{ "metadata": { "name": "", "signature": "sha256:58c25f973e469d6ecb73ca8f6d93fdce09aac799c1da92c5b7f9ff5cc157f595" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Graphical representations of linear models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook provides a brief introduction to the plotting functions in [seaborn](http://stanford.edu/~mwaskom/software/seaborn/) that help visualize linear relationships between variables.\n", "\n", "For much more detail, you can check out the documentation on graphing [quantitative](http://stanford.edu/~mwaskom/software/seaborn/tutorial/quantitative_linear_models.html) and [categorical](http://stanford.edu/~mwaskom/software/seaborn/tutorial/categorical_linear_models.html) linear models." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "tips = sns.load_dataset(\"tips\")\n", "iris = sns.load_dataset(\"iris\")\n", "exercise = sns.load_dataset(\"exercise\")\n", "titanic = sns.load_dataset(\"titanic\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Linear models with quantitative variables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Seaborn visualizes linear regressions with `regplot` by plotting a regression line and confidence band over a scatterplot of the data:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.regplot(\"total_bill\", \"tip\", tips);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAfEAAAFkCAYAAAAwmQKNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The higher-level function `lmplot` can draw this plot separately for different parts of a dataset." ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.lmplot(\"total_bill\", \"tip\", hue=\"smoker\", col=\"sex\", data=tips);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAwAAAAFiCAYAAABBIr/2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl0XHd22Pnve1WFKgAkNhJcwZ3UE3dREklJbne3etES\nu2N3u731xDmKl8yM2x577MRJnJzYnhwfe+K0ndhjOxN7Ju2cY2em02n34h5JrZZaavUiUgvFXU/c\nQYIACRC1vqpXb/vNH69QWIgdtQF1P+dIIh8L9V5RwO/d3333d3+aUgohhBBCCCFEc9DrfQFCCCGE\nEEKI2pEJgBBCCCGEEE1EJgBCCCGEEEI0EZkACCGEEEII0URkAiCEEEIIIUQTkQmAEEIIIYQQTSRa\n7wsQolEZhvEqsBnITTj8n0zT/PMqnu+3TNN8rRrvL4QQjaw0Bh4Bek3TdCYcfxdImqb55Cxf+9uA\nMk3zd6p9nUKsBDIBEGJmCvg50zS/XcPzycYcQohmlgKeAv4OwDAMA9gIjM7xdTJ2CrEAMgEQDc8w\njD7gr4E2IAD+F9M0TxiGcRT4w9LxEeB/BO4BZwgD91cMw3gR+FvTNP/jhPf7UeC3ppzmPdM0f3qa\n02szXNM/B34ciAAvmqb5zwzD2A58GbgCHATeAl4FngO6gU+apvmeYRg/Dvwa0Fr65+dN03x9rvef\n6+9JCCEqoY5jrgK+BHya0gQA+Engi8C+0nsdAP4YWAWsAz5nmuafTLn+Z4DfAWLANeAXTNOcawIh\nRFORNQBiOfhZ4GumaR4FfgP4AcMwYsBfAj9tmuYjhDelvzBNM1t6/Z8ZhvFZwJt4IwIwTfPLpmke\nmfLPTMH/XxqGcar0z2tQvrk8DBwt/bfPMIz/ofQ1B4H/DTBKf77NNM0ngP8K/GPDMDTCm+YPmab5\nEPC/A/904jnneH8hhKi2eo25AC8AHzYMI1L6/Q8xPhkA+Dng35imeQz4CPC7peMagGEYvcDvAU+Z\npvkw8A3CcVYIMYE8ARDLwTeBLxmGcQT4OvCnhAH2TuBr4RNiAFYDmKb5LcMwvkV4YzCmvplhGJ8E\n/vWUw6Zpmj815dhMJUAfA44Db5d+nwCuA98BhkzTPF06zy3g5dJr+oEdpmmq0vn/funR9ocAb57v\nL4QQtVCvMRfABl4HPl4aQ68C+Ql//uvAs6WnpIeB9tLxsRKgY8BW4NXSdUYIn1IIISaQCYBoeKZp\nfs8wjH3ADxM+Dn4O+CfAVdM0jwAYhqEDG0q/1ghvQlbpv3emvN/fAn87z9NPVwKkA//