTyng0099viYhCEWPRo30QhmAXvFNN3Fq64rFwoXJF1+k92uxMFbdpAmn\nyxYLL9CvvqKHvmQJX/f449yWlcWf1183dvLWSEzkcZ58ku9922161xwfUmxi2vnhxAneeP/+m5/p\nqFFUhnQ6WdqudTcK4NaYguC/JCbSi9q3j49vvpmLidHRRg/cZqMx1/YDaKhHjmRGyJUrNOCff85Y\nd5kyTO3r3p0Xtys9etAbd/W0K1dmyqEPkIXIAuB0AqdO8cYdEeHr0QhCMSMri2XIStE7Cg5m7u3Y\nsfw7I4Phi/feYy9JV4YMAaZP599jxgAffEBjbDJx2nzrrfSgNaxW4LnnqFny/PNcvAwNpRFv1Mh7\n5+yCGO18kpQEPPoo0wTDwqip/eCDvh6VIAjYs4cx7Fq1KAQ0YQIwbZruIdvtTPdr356PS5RgVoFG\ncDBFpj7/nJ6ZycRMlM2b9X3PnKEHn1N2ypEjXAArXZpZDR4KleRmOyWmnQMDB1JQTNNEHziQM7SW\nLX09MkEoxuzbx7DHvn1M+Zo3j5kmTidj26GhDKH06UNj+txz7nKuJhNfu2sXG8MmJwN33830MoC/\ntb+zs2IFQytmM2cAbdrwBuFlpTjxtHMgMtJYhGM284Y+caLvxiQIxZr0dGaBnDqlp3FFRjI0UrIk\nH0+bxgvV1eu+5x5OmZOSeCFHRLDJb0QEjfW2bTxeTAw72OTW6LdSJeZwa4SF0WPv06fQT1fytPNJ\n9hi21cpMIkEQChGlGOrYto1GOTcOHeLCYnZD5lrOPHeuu3BUUhLjm507Aw8/zDBI5crMLkhIYNZJ\nair1K6ZMyX0MZ84YH6en+2ShUox2DnzwAWda2npE5cosshIEoZDIzAS6dWN2R9u2jE9rXuzFi4wb\nHz+u71+ypLthz8hgbFkrZ9Y8bg2zmc/360evfMECpn3NmsW8b9fu3ikpfM/sXL7MMMqqVVyUdA2F\nBAWxGMfbFGJbMzc8fHiPsnmzUlOnsm/k5cu+Ho0gFDHeeYcNWbW+jEFBSnXtqtSyZWzSqvV5fPVV\n/TXPP8/mrVYrf99zj1KVKrE3ZMWKSn35JbdbLDxeRIRS+/Yp9cgjPJb2Xna7UnfeqVRwsL4tJESp\nZ54xjvHAATaJjYhQKjyczWRr1+b7W61Kvf22x/49udlOiWkLguB9HnuMi4euVK2q60do2O3s/acV\nRfz2G1MBq1Rhap9rZkhkJEuev/mGAlIdOgD/+hf3PXdO389kYgbJ0qUMeShFbYshQxhuqVuXz3fp\nAsTH68L7NhswfjzVAcPC9LJ4DyDZI4Ig+BfR0cD8+XoMOiiIQj5r1hj3Cwpi3Fsz2h078mfLFvf4\ntlJcZPz4Yz7+5RfmcUdEGI221cp0sF27WNZusTCve8wYjic0lN1t/v5bN9gAY99797qHYbyMxLSv\nQUYGOxi9/TbXLjR27QKmTqXQVPZ1CUEQ8siwYeyQbrdTqa1qVWDmTHfltcxMxpuffRaIjWX2CMDc\n6uwx7vR0VjwmJuo/Bw+yvNlu1xepKlRgxeWyZcwI0eQ6tRtISgoXKW+91ZhNYrdTp9nHiKedAxkZ\n/Ey3b+d3xmym5ECVKpwxpafz5vzKK5xNVajg6xELQoARHMzwxJ49NJL169NgL17MknKTiRdanz4M\nW6Sk0Oh+8AE7rlepQkP+1ls8nslEjZDsIZe0NIY11q2j5x0WRm9L62STns5c3uy51hYLVf8uXqRK\noNPJsTwFALysAAAgAElEQVT+uHf+P7kgMe0cmD+fBTWugmLh4VQJdK1+DQpi5tDUqd4foyAUWS5d\nYgOEypWZWeIqFBUUxLjyY48xC+TQIVYvtm9Pz/3BB9krUMsMcThoyLt3p5E+dIg3CFd51ZAQxrQP\nHKDHZjZTp+Svv2jkT5yg4fewhrYrEtPOJ2fPGtvNAUz3vHDBuC0zU0IkglDoREZSUQ9w77KdmclY\nc1QUwxlOJ0MeWhPXTz7hBRwfT++7e3cuRmrtpiZMoPF2NdpWK1/3+uuMld96K4tmwsP5fOXKHj/l\n/HBDMe24uDjUqVMHNWvWxKuvvlpYY/I4R44ADz3Em/jUqUYDnZ7OdnSu1a9BQUzv7N3bqJ9tt1PS\nVxAED/Hgg8ZO6XY787kTE2nAnU4a5Oee4/OZmcDs2Xx+507KsWq9I/ftoyCUa9sxjSZNuO+xYzT4\nNWp45fQKREHzCDMzM1WNGjXUoUOHVHp6umrUqJHavXt3nnMNfcXZs0qVLctUTi1lc9Ag5mJ37KiU\n2cz0zX79lCpdmumebdsq9c8/SqWnKzV4MNM2y5ZVavp0X5+NIBRx0tOVGjlSqQoVlKpRQ6lFi5Tq\n0UPPr9Z+GjdmPrbVypzs229X6tNPmV/tul9wsFLffMML327nxbxiha/P0o3cbGeBY9rr1q3DpEmT\nEBcXBwB45ZVXAABjx469uo8/xrRnz2aapeusKyiIHYYWLdJDYXY7Q2a9e/tmnIIgXIO5c4FBg4wa\nI3ffrQtAAQx5tGnDKkfXiz0khI8zMjjl1lL72rRh5WR2gSkf4ZGY9vHjx1G1atWrj6tUqYI/cygD\njY2Nvfp3TEwMYmJiCvqWhcK17iErVxqrWpOTmREkRlsQ/IwHH+Ri0pQpjG0OGcJFQ1fdkfR0Ljp2\n6kRjruVbf/ghM0OcTmqR7NrF+PasWczZ1rJRvEx8fDzi4+PztG+BjbYpj3ckV6PtD3Ttyhtzaio/\nb7udN9iEBKOAV0gIU0ddycwEfviB6xxt2rBwShAEL7BjB3OpQ0KYOTJ8OH80Jk1ihofW2cZiYbHO\nd98x1e/4cS5u1qzJ5+Pj9XRDgN73++8DL7/MjBMvk92hnTRp0jX3LbDRrly5Mo4ePXr18dGjR1Gl\nSpWCHs5rlC7Nhs3PPQccPcpF5+eeY751TIzuiVesyAXqTZuApk1p4O+8k8Zdu2l/+y01bwRB8CCr\nV9Nj1vpATpvGC7FaNZarHz/OcMnixUwVNJtpwKdPZ7ijc2fKs7ZrR+NcpQpzdbM3MDCbafR9YLTz\nQ4Fj2pmZmahduzaWLVuGSpUq4fbbb8c333yDui7upz/GtHPj2DE27j1zhjdcpehdt29Pb3zwYGN4\nrEwZSfkTBI/TqhWLYzTMZha5VKjACkirlV7VwoUs2vn6a2qUWK0snNFUBF3DJ+XLM4Ry8SIvdKuV\nKn5//ukXcW2PxLSDgoLw/vvvo1OnTsjKysKgQYMMBjsQqVIFGDAAaNCAn6XGihVMHc3MNO6fPW9b\nEAQP4CoKBXCqe/AgswpSUvQQxwMP0EjPmaMb6MGDgaefZraBK5cvsyLzuee4INmiBXOz/cBgX48b\nKq7p0qULunTpUlhj8RuyN2pOSmLsO7uUbrNm3h2XIBRL+vVjQYVrtkhUFNX/XElJoeHN3ghh3Tp3\nj8vpZPFFThrafo4IRuVAVJTRQDscjH1Pn87vi9kMNG7MbCFBEDzMCy8AI0dSJKpyZaq4DRjgXrYc\nFubedkrrCdm3Ly9kh4MX8bvvGivlAgjRHsmBI0e4KHn6NNM5//1v4M03+flrcW4PSukKgpAX3niD\nOiTBwbw44+KYt9u1Kz1sk4lGesMGoE4dxjmPHKFX1rixxzqpFwa52U4x2tcgM5Ofb0QEFxwFQfBD\nTp+mXGv16vS0AeZbz55NYz5kCDVHABryPn1o3M1mlrTHxvplHFuMtiAIwsCB7Gqj5XLb7cCMGQyd\nAFzwHDqUKYa33AJ8+ilQu7ZPhird2AVB8B1pacYOMN4gMxMYN46pYDExzOtetkw32AA9719/5d9K\nceFqwQIWcKxezVRD1443foIY7VxQiimfo0dzUTr7uocgCLlw8SINpt3ORT9XJdBt24Aff2QMMq8s\nXEjP9+abmdqX241gxAiWpO/aRY2Kdu3c24RZrdTi1sa6aZPeDUdbvFq9+trvceQIu+18953xZuBp\nPCRSpf4XdvHk4QudS5eo5ud08vFjj7G5s6YG2K2b/pwgCNehZ0+q7mkKew6HUj/+SNU+u50d1+12\npb7//vrHWr7c2L3dbldq0iQ+l5Sk1FNPKdWihVIDB1LKU7twtR+rValnn6Xqn8PBju81aii1d69S\nmzcrdeIEJT1dXxMertQvv+Q8nj//5DG0Y9Wrp1RiYqH963KznWK0FQ3x0KFUbQwJUeq225TasYN/\nu36GDodSW7f6erSCECCULu0uofrww0bjqxngzMzcj/X44+7Hql6dF+8dd1COVZNerVmTkquu+9ps\nSr33nlJHjyr1xRdKzZ2r1OTJvMgjImige/bUx2azKdWwoVJpaXyP+fOVGjtWqc8+Uyojg89lP/5r\nrxXavy432ymda0CBry+/1LXRt29nEVVwsFH5z2IxtiATBCEXypc3xoRtNl5E2fsxZmaywvHbb5kN\n0rUrtUZcCQ9nxodrSMThoPbEhg16eCIjg9kk/foBX33FuLXFwsySvn2BsmUpOLV9Oxcm09L0i3z5\ncnZv/+MPdq95+mmGUEaM4IKlVmU3b57eYFgjNZUaKF5AYtoA1qxxV3X873+Z6qd9vzQNmkaNfDNG\nQQg4Pv+cxtLh4O+aNYGnnnJfHIqMpMDPSy/RaPbqxfZfrgwfrhtugDFyrTlrTlkW/fvzGD17spT9\niy+ouV25MvDoo4ypZ795pKZynyZNGOP+/Xfg/Hng44910aHkZBqMqChj53i7nYpyXkA8bfC75Krq\naDIx4+ebb/jZ79zJG+9nn/GGe/QoNWh69PDpsAXBv2nRgguBK1bQ4HbtSkP3/vtMrbNYaNAff5yL\nhtoiYHIyMHYs9a7HjQM2bwaio2ksZ8/mBZicTM/cZmOWx9q1vICtVqBSJXrcNWrQKz52jEZWmybP\nm0et7ew3j5AQXtSaZOuHH9LgBwXpYwP4WJOFXbGCj8eN855BKLQgTD7jMv5EcjLj2OHhDG+VKqXU\n/fezpViNGlw7SUtjR6PQUPd1EEEQ8klSklJHjjA+/MYbxgVLgBda8+Z6rDokhBfgzp1c+DOZ9P3m\nzVNqzBj2BRwwQKmqVXkhh4Up1aQJY9nZ4+gWi1IvvcTjR0Zy38mT+Tv7frfeqvcnNJloIM6f53mk\npSmVlVXo/57cbKcU1/yPjAyGslJSmOb3/fe6eJjdDkyezIpZ15h2UBD3yS4gJghCPti9m+prWozS\nZgM6dGCjAlct5LAw5lLPn28MiURFMUYNsG/g4sW6QJTNxpDH8uXGi9dm4/utXcswSL169KaHDmUj\nYI2gII7v8ccZUrn5ZhqI+vU98q/Q8Ig0a1EjOFgPST38sG6wAc661qzJudo1LU2MtiDcEPXqAT/9\nBAwbRr3jrl0p+NO2rfu+qanuMWzXbIE9e4yKfqmpfFy+PD2ztDR6YePH05D36MEwjVLuC1ZWKzug\n1KzJG4ifUOzNjVLARx+xGYbJxFCa3W6U8A0O5o31l1/0bVYruxf5eZMLQQgMYmIY/9ZwOtm4YMcO\nGtqQEOqLPPUUPWNXmdYhQ/TXNWvGfpGaIQ8NZW/Ab75hLP3vv9nJpmdPxr5dMxC2bqUeydy57D3Y\nqhWLZ/yNQg/G5DEu4y98/rl7zv6TT+rbrFalKlViCGvjRqUaNFCqTBmlevTQw1qCIHiAy5d5MbZs\nyUKKixe5/aefGKuuW1epPn24uPT773zu4kWlmjZlrNtmU6prV6XS05U6dIj7m80suPjuO/c4enCw\nUq+/7rPTdSU321nsY9pt2jD04UrHjlwM/uknVr4OHgyUKuWb8QlCsSAhgfnWVaowbq3FIp1Oxppt\nNuP+GRksTd++nbHM0FD2CHz6ab7myBHGLStX5rHq1gX27dPzvO12hj127tSzSOx2TqerVmWqX+3a\n3JaVxcbBc+cyPfGNN4A77vDovyNX2+mru4U3+Ptvpe69l97xE0/kXGXaubN7oVXPnnxu61alOnRg\n8dOECdcv2hIEoQBo0127nV5wz56sQnznHXrDFgszSc6c0V+zZIl7pofVykyOK1d4wTdurFS/fkod\nPqxnf2g/YWFKvfWWUlFRLF+3WpV6912lRoyghx4RwSn1jh1KjRrlPh3fts2j/5LcbGeRNdqXLilV\nvrz+WdlsSt15p7t2yPr1xs/D4VBqyxbOply/E3a7UsOGub/P8ePc1wNZP4JQ9MnIyFkvYto044UZ\nHMwLWGPWrJzT85KSlGrVSj9mcLBSt9yi5+q6Gu24OB7r8mV6ZEuXumuW1KpF4+26zWSiF+dBcrOd\nRbYictUqrjFoM5/UVAp2HTvGcEe9ekC3bmzovHYtF667dWNno1KlmPLnmk+fnMyiKo3MTBZuVa/O\nYzVrZmwGLAhCHkhMdFfrM5vZ/9FVOS8jw9gTsl07YxZJcDAzPc6eBbZs0RciMzJYSv/sswyhaNWZ\nd94JNGzIIpkBA3hx79qla1loHDzIrANXLBb3bd7EV3cLTxMXx2KZ7OsMbdvq+foWi1Llyil16hRn\nUmFhunDX00/r+7mKfmm8/rrREbBalerf32enKwiBidPJCjaz2TitnTLFvSDm5puV+uQTpR58UKkX\nX1Tq558pGhUWxsXKpUup2pfThfvHHwx1fPYZ9zt3TqmKFXVlP7tdqQcecPe0b72Vr9HGYrEoVbIk\np9geJDfbWWSNdkoKZzbaArHdzirH7AvGEREMf2WfPVWvTpEyLbzicLCASqN3b/dYeK1aPjtdQQhc\nDh5kZofJxOpErQS5eXOjJ3XffbrxDAlRqnZtljNryoEREbxo27TRL+iQEC5qpacb3/OLL3KWbx06\nVI9ply6tx65/+IFe2YgRrOT0MLnZziKdPXLpEjVo9u/nbGrgQD3HXiM8nIvV335rfG2JElyYfvll\n4J9/GAp55BE+l5HBCsnXXtNncEFBQJcuwJIl3jk3QShyZGQYO2ZnZAA//8y44+23swuNq15IeDgr\nGD/4QK+cNJkYr+zdG1i3jgUWkyax2eulS2x0EB7OnOynnzbmaQcFMaxy+DBDKnXr6n0nvYz0iHRh\nwAB2FEpOZr5+tWpsqNGvn/75Wa2sfP30U35m2uf27bfAoEHMMKpbl6GtgwcZgouM5HekcmXfnZsg\nFFkSE5l/61rtqHlc8+YZ49t2u7H8HaBsZ9u2fH1mJpX8tm1jybpSjHf36kU5Vz9AjLYLWVksjIqP\nZ5PmF1/kTfj115mbnZXF9YwLFygmlpXFdmMPPkjRMs2wWyy8oX/yCRcsb7uN3xVBEDxEx47MJkhN\npadUogTw5pvMItCMtNlMLZI+fWiUmzShR92qFRcoNXtktwNjxlBw6ORJGv/Jk327wOiCGO084nRy\nRtaxIzNKtJmYwwH861+UZXWdTZlMnE25zugEQfAQSUlsSLBqFXs7fvQRC2SeeIKdTIKDOS2+6SZj\n0U27dsDGjSyYceXZZ1ko44d4pBv7/PnzUb9+fVgsFmzZsqXAg/MnzGaGTBISjKGzpCRmEpmz/bfC\nwkQsShC8hsPBxgr797Ozeq1a9Jw+/pjVjmvWAD/8wCpHTfEtJYXedM2axqYHDgenxwFIgY12VFQU\nFi1ahHbt2hXmePyCKlWMjx0O4K67gNataai15tKff56z8p8gCF7k/HnmcP/1F6fC2b0rsxmYMoVN\nEex2hkAGDGD7sQCkwH5inTp1CnMcfsVXX+kyrU4nY9mPPsoQydKlzCZp2ZIxbUEQfMjBg0Dz5nox\nTalSQOnSjHtr2ShVqjBEsns3F6rCwthLMEDx+OQ+Njb26t8xMTGIiYnxyPs4ncz2+PNPoE4dKji6\ntnDLD02bcga2YQOzQlq31m/e3bpd//XbtnG2VqcO10QEQfAQTz1FT1urqkxLoxd99izDJNHRbBum\nxTFvucVnQ82N+Ph4xOdVszu3BO+77rpLNWjQwO1nyZIlV/eJiYlRmzdvzneCeGHzyCN63n1oKAuk\nCkPgKS5OqYceYgHO/v3X33/qVD3PPzTUb5QeBaFo0rChe5Vbt27u+61YwYpKh0Opu+4yik/5IbnZ\nzhvOHmnfvj2mTZuGJk2auD3nreyR06eppuiqFRIWBvz6Kz/FX3/lbOixx/KXKz93LvOyk5MZuw4P\nZ9ZQjRo573/0KNdGXCUTbDbO4CpWLNCpCULxxOnkAuPq1ZRIHTUq55zakSOZd+vaG3DUKKBsWYZG\nevdmLnZUlJ4WqOmUrFvnvfPJJx6VZo2JiVGbNm3K992iMDl82L0MPSJCqeefp9drMvH5mjUpz5qR\nQWXHL79kBa1GcjIbHezZQ0mEmjWNxzSblRo9Wt//wAGlWremCFj79kotXsz3zT6Oa0xEBEG4FgMG\n6FNnm41ND7KXoitFvYru3ak3YbFQXyIsjK8JDaW40Ntv56wImJLi/fPKI7nZzgJb1YULF6oqVaoo\nm82mypcvrzp37pyvNy5MsrIoixscrBvX8uXZNNn1c7LblfroIxpaV0mD5cuV+usv6sdoYY0+fZS6\n6Sb3mdfw4XzPpCSlKlTQdW4sFjaBzv7dCA+nTKwgCHnk3Dl3kaDwcKXi45XatUupjz9WauFCel8a\nSUlKpaZSAF/r1A5QEKpz52trb/spHjHaN/rGhc2ZM9STqVKFXu+BA+7ed3AwjXF2nZiqVZVq0cIo\nNOZw8KbtKjQWGkr9baWUWrfO3asOC1NqxgxuDwmh9s3KlV77FwhC0eDECXelvogIpWJj9WYJYWGU\n7HQ13EpRHCq7p9Wjh1K3387Xmc38/e67vAFMm8abwOXLvjnXa5Cb7SzSFZE9e1JvRssGstsZo/7w\nQ2PxTGgoY88XLhhfP3o0Y+EzZzJXe/hwdjFSiiGxBx4wVkjabMDevdQfOX+emUfZU0YFQbgOSjGN\nb9s2LlSZzbwQMzKMF6lWbOOab/3ii8Dbbxsb/37wAfDQQ8Ds2SxZb92a79G9O3VIgoKAcuUoIhUZ\n6d1zvQbFtt3YlSuUY42IoDf944+cYbl6z0FBSt1xB5tdZPe0Z83Sj7VjB2/uWujM4eDrtGM5HMwy\nEQShELhwgbrZ1aox2+PAAfeWYSEhbEnmSnq6Uv/3f/TUHQ6lJk50b1elFHWUsx/r1Ve9cmp5ITfb\nWaQ97Wvx3ntcYM7KYhrn0qVcWG7bFrh8mTffO+7g45Ilgf79mfq5eLGuN2MyAT16UGdm924eZ8AA\n8awFwWO0bElpVU3pLzSU3bcrVmT+dfbmv7lRrhxw5oxx26hRVI7zA0QwKgecToZNQkP1bampwJ49\nLNB5+mm9oKpSJbYly961vV07YOVK745bEIotp07RU9q8WZdSnTePF2lwMDupN2sGzJlDz8xqBcaP\npwbF4cMMkezeTR2SKlWAuDg9P9dupxh+hw4+PUUNMdr5pGpV9pLUsNn4XfnxRz1U5nBQIOyJJ3wz\nRkEotmRmUh+7eXM9Pxtg3PvNN3lRahdqaChFpP71L+D4cXprJhP3bduW02ybjR1NHn/cN+eTA7nZ\nTtGoy4HLl42P09PZ9CA6GnjrLW4bORIYMsT7YxOEYk9QEEvUs0tsXr5MT8o1OyAlhdsuXNBL3ZXi\nNHv0aHZECTDEaOdA586cKWkzp5AQbmvRAnj+ed+OTRAEALfeakwBA3ih5tTEwGYzdrwB+Dg83HPj\n8yCybJYDM2ZQGMrhYE/JL76gwRYEwU9o1owNEUJDmabncADffceUP9dyd7sdeOEFtp5yOLjN4WAG\nQYDKdEpMuwA4ncDUqfyOlCrFBeccpFcEQfA0e/cyVl2/Pj0sgMUZH35Iz3vMGDYFVopiQtu3M9bZ\nv79fp3rJQuQ1uHyZTS0sFqb4uWaS5MaoUex05LoouXUrZ2yCIAg3ikfajQU6x45RPKxfP/YAbdQI\nuHiRMrx9+/K53r2pIJidzz4zrnWkpQXkeoYgCAFIsTXaI0Ywt/7KFf78/TcwYQJzrxctYhODJUvY\nxNlV8hUwtpoDOMuSXpGC4Gd8+y0Lb8LD6Z25eloBTLE12gcOGBef09MZ4jh6lEU1ABeYT59mI+eB\nAxkyq12bOf3aWofZzL/79fP+OQiCcA3WrmVu9qlTQGIi8P33wODBvh5VoVBs/cM2behNuxZENW/O\nYitXnE72BF2xgimfp0/TsI8fz16iZcrw70qVvH8OgiBcA9dqR4B///ST78ZTiBRbo/366+wDuXIl\nF5Z79KBx3raNzTJSUrgw2bSpbrA1MjIYIlm82HfjFwQhF0qWZM62JvEJABERvhtPIVKss0cASqha\nLLoiY3o6MG0aPe7oaBZNVa4MnDunvyY0lEVW//63b8YsCMJ1uHSJF/A///CiDglhyl/37r4eWZ6Q\nlL98kpQEPPoo0z3DwqjLPXs21zGsVsa2d+zwG+ldQRA0lKJY1AcfcMGpVSs2de3UidPmAEGMdj7p\n25ehD21mFRoKvPoqhcLKlKEeTcmSPh2iIAg58dFHLKRwbYKwYAF1KAIIEYzKJ3FxxlBYWhrDKNOm\n+W5MgiDkgU8+Mab2JSdTlyLAjHZuFNuUv9zIvl5htbJcXRAEPyd7WbPJZNQiKQJIeATUTp83j4Z5\n5EguQvbrx/ULrQlCQkLAioIJQvHh99+ZCpaSohvs9euBBg18PbJ8ITHtXJg1Cxg6lLMoLYtk507m\n5P/6Kx/3788FSY2sLPeqSEEQ/IR16yjNGRwMPPkkBaICDDHauVClCkXCNIKDgdhYqjkmJzNTSDPQ\n8+ezm3tSErOJfvhBimoEISDYtAl47DHgxAnqLM+axawCP0WMdi6ULUuRKA2TiSGSNWsYJjGbWXTT\nqRM/a22Nw2KhyFT2CkpBEHzMjh3MyQ4OZil7cDBQpw5FhgA+jo4GNmzw7ThzQbJHcuGRR4CPPza2\nlFu3jjHsrCz+TJxo7BkJcPvWrRIqEQS/Yu1aoGNHxrTNZvYHfOkl4z4ZGbzAL10KyGKLAmePjB49\nGnXr1kWjRo3Qq1cvXLp0qTDHVagoxeKYAQOAceMowarx2mvAU08B1avz5rtkCbBrly4aBfDzP3XK\nXTPd4dAN9qlTLMKpVYtNMlwrKAVB8BJjx9IDU4oeVWIiNUdy8lrzKqDvZxTYaN99993YtWsXtm3b\nhlq1amHq1KmFOa5C5cUXWRAzezY1R5o2ZVwaoKTqlClU/UtIADp0AMqVM74+NBRo354NMMLCuCBt\nt1NXG2Aed6tW7Na+fz+wcCGbKmRvYScIgofJ3pXb6aR3Va+ebqQdDhqFnPpJBgCFEtNetGgRFixY\ngK+++sp4cD+IaWdluff1DAujwe3bN+fXrF7NXHyTiY/r1dM73PzwA+UMWrUCoqL4/J9/ckamhcwA\nfi82bWIoTRAEL/Haa8CkScaKyNmzga5dgc8/B44c4cXbo4dvx3kdPB7TnjFjBvpdQ1A6Njb26t8x\nMTGIiYkpjLfMM04nf1xRyljxmJ02bYDdu4FVqxj2+u9/WRk7aBBw333u+1ut7u/hdAbsjVwQApdR\noziN/uQTTqPHj6cAPuDXCm/x8fGIj4/P0765etodO3bEqVOn3LZPmTIF3f+nljV58mRs2bIFC3Lo\nt+UPnjZAYa/ff6ekrsnEIpnvv6c33KDBtQumtmxhJxstRGa3A8uXU3c7LY0LlCtWANWqAQcPMr87\nJYX73XEHQ2maty4IgpBXPJbyN3PmTHz66adYtmwZbDZbvt7YmyQnc7Fx2TJ2HwoOZjeaoCAa7tWr\ngZtuAl5+mQuRFSpQZ+SFF2jcXencmep/vXpRoyQlhccpU4ae+N69wG23Ac88w/cRBEHILx4x2nFx\ncXj22WexcuVKlLlGkrq/GG1XPvuMBlwLeZnNQMuWjE/PmsXtmjfesCENuitt2tBolyxpjJOHh/P1\nOYVPBEHwUy5d4gKln8UyPdKNffjw4UhMTETHjh3RuHFj/NuP40Wu7NxpFAFzOukdf/GFvl0ppvzV\nrGkMndjt9KavFfKQUIggBAhnz3JKXLYsp9uTJvl6RHmmwAuR+/fvL8xxeI3oaBpf18rG+vXdi6NM\nJsauW7bkgrRSwNNPswpy3TrGyX/5hccJDgZKlGC6oCAIHkApYOlSLh5FRwNt23L7uXN6HnbXrnkv\nTe/fH9i+XS/IeO01oEmTgOhsU+zK2J1Ofl6LFjEWXbo00/k++gh45x1dOKpkSYqDVa3KmZNSwEMP\nMeUvKIjHeeghNgeuXp253tnzuwVBKASUYuny4sWMSZrNrJJ75BEaWs0Ds9mYZ3vLLdc/ZsmSxio7\ngIU5flJvImXsLpjNwJw57EKTmMgKRqsVmDyZi5FLltBr3raN4mBKUUCqbl0abK0oB6CnfeiQr85E\nEIoJW7bQy3KNa8bGUkfi/Hm9ii01lU1d5893P0ZmJvO0d+6koa9Y0Wi0Q0NpAAKAYme0NbLfjE0m\nVk0+8QTDHPv36zOnKVPoVaenG1/jqg4oCIKHOHPGPRUrKIiFMq5lx1lZFAmaPZt9Iq1W5mnffTeL\naVaupOG325lRoAkKKcXc30GDvHdON0CxNNrnzrF6sWrVnMWeNmxw1x5JS+P3RttuMrHa8dtvdbXH\nli29M35BKFY0bmw0ziYTp8M9ejAu7Vr9WLEiPS9tW69ewLvvslJO25aczMd//MEpd3g4PbWgwDCH\nxardmLaYWKkSFx9r1QKOHnXfL7tGdmgoi2WeeYY3b4cDqFyZ5fD/938Mhd11FzB9unfOQxCKFeXL\nM8+2YkXGN2vXZlXbmDFUgQsK4k+/fjTC2XtEfvONu3emFWncfz91lwPEYAPFbCHy+++5CKnFpS0W\nel5FlRoAAAk8SURBVMirV1Msau9ees9paTTCJhMNfXQ0KyEvXdJvzH/9RTW/xET9+FarvpApCIIH\nUMo9t1bTkDCbqeq2caPx+b596Vn/8w/3tVgYv967128r4DySpx2IJCQYFxKzsji7mjqVIa7Bg4HW\nrXkT37OH6xYLFgDx8cCECfSuY2I4k9qzx/34TifXQgRB8BA5FUOYzbpu8rhx7sUVo0fTM2vViile\nd9zB0IifGuzrUaw87S+/BIYNMxruOnXoPbsaW5uNnnTlynz8yy9A797668xmFt4cPWrM965XjzcB\nQRB8yK+/MlZptVJA6rbbfD2ifCOe9v/o35+essPBhhUlS/LGnL2C1WoFTp7UH2/dalQFdDqZ6rdo\nEcNtQUHU6I6L88ppCIKQG3ffTVH7uXMD0mBfj8CJvhcCmh72pk2MTzdtqsetXVGKefyDBtGwd+nC\nBr+uWiNVq/K7kYMIoiAIgscoVuGRa7FqFXDvvXoKZ5cuNNqumUQxMYxta2Gw5cuZoy8IglDYSHjk\nOrRrx9ztkyf5Oy7OmDWUlsYc7DVrOOs6eFAMtiD4JUoBb7xBbYnatYGvv/b1iAqdYhUeyQ2zGShV\nin9nT9k0mxnnjo72/rgEQcgH773HEncta2DwYBbidO3q02EVJuJp58ALL+hZQ2YzFy4ffti3YxIE\nIQ/MmGFMD0tOBmbO9NlwPIF42jkwciSzQubNowrguHF6+p8gCH6Mw2F8bDKxdLkIIQuRgiAUHVas\nALp101tQORwUE6pb19cjyxce6xF5I28sCILgETZuZCWd1UrxqFq1fD2ifCNGWxAEIYCQlD9BEIQi\nghjt63DyJNC5M1ChAvO5Dx709YgEQSjOFEujvXUrhaLsdkoTHDrEnPxXX2VzZi1jJD2dhnrZMqo6\nrllDoTDXjCJBEARvUuxi2hcusFhKaw9nNjOdb8IE4KmnjKXrw4cD779vNNIREWz+3KaN98cuCELx\nQGLaLiQkGAWinE72Bp01y73hRVycscsRwMfZU0EFQRC8RbEz2iVLGtX6APZ9LFdO11HXqFiROtpa\ndWRoKMMjjRp5Z6yCIAjZKXbhEaWABx6gF52ayoYHTzwBDBkCNGvGUIhS3P7bb5Rv/eoryrlWqABs\n3swmzh06AC+9RMlWQRCEwsQjedrjx4/HkiVLYDKZULp0acycORNVq1bN8xv7EqcTmD+f3WkaNWIB\nFcBONHPmAJcvU3f7v/9lUdXLL7OBb506DKVkZdHr7tqVxxEEQShMPGK0r1y5gvDwcADAe++9h23b\ntuGzzz7L8xv7Mx07AitXMmwCMDwyciTw7rvGRr4WCx/bbL4ZpyAIRROPLERqBhsAEhMTUaZMmYIe\nyu/480/dYANASgqwf/+1e4oKgiB4ixtS+XvxxRcxe/Zs2O12rF+/Psd9YmNjr/4dExODmJiYG3lL\nr1C+PHDliv44NBRo2xZYt45x8IwMet/9+rn3lxQEQcgv8fHxiI+Pz9O+uYZHOnbsiFM5NEGcMmUK\nunfvfvXxK6+8gr179+KLL74wHjxAwyNr1wKdOun9Ixs0YLjk4kVg4kR2b+/YkXndFouvRysIQlHD\n44JRR44cwT333IOdO3fm+Y39nSNHgNWr2bW9Uyf3bjaCIAieIjfbWWBTtH//ftSsWRMAsHjxYjRu\n3Ligh/JLbroJeOghX49CEATBSIE97fvvvx979+6FxWJBjRo18NFHH6FcuXLGgwewpy0IguArRE+7\ngMTHxwfEwqkgCEYC/doV7ZECktfVXEEQ/IuifO2K0RYEQQggxGgLgiAEEB6PaQuCIAj5p9BT/m7k\nTQVBEISCIeERQRCEAEKMtiAIQgAhRlsQBCGAEKNdAGJiYrB58+Y87z9//nzUr18fFosFW7Zs8eDI\nBEHIjfxeu6NHj0bdunXRqFEj9OrVC5cuXfLg6PKGGO0CYDKZ8pUZExUVhUWLFqFdu3YeHJUgCNcj\nv9fu3XffjV27dmHbtm2oVasWpk6d6sHR5Y0iYbSTkpLQtWtXREdHIyoqCvP/1wPsP//5D26//XZE\nRUVhyJAhV/ePiYnBM888g2bNmqFu3brYuHEjevbsiVq1amH8+PEAgMOHD6NOnTro378/6tWrhwce\neAApKSlu7/3rr7+iVatWaNq0Kfr06YOkpCS3ferUqYNatWp56OwFIXDx92u3Y8eOMP+v00nz5s1x\n7NgxT/wb8kWRMNpxcXGoXLkytm7dih07dqBTp04AgOHDh2PDhg3YsWMHUlJS8OOPPwLg3TYkJAQb\nN27E0KFDce+992L69OnYuXMnZs6ciQsXLgAA9u3bh2HDhmH37t2IiIjAhx9+aHjfs2fPYvLkyVi2\nbBk2b96Mpk2b4s033/TuyQtCABNI1+6MGTNwzz33eOC/kD+KhNFu2LAhfvvtN4wdOxarV69GREQE\nAGD58uVo0aIFGjZsiOXLl2P37t1XX9OjRw8AQIMGDdCgQQOUL18eVqsV1atXx9GjRwEAVatWRcuW\nLQEA/fv3x+rVq6++XimF9evXY/fu3WjVqhUaN26MWbNm4ciRI946bUEIeALl2p08eTKsVise8gO9\n5iIh7V+zZk0kJCTgp59+wrhx49ChQweMGTMGw4YNw+bNm1G5cmVMmjQJqampV18TEhICADCbzVf/\n1h5nZmYCMFZ0KqVyjIV17NgRc+bM8dSpCUKRJhCu3ZkzZ2Lp0qVYtmxZgc+zMCkSnvbJkydhs9nw\n8MMPY9SoUUhISLj6IZcuXRqJiYlXY2X54ciRI1d7X86ZMwdt27a9+pzJZEKLFi2wZs0aHDhwAADj\nc/v378/1mFIlKgg6/n7txsXF4fXXX8fixYths9kKcoqFTpHwtHfs2IHRo0fDbDYjODgY06dPR2Rk\nJB5//HE0aNAAFSpUQPPmzXN8bW6rybVr18YHH3yAgQMHon79+hg6dKjh+TJlymDmzJno168f0tLS\nAHAapXX00Vi0aBFGjBiBs2fPomvXrmjcuDF+/vnnQjhzQQhs/P3aHT58ONLT09GxY0cAQMuWLd3i\n497Go4JRgczhw4fRvXt37Nixw9dDEQQhHxT1a7dIhEc8hagUCkJgUpSvXfG0BUEQAgjxtAVBEAII\nMdqCIAgBhBhtQRCEAEKMtiAIQgAhRlsQBCGAEKMtCIIQQPw/6wTg999f/4EAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Examples ##\n", "Here I show what the plots look like for the same examples given on the [R beeswarm page](http://www.cbs.dtu.dk/~eklund/beeswarm/) for comparison." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparing arrangement methods ###" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from beeswarm import beeswarm\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "d1 = np.random.uniform(low=-3, high=3, size=100)\n", "d2 = np.random.normal(size=100)\n", "\n", "fig = plt.figure()\n", "fig.set_size_inches((8,8))\n", "ax1 = plt.subplot(221)\n", "ax2 = plt.subplot(222)\n", "ax3 = plt.subplot(223)\n", "ax4 = plt.subplot(224)\n", "axes = [ax1, ax2, ax3, ax4]\n", "methods = [\"swarm\",\"center\",\"square\",\"hex\"]\n", "for i in range(len(axes)):\n", " beeswarm([d1, d2], col=[\"black\",\"red\"], method=methods[i], ax=axes[i], labels=[\"Uniform\",\"Normal\"])\n", " axes[i].set_title(\"Method: %s\"%methods[i], size=15)\n", "plt.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAAI6CAYAAAAqvTL9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Specifying colors ###\n", "\n", "You can specify one color for everything, one color per group, one color per point, or cycle through colors, given by the four examples below:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure()\n", "fig.set_size_inches((8,8))\n", "ax1 = plt.subplot(221)\n", "ax2 = plt.subplot(222)\n", "ax3 = plt.subplot(223)\n", "ax4 = plt.subplot(224)\n", "beeswarm([d1,d2], method=\"swarm\", labels=[\"Uniform\",\"Normal\"], col=\"black\", ax=ax1)\n", "beeswarm([d1,d2], method=\"swarm\", labels=[\"Uniform\",\"Normal\"], col=[\"black\",\"red\"], ax=ax2)\n", "def GetColor(x):\n", " colors = []\n", " for item in x:\n", " if item > 0: colors.append(\"red\")\n", " else: colors.append(\"blue\")\n", " return colors\n", "colors = GetColor(d1) + GetColor(d2)\n", "beeswarm([d1,d2], method=\"swarm\", labels=[\"Uniform\",\"Normal\"], col=colors, ax=ax3)\n", "beeswarm([d1,d2], method=\"swarm\", labels=[\"Uniform\",\"Normal\"], col=[\"red\",\"blue\",\"orange\"], ax=ax4)\n", "plt.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAAI5CAYAAACsKUBTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd4VEX7/u/tu2d3s5QECL0IEhBBkCIQCEVAASkKojRR\nREUUEEV4LegLflFERKSJr4rSlPKjKB0ViLTQW+gloYUQCKm7SXb3/v1xzIHDhgBhk5BkPte1F+TM\nOTPPbDKz98488zwakoRAIBAIBAJBIUKb3wYIBAKBQCAQ+BshcAQCgUAgEBQ6hMARCAQCgUBQ6BAC\nRyAQCAQCQaFDCByBQCAQCASFDn1uVq7RaHKzeoFA8ACTlwc0xVwjEBRdbjfX5PoKDskH5jVmzJh8\nt0G8xCs3Xg/a33Z+kN99fpB/H+IlXv54PYh/19khtqgEAoFAIBAUOoTAEQgEAoFAUOgoUgInLCws\nv00QCHIF8bf9YCF+H4LCSEH7u9bwTptY2eByudCyZUukpaUhPT0dXbp0wfjx429UrtHccY9MIBAU\nPvw59u80z/i7PYFAUHDIbuzfl8ABgNTUVEiSBLfbjebNm2PixIlo3rz5HRsWCASFF3+P/ezmmdxo\nTyAQFAyyG/v3vUUlSRIAID09HR6PByVKlLjfKgUCgUCFmGcEAsG9ct9xcLxeL+rXr49Tp07hjTfe\nQK1atVTln3zyifL/sLCwAreHJxAI7szGjRuxcePGXKv/TvMMIOYagaAocC9zzX1vUWWSkJCA9u3b\n4/PPP1cmlgdt2fjEiROIjo5GrVq1EBwcnN/mCASFltwa+1nNM7nZXk5IT0/Hzp07odFo8Pjjj8No\nNOa3SQJBoSVXt6gycTgc6NixI3bt2uWvKv3Kp59+irp16+LZZ5/FQw89hBUrVuS3SQKB4B550OeZ\n+Ph4PProo3jqqafQoUMH1K1bF/Hx8fltlkBQJLkvgRMXF4fr168DAJxOJ9avX4/HHnvML4b5k4MH\nD2LChAlwOp1ISEhAamoqXnjhBaSnp+e3aQKB4A4UlHkGAEaOHIkzZ84gKSkJSUlJOH36NP7zn//k\nt1kCQZHkvnxwLl26hP79+8Pr9cLr9aJv375o06aNv2zDwoUL8ccff6Bs2bJ47733ULJkyRzVc+rU\nKej16q6SxJUrV1CuXDl/mCoQCHKJ3J5nrl+/jokTJyI6OhpPPvkk+vTpk+PcVpGRkaovTunp6Th0\n6JC/TBUIBPcCc5H7qf6zzz6jJEkEQIPBwPLly/P69eskyeTkZPbr14/BwcGsW7cut2/fnm1dx48f\np8ViIQDlVaxYMWZkZOTYPoFAcHtyeWrxW3vJycmsVq0ajUYjAVCSJI4ePVopj4iIYL169RgcHMze\nvXszKSkp2/qGDx9Os9mszDNms5nvvvtujmwTCAR3Jrux7zcn46zIqeMfSVitVjidTuWa1WrFt99+\niwEDBuCZZ57B+vXr4XK5lLKDBw+iSpUqt63zhx9+wJtvvgmDwQCdTodVq1ahadOmd7Tl9OnT2Lt3\nL8qXL4/GjRvfc18EgqJIXjv95rS9hQsX4pVXXkFycrJyTa/Xw+Vy4cKFC6hdu7ZSZjKZ0Lp1a6xa\nteq29aWmpuLpp59GREQESKJJkyZYtWoVLBZLtnZ4vV6Eh4fj2rVraNy4McqWLXvPfREIiiLZjf37\nPiaeW7jdbtXPXq8XLpcLXq8Xq1atgsfjUcpIYv369Rg0aNBt63vllVfw3HPP4fLly6hQocIdJxwA\nWLp0Kfr06QO9Xg+Px4MXXngBs2bNyvHytUAgeLBwuVw+kyNJeDwebNiwQVWWlpaGdevWwe12+2x5\nZyJJEv7++29ER0dDo9GgQoUKd5wvPB4POnfujPDwcGi1Wni9XqxevVoVyFAgENw7D2QuKo1Gg+7d\nu6tEiE6nw1NPPQWNRgODweBzf2YgsBkzZqBkyZKwWq146aWXkJaWptzncDhQo0YNH3GzefNmDB06\nFB999BEuXboEQBZUffr0QWpqKhITE5GSkoIFCxbgn3/+ya1uCwSCPKZt27bQ6XSKCDGbzejQoQOM\nRiMkSfIRJzqdDjqdDtevX8fTTz8NSZIQHByMP/74Q7lHo9GgUqVKqFixour59PR0fPPNNxg8eDBm\nz56tiKdFixZh8+bNSE5ORmJiIpKTk9G7d+886L1AUMjJr72xO+F0Ojl48GBWrVqVTZo04e7du5Wy\nCRMmKP45JpOJ1apVY3JyMleuXKlcB0CLxcLBgwdn286iRYuUZ/R6PQMDA3nx4kXGx8fTYDCo/Hbs\ndjvnzp2b4z4JBEWFXJ5a/NregQMH2LRpU1apUoUDBw5kSkoKSTIlJYU1atSgyWRS/HM+++wzkmTb\ntm0Vv53MsgMHDty2DY/Hw7CwMMUXUJIkDhgwgCT5xRdfUK/Xq+Yao9GY4/4IBEWJ7Mb+A+mDczes\nWLECa9euRbly5TBkyBAEBATgtddew6xZs1T3VahQAdHR0betp2rVqjhz5ozys16vx8cff4wPP/wQ\nFStWxPnz55UySZKwa9cuhISE+L9DAkEhoqD44NyJpKQkTJs2DefOncOTTz6Jrl27AgAMBoNqG91k\nMmHChAl4++23s6xnx44daNOmDVJSUlTPREdH4/Dhw+jUqRNSU1MByKtE9evXR0REhN/7IxAUNgqk\nD86deOaZZ/DMM8+orpUuXRoGgwEZGRnKteLFiwMArl69itGjR+PEiRMIDQ3Fhx9+CKPRqEwqmbjd\nbiQlJUGj0WDNmjV48sknce3aNQDy9pcQNwJB0cFut2PUqFE+161WKxISEpSf9Xq9Mtds2LABX3/9\nNQBgxIgRaN26NVJSUqDT6VR16HQ6pKSkoFWrVhgzZgw+/PBDaLVaVKxYEUuWLMnFXgkERYMCu4KT\nFVeuXEHdunVx/fp1uN1uGAwGrF69Gg0bNsQjjzyCc+fOISMjAxaLBe3atcOyZcswfPhwzJo1SxE6\nFosFf/31F5o0aQJA9sWJi4tDsWLFRMh1geAuKSwrOLdj7ty5GDRoEDIyMmA0GlGtWjVEREQgPDwc\nXbp0UU6ASpKE5cuXo3HjxqhWrRquXr0Kr9cLg8GAhx56CAcPHlSEj8vlQlJSEgIDA8VBBoHgLslu\n7BdIgeP1evHLL79g27ZtqFmzJgYPHgyTyQQAuHbtGubPnw+n04mOHTuiVq1aWLt2LXr06IGkpCSl\nDoPBgJiYGAQEBOD999/Hb7/9BqvViq+++gqdOnXyu80CQVGisAicS5cuYfr06bh+/Tq6d++OVq1a\nKWXbt2/Hxo0bERgYiD59+sBsNqNdu3ZYv369qo727dtjzZo1OHnyJF566SWcPHkSDRo0wI8//ojS\npUv73WaBoCiR7djPNc8f5p6j4SuvvKI4BlssFjZr1oxut/u2969evZp2u93HiS8uLi7bdhYvXsyg\noCCazWZ26NCB8fHx/u6KQFAoyeWpJU/au3TpEgMDAxUHYEmSOH/+/GyfadOmjWqeAcB27dpl+4zT\n6eSLL75Ii8XC4sWLc+bMmf7shkBQqMlu7Bc4gXPlyhXV6QUAtNls3LJlC0nS6/XyyJEj3LZtmxJ1\nNDk5mRUrVlQmKovFwg4dOmTbzp49e1TRj41G4x2fEQgEMoVB4IwbN87nJGXFihWV8pSUFG7fvp2H\nDx+m1+slSa5cuVI1b0iSxFWrVmXbzsCBA1XRjyVJ4po1a/zeH4GgMJLd2H8g4+Bkh9PpzNJZLzU1\nFSTRt29f1K9fH+3bt0eVKlUQGRkJq9WKiIgI9OrVC40bN8abb76JpUuXZtvOX3/9pQommJ6ejr//\n/jtX+iQQCB48UlJSVAcWACi+NSdPnkTVqlXRrl07NGzYED169IDX68XTTz+NRYsWISwsDGFhYVi0\naBGeeuqpbNtZuXKlEpUdkKMhr1y50v8dEgiKGAXuFFW5cuVQrVo1HDt2DBkZGdBqtTAYDGjYsCEW\nLVqEZcuWwel0wul0QqPRoFevXjhw4ABKly6NOXPm3LbexMREXLt2DeXLl4der0eJEiWg1+tVifPs\ndntedFEgEDwAdOvWDd98841yAEGSJLzwwgsAgN69e+PKlSvwer0AgDVr1uCXX37BSy+9hI4dO6Jj\nx45Z1kkSFy5cgMlkQlBQEAD5pGdmgFEAMBqNKFWqVG52TSAoEhS4FRytVou//voLHTp0QHBwMJo2\nbYqtW7fC4XDg2LFjqmPfJHHq1Kk71jlx4kQEBQWhdu3aqFChAo4cOYIXXngBVatWhdVqhcFggCRJ\nmD59em52TSAQPEA0bNgQixcvRs2aNVG+fHm8/vrr+OqrrwAAJ06cUMQNIK/2HDlyJNv64uPj0bBh\nQ9SoUQPly5fHiy++CI/Hg2nTpkGSJBiNRlgsFpQuXRpvvvlmrvZNICgS5NfeWG6wZMkSWq1WZS9b\no9HwscceI0meOnWKbdq0YdWqVdm7d28lM/m2bdtU0Y81Gg2rVatGkkxNTeUPP/zACRMmcOfOnXna\nF4GgIJPXYz+v22vWrBm1Wq0yb1itVs6ZM4ck+dNPPzEkJIS1atXi7NmzlWd69erlE/3422+/JUlG\nRkZy4sSJnDFjhjI3CQSCO5Pd2C9UAsfr9fK1116j2Wym3W5ncHAwT5w4wfj4eAYFBSkTkslkYpMm\nTej1ejljxgyVU2CmyMnIyMhT2wWCwkRhFzhnz55lhQoVaLfbaTab2bdvX3q9Xi5YsED1hUmSJP76\n668kyapVq/qcsHrhhRfy1G6BoLCR3dgvcFtU2aHRaDBz5kwcP34cW7ZswenTp/HQQw9hy5YtSEtL\nU5aU09LSsHfvXsTFxaFKlSrQatVvQ8mSJW+bLVggEAgqVaqEEydOYOvWrTh69Ch++eUXaDQafPfd\nd6pt8tTUVHz//fcAgOrVq6sOSJjNZhEZXSDIRQqVwMmkQoUKqFOnDsxmMwB5Irl5vxyQgwUajUa0\na9cOPXv2hCRJcDgcsNlsWLx4cX6YLRAIChAmkwmPPPIIKlWqpFyTJMnnPovFAgD47rvvEBQUhICA\nANhsNtSuXRvvvvtuntkrEBQ1CmQk43slPT0dDRs2xLFjx5CWlgZJkvD888/jxx9/VO7Zu3cvYmNj\nUbduXZQpUyYfrRUICj6FJZLxvbJt2za0bdtWdfLqzz//VFK/JCUlISIiAiaTCU2aNBErxQLBfVLo\nUjXkhJSUFEycOBHHjx9HaGgoBg0a5LM1JRAI/ENRFTgAsHv3bnz33XcAgNdffx3169fPZ4sEgsJL\noRc4TqcTZrNZJKgTCB4QCqPA8Xg8cLvdSt47gUCQ/2Q39gv0EsaePXtQtmxZ2Gw2BAUFITw8PL9N\nEggEhQyS+Pjjj2E2m2G1WtGuXTtV4l6BQPBgUmBXcJxOJ8qXL49r164p1+x2O86ePYsSJUrcc33p\n6emIj49HUFCQ2LoSCO6TwrSCs3DhQrz88stISUkBIDsXP/fcc5g7d26O6ktISIBGo0FAQIA/zRQI\niiSFcgXn9OnTPnlitFotDh8+fM91LViwAA6HA5UrV0bZsmVx4MABf5kpEAgKOH/++acibgA5zMTG\njRvvuR6Xy4WOHTsiKCgIJUuWxHPPPeczhwkEAv9RYAVOUFCQKk8UIK/ClClTBm63G++++y4qVKiA\nmjVrYtWqVbet58SJExg4cCBcLhdcLhcuX76Mdu3a+RwrFwgERZOKFSv6+N0EBwcDkOeP5s2bIzg4\nGJ06dUJsbOxt6/noo4/w999/IyMjA263G6tWrcL48eNz1XaBoChTYAVOqVKlMGbMGEiSBKvVCqvV\nisGDB6N69ep47733MGPGDJw/fx7Hjh1Djx49sGPHjizr2bdvn89RzYSEBMTFxeVFNwQCwQPO22+/\njSpVqsBms8Fms8Fut2PWrFlITExEs2bNsG3bNsTExGDt2rVo1arVbb8cbdq0SclGDsjb7Js2bcqr\nbggERY4CHYRh9OjRaNOmDQ4dOoQaNWqgefPmAOQtp5ujiTqdTixduhSNGzf2qaNSpUpwu92qaxqN\nBsWLF89d4wUCQYHAbrdjz549WLVqFVJTU9G6dWuUK1cOf/75pypCutvtxtmzZ3Hu3DlV8L9MqlWr\nhr179yrzjcFgQPXq1fO0LwJBUaJACxwAaNSoERo1aqS6lhk5NBOdTgebzQYAuHz5MpYsWQKS6Nq1\nKxo1aoSXXnoJP//8M3Q6HTIyMjB79mwYDIY864NAIHiwsVgsePbZZ1XXJEnyWa3xeDzK/BMeHo6I\niAhUrFgRzz77LCZNmoTw8HAkJiYCAAIDA/HZZ5/lTQcEgiJIgT1FlR0LFy7EgAEDkJqaCr1ej2LF\niuHgwYNwOp1o0KABXC4XSMJkMiEiIgI1atTAzp07ce7cOdStWxfVqlXLc5sFgsJEYTpFdTs8Hg/a\ntGmDiIgIOJ1OVYT0r776Ch9//DHcbjcMBgNatWqFFStWIDk5GZs3b4ZGo0FYWFiWqR0EAsHdU+gD\n/WXFpk2bsGTJEjgcDgwePBjBwcHo06cPfv31V3g8HgDyqavOnTtj2bJl+WKjQFBYKQoCB5APNsyY\nMQNHjx5F48aN0b9/f6SlpSEgIEB1Qspms+GPP/5Ay5Yt89xGgaAwk93YL/BbVLejZcuWPpNJTEyM\nIm4AOeHm5cuX89o0gUBQSDAajRg6dKjqWlJSkk8sLa1Wi6tXr+alaQJBkafAnqLKCV26dFEtCUuS\nhK5du+ajRQKBoLARGBiIChUqQKfTKdc8Hk+WhxwEAkHuUaQEzpAhQzBkyBBYLBZYLBa8+uqreO+9\n9/LbLIFAUIjQaDT4888/8eijj0Kv16Ns2bJYuXIlypUrl9+mCQRFivvywTl37hz69euH2NhYaDQa\nDBo0CG+//faNyh+gDL/ZkZGRgfnz5+PChQt44okn0KpVq/w2SSAo0Phz7N9pnvF3e7nJ6dOnsXTp\nUuh0Ojz//PNKwECBQJAzcs3JOCYmBjExMahXrx6Sk5PRoEEDLFu2DCEhIXdsOK/xer1YtGgRoqKi\n8Pjjj6N169YA5KXj1q1bY/fu3XC5XDCZTBg3bhyGDx+ezxYLBAUXf479O80z/m7vfrlw4QKWLFkC\njUaD7t27Kys3+/fvR/PmzZGWlgatVgtJkrB3794sY+YIBIK7I9uxTz/SpUsXbtiwQfnZz9XnGK/X\ny06dOtFms1Gv19NqtXLcuHEkydWrV9NmsxGA8jIYDMzIyMhnqwWCgktujv1b55ncbu9eOHbsGB0O\nB00mE00mEx0OB48fP06SbNu2rWqe0Wq1HDBgQD5bLBAUbLIb+347RXX27Fns3bvXx5Huk08+Uf4f\nFhaGsLCwHNVPEvPnz8fBgwdRs2ZN9OvX766zfm/ZsgUbN25EcnIyADni6Keffophw4YhPj4eGo3G\npy2n0wm73Z4jWwWCosbGjRtzlIDyXrndPAP4b66JiYnBTz/9hNTUVHTr1g3169e/62dHjx6NpKQk\nJQBgRkYGPvjgAyxcuNAn/YvX68WVK1dyZKNAUFS5p7nGHwoqKSmJDRo04NKlS+9aWd0r/fv3p9Vq\nJQBarVZ269aNXq+XpLxCs3jxYv7f//0fV6xYoVzPZPny5QwICFB9ezKbzbx48SKjoqKUegFQr9ez\nXr16frNbICiK+HPsZ3K7ecaf7V24cIGBgYE0GAzUaDSUJInr169Xyi9fvsxvvvmGEydO5IkTJ3ye\nb968uWqeAcCWLVuSJMeOHUtJkpTrkiRx9uzZfrFbICiqZDf273tWSE9PZ7t27fj111/fU8P3QlRU\nFM1ms2rSkCSJhw4dIkn269ePVquVOp2OVquVb731lur5S5cuqbahdDodq1WrRo/HQ5LctGkTK1Wq\nRIvFwtDQUF66dMkvdgsERRV/C5zs5hl/tjdq1CjqdDrVXFOnTh2S5Pnz5xkYGEiz2UyDwUCr1cpd\nu3apnp80aZKPiJk8eTJJ0u12c9iwYbTb7SxWrBg/++wzny9jAoHg3sg1geP1etm3b18OGzbsnhu+\nFw4ePOjjJxMQEMBt27bxyJEjtFgsPqsz586dU9WxdetWVqpUiSaTiY8//jijoqL8YptAIPDFnwLn\nTvOMP9sbNGiQzwpM5cqVSZKDBw/2ET+hoaGq5z0eD0eOHEmr1UqbzcZRo0YJESMQ5CLZjf37ioOz\nZcsWzJ07F3///Tcee+wxPPbYY1izZs39VJklNWrUQPHixZXAWVqtFmazGXXq1MG1a9d8EmMaDAbE\nx8errj3xxBM4e/YsXC4Xdu7ciYoVK2bZlsfjwS+//IKPPvpIScopEAjyj7yaZwDgueee8wkG2rNn\nTwBAbGysKhI6AJ/oxFqtFl988QWSk5ORlJSE8ePH+/j4ZXLu3Dl8/vnnGDduHI4fP+7nnggEglw9\neuDP6s+ePctmzZqxWLFibNSokXIyITExkSVLllS+UWk0GpYpU4ZOp/Oe2/B6vXzmmWdUvj5Dhgzx\nWx8EgqJCLk8tudrenDlzWL58eQYGBnLo0KHKicr58+f7bD998MEHOWrj5MmTdDgc1Ov1ytb6rdtd\nAoHgzmQ39guMwMmOAwcOsGbNmjSZTKxTpw6PHTtGt9vNTz75hI888ghDQ0O5Y8cO1TNOp5N79+7l\n6dOnlWu7d+9WORwDoMlkYkxMTJ70QyAoLBRkgZMdEyZMYLFixWi1WvnGG28wIyODZ8+eZadOnRgS\nEsKBAwcyKSlJ9UxMTAx37drF69evK9f69+9PrVarmmvatm2bJ30QCAoThV7gZMU777yj+rZltVp5\n5MgRkuSJEycYHBxMu91Os9nM/v370+v18u+///Y5bWW1WpXVIoFAcHcUVoFzKwkJCSxdurTim2My\nmdiyZUvF72by5Mk0m80MCAigzWbjn3/+SZLs1KmTj69P/fr186UPAkFBJruxX2hzUWXGscgkLS0N\nS5YsAQD06tULly9fRlJSElwuFxYvXoyFCxfiscceg8FgUPbMdTodgoKCUKVKlXzpg0AgeLAJDw+H\n0+lUfHPS0tKwbds2XL16FUeOHMF//vMfuFwuJCYmIjk5GV27doXb7UavXr18fH2ef/75/OqGQFAo\nKbQCR69XxzDUaDQwmUwAgGPHjimBuAAgJSUFkZGRcDgc2LRpE+rUqQO73Y5GjRph06ZNPnUJBPlN\nREQEunXrhvbt2yvCXZD3GAwGn4MIJGEwGHDs2DGfucPtdiM2Nha9e/fGuHHjEBQUhBIlSmDYsGF4\n991389J0geDOeDzAl18CrVsD/foB587lt0X3Rn4tHeU2kydPVraodDodixcvzgsXLpAkH3vsMWo0\nGtU21Pz58/PNVoHgXtizZ4+Ps+ucOXPy2ywVeT3282uucblcDAkJoclkUn4Xffv2JUkePnzYJ4SF\n3W5nenp6vtgqENwzgweTkkQCpE5HBgWRcXH5bZWK7Mb+fSXbvBP5nQBv4cKFWLRoEQIDAzF69Gjl\naPjx48cRGhoKl8uFjIwMdOvWDXPnzr3tcU6B4EFi0KBB+P7771XXateujUOHDik/b9q0CT/99BMs\nFguGDh2KmjVr5qmNeT3283OuSUxMxGeffYYTJ06gRYsWeOutt5SQFhMnTsRHH30Ek8kEt9uNpUuX\n4sknn8wXOwWCe8LrBUwmwO2+cc1qBaZNA/r3l3/OyAAmTwb27AHq1QOGDweMxjw1M9eyid9Pw/lN\namoqDh8+DIfDgerVqwtxIygwDBw4ED/88IPqWkhICCIjIwEAf/zxB3r27Amn0wmNRgOr1YqdO3fm\nqcgpSgLnTpw/fx4XLlxA9erVUaJEifw2RyC4O24ncKZOBV56CSCBDh2A8HDA6QQsFqBpU2D9eiAP\nP0+zG/uF1gfnVnbv3o2QkBDY7Xa0aNEC169fR8OGDVGjRg0hbgQFitdff93HQfW9995Tfv7oo4/g\ndDoByP4gKSkp+Oabb/LczqIISXz66acoWbIkAgMDMW7cOJQrVw6NGzcW4kZQsNBq5ZWazLlGpwPM\nZqBjR/nn48eBf/6RxQ0g/7ttG3DkSP7YmwVFwns2NjYWrVu3RmJiIgBg69ataNOmDSIjI4W4ERQ4\nHn/8caxbtw7//e9/4XQ68dprr6F3795KucvlUt1PUnWiUJB7TJ8+HRMmTFDe788//xwlS5bEG2+8\nkc+WCQQ5YOZMoFIlYPVqoFw52eE4KEguS0uTRdDN6HTy9QeEIrFF9fvvv6NPnz6KwAEAs9mMM2fO\noEyZMvlomUDgf77++mt89NFHSElJASCv8KxcuRJhYWF5ZkNR3aJq0aIFwsPDVdfCwsLw999/55NF\nAkEukZEB1K4NnDkjb2Pp9bIYiozMUz+cIr9F5XA4VMfCATnnlM1my/a5S5cuYdy4cRg9ejR27dqV\nmyYKBDni+PHjqF27NgwGA6pUqYJdu3Zh2LBhGDt2LGrWrIm6detiwYIFeSpuijIlS5ZUrQprNJq7\n2ppat24d3nvvPXz11VdISkrKTRMFgpwxfTrgcMjbVD17yqLmn3+ATp2AqlXlrastW/LcyThbcufg\nlkwuV3/XeDwetmnTRpVj6k45ZM6fP8+SJUtSr9cTAC0WC9euXZtHFgsEdyYtLY3BwcGqkAcOh4PX\nrl3Lb9OKzDHxWzl06BDtdjv1ej31ej3tdjsjIyOzfWb69OnKsX+TycTq1aszOTk5jywWCO6C1atv\nHBcHSLOZHDAgv60iWUiPiWfWe7c+NG63G3PmzEFUVBQef/xxdOrUKdv7R40ahYkTJ6qyBz/yyCM4\nePBgzo0WCPzI8ePH0aBBAyQnJyvXHA4Hli5dilatWuWjZYVri4rkPfnqnTlzBr/99hsAOWp65cqV\ns73fbrerfodWqxXTpk1D/8yjuAJBfjN0KDBlivpamTLApUv5Y89NFKotKpIYM2YMrFYrTCYT+vfv\nj/T0dKV8//796NOnD7p37441a9Yo1/V6PQYMGIBPPvnER9ykpKQgPDwcu3btUrayEhISVOIGgGoS\nEgjym+LFi6v+9gEgIyMDgYGBOarv/PnzaNOmDUqVKoXQ0FCcPn3aH2YWWC5evIhGjRpBr9cjMDAQ\nK1euVMoDw2naAAAgAElEQVRIYsaMGejcuTMGDx6My5cvK2VVqlTBqFGjMGrUKB9xExUVhb/++gvn\nz59X6rnVKdzj8Yi5RvBgUbq079ZTyZI5r2/hQnlbq2xZ4P335YjJuUF+LR3llNmzZ6uiuFosFo4Y\nMYKknFX85mzgkiRx8eLF2dZ35swZBgcHK8nwWrZsybS0NG7YsMEnWuyoUaP83h+B4H4YPXo0rVYr\nDQYDrVYr+/TpoyR6vBfS09NZpUoVJWmkVqtlmTJlmJKSkiO7cnlqyZP26tWrp7wfmXPAsWPHSJLD\nhg1T5ge9Xs/g4GDGx8dnW9+0adNosVjocDhosVj4888/kyQ7d+6sREK+tR2B4IEgPp6sVEnepjKZ\n5H83bcpZXX/9pd7ukiRy9Ogcm5bd2C9wAufZZ5/1ycIbEhJCkhw0aJDKHwEAH3300Wzra926tWoS\ns1gs/Oqrr0iS8+bNY6VKlVi6dGm+8847zMjI8Ht/BAJS9qc5cOAAT58+naVA8Xq9PHPmDM+dO+dT\nvm7dOk6cOJHLli1Tle3YsYOvvPIKX331Ve7duzfb9g8fPkybzaYaOwEBAdy2bVuO+lPQBY7L5aJW\nq1W9H1arlT/99BM9Hg8NBoNPWXbpMs6dO0ez2ax6xmw28+rVq0xKSmKvXr0YGBjIhx9+mBs3bvRr\nXwQCFbGx5J495PXrWZenpJBHj5KJierrCQnk99+TkyfL5Zm43eSUKeQLL5Cffio/nx2vv35D3GS+\nKlXKcXeyG/sFLg5O2bJlodfr4f43uqJGo0Hp0qUByMvzvGUvLvM+j8eDBQsWKD447du3ByD7Mdy8\nFeV0OnH48GEAwIsvvogXX3wx1/skKNpER0cjNDQU8fHxcLvd6NKlC+bNmwftvzEmEhMT0bZtWxw6\ndAgk0bp1ayxbtgwGgwEA8OSTT/qE///nn3/Qvn17JR7LvHnzsGnTJjz++ONZ2mC1WpWxkonb7b7j\nScPCitFohNFoVG0faTQaBAYGgvIXQ59nMt+/6OhoLFq0CBqNBj169ECFChUQFRUFk8mkqs9oNOLc\nuXPKSTeBINf53/+At96St5s8HmDJEuDfz0IAwIYNQLdu8v89HmD2bPnEFAAEBAADB/rW2b8/sHQp\nkJoqn7BasQLYvl0+Np4VDoccL+fmbancmmdyLJvuU1nllJiYGJYpU4aSJNFisdBut/PAgQMkyS1b\ntvhsK02fPp0ej4cdOnSg1WqlVqulJEn89NNPScrLw5knpTKfmTFjht/tFghuR4sWLXy2Qn766Sel\n/OWXX1ZtYVgsFo4dOzbbOtu2beuz0tmtW7dsn3nxxReVLV5JktixY8ccbXeRBX8FhyR/+uknSpJE\ns9lMm83G1q1b0+12k5Tfq8xEmlqtlsWKFWNMTAyPHDnCgIAAGo1GGo1GBgQE8OjRo4yJiVHNTfh3\n1ef67b5FCwT+5swZ0mJRr5xYrWRqqlyelETabOpySSL/TVKdJbGx8pbVzc/YbGR4+O2fOXeOLF6c\n1OtvtLFqVY67ld3YL3AChySvXbvGH374gTNmzGB0dLSqbP369WzatCkbNGjAWbNm0ev1cvPmzT7L\n7waDgcnJybx8+TJDQkJotVppMpn4/PPPK5OYQJAXBAYG+oiRYcOGKeWPPPKIT3mnTp1IkikpKRw2\nbBibNm3KV199VTki3qxZM59nOnTooNSZlpbG0aNHs0mTJuzduzcvXrxIj8fDH3/8kW+99RZnzpx5\nX+OgMAgckty5cyenTJnCRYsWqd6PtLQ0jhw5ko8++iifeuopxWemW7duqm1yrVbL5557jiS5aNEi\n5UuZ1WrlqvuY1AWCe2btWtLh8BU4J07I5YcPk3a7utzhIP/+Wy7fvZvs1Ils2ZL88UfS65XFyq2i\nKSCAXL/+RruRkWSXLmTTpuSkSfJz58+TH39MjhhBbt9+X90qsAInNjaWK1as4MaNG+9rsl2+fDkD\nAgJ89r8vXbpEknS73Txx4gTPnz9/X/YKBDmhadOmKn8PSZL4v//9Tynv0aOHyufDbDbz/fffp9fr\nZYsWLRTfDqPRyJo1azItLY1z5szxWc1csmSJUme3bt2UFQi9Xs+yZcsy8dY99/ugoAmcvXv3cunS\npTx58uR91dO8eXMfYdmyZUulPCEhgZGRkUxKSrqvdgSCe+bUKV8xIkk3fGbi433LLRZ55efwYVkM\n3fzcN9/IYqVBA9JolK/rdGSZMjf8d6KiZMGj0fjFoTgrCqTA2bNnDx0Oh3K6KSwsjOnp6TmqKyYm\nhna7XZlwdDodq1evnuPld4HAn5w6dUo5ySdJErt166YS9JcuXWLlypUZEBBAu93OevXqMSkpiWfO\nnFFESubLbrdzy5YtJMnvv/+eISEhrF27NufOnavUl5SUpNqWzXxu2bJlfutTQRI4I0eOpCRJyvs/\nb968HNf1zTff+AjLb7/9Nsf1CQR+ZepUOUifwyGLjRUr1OVz58qixuGQ//36a/n6yJE3RErmq2JF\nuSw+XnYwrlqVbNeOPHv2Rn1ffXVD/Ny8wuNHCqTAqV27tmoCliSJs2bNynF927dvZ7Vq1WixWNik\nSROeO3cux3UJBP4mNTWVERERjIyMpNfrZVJSEnfu3Mmz/04Wqamp3Lx5M7du3aoI/bNnz2YrcG7H\n7QTO8uXL/dafgiJw9u/f7+MbYzabmZrpl3CPeL1efvDBB3Q4HHQ4HPzwww/FFynBg8X58+TWreSV\nK/LPUVHkzp03Vl2io+UtplOnbjzz/vu3FzjZMWmSr8BxOPzanQIpcBwOh89Sb2Z6Ba/Xyz179jA8\nPDzLpd64uDieOXPmvn1pEhIS2LVrV9psNpYrV46///77fdUnENwNe/bsYfHixRkQEECz2azEeboV\nr9fLli1bZrlFdTNOp5OrVq3i8uXLlVgtPXr0UMSRwWBghQoV/LptUlAEzooVK3zmGkmSFN++69ev\nc9OmTTx48KCPUHG73Tx9+jTj4uLu2/7w8HBWrVpVcWa+fPnyfdcpENyR0aPlFZ2AAFl4RERkfV9k\npO8W1ZQpvvedPk0uXkxu2XLDR8fhILXaG899+KFfu1AgBU7r1q1V3zKtViuXLVvGjIwM5URUQEAA\nS5UqxRP/Okl5vV4OGTKERqORkiTxoYceuiu/moULF7JLly7s37+/KsBWp06dfE6v7N+/P8d9Egju\nhkqVKqk+cK1WKzds2JDlvampqRwxYgSbNWvGQYMG+eShun79Oh9++GHa7XZlvJw5c4bp6ekcM2YM\nW7ZsyQEDBvj9A7WgCJwzZ874rOCULFmS6enp3LdvH4sXL06Hw0FJkvjiiy8qIicqKopVqlShJEk0\nGo0cMWLEHVdqEhMT+e677/Lpp5/m2LFjlZW4qKgo1SEIvV7P+vXr56g/AsFdEx6uDrgHyP4zt2PP\nHvKZZ8iwMHL2bN/y33+X6wsIkMVQ376yyDl+nOzRQ35u6lT5mh8pkALn0qVLrF27Nk0mEw0GgxJF\neObMmaoJSavV8oknniApC5WbIxnrdDqVg19W3FyfRqOh3W7n6dOnSVIlbjK/IWcGARQIcgOPx+MT\nrNJsNqv8ONxu912vTr733ns0Go2qMdGxY8fcMl+hoAgckvztt99osVhosVhYsmRJ7ty5kyRZo0YN\nH6GZGRm9SZMmqqP9Vqs12y2+9PR01qlTR5lTLBaLchJu3rx5Pqc89Xq9cEQW5C6zZvkKHI2GvHkF\n+G79Xr1e3xNYVit5my9m/iS7sf/A5qIqU6YMDh48iKioKMTHx2P8+PEAgCNHjijBywDA6/XixIkT\nAIA9e/YgJSVFKfN4PNi/f3+27YwbN06pjyRSU1Mxe/ZsAHLws5vR6/UoVqzYffdNILgdWq0WFStW\nVF3T6XQICQmBx+PBoEGDYDabYTabMXDgQJ98abdy4sQJVb4qj8dT5HNM3UrPnj1x/fp1nDx5Epcv\nX1aCIUZFRanuS0tLU+aagwcPqt771NRU7Nmz57Zt7NixA2fPnkVaWhoAOaDo+vXrcfHixSznFI1G\nA7PZfN99EwhuS0iI77XMnFPHjwM1agAmE1CiBLBuXfZ1uVzATZ+9CtHR/rE1hzywAge4EaX4ZqFR\nv3591c86nQ6PPvooAOChhx6CJEmq5zOT3UVFRaFz584ICQnBq6++qiSzu/UDwuv1IiMjAwAwZcoU\nSJIErVYLi8WCihUrolevXrnSV4Egk6VLl6J48eIICAiA2WzGa6+9hjZt2uDLL7/EvHnz4Ha74Xa7\nsWDBAkX4k8SkSZPw0EMPoWbNmkpk3LCwMNWYMJvNCA0NzZd+PcgYjUaULVsWOp1Oufbwww+rsoib\nTCZlrrlVhEqShIceeggAsGDBAtSvXx/169dXsopnJUQ1Gg08Hg/atWuHunXrwmq1QqvVQpIk/N//\n/R/0t4sEKxD4g+bN5SzhZrMcpdjhAJYvB7xeoE0b4ORJeS0mPh7o3h04d05+LjYWeOYZoGJF4Mkn\nZRFjsQCVKgE3jRd4vUCDBvnTt0zya+kop3g8Hvbr148mk4lWq5VVq1ZV/GwyMjLYvn172mw2OhwO\nlihRgocOHWJCQgJLly6tLCmbTCaGhobS6/Xyv//9r0+CzoMHDyrtbdmyhWPHjuX06dOZnJzs9/4I\nBFmRlJTEXbt2KaeoSDniMaB2vG/atClJcsqUKT7Hk1euXEm3282XXnqJer2eBoOBrVu3zpO/41ye\nWvKkvePHj7Ns2bK02Ww0mUwcPny4UrZv3z4WK1aMDoeDVquVnTt3psfj4aJFi3x+D//v//0/pqam\nslKlSopfoclkYpMmTRS/nfT0dP7www/873//y/U3B0kTCHKb6Gj1KaqLF2XH41uPdi9dSmZkkA8/\nTBoMN+LelC8vR0M+epSsUEGObGwykT/8kCfmZzf2C5zAyeT8+fM8evSoTwJMj8fDHTt2cMOGDcqJ\nkZUrV/oE+jMajYyNjaXX6+WkSZNYv359hoWFcevWrblms0BwP/Tu3Vvl96HT6dizZ0+SZN26dX3E\nT2YEXVIWTLc6IOcmhUHgkHLE4sjISCUo6M1cvXqV69evZ0REhCJUWrVq5fN7aNOmDUnZr7Bnz558\n9NFHOWjQIL8GVhQI/EZqqu/RbquV3LaNPHJEfZoqU/xkhqbwesnLl9V+PLlMdmO/wK6BlitXLsvr\nWq0WjRo1Ul0zGAw+yfFIwmAwQKPRYPjw4Rg+fHiu2SoQ+IPx48dj3bp1is+YxWLBhAkTAEC1DQXI\n2x83J8osqkkz7xej0YiQrHwVAJQoUQJt27ZVXTOZTD73ZfrSlClTRtmyEggeWCwWYNIkYORI+Wet\nVt6SatxY3o66dbvV45GfAeQtqlKl8tbebNDw1k9+f1au0WSZdTevSUtLQ/369XHq1CmkpaVBkiR0\n69YNc+fOzW/TBIJ74urVq1i5ciVIomPHjggMDAQA/PXXX+jcuTNSU1Oh0WhgtVqxY8cO1KpVK1/s\nzOux/6DMNeHh4ejQoYMiQiVJwrp169CsWbN8tkwguEd27QL27JF9bdq3l8ULCfToAaxeLWcPt1iA\nJk3kLOTa/HHpzW7sFwmBAwCJiYkYP348jh07hhYtWuCtt95SORQKBAWdHTt24JdffoHBYMAbb7yB\nhx9+ON9sKaoCBwC2b9+OqVOnQqPRYMiQIWjcuHF+myQQ+A+PB/juO1kA1akDvPmmfPIqn8g1gfPy\nyy9j5cqVKFWqFA4ePHhPDT8obNiwAUeOHEFISIjPcrNAUBDwer2Ij49HsWLFHhjR7u+xX9DnmoSE\nBCxduhQulwtPPfUUKlWqlN8mCQT3jssFpKXJJ64eELIb+/e1pjRgwACsWbPmfqrIV9555x107doV\nI0eORNeuXTFixIj8NkkguCciIiJQqlQplC1bFsWKFcPatWvz26RcoSDPNXFxcahduzaGDBmCd955\nB4888gj27t2b32YJBHcPCbz/PmC3A0FB8rZUfHx+W3VH7kvghIaGonjx4v6yJdcgiWvXrqkCBEZF\nRWHGjBlISUmBy+VCSkoKpk+f7hPcSyB4UHG5XGjfvj2uXr2K9PR0JCcn49lnn8Xly5dzXOeKFSvQ\nr18/DB8+HBcuXPCjtfdHQZlr3G43YmNjVXFvJkyYgNjYWKSkpMDpdCI5ORlDhgzJRysFgntk0SJg\n2jTA7QYyMoC9e4GXX855fSkpwCefAC++CMycKcfMyQVy/RTVJ598ovw/LCwMYWFhud2kivj4eHTo\n0AH79u2D1+vFkCFDMGnSJFy5cgVGoxEul0u512g0Ii4uTiwfC3KdmJgYxMbG+gSnvBfOnj0Lt9ut\nuqbX63H48GGULl36nuubOXMmRowYgdTUVOh0OsyZMweHDh1CmTJl7vjsxo0bsXHjxntu05/k91yz\ndu1aPPfcc8jIyIAkSVi5ciWeeOIJXLhwQQkemsn9iFCB4K5xu4ETJ2QfmapV1YH47oXwcHWk4vR0\nYNu2nNWVng40bQocOyZvdy1fDkREAD/+eFeP39Ncc79n0M+cOcNHHnnkns+n+5uLFy9y4cKFXLNm\njSo2Tvfu3VW5eKxWK+fNm8ekpCQWL15cFa+iRIkSIv+LINf55JNPaDKZaLfbWbx4ce7evVtVfvbs\nWe7cufOOf4vXrl3zyZdmsVhUCWOzYtOmTezcuTM7duzIdevWKddLlSrlEyvqyy+/zFEfc2PsPyhz\nzfbt27lgwQIePnxYuXb58mVVwFAAdDgcTE1N5bx581TB/ywWC4cMGZJn9gqKKFeukLVqyXFrLBay\nQwd1bqm0NDmB5tGjd06A+dVXvsH/GjTI/pn0dHLsWLJ1a/LVV8nYWPn6+vW+easMBjIhIUfdzG7s\nFwqBs3PnTtrtdtrtdtpsNjZp0oRp/wYaKlOmjE/grTfeeIMkuWfPHlauXJlarZaVK1fm3r1788Re\nQdFl69atPtmry5Urp5QPGzaMZrOZAQEBLFGiBPft26eUeTwerlu3jgsWLFAiHE+dOpUWi4V2u52S\nJHH06NHZtr9p0yZaLBZVpN1Vq1aRJIsVK6ayS6fTcezYsTnqZ2EVOMOGDaPVaqXdbqfFYuH//vc/\nkuTff/9Nh8Ohev9sNhsjIyOViOlms5l6vZ69evWiy+XKE3sFRZgePW5EHAZkkfPFF3LZhQtklSqy\n0JAksmNHOUpxJjEx5G+/kX/8IQuh1FSyfn3SZpMD+zkc5P792bffs+eNZJ4GA1mpEpmcLNcZEKAW\nOCaTLMhyQKEXOLVq1fL5Fjt9+nSSZKNGjVTZmc1ms8+3Uq+f07cLBLdj1qxZPgJHo9EwLS2Na9eu\n9VkFqFKlCkk5g3jbtm1ps9lot9tptVr5119/kSQPHTrEX3/9lbt27VLaWb9+PR9++GGWLl2aAwcO\npNPpJEk+88wzPoK/RYsWJMm3337bJ83AoUOHctTPwihw9u3b5/O7M5lMTE5O5okTJ1TCMXOuuXr1\nqvK81+sVc40g76heXS0iADIzunmHDnKahczrkkROmSKX7dsnCxC7XRY09erJAic9nVy9mly8WI5W\nTMrX3n6bLFOGrFaNXL5cvp6UROr16rbtdnLFCjI+ngwKIrXaG+KmadM7ryLdhlwTOL169WJwcDCN\nRiPLly/PH3/88a4b9ie3bjUB4KhRo0jKk3+xYsUYEBBAm83G+vXrMzU1NU/sEghuZdOmTT4iplSp\nUiTJyZMn+2w5abVaer1ezp8/3+e5m1d+bubAgQOqD2Kz2cw+ffqQJDt16uQzVkJDQ0nKudxGjx7N\n6tWrs2HDhgwPD89xP/099h+EueaPP/7wWaWRJElZTRszZgwlSVJW06ZOnZrrNgkEt6VrV7XIsFjI\ncePksvLlfcXPyy/LZQ0aqK+bzeTttqrfeuvGKk2mUNq6Vd5uunn1KFPgZAqgU6fItm1lUdSnT463\np8hCmovqZjp06ECDwaCadFasWKGUX7lyhUuXLuXatWuZnp5Or9fLuLg4pt+8H3kTLpeL58+f98lz\nJRD4gxEjRtBisdDhcDAgIEDJf5bdCs6ECRNUf+OZPjJZ8cUXXyhJHW/2PSPllZ2bVxosFguXLl3q\n9z7mpU9MXrUXHR3ts4ITGBiomif27NnDhQsXKv456enpjIuLu+3KzdWrVxkXF5frtguKIJcu3diG\nslrJ0FDy35XcbFdwSpf2FT+38xkrVUp9n0ZDjhwpl3XuLIsqQBZaZcveSOjpRwq9wLly5QobNGhA\ng8FAvV7PMWPG3PbeU6dOsWrVqjQajTQajZw5c6aq/Ndff6XFYqHFYmGJEiUYERGRy9YLiiInT57k\nli1blISwmQwdOlTlg5PpF7Z582bVh6tOp2Pjxo2zrDvTL+fWD+JMVq9ezbCwMLZo0SJXxA1ZOAUO\nSf7++++0Wq00Go0sXbo09+zZc9t7v/vuO2WeqVKlCk+dOqWUpaWlsVOnTkr5U089JfxyBP7H5SIj\nIuRtJ4/nxvXz58nKlW/44Dz99A0fnGefVSfbtFplf5ysqFzZ11k4c5XI5ZLFTqNGZK9est9PLlDo\nBU4m169fV5yLb7ffXatWLWq1WtVqz86dO0nKe/y3fkMrUaLEbVd6BILc4MyZM1meopo8eTKNRiMN\nBgNr167N8+fPMz09nePHj2fXrl354YcfMiUlhfHx8SxfvrxyelCSJJ8tndymsAocUvaHunr1qjK/\nZDXP7Nq1SzWXaLVa1qxZUyn/z3/+47OSNjLzm69AkBe4XPIpqiNH1P4v8fGyT4zBIK+8jB4tlx8/\nTr7yiuy8nLlDsmTJjS0qvV72rYmJydNuFBmBQ8qTzccff0yLxUKDwcB+/foposftdqscjjMnlhkz\nZpAkV6xYwYCAAJ899ujo6Dzvh0CQFRkZGbx+/TpJ+W+9U6dOygep2WxmgwYNmJGRwatXr3LcuHEc\nNmwY169fn+d2FmaBk8mFCxfYsGFDarValixZkr///rtSNmPGDJ9VNI1Go2xnhYaG+vhCPfHEE3ne\nB4HgtiQmyieoSNlnJiDghmOwJJGzZ8tl4eHkO++Qn36a5+KGLGIC5+eff/aJOTFixAilvESJEqpJ\nxWazKRPT/v37fVZwzGazcEoWPJBER0fTbDb7/D1v3749v00rEgKnXr161Ol0qi9DR48eJSk7JNts\nNtXvplixYsqzr7zyisqnKvPLmEDwQPKf/9wQN5mvf/0D85vsxn7+5DfPRX7//XdVSgan04lVq1Yp\nP8+bNw+SJCEgIAA2mw3t2rVDx44dAQCPPvoo3nrrLUiSBIfDAYvFgh9//BEWiyXP+yEQ3ImMjAxo\nteohrNVqfaLmCvxPWloaDhw4oErJoNFosHXrVgDA008/jXbt2sFmsyEgIACSJGHBggXKvZ9//jnK\nly8Pu90Ou92OsmXL4ssvv8zzfggEd0Vamm86hQIwz+R6qoa8ply5ctDr9UoIe41Gowpb36FDBxw+\nfBgREREoXbo0WrRoAc1N4as///xzvPDCCzh79izq1KmDqlWr5nkfBIK7oXLlyqhZsyYOHTqE9PR0\n6PV6FC9eHA0aNMhv0wo9RqPRJ9WLRqNBUFCQ8v/Fixdj8+bNiI2NxeOPP44qVaoo9wYGBuLQoUP4\n559/QBKhoaE5TtkhEOQ6vXsDM2YAmYsHkgS89lr+2nQXaP5d4smdyrNJY55bXL58GfXq1UNiYiJI\nQq/XY8uWLahTpw4OHjyI6OhoPPLII6p8U6mpqZg4cSKOHj2Kpk2b4o033oBOp8tTuwWCnHD9+nUM\nHToUO3fuREhICKZOnYrg4GAAwIYNG7B582YEBwdjwIABMJvNeWZXXo/9/JhrZs+ejTfffBNerxd6\nvR6NGjXCunXrkJ6ejq1bt0Kj0aBp06aq933v3r2YMWMGvF4vXnvtNTRs2DBPbRYIcszmzcCoUUBy\nMtCvHzBihJzbKjVVziMVGwu0bg3kcQ647MZ+oRM4gJxgc+nSpUhPT0fHjh1RoUIFjB49GlOmTIHB\nYEBGRgZ+/vlnJTFe48aNceTIEbhcLkiShG7dumHu3Ll5brdA4C8mT56MDz74AKmpqbBYLKhZsya2\nb98Oo9GYJ+0XBYEDALt27cK2bdtQpkwZdO/eHfHx8WjcuDGuXLkCAChVqhR27NiBkiVLIiIiAq1a\ntVK20CVJwtq1a9G8efM8t1sg8AtOJ/D448CZM4DLBVgswKRJebq6U+QEzq3s27cPzZo1U/nmWCwW\nxMfHY/v27ejcuTOSkpKUMqPRiIsXL6JkyZL5Ya5A4MPGjRvxzz//IDg4GH379s1WqJCExWJBWlqa\ncs1ms+Hnn39G9+7d88LcIiNwbuWVV17BnDlzFD8og8GA/v374/vvv0fXrl2xfPly1f3t2rXD2rVr\n88NUgcAXpxOYMwe4ckVeiWnWLPv7584FXn9dnWncZgNu+jzNbbIb+4XOBycrzp49C73et6txcXFI\nS0tT+eAAsqPmzR8OAkF+MnXqVLz//vtwuVwwm82YNWsW/vnnHxgMBuUej8ejbKtmZGT4OBqTREJC\nQp7aXRQ5evSo6r3PyMjA0aNHAcgHHm4lq2sCQb7gcgGNGwOnTsn/N5uBadOAl166cQ8pOxtnunAk\nJvo6Hzud8n23fK7mB4XuFFVW1KlTR3E6zsRisaB06dJ44oknYLFYlA8Ho9GIOnXqKH4MAkF+4vV6\nMWLECKSmpsLr9SI1NRWRkZFYuXIlAODw4cOoVq0aDAYDgoODsWXLFhiNRjRr1sxnlScsj/fGiyLN\nmjVTnbq0WCzKFtSgQYNUjsSSJOH111/PcxsFgixZsgQ4fVr2qfF65X+HDr1R/uWXsnOxyQR06iT7\n4rRpoxYyRqPvtfwkVw6m/0suV39PzJ07l2azmZIk+aRgOHPmDNu3b8+qVavyhRdeUMLnu1wufvHF\nF+zbty+nTJlCt9udX+YL8pn4+Hj26dOHDz/8MLt06cILt4QdT05OZmRkpBKEz1+4XC5V5G38m1fq\np7HbKB8AACAASURBVJ9+osvlYqlSpVRldrudcXFxvHr1Kjt27EiHw8Fq1apx06ZNfrXrVjweD2fN\nmsXXX3+dU6dOLRJxcLLC6XSyffv2NJlMNJlM7NChgyoFw9y5c1m7dm3WqlVLFV06MjKSb775Jl99\n9VVu27YtP0wXPChs3Eg2bkzWrk1+8YU6xQIppzw4fvxGagV/8e23cmLNm2Pd6HRyFOMVK9RJNU0m\nOUkmSW7YIMfEcTjILl1IP8+BPkRHy3F53nqL/OefohXoj5QDoB09etQnWWZqaiqjoqLuKvWCx+Nh\ny5YtlWikkiSxe/fut02aJyi8eDwePvbYY0rqA71ez4oVKyoBINevX0+bzUa73U6LxcL58+f7tf0m\nTZr4JJM9deoUjx496hNMzuFw8K+//vJr+5k4nU6OHDmSLVu25BtvvKF8EfB6vXz++eeVIJmZYyYv\nyY+5xuVy8fDhw4y5JXqr1+tlTEwML1++fFf1HDx4UJVk1WKxcMOGDblhsuBBZ/du3+zcn34ql3k8\nZL9+sriwWsnq1cmLF/3X9uHD6raNRjnjNymLiVsTcJYp47+2b2X/frJbN7JNG/KXX25cj44mixe/\nkSj03znndhQqgeN2u/n888/TbDbTarWyRo0aPpPP3bJ7926fzM5ms5lRUVF+tlrwoHPq1CmfCNd2\nu52bN29mcnKyj8iwWCw8f/48SXLv3r2sUqUKdTodq1evzkOHDt1z+1euXGHbtm0pSRIrVqyoCJgr\nV67QZDL5pBbJSRuZZGRkcPz48Xzqqac4dOhQlYhp3bq1EjnZaDQyJCSEaWlpPHv2rE9E5cIucCIj\nI1m6dGna7XaaTCaOHj06x3X169fPJ4WMSNtQRHn3XV8hUb68XPbTT2oBoteT7drJZV4vOXasLHxM\nJnLAADInORRXr5bbs1rlBJyZyYDHj5frvdmuOnXur68nT5IvvUR26kTOmXPj+tGjcvs3i7xvv5XL\n3n9fnQX9DnNNoRI4M2fOVH0QGQwGduzY8a6edTqdvHTpEj3/Lgdu2bLFJy+V1WrlsWPHcrMLggeQ\n7FIiHDlyJMtVlD///JMJCQksXry4qiwoKEhZ+XG73fz11185adIkbt26NUe2jR07lpIk0WKx0Gq1\nctCgQXf13K5duzhlyhQuXLhQtdLZs2dPZQwZjUbWqFGDTqczy/fAbrfzn3/+YWRkpM97UNgFTo0a\nNVSixGq13tWqi9frZVxcHBMSEpRrzz77rM97V69evdw0X/Cgkl1KhDff9BU/pUvLZXPmqMWPxSKL\npUyiosipU8mZM8nY2Hu3KzFRXjGyWuV2rFbybrZS09PJBQvIKVPIvXtvXD93Tt7Sujm31cSJctno\n0aRGo+5nhQpy2eDBPu9BkRE4r7zyis9EUa5cuTs+991339FkMtFsNrNcuXI8cuQIU1NTWb58eSXX\njMFgYEhIiPDDKYJ4vV4+88wzqqSWDRs2ZEZGBhMSEnySKlosFp4+fZpbt26lw+HwEQX79++n2+1m\nmzZtaLPZaDQaKUkSp0+frrR54MABNmnShOXLl2fv3r2ZmJh4W/vCw8M5bdo0rl27VtlCdbvd/Pzz\nz9myZUv27t1blTD2l19+oSRJNJvNtNlsbNWqFd1uN+Pj41VbYZn2rl27llFRUVkKnPDwcKanp7Na\ntWrU6/UEoIyZvCSv27s5BxUAmkwmTpo0KdtnkpKS2LJlSyUjfN++fel2u7lq1SrVFzNJkjht2rQ8\n6onggeL0aTmpZeYHvCSRP/8sl02bphYxWi3ZrJlc1qOHr/jJzF5/8CBpt8v+NRYLGRhI/rvCTK+X\nnDSJrFqVrFFDvZJyKykp5Ny55HffyXZmEhVFvvgi2bKl2mcoPZ184glZDGW2/dtvctkXX8jZym+2\nNzBQLnv/fV+Bk7mKtWmTXM9NqztFRuB8/fXXqg8bnU7HVq1akSR37tzJhx9+mDabjc2bN1ecRPft\n26eaXDQaDav8q5ijo6PZvn17VqpUiV27dmVsTpSvoFCQnp7OL774gt26deNHH33ElJQUpezXX3+l\nJEl0OBy0WCz8+uuvSZLHjx/3ET9ms5nnz5/nmjVrfFY9jEYj3W43Y2Ji6HA4lBUCk8mk/B2T5PXr\n1zl+/HgOHz6ca9euzdLe1157Tfm71ul0DAoKYlxcHL1er892m81m44oVKxgXF6f4GWW+AgICuGrV\nKnq9XoaGhqq2qKpXr6440F68eJHt27dnmTJlGBYWVugFTqVKlXxWd//44w96vV6OGTOGJUqUYIkS\nJfjpp58qonPgwIEqkShJEidPnkxS/huqVasWq1evzsmTJwtfv6LMiRPkq6+SPXuSN2WoZ3q67BNj\ntcoiqFQpeZuHJN9+W96yulkUhIbKZU8+qRYMOh2ZudI7darvdtCKFTfa3LZNXgkaMyZrf58rV/4/\ne2ceV0X1/vHnLtxl5nIviAgq7oa4pbmbkoopKmqaVn41++VamqVWLpWpuZZWLqll5pbmkuaK+77v\nZoqKC4KguOGC7Pdy5/P743AHhgEEZFGY9+vFC5gzc+YM3Dnzmec8CxMmaXxiMHgwa1u9Wto3EbPa\nAMCkSbKlJpQowdouXpSPyWHdAYB165gY8/ICvv66+Agcq9UKPz8/8DwPs9mMMmXKIDQ0FPfu3ZMs\nN2k0Gvj4+EAQBCxcuFDma6NWq5UK4go54tatW9izZw9upH2zARMaPM9Dp9OB53l8/vnnAFg0TXqB\no9VqERMTg5UrV2bYFhcXh6dPn6JSpUqi7016yw/AnKId1pS0D+ClS5ciKSkpw6ishQsXQhAEvPnm\nm+JDWKPRoEyZMqL1KC4uDkOHDkWTJk3Qt29fPHz4MNO/R1EXOKdOnYLFYoHFYgHHcejXrx8EQcCc\nOXNk1hjH/8fHx0dmYe7atWuBjlvhJcduB06fZpaMmJjU7XfusOUqjmPWEpMpdUno1Vfl1p2OHVnb\na6/J27p0YW2bN6daS7RawM2NRXClZdEiqVXJsa/dzsRT+qgstZpZja5eZWNMK2LS+rGdPs18gJo3\nZxajLAR/sRE4AJvcz5w5g8OHDyM2NhYAsHHjRpk/jcFgwJ07d7B7926ZwDGbzcoblEKeIAgCAgMD\n8dNPP2H79u3i9hs3bkgehBqNBrVq1QIAbNiwIUOBY7VasWDBApkFxuJ4K0ohM4GzZMkSAMBrr70m\nWWIxGo24fPkyACZiPvnkE9StWxfdunUTnaVzSlEXOADw6NEjHDhwABcvXhS3+fr6ykRMixYtAAAB\nAQGSv7ter8eoUaMKfNwKRZSHD5kY+OUXIDQ0dfuYMfLIrD/+YG3Nm0sFiEoF9O7N2qpVkwuXMWOk\n51y4MHOB899/0uUkrZYtWTk4c4ZZpOrVA77/Xh4On02KlcDJiAMHDsgeGE5OToiJiYEgCPjggw9E\nqw/HcdiyZUthD1mhGLBr1y54eHhAq9WiUaNG4rJpQkICqlevLlppeJ7HyJEjAQAzZ86URU7p9XpZ\n3/369ZMsUbm5ueHBgwcA2HJSo0aNxO2b0pqk84jiIHAyokuXLhLnY5VKhbfffhsAy7dVqlQpmM1m\nODs7o3r16hJnYwWFfMFmAz76iFlTeB749ttUi8j+/akCRaViVhVHFKaXl9y68+mn0r7v32dLS2mX\nqNIGOqxZkxrW3awZkM3UCTkhq3u/WNSiEgSB/P396dixYxQfH08cx9Hw4cNp4sSJREQEgE6cOEF3\n7tyhevXqSSqNKygUBrGxsTRz5kwKCwsjPz8/+t///kcqlYqCg4Opfv36Yl01g8FAAQEBtHbtWsnx\ndrudpk6dSlu3bqVy5crRtGnTZJ9rALIyJVmRmJhIv//+O0VERJCvry917tw5032Lay2qS5cuUZMm\nTSghIYFUKhUZDAY6ceIEVa9enYiIoqOj6dChQ6TT6ahFixak1+sLecQKxZ7Tp4mWLiVyciIaOJDI\nx4dtHzGCaN48ltGYiGUx3raN6I03pMeHhhKNGkV06xbLcDxqVGopBwdAzrIbX7xItHIlkVbLSkVU\nrJjprsW+2CYRUXJyMi1fvpzCwsKoYcOGFBAQUNhDUlDIFQcOHKBBgwbRo0ePqF27djRv3jyKjY2l\n//u//6PTp09TxYoVacmSJVSzZs08O6fVaqUmTZpQcHAwJSQkEMdxNGrUKBo7dmyG+xdXgUPEat+t\nXr2aiIh69OihvDApvJwkJzOxsnIlqxI+bRpRt25EgYFEw4ezgppvv000cyYr0ZBXHD/Oyj0kJBCp\n1UQ8z0TYK69kuLsicBQUCpDDhw9Tnz596P79+9SkSRP666+/qGTJkkRE9PTpU5o+fTqFhISQn58f\n9evXL0dWlIwQBIHq1KlDwcHBlJycTCqVilxdXenatWtUokSJvLgk2rx5M/Xs2ZNiY2PFbVqtlhIS\nEjIsZFucBY6CQoEgCESjRxP98QezdHz9NdGwYantx48TLVjA2j75hOjVV5//nKdOsSrjDquO0UjU\nuzfR/PnP37eDli2JDhxI/V2tJvrgA6LFizPcvdhXE1dQKCjCw8Opffv2ohDYt28fdezYkY4fP06J\niYnUqFEjCg0NJavVShs3bqRz587RnDlznuucd+/epevXr4sFZQFQcnIynTx5ktq1a5fj/hITE+nA\ngQNks9nojTfeILPZTDExMRkKsaSkpAwFjoKCQj4zZQqr9u0QG998Q+TpSdSjB9G+fWy5yNH2119E\nhw4Rvfba851z82ZmWXGQkEC0dm3uBU5YGNG//xKVLs0qmatURNHR0n0EgejJk1x1XyyqiSsoFBQH\nDx6U/G6z2ej06dMUHx9Pu3btosjISLJarUREFB8fT/Pnz6ekpCQiYsIkPDycbt++nSNrBMdxJAiC\nZJsgCGQymTI9JioqiubNm0czZsygkJAQcXt0dDTVrVuX3nnnHerVqxd5e3tTeHg4tWjRQjImnU5H\njRo1Ip7nsz1OBQWFPGTNmlQBQ8R+TlkapfHjpW1xcWyJyUFCAtG1a6wieE5wdma+OmnhuKyPOXaM\nVSJftozIZkvdHhhIVLMm87F5802ivn2Zr06vXtI+OY6oZ8+cjdNBnrs0pyGfu1dQeOHYtGlThhF7\nycnJWLNmDZydnWXh3zExMXj69CmaNm0Ko9EIg8GADh06ICkpSew3LCwMs2bNwpw5czIs4vjpp5+K\n6Q44joOvr2+mWbcjIyPh4eEBo9Eo5uc5ffo0AOCLL76QJPvTaDTo3LkzAODkyZOoWbMm3Nzc0KlT\np2KdB0dBodBp0UKeY6Z/f9bWsKE8AirlPsbevSyzscnEwrhXrZL2u307MG0aS6iXPl1KVBQrsunI\nQsxx8uPT8scfbB8nJxbB1bQpi+oSBGkeHCLWvm8faxs3juX1KVsWSJfnKz1Z3fuKwFFQyEOsVisa\nNWoEjuOgUqnAcRymT58OgBXHLFGihBhGbDAY8GZKtd6BAwdKwr+NRiO+S6kifP78ebGoo8FggJub\nm6T0AsDy7axcuRLDhg3D3LlzJeIoPUOHDpXlyWmWkvK9c+fOsjwuNWvWzPHfQRE4Cgr5zMmTTBRo\nNExAuLik5r9Jn5+G44DAQFZuwdlZKiyMRlYbCmBlEng+VZC8/75c5Ny/zzIRf/EFcPBg5uMTBGke\nHCImatavZ0kK02deNpmAlFxdOUEROM/g4cOH2LVrF86cOaMk+FN4bhITEzF//nyMGzdOVkrhypUr\naNWqFapUqYI+ffqIySjr1q0rExbt2rUDALRp00aSW0Wj0aBfv36Sfu0ZJMkKCQlBo0aNYDabUa9e\nPQQHBwMAevToITuXt7c3AODHH3+UJBI0GAz46KOPcvw3UAROxly6dAk7duxAZEZp7xUUckpwMBMb\nP/yQWl/KwW+/AdWrs6rfDitLcLDccmKxALt2MeGi00nbOA44fz61T0HIOCHfwoXMsuPqyoqCWq3s\nK33hUJ5PTTJYvnzW58omisDJgrNnz4op13meR9euXTN8WCgo5Cc9evSQWFX0er1Y1iEj8dMxJdV6\nUFAQKleuDJVKhdKlS+PIkSMAmMgqW7asWJZBpVKhVKlSiI2NxcqVK2XlBL5MqTycnJyMXr16wcnJ\nCTqdDn5+fqIIywmKwJEzatQoGI1GsbyDklBUocCJjpaXTzAaWU2rK1cyFj/79rFjp09nx2o0QEAA\n4JgXtm2TW4sclcwbNZJaajiOnQcALl0CypRhfer1TCTlAkXgZIG3t7fkwcHzPFauXFnYw1IoZty9\nexeVKlWC2WyGyWRC7dq1xRpQ48ePlwmShQsXIjExEaVKlZJ8fp2dnREVFSUua6VtM5vNOHbsGADg\nhx9+gNlshtFoRP/+/WG1WiXjiY6OztLH5lkoAkfKqVOnZCU2eJ7P1E9KQSHf+OsvJmosFvZ92jS2\n3WplgiNtYU4XF+DRI1aAM62I0evZ8hXACoOm9/epWJG13bsHvPEGswx5ejIxlBa7ndXRSinamxuy\nuveLVXzn9evXKSIigqpXr06enp5ERBQRESHZJzExURJVoqBQEHh4eNDFixfp1KlTpNFoqFGjRuSU\nEq0wZswYevDgAS1evJjUajV98cUX1KdPH7p69aqY0diBWq2m8+fPU+XKlcmWNmKBWESXxWIhIqKR\nI0fSyJEjMx2P2WzO4yssPlitVjpz5gypVCqqV68e6XQ6unHjBmnSZXdNTk6mx48fizmSFBQKhJ49\niXx9iYKDiSpVIqpalW13ciLav58l87tyhcjLi0VquboS7doljcpKSiLavZv9XKIEy7WTkqaCiIhS\n5hkqVUqa0yY9ajULbc8vci2bnlNZFTTfffedxDy8OaUMfYMGDSTVlXmeR2BgYCGPVkHh2Tx48EBW\nl4rjOASl1JLp27evGFnF8zzee++9AvMxK+h7/0WZax49egQfHx84OzuL9aYeP36Mixcvyiw4JUuW\nVJbDFV4Opk5lVpu0VpratVlbZCTg7s6sNGo1s/Ts3VtgQ8vq3n+uWWHbtm2oVq0aqlatiu+//z5H\nJy5Izp8/L5tcOI5DUlISbty4gfLly4Pneeh0OrGooYJCTklISMC4cePQsWNHjB07FgkJCfl+zokT\nJ4LjOBiNRvA8j4FpCt0JgoBVq1ZhzJgxWL58eYE+TPP63n9Z5poBAwZIwux1Oh0GDRoEAJg/fz70\nej14noerqytOnjxZyKNVeGm5cIFV/e7eXb7skx88fQq88gpzEuY49j1luRsAW4qaPh347jtWRbwA\nyReBk5ycjCpVqiA0NBRWqxV16tTBpUuXsn3igmT9+vUwm80SgWM0GnErxevcZrMhJCQEUVFRhTxS\nhZcVu92OFi1awGg0itFHvr6+eS4qnjx5gsOHD+OKw1EPwKFDhzB37lzs2LHjhYkCzMt7/2Waa15/\n/XWZQ3jz5s3F9ujoaFy7dg2Jz+FzoFDMuXiRCQyHrwzHAX//nffnuX4dOHyY+eAAzKl4+XJg/nzg\nxo28P18uyerez3Um45MnT1LVqlWpYsWK5OTkRD169KCNGzfmtrt8pUaNGjJ/BL1eTx4eHkTEaupU\nrlyZ3NzcMu3DbrfTxo0bacGCBXTp0qV8Ha/Cy8eVK1fo1KlTlJCSxjwxMZHOnj1Lly9fFvexWq2U\nmJiY63OcOXOGKlSoQAEBAVS3bl0aNGgQAaDmzZvT4MGDqW3bts9d1yo9y5cvp1atWlGnTp3ozJkz\nedp3dnmZ5ppGjRqRwWAQfzcYDNS4cWPxd7PZTFWrVs2yivjt27dp8eLFtHLlSkntLwUFIiKaM4f5\nwzgyi8fHE02YIN0nNpaVOMgtI0cS1a5NFBBAVKEC0ZEjrOhlr16s4nilSrnvOyOio4kGDyZq3pwV\n8oyLy5Nuc+1kfPv2bSpXrpz4u5eXF504cUK23/jx48WfW7ZsSS1btsztKTMlMDCQxo8fT1arlQYN\nGkQff/yxZKL39vamWbNm0WeffUZarZY0Gg0FBgZmu4aO3W6ntm3b0smTJ8WU+MuWLaO33347z69F\n4eXEZrORWi19X1CpVJScnEyCINDHH39MixcvJgAUEBBAq1evljwIs0O3bt0oOk2dlmXLltFbb71F\n7dq1o+joaBo0aBAdO3aMKlasSL///ju9kkn13ezy66+/0pdffik6Mu/bt4+OHz9OtWrVku27f/9+\n2r9//3OdLzNelLkmMTGRRowYQbt376ayZcvSnDlzyMfHR7LP5MmT6cyZM3T69GkiImrYsCFNnDgx\n2+f477//yNfXlwRBIJVKRe7u7nT27FlycXHJ02tReImxWlPFjQPHC/y1a0Tt2hGFhzOn4SVLiN59\nN2f9Hz5MNG8eK+fgqDvVpQvR/fusVtShQ0yEPH7MqolPmSIv35ATbDYmbK5dY87LZ86wop6HDrHz\npSNHc01uzUJr165Ff0daaADLli3DkCFDsm06yiv27t0rC6Gdl0lq58ePH+Py5cuIi4vL0TnWrl0r\nS79vsVjyYvgKRQSbzYYaNWrAyclJ9L3w8fGB1WrFzJkzZcnzhg0blqP+BUGQOMNTSq6cmTNnQhAE\nNG3aVPT9UKvVKFmyJB45TMvPYO7cufD09ETJkiUxevRocVmtcuXKsuWW4cOHZ6vPvLz3X5S5pmvX\nruISpEqlgouLC+7evSvbTxAE3LhxA6GhoTleMmzatKnk763T6TBmzJi8ugSFosDRo/K8M7/8wtoq\nV5aGeRuNwOXLOet/4UK2BJbWoVitBuLjgaAg+bkHD85evw8fAh06sNBzb28gJWcXTp6U598xGoFr\n17LVbVb3fq6XqMqWLSsJsY6IiCAvL6/cdpdrFixYIAmVjY+Pp19//TXDfV1cXMjHx4e4LIqDBQUF\n0dSpU2nWrFn08OFDIiK6d+8e2e12yX4xMTGyAocKxRetVksHDx6kd999l2rWrEndunWjw4cPk5OT\nE+3evVvyGU1MTKQ9e/aIv2/fvp0mTJhAS5YsESuCp0elUlHlypVl56xVqxY9evSIzpw5IxbxFASB\nrFYrHT58+JnjXrNmDY0YMYLu3r1LUVFRNHv2bJo6dWqm+yMHRUDzihdhrrHZbLRp0yZxCRIA2Ww2\n2rVrl2xflUpFlSpVoooVK2a6ZCgIAq1atYomTpxI69evF/+ud+/elexntVopPDw8j69G4aWmaVOi\njRvZ99deI/rxR6JPPmHLUuHhUuuORkOUYk2kmBhWfXzSJKKTJzPvv2ZNuYWoVCkio5FowwZmZXEQ\nH88qlWeHTp1YuPmTJ0RXrxL5+8vH60Clynh7Tsme9JJjs9lQuXJlhIaGIikpqdAc//r06SNJY09E\naNCgQZbHhISEYObMmZg3b57EsXjfvn3gOA5arRZ6vR6enp64d+8e/v33X8kbuEajeeY5FBQcfPrp\np6Jlh1IsLI5MxBMmTBDrVvE8Dz8/v0yTv124cAElS5YU61KNHj0aAPD06VNJ/5SS8G/nzp3isYIg\nYOPGjfjxxx8l5SO6desms9LUTgn/nDdvnuRzz/M8zmczlXpe3vsvwlyTnJwsq99lMpmwKotCg4Ig\nIDAwENOmTcOmTZtEa44gCHjvvffA87z4fx+c8hY8YMAAGAwGiUV6xYoV+XptCkUEu11e+4nngT17\nWBRUlSqs3RHKvWZN5n1NmsTCwp2dWfmFU6fY9p9+kpdzcHeXHvvgAfDrr8Ds2cDNm2xbfDzLgJz2\nOJMJ+PNPlmCwZs3UMHSDgRXlzGaARlb3/nPNClu3boW3tzeqVKmCKVOm5OjEecX58+fFXB+OCcGR\n4yYjTp8+DZPJBL1eD6PRCA8PD9y5cwcAUKtWLckEptVq8e233wIAVqxYAZ7noVar8dprr+H27dv5\nfm0KRYOoqChUqFABzs7OMJlMcHNzQ0hICOLj42XCxGQyYW9KDonk5GSsXr0aP//8M44ePQqAhaKf\nP39eVstowIABohgxGAx49dVXJQU3P/zwQzEVAs/zYjqEAQMGyJa+fH19xeP+/PNPtGzZEh07dsQp\nxySXDfL63n8R5prhw4eLf2OdTofy5csjJiYm0/0dFd6dnJwkIfxBQUGytBV6vR63bt1CXFwc3nrr\nLWg0Guh0Onz77bcvTGScwkvAqlVMxJhMTNz06MHqR82ZIxc/pUunHhcRAcydy+pXPXjAtt29y0K+\n07p03LvHBI2j/ALHMTHj4NYt1m40MqHi7MzqSyUny4WRyQRs2MCOe/wY+Ogj4PXXgWHDUstAZIN8\nEzjPc+K85Pz58+jTpw/+97//iQ+H0NBQbNq0CefOnZPs26xZM5mIGTp0KADAy8tL9jbryGEBsDev\n9CntFRSyQ0xMDP755x+sXr1atBrev39flqjPbDZj3bp1sNvtaNu2LUwmE3Q6HTiOw9y5cyV93rlz\nB0FBQUhMTITdbseCBQvQu3dvTJgwQVI/KqMkc3q9Hnfu3MGNGzfg4uICrVYLtVoNnudx/Pjx577e\ngrr3C/J8giBg/vz56NatGz7//HNERUXBbrfj8OHDCAwMxP3798V9w8PDJZYYIpaa4tq1azh8+LAs\nbYXJZMLFixfF4202myJsFHLH5cvAsmXMcuP4DE2alLEFBWB+NWYzEyRGI1CyZGp1cQCw2VifDmtM\nZCSrNfV//wekNyYMGiStPaVSAa1bs7YffmCCSKVi56lfn1lvnpMiL3DSs2bNGnAcJ2YtdhQSBIBq\n1arJRMx7770HgL1xOZwIHdag7du3F8o1KBR9BEFAjRo1JEsfzs7OiIyMxI4dO2SO7TqdDjabDQAr\n3KjX6+Hs7IxSpUpJHo7pOXjwICwWi2wJy3FMREQEJk+ejO+++y7LfnJCURQ46UlOToa/vz9MJhPM\nZjMsFgvOnDkDADh37lyGtcCOHz+Op0+fws3NTVxaV6vVKFu2rMTipqCQp5w8Ka8l9c47rM3fX+qY\nrNEA/fqxtjt3UhP8GQzsmKzqp3XpIq9LVatWavu2bcA33zBrUR4lQi1WAicpKUkiUhxCxTHx1sDn\nxwAAIABJREFUjBgxQhZ15SiumZSUhP79+8NsNsPd3R0LFiwo8PErFC8iIyPh6+sLnufxyiuviNaT\nv/76S/aA1Gq1iI6Oxq5duyTLsiqVCt7e3pJ+BUEQLQCPHz+Gi4uLZH8PD498TTZXHATOkiVLJP8H\nIoKPjw8AID4+Hu7u7hL/QDc3N7GAalBQEGrVqgWO41C/fn1cv369wMevUMxYt44V0zSZmFBxWHnr\n1pWLkoAA1tahg7wa+G+/SftNa2lcvFgeZfX11/l6WcVK4ERGRspMw2azGf/88w8AwGq1ol+/fjAa\njXB2dsbUqVMLfIwKLzd3797FlStX8nW58saNGzLH9ho1agAAfv75Z0k5AEc7wJY2+vfvD51OB71e\njxEjRkAQBJw5cwaVKlWCVquFj48PLuc0dDSHFAeBM27cOFmAg8lh9gdbGqxevTqcnJzg7e2N/wo4\nhb3CS47NBly5wqwo+cnYsXJR8vvvrK1sWbn4cVh3Ll8GqlVjTstly7LwdUEAxo9Ptfj078+uIx8p\nVgInOTkZJUuWlFlwrl69WuBjUShaCIKAzz77TKwnVK5cOdzIx5Tlu3btgoeHB7RaLRo0aICIlHXx\nwMBAmeWgYsWKAICxY8dmOy9UXnLlyhU0adIEpUqVgr+/f7EQOJs3b5b8HzQaDZo1a1bg41AogoSH\nA5UqMaGg1wMDB0otJXmJzQZ8/DE7j9HIlpAc52rVSuq7YzQCs2Yx3xlPT+nSlrMzUBDljubNA8qX\nB7y8gB9+KF4CB2CRUm5ubuA4DgaDAcuXLwcAHD16FIMHD8YXX3yBkJCQQhmbwsvL+vXrJQ80tVqN\nhg0biu2bN29G7dq1UbVqVUyZMiXfilsKgoD+/fvDaDTCYrHAxcUFp0+fBgDUq1dP5mPWvn37PD13\ndHS05NqePHmCkiVLitYMh09RQVJYc83XX38NJycnGI1GeHt7IyIiAjabDb/88gv69euHX375RfSb\nUlDINr6+UmHB80CKKwUSEpgzb6VKQOPGQIr7Rb4QFsasM2YzG8ObbzJxc/WqPBmgxQLs3p1357bZ\ngPRRiitXyqxNxU7gAMxUHx4ejvj4eADA9u3bxTdbtVoNs9mMa9nMlAgwy9DMmTPRpUsXjBw5EtHR\n0fk1dIUXlO+++062JMFxHADmyJvecjJ58mTxWEEQcOfOHTxwhGDmkOTkZEREREjCki9fvoxDhw7h\n8ePH4rYOHTpIxqjRaNDPYVJ+Ti5fvowKFSpAq9WC4zhx2Xf37t2yqKDiInAAlofo1q1bsNvtEAQB\nHTt2FD8LHMchICAgRxFRN2/exMcff4zu3btj9erV+ThyhRcWV1f50tCoUazt3XfZ8o9ju8nEhIiD\npCT2e26deOPiWBSVw5k4Lo4tP/37b2pumocP5WHfHJd3lcR//pn1r9UyHyFHxvD27WV/l2IpcNLz\n2muvSSZflUqFTz75JNvH9+7dW5y09Ho9qlevrlQELmb89ddfsqWhmjVrAgAGDhwoe8BXrlwZAAsR\n9/X1hV6vh06nw9tvvy17q09OTs70IXj9+nVUqFABRqMROp0O33//faZjDA4OhsVigdFoBMdxcHd3\nx61bt8T2zM4RExODmzdvZmptEAQB5cqVk4gnjuNw7do1HDt2TPZ3KU4CJy1XrlyRheRzHJdtn6fI\nyEi4urpCo9GIx86cOTOfR63wwlG/vnT5h+dZCQVBkDr9OpaNHLlo9u9n1haOY1/r18v7zioKat48\nJiyMRrYEFRSU+b4TJrBzGAxsfB9+mNomCBkvqQkCCzPP6kVv3z6plUarZRYtAHjvPenfpagLnAcP\nHqBv3754/fXXMWLECCRkolq9vb1lE/AHH3wg208QBNy8eRNhYWHiwyA6OvqZmWIVij52ux3dunUD\nz/OwWCwoUaKEmNl32LBhsoR5DqfggQMHSvLdcBwnipT4+Hh06dIFGo0Ger0e48ePl4mQWrVqSfrm\nOA4HDx4U248dO4bff/9dzAF1+/Zt/Pbbb1iwYIGYc+eff/4RH5xNmzaV1FCaPXu2mGvH09Mzw1Dx\nhw8fyhybnZ2dsXr1atjtdrRq1Up8sDvETkFSEOfbsWMH2rRpg9atW2Pr1q0Z7vPvv//KwvudnZ1x\n9uxZ2b4JCQkIDg6WWOCmT58um2vc02eKVSj6XL7M8tFYLEw8BAQwYSIIGWcrXryYWVrMZrlVxZEU\n9ORJttykUgHlygHpP5P//ivvu3z51Pb4eGD1amDRotScOPv3M5+cwEA2toQEllzQyYn1lcaKjeho\noEkTJoh0OrZfRmJryhR5zh6jkbUFBTGLlVrNrqMoL1HFx8ejcuXK4oRgNBrRtm3bDN9Sp06dKltC\n2LVrl2SfhIQE+Pn5wWAwwGg0olmzZoiNjUVUVJRscjebzQgMDMzX61N48RAEAefOncP+/fvx5MkT\ncXtISAjMZrMoRIxGIzakZOmsXbu2TFwHpIRhDhw4UJaaP336f8fbvONLr9djxowZAFI/1xzHgef5\nDK2SFy5ckKRO0Gq1aNy4MQDmr5be4uBwWE6LzWaTRSfyPI9Dhw4BYNGJc+fOxaeffoply5YVOYGz\na9cuWY6sLVu2yPZLSkpCxYoVxf+ZRqNBhQoVZNbeo0ePwmKxiFnV58+fDwCYNGmS7P/t4uKSr9em\n8IISHc0ExNmzUmvIpEmpFg4nJyZWoqOBixeZo29aYWCxAHv3Ak+esJ/Ttrm6SjMGL1ok96vRaJhw\niokBfHxSMySbTEwwpeeTT6QiieOYKAKADz5ILcfgaMvIOrlkiXwc5cqltl+9ykLPR44ELlwougIn\no7V/vV6fYYVfu92OSZMmoWLFiqhWrRr+/vtv2T6jRo2STOIGgwGfffYZBEFAixYtxLdwjUYDDw8P\nyQNOQeH69esYOnQo+vXrh3379onb3377bUkyP71eLyafrFixokz8fJjW1AugTJkyknaTyYT169cj\nKipKlgnZaDTKLDDz5s2T5YZSq9VITk7GggULZAJHrVZnuPy6fPlycBwHk8kEnufxwQcfZLrkVdQE\nTvv27WX/p5YtW2a4761bt+Dv74+yZcuibdu2kiVCgC1Hurq6yv5vly9fRnBwsKz0zOeff56v16bw\nErJ6Ncsk/PXXqZFLjx9LfXMclo+QEODYMbl1x2yWWnH27ZMLC7OZiasffpCKEyKgTh35uCpXlvsO\nOVZKvL3lbd27y/uwWtmSlMnEBBvPM6GXCUVW4OzZs0eWDE2v1+PevXsQBAE///wzGjZsiLZt24qJ\n/rKiZcuWsknM8aYbExOD/v37o3r16ggICEBYWqcuBYUsuH37NsqWLQuz2QxnZ2fUqFFDdFJv3Lix\n5POm0+kwZswYyfGHDh2CyWSCxWIBz/Po3r07BEFAcHCwbDnEYrFgz549kuPXrFmT4bIJwF4S0vvP\nuLq6ZipcLl68iGXLlmHfvn1ZOs4WB4HTqlUrAKxkRo8ePVCvXj0MGTIEcWlr92TA3bt3M8zVtXbt\nWgDAiRMn0Lx5c9SsWRPjx4/PtPiqgoKMhQuZqLFY2HdHnreQEPnyk14vLckgCCxvDc+nLo05Mvl/\n+qlcnHh4yM/fpIl0Hycn4KuvWFuHDtKlJ4MBSDfXiSQnA1u3AsuXSx2oM6DICpz4+HhUqVJFskTl\n7+8PgCXhSl8JOTg4GAAzIw8ZMgReXl6oWbOm6LswePBgyRuxTqdDnz598vUaFIoHsbGx2LVrF/bt\n2ydJyX/27FmYTCZxialixYp49OiR7Pg7d+4gMDAQx48fF4VFYmKiLOeTyWSSRWrZbDY0b94cJpNJ\nXH51ZO8WBAH9+vUDx3Ewm83geV6ydGu1WjF9+nS8++67mDx5crYd64uawNm9e7dkPjEajdiyZQti\nY2NRvnx5cQ4yGAxo1aqV+D+6ePEimjRpgjJlyqBbt2549OgRbDabTFRyHId///03X69BoZgQEsJ8\nYtI7tn/+ORMtRiP7nlmG4dOnWY2ptOJnwwZ5qYcePeTHnjnDLC+Oc3h5pVqYbt5kjstmM7PMvPqq\nNAz86lUW/t67N5DOfSQriqzAAVil5v79+6N58+YYNWqU6GTs7u4umUA0Gg3Gjx8PAGIm47STy4UL\nF/DkyRPUqFEDzs7OcHZ2xiuvvCI6aSoo5Bfh4eFYsGABli1bhpiYGCQmJmLw4MHw8vJCnTp1JA7F\n6fnvv/9Qvnx5qFQquLu748CBAwCYT9Cvv/6KpUuXIjY2FjabDatWrcLs2bMzdHg9ffo0AgMDcfv2\nbXGbIAho3769eK8YjUa88cYb2crvU9QEDsD8cPz9/dGmTRts27YNALBz585Ml8mjoqLg6uoqRp7p\ndDo0btwYgiCIyRodEW9jx47N9/ErKGDvXhYp5VjyCQpiVhcvLxahlJXbxeTJzDlYowHatgWePmVW\nn23bgF9+Se0zNJRFdS1aJO/v6VNgxw62HJa29tq1a0z0OCKkOA7IwI0kI4q0wMkMDw8PyaSj1Wox\nceJEAMiwxo+jZENSUhKOHDmCw4cPK2HgCoXCBx98IBPgacOMHzx4gMOHD0uWSdNahY4ePQqe52E0\nGsHzPKpUqZIrf7Hr16/LfHd4nse5c+eeeWxRFDgZkdEyuU6nw/3797FhwwaZ+NHpdHj48CEAZpXb\nvXs3rly5UihjVyjm3L/PlqIcokKnA5o3T20XBODSJZYDx2FpsdulFcAHDkwty8BxwLhxuRvL8OGy\n8G+k1HV7Flnd+2oqoowaNYo4jiMiIrVaTRzH0fvvv09ERAaDQbKvRqMR99XpdPT6669Ts2bNSK/X\nF+ygFYok586do23bttHt27eztf/atWspISFB/N1ms1FgYCAREe3cuZMqVqxIAQEB5OPjQ1OnTiUi\n9rl1MGjQIIqLi6OEhASKi4ujiIgImjt3bo7HnZSURBqNRrJNrVaT1WrNcV9Flddff53KlCkj/v2N\nRiO1a9eO3N3dieM4YvNvKoIgiPOKp6cntW7dmry9vQt83ApFkLg4ot27iQ4cIMrOPXrgAJEgMDlB\nxI45fpwoJoZt79mTqH59onbtiCpVIgoOJlKriZyc2P6XLhEtX87Om5hIFB9PNHUq0YMHOR97YmLq\nOBzkxTyTO7mVPfK5+2eybNkytG/fHr169ZK8Jf3xxx/ierqTkxM8PT2VpSiFfGHw4MHgOE50EN7u\ncNoD841ZsWIFfv75Z5w4cULcnlGEzdy5c2G1WmXOwkajERcuXJCcs3Tp0jKH2CFDhmQ5TocTfY0a\nNfDWW2+JJQccxSIpxdJZqVKlbFk2C/reL8y55vHjx/jss8/Qpk0bTJgwQSzCarVaUa9ePdGhmOd5\nfPbZZ4U2ToUizK1bqSUVnJ2BWrXYcpCD0FC2jDR/PstCDABbtsjDyrVaIDGRlURIG1GlUsmjpvbt\nk4eem0xy35/0HDsGvPEGULs2y3ljtzMrUfqCn1OmZOvSs7r3i5zAOXnyJP7++2/RoTgztm/fjsGD\nB2Ps2LG4f/9+AY1OoThx8OBBmTOp2WyGIAiw2Wzw9fUFz/Nikr1FixYBYGHdaQV46dKl8ejRI0RG\nRmYYfeMomeDggw8+kOXW2bRpU6bjFAQBzZo1k6RBKFOmDGJiYvDgwQN0794dVapUQefOnRHpSBr2\nDIq6wImNjcXmzZuxadMmPE37IElHfHw8pk2bhoEDB2LZsmU5KtmgoJBtunaVRijp9cCIEazt7Fkm\nPBzLSJ6erPRBYiITGY7Qco4DvviCHTNunDxqymSSnvPhQ3noealSrN/MuHhRKpw4LjXKats2oF49\ntjT1ww/ZLi5abATO8OHDwXEcnJ2dwXEcFi9eLLYlJiZi1qxZGDJkCFasWKFMNAr5ztKlS2UWF61W\ni5iYGGzYsCFDa4zjcxkYGIiPPvoI3377rRgVZbPZYLFYZMdcunRJct7Y2Fh07twZGo0GRqMRP/74\nY5bjvHPnjiyfjtlsfq5M3UVZ4Ny7dw/ly5cXgxHKli0rEX6XLl3CqFGjMGrUqGyXaFBQeC5q1pQL\nko4dWZuvr9xKM3Qoa4uNZZaSAQNYSLbjubhmjVSIqNVAgwby8x47BpQpwyw8VapkXdoBAMaPZ32l\nHU/Jks916cVC4Jw7d06WsMxgMCAuLg42mw1NmjQRHSYVU7FCQZDRZ7Js2bIA2DJpeuuOWq2WOAtn\nxIEDB8QHq16vx+zZswEAQUFBmDRpEn766SfRIuko/vgsMsrU7ezsLKZPyA1FWeD07dtXUk5Bq9Wi\nV69eAFjYP8/zUKlUUKlU4HleCf9WyH/695dnCXbUrKtWTS5+3n036/4EgYkeg4EtY5UpA1y/zrav\nWsUsPGvWpAqibERWAmCRWOlraXl65vqygWIicDZv3iyLWOA4Djdv3sTevXtlb8tOTk5ZmpYVFPKC\nX3/9FXq9HhzHoVSpUmLtquDgYIn40Wq1aJDRG1IGPH36FP/9958oZByVzB31rNzd3bNcSjpy5AiG\nDBmCkSNHIjQ0FADwzjvvSIrJ1qxZ85liKyuKssBp0aKFzMepSZMmAIBOnTrJ2rp06VJgY1Mopjx9\nCjRrllrnqVs3wFE494sv5OUTli/PXr/h4cCFC2zZSRCA999nlh2Vin3v1y/zY2025vczYAAwdy5L\n3hcezvx2HFYcjgPmzHmuSy8WAufmzZuyt+WSJUvCarVmKH7SlnS4d+8etmzZgqNHjypLVwp5TkxM\nDMLCwmSVurds2QJ3d3dotVo0bdoUd+7cQXJyMv7++2/MmDEDx44dy1b/9erVky2DjXCsv6dj69at\noiVTrVbDYrHgxo0bsNlsmDZtGjp37oyRI0c+t/gvygJn3LhxkvB5o9GI0aNHA8hY/DgyHgOsGOfm\nzZsRHh5eYONVKCY4KnWn9ylNSmKVvvV6JkomTWL7RkSwnDjz52dd3dvBlSvybMgGA3NgzmgsHTqk\nOg5zHNClC9seEsKEUdeu2c51kxXFQuAAwPr168FxHPR6PUqVKiWWZ0ifcMvJyQl169aFIAg4ceIE\nzGazGOXSuXPnbCUyU1DIa+x2O/z9/cUCjBzHYd68eWL7uXPnUL9+fXh4eKBbt25iFepKlSrJHqqZ\nZeB+9dVXZctiw4YNy/NrKcoCx2q14p133oFWq4WTkxO6dOkiWrsWLlwoK+rr8AUcOnSomDGa4zhs\n3ry5wMasoCDh4kXmIGw0si93dxaJBTAR8v33rMBlxYrAggVs+4kTcqdiZ2dWhTyj/tNGRRGx81y7\nlueXUmwEDsAcMe/fvy8TKUFBQWjYsCE8PDzQsWNH0XEz/cOB53lZNWcFhYJgx44dsqVUnU6H5ORk\n3LlzR2KF1Ol0aNasGQDgyy+/lCUGzOzhWaVKFZkY6peVmTmXFGWB4+Dp06cyS5cgCJg5cybKlSuH\ncuXKYdasWRAEAceOHZP5XPE8r9SZUigc/P2lifU0GraUBACzZ8tDttesYQ7J7u6px6lUzH8mpXqA\nhFOn5CHoJhPw3395filZ3ftaKmJotVpyd3eXba9ZsyadPHlStj0yMlLye1JSEoWGhubb+BQUMiMq\nKopUKpVkmyAIFB8fTwcPHpQkjbNarXTixAmKjY2lKVOmUFxcHK1YsYJ0Oh1NnDiROnbsSFarlbZt\n20ZPnz6lFi1aUPny5en//u//6Pvvv6f4+HgiIuI4jnr27Fmg11lUcHZ2lm1TqVQ0dOhQGjp0qGR7\nWFgYqdXSvKo2m42io6OpRIkS+TpOBQUZ9+6RJLGe3U7keBYuXcqS9jmIjyf680+i7t2JDh0ieu89\nouvXiby9iVavJjIYiMLCiA4eJHJxIWrfnqhWLSJXV3as3U6k1RK5uxP5+BToZRY5gZNTatWqRefO\nnSO73U5ELCNs/fr1C3lUCsWRpk2bip9DIpZh29vbm5ydnYnneVlWXCL2eXVycqJ58+bRvHnzxO2J\niYn0+uuv07Vr18RtO3bsoG+++YYEQaDFixeTwWCgyZMnk5+fX/5emAK9+uqrlJycLNnm6upKrq6u\nhTQihWJNx45EV6+mChmOI+rcmf2cXrirVERmM/u5WjWic+ek7QcPEnXowPYjIqpenejwYfbVty/L\neFy7NtHChURpMq4XCHluL8qm6aggEAQBv//+O7p164Zhw4bJqiwDQFhYGCpVqgSj0QgnJyeMy20t\nDQWFPGDnzp0oVaoUNBoN6tevj4iUir5JSUmoU6eOJCvu12mqAafPLjx37lxZHSlvb+8Cu46CvvcL\ne665d+8ehg4dim7dumHRokUZBiv88ccfom+Vu7u7Ej6uUHjYbCy0XKdjjsJff50a8n3kSOoSlVrN\nlpYcubbsdmmRTACoXFm6FMVxwO+/F9ilZHXvF2mB8+WXX0oywnp5eSE6Olq2X3JyMsLDwzNsU1Ao\nDDJ6QMbFxWH69OkYMmQI/v77bwiCgHPnzsHLywsqlQpubm7Yn1LR96uvvpL52ri4uBTY+IuTwHn8\n+DHKlCkj5sZJLz7TEhcXh5s3b8oi6hQUCgVByDhj8LlzLLx89Gjg6lW2bdIkwMmJiZ4330wtBWEy\nSQWOSpX7opu5IKt7X5WyQ76gUqkyNKsXBIIgkMFgIJvNJm4zmUw0f/586tmzJ9lsNlq4cCGFhIRQ\no0aNqHv37jL/BwWFF5mkpCTy8vKiqKgocZvJZKLQ0FA6ffo0devWTfS1cXJyorZt24pFO/Obgr73\nC3OuWbJkCQ0ZMoTi4uLEbXq9nhISEkilUtH169dp2bJlRETUq1cvpbimwsvHhg1EvXqlLmnp9URd\nuxKtXEnUti3R/v1EjmctxxFt2kTUunWBDC2re7/I+uAIgkCCIEi2ASCr1Up2u53atGlDp06dovj4\neOJ5no4ePUozZswopNEqKOScsLAwSkxMlGzTaDR0/vx5ateuHY0bN47GjBlDgiBQo0aN6M8//yyk\nkRZtbDabbIK12+0EgC5evEhNmzYVheZPP/1ER44coTp16hTGUBUUcsfevVLH46Qkon372M8rVhB1\n6kR06hSRRkM0aVKBiZtnoX72Li8nWq2W3n77bTIajUTEVJ5WqyV/f386evQonTlzRpx04uLiaO7c\nuRQdHV2YQ1ZQyBElS5aUWCiJWHRV6dKliYho5MiRlJiYSLGxsXT48GElWief6NChA2m1WtECbDQa\n6d133yW1Wk1jx46luLg48YUrLi6Ovv3220IesYJCDvHyYtFSafH0ZN9LliQ6dowoNpYoIYFo+PCC\nH18mFFmBQ0S0bNkyGjhwIPn4+JCfnx8dO3aMSpcuTTExMbKQTY1GIzExKyi86Li5udGECROI4zji\nOI54nqd+/fpR9erVxX3UajUZ0k9MCnlK2bJl6ejRo9SyZUvy8fGhQYMG0eLFi4mI6MmTJzLrzuPH\njwtjmAoKuWfwYKJKlYhMptSvBQuk+xgMROoXS1IUWR+crHj06BFVrVpVnHy0Wi15e3vThQsXZMJH\nQeFF58SJE3ThwgWqWrUqtWzZsrCHQ0TFywcnKxYtWkSffvqpJO/Qzz//TB999FEhj0xBIYckJBAF\nBhLFxRH5+RGVL1/YIyKirO/9XD/N16xZQzVr1iSNRkNnz57N9eAKgxIlStCBAweoTp06VKJECWrZ\nsiXt2bNHETcK+c6FCxeodu3a5OzsTE2bNqXw8PDn7rNx48bUv3//F0bc5CUv8zxDRNSnTx+aMGEC\nlS5dmjw9PWns2LE0cODAwh6WQlEHIPrxR5Zcz82N6JtviNL5pOYYo5HonXeIPvzwhRE3zyS3oVmX\nL1/GlStX0LJlS7HmU07Ctwqa6OhojBw5El26dMFPP/2kpEhXKHAeP34MV1dXMWxbo9GgYsWKYshw\n2nIinTt3RlRUVCGPOPfk1b2fnXkmL8+XFxw7dgy9evXC+++/j+PHjxf2cBSKI0uXysstTJvG2gQB\nmDkTKF8eqFCBVfp+icnq3s91FJVPAadcfh6SkpKoadOmFBISQklJSbRz5046e/YsLV++vLCHplCM\nOHv2rCSyz26304MHD+jmzZtksVioefPmFB0dTQBo27Zt5O/vT6dOnXpm+oJbt27RlStXqFKlSlS5\ncmXZOf/77z+qXLkyvfHGG5K+9u3bR6dPn6YKFSpQ9+7dX0gL5ss0zxARHTp0iNq1aycuSa1bt452\n7NhBzZs3L+SRKRQrVq+Wl1v4+2+iESOIFi0i+vrr1PYRI1im4vffz7pPQSA6e5YtUdWrJ814nJRE\ntHUrUUwMUcuWUgtPXBwLJ3/6lKhNG5bVuIDI9zDx8ePHiz+3bNky22b0o0ePUr9+/ejBgwfUokUL\nWrRoEVksllyN4eDBgxQREUFJSUlERBQfH09///03zZkzh1xcXHLVZ3JyMi1dupRCQ0OpYcOG9NZb\nb+WqH4Xig8VikaXrt9lsZDab6ejRoyQIgriWbLPZKCgoiKKiojKsreZg1apV1LdvX9LpdGS1WmnS\npEn0+eefExHR7Nmz6auvvhJFTe/evenXX38lIqIpU6bQ5MmTyWazkU6no+XLl9PGjRtznQtq//79\ntH///lwdm1fkZq4RBIG++eYbWrRoEel0OpowYQL16dMn12OYMmWKKG6I2Fzz/fffP1f+oRs3btDK\nlSsJAPXs2VMmYhUUZLi5MYfftMtSjijKJUvk4mfJkqwFjs3GyjEcO8ZCwQ0GoiNHiKpWZb45TZoQ\n3biRuv+uXWxbbCwTQ7dvEyUnE337LdHataxeVS7J0VyTlennzTffRK1atWRfmzZtEvfJjyWqGzdu\nSCrv6vV6+Pn5SfZJTk5GUvqU0ZmwZcsWSSVmSqnGfP/+/SyPO3r0KCpUqAC9Xo8GDRrg5s2bAAC7\n3Y7WrVuLWZJ5nseoUaNyda0KxQdBENC5c2fwPA+VSgWe5zF06FAAwK5du2SVxLVaLWJiYjLtLzo6\nWlaOwWg04saNG4iOjoZer5e0cRyHc+fOITY2FjqdTlbZ+siRI3l2rTm59593nsnp+dIz47atAAAg\nAElEQVTy3Xffifex42+UvhJ7QkJChpmlM6JVq1ayDNKtW7fO8hi73Y7Ro0fDZDLBZDJh9OjR4vmC\ngoLg7OwMjUYDjUYDk8mECxcu5OpaFYoR168DFgvLPKzVAjwPOEqDtG8vzTxMBHTtmnV/c+cCRmPq\n/mo10KwZa5s5U9pGBNSowdpmz2alINK2VaiQp5ea1b3/3AvX+SFw/vjjD4nAoRR/BavVCkEQMGLE\nCGi1Wmg0GnTs2BFxcXFZ9hcdHQ1PT09oNBpRMLVo0SLLSevOnTtwdnaWnL9KlSqw2+04ePCg7GHk\n5OSklHpQeCbJycn4888/MW7cOKxfv178DFqtVjRs2FAULBzH4bPPPsuyr8uXL8s+hxaLBXv27JG9\nJDjatm3bhsjISLGmlePLbDZLBMXzktt7PzPyS+BUq1ZNJkh69eoFAAgPD0etWrWgVqthNBqxfPny\nZ/a3du1amWBat25dlsfMmDFDdsyMGTMAAF27doVKpRLbVCoVunTpkqtrVShmhIcDP/wATJkCXLuW\nuv3UKSZ4HGUV0oqfzPjkE7ko8vBgbSNGyNvc3Fjb2LHsHGnbLJY8vcx8FzinT5/O8YmzYvXq1bKJ\nW6fTQRAELF68WDIZGAwGDBgwQDx269at8PPzQ6tWrbBlyxZx+82bN9GxY0fUqFED/fv3z/LNGAA2\nbdoks/oYDAZERkYiMDAww7bbt2/n6noVFABmKfjpp58waNAg/PXXX8+0GsTGxsruE6PRiFu3bsFq\ntaJUqVIyK01kZCTsdjsqV64MtVottplMJty5cyfPriU/BE5m88zznK9hw4aSv5FarcYnn3wCAKhT\np474UpTWAgaw4qYjR45EkyZN0Lt3b9y9e1fsc+XKlXjttddQr149rFq16plj8PX1lYksX19f8boz\na1NQyDUXLrBaUyNGpBbSzIrFi1NFERGzCvn7s7bAQKlDs04HvPUWazt0SNqm1wPdu+fppeSLwFm3\nbh28vLxgMBjg4eGBdu3a5ejEWZGQkICaNWuKb5kcx+HHH38EAPTs2VN2w1epUgUAsH37donJnuM4\nicjJjLCwMAwZMgTvv/8+AgMDAQCHDx/O0EoTGxuLBw8ewGKxiNu1Wi18fHxgt9tzdb0KChmxd+9e\nNGjQANWqVcN3332X4efLsbRlMplgNBolD9QLFy6gXLlyUKvVcHFxwa5du8S2sLAw1K9fHzqdDuXL\nl8/T5Skg7wROduaZ5znf/v37wXEcVCoVtFotXFxcEBoaCpvNJhGAjvnkt99+AwB06NBBnGu0Wi3K\nly+P2NjYZ55v7dq16NmzJ4YOHSq+EHXv3l1yLrVaje4pD4Fff/1VZt2ZN29erq5VQSFDrFZg5Ejg\nlVeAJk2AjCL/7Hbg//6PCRSeB7y9gbQvRN9/z5bDNBrgjTeAx49T25YuBUqUYMe+9RbwDONCTslX\nC05uT/ws4uLiMGPGDHz55ZfYunWruH306NES/wGVSoU33ngDANC2bVuZ+Envu5OeiIgIuLi4iBMM\nx3FYtGgRBEFAx44dwfM8tFoteJ7HxIkTxeP+/fdf1KxZExaLBS1atEBkZGSur1VBIT1nz56VPdgy\nq1AdGxuLy5cvZ7pEGh8fn20fkrwiry04+Xm+c+fO4euvv8Z3332HiIgIcXt6K63JZMLGjRvx8OFD\nmQ+Ts7Mztm3bluV5Zs6cKf5PtVotSpYsiXv37uHKlSuwWCzQ6/XQ6/WwWCy4mlLBWRAETJ48Ge7u\n7ihZsiQmTZpU4P9LhSLOwIFSKwvPp1YQT09kJFvuyijNit0OJCbm71gz4KUUOJnx+PFjVK5cWXxr\ntVgsCAoKAgD4+/vLBM6bb74JgPnU9OjRAw0aNMCwYcMQHx8PAJgwYQK0Wq3kGC8vLwDM+W/lypX4\n/vvvsXv37jy/FgWFzBg1apTss+zp6VnYw8o2L5PAyYx169aB4zhxrmnXrh3sdjsePXoEJycnmcDZ\nvn07ALa87evrizfeeEPisFyiRAnJMXq9XvS1uXXrFmbOnImZM2fi1q1beX4tCgqZknbpiYhZYqZP\nL+xRZZus7v2Xrpq4i4sLnT9/nrZu3UpJSUn05ptvkmdK0a8vv/ySDh06JIZpGo1G+vLLLykuLo4a\nNmxId+/epeTkZLp48SJdunSJduzYQYmJiWS32yXnsFqtRMTq+PTo0aNgL1BBgYj0ej1pNBrJZ1On\n04k/AyBBEEij0RTG8IoFXbt2pTNnztCxY8fIw8OD2rVrR2q1mlxdXal9+/a0a9cuSkhIICcnJypZ\nsiT5+vpSYGAg9ejRQ5yDTp06RWvXrqUOHTrICqPa7XZxrilbtiwNHTq0wK9RQYGcnKS/azREen3q\n78nJbFsuU0gUKoWlrPKLXbt2oV27dvD398fOnTsBANu2bZNERFGK03JUVBTOnTsnWwpQQr4VCpvw\n8HDZ0unSpUsBAJMmTYJer4dGo0GnTp0kUYQbNmxAlSpVULp0aQwfPlzMklzQFPS9X9DnS0pKwpgx\nY9CiRQv0798fDx48AAC0bt1aZnlr06YNAGDw4MGSuYbneQQHBxfouBUUZMyYkbpEpdUCpUoBDx4A\nd+8CjRqxkHCTCVi2LPWY+Higb18WSVW9OrB3b6ENP6t7v8gJnIzYsWOHTOA4OTnh4cOHAJijocOZ\nc/z48UoZB4UXgtDQUHz66afo3bu36CyfPgzZYDDgww8/BMAc49M72Q8fPrxQxl7UBU5mtGnTRiZw\nHI7RNpsNo0ePhre3N5o0aYJjx44V8mgVFFJYuxbo1QsYNoz52QDA668zweNYuuI4wBHJ2KOHNL8N\nxwEXLxbK0LO694tFNfGEhASqXbs2RUREkNVqJY7jyN/fn9atW1fYQ1NQyBEDBw6kBQsWSLZ5eXlR\nREQEffHFF/Tzzz9L2kqXLk2RkZEFOUQiKr7VxPfs2UOdOnWihIQEImLL5IGBgeTn51fII1NQyCFa\nLVFa9w29nuiHH4iGDiXiOJbB2IGTE9HUqURffFHgw8yXauIvE0ajkU6ePEn9+vWjN998k0aPHk2r\nV6/OcT/37t2jS5cuiSUfFBQKGi8vL4kvDhGRh4cHERE5OzuTVit1q+M4TvL7b7/9RlWrVqUqVaqI\nZRsU8o7WrVvTli1bqFOnTtS5c2faunVrjsVNcnIyXblyJU8qzSso5Jr0ZYy0WqKUuUbio+No4/nU\n3x89IurWjcjLi6h5c6IrV/J3rJlRWKajl42vvvoKer0eJpMJpUqVwsVCMscpFG+ePHkiRhE6InxO\nnToFAIiMjETJkiXFqECj0Yj169eLxy5btkzmb/bnn3/myzgL+t4vKnPN3bt34e3tDZ7nYTAY8M47\n7yhL5gqFw8aNbOmJ45gPTrNmLGcOAMyfn+q3o9MB5coBT56wNkEAGjRg2yklW7KbG5DiEpLXZHXv\nv3RLVABo8+bNFBQURNWqVaO333471wUCs8vevXupc+fOFBcXR0TsuqpWrUpXr17N1/MqKGREXFwc\nbdy4keLj46lt27ZUPk3l3jt37tD8+fPp6dOn1K1bN2rWrJnY5ufnR/v27ZP01aJFi3wpklkUlqge\nPXpEK1asoPj4eOrUqRNVr149T/vPiI4dO9LOnTvFiCuO4+inn36ijz/+ON/PraAg49IlokOHiNzd\niTp3ZpYaBzt3sgri7u5EgwcTubqy7ffvs2riaVc6zGaiFSuIAgLyfIhZ3vv5Iqmyoaxyy5AhQ8Dz\nPDQaDXieR+/evfM08VVUVBQCAwOxf/9+8c1p5syZssKFarVaSbilkG/89ddf8Pb2RqVKlfDjjz9m\n+lmLj4/Hl19+CV9fXwwaNAiP02YQTUfnzp1lDrABAQH5Mv58nlry/Xz3799H6dKlYTAY4OTkBI7j\ncPDgwTw9x/nz57FhwwZcv35d3Obl5SX7H/Xt2zdPz6ugIPL0KfD++4CXF9C4MfDff5nv+++/QJcu\ngJ8fkJXlNzqa5dJJm1vH2RnYsyfvx48iFEUVEREhKxLIcRwupdTSOHXqFHx8fODs7IxWrVpJauvY\nbDYsXboUEyZMkGRGTsv58+fh4uICs9kMk8kEX19fJCUlYcuWLbLCheXLl8/Ta1NQcLB582ZZOPGs\nWbNk+wmCgJYtW4r3hF6vR40aNZCUlJRhv6dPn5Z8jnmex8mTJ/PlGl52gfPNN9/IkvnVqVMHAPu7\njxs3Dm5ubnB3d8fUqVMlAjQsLAzTpk3D9OnTcfPmzQz7//bbb2E0GmE2m2E0GrFkyRIAgJ+fn6T+\nldFoFJMBKijkOa1bsxIKDiFiNqdGUaXl8mVpQkCOA+bMybzfQYNSl7AMBrZk5VjeymOKjMA5f/68\nLNzbYrHgyJEjuHv3rqRNq9WiVq1aEAQBdrsdbdu2Bc/zUKvV4Hke48aNk/X/2muvycTT3LlzIQgC\n+vfvD6PRCIvFAovFIvo9KCjkNd26dZO9xdetW1e2X1hYmCQsnFIy6mZVV+rChQsYOnQohg4divPn\nz+fbNbzsAmfAgAGy/0G5cuUAALNnz5YJ0AULFgAALl26BGdnZzg5OcHJyQlmsxmXL1+W9H3p0iXZ\n/81gMCAmJgZhYWEoU6YMzGYzeJ6Hn58frPn0YFAo5sTHs9pRaS0tJhPw11/yfUeNklcFz+olXxBY\nDaoBA4Bp04CEhHy7jCIjcBITE+Hp6QmVSiVODG5ubnj69CnWr18vqx2j1+vx4MEDHDx4MNPCmWlx\nc3OTTWqff/652H7p0iUcPHgwy2UABYXn5cMPP5R8xokIr7/+umy/0NDQZwqc69ev46233kKDBg0w\nZsyYAkv897ILnMDAQImIMRqNGDJkCACgadOmsnmidevWAICuXbtK/ncqlUosnOlg+/btkmK9DpEU\nEhICgNXhO3LkCM6ePasU8FXIP2w2aZ4bh8BZt06+78iRcoGTIvhFli5lxTpbtQL27y+Ya0AREjgA\ncOXKFbz66qswGAyoXr06Lly4AADYs2dPhiImPj4eGzdulIkfg8EgWcICWC2rtHWpeJ7H6tWr8/wa\nFBSy4tKlSzCZTOKDkuM47M0gU6ggCPD19RWXqHQ6HapVqyYuUd27dw8lSpSQZEN2JAXMb152gQMA\n8+bNQ4kSJcDzPPr06SP+XQMCAmQi5t133wUANG/eXCZ+WrRoIek3IiJCIp6ICC4uLkgshEKFCsWc\nr75KXUrS6wEfH2bZSc/Fi/IlqrRLp7//Li3YyXEZVyXPB4qUwMmM5ORktGjRQpw4eJ7H2LFjAUC2\nfKXRaODt7S1z3Lx37x5q164tOhYOGzZMcSRWKBSCg4MxfPhwfPLJJ1n6ycTFxWHYsGFo2rQp+vfv\nL2bnBoDFixfLfMe0Wm2BhB0XBYGTGefPn4fJZIJGo4FWq4XZbBZLLmS0fDUnA1+FdevWwWg0wmg0\nwtXVFUePHi2w8SsoiAgCsGIF0K8fMHEiczrOjNOngYAAwNcXWLiQHeugenWpdYcI6NMn/8ePIhYm\nnhU2m42WLl1KN2/epMaNG1PHjh3FtlOnTlGvXr3o9u3bVLduXfr777+pbNmy9N9//9HevXvJ1dWV\nevToQXq9nu7du0ccx5HZbC6wsSsoZIbNZqMlS5ZQWFgYNWzYkLp06ZKt4/78808aPHiwmN6AiEir\n1VJSUhKp1fmb47MohIlnRUhICK1atYrUajX973//o4oVKxIREQAaN24c/fLLL0RE9Nlnn9H48eNJ\nEAT6559/KCIigho3bkzNmzenpKQkevDgAXl6esoSNCooFAohISycW6Ui+t//iKpUyd5xtWsTBQVJ\ntw0YQPT773k/xnQUqTDxvGTjxo3gOA46nQ48z6NWrVqIz8g8p6BQSCQnJ6NVq1YSy+To0aOzdeyj\nR4/g4eEhLrtyHCf6keQ3BX3vv8hzjd1uh7+/P0wmE3Q6HTiOw8yZMwt7WAoKUi5cYD44Gg37MpmA\noKDsHbtihXyJ6ty5/B1vClnd+0XKgpNTSpcuTXfv3hV/5ziOZs2aRf379y/EUSkopHLw4EEKCAig\n2NhYcZuTkxM9evSITCaTZF9BEOjPP/+k4OBg+n/2zju8ybL749+MrqSLKZRRZG9a9rZAQZGtAqLI\nUlD0J6IiioiigPKKKONVXngBQYaAAuILCFSgLEFWKUMoe5VVKKUjXUnO749D0j5NKR1J26Tnc125\nSJ5xP/dD85yc+8zGjRtj0KBBuHnzJj755BNcv34d3bt3xzvvvONw6w3g+hacvLB9+3b07dvX5m+Y\nlJQENze3IpyZIGSib1/g999ZRQHYitO3L5Bdz8Zr14ClS4H0dKB/f6BhQ2DDBrbYeHkBEyYAzZoV\nyrRzevZLtF30wYMHis9paWm4d+9eEc1GEGyJj4+3UUg0Gg0SExMVCg4R4YUXXsC2bduQlJQEvV6P\nbdu2YcmSJVi8eHFhT1vIxL1792yqratUKiQmJqKUpfqrIBQ1sbEZyg3A72NjbY+7dAkIDgaSkgCz\nGfjmGyAsDOjTh1/FiBLRbPNRdOrUSdG40M3NDZ06dSrCGQmCklatWil+HLVaLapXr25tsGnhn3/+\nwdatW63xNklJSVi9ejWuXbtWqPMVbGndujXMZrP1s0ajQfXq1eGftZmhIBQlgwZxl3ALOh1vy8r0\n6UBCAmA0soJjMADjxxfePPNAiVFwzp8/j06dOqFatWp48cUXERcXh5UrV1qVnNKlS2Px4sVo2bJl\nUU9VEKyUK1cOO3fuRIMGDeDn54cOHTpg+/btNhaB+Ph4m0BVrVaL+Pj4wpyuAGDhwoWoW7cu6tat\ni0WLFqFq1arYuHEjAgIC4ObmhuDgYISFhTm8h54g5Ik33gAmTuTeUuXKAZ98AowaZXtcbCwrNpmJ\niyucOeaREhGDExcXh1q1aiE2NhZmsxnu7u4ICgrCgQMHciVk9u3bh927d6NChQp46aWX4JG1Vbwg\nFCJJSUn45JNPcPjwYTRp0gTTpk2zWnZiYmJARNBoNKhUqRLOnTunsFIWFiU1BmflypUYOXIkDAYD\nAI7rW7hwIQZltxLOQmpqKlasWIHbt2/jqaeeQtu2bR09XUHImcOHgS++ABITgddeA156iWNyXnmF\nLTcAW3o+/piVoyKgxGdRbdy4Mdsqx7dv337suQsWLCCdTkcajYZ0Oh01b95cSqcLRYbJZKLWrVsr\n+k81btyY0tPT6ezZs9SiRQsqVaoUtWvXji5fvlxk8yzsZ7+4yJqQkBCbQn+dO3d+7HmpqanUtGlT\nhaxZtGhRIcxYEB5BZKRtcb8FC3jfvHlEAQFE5cpxscAirLid07NfIlxUnp6eCh84wBknFkuM2WzG\nV199hTp16qBp06bYtm0bAA7cfOedd2AwGGAymWAwGHDmzBls2LCh0O9BEAB2tR4/fhwpKSkAeNV/\n8eJFHD9+HLVq1cLBgwcRGxuLvXv3IjAwsIhnW/LQZY5hyGZbdHQ0evbsiRo1aqB///64e/cuAOC3\n337D2bNnFbLm7bffLhZWKaGEsnAhBxJbMBiAr7/m92+8AURHA3fuAF9+CRRCZmZ+KJ6zygdXr17F\nhg0bcPDgQZt9HTt2RM2aNeHp6QmABc6QIUPg5+cHAJg2bRqmTp2Ks2fPIiIiAv369cOBAwdgMpmQ\nmpqqGMtsNuP+/fuOvyFByIZH/eBl3X727Fk0aNAAbm5uqF69Og4fPlwY03N5iAj79u3Dhg0bcOPG\nDZv9n376qUKh0el0mDRpEgAgOTkZbdu2xZYtW3Dx4kX8/vvveOqpp2AymXD//n2bRVhKSorNNkEo\ndvzwA+DnB3h6AgMGAMnJRT2jDIrKdGRPLI3xfH19SafT0YgRI2xaLCQlJdHUqVNpyJAhtGDBAkUT\nu6pVq9qYlceMGUNERO3atSM3Nzfrdp1OR1FRUYVyX4KQFZPJRK1atVK4qBo1aqRoopmamkoVK1ZU\n9Evy8/Oj2NjYQptnYT37hXk9k8lEffr0Ib1eT76+vuTt7U27d++2Oe7o0aM0evRoGj16NEVERFi3\n//XXXzaucr1eT1FRUXT69GlFiwc3Nzfq0KGDw+9JEB5JZKRt8b7585XHbN6sPMbTk2jEiEKdZk7P\nvtMrOGazWdFnyiI0du7cmesxatWqpThfrVbThx9+SEREd+/epdDQUPLy8qJKlSrR1q1bHXQngpA7\nEhMTacyYMdS2bVsaPXo0xcXFKfafOXPGpvGsn59fnp6JguKKCs7atWttensFBATk+vwjR47YnO/l\n5WWNlfrjjz8oICCAvLy8KDQ0lO7eveuoWxGE3HHwIPefCgkhWrbMdv/bb9v2oKpQoVCn6NIKTmJi\nImk0GoXQ8Pb2pqVLlxIR0f79+6l58+b05JNP0ttvv51tx95Vq1aRl5eXVbnx9fWlixcvOnzugmAP\nbt++Tfv27aPr168TEdGdO3fI3d1d8UzodDo6fvx4oc3JFRWcmTNn2vy/arVaImLrzmeffUbVq1en\nRo0a0R9//GFzvslkonbt2llljU6no969e0tDX8E5MJu5dcPff2d0HJ86lcjdXangNGhQqNNyaQWH\nyNbF5OXlRZGRkXTu3DnFisnLy4uGDBmS7Rjbtm2jIUOG0FtvvUUXLlwolHkLQkFZt24d6XQ68vPz\nI09PT/rhhx+IiGjChAmk1+vJzc2NvL296ZVXXinUH1JXVHB2796tcCOp1Wpq0qQJERFNnDhRsU+n\n09GBAwdsxkhOTqZp06bRiy++SN9++63CtSgIxZb0dLbk6HREvr5ElSoRXbpEFBtLFBjI2z08+N9d\nuwp1ajk9+y5RB+f06dMIDQ1FbGwsiAj//ve/8dprr2HWrFn48MMPkZaWZj3W09MTyQ+DoGJiYvDX\nX39Br9cjJCREOvoKTkVCQgIqVKhgrbkCAF5eXjh9+jQCAwMRFhaGyMhI1KpVC7179y7UwnKuWgdn\nxowZmDhxIjQaDSpWrIgdO3agWrVqqFKlCq5fv6449p133sGsWbMAABEREbh48SIaNGiAunXrOnye\ngmBX5s8H3nsvo/aNRgO0bw+EhwPx8cDq1Zxx1b07UKdOoU7N5XtR1atXD9euXcPt27dRqlQpa7aU\np6cnNBqN4lhL0bMTJ06gY8eOMJvNMJvNaNCgAXbt2iVF/ASnITo62qZPlbu7O86fP4/AwEB07doV\nXbt2LaLZuSYffPAB3nrrLcTHx6N8+fLW//+sckOj0Vh7hU2aNAnffvsttFotjEYjZs2ahZEjRxb6\n3AUh35w4kaHcAIDJBJw5w+99fYFi+n12mTRxtVqNihUrWpUbABg4cCD8/f2tHXt1Oh0mT54MABg2\nbBji4uIQHx+PxMREHD9+HPPnzy+KqQtCvqhcubJNGnFaWhpq165dRDMqGeh0OlSoUEGhXH755ZfW\n9HC1Wg0fHx+MGjUKZ86cwcyZM2EwGBAfH2+tb5O10a8gFGuCg5V9qrRaoEGDoptPLnEJC86jKFWq\nFCIjI/Hdd9/h1q1b6NWrF/r16wcANk0Ik5OTcfHixaKYpiDkC29vb6xZswYDBw6ERqNBWloavv/+\ne1SpUqWop1biGDBgAMqUKYOff/4Zfn5+GDNmDKpWrYqwsDC4u7tb3eIAN/W9ffu2tQ6XIBR7hg8H\ntm0Dfv+dlZuyZYGlS4t6Vo8l3zE4H3zwATZu3Ah3d3fUqFEDP/74o80DW1z6w2RHr169sHXrVqSn\npwMA9Ho9Fi9ejAEDBhTxzAQhb8TFxeHSpUuoUqUKypYtW9TTAWC/Zz83csae17M3N27cQK1atRRx\nUv7+/rh586bC2iwIxR4i4NIljrWpUwcogh532ZHTs59vF1W3bt1w6tQpREZGonbt2vjqq6/yPcGi\n4Mcff0SjRo3g7u4OrVaL0aNHo3///kU9LUHIM/7+/ggODi42yo09cXY5ExAQgNWrV0On08HT0xOl\nS5fGli1bRLkRnA+VCqheHWjUqNgoN48j3wpO165drT7oVq1a2WQQFDeuX7+Ofv36oXHjxhg9ejS8\nvLxw+PBhREdHIy4uDjNmzCjULBNBEB6Ps8kZAPj111/RsmVLtGrVCuvWrUPPnj2tVrY7d+6gVatW\nRT1FQSgR2CUGZ/HixRg0aFC2+yxBvQAQEhKCkJAQe1wyTyQkJKBly5a4c+cOTCYTzp07h6ioKGzf\nvt0lV72CYOHu3bu4dOkSAgMDUb58eYddJzw8HOHh4Q4bH8hZzgDFQ9b89ttvGDp0qNUl9corr0Cr\n1aJ3796oUKFCoc9HEAoFIuDsWc60ql8fcGA2cl5kTY4xOF27dsWtW7dstn/55Zfo1asXAG5UefTo\nUaxdu9Z28GLiF//jjz/w4osvIj4+3rrN3d0d0dHRouAITs/x48dx8uRJ1KxZEy1btrRuX7t2LYYM\nGQKtVov09HT85z//wZAhQwplTnl59gsqZ/J6PUfSpUsX7NixQ7EtNDQUYWFhRTQjQbATaWlAWBjH\n4HTsCFgUdqMR6NsX2LEjIwB5zx6gUqVCmVa+6+A87qFcsmQJNm/ejO3bt+d/doWAVqu1+Q8gIpsa\nOYLgbMydOxcfffQRNBoNTCYT3n77bUyfPh1xcXF45ZVXFNk7b7zxBkJDQxEQEFCEM7bFVeQMAGtJ\nisy4O0m8giA8kuRkoG1b4Px5jsVRqYDdu4EmTYB584CdOzO6iCcnA6++CmzZUrRzRgFicLZs2YIZ\nM2Zgw4YNxT5grmPHjggICLAKGp1Oh379+qFUqVI5nhcTE4Pvv/8es2bNwqVLlwpjqoKQa+7fv48P\nPvgABoMBCQkJMBgMmDNnDqKionD16lWbytzu7u5OVwrBmeQMAEyYMAFeXl7WzzqdDh9++OFjz9u3\nbx9mzJiB5cuXw2g0OnKKgpB3fviBC/slJgIJCVy9eMQI3nfsmLIIoNEInDpVNPPMQr7TxGvVqoW0\ntDSULl0aANCmTRv88MMPysGLidkYAB48eIDPP/8cZ8+eRceOHfHee+/l2JohOvkhgCEAACAASURB\nVDoawcHBSEhIABHBzc0Ne/bsQVBQUCHOWhAezZkzZ9CiRQskJiZat/n5+WHdunVo2rQpAgICFBYc\nLy8vnD9/vlAsOPZ69nMjZ+x5PXuwd+9ezJ07FwAwZswYtGvXLsfj582bh3HjxiE9PR3u7u5o2rQp\ndu7cKRZmofjw9tvAv/+t3PbEE8CtW8DcucCHH2ZYcDQaIDS00Cw4OT37LtGLKiuW6q5Zy9jnhTff\nfBMLFiyAyWSybgsJCcHOnTsLPD9BsAcpKSkICAjA/fv3rdv0ej0uXryI8uXL49dff8XQoUOtMTg/\n/PADhg0bVihzc9VeVFkxGo0F6mFnNpvh5eWl6Jfn7e2NVatWoUePHvaYoiAUnF9+4WJ/SUn82d0d\n6NkTWLuWLTZ9+nBfKo0GKFMG2Lu3WMTguEyrBgAwmUwYOXIkPDw84OHhgddff12hoOSFW7du2Zx7\n9+5de0xTEOyCp6cntm7dinLlysHd3R0+Pj5Yv369NVvqhRdewJUrVxAWFoZLly4VmnJTEjh79ixq\n164Nd3d3lClTBn/++We+xklNTc1WRt27d6+gUxQE+/HCC8CYMRxE7OYGNG8OLFrE+7RaYONG4MgR\nYNcudmUVknLzOFzKgvPVV19h6tSp1hRNnU6HSZMm4aOPPsrxPCLCjh07cPv2bbRq1Qo1atTAsmXL\n8MYbbyjGevfddzF16lSH34cg5AUiQlxcHPz8/ApktbQnrmzBMZlMqFatGqKjo63X1Ov1iIqKQqXH\nCPa7d+9ix44d8PDwQLdu3eDl5YVmzZrh+PHj1tgbnU6HEydOoHr16g6/F0HIE2lpQGoq4ONT1DOx\n4vLdxC1s2rRJURLdYDBg8+bNVgWHiGAwGKDX663HmM1mPPfcc/jzzz+hVqthMpmwZs0aDB48GNeu\nXcP06dNhMpkwZMgQRZ0NQSguqFSqxwbMC/bj1q1buHfvnkKoarVaHD161KrgWFxOmTOooqKi0KZN\nG6siU7FiRRw8eBCbNm1C//79cejQIZQpUwZLly4V5UYonri7O00VY8DFXFRVqlRRBOZpNBpUrlwZ\nACs/fn5+8PPzQ2BgIP755x8AsKafJiUlWTNRBg8eDJVKhY8//hjx8fFISkrCvHnzCuRrFwTBNShV\nqpSNW8loNOKJJ56A0WjE4MGDodPpoNPpMGTIEKtCM3r0aMTFxSEhIQEJCQm4cuUKZsyYgQoVKmDP\nnj1ISUlBdHQ0QkNDi+K2BMHlcCkFZ/r06ShVqhT0ej30ej1KlSqF6dOn4+rVqxgwYAASEhJgMplw\n9epVhIaGwmQyITo62hqUbOHBgweSqik4BfHx8Rg5ciSCgoIwaNAg3Llzp6in5PLodDrMmDHDqsR4\ne3ujX79+aNGiBaZNm4b169fDZDLBZDJh7dq11v5ZV69eVVh9UlNTnS5tXyjB/PUX0KkTx9/MncvV\ni4s5LmWSCAwMxOnTp7Fp0yYAQM+ePVGmTBls2LDBxvoSFxeH27dvo2XLlgqho1arUbduXbHWCMUe\ns9mMrl27IjIyEqmpqfjnn39w8OBBnDp1yilqxjgzY8aMQZs2bXD06FFUq1YN3bp1g0qlQlhYmI2b\nPCwsDJMmTcJTTz2F69evIzU1FQArSp07dy6qWxCE3BMZCXTtmlHv5vRpfp+LGk9FiUtZcACgbNmy\nGDp0KIYOHYoyZcoA4I6+WU3KZrMZpUuXRnBwML7//nt4eHhAq9WiRo0aVgVJEIozV65cwYkTJ6w/\nmOnp6YiJicHhw4eLeGYlgxYtWuD111/H008/bW3UGxgYqHCTa7VaVKtWDQAwZ84cdOzYEVqtFlqt\nFiNGjMCrr75aFFMXhLyxYoWymJ/BAHz/fdHNJ5eUCDNFixYtMGjQIPz8889QqVQwmUyYPXu2dZU7\nfPhwDBkyBImJifDz8yvi2QpC7tBoNNm2IBHrY9Hx9ddfY/v27TAYDCAieHt7Y/r06QA402rbtm1I\nSkqCVquFhwMbEgqCXdFoALUayBzOUUwyNnPCpdLEc4KIsHv3bly5cgVBQUFo3LhxUU9JEAoEEaF7\n9+7YvXs3kpOT4eHhgbp16+LQoUPZ9kQqTFw5TfxxxMXFYevWrVCpVOjWrRv8/f2LekqCUDDOnweC\ng7nQHxGg0wGzZgEjRxb1zEpeJWNBKCmkpaXhq6++woEDB9CgQQNMnjwZ3t7eRT2tEq3gCIJLcvo0\nMG0a96EaMoSL/xUDRMERBKFQEQVHEITCoMS0ahAEQRAEQQBEwREEQRAEwQUpVgpOdHQ0evXqhZo1\na2LAgAHScE4QBIewbt06NGnSBA0aNMC8efPEvSUILkixicFJTk5G3bp1ER0dDZPJBDc3N9SpUwfH\njh1T1JXILTdu3MDUqVNx48YN9OnTB8OGDbPWqhAEwbEU5xicLVu24Pnnn1c00v3uu+8watSofF17\n48aNWLJkCXx8fDB+/HjUq1cvX+MIgpB3nCLIeN++fXj22WcRHx9v3abT6XDs2DHUqlUrT9e9d+8e\n6tevj9jYWBiNRuh0OowbNw6ff/55nsbJjoiICOzfvx8VKlRAnz598qV8CYKrU5wVnBdeeAFr165V\nbGvatCmOHDmS5+uuWLECo0aNgsFggEqlgl6vx9GjR/Mss7JiNBqxfv16xMTEoEOHDmjUqFGBxhME\nV8Upgow9PDyyrTZsKYZlNBpx584dm2OyY926dUhISLD2kzIYDJgxY0aB57hixQq0b98e48aNw9Ch\nQ/HMM8/kaj6CIBQfvLy8bLZlLrqXmJiIuLi4XI31+eefWy1BRISkpCTMnz+/QPMzGo0ICQnBiBEj\nMG7cOLRu3dpGIRME4fEUGwUnODgYTZo0sQofnU6Hbt26oUqVKggLC0Pp0qVRtWpVlC1bFvv27ctx\nrPT0dBuNLnNDzf3792PhwoXYvXt3rudHRNaVWnJyMhITE3HgwAFs3rw5D3cpCEJR88EHH0Cv11s/\n63Q6fP755zCZTBg+fDhKlSqF8uXLIzQ0FElJSTmOlZ6ervhMREhLSwPAC6s1a9ZgyZIluH79eq7n\nt27dOkRGRiIxMRHJyckwGAx47bXX8nCHgiAAAMiB5HX45ORkmjJlCg0YMIBmzpxJ6enpFBMTQ3q9\nngBYX76+vpSYmPjIca5evUo+Pj6kUqkIAOl0OhoxYgQREU2ZMoV0Oh3pdDrS6/X0/vvvZzuG2Wym\nBw8ekNlsJiKilJQUUqvVinno9XpauHBhnu5REEoCDhYtBb7e8ePHaeTIkTR06FDau3cvERHNnj2b\ndDqd9fn29PSk119/Pcdx/vWvfynO0el0dOjQIXrw4AHVqlWLvL29Sa/Xk4+PDx09ejTbMVJTU8lg\nMFg/z507lzw9PRWyRq1WW2WRIAgZ5PTsFysFJzt2795Nfn5+iofdx8eHjh8/bj0muwf/+PHjFBoa\nSo0aNaIJEyZQWloa3bp1izw8PBRjeXl50blz5xTnhoeHk7+/P2m1WipbtiwdOHCAiIiaNGlCGo1G\nIcz++eefAt+jILgaxV3ByY6+ffsqZAMAql+/vuKYrLLGbDbT7NmzKSgoiNq2bUs7d+4kIqIvvvjC\nRtY0b95cca7JZKI333yTtFotaTQaevbZZ8lgMFBERAR5eXlZz9NqtdS6desC358guCJOreBcvHjR\nZjXj4eFBd+7cofj4eOrevTtptVry8fGhBQsW5DjWiRMnyMfHRzGWn58f7dmzx3rMvXv3yNvbW3GM\nv78/JSYm0vXr16lp06akVqvJ39+ffvvttwLfnyC4Is6o4IwbN47c3d2tz71Go6EePXoQES+0Klas\nSGq1mho2bEgXLlzIcayRI0faKEuVK1dWHPPDDz/YWIzefPNNIiJatWoV+fn5kVqtptatW9OtW7cK\nfH+C4Io4tYJDxKshnU5Hvr6+5OXlRbNnzyYioueff16xStLpdNYVFBHR33//TbNmzaLVq1eT0Wgk\ng8FApUuXtnF3xcbGWs/Zu3dvthajyMhI6zEmk8ku9yUIroozKjhxcXFUu3Zt8vHxIR8fHypfvjxd\nunSJbt68qVj0qNVqCgwMtMqB1NRUWr58Oc2aNYsiIiKIiGjNmjU2ysuQIUMU13v++edtlKC6desq\njhFZIwg54/QKDhHRsWPHaM2aNXTy5EnrtqyKiEqlokmTJhER0X//+1/S6XTk4eFB3t7e1KVLFzIa\njXT06FGqVKkSqVQqKl++PO3bt09xnQsXLmRrMZIVlCDkHmdUcIg4DnDz5s20YcMGun//PhER/e9/\n/yNfX18b1/b169cpNTWVmjdvTnq9njw8PMjLy4t++eUXMpvN9Nlnn5Gbmxup1Wrq3r07JSQkKK71\n/vvvKyxGarWaunXrZpf7EISSgksoONnx5JNPKoSOp6cnzZkzh0wmk42S4u3tTZs2bbKem5qaan2f\nkpJC0dHRZDQaiYho4sSJpNPpyNvbm3Q6Hf3rX/9y6H0IgqvhrApOduzfv98m0cHd3Z0SExNp2bJl\nNvtKly5tPddkMlFaWpr1871796wW49jYWKpevTr5+PiQt7c3lS5dms6ePeuw+xAEVySnZ7/YpInn\nhwULFkCn08HT0xN6vR7VqlXDiBEjkJKSYpO+CQB37961vnd3dwcArFq1Cv7+/qhZsyYqVqyIiIgI\nTJ06FTt37sQPP/yAPXv2YPz48YV2T4IgFC9atWqF7t27Q6/Xw8PDAzqdDlOmTIFer8fdu3et9bYs\nZC5Wqlar4ebmhtTUVPTo0QMVK1a0FgnV6/U4ceIEli5dikWLFiEqKqrABQIFQcig2FQyzi9nzpzB\nn3/+CV9fX/Tv399aRycoKAgnT560FuLT6XSIjIxEzZo1redeuHABjRo1QnJysnVbuXLlcPPmTalQ\nLAgFoDhXMs4PRITff/8dly9fRrNmzdC+fXsAXNm8Xbt2Vhni5uaGtm3bIjw8XHH+hx9+iLlz51qP\n8/Lywrhx4/DFF184bM6CUBLI6dnXFvJc7E7dunVRt25dm+2bN29G3759cfToUZQuXRo//fSTQrkB\ngMjISLi5uSkUnISEBMTExKBChQoOn7sgCM6BSqVCnz59bLYHBwdj6dKleP311xEfH4+2bdvi119/\ntTlu9+7dCjmTnJycp0KjgiDkHadXcB5FQEAADh48CCKyNtnct28fLl++jODgYNSvXx+BgYE25mUA\nKF26dGFPVxAEJ6V///7o37+/VdbEx8dj3bp1AIDQ0FD4+vqiVq1aOHz4sFXeuLu7iztKEByM07uo\ncssbb7yB5cuXQ6VSwWQy4fvvv8fw4cPx7rvvYsGCBdBqtTAajVi8eDEGDhxY1NMVBKfG1VxUueXG\njRto3rw5EhMTAQA+Pj44fPgw1Go1WrZsifv37wMAypYti4MHD6Js2bJFOV1BcHqcopu4Izl8+DBC\nQkIUfWU8PDwQFxcHT09PRERE4OrVq2jUqBGqV69ehDMVBNegpCo4gwcPxurVq62WGq1Wi5deeglL\nly5FUlIS9uzZA5VKhQ4dOkCn0xXxbAXB+XHpGJzccP36dZugYbVajdjYWAQEBCA4OBjBwcFFNDtB\nEFyFS5cuKdzeRqMRly5dAgDo9Xo888wzRTU1QShxOHWaeG4JDg62ibXx9fXFE088UUQzEgTBFQkN\nDbVmcgKcvdmlS5cinJEglFzyreBMmjQJTZo0QVBQELp06YJr167Zc152JTAwED///DP0ej3c3NwQ\nEBCAP//8U1LBBaGY40xyBgA++eQT9O7dGxqNBhqNBr1798bHH39c1NMShBJJvmNwEhIS4OPjAwCY\nO3cuIiMjsXDhQuXgxcQvbsFsNiMhIQG+vr7WzCpBEOyPvZ793MgZe17PXmSudyMIguNwSAyORegA\nQGJi4iOzASZPnmx9HxISgpCQkPxessCo1Wr4+fkV2fUFwVUJDw+3KW5nD3IrZ4DiJWtEsREEx5AX\nWVOgLKqJEydi2bJl0Ol0OHDgAPz9/ZWDF7NVlSAIhYM9n/3HyRl7X08QBOch32niXbt2xa1bt2y2\nf/nll+jVq5f18/Tp0xEVFYUff/wx1xcWBMF1ycuzX1A5k9frCYLgOji8Ds7Vq1fx7LPP4uTJk7m+\ncFEQHh5epGZrQXAUxe277Yhn/1FyxlHXKwjF7e8hCPagOH6vc3r2851Fde7cOev7DRs2OEUdGUfE\nCAhCccBVv9vOKGcA1/17CCUbZ/te5zvIeMKECYiKioJGo0GNGjUwb948e85LEARB5IwgCPkm3wpO\ndh1zBUEQ7InIGUEQ8ovDe1EJglAyKexeVIIglEyKpNmmIAiCIAhCUVAielEJgiAIglCyEAVHEARB\nEASXQxQcQRAEQRBcDqdQcC5fvoxGjRoptk2ePBkzZ8585DlHjhzBO++8AwBITU1FaGgogoOD8csv\nvzh0roKQV9RqNcaNG2f9/M033+Dzzz8v1DmEhITgyJEjhXrN4obIGcHVKWmyJt9p4kXN47ImmjVr\nhmbNmgEAIiIioFKpEBERkevxzWYz1Gqn0P8EJ8fd3R3r16/HhAkTUKZMmTxnBJlMJmg0mgLNQaVS\nSSZSNoicEVyJkiZrnP7J6tSpEz766CO0atUKderUwd69ewFwxcVevXohJiYGgwcPxqFDhxAcHIyL\nFy9i+/btaNq0KRo3boxXX30VaWlpAIBq1arho48+QrNmzfDLL7+gWrVq+PjjjxEcHIzmzZvj6NGj\n6NatG2rWrIn58+cX5W0LLoSbmxtGjRqF7777zmbf5cuX0blzZzRp0gShoaG4du0aAGDYsGF44403\n0Lp1a4wfPx7Dhw/H6NGj0aZNG9SoUQPh4eEYOnQo6tevj+HDh1vHe/PNN9GiRQs0bNhQ0X1byBmR\nM4IrUNJkjdMrOABrlX///TdmzZplY24rV64cFi1ahA4dOiAiIgIBAQEYPnw41qxZg+PHj8NoNFqr\no6pUKpQtWxZHjhzBwIEDoVKpEBgYiIiICHTs2BHDhg3D+vXrceDAAXz22WdFcauCi/Lmm29ixYoV\niI+PV2x/++23MXz4cERGRuLll1/GmDFjrPtu3LiB/fv3W10oDx48wP79+/Hdd9+hd+/eGD9+PE6d\nOoUTJ04gMjISADBt2jQcOnQIkZGR2LVrF06cOFF4N+nkiJwRXIGSJGucQsF5lDnLsv25554DADRt\n2hSXL1+2OS5zqZ+oqCg8+eSTqFmzJgBg6NCh2L17t3X/wIEDFef27t0bANCoUSO0adMGer0eZcuW\nhYeHh80XRBDyi4+PD4YMGYI5c+Yoth84cAAvvfQSAGDw4MFWy4FKpUL//v0Vz4al83bDhg1RoUIF\nNGjQACqVCg0aNLA+F6tXr0azZs3QtGlTnDp1CqdPny6Eu3MORM4IJYGSJGucQsEpU6YM7t+/r9gW\nGxuLsmXLAmC/IgBoNBoYjcY8jU1Eij+cXq9X7Pfw8ADAwVmW61g+5/VagpATY8eOxaJFi5CUlKTY\n/qhanDqdTvHZ8v1Uq9XW763ls8lkwqVLlzBz5kzs2LEDkZGR6NGjB1JSUux8F86LyBmhpFBSZI1T\nKDje3t6oWLEidu7cCYCFzpYtW9C+ffs8j1WnTh1cvnwZFy5cAAAsW7YMTz311GPPk4LPgqMpVaoU\nBgwYgEWLFll/DNu2bYtVq1YBAFasWIGOHTvma2wiQkJCAvR6PXx9fXH79m388ccfdpu7KyByRigp\nlBRZ4xQKDgD89NNPmDJlCoKDg9GlSxdMnjwZ1atXB6A0LWf3PnPUtqenJ3788Uf0798fjRs3hlar\nxRtvvGFzbnZjPeo6glAQMn+X3n//fdy9e9f6ee7cufjxxx/RpEkTrFixArNnz872vKyfs9vXuHFj\nBAcHo27dunj55Zfz9cPt6oicEVyZkiZrpBeVIAiCIAguh9NYcARBEARBEHKLKDiCIAiCILgcouAI\ngiAIguByiIIjCIIgCILLIQqOIAiCIAguhyg4giAIgiC4HKLgCIIgCILgcoiCIwiCIAiCy6F15OBS\nhVMQSi6FWUNUZI0glFweJWscbsEhomLz+uyzz4p8DvKSlyNexe27XRQU9T0X57+HvORlj1dx/F7n\nhLioBEEQBEFwOUTBEQRBEATB5ShRCk5ISEhRT0EQHIJ8t4sX8vcQXBFn+147tJu4SqV6rI9MEATX\no7CffZE1glAyyenZL5AFJyUlBa1atUJQUBDq16+PCRMmFGQ4QRAEG0TOCIKQHwpswTEYDNDpdDAa\njWjfvj2++eYbtG/fngeXVZUglEjs/eznJGcccT1BEJwDh1lwAECn0wEA0tLSYDKZULp06YIOKQiC\noEDkjCAIeaXAhf7MZjOaNm2KCxcuYPTo0ahfv75i/+TJk63vQ0JCnC5ISRCExxMeHo7w8HCHjf84\nOQOIrBGEkkBeZI3dgowfPHiAp59+GtOnT7cKlmJlNo6LAz77DDh7FujYEfjgA0Dr0ELOglBicdSz\nn52cceT18sWePcCsWYBKBYwdC2RypQmCYF9yevbt9gvv5+eHHj164PDhw8Vv5ZSSArRqBVy+DKSl\nAbt3AxERwJo1RT0zQRDyQLGWMwCwcyfQsydgMPDnzZv5VRznKgguToFicO7evYu4uDgAQHJyMsLC\nwhAcHGyXiVkxmws+xu7dwM2brNwALHx++w24f7/gYwuC4FAKRc4AANlB1kyfnqHcAEByMvCvfxV8\nXEEQ8kyBFJybN2+ic+fOCAoKQqtWrdCrVy906dLFPjO7fRto3RpwcwN8fYFVq5T7Y2OBXbuA06cf\nP5bJxObizKhUvF0QhGKNQ+UMAFzfAPxSCvjZDfijKWCIVuw+c4ZFzb17uRjLaMzdNkEQHE7xLfTX\nti1w6FCGcPDyAvbtA4KDgf37gWeeYSUlLQ0YMgSYN89WibGQmAjUqQPcucPjeXoC7doBYWGPPkcQ\nhHzjNIX+HpwGtjQHTBariwbwrw88exwA8PbbwKJFgLs7G5M3b35MSM3vvwODBmVYcXQ6Xpz16pX3\nuQmC8FgcmibuEIiAgweVKx8iYO9efv/CC0B8PPDgAZuAly9nZeVReHvzeH37AkFBwKuvsiB6nHKT\nlgZMnMiWpEGDgOjonI8XBMG5uLs/ixwwAQ9OAaZU7NwJ/Pgji5gHD4CEBOD55x8zXu/eLI9at+bX\nihW5U27OnGH51LYtMGOGfVzzglDCKZ5pRCoVu6Uyx8hoNED58vzg37ypPN5kAs6dA7p1Y6Vk+3Ze\nQXXsCJQrx8dUqgT88kve5vHyy8CmTSzhDh8GwsNZEPn5Fej2BEEoJniWB5BloaP2ANTuOHeO11WZ\niYkB0tPZc46kq8DdA4BHWeCJEED1cL3Yrx+/csv165wEkZDAF4yMZBf9N98U4MYEQSieFhwA+O9/\n2S3l5cUWmKAgXj6p1cCTTyqPVauBxo1ZqWnRAhg4EBg+HKhdGzh1KufrGAxsEfL0BPz9gfnzeXty\nMrB+Pf8LsBKVlAT8+af971UQhKIh4FmgbBtA6w1ovACNDmi5AFCp0KiR7eFVqjxUbm7tADbWB/4e\nCezuA+zq9dgg5YMHWXS5u7O4On/+4Y5164DU1AxtymAA/vMfu96mIJREiqcFB2Blpk4ddkuVKwf0\n6ZNRt2bDBqBzZ1Y+0tOB8eOBDh2Ar77iOjcpKXycSgW89hrH7DyK0aPZSpOayq/33gOqV+fxskNi\ndgTBdVCpgZA/gOjfgZRbrOyUCgIAtGnDHuovvmClxMMD+N//Hp7318uAKSljnDu7gWvrgarZ+7Du\n3QO6dmXPOgCcPAl06gRcugRoVarskyAEQSgQxVfBAYCGDfmV3fZr14CLF4GyZTPcUBcuZCg3AK+I\nrl/P+JyeztlX5cqx1QcAtmxRnmMw8LauXYEXX2QrjsHAypWvL28XBMF1UGuAKtm7lD7+GBg1il1T\nTz7Jhl4AQGqM8kBzOmC4lvH5wQP+96E7OyJCqbMQsQf+yhWgxgsvAJ9+yu51s5kDk8eMsdPNCULJ\npfi6qB6HhwdQr16GcgPwkkivVx7Tti2//+UXFjbVqgEVK7LEAYCsPW08PDjWBwCWLGEJ16kTZ2od\nOQL4+DjqjgRBKIaULcuixqrcAIB/Y0Clyfis0gBlWrKS0qcPy6Vy5TgWJy0NZcrw+ioz6elAqVJg\neXTkCC+oOnfmujlTpxbGrQmCS1N808TzAxG7mP79b14utWzJ7qfYWLb6ZC7AVa4cByvv3s2VR02m\njEDmY8ckkFgQCoDTpInnl6SrwI6uQNJl/hz8DVDnbfZpffddRuyelxfw/vugL6bgpZeAjRvZE+7u\nDrz7LjBlSuFNWRBckZyefedUcC5c4JTKM2eAgABg9WpOybSQksIrKV9f/vzbb8DQoRkOcIAFz7lz\nnF11+jSwdSsHMw8cmGGlMZs5I+vePXbIBwba/14EwQVxGQXn3H+BY+MAUwpQsTvQbgWgfWglJgLS\n4zhAWe3G29q1A/76SzlG+/bAnj0gYlF04QLnTISGZhxy+zYXE9Tr2Qvu7m7/WxEEV8S1FByjkYOA\no6MzakX4+LDUyOyuyszRoxw0nNmC4+nJTnCF3TkTJhMXEzxwgK1BZjNHGHbqZN/7EQQXxCUUnFvb\ngV29M4oAqj2AKs8B7VY++pyhQ4GVKzNqeLm5AYMHA4sXP/KUyEiuaEHEr5o1WUfy8rLjvQiCi+J8\nhf5y4vp1tqhkLoSlVrMSA3Dw8VtvAQMGZDTTbNqUIwV1Orbq6HRcnvRRyg3A5+7fz1WQExI4RfyV\nVxx3X4IgFC9ubstU4RiAOZW3WfjtN46bGT2aG/kCwNdfc0yNjw+/Klbk/lQ58OqrbFxOSGBxc+YM\n8P339r8dQShpFO8squzw97ft7WI0AmXKALducSuHuDi2wGzaBNy4AYwdy37xl18Grl7lIhQ1a+Z8\nnevXM5pzWoiJyf5YQRBcD8/ybLUxp2Zscy/F//73vyxXDAZeYK1aBRw/sgUZOQAAIABJREFUzoVy\nTp/moqAqFfDUU8rEh2zInOgJsIf9yhX73ooglEScz4Lj78+BfDodO6r1eg4SbtYM+PlnXgZZmmga\nDMpshObNgeees1VukpKAWbO4ns6WLbzN0ujTgkbDypMgCCWDmiMBXWUu/qf2eFgE8GEh0MmTM1ze\nZjObXpYu5c96PdCjB/Dss7bKzf1jwLGJwIkp1qae7dsrY270+keX4RIEIfc4nwUH4JoRHTpwqnf1\n6pyWaWm8mbWHS2Zrz40bHLtTqxYrSgAvl1q25Jo6KSlsG546lVMcvvwS+OADPq52bWDt2sK5P0EQ\nih43X6D7MeDqGiA9AajYDfCrx/uy5nybTFaLr8kE/PMPi6R69XhtBAC4HQ6E9wBMyZxWHvUd0P0Y\nFi6sih49uNIxwCVw+vcvlDsUBJfG+YKMcyIqii05SQ8rjOp07OCeM4ddVB9/nNEWeP16TmNYtQoY\nOZJXYBY8PXl1plKxgpSUJGnjgpAHXCLIOCc+/hiYPVvZNfzAASRUa4SnnuKC6gBQty6wc+fDxMwt\nzYHYI5kG0QC13wKazwbAxmcPD8mgEoS84FpBxjlRpw6wYwenatarxzVxvv2WfeITJ7KFJj6elZnn\nnuNVWEKCrdUnPT3DzaXVinIjCIKSqVOBCROA+vXZnb11K9CoESZMYOtNUhK/Tp5k0QMASI/PMoiJ\n08wf4uMjyo0g2BPndFHlRMuW3L8qM1FRHE9jKb4FsGXmzh2gSxdlDXUPD3Z/aV3vv0YQBDuhVgOf\nfMKvTEREcCE/C6mpGUXTETgIOP1NRmaWRgdUHVg48xWEEohrWXAeRZ06tj5zrZarFlevzoHFdepw\nJlbPnhJrIwhCvggO5jWSBU/PTLkJDT8Fav8f4FGeg5ebfw9UerZI5ikIJQHXisHJiVmz2KRsicH5\n7Te23giCYHdcPgbnESQkACEhbDQGOAYnPJyLpAuCYH9cq5JxQbh5k7OoatbMyKISBMHulFQFB8gh\ni0oQBLvj2grOjh3AiROc+t29uzKeRhCEIsHlFJyEBODXXzlr6plngBo1HHctQRByjesqOB9/zCng\nRiPH1Lz8MjB/vuOuJwhCrnApBef+fQ6kiYlh97ZGA/z5p7LBryAIRYJrKji3bgHVqilTFry8uCdV\n3bp5G8toBJYt4z5WrVoBTz9t16kKQknDpRSczz/nop+ZW7cEBWVKj8oDiReBq78CUAGBLwL6Knab\npiCURHJ69p03F/rePQ4YzqzguLsDd+/y+8RE4Ngxju5r0uTRriuTCejWjcuIGgysJE2YYJP+KQhC\nCeXGDdu+dBY5A+DSJe4dVacO99Z8JHEngG1tAVMqoAJwahrw9CHAt5ZDpi0IJR3nTROvUYOVkaw0\nbAicO8f7e/bkRi89e9o26LSwaxdw6BBX5SJiJeeLL7gooCAIQo8eXKnYgqcnx+EAmDkTaNAA6NuX\ncxfWrcthnGMTAGMSQOmAOZ3bP5z41LFzF4QSjPMqOJ6eXAO9Vi0uuhUYyH5xf39gyBD2lz94wIpL\neDjw44/ZjxMXx+dnRqXKaPcgCELJpndvYMoU7oLp5sYLpjlzcO4cMGkS1w998IDXRoMH5yA6Uu8C\nyGxKNwMpdx9xsCAIBcV5XVQAl0k/e5YtL5ldUOfP8zYLBgO3a8iONm2UrRq0WlaaSpd2zJwFQXA+\n3nuPX5lkzcWL7BXPXCBdreZqFDVrZjNG1YHspspcyThwgOPnLgglFOe14GQma3xNw4bK4hN6PdC0\nKb+fP5+rFz/5JGdgVagAhIWxRNLrWeEJC5N0c0EQbMkkF+rWtQ3NUauBSpXAmVfPPw8EBHC21T//\nAHXfAeqOBdz8AfdSQIMJQI3XCnf+glCCcN4sqpyIjgY6dgRu3+bYm0GDgMWLuXP4a68pOwDPmcMd\nxwVBsBsulUWVAz/9BLz+OnuuAC6Q3rkTsVJz7BhrQCoVu87PngXKli30OQqCK+OaaeKPw2hkG7K3\nN6+iAM6WCgtTHteunW1zTkEQCkRJUXAADuO7cYPDAPV6cIZnQIDSvOPry9pQnz5FMkdBcFVcM038\ncWi1QO3aym0+PrbHZbdNEAQhl/j7Z+n84umpjOsD+HPmTCxBEByOa8Tg5JZPP+UllsWPrtNxES9B\nEAR7odcDb7750JwDVnjq1OEunIIgFBqu66J6FKdPA4sWcTbEsGFAo0ZFPSNBcDlKkosqW4iAlSvZ\n/V2jBvDWW9nX7RIEoUA4LAbn2rVrGDJkCO7cuQOVSoVRo0ZhzJgxubpwseLIEWD4cM7vbNuWa+ZI\nmrgg5Bt7PvuPkzP2vp7DIAJOTgHOzQNUWqDBx0Dt0UU9K0Fwahym4Ny6dQu3bt1CUFAQEhMT0axZ\nM/z222+oV6/eYy9c6Jw6xRabq1eBFi2AJUs4o+HGDc73TEjg49zdgWbNgL/+KsrZCoJTY89n/3Fy\nxt7XKwhEwOzZwLff8udx44C3337oFT/9HXD8E2UdnNY/Si0cQSgAOT37BYrBqVChAoKCggAA3t7e\nqFevHm7cuFGQIR3DvXtAhw5sqblzB9i2DejalaXRnj3KY9PSMlo3CIJQ5DiNnAEbfydO5L69165x\nW7ulSx/uvLw8Q7kB+P3lFUUyT0EoCdgti+ry5cuIiIhAq1atFNsnT55sfR8SEoKQ/AbanT8PDBwI\nREVxob5Vq7iScW7Yv5+balq0vPR0jsW5c4fTyLPT/tzd8zdPQSiBhIeHIzw83OHXeZScAewoa/77\nX262m5LCMuff/861PPjpp4wyWwC//+knNh7DzTfL0WrAzS9/cxSEEkqeZA3ZgYSEBGrWrBmtX79e\nsd1OwxOlpBAFBBCp1UQAkUpFVLYsUUIC779wgahtW9721FNEV68qz9+xg8jbm8+1vNzciOLjidLS\niJo2JfLy4u16PdFnn9ln3oJQQrHbs5+JR8kZu15v82YinS5DTnh5EY0dm7H//GKi9VWJ1lYkivyU\nyGxSnN6rl1LMAER9+z7cGXOAaJWOaIWKaIWGaLUv0YMo+8xbEEooOT37Bc6iSk9PR8+ePdG9e3eM\nHTtWsc9ufvETJ7ggnyVOBuDCWVu2AE2acJbCnTtca0KjASpX5qqhllWX0cguqshIbhyj13P14tmz\neX9KCrBgAXDlCh/Xt2/B5ywIJRh7x8TkJGfser1Ro9iCk5nAQODyZeD678C+QcoYmoafAg0+tB4a\nEcEiJHOx9L17gYceNiDuJHD5Z0CtBaoPA7yfLPicBaEE47BCf0SEV199FfXr189W6NgNf3/bpi9G\nI28/fpyliaWwlsnEMTfnzgENGvA2rZY7is+fz66uNm2AF1/MGMvTE8iSlSEIQvGg0OQMwIkHWi3L\nFwuWKn6XV2QTQ7NMoeAEB3MI35IlHFg8bBjnMGSM1RAImubIOxAE4SEFCjLet28fli9fjp07dyI4\nOBjBwcHYsmWLveaWQZUqLCksRfr0ei55Xrcux9BkFkYAf/b2Vm7z8GAlZs4c7k31qGaap07xcsvP\nj1PGr161//0IgpBrCk3OAMA77wBlyrC80GrZBGOx9Lr5wUZk2sTVAPXqAf/6FzB9ehblJgvffQeU\nL8861cSJtsWPBUEoGM5T6I8IWL8eOHmSq4IOGMBKChErO9u3syXHovysWMFWn3PnWFmpXPnx13jw\ngN1dsbE8rkbDytW5cyzsBEHIFU5d6O/uXWD5cnZn9+oFNGzI2xMuAFuaAcZEgEzsour0B1C+I59z\n4wYnQGRdXGXDihXsDcvsypo8GfjgA/vcgiCUFFy/2abJxN3C//mHrS+vvMI+844dgfh4VnSGDgX+\n858My82mTcDatbxae/ddbo4XHs7KUXx8xth6PTvWa9Vy/H0Igovg1ApOTiRdAS4sBkypQLUXgVJB\nwPffA++/zzF/KhXwv/+x7AEAowE4MxOIPweU7wDUeBVQqdGrF7Bxo3Lopk25koUgCLnH9RWc7GjZ\nkqWFxe6r17Nj/IUXOIhw7FhePmk0QKlSbBmKjlZGCAJsqr5yBXjiiSK5DUFwRlxWwcnKmTOsmSQn\nZ2zz82OLjpqArS2BB2cAcwpbfKq9BLT6L4YNA5YtU7qlQkOBsLBCvwNBcGocVuivWHP6tFJ6GAys\nxABc48KixJhMbLFZtowjBENDM5rkWbKtRLkRiiMJCRxQXwwq+JZYTp8G3NyU21JTOavzzm4g4Twr\nNwAHJV9cCqTHY9IkwMeHPd8aDYua6dMLf/qC8DjMZuD2bU42djZcV8GpUUMZSKzTAbVr8/usGVkm\nE6/AVCpg3Trghx9YCVq6lIt8CUJxwmwGRo5k92pAQIYrVih8atbkwqGZ0WqBcuUAUwqgyiJiVWrA\nlIoaNbj6xZQpHHtz9Ch3iBGE4sT58xxWFhjIhsl584p6RnnDdV1Up0+z4E9L46yqXr24u69azc1h\nFi9WRvgdOCCdxQXnYP584L33Mr6/Hh5ccdfaE+AhJhMr7erCX8eUGBcVAHz1FfDFF/x3MBqBX38F\nnnkGSIsD/lcLSI0FYAbU7kCpYKDb/kdncQpCMaJePW4eYHm0dDpg1y6gefMsBxqNRZaIUzJdVPXq\nARcvAn/8ARw8CPz8c4ag/+474P/+j1XTpk35GFFuBGdh1y5lnFhqKleTs5CSwrFmHh6AlxfnIIsb\ny3FMmMALqo0bgUuXWLkBAHd/VmbKPwXoqwFVngc6bRHlRnAKjEalcmPh8OFMH44c4Qxld3egUiUu\nAlWMcF0LTnZERHDAcOPGrNwIgjPy2WdcaCU1lT+r1UCnTsCff/Lnt97iro+WwFedjm3LQ4YU2hRL\nlAUnC0lJ3MNXpeKcBZ2uqGckCPmjTBmummLB2xtYvRp49lkAiYlA1arA/fsZB/j5ce04X9v6UI6i\nZFpwsvL++0D79pwu3rAhN+sUBGfkgw+4bIGPDwuS0qW5BIKFbduUWT0GA1spBYdz5w4XUB8wAOjf\nn9/HxBT1rAQhf/z8Myvovr4cCN+jB9C9+8OdZ8+yGzwrZ84U6hxzomRUr4uI4B+AzGb94cOBfv3Y\njC8IzoS3N9uJd+1iK0779lzqwELFisCFCxm2ZXd3LlgpOJzx47nenyXuOCUF+OgjYNGiop2XIOSH\nbt3Y+3rkCFfdbts2k4e1fHnbhJ3UVN5eTCgZCs6VK7YBUCoVp9gGBBTNnAShIHh4sPQBWIHfuJEz\netq04cJz7dtnBBmXLg18+GHO4wl24dw5ZVJVejpvEwRnpWpVfsGUCkRvBYxJHFdWuTIXyZ0zhzM7\n1WrgzTeBatWKespWSoaC07ixbSqnXv/4+jbz5gGTJrFWOmAAf7Z0KBeE4sCsWRxErFazxeaNN4Bv\nvuGq3lu3siLUuze7swSH07Ej65sWD6GXF8fh5Mj9+8DLL7NFzt+fC5E++6zD5yoIucZoALa1BhIv\nAXhowgndBXz5JfusTp3ixJ6nnirSaWal5AQZr17NbikiNvFv3coZVI9i0yZWaixuLS8vrj1iabwn\nCEVNbCxbIC3BxgB/T48ezbnLYyFQUoOMU1M5gW3bNhY13bsDv/zymHVRaChHJVvM/V5enI3SoEGh\nzFkQHsvpb4DISRlFKwEuedD9aNHN6SGuF2SckMAKy7JlXGIxK2lpyngbgOuE3L/PqeO3buWs3ADA\nhg3KMZKTeZsgFBdiYmyr6Lq7cxBIfrl6lbOxLl4s2NxchQf/cO+pG38AZNvuOyFBGWfp4cGtqG7e\nZNG0YcNjlBsi7oGXOZaBCNi50263IAgFJumqUrkBgOT8yxmTiau3hIdzMpajcD4F5949zoJ67TVg\n9GheqVqitomAd95h95OvL9ejSErKONfDgwMwNRrlmL//DvTty006Le0cypWzjdvx93fcfQlCXgkM\ntP31NJkyul/nlSVL2Mz8wgs8xty5BZ6iU3NlDbClOXBkDLB3ALCrj1XJuXwZqFOHw5u8vW1rLJYu\nrYz7BsALpo8/5lSUzz5jc49KZdt9XKMRWSMUL8o/xb3ULKjdgfId8zVUairQuTPQpQv3tq5Vi8tH\nOQRyIA4Z/t13idzciFidIVKpiLp04X0LFxLpdBn7PD2JXnst5/GWLcs4R6Ui0uuJTp8munOHqEIF\nHkOr5WN277b//QhCQThyhOiJJ/g76udH9Oefyv0mE78ex717/F23PDsAkZcX0dWr+ZqWg0WL469n\nNhOt0hGtQMZrtTdR9GYiImrQgEitVv5XRUTkMJ7RSNSyZcb/sZcXUefOfJ2lS1m+aDT8b+PGRCkp\n9r0fQSgIZjNR5CSilVqilRqibR2JUuOUxxiNuRpq5kz++lueHbWaqFOn/E8tp2ff+YKMr15VBgwT\ncRdwANi+XelWSklhG1hOTJ2acQ4Rv//Pfzh48+RJbu+QnAz07AnUr2/XWxEEK2Fh7Hb192crZNa0\n7shI/i66uQEjRmQUqmzalP0hiYlsCbDkcBqNwKhR7MYF+P3cuY9u23D9Oo+duaOeuztnIJbEFHNz\nqq1JHgQk34LRyDHcmd3+KhWb3IOCHjHeiRMciGn5/01O5vYwFy5wAcZatVhWlS3LlmQpXyE4AlMK\ncGY2EP8PULYNUHOUol+a2cwi48gRNuaOHPnQkaFSAY2/ABp+CpjTAG0ma87p09wK6eJFrgz4yy9A\nSMgjp3DqlLJMl9nsuExD51NwunXjomWZg3+7duX31aqxULb4s1WqDOF8/DgX+bt2jRtp/PQT5+tn\nza4iythWpgz3rRIER7JiBSsgBgO7JxYv5h/ESpV4/759/L03GFhBmTOHg1Dr1OH9KpVtltS0aaww\nGY38eckSbkD73nvZz6FaNZY0mUlP5x/ekojGE/CpAyREZcTekBko2wpaLXvAHzzIOFytflhxggg4\nPROI+haACqjzHlDvPf47ZFUuVaqMv0+bNvwSBEdhNgHbOwP3I1jRuforELMXaLvcesiIEdxKLSmJ\nC/xt2MA/t9baN2otvywYjexrunWLv/t377Kyc+4cUKFCttNo1Yrr7Fp+wt3cgOBgB91z/g1DBTMd\n5RuzmWjsWDbJazRE/foRJSfzvrg4olq1iHx8+FWqFLubYmKI/P0zbGJaLZuBzWaib79VurV0OqJD\nh+w/b0F4FIGBSteQVkv0+ecZ+zt2VO5XqYiGDcvYn5ZGdO2a0q3RsqXyHIBdIplJTye6coUoKYk/\nb9nCLlpvb34O1q7N9y05WLQUzvUSLxP9rx7RSjXRKj3R5dXWXRs28H+Rjw//d/Xu/dATeG6B0rW1\nSkd0fhFRairLJot73d2dqEmTXJv1BaHA3PmL3ayZ3a4/exAZbhER0fXrRB4eSpGh1xMdPZppjNQ4\nIsNN/u0kIrp0Sfn7CbCr/I8/lNd+8IBllMlEJhPRyy/ztXQ6ovr1OSIkv+T07DufBUel4maZ33zD\nK87MWSR+fsCxY5wCnpbGkUzlynERtMyrU0sXsTt3gLFjAU9PYOFCDk6eMiWbVqmC4EBSsrhCjEZl\ncHx8vHI/ERAXx+/37uUVkyVgdeVKjtyrXJmrHVu+9xqN0tUUEQE8/TRfx2Rit+ywYfxMXLvG1qOs\nwa8lDX0g0PMfXu2qPRRNMnv3ZlHz999cTis09OHuyysAUyY3uckAXFoO1BgB/PUXux9PnACaNWM5\nljXhQRAchTlF4Y4CwJ8fumKTktgdlbnqhEbzUBQRcbD9ufmASgP41gE6/8nR9BYrpIX0dGWNuU8/\nBaZP58ErVoR6504sX14V33zDVpxq1R7tOS8oxbcODhEL3ZUr2VU0dWr+s0PCw/lHIHM+mpsbZ2RJ\nATShqBk/nqsPW2y2Oh0XfbMo2t99B3zyiXL/Tz9xMbgKFZQKkE4HnD/PTu4WLTKklV7P9XEqVWKl\np2JFVmYyn3fkiN3q5zhTHZyYGP4TREVxUb7PP+c1T77Y1QeI/j3zzIDKfYCO6/M5oCDYifRE4H+1\ngNQYgEyA2g3wrQd0jwBUahiN/PhfuZLhUS1blsPEvO+uBP4eBZgeLrxUbkDFp4GQ/wEzZ7ISQ8Qn\n9e/PzX4BNjY8/3zGgk2jYeX+77/tdls5PfvF14Lz5Zf8Mhh4abR9O686a9bM+1gdOnD035EjLPj1\neuD110W5EYoHX33FsWM//8xWkxkzlFbEsWP5OZg3jwXEpEksNM6csY2bcXPjoL/OnfnfzZv5+enV\ni1dbABcIzBxAAvC4kZFFXiCwsElO5piA69d54XnsGP83bNmSzwEbTwFubweMD6MotV5Ao8/tNl9B\nyDdu3kC3/cDfrwEJ54AyzYGWC6xWHa0W2L2bQ1UjI4HatTl0z9sbwOn9GcoNAFA6EHuI37//PtCu\nHT881atnxMQC/Jub2UJtMrEFs5Aovhac8uWVbXg1Gq4dMWlS/sZLS+OOdxcvskR7/nmFyfmRREdz\nekTp0qwoOcqWJggWiFjZ2bSJXU3jx7MVMytxcWyJySxAvLw4oD6nhYDRyO7czBmHej2wYwfQsqVd\nbsFZLDhhYSwKEhIytnl4cLJmvnsGxp9lt5RKBVQbDPjmIlCbiFe1N25wxOWTT+bz4oKQe+7fB77+\nmr/vTz/NCXzZ/ixGzQGOfQSYLOlPKqBMC+Dpx1hiVq7kBIrMLveaNe2aNpXjs5//0J6CBf88lvLl\nlYFLGg3RlCm8LyqKgyz79bMNhIyJIZo2jeiDD4j27Mn99RISOFgzM7t3c5SVry9HEj77rAQFCo5n\n8uSMwD03N6LKlTmAPjsWLuSiEr6+/K/lGcnMzp1cK6pDB6JVq3jb+vV8DV9f/nfsWLvegoNFi92u\nFxbGgcKZRY27+8OgR7OZ6MJSol19iA6MJEpU1gQKDycaN47oyy+5jFCuMJn4b2kJ0qSH13n11QxZ\no9Px30cQHEhCAlG1avx9twQUT5jwiIONKURb23CQ8ho/ol9KE8X9ozwmLY3ok0+IWrUi6t+fExiM\nRqKePXlwPz/+fh88aNf7yOnZL74KzldfKQvweXsTXbhAdPEiSyRLlS2djmjBAj4nJoaL81kyFby8\niNasyfk6sbFEbdty5opWS/TZZxn7KldWSj5v74wfCEFwBGazbcE9vZ5oyZJHn3PuHKf1nDxpu2/v\nXmVVLZ2OaPly3nflCtHGjUTHjtn9NpxFwTEYiGrUUIqM7t0f7jz5ZaaMKA3RL2WsGSfLl2eIJ3d3\nokqVWJTkyNatLLvc3Lg4oyU9Zdcu/htn/ZvnpkCjIOSTn3/mn7SsCZyP/NqZ0oluhRNd30SUko1G\n/9JLGQ+FRkNUrhxr/mYz0V9/EW3aVLB0qUfgnAqO2Uw0fz5RSAjRc88RnTrF2z/5RFlCFCCqWpX3\nff11hjpqeVWpkvN1evdWnpN59ZS5YrJlNf311/m/J0F4HGYzS5nM3zudjp8FIlbiFy8mWrQod8Li\n5Zdt08WDghx7D+Q8Cg4R0d27bEDp0IFXsNZs+zV+WVJqPYnOzCEi1k8y/5d6ehLNmpXDRW7csFVi\nypTh9PFly7L/pXnwIN/3JAiP48cfbb+SGk0mR0bMAaKo74mub1RaHLMjLY1PzmoQWLnS0bfhpGni\nKhX77kaNUm5PS7MNrLSkqcXH2xbuyxxncPcu+7irV89Igf3rL2WjO4OBI6369gWaNOHAZks3PTc3\nzkwRBEehUnFQyO+/Z5T7VKu5r9rVq5yBkJzMImT8eE4Fr1aNj0tL4/gbNzfOONRosneoSxyZgjJl\nuEqEDZQl/RVm67bMlVgBFjvWOB4yAwnnAagAnxocxHnypG1vu5QUTskPDlZ27AQ4tur/2bvu8Kiq\n7bsmM5nMTBqh9y5IE6RICxKRZkH8WXhYURQr6vPZK/hUEBuKoE8sWCih9yYt9I703iMdUkjPlP37\nY+Xmzp1JhpRJIbnr++ZL5p5bzp17zr777LK2ngShowjRu7cqIkSYOdi7dxbzysExwK53AAjHb827\nga5TsuXJhQtM1mzQIIvgMrd41rzEuRYhrj9J98gjTGlVYLMBzz3H//v10+Z3Wq18WQDA998zYDMy\nkk9k9Wpur1FDe36LhUUMAWDmTCpDQUF86sOH+6Sg1qHDL/jtN1KKNmoEdOkCrF0L1K0LvPMOM6BS\nUqiIJyRQyQEYkN+iBbOnunZlQHxaGvDyy9r5YrUCb79dIrd13aHhk94FBmvfC4DrH6tVbQoKYg1N\nOFKAv7oCi28GFrcBlkVyW82a2oUUwIVZlSp8bj/8wJMEBXHfJUtK/OWgo2yjZk2SpHftytfcoEFk\nGIYjDdj5BjmcnGkcv2cXAJc3AQCmTaNic9ddjBcePx5U3gcNUmWNyUQjwh13lNj9ASjFQca+sG4d\n2V3btGHlLnfz2bx5Ig0bMkj5uedoAj54UBuHADDYKTNTZNs2lfk4JETk5ptVZmQRnvvCBe02HTpK\nAp6MxgDjx0REBgzQulQtFpEPPmDbxo0i994r0rcv50cxoIhFS/Fcz+kQ2T1cZOFNIst7iMSp1TTT\n0ujWqlKFMTyLFmU1bH2Zrix3t9a2rADuf/+b7kaFKXrsWO31MjJEzp/XY290lCxSz2rH8CSITAsT\nOT1bEhK8X6VWK0mKxeEQ+ewzMqY/+STdssUAX3O/9KaJ+xNz5lC7dCdEs1qZqlarFt1Wa9ZQ4+zd\nm5wkOnSUNnz+OVno3An/3n+flp0WLVgB0h333MNiMiWA6yVN3O/4qytweYN2W5VIoNda/r9xI5nT\nbrqJHx06ShvEBcxtAKTGAsiaU8ZgoN9B7D1eG126aGkVwsMpZrp3L5He+pz715+LqiBo3Ng7Nicg\ngOZhgLa6gQNZMVxXbnSUVrz+OsspBAby89hjqouqbVvt2LVaGa+jo3hR4SaWdVAQEMRtCjp3Bh59\nVFdudJReGAKA21ewHAMMQFBloPtcwFYbdet6h4tlZpbemrzlw4IDsBbGRx/Rx+1wsGRq374l3Ssd\nOvIPZU65x2jExXEJdeIE2zt3JlFgUFDO5yhilFsLTmYi425STvJGYLtyAAAgAElEQVR7SAOg51rA\nHF6i3dKho0AQl1f9qvnzgYceYoByZibw00/U2UsKvuZ++VFwABbZiI0FmjZVrTc6dJQVOJ3A4cMM\n8GvcuESDVMutggMALjsQv4v/R7QBAkpvsqoOHQVBQgJw8iTr9+ZEsl6cKDIX1eDBg1GtWjW0atWq\nMKcpPtSrxywqRbk5e5ah4PXq8e/ZsyXbPx06CoKFC1m3beZMKu833FDmMnCuK1kTEMg6P5XaZys3\ns2czTKpRIxqTS4supkNHnpGQwKLAn3+OCmf2oU2bklduroVCWXDWrl2LkJAQPP7449iTQwGtUrWq\n8kRmJgsLxsbSZWUyUR09eFCPw9Fx/eC114AffySnisVCRT06unAKjsORO4dOHuHvuX89y5qVK8lg\nocSGBwez+LISPqVDR6nHlSvkhYuLYzyr2UxfVY8ehTuvy1FoC2eRWXC6deuGiIiIwpyieLBnD5dN\nY8bwAQHMOLl8WSUJdDj43TMTRYeO0oqLF7miSkmheyolBViwgGR/BUF8PHDbbVSUgoPJHVVKcF3I\nGpcLmDoV+OQTppVkCd0//tDyjaaksO6vDh3XDX74gVxbaWl8V6amAkOHFvx855cDMyoD0WZgflPg\nqv+Kb7qjyJ3Dw4cPz/4/KioKUcVNlLdqFbOjMjNppfnsM74ALBbvcHCnU8vepUNHUSAxERg9mtbD\n3r2BAQMKZi1JSGA2VUaGui0wkIrKtZCUxBdyuFvw62OPkdnb6aQge+MNWjnzsEqLiYlBTExM/u/B\njyhRWSPCyMuFC/nbWa3AU08B336L4GCVLVaBO/eiDh1FhY0bgT//ZK7Biy8yNK9AuHTJm6gyL3LG\n5aLhICIiiyIZQOo/wOp7AWdWhfGkI8DK24H+J70CmnNCvmRNYUl2Tpw4IS1btsw3AY9f4XKJfP21\nSIcOIr17k7xPQfPm3vWkhg3jMXfcobIW2WysFn6tmhs6dBQGKSkijRur9c9sNpEPP1TbL10SefNN\nkUcfZTU8X8jMZEFY99psEREi8fG5H2O3q6SAJpPIXXepxZc8y2obDNris/lAUcz9UiFrUs+JrBso\nsqityNahIvZkbt+9Wy00qHyCgkTOnZMjR/jTGgwqMdrChcXTXR3lF0uXautVh4aKHDrktsO5FSIb\nBolsfUnk6lHfJ/vrL+34tlpFhgzxfczu3Sx+HRRE4lFFnsXOIXGgO5FgtIVzqwDwNffLBg/Of/9L\nwrOtW4G//mK67MGDbEtI0O5rt9OfaDCw3s/IkSQBHDGCZuUyFpypo5Rh/nzg/Hl1NZSayjHocnGs\ntmlD687EibQAjBihHrtvH6kN2rXjmA8IAGJi6Bu3WIAmTRjwUaECxdDff/O7+0pr1Ci6sex2mppX\nruTcAYDKlbV9tVqBatWK9Oe4ruBIBZZ2BE7PAOJ3AMd+BmLu5m8dH6+uUBUEBgKJiWjcGNixA3jl\nFVaV+esv4M47S+YWdJQfvPee6hoVAZKTga+/zmqMnQWsvhs48TtweCywuC2QfDx737FjWXbxttto\nBUKvXsC33zKqODiYJZDGjOG5rl6lHNq2Ta0TKULr9PnztDCnp1OeHTkCWKoB4uE9ERcQ6H8qhbKR\nv/j991ond1oaAy2HDwf692dtH6U6ns3GiD+ALqtXXinu3uooz1AKZbrD5aJbaNYsvigVUsrUVMZz\nvPsuC2127kwpJUIF/tIl4Lvv+Pb0PN+//gUsXswxbjDQVdumDf96zhWlLtsvv9CdC1B5atQIePLJ\novkdrkdc3gBkJqhFOJ3pwOWNQPoFKplGo7pvQAAVzYYNAdA1MHp0CfRZR7lFSor2u4gbA/Gu91ln\nii2AIxk4/D3Q9kt88YWWML1nT3quWz/9NPD009qTHjrEzGRlwRQZyQVUfLy3C8tkAnbuBB54AKjV\nHzgzj4oNALQZBZj8Hx5SKAvOQw89hC5duuDw4cOoU6cOJkyY4K9+5Q+e1ZENBlXYjB5NYR8ayvTw\nMWOoWerQURLo1Us7Xi0WoE8frvbT09UVkAKHg5JpzhxafRTlKDUV+PXXnK8xfTqVm5QUxvskJJCp\nG+Cb1t3SYDJlv4Rx220UQN98Q2Vn82Zt8doSRKmQNQYjsqnrs5FVbTk8nKvY5s25iLr5ZiqOnlYd\nHTqKCU895V2X+oknsr440z32dmUrPGPHatdAqak0KOeIxx6jRyQxkfJm7VrKpQoVvL0hDgczlQ0G\noMtEIHI60PZroGcM0LQQAcs+UCgLzpQpU/zVj8LhrbdUe1xAAE1ojz3GtqAgYMIEfhSsX8/aU1Wr\nkoLRne3V4WDaw4kTQPv2tADp0OEv1KrFsffss8C5c8Dtt1OiAPRbvPWWuq/VyvGnKOyeAsNTsVdw\n7BiVJXecPs2/n3wCLF1KoQRQ8c+2W4McOqWQd71UyJrKXQBbLSD5BODKAIxWoHovwFKV7a1a0Y2o\nICODwv7CBVZ3j4zUnO7kSWDyZDU+WdEzdejwB/7zH77Oxo9nVvdHH3F9BQBo9BSwbwQrhgMcy/Uf\n5r9G7XkMBq6DcsTx41qLdGoqrTqBgcDvv9MCbDLRQv3YY0CnTupJaxZDJYECRfX4IfjH7/jzTwYJ\nP/KIRySVB37+mcFSRiP/tmvHKr4irOLbq5caTBUcLPLWW8XTfx06RES2bxfp3FmkYUORoUPVAODz\n50UqVuS4VcamUi1chMHLSoD8ggVsVwICAwJE2rbV7rtgASuLX71aJLdRrHO/OK+XEc+K4St6iez+\nSMSZmct+GSLt22tlzU8/ZTfv38+gT5OJn5AQkT17iucWdOgQl1Nk70iReTeILGwtcmZRdtP48drg\n5JAQkcOHsxqdDhFHmnqe225TZZIilyZOVNuPHBGZPl1k06YiuxVfc79slmpITma6ZmYm3VFKoKQI\nK4a7299CQmiOHzAAWLcOuOMOHq8gMJBpbmFhxXsPOnR44vRpxpVduAD83//RBr1rF8n9LlzgGJ05\nk66mN96gOzYwEKhYke6SBg2KravlplRD4n7g8ibAWgOo0UdNc50+HRg8WCtLbDZ+Nxhw//1kN3Yv\nK9avX4kVf9ehQ4MZM2iACQ9nCGDz5gD2fATs/QSAAFVvBW6dA1xKZlLPuXM0Fz3+OIlHizFZx9fc\nLxtBxu64coWVlePiKD0CAxkGfuONjG/wNN27XGow1NWr3vY5k4mRWbqCo6OkUbeuNu4mI4MRgIq7\nKT4euOcemo2/+ILuroQEoH59HzZmHQXGqWnApieylBoDUDWKVZcNAXwWnvFU6ek01ZtMiI/XWvZF\n1MeoQ0dJ44EH+MlG7Cxg/+dqgP2lDcDmIUDkVCY8nDxJY0Epy7osG2ni7hgxgtpkcrIaZKkwLhqN\nQNeu3oF/3bvz7y23aLcbjXyp1KhR9P3WoSO/OHlSS/IHcMwqpQwqV2ZQsa7c+B8iwKbBDMx0pDAL\n5WIMcHYJ2xWZoiAwEOjSJftZ/Otf2gDQ4GDG4ejQUSpxIUaN1wEYg3YxK/vSaGTGZSlTboCyqOCc\nPq2m2QIURGfOqN9nz6bwsVoZ8DlrFq07AF8ISiZEaCgF0sqVuQdz6tBRkqhSRTvWAbpla9Ysmf6U\nJ7gyAFeax0YB0s/z36ZNKWtq1aKs6d6dmXBZeOYZ5kVUrkxqkTffBF54ofi6r0NHvmCrAwR4ZFRa\nS//Cv+zF4Iwfz/BxhQTAamXuvkJK5AtK0U0dOq4XfPklMGyY6vMeMqRUEK6UixicBS2ApIMql4fR\nCvTZClRo4fMwxXOlr5t0XDdwpJDkMuVU1gYD0HMVULFdiXYLKMJim6USQ4bwYzLRdNa3L/D55wwU\nHjIEiIoCPvhAW1dj1Squhs1mmvQVFmQdOko7Xn+dAcTffUfuG0W5iYtj8HF4OMf0mjUl28+yiNsW\nAaE3MubGGAx0+o3KzbJlTFa4805gxYrs3Z1OWmmCgvh56im11q8OHaUapmCg7zag8+9Ah++Bu/dn\nKzfLlzN/ITwcuPdeRoWUFpQ9C44Cp5NLpcBAsrW2bMnihnY7rTq9ejFl4dw5Utwr2Q4GA2NuTp3S\nrTk6rl/ceiuJ+hRFPjiYRWaLiWylXFhwFDjTgYAgyo6//qKUd2dOnzsX6NkTX3zBJDglidNmYxz4\nhx+WTLd16CgsDh5k5RhlTJvNtCEsXVp8fShfFhwFRqMaTLxmDWntlXiFtDSuduPiWK/HPXNKhJkn\n7nE7OnSUJBIS+NKsVAlo1iyrOIwPZGaSzNKz+q9SkkGHf2G0qC7CL79UlRuAkv/LLwFQ5HgyxC5e\nXIz91KHjWoiJ4YK/UiVGwmfXdsgZK1dqswEzM2m0LKm1hifKh4kip1/bYOD2atW8AzUdDnKH6NBR\nGtC/P7BpE6VHXBytj/v2AfXqsX3jRlpnGjcGevSgYh8YqM2wMhhoQ9ZRtPBMDQey5U/t2lxLObPq\nDBqN3KZDR6nA4cN0ayta+Ny5jGVdsAAAN8+bx009e1L8hIV5x5JZraWnZnXZteC4o1s3ICJCdTlZ\nrXwRVKpEzpwHH2QOv9VKu/FnnzGLSkFOQktH+UNiIon1ipOwJCODBJSe1piYGP4dMYLS5j//oSL0\n4ouULqNGcSwbDBzXN9ygFtLUUXR47TVt/rfVCrz6KgDg00+5bgoO5qdCBYYHZkNEDVjWUX4hQgqI\nffu8F99FiWXLtMaAjAz6mkSQlMTyakOGsD51y5bAli0sKl6/vqrU2GzAV18VX5eviSLjT5bip2v3\nifPnRR57TKRTJ5E33hBJc6ObdrlEliwR+eEHLaX0pk0iNWuSr7phQ51LvTxj8WLSkIeFiVgsIr/9\nprY5nSK//irywgsiY8eKZOZC318QOJ0iZrNKhQ6QO33GDJHLl0WCgrRtNpvIvn08dtkylnP4/nvt\neC8MHA6Rc+e873H/fpEbb2TdgYYNy26phrxg4UKRqCjS2C9apGm6coVDZ8IEkUuXsja6XCI73hKZ\nYhaZbBJZ/3juJSB0lG04nSIDB1LGhISINGggEhub3XzmDKf0K6+IrF3r52v//ru2xIsia0Tks8+8\nRc1NN/GwlBSKvQ8/FFm1yo/9SU7mJFFK0Cg48I3I1DCRKUEi6x7yOffLnoJz+rTIu++KvPSSyLp1\nBT9PXBxfZu5PtEoVtTaQjvKDpCTviW+1ipw6xfZBg9TiLTabyO23U1Ap2LiRb7UtWwp2/VGj1PNb\nLJQs6ekiBw9SALn3KzxcZOXKwt2vyyUSH6+9BxGRDRtEIiLYB5tNZP58bk9LE6lalQuBrH6UBwVn\n/nyR558X+egjiosC4/B4kWibyCTwE22lwqOj/EGplajMZ6OR8kSo3FSqxDWEImpmz3Y71p4scmqG\nyInJImkX8n/tlBSRJk1UTcZm4+JI+Dp1FzOASPXqhb/dzMwcyuG5XCKvvsobDQoSuflmdTUQO89j\nrljKkYJz+rRIhQpq8S+bjQUFC4LVq/my8NRm9+/3b591lH4cOJCzIrF8OaWO59ImOFhk2zYe++67\n/B4SwvH46acF68PChbQ8fvutSGoqt6WnU+l2v3ZoqJtpoADYs0ekVi2RwED2d+5cbk9L49zytBad\nPSuydy+v69ZW1hWc0aPV95DZLFKvXiHqlsbcowps5bOglT+7q+N6wdCh3ppEtWoiQsuNotwon8aN\ns47LiBOZ00Bkagg/0yNEEn0Unc4NSUkiX38t8uabtABnYe5crd4VFCTy0EOFu9WRIylmTCbWvL54\nMashOlp7scBAkbvvZtvmZ73miq+5X7ZicMaOZdS3EsWXmso8zGshI4MEgR99pPJWVK3qHfdgtzNu\nR0f5Qq1a3nFYmZmkJ09N9aYTMBoZiXfiBPD11/w/OZn7/ve/wPkstttdu4AOHXj+gQNZC80dx48z\nGyoujpwqn38OvPwyHd4AyVRWrKAT3GDgmF20iPS4APt8/rx3/bWUFODJJ1mGpGNHYOdObnc6Gc9z\n5gzHemoq6wecOkWGcE/SlsBAxglUrOg9V8o4PvhAjcXMzCTN1vTpeTjw0CFg5EhmVp07x2222oDB\nfQwZAGt1f3dZx/WAli21MVwBAWTFBkWI5xTMzsrbOwJIPcOSIY5kIDMB2PYi20QoO+rXZyLC779r\nzpGZCWzdyoRipzWEMWOjRlEWZOGeezjmg4Io3nr04CszG2lplDWecvLKVmBJB2BOXWDzM4CDGYZL\nlwIff0wx43BQFD78cNYx69dr0w3tdlJeAIClOmDwKLXkC4XTwXyjiE/vjeef99Z+69VT27dvF5k1\nS+ToUXVbZqZIhw7UGA0G/h09mm3PPcfVt8XCvx9+WKy3o6MUYcYMuqXCwzkexo7ldoeDZl1laRUQ\nQHdNUhJdOp5WwNBQkZ07Gcfi7gINChLp3l293nvvqdcLCRGJifHdP7td+/3wYZG6ddlXs1lk3Di1\n7c47ud29T//8Q2uU1artb1iYyJw5IgkJ3pYqq5VuMhGR11/nHDGbRYKDy7wFJzBQ+1NYLCLffZfV\naE8WObNI5MxiEXuKetDmzfyNjEb+ThUr0s2Zek5kZnWR6GCa36eFiSToluJyCbud89Nm49yrWVPk\n+HERYcSF+/S02UReey3ruDUPeFsB5zVl25gxWouIm2/r4kWRG26gCAgJEbnlFnqqcoPL5S1qZMwY\njmeLhe/bI0e4PekErUlKf6ZYRNbcJyIiw4ZpPNrZYkhERL75RnujBgNNPCIi6VdEZtfmPJkSJBLt\nW9aULQVn9WrvEfDee2x79VV10FitIpMnc/ucOd7uB7OZ8Qcul8jSpXyZrV5dvPeio/ThwgVKGbeg\nPxGhstK3L03JkZHqBI+L83LdSHg4g+emTPEedyYTpcvmzVqBBNA9pATbzZlDJcpi4XXj47372qSJ\nVoLYbCJbt1KhV1y47i61336jGyond9vWrTznTz+pc8hm81b4lywR+fJLkXnzyryCc//9Wh0xODjr\nsaddEJldV2RqKD+z66nxEJGR2t/WaOSiTIQuhmMTRI78JJJypljvRUcpg8tFV/GmTV7axpw5VEhq\n1aLHOlvZOPw/bWzKFIvI5qyxdfPN3gv/e+8VEcYzuyvrFgu96iIi4kgTWfcIY8KmR4gc/sG7r56y\nymBgsoEI94+2apWuySYRl0vGj/cWcTfckHXO9HSRjh0pO8PCKPvcE3wyEkSOjBc5+K1I4uFypOCI\n0ELTpIlInTp8Ug6HyI4d3r+mxcIf8rffvANIjUb/ZZ3oKN9Yu5YrdZOJSomSpTd3bs4KTmamyB9/\n5NyWmCjy999aJd5sFundW3tNu917eWSzifz4IxV3T/NDSIjI1Kk8dsIE7hsaynnx7LPacx88KDJz\nJq1QPlDWFZzUVJHBg/miad3aLZ9hwyAK8WyBHiiycTDbmjf3ftE88ECx9ltHGYXLJbL1JY69yUaR\nVXeL2LNi9TwVa4OBGcUi0qqV95C8886sc25+VqugRNtomXTHuHHeVl+Dge/dY7/RKumu4ERbRVwu\nycgQ6dyZokexHm3Y4HZeu11kxQrKyWvEFPqa+2WP6O///o8fd+RUdsFgIJ9J9+7a7YGBQPv2gMWj\ncqoOHQVBZCQDNFJSSH6iMGD16UOmrGPHGCNjs5FgIjAQaNHC25ddoQK5mVatUmPMADrQFU4cBSYT\neZ/i4tRtBgNjbgICgHfeYQxIaiq51atXVzlynngCuOUWxuXUrcv+u6Np0+yYgPIMqxX45ZccGpKO\nAOIWKCF2bgPIt/XFF9paDQ8+WOR91VEOYDAA7ccAbb8CxEl2bQUjRrAmY2oq9wsOpgwAuW0OHVJD\n6KxWTn8AwJn5gNONlduZCpxZANS8Q91Wr54301+lSgzUqXMfsHsYkGYHJBMw2oCWHwAGA8xmFhhY\ntoz0YpGRHqSXJhMDfQqJsqfg5ISbbvKOzgoOJoux0cjAzCefZDmHzp2ByZNLpp86yiYMBhJJuiMo\niIFz331HBTwqChgwgG1t27JC+IcfUgExGskmajBQcQkM1Ab1ep4bAKKjqeibTBz7/ftTqQJYEKl5\nc9ZNqlsX+Pe/tYGNzZvzoyP/qNodiP9bfTEYrUDVbvz/gw8ozX/7jc/wvffUZ65Dhz8QEAjAIwi3\nWzdg7Vrgjz8oT55+muUYAHz7LQN8jx6l+aVTJ+Dtt7OOM0cAaWfV8xgCAUtV7bnvvJOLowULVJru\n6Gi2BYYCd/4NHBzN89S4A6h7f/ahJhNr0hYlym6xTU9MnUolRoQr4SVL+CLRoaO04sIFfho1okIO\n0Npzyy20/GRm8kX566/MwjpzhllN9etTgMXGAtu3U5Hv1Knw/Olr1gCPP86FQIcOnFPVquW4a7kq\ntukOZwaw7kHg3BJ+r3EHEDkdMJpLtl86dOQCpxM4coQKR6NGbmLiwmog5k5aJA1GwFwRuHMX/27f\nTmW9XTuWgNm4Ebh4kd6PQtYfcTqB11+nWDMamQj95pu5iy9fc7/8KDiAWsunShVtgU0dOvwJEeZd\nnjtHG3Ddut77OBwFr1afng5MmkQX6223UdmYOZPKh2Ldeftt/5apPnWKrrOUFH43mWgZ3b49x93L\nrYKjIDOef80RJdsPHWUb9qvAxXW03FS9FTAGaZqdTioGnl6kPCNxP3B2MWCyAfUeAoyhQL9+XOyY\nTHyPrllD2eAnfPwxqyW5e3L/9z/gscdy3l9XcHToKC6IsGBLdDQnv8MBTJvGInYAsHAh8OijXP00\na0bTboMGhbtmejq5aNyrWFutVLL8JXgmTQKee45kHApMJiA+PkcXWblXcHToKGqkxAJLb2FsjAhg\nqwX03gSYw2G3A089BUyZwl1ffJGUXAVWdBT8+ivw0kuq9mEwcKGjcGn5AW3a0G3mjv79gTlzct7f\n19wvW0R/OnSUNNasoXKTkkLivtRUuo9ESNw3YACQkMDvBw8CvXvz/8Lg4kVv+63ZTKLBgiAmhv2K\nigJmzOC2iBwsEUohTx06dBQ/tg0FMi7RiuNIApJPAHs/AcAQvpkzub5yOICffgLGjfPDNY8c0ZLw\nibAwaEFgt9PK3KULCUVjYwF4c+kajSp3aX6hKzg6dPgTJ096KxtpaRQKmzdrXaMuF10/iYn8vncv\nXUvvv88Ym7yiRg0qNO7IzPQdKDxxItCwIf3lw4erWVvr1zNwcNkyYPVqYNAgKmy9ewOtWzMWyGik\n3XjUKN3Vq0NHSSH5GDOmFLgygKTDABhi6q6HpKYCixfzfxHgzz+ZW/C//3nn3/hEu3ZqPCCguqpz\ngz0JWPcQMKs6sKg1cGWL2jZoEEuPb9xIGvD27YH4eHz1FY3CgYHMxQgLY3x+geAzwbyQKOLT69BR\n+rB7tzcvRN26bFu50ptzyWwmZ8TGjSqbdkAAySEOHOBxLhcLt9SuLVK/PgvyeWLdOpX12GJhZeDc\nsHChN7PpiBFsGzjQmxhDYRHNzCRPzqefXrOgZ3HPfV3W6Ch32PQMCf3ceWr2fykiLN0UEKCl0Xrm\nGR42eLAqhmw2kV693Orqnj0r0qePSlrqzvovQlk0dCjlls0m0qiRN/GpO1b0JuOw0sepISLJp8hB\n50k4GhLCOlTCy37xBYsKnD3r+2fwNfd1BUeHDn9j/HgyAlutIjVqiOzbx+0uFxlElcKbNpvIL7+w\n7bbbvMmyHn2Ubd9+q1WMbDaWjvBEWhpLNLhXfTx4kPSnSh9ERB5+2FuJUdhHH3rIu619+3z/BLqC\no0NHEcOeLLIsSmSKmYSS6waKOB0iQjEQEUGxERzMyt9nz5J0PVeycoeDdMI5lZ3xxMWLIseO8RgR\nEWemyLkVIv8sEMmIV7dNNnoQ/QWLHP1VJCPDW8EJDVUJR/MBX3O/fPDg+IIIA6dmzGB21UcfFT7o\nU0f5xpAhDPmPi1O5lgC6rmbNYqDxmTNM9775ZrYlJWnPIcJYHYDF8ZTsJYD25j//BO7P4pTYuBHY\nvZuF9Hr0UF1k48YBb7xBW6/dzrH9xhtM6wwI0JIJKoHCL78MzJ2rTWHIS8FaHdfElSs0tR89yuS3\nN94oeCKdDh0wBQO3rwQyrgABJsBcIbvphhuAAwdI8WY0MvEpIoKeb5OJ9aUVGI1ZuQMnTgBnz6o+\nK5eLCQw7dgC33oq0NIqGlBSgZ88qqNewCvdzpAHLuwFXDwGGACDADPTaAIQ2Ynq5uxvNYGC/zWYm\nW0yfrhYsDg5Wubr8hXyrS37SrEoNPv5YXR0HBLDuxRm9FoyOYsY333hbaZTVTPfuuVKty4gRqjUo\nOFitbXTxovdSzWJhccdjx+jOUlZQVitp0RWsW0cbd58+IvPmFeh2invul3ZZk5ws0qCBWiXDZhN5\n5JGS7pWO8oacjDRVqrAKjJw5k7N5Z9s2uXpVpGlT1fgcEsIyVCIisneE1lU2KUBkWXe1TamRNSVI\nZP6NagkJu53u7qgokUGDru2LygW+5r6eJl6hghrkCTCqaeRIlozXoaO4IMJxN24cl1Tvvsu0bICB\nv717c6UTEECrypYtQNWqQK1a2uWY1Qps28Yg41tv1VqGwsO5pOvShcHQP//MFdrAgQzw8yP0NHEt\nFiwAHn5Y+zh8ZNnr0FFkOHeOlFm7dpHY7/ffs4mNGfg7YwZljdUKdO0KLF2KUV8EYNgwrai56aas\ndO6Ng4ETE7QXsdUF7j3F//+ZC5xfAdhqAze8AAT6d8D7mvvlx0CakEAT/eHDFPyvvUYJ4/nDuFza\nWj86dBQHDAYqNe++693WtSuVnIkT6W566im6ow4d4nd3qWM2k/24XTvv8zgcqiSrXx/45JMiuZVy\nj3XrgDFj+Exffhno2jVXkeJZckyHjqJGjRpMkswREybQf6pwaA0ZAgQE4MwZrZgBKGYAAFW6Aqen\nko8HoIuqckd1x9r9+SkBlA8LTno62YNOnuRTstlYP2PqVDrCv/9eW4hs9249DkdHwSDiXVizqJCR\nAdSpw9IJCkJDybdTuTILc957L+NvjEb6u/v2Ldo+ZaHcWtQNzBkAACAASURBVHBiYphmr5Au2mzA\n4sVIbH0rbryRj8rp5OK4Rw9adnToKBDsdg6mYigMPXcuLZBKaF5QEHDffVllG0WALc8Cx39jDE6F\nm4AeS4uNxdvn3C+Q0ysLixcvlqZNm0rjxo3ls88+y5dvrFjx11+M0Hb3LQYGisTFMT/us8+YKdK3\nL9N8degoCDZsEKlcmQ7uSpVE1q8v+mvu3i1Srx7jcqpUEVm7Vtuemck0zoyMou+LG/w9968bWdOn\nj3cW2h13iAgfwwMPiLRtK/Lqq0x606Ej33C5RF57jXLGaOSYS04u8suOHMnscOWSXslVGQkiqefZ\nv2KEr7lfYAuO0+lE06ZNsXz5ctSqVQsdOnTAlClT0KxZs7xpVsWJxYsZZ3D1qrrNbGYmS0EpEnXo\ncEdSEknz3MdYWBjZOcPC/HIJERYEnj8fqFmT3qzq1bMa7Xa6q/wMERIlW635uw1/zv3rStbcfjuw\ncqV2W8+ePnwCOnTkE7/9BgwdqmZWWiw0r/zyi/+ukXEF2PspkHIKqNEbaPwMYDBAhEajosj+y8yk\nhbNq1fyJsiKJwdmyZQsaN26M+vXrAwAGDhyIuXPnaoQOAAwfPjz7/6ioKERFRRX0krlChOlvdjtD\nDLzIVSMj6TJISVFNep07e3NC+8CuXRxT58+zxPsXX9BMp0MHAMZ25YRDh4AOHXDpEmP3HA7WVcmp\n/ua1MHw4iT9TUihgpk9n8fCKFQEEBiI+nt2oVavQBX0BMMu9d28SLLtcwNNPMwY6J89bTEwMYmJi\nCn/RHFCaZE1qKtO8q1Z1Uy7d8dJLwKZN2jT7l17K+wVEgIOjgWM/AUYrcNMnQK07/dJ3HWUEK1Zo\naSPS0+kaVbBhA6kjatZkaZj8so3bk4DFbYH0c4DLDpxbClw9CLQbzSxvE4CrRwB7AhDegoU4C4lF\ni9hVl4u2h3nzGCqbE/IlawpqFpo+fbo8/fTT2d///PNPGTp0aJ5NR/5CRoZI797MdA0OFmnRQuTK\nlRx2jI0Vue8+kZtuYiptSkqer3H6tNbDZbWK/Otf/rsHHWUAsbFMw/ZMyz59WmJj6bmyWpmFGRqa\nf0+oy+VNkGyzqaTGy5YxdTMsjJf9/PO8nzsjg1niS5ZoOQLvu48maffr+SJIdoc/535pkTXbtpE8\nLTSUz/Hjj3PZcfp0kQ4dRG65RWTmzPxdZN/nalrtJIhEW0UurL32cTrKD95/X5vObTCI3Hor28aN\n40Q1m/lCvP12lYwvrzgZTcZhd4K+ySaSCLpcIusf5bicFiYyo6pI4sE8nzo2VmT+fM4lBRcuaInV\nAcqxnPgFc4KvuV/gWlSGog6gzCO++gpYu5YxfSkprAX24os57Fi7NquP7drFoGJb3rXOxYu1iVVp\naTyVngGhIxu1awPvvMNxFRKiEuTVqYOPP2Y6cFoa44KTk5nEl1941owRoVnX4WDAX3IyPWTp6bT2\n7N177XMmJQFt29KqNGAA0LQp8M8/bNu8medXkJrKZK7iRmmRNXffzeeYlMTnOHIkfyMvPPAA0/g3\nb+aDyQ+OjVezUQDAmQac+KNQ/dZRxvD66zQBh4TwExYG/PADX1KvvsqJmpnJF+Lmzfl3j7rsOWwU\nEvadngbEzua4tF9lsc91/8rTaZcsoXx59FFaZ559Vq057OmSKkwNT3cUWMGpVasWYrOqfwJAbGws\navvDLp5PbN2qJiwAfK5//12wczkcwCuvkNC4Th1g0iRuDwryNssbjUWfJKPjOsOHHzJzaexYxmFk\nuUzOn9cqyCJqiuXFiyTvrFgRaNWKpKE5wWCgm10p3q2Yiu++G7h8me5Zd5hMuXvN3PHJJ3S5KMrR\nxYvqAqF+fe0Yt1jIkFrcKA2yJj2dv407DIa8KZE54vBhoEMHPvjISOD0aW4P8MyIMQDGos+S0XEd\nITycC/XffwfGj6cbvHlzDlLPVbfBQAptgAzqDRsyNGPQIO2L0x01egMBgQCyJr/RAtS6BzCagcQD\nWgUcAiQfvWaXRYB//Yu6V2Ii/06axHq+dep4p6Db7UxnLzTybFvygN1ul4YNG8qJEyckIyNDWrdu\nLfv378+z6chfGD5c6xkIDBS5//7c93c6eUzt2iING4r8+afa9tpr3jUIly8XSUjg/u4spB9+WOS3\npqOM4JdfvMfVBx/Q2tu6tcoqqphmz5/P+TyZmSKvvy7SvDlLVyluLrudx7mbeK1WbfmpEydIiFyj\nBpMFFdLQ/v29k36aN2fbwYNMBgsLo/urQ4e8Z/74c+6XFllTpYo3yeu6dT4OSIkVWX67yMxqZHZN\nPsntSUk8mcHAExmNzITLyBA5PcvNRWWgqyDxUJHfm44ygptu0tZ4stlEjh8X2bFD6+O2WHxTaSce\nFFnRS2R+M5GtL4k4sib+qWkiU4Pd3FcGkUU3a489/ofI3EYis+uK7B0p4nJJcnLOtTUnTOAhCiF7\nWBi7+cMPeb9lX3O/UFJh0aJF0qRJE2nUqJGMUKoR5/HC/kJamkjXrhQ2oaEsbprbC0KEqW6eL5tF\ni9hWp463sFeY7y9dogI0cCCVomLOhNNxHcPlEhk2jGPUahV57jkqJZcuaWNcFAVn1iwet3s3lYqa\nNRnzlZCQ+zVWrtTG4IwerbYlJ1OxUaoLm0yka7fbWbHXfT4EBYm4hbtIXByLj69axf3zCn/P/dIg\na9ato4wJD+dzfOMNHzs7MkTm1FeLDU42isyqTZr6deu8NdKQEFUjPbdCZP1jIpuf05UbHfnDmTMi\nHTtyNV69OoPzRFgSIScNQyifvvxSpH59vj9/+83H+V0ukY2DRaItIlNDRWZWF0k8rLbHzvOIIbOJ\n7P9aRLzfrzabyN9/q4fu3cu6wIfyOeSLTMEpzIX9CadTZOdOkS1bWIU9I4NxWN26sTT8xYvqvs2a\neSsxDz/MtubNtdtNJpH33iuWW9BRDpGSoloF3WXO8uVU0sPD1UV+UJAaRyhCxWPYMJFnnxWZO5fb\nEhIYvHfunPY6Ob1Pg4NpobHbqTyZzbxGZKQ20LigKK65X9zXi4sjvdGxY/x+4AC5baKiRL7/3m3h\nE7+bLwD3QM2pYSKXt1Bz9YyqDApiBKYOHUWB777zToKoVk1ERMaO9V70K4ssERFZs0bkhRdE3nqL\ntexERJKOi8T9rdaVyt73fu2YnwSRha1FhApM9epcHJjN+bPS+EKZV3A80b+/ao0LDKT1V+FBat9e\n+4wDAlQrzdKlfLgGA4+rXLnA9b906MgT3n1XrbFps9Ea6XCIREd7c1OaTPRuJCaK1K2rWn9sNpGv\nv879Gjt2aOt4uiV4ZePyZSpV/rJMllUFxx0nT/IZKUpocLDIf/+b1Xj1KDNN3AV9tE0kYR9/5P79\n1YcSHCzy5JPF3n8d5QgJCRQaSvaV1SoyebKIiLRr573o798/67i5c9WXqdHIYtSKkpMTNjxBt5X7\nuF/aNbvZbqfcyUcS8zXha+6XuVINCQnkqHAPugwNZVWGO+5g7Ge/fmrdwpAQBnY2asR9t28HZs9m\nEsxTTwHVqhVr93WUQ8yZQ+qU+vWBwYPJAzF/PoOKk5PV/UwmJkZMnEhqlVS3WL+QELWQ4+XLzFgw\nGlk1IDSUFRrWrWNcYXAw58CUKUV3T+WhVMPnnwPvv6+VNRUrZsV0igDrBgBnFzEo02gDqvUAus9j\n4KfTSdbGgweB1q2Bhx7SsxZ0FC0SEkgGGBfHl2FkJAAgKorBvgoMBuCRR4A//wTQrBnHqAKjkVlc\nn33G71e2Agm7gZBGQLUoIPEgsPQWwJECwMVxH7UIqNa9yG6rXBXbzE3GKdt79ODDnDKFWSFPP60t\nO9WuXc51CnXoAKg8jBvHl9g995CktrC4915+3NG7NxWeo0eZHGGzkWjSbKZi41m8UUnnPn6cyTnK\n97AwKvALFwI//khiwHbtqEj5G8eOASdOUCaWB/jUpwwGoGs0cHwCEP836/M0elpVYoxG4Mkni6Wf\nOq5PxMRw8VOhAvD8835YbFeokCM/xccfcwHkXo7x7bezGt1XUQAFj7KSOvAVsPtDAAYmXDV8Amg/\nFrhjB3D0J8CVCTR4DKjYtpAd94DdzvRplwto397nrmXOggNwdbpiBVerJhMJHffv54PToaOgiIsD\nWrZU07JtNlIqDRrEdhHgwAEqJC1aFJ7pOiUF+O47Kg1RUaw2YjBQ6WnTRsvU3q8fMG0a+WwWLFCz\nRU0mKjM//li4vlwLo0YBH31EBSwzE0hLK/sWnJMngZtuopVNhOPh9df5O+jQURhER9ODkJrKOVyx\nIrBnD70TAMg2fPUAEFQFCCl8YegdO5h1bjKRn6ZJk6yG998HRo/WMnMvWQJ0bAnMqk4lRoHRBvTZ\nAlRoUej+5IqrV4GuXTn5DAagalUYjh3Lfe77zxOWP99YUSI9XeTtt0U6dxZ5/HEyJaanMyvObGbM\nwiefFOzcqal6BlV5xTffeMfpVa3KtsxMFqCz2RiXUb++yD//FF1fNmwQadOG9AVPP81xKSJy883e\n/vS+ff133TVrmHkVHa0SpB465M2yXNxzv6Rkzb59jFeIjGQcp8slzHho2JAxCw0b8nt+4XKqqbk6\nyh08M47MZtaEFhGRK9tFpkeQSTjaKrLtlaLriMPBjJ26dUVuvJFpTiLMnPJkO54WLnJumV8um5oq\n8uuvIl99pc20klde0bI4Bwb6nPtlzkUFcOU8cqR227//DcyaxdVlZiYwYgTjbgYOzNs5Dx6k2/L0\nacY7TJnC+AYd5QcpKd6EegpX1rhxwJo16ve0NGDIENZYAWjZiY4mY+fjj+e/FtWqVbRKVqlCt2rn\nzjkTWvbuzbGq9MNmI5GgPzB6tBpzYjYDEybw/k6c4PfceMPKMpo3pxshGykpLLipkKsdP06/+KlT\nFBx5wYHRwK63AXEClW4Bus8HgvJeN0/H9Q/PuWS3u8XjrbkPyIxXG4/9DNS8C6jRi6/9qVOBnTtJ\nG/z44/mrReVMB479CqSeBapGAjX70of18cfa/YLrsVaawy1IUJx0xRYSaWl0s588yfs2Gvm+7d8f\n9LG7swJ6CmRP+EXdygVFfPpspKUxw9IXT0ejRrmnh18LTqdIrVpqtoSSueIrmFxH2cPOndp0SqtV\nTX4ZNMh7fNWpw7bNm5koExDATKjwcJEjR9Tznj7NmlITJ+Zcf+Wnn9TrWiwiTZvmnoWQkcG0b6OR\n13r+eY5fp5M1YH75hanN7khNpfXhnXdYjyq38+aU0r5iBbOJyosF5/Jl8hflim3bvHPyw8JEtm7N\n2wXOLdfyiEwOFFnR2y9913H94IUXtHPKZssaQi6XyKQAreVkikXk4BgeOGSINi3z7ru1LoeVK5mf\nvXq190UdGSKL2qrZf9E21kbLDXG7RGbXZn+mVxQ5v4rbU8+KHPtd5ORUEXuy5pA9e0iS++mnuVu4\nx4/3ZlGoXj2r8f33tT9MUFDZThOfOpX3a7WyEN6mTTnv17mz9gcLDMyZqOvgQab7v/km8/ZFyCvi\n6ZoICxOZPbvo7ktH6cSyZeRSqlGDykN6Ord/+612UppMInfdxbaoKG9qAkUx2rGDLi2bjQpDgwbk\nWnFHThw2ChlXXBzJJ2+4QaRfP1VoZGaqCr/DwYK0ISEq2aBiaU5PJ5uyIjNsNpqFPREXlzMp4bRp\nbJ84kXMkJERJby9bCk5GBt8VZjM/ffrkwup88mTORVePH9fu53KJTJkiMnQoWRmVk+0a5p1mOzW0\nSO9NR+lDZia9MTVrckGjkNGKiMicBh70A8FUjM+e1bpvFGGh+Hj+8x9VAAQHk6PCHbFzciiyGUh3\nqXAx06ED5d+IEVw0iQhdqYoSFb+brrOpwTzX3EYiGfEiQj4um01d6FWowOniiZEjtezuymJSRCiw\nevXinLJaRTp3LrsKzsmT3ppeRAQHhye2b6fwtVh4TI0aWgJAEZFdu/jcDQZ+goOpNael5TxuclOm\ndJQ/2O1UaBRFpVEjlUOpTRtv686997KtUydvX/v772vP7TnZLRaRMWMoYFq3VhUPo5FWI0/rzqxZ\n7JP7OSpUYNvMmd5tZrN3nJnLRRe8OxlqcLCWSycxkQuE1NSyp+B4LhytVpbNyBGvvMIfJyiIf19+\n2XufV19VV9pWK98cdrvIkR+1FpxJEJnbsEjvTcd1hridItMrUZGYYhHZkTUQDx70JrwKD2fg3LFj\n3op3UJDWjHLs9xwUHKOII022bfMmAxw2LIe+/dVVq6BPMYvsJFuup6xz56Bzx+bN2muZzepiUUQo\njE6fZv0Zl8vn3C9wsc3SgL17vauQZmQA587xf6eT8QGXL7Ni8p49rD4+ZgyzqqpU0R770Ud0oSs/\nbUoK6ydaLDzGZmMmVnAwCwbfckvx3KeO0g+Tidw1O3ey4vb+/WqxuIce0havt9nU2K/z57XnycwE\nzpzRbuvdW5uRFRDA9PQTJ4AjR9SUcKeThey2b9ce71nsE2AygrK/iLbN4fB2bRsMLErcti3jbWrV\nYup5nTrqPmFhdPsrBUHLEtau1cZFpKWRVygb9iQg6ShjGL75Bpg5k1whM2cC336rPZmSHqekwaWl\nMUgrJgZoMAgIbwGYQvgxBgOdJhT17em4nhDRGrj3FHB7DNDvMHDzF9zeqBFfakrMjcHAF2SbNqwU\nazZrzxMUBFy6pH6v1h2AmzAIMAOVOgJGCyZP1maMp6aSUscLqee053BlAiksJJuYqN3V5QLi4+GF\nW27huStWZJd79FALX2ffV5063tWAc8B1HWRcr54q3BW4XHzG//zD1Npz5yiwn3mGSsoLL3C/q1cp\noCpUYEqvwcBtnlC2PfMM0LEj0+nq1QNuu03n5dKhhcGQc7Xt118ndcSPP1IRevddVtYFqKhMnMjU\nciDnoODoaKZ6L18ORESwgHCzZhzjnsWDXS7v9PTOnbVj1Whk5XKjkePYHWYz0KmTtyy024HatYEt\nW/L2W5Q1NGkCbNigKn6BgW7P+vifwNZnAIMRMJiAqIV8iFkP8vhxIDaWAclVqoAPO8BjbRkQQIXH\nGAT0Xk+CwMwEoGp3IKR+cd2mjusFpmCg4s0e20zMdHj4Ya7+GzWicAkNpcDwfGEZjVqBFVwPuO0v\nYNMTQPpFoEok0PkPAFy0GI3ahZKncQEAySxPngVcWQLNGMzgZ3BRN2qUNuPcK8lHBHA6MXCgKc8J\nQD6RX+tYflDEpxcRuhHdq5BmsU/Lrbd6m9OnT2fbnj1qlWSbjUGZTieLaHqa4X78schvQUc5RkoK\n04yNRppihw+nBTYxkT7rfftypyVQGP/dA5A7dlTTt90xcSLnR0CASKtW2rJH69aJNGlC926/ftoY\noB07mIpuMDDQb+PGvN1Xccz94rze5ct0O4aG8lOvHuknJOmYd0mGaRVEnPSTDx/O5xIeThm0ZInw\nwbVrp0ZtGwz0GfqMXtaho5DYvJlBPQYDJ/X27dyedEzkwhqRtNzH34kTfF8qBXttNr4vvWBPEVl1\nF11bk00if7+dLcAcDsa2Vq7MEJH//c/tOJeLk8VspjC8++4813PwNfevewVHhLEzc+eqBfBEKFA8\n4x7efpttLVp4x9NMmcK2sWOZ8l+nDoMtdc4bHcUBh0Mda7t2iVSsyDFss4k89lju49Bu5zh98EGR\njz5i/IvTSf94w4ZUZhYv5r4ulxoUnRekpLAfnoHF8fHXPrasKTgi/G3/+os167Jl7z/zyf/hWXMq\n+aRX1p2SeWa3CzWmfv1IpNSuHVddOnQUB9zTjXd9SAV9Wjjjb86tyPWwo0cZM/PII2rQ86lTjPmt\nV49xhdlxrY4MEWcOK63cMHWqdrJYLHmuz+Zr7pdJJmOAbsfdu9X4ApuNbu/BgxlD4+5PNBgYf/PB\nByXSVR06NLjxRuDQIfV7cDDLFt13H03E48YxXKNpU+Cddxj74o4PPgC+/lprCl6xgq6n/GD3bpar\nUZjZASA8nNw3Xbr4PrY81KICACTsA5Z2AJxuATpGK/BAHGbMtuCpp7Sub4uF/B56jTsdJY647cCy\nW1krTUFgGPBAPGAIoF915EjG6QwYADz4oObw1FS6bpUYP8Vtu3t3/qh3AJC2+ddftdvq1CHx3DXg\na+5f10HGvjBpEuMVwsP5gujeXaXUb9ZM6wK32RiToEOHv3H+PJXqHj0oKzyDfXPCyZPa7xkZqsIz\neDCVmtmzSbzXqZOW9woAfvvNOyAwOvra101Opus+Lo7fq1TxjnHLyNBfzhpUaAE0f5tKTWA46eo7\n/wkYLWjenPF/7rBagcqVS6arOso4ziwAVvYFVt8DXNpw7f2TjjBuzB3OdMZ+nTtHK8H48cCMGcAT\nTzCI1Q07dnDxo8g0u518lseP56GrZxhXn53MUKeOd+Bf9erXPtE1UGYVnBYtWPxv1iyywC5cqGqV\n06axPlVICAMyn3giiyVRhw4/IjGRWUd//skx+MknXKgo2LGDteJq1wYee0xlKm3SRBsPGBREBfzq\nVTJ6KspLRgYDjd0rAQO0ErjDaLx2HbaYGM6JLl2YIfXTT8wCe+stLgCUDMLnn2fsog43tPoQuONv\nIHIa0O8QUPd+AAwq/vxzPr/QUFra5s8vwOpWh45rIXY2sO5fwPmlwJn5wMpewOVNbBMhdX/9+hQu\nU6Zwe1hzQDw0cFMIYI6ghSA5WdVeUlMpwNxgsXgnOTid3vLHHSJkYm/cmNlSjRtTKcKrr1LJCQmh\noAkNBf73vwL/HG4XLDoU8em9cP482Ynbtyf1hK8YpYwMkf37Rc6cKb7+6ShfmDZNIb1TP0Yjx15s\nrLYtKIjkcSKs7VS9OtuDgjiWXS6GbeREtrdggfa6CvmlwjURHu6bdTsjw5tM0GpV2ZbXrWNAYExM\n3u+9uOd+cV9PFixgJkO3biprYi64fJkhNsnJPnfToaPgWNxBGwc2CSLrBrLt88+9KdiVwLz9X4tM\nCSKZ5LRwkYsbuP3TT7VZOu7kWVlwOjn83UlCH3jAdzejo7VUPUajSJcuWY3JyQyG/eUXbRbENeBr\n7l/XaeLuSE1lGveZMzQL793Lz/LlXA1v2EA+kvPnuRqeNYuuKh06igq5hYSIcFy6r34yMrjNbuci\n6+RJctxERNCiApAXonNnYNMm7m80crUUGak9/4ABQKVKdEuFhQEvv+y79tX5896uFLOZNa0aN2bx\n3q5d8337ZRdLlvBHVkxp27dzVXzPPYC4gJ1vA0e+B2AAbngRldqMRKVKOqeEjqKEy3uTIoA8fdZp\naTQr9+0LNHsVaPAokH4eCGnI9HOAAX8jRqhcTTYbXR1uCAggN9aYMXzX3nIL8Nxzvnu5c6d6SoAW\nn337sr4EB+e9OGQeUWYUnA0bGDugCOr0dBKuXbzI59ynj+oC2LmTMRGHD3vTUejQ4S/06sWYi9RU\nTmSrle/AoCDKi5xoKRT3RVAQ0LKltt1gABYsoDV33TqgYUMGHAcHc9vEiVRMPv2Usuj22/PWz6pV\nvbdlZuquqFzx7bfeQU6jR/PhHvwWODxODdw8/B1grQHc+ErJ9FVH+cCNrwObn1LHndEKNHmR/3v6\npw0GuoAUWKrwoznfjcxMeO01svE9+CCzF5KOAhseAa4eBsJuRFDXyXjjjQZ57+aN7I6i5BgMXEQV\nFcrM6z0n0j0RKjBbtmgVGaeTlp4LF4qvfzrKHyIigG3bgPvvp3XxP//hwgkA+vVjzItCymezkQDw\nWgp3SAjjYw4cYFxZ/fpk2x4/nozdZ88CL74ILF6c8/EZGcAjj/C6ISGMEbFYaO2x2RiUb7UCw4bp\nFs5ckdNDUjTTf2Zps1KcqcA/s4unXzrKL+oPJON1lW5AtdtJNlm1G9tGjlSp1AMCOPFfe+3a5+zY\nkSupffuA4cMByQCWdQOubAPsCUDcFn53pud4+K5dXCSZTMyu2rMHePRRLvxsNlqXK1XyYCn2M8pM\nmnh6OtC6NU37mZkU0j17AvPm8RndcYdbuXkwpS0+nj/0uHF0WVWpwtVvUWqUOnQoSEoidUFsLMfq\n/ffT1Pv001TAu3VjnJ17GvihQ2xr2VK1vDRq5J25MHhwzlTqQ4cyG1MpO2CzMQX9/vup8B86RHdW\n/fqFu7cynSYeEwPcdZc2D3/2bNbUWHs/EDsHqssggEHHkdNw4QIz4I4fJ4P0e+9R+OvQUeTYsoWa\nhMVCWv6GDWl1HDeOyvn77wOPP67u70xnGrnBCFRsBwQEAle2Ait7AnY33gNTKNBrLctHuCEpiTJE\nycgEmD146hTfzXv3MmmidWvqW4WBz7mf50ieAqCIT++FuDiWme/RgyXZMzK43eUiMWJwMAsX2myM\noRIRee89Nf5KCcjMrYy7Dh1FifPnOf4MBjXwuHt3tf3NNxnQp7DiLlvG7Z7FPI1Gkddey/kaDRp4\nE2AOGuT/eynuuV/c15OYGBL13X23yPLl6vbEQwzWnBLEz7RwkatH5OpVkscqhVOtVlaB16GjRDBu\nnDba12ZTg+XTLrAK+NRQkv8taiOSmSSSeNC7EGy0lUzIHti0yTtxISyMzOj+hq+5X2YsONeCywVM\nn04Nsn17xuAAXB27E5kFBbFG3r//XTL91FF+MXUqMGSIdjyaTEBCAq3Et92mDf0IC2PbqlV0eaWl\ncf+wMJqHleBkd3TsqK0nFRhIa/XIkf69lzJtwbkWUs8AsTP5f50HAFtNzJ1LKgDPZ5uYqC3EqkNH\nsaB9e++qvP37A3PmAOsfAk7PBCSLpCYgCGj6MtBmFLB+IHB2IeBIYUBy7XuBLhO9Tn/sGK3M6W7e\nK4tFtRD7E77mfrkxkAYEqAUOfaG0yEgd5Q82W87jz2wGjh71Dv1IS+MLskcPBtTPnk0h8sQT5LDZ\nuBF4800qQQMH0j0ydiwVJaeT54uIyJs7Xkc+YKvFF4IbfGXU6dBR7Mgp8FjxFSUeUJUbAHBlAAl7\nuE/XKcDJSWTwjmgF1HsYTidDO6ZNY6bnl18yo2rwMnIacAAAIABJREFUYOD335kZGhjIxZu/lZtr\noVwoOOnptMzkFIj8/PMU+qmpbLdYGI+gQ0dxo3dvVqo/epTBwMHBwAsvUDi0bOnNglyhAoOCAZKO\ntmmjtu3fz7gexeIzYgRj0EaOJJX6okUc6w88wPPo8ANE+OByYDrr0YPvj7Q0ZnparcCdd16bgFGH\njiLBJ58wTVx58dlsXAEBQMUOwNWDVGwAZmRVzqrzYggAGjymOdWbbzJWUJE1PXrQODR2LHD33aSb\naN6cmczFjTLtojp9mkLkwAHKnJ9/JheOO1wuZn3OmMGgzZEjmcqmQ0dJIDmZvBInTwJRURyvimI+\nZgyFSWAgP3/9RUvz6tVUWho3pswyGJj08PHHWq6dypVZVqY4UO5cVH/+CTz7LBWcFi2oQdaurdnl\n7Fk+PyXIeNgwb3Z6HTqKDdu308RiMjHwWHnx2a8CK3oCifsAuIAqtwLd5wPpdmDmTOZ49+6dzSMR\nEUErsQKjEfjvf5kVWhzwNffLtILTqhWVG2Xla7UCmzfrdad0XL+Ij2e2U/36VNqHD6dJ2OmkYBk4\nkIr8iBF8gboT+FWvzhIzxYFypeD8/TeZEJXUNKOR6SGeMQ46dFwvEBeQchIwmABbHaY8tWtHVlCX\ni/7tv/4CunRBlSqkqFAQGEj58/rrxdPVclls026nmd7drB8QQBZYgPwkTZrQRNy5M1N1dego7YiI\n4ELLYqFQ+ewzLqjS0/l3yhSmYD7+OF0iStyOzUaeLh1FgI0btd+dTrKJulx0W+0eBkyPAKZXAHa9\nrwfe6Cj9MASQ2Ti4Lk3C33/PwncpKVTkU1KyaYvfe08NlDcaKXceeaQE++6GMhuDYzJReXHPWjAY\nGHx56RJZXq9mpfNv3UqTsc5srON6wpUrXC25VxMPDOT4btmSxTxHjiQXxcCBjLfRUQSoXt27gmZ4\nOIXJ4e+BA1+q5H8HRwNBVXRmYx3XF86d0woaINvf/e9/8706fTqJ+959l99LA8q0i2rmTK5kDQZ+\nbr2V1XwXLwYeflhVcAC6r44cyTm1VoeO0ojMTGYlKOVIAKaInzjBbIaSRLlyUTmdZBLduJEPwuUi\nNfQ99wDLbwMuxmj3r9IV6LWuRLqqQ0eBsHChtv6axcLvv/9esv1COU4Tv/9+Rm9v2sRFVp8+amqs\nZ0aKw6Etz6FDR2mH2UwOnP79yTtRowaD5UtauSl3MBpZgHPxYmqbnTurAZuWKgAMABQBbKAFR4eO\n6wl33cXMq/ff58qqTx+6rUo5CmzBmT59OoYPH46DBw9i69ataNu2rffJSzqzIReIMH1t9Wq6E61W\nFiv8+OOS7pmO8oBdu5hJ06IF48D8AZGcaRBKCv6a+3mRM/68nt9x9TCwtINarycgCOizGQjXC33p\nKGI404GLqwGXE6h6KxBYyJoICkqZsCkSC06rVq0we/ZsPPvsswXuWHFDhAqNzcYaVVOmMB23XTta\nmHXoKGoMG8asJ5OJgfDffQc89ZTafvQoA96bNaPVMa8oRfLGr7ge5QzAZwsAgWFNgDv3AqenARCg\n7oNAcL0S7ZuOcoDMeGDJLUD6BQoHUwjQZytgq8nmTCb5GQx8/wUG5uPc15GwKbCCc+N1RhazeDED\nLVNSSE+xeDErm+rQUVw4dAj44gs1mxhg5e8HH2TszEcfAaNG0fXkcJAZ9M47S66/pQHXm5xxOKiw\nKhWSH30U+PnnOjA10+midRQjdg8DUk8Drkx+d6QCO/4NRE5DXBxZDc6cYVPdumRCV0hDyxKKPAZn\n+PDh2f9HRUUhKioqz8fu3EnOj9at87ea9cTp08wgUeKjTp1iFlVsrHfygw4dRYXTp6m8uCs4gYEc\n4ydOULlJS1PbBwwg742v1VVmJjOlNm9m5tSHH6qM61evAi+/zLYmTVg4WOGeu3yZVOpbtpA9ecIE\nxqsVFDExMYiJiSn4CfyAAsua5GT+SEFBQKdOhSrxPWIE46CUGL/p04EbbmAqrQ4dxYarh1XlBgDE\nASQdA6CSTWZmNR89yvE5dqzvUx44wPF99SqTdzSM/5fWA3+/CdgTgfqPAM3fYqo5ACxdCrzyCg+8\n7z7g668LxXCZL1njq0pnz549pWXLll6fefPmZe8TFRUl27dvz3eVT19wuUSefpoFTpXKyatWFehU\nIsIiqZ6VTS0WkTNnrn3s+vUikyeL7N+v3b59u0izZiKhoSLduuXtXDrKN86cUSvXK58KFUTS0kRm\nzsx5jJ49m/v5XC6RPn1YmVqpPt6mjYjdzraOHblNqTBeq5ZIcjLbbr5ZJDCQbQaDSMWKIleu+O9e\n8zP3Cytn8ns9DU6fFqlZkz9+SIhI27YiKSkFO5eIdO3qXa29W7drH5eYKDJrFj+JiW4NLpfIno9F\nZlQWmV5JZPdH3KZDhy/s+VRb+XuKRWTryyIi0qmT9xjt3t336Y4c4fQwGNTi4z/9lNUYv1t7rWib\nyM732LZjh1boWa0iQ4b49VZ9zf0CSgUVRaHgLFumreQOiFSqpLbHx4v88gsrvp84ce3zbd7s/WIJ\nChJJTfV93AsvsB+hoXwuEyZw+8WLVLyUcxmNIjfeKOJ0Fuh2dZQjzJnDsWi1ikREiGzYwO0HDqiK\nivKJiBBxOHI/16lTVILcjwkJEdm4USQ21rstLExk+XKR8+dVxce9bcEC/91ngRWOXFBkCs6dd3IC\nu2uVw4er7du3i3z7rUh0NDXHa+Dhh7WnM5lEHn3U9zFnz1LHCg3lp2ZNkXPnshoPfe/98jg0rmD3\nqqP8wGkXWfugyJRAkSlmkRW9ROx84b38slY2WCwib7zh+3Rvvy0SEKCVGfXqZTXufE9kkkEdo5Mg\nMrMa24YP9z6wQgW/3qqvue8XWjvxc/bC8ePeZJ9xcQzcu3SJ2ScvvUQq6FatyJTujkuXtNwgHTqw\nknhwMD82G+v6WK2592H7duC33xizk5REt8Fzz5ExdssWbf+cTgYrnz/vj7vXUZbRvz/dTkePqhnF\nALOKR4+mlyQkhP7wBQt8u1CdTu94P4OBcSCBgd5zyOWiZdhq1daoUtpKe+FHf8sZAGT3dOeMSE8n\nBToATJ4MREbSpv/UU2QDda994bIDKacBh+pzHDWKZGchIfxUqkS2aV946y2OhaQkfi5e5CUBMDhZ\nIQkE+P+p6MLds46yjwATEDkNuO8i8H9ngR5/ASa+8EaMYGCx1cpPx46M//MFpzNnmcFrmVV3VPb1\ns/zqISHePnZfL14/o8AKzuzZs1GnTh1s2rQJd911F+7wYxqSe1VkBfXq8Xf64gsqMKmpVDqSk4Gh\nQ7lPRgaDMmvXZuBU376UVwYD8MsvzJwaOxbYsIG1xdwhopVd//zj7YoPCCB7bFiY98N2OtXYBx06\nfMFsBmrW9B5fzz5LwtAtW/i3c2cqQjt3epOIApwTLVtSKQI4P6pUYQHOatWAfv1UCnWLhbXxOnXi\n+H3uObXNauV5IiOL7p4LiqKUMwAo3d3jAWw2oEsXCoRnn6WQycjgSmfnTgoRALiyFZhVHVjQDJhR\nETgxEQBlz8GDwPjxwE8/8X9P8lCHQ6t8Hj+ulT0OB2OyAADmiiCPjgIDEFTJX3evo6zDXMFrvAQH\nA2vXAvv2UZdftQqwSiqpz7MHnhaPPKLKC+UcL7yQ9aXhE8zSUtQJow1okVUX5oknSDynKDk2G/D5\n5/66u2vDr7aifJiOroWvvhIxm+kiqlZNZN8+bn/4YW//YaNGbHvnHa2Z32q9tulNuVZQEE3LPXqI\nJCSInDzp7daqWpUuA6dTpGdP1Y0WHMxr69DhLzidIgMGcAyHhorUqcMx6YnERLq0W7cWGThQ5MIF\ntc1uF/niC5F77xV5913G3yhwuUQmTRIZOlTkm29E0tP92/8iFi3+u158vEj79vyhzWb+6A4HP56m\ndZtN5Mcfaf6fXklrko+2iVw96vNSly+LREbytBaLyA8/cPuHH3rLrQ8/zDooYZ/I1FCRySZ+poZw\nmw4d/sKBA3y5hYVxYD7zTI5xXuvXi0RFibRrJzJmjMcuScdENj8jsuZBkdOztAdevEhX1SuviKxY\n4ffu+5r7pVbBEaHwPn5cJDNT3TZ5snfM0suMnZLISG/lp3Nn9dikJJGjR7XCfNEi7fnMZpH77mOb\nEi8RGChSo4bI7t3qcXa7yK+/igwbJuIWC6lDh1/w66/acWk05i1YtbTgulFwRCipY2O12qGISIcO\nDKJxV3D27hVJOSMSbdUqONPCRE7PVs935gw/bm+BXr3UwG7ldKtXU74NGMBLmUz8313mSdJxkb0j\nRfaO4P86dPgTLVuq0cPKin3OnJLuVZ7ha+6X6lINYWH8uGPgQJp0P/2Uptz/+z/V4nXjjcz2zCbZ\nCgSaNuX/v/9Os7zRyO1LltA6vWqVmj4OMHVu9Wr+378/feJXrzImwj3ewWQCnnyyaO5bh47du7Xj\n0ulkmqaOIoDBoObPu2P+fAqYLVsoAH79lQGAzhz8hS4HEFKfLq1+/UgsAtDvN38+YLFg/XpVNgH0\nfK1dyxp5U6eqz9vdFQAACGkAtHjbH3eqQ4c3jh7V+kzT0+m/6t+/5PrkJ1x3tbMNBubsp6ZSQEya\npMYgfPYZY2/CwlhXqnZtxuwcPQo8/zyfW0oKkJBA5mKHg7EQFov2GlXcSsUEBAAVKlxX5I06ygBa\ntdK+6AIC1PJGKSmMf/35Z3LruMPlArZto5KelFR8/S2TqFaNAXt2O4PvFIFvDAI6/8FYg8Bw/m0y\nFIhoQyKi9espbNLT+f+wYQAYcOyOoCBeQoHNloNyo0NHUaNhQ+0LzmIhlToAJO4HjvwInJ5JJd4N\n8fE0EOza5Z3QUFpQ5qqJp6VRJomQrdFqBebMAQYNyrl6eEQEcMstJP9Turp0KY/VoaOk4HQy82/x\nYloLQ0OBdes4Xtu2ZaaNy0XFZ9UqBhbb7Qyy37iRlsqgIM6Fxo2Lv//lopp4yikgYS8QXBeo0Irb\nunblj+6OyEhg7VosX67qSIrCum6dukDToaNEsH8/0L073Rd2O/Dww4yQPzMfWP8Q9zEEABVaAz1j\ngAATduwAevRgk93OcT1pUskYAnzN/TKn4OSEXbuYGOFu8rdaackxm7nQmjePK94ePYAGDUqurzp0\nKBBhFnNyMlmGrVbgv/+lezbTjaS0XTtabb7/HnjjDXWcBwQwa0rxlhQnyoWCkxOefhr44w/VF2U2\nc3U1fjwALqpWr6aies89+awBpENHUSElhYpORIS6IppRGci8ou5jCgY6/gzUG4jGjYFjx9Sm4GCG\ngWjYjYsJRVJs83pC69bAf/4DfPUV5Y3dDkycqGaHWiykxdehozTBYFBjyBT8849WuQFY6gFgSrK7\nEu9y0T3rDrtdNSm3aaO/YP2OUaOowSgPpXp1DRHODTfwo0NHqUJwMAnj3GFP0H53OYA0juvYWG1T\nRoa3rMGlSxRKdeoA9ev7tbt5RblQcADg449peTt9mnGCOcUU+kJCAskBz51j/M499xRNP3Xo8IW+\nfWkKVhQZiwXo2ZP/t2vHGA6lzWTSckolJgLduqlUF/Xq0UVSoULx9b/Mo1IlYM8eYNMmaqidOv1/\ne2ceHkWZrfG3u7N2EtagAUTAsCckhKAIAkYWGWBYHQQMsoyOA6gXGBHZ1KDgcC8yqMwockWYQWUd\nEOUKikgQZRFDCCAKApNAgLAL2Zfuun+8qXRXdwhk6f38nqefdFVXV3+Vqjp1vrNW3gd1+XsgfQ3g\nHwq0nEgXmCA4m/oPAlf3s48VAOgMwF0sltWmDS9z1XASGEhDQhlbt7KLsJ8fZ2Rz5gCzZjl3/PAR\nF1V1yc5m0OeFCzxXRiMwbx4wdaqrRyb4IvPnU2EvKWHMzZo1vCbNZnpIPvmEcqVxYyA5GWjYkN97\n9lkGJqsWoIAAZgIuXVrzY/RZF1V1ObcF+G5EafViA+AfBvRPEyVHcD4Fl4Bdg1jU0s8I3L8UaJ4I\ngNaahAROmoqK+CwsM1QWFVHRz8mx7Cs4mNmI0dE1PkyvisE5exZ48klmsbVsCaxaxQqtjmTFClZL\ntjb/h4Roz58g1CQmE1PFi4s5M7I1AigKFRqDgYrO5ctAeDhdTllZdKk3a6Zt9dC9Oy021nTpYh8T\nWxN4g4KzZg0wcyYTF0aPpgCvRqPxO2NLO+CmdT0AA9D2BSDuvx38w4LPUniN11xQBBBWzsPUbGKQ\nsU6HnBzeD+HhlDvp6QzbCQ+32v78ecbx5FtamKBWLQbpDBlS48Ov6N73qDTx4mKLkL5yhTVvunWj\nMFdJTQU2b75lxekKURTOcB95hOfh8GGuz8uzb81QVOS+qXGCZ5Ofz+u6e3e6n6KjqcBYo9NRedmz\nB7jrLmZ61qnD/lUREVT6bftYdeqkLYkQFMQMQsGeHTvYfio9neE0770HvPyy1QYlucCFL4ELX2l6\nUd0x164Bf/qTpddVQUHpfvNsNjQBJZLvLziIS7uBzU2B5AHAF+2BQ+W4kfQGKNBh8mSgXj2G1HTq\nxKzkli1tlBuAAsm6/QnAh7eaeu5MHFBYsIya3v3Ro+yWbNsFee9efj5lCquD1qrFv+vXW7576JCi\nxMSwQ3OfPuyobMuiRdrqsSEhinL8OKsfW3c3DwpSlMceq9FDE4Qy5szRdvv191eUESPst8vL03a1\nV6/Zsk7UNuTmKkrXrrzGjUZFefBBbfuGmsTBosXhvzdhgn1V9LLuyXlZirLpXlYvXhumKJsjFaXg\niqIoLFy8YIGiRETw9T//U07V+4ICRWnZkmXT1XLsvXpxw7Q5Nt3DgxUlK7lGj00QFEXh9ba+rk3L\nkRBFubTHbtNPPtE+A/39FWXgwAr2vWsXH8RhYRRm777rsMOo6N73KAtOaKi2KR3A5dBQpskuW0Zr\ny82b/DtmDBXHK1eY5n/4MIsTJSdzZmxrgVm0SOuGys+3uMC2b6eroHFjBiuvWuXwwxV8lMOHLRN6\ngNfw0aP222VkaBthA3ShqM2wVW7cYPVvf39aP9PS2Dfy++/dv4O4q6hd294CVtZMN3UakH8eKL5J\n60reWSBtNgDKoNdeo5swKwtISmKjXw379/NDNRgqP58n48IFIDoJaDMVMDYBwloBXT8G7n7YgUcq\n+CwluUCxjXVQpwOyT9ht+v33Wk9JcTFDajSYzcziuXiR5bnPnaOJOTOTlXZdgEcpOE2bMs9eFcpG\nI9CrF7OiMjLs/eNmMxWavXu1ykxxMetRXLqk3b48l5O6rksXPhQyMymwnNjxXfAxOnXSXl8BASzu\nZ0tEhL3CX1REE7LKwoW0GMfEcP3PP9M93rIl6+QI5fP881RyVJliNHICBIAPAMXqH28uAm7yofDJ\nJ9pJUl4e12m4lW9bUQC9AYidBww5Aww8DjQZWiPHIwh2+IWUdqu3QjEDtaPsNm3RQiuTdDp2DSjj\n+nWmmbdpwwf1yJH8QnS0fQlvJ+JxIu5f/2JBs6lTmba9aRP/2TEx9sK+Vi36B8PC7GNozGb7sugv\nvKBdFxzMgGZBcCbTp1uqcIeEUGa8/bb9dnXq8B4wGnmtG43ASy9Z6qzs20cLQlERZ18XL7JNknB7\nGjdmGuwrr/B/mpwM9O1b+mGD7oDBStobgsvSZ21T7nU6KkoaOnemdqrGKQQHsxJpo0aOOBRBKB+d\nDkjYAvjXAfzCAH0gEP0yUL+T3aYTJ/IZGxpKWVOnDrBypdUGkybRzJyfz6I4n38O/OMfTjuUW+Fx\nWVQV8cknDAzU6XgivvwSiIujGb9nT7qx8vL40Jg0ydKkU0VRaJ356COewLlzbXL7BcFJKArdSsXF\nVFhs3SXWHD9Ot1RkJIWQytKlLHBpncyg01HhcXQ2kDdkUd0SUwGwawhwaSeXG/4O6LYeMATgyBHq\nKur/PDiYVvr27W32ce0aNadjx6jNzp0rZmHBNZTkAdkngeAIIOiuW29WAnz7LSdLXbvaGGYiIymw\nrBk5Eli92jFjtsKr0sRvR0EB++JFRGgfCsXFVF7S05k5MnQoBf3kyVQ269YF/v535vYLgjuRksI0\n5cxMKuxr1tzZZH/7dl7n1r7zBg3sXbOOwKsVHJWCK0yfDdSa+X/91dKXJzGxtPL9kSOcfZ09S4Xm\ngw+kwqLgXigKcPQ14Pg7AHRA68lA9Jw7azDVrx8FjhoUGBTEwn6a1EPH4FMKTmUYMwbYsMEy2zIa\ngQMH2PdHENyBS5dowVEbxRoMXD527PZyR1GYibx6NQOMTSamkT/shJhVn1Bw7pRLl4BWrXgSFYWu\nqfh4xxQgEoSqcuIfQOpLgKl0RmQwAnFvAq3uIED4zBlW7c7NZfxH27ZsWeIEq6TX1MGpaf79b635\nvrgY+OIL141HEGyxzVQwmSy1WWw5dowuqpAQBiqfOkVDwZ49wLp1XHaGciPY8O23FPqqEC4qor9c\n1VoFwR3IWGtRbgBW0z6zttxNFy9mfGudOoyHNTW+l52BP/2UsSF79riFy9VnelGVR1CQNuPBz88+\n8FgQXEnt2vYB8iaTVcpyKdnZVF6uXuVzNDWVy6dPSxyZyzEa7TOnVEuOILgLgfUB6ACo16oOCLDP\ngFq7lq2l1GfnsmWUU0lJoayS60b4lAUnM5OZJdeucfmvf7UoNP7+jMMZNcp14xMEWx56iJbfkBC6\npEJCmGVlq+AcOaKtrm0200Bg1+FXcDzmEuD6IeB6Gt/37s1AHLWMtNEITJmiLSstCK4mdj7gFwro\n/ACdP9/HzrPbbMMG+1IIGzY4cZyVwGcsOAsXMuUzMJDR4Bs3As88w5T9zz5jrZDnnqOSIwjugl7P\nxrwffUTX1P33AwMG0J166RKDhgMCaCourwimxLE6meKbwPYeQM4pLoe1AHrvosn+739nD5kePYAR\nI1w7TkGwpXY7NnbNWFta6GYEENqMM6X8fD4kdTo0aMBYQOsio/Xq3XKvLsUngoyPHWNMgnW8TWgo\nLTn+/hV/9+ZNdmjeuZPn93//lylyguAqkpOBwYOp5BgMwPr1rNGSmEhlPS+PRoInn2QPJVfgs0HG\nByYBpz4EzIVc1gcCLf4EdFpy269+/z2Dwi9fZlmLDz5gDS9BcAmKAkyYwG7Tej1rHXz1Fc5k10Vc\nHJtNm800GuzcycmXK/D5LKpPPwXGjtXG9AUHM52zcWMuFxayyqvRyCwVNUPl0UcZI1hYKq9CQugO\naN7cuccgCABjbRo35l+VkBBad+rXp3/8xAkWEB069M4yPB2Bzyo4Xz0EXLHJjmrQDeiz27J86RKz\nTu67r2zqe/o0A8TVlP7AQIYzbN3qpHELgi0rVtCtofqjAgI4s1q3DhcuMDuzqAgYNoxJgq6ionvf\nJ1xUbdpwtmuNnx8tMgBbZjz0EC06JhNd5hs3UoH95hutKU5R2Gn46aedN35BUDl92l5p8fOjUtO1\nK2trqaSmsrhoixZsNSI4gXodgWspVhacIKBevOXzFSuAZ5+l6bikhAVzhgzBjh3aOOTCQktZkYqK\nPAqCw9i9WxtsU1TEIFYADRuyiCgAwFQIZH7J3lZ3PQwY3acit1cEGZeUsCT9Qw8xSDgzU/t5mzbA\nggWM6atVi+6pzZst7qlx4/id7Gyez6+/pivKYLCv+KrXi9lYcB2NGll6NKoUFgL33KNdt3gx0K0b\nK3b36QO8+KLzxujVZJ8Edv+BlppjC9m7x5rYvwJ12gOGEL7qxgAxpYGa585RucnPt3QETkwEbtxA\naKi94urvL/3CBBfSqpU2EF6vt3ddlOQBX94P7EkEfvgzsKUNcC3VueOsAK9wUY0ezZ5UeXlUSsLD\ngV9+sQ+wvHgROH+eVaVr1bKsb9yY66155hng/ffZYO+VV7jvoCCe35QUt0jxF3yUf/yDCotqBFD7\nJalcu0ZFSHWrArxeU1OB1q2dM0avdFHlXwC2tGMgMcwshNbiGSB+sXY7xQzc/AWADqjVmtWOARY+\nGzyY7d1VwsKAPXuQHxmNjh3paiwooKt83jzWGBEEl5Cfz1nSiRNUbvz9GSxv7Y86thA4/ApgLrCs\nqxsH9DvotGF6tYuqqIil61U3kslEP/aXX1oSFU6eZH2QqCiWurelXTsqP+o+jEagQwe+f+EFFmXc\nsYOK0J//LMqN4FqefRbo1YtKfMuWvK6tuXSJsshawQkIoBLvLAXHK8n8lH2oUGq1MeUBvy4tU3AK\nChifFxKiR9u27ezjnyIj7c1vJhPQpAmCg1lFfdkyGnp692b1e0FwGcHBdEnt3k1lp2tX+zTj3DNa\n5QYA8m2sBS7E4xWc8tDp+FIUKiQffUSB7+/PmBrrhoQA3eLdullicHr2ZDaDSv/+fAmCu9CmDV8l\nJSyB8MMPVHReeglo1sy+hpzJZK8ICVXAVmspXc7IoAy5ccMiQzZtsnFx33MPU8WffZYnqKSEwqm0\n3XhoqFVcgyC4A/7+vJjBSuhvzuI1Pnp06TPx7oeB0x9S2QcAfQBwVw/XjdcGr3BRjR1rKT7k50cX\n1c8/U/EcNUrbbLBlS1rcbCksZDq50UgLnKuyTwThTlEUYMgQxoypLtSYGFqRDx1ivZyrV5lltXFj\nmZxyCt7posoC/q8dUHyDbiiDEWg5Aei4CAkJwHffaa3Af/sbJ1h2XLxIjei++yisBMHNSU9nRfTs\nbModo5EhHKMTFbqoji0AoADhDwEPfwYE1Hba2Lw+TbykhEHEX33F2euCBYxBWLgQmD1bm0Hl72+p\n+LpsGbBqFeNx5s0DOnZ0+FAFocbIzKTCXmBlIQ4NpTv1gQd4jefkoNwAVkfjlQoOAOScBg7NAgqy\ngMaDgTaTAZ0eERH2/cEmTgTefRfUMqdN46yrc2dtCXVB8ADmzOFla902pnlzZnUCYMVucxHg5/zr\n2qtjcABabebM4cuaqChaglUFR6ejGxzg7EoNHgZY6+bAAcbbCIInUFRkn2Wj11vCPHQ6yfircULv\nA7qtsVsdFUU9Rq0mbTSWxvsVFjJHPz2dgiiJDlxUAAAXU0lEQVQtjea15GQxEwseQ0GBfU88TekV\nvR9fboZXJyH26wc89ZQlPTw8nB3EAeCtt+z7aaxa5ZpxCkJVaNaM7lQ13sbPj5mD8fEVfk1wAP/8\nJ0NswsIYm9mvH/DHP4LBUVlZlqdBQQHXnT3r0vEKQmUYNUprdDQaPaMWXJUVnBdffBFt27ZFbGws\nhg0bhhvWqY9ugk4HvP02cPw4MzQzMpgxpX5mu61MqARPQq9n0Pwf/kBFp39/xt94U5afJ8gZgMrN\n8eOMwzlyhO0zDAbcWqiIsBE8iPh4YMsWur7btaP34+WXXT2q21PlGJzt27ejV69e0Ov1mDFjBgBg\nwYIF2p27S/n0cliyBJgxg5YbnY4a6cGDri05LQjeQk3d+3ciZ2ry92qcoiLWnDh1iu+Dg5luu327\nKDmCUANUdO9X2YLTp08f6EsDADp37oxM2/LBbshvvzHOLy8PeP55YOlS1psYNgzYu1eUG0FwNzxR\nzjC6+z9ATrqlONrTTwMJCcDkyZwKi3IjCA6nRqKCPvzwQ4waNarcz5KSksreJyQkICEhoSZ+stIs\nW0bZopY/37KF3ZaffNIlwxEEryI5ORnJyckO/Y2K5AzgJrKmJA/Y+Tvg2o9crnc/8MhWlp8WBKHa\nVEbWVOii6tOnD7KysuzWv/HGGxg4cCAAYP78+Th48CD+rUbvWu/cTczGJ07QSpyfb1lXpw5w+bJ9\nrylB8BZKSuiK/fFH1seZMoVdqp1BZe796sqZyv6eQ0mZCpxcWlrxGIAhCGj5LNDxTdeOSxAcyalT\nDHi9eZNWg169nPbTVU4T3759e4U7XrlyJb744gvs2LGj6qNzAseO0XJjreAUFrJuRePGrhuXIFSX\n7Gy2E1FLHLz1FnDXXfSSDBvGmjh5eayqu20bl92tgaO3yBkAwNUfLMoNwPdX97tuPIJQU1zeC6TN\nBkqygeZjgVbP0tV6+jSLyKlVANetY0ryY4+5esRVd1Ft27YNCxcuxK5duxBk3XHUDYmMtNSnUNHp\ngAYNXDMeQagJzGbGkKWlUWH/6SdmIB89Cly4wArHqlKfn08l6MgRViT1FDxJzgAAakfRPWUuLUak\nD2R3cUHwZK4fBr7pbWnJcOMYUJILRL3EapY5OVRuAAqbOXPcQsGp8lzu+eefR05ODvr06YO4uDhM\nmjSpJsdVo7RvD8ycyQSG2rVZun7dOvt+PbasXMlqjU2aAK+/bjl/guAOZGRQYVGbahYXs9FmSgrL\nrdhaagwGbQNOT8CT5AwAIO6/gdBIwC+Mr9BIIPaNCr9y4wbw+ONARASLA6akOGmsgnCnpH9kUW6A\n0kazpXFleXn2VQDdRNBU2YLz66+/1uQ4HM6cOSxWdPYsmxRGRFS8/ebN7ImnFgNcsIAK0rRpjh+r\nINwJBoO90q0oXN+yJRXzU6eo+Pj5sRGwbaNZd8fT5AwC6gL9DgHXUmgmrtsRMFQ8kxoyhIlWRUV0\nmz/yCLM9xX0uuA06A2gPsVJkdKUzqNGjaQ1QzcVGIyvsugFu5o2vPpcvszv4ypXAlSvazyIjmal5\nO+UGYJNfqXQsuDNNmgA9elgK+wUG8hqPj6dC8+23wMCB7OnYty8fop7g5fEY9u8H3nsP+OILraZp\nCAAadAHCH7ytclNQwKbAansNgLvaudNBYxaEqhD5VGmfqdLyBgYj0G4233ftyhYBHTqw1sqcOXSZ\nuAFelUOUkUHhrjYfnDaN5t6mTSu/r9q1aeK3trxJXx/BndDpgM8/ZxO8ffvYDykpiQH1AGPMbpF0\nJFSXt98GZs2iNqLXA4MHc1ZUyfo2/v7lfyUkpIbGKQg1QVgLoO9+4OgbQMkNoNkYoOlwy+f9+vHl\nZnhFN3GVkSOBDRsAk4nLBgMwfDiwenXF3/v1V2DqVODcOeB3vwNee4298eLjgdxcKjlGI7NQund3\n+GEIgsfjtd3EAQqFevW0ZpeQEPbNeOCBW39PUYBTHzKN3BAEtJ8LRPTE3LnAwoXcbVAQ0KIFU/ud\nldIvCJ6M13cTV8nMtCg3AN+fO8f3ZjNTZTMygE6daNoH6PN+4AGm75vN7CeTmUl31KFDwPLljGEY\nNaq0O7AgCL7Nb7+VNpqyws+PwgTMYNu0iZaZoUOtXOIn3wcOvmAJ1tz1e6DnDrz6ahfExNAt1aQJ\nMGmSKDeCUBN4lQVnwQJmO6mxM0Yjm4JNn86aINu3WwIuX32V61euBJ57jrMnFT8/urlsZZgguCN5\neQyeb9TIfdyoXm3BMZnYyv3cOUvsTUgIcOIETuU3QqdOliSSwEBaYyIjAWxpB9z8Wbuv5uOBLh86\nZ9yCUE0uXKC8adbMfZ6PDulF5Y68+CIwZgwVFD8/vp82jcGV27dTiSkq4gmaM4d/b3WSpFWM4Ans\n2AHcfTetknffDaxd6+oR+QAGA91RrVpRUISHA599BjRqhBkzaA3Oz+fr5k2G6gAozUSxQe9VRnTB\nSzGbgXHjWDYlNpYdxcspPu52eJWCYzAwqaGwkK/33uO6K1fsFRmDgfUnBg7krFdt2WA00qLjbtVe\nBcGW3FymGOfk8JWfD4wfb3HLCg6kZUvgl19oEr58GejZEwCFvnVigtlc5rkCol9m9omKXwjQ6jnn\njVkQqsiqVcD69Xyu5uayePG4ca4e1e3xyumDrXLywANaoaPXAw0bcsar1wOpqcw+OXsW6N+fPnBB\ncHfOnrVfFxDAODKpoeIkbGZOgwYBBw9q3eSDB5d+2PRxKjWnPmCQcbuXgLoeVphI8EkOHNCWTSkp\nYYyqu+OVCo4tDRuyVMWoUZxNRUUBn35qUYQiIoClS107RkGoLI0aaYPqAbpgmzd3zXgE9gU7f57y\nRKcDJkwAJk+22qDxAL4EwYNo25b1ttRafno9s/3cHa8KMhYEX2P1ahYNDQigcjNvHvCXv7h6VF4e\nZCwIPkZxMcvc7NvHcI7AQOD7791Dyano3hcFRxA8nMxMuqWaN2fVYndAFBxB8C7MZrpfc3PZPNwT\nMjZFwREEocYRBUcQBGfgM2nigiAIgiAIgBsqOJcvs3/UtWuuHokgCF6L2cw076NHmRIiCILX4VYK\nzsqVbIzZsydLln/2WfX2ZzZrU9sEQRBQUEAhEx8PdOnCLsjVnVGV5ANmUZQEwZ1wGwUnM5P1Z9Tq\nn3l5TOvOzq7a/pYtYw2KWrWAmBimbgqCIGDBAuCHHyhkcnLYbVeTy10JirOBHb2B9WHA2mAgbbal\nfYMgCC7FbRSckyeZ6mqNwQCcOVP5fe3fz+7ghYWsE3LsGCu+Vpe8PODpp5mt0rUrcPhw9fcpCIKT\nSUmxFPQAmF9f1aplP0wALn8HKCZAKQF+eRs4s65Ghvjgg8yKmzSJRidBECqH2xT6i4yknLHGZKKr\nSlFYJvrECSA6mpVBK+oVtXevfVfxgwerP8YRI4Cvv6awycgAuncHfv6ZBdcEQfAQOnRgEy9VyQkI\noJkXYK+F1atZ+GPoULZkqIhL3wLmQsuyKRfI2gE0HVHl4aWnAwkJNC4BwIoVwNWr0mdMECqL21hw\nmjQB3nkHCAoCateme+mjj5hrn5gI/PGP7AA+ejR7RVVEo0aW3lIq9evz79WrwMiR7JM3dOidNwwr\nLmY1ZHUmpShUnLZvr9xxCoLgYmbNYiGPkBAgNJRmknfeYe+LqChgxgxg9mwgLo6twCsiuKF2WR8I\nhDTl+6yvgW0PAFuigGML79h1tW2bdoJWUABs3CieL0GoLG5XBycri9aRyEg26T12DLj/fm2wcGAg\ncOrUrfvtmExA3750VQEMNt64Eejdm51QT5ygwuLnR8Xq2DEqViqKAnz+ObeLimIFR5OJ21gnXISG\nAh98QMuOIAgW3L4OjtnMG7+khDe5vz99QcuWabWLHj2AXbtuvZ/racDXPQDFDEAHGO8B+v4A3PgJ\n2PEIYCq1EhmMQPQcIGqm5utXrtA6XVzMxr/NmzPZ4rnnWFBNJTiYyxVZrgXBF6no3ncbF5VKRARf\nKtev21tjAgKA336jgpORQflTqxYbZQYEMHbnyy+Br76iAOnShSWljx+n+be4mPspKeHnaWlA586W\n/f/pT8CaNXSZBQQAzzwD/O1vwPTpwFtvUdkKCGCzzt//3uH/EkEQahq9nv5uay5dsm/upWZXKQqQ\nnEwBEhdHNxcA1I0Ffv8LcHEnYAgGGvVjI83/fGRRbgDAlAecXKZRcM6f566ys6lvzZ4N7N4NDBsG\nvPIK5U9xMQ1Ns2aJciMIlcXtFBxbYmI4udLpKGP0erqtWrRgL4y+fbmdTkd3+Z49tLQYDLS8WBMQ\noO0qDnDZOrj5+HHgk08s7vniYuDdd9lEb948oF07Kk733st1ISGOO3ZBEJzIH/4AbN2qbQX+2GN8\nr856AAqNRYuAiRO5HNwQaPaEdl+GQAA6AFYzS702i+Kvf6X+pFqFCwuBKVOoR6WmclJ17hwwYAAw\nfHhNHqgg+AZuE4NzK8LCaKFp147yJjaWy4GBwPjxNNvm5jIg75dfGJAHcFb05JN0QXXuTCtNs2YM\n3jMauU1wMCdianwhwBgdf3/tGAICKIh0OsYD/fOfwOuvA3XqOOM/IAiCUxg5kjd2vXo0CT/9NPDy\ny4zDWb3aImzy86mJqIrQ5b3A1o7Ap02A/X9mTZyWEwG/UFDJAV1U7edqfi4ry77G4KVL/Fu/PjB/\nPt1VotwIQtVwewsOQBf50aP261VhoJKfb6l3M2wYzb2Fhayx06MHM542b+bM6Mcfqdi8+CKtPSrR\n0VqXmE5HReh2yRSCIHgBf/mLfTv2CxfsZz0GA2c9pvPAzj5ASWnATPoqoPgG0G0N8LsfgV8WAcU5\nwH1jgIZ9NbsYPJiJC6qeFBzMdYIg1AweoeDcioceYhaTGlNjNDJ1u6AA2LlT6043m7kuMRF46SXL\n+pISWn0yMhjMPGAA8M03tFZnZNAVtnGjNghZEAQfIi7OImRU6tQBGjYETr6rrWBsygcyN/F9rVbA\nA++XfXT6NFO99XoaixITWedrwQLKocRE4LXXnHA8guAjeLSCs2oVMGgQsG8fJ1Svvw48+iiFhW1A\nnmqJscZsZgzPvn2cRYWEMK5m7lwWNxUEQcA993CW8/jj9IU3aULTi8EA+BkBnUG7vU2sDUALdJcu\nnHzpdHQ//fADg4dnzXLScQiCj+F2aeJVobCQFmS9VUTR7NmWjKfAQKZfHjyoVXKSk5maqRbUArif\n336zxOkIglB53D5NvCooCjUUayFSfBP4v2gg/yKgFDHWJmYe0Haq5quDB7P0hDpEnY5W4nXVL3os\nCD6NR6WJV4XAQPt18+YB7dvT3XTvvWw1Y2vBuXFDqxQBXM7JEQVHEAQbyjMD+9cC+h0Cjr8DFFwA\nGvUH7rEPpLl6VVuoT1G4ThAEx+EVCk556HT0c48cyeVz55h1dfIkY3cWLmSvF2v8/FhgsEED549X\nEAQPJbAeEJNkWd64kQIGYPGsoUMxYgRTv60z0B9/3OkjFQSfwitcVLcjJwdo3Rq4eNFSkVgNUE5J\nYfuH8+dZvX31asYOCoJQdbzSRXUnbN4MPPGEVpNZswbK7wdi7lxgyRJOvqZOleJ9glATVHTv+4SC\ns3UrLTk3b1rWBQTQqhMe7rpxCYK34rMKTq9e9Itb07u3NK0TBAdR0b3v9oX+agKDwb5RnaJo698I\ngiBUG9u+MrdaJwiCw6mygvPyyy8jNjYWHTp0QK9evXD27NmaHFeN0qMH3U5qSwajERgyBKhb17Xj\nEgShYjxJzgBgJ3LrQOTgYK4TBMHpVNlFlZ2djbCwMADAkiVLkJaWhg8++EC7c3cxG4Op30lJ7BDe\nvTsrGMvEShAcQ03d+3ciZ2ry92qE3btZo0KnY0uHbt1cPSJB8FockiauCh0AyMnJQbibB7PUqUOZ\nIwiC5+BpcgYAZ1Ddu7t6FILg81TLhjF79mysWrUKRqMR+/btK3ebpKSksvcJCQlISEiozk8KguCG\nJCcnIzk52SH7vhM5A4isEQRfoDKypkIXVZ8+fZCVlWW3/o033sDAgQPLlhcsWIDjx49jhdrKW925\nO5mNBUFwGpW596srZyr7e4IgeA8OTxM/c+YM+vfvj6M2Lb9F6AiCb+KIe/9WcsZRvycIgvvjkDTx\nX626UW7evBlxcXFV3ZXTcJQJXRBcjbde254oZwDvPR+Cb+Np13WVFZyZM2eiffv26NChA5KTk7Fo\n0aKaHJdD8LSTIwh3irde254oZwDvPR+Cb+Np13WVg4w3bNhQk+MQBEGwQ+SMIAhVxScqGQuCIAiC\n4Fs4vBeVIAi+ibN7UQmC4Ju4pNmmIAiCIAiCKxAXlSAIgiAIXocoOIIgCIIgeB2i4AiCIAiC4HV4\nhIKTnp6O9u3ba9YlJSVVWBMjJSUFkydPBgAUFhaid+/eiIuLw/r16x06VkGoLHq9HtOmTStbfvPN\nNzF37lynjiEhIQEpKSlO/U13Q+SM4O34mqypVrNNV3K7rIn4+HjEx8cDAFJTU6HT6ZCamnrH+zeb\nzdDrPUL/EzycgIAAbNq0CTNnzkT9+vUrnRFkMplgMBiqNQadTieZSOUgckbwJnxN1nj8nfXII49g\nxowZ6Ny5M1q3bo3vvvsOACsuDhw4EJcvX8bo0aNx4MABxMXF4fTp09ixYwc6duyImJgYPPXUUygq\nKgIANGvWDDNmzEB8fDzWr1+PZs2aYdasWYiLi0OnTp1w8OBBPProo2jRogXef/99Vx624EX4+/vj\nmWeeweLFi+0+S09PR8+ePREbG4vevXvj7NmzAIBx48ZhwoQJePDBBzF9+nSMHz8eEydORJcuXRAZ\nGYnk5GSMHTsW7dq1w/jx48v2N2nSJNx///2Ijo7WdN8WKkbkjOAN+Jqs8XgFB6BWuX//frz11lt2\n5rYGDRpg+fLl6N69O1JTU9GoUSOMHz8e69atw+HDh1FSUoL33nsPADXL8PBwpKSkYMSIEdDpdGja\ntClSU1PRo0cPjBs3Dps2bcK+ffvw6quvuuJQBS9l0qRJ+Pjjj3Hz5k3N+ueffx7jx49HWloaEhMT\n8V//9V9ln50/fx579+4tc6HcuHEDe/fuxeLFizFo0CBMnz4dP/30E44cOYK0tDQAwPz583HgwAGk\npaVh165dOHLkiPMO0sMROSN4A74kazxCwbmVOUtdP2zYMABAx44dkZ6ebreddamf48ePo3nz5mjR\nogUAYOzYsfj222/LPh8xYoTmu4MGDQIAtG/fHl26dEFISAjCw8MRGBhod4EIQlUJCwvDmDFj8M47\n72jW79u3D0888QQAYPTo0WWWA51Oh+HDh2vujYEDBwIAoqOjERERgaioKOh0OkRFRZXdF2vXrkV8\nfDw6duyIn376CT///LMTjs4zEDkj+AK+JGs8QsGpX78+rl+/rll37do1hIeHA6BfEQAMBgNKSkoq\ntW9FUTQnLiQkRPN5YGAgAAZnqb+jLlf2twShIqZMmYLly5cjNzdXs/5WtTiNRqNmWb0+9Xp92XWr\nLptMJvznP//BokWL8M033yAtLQ0DBgxAQUFBDR+F5yJyRvAVfEXWeISCExoaioYNG2Lnzp0AKHS2\nbduGbt26VXpfrVu3Rnp6Ok6dOgUAWLVqFR5++OHbfk8KPguOpm7dunj88cexfPnysodh165dsWbN\nGgDAxx9/jB49elRp34qiIDs7GyEhIahVqxYuXryIrVu31tjYvQGRM4Kv4CuyxiMUHAD417/+hddf\nfx1xcXHo1asXkpKScN999wHQmpbLe28dtR0UFIQVK1Zg+PDhiImJgZ+fHyZMmGD33fL2davfEYTq\nYH0tvfDCC7hy5UrZ8pIlS7BixQrExsbi448/xttvv13u92yXy/ssJiYGcXFxaNOmDRITE6v04PZ2\nRM4I3oyvyRrpRSUIgiAIgtfhMRYcQRAEQRCEO0UUHEEQBEEQvA5RcARBEARB8DpEwREEQRAEwesQ\nBUcQBEEQBK9DFBxBEARBELyO/wfrgFc/1FrJNAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion ###\n", "\n", "There are several features that the R package has that I didn't implement here:\n", "* \"Corral\" methods that keep the data from spreading too far horizontally\n", "* The ability to do horizontal vs. vertical plots\n", "* The ability to take in formula objects, just as R methods such as boxplot, lm, etc. take. This can be done in Python using [patsy](http://patsy.readthedocs.org/en/latest/), but I am not very familiar with the package yet so I didn't venture there.\n", "\n", "If I come across the need to use these features, (or if anyone would like to add them...) it might happen in the future. For now, I hope those of you missing this package from R will find this useful. Let me know if you have any feedback. Happy plotting!" ] } ], "metadata": {} } ] }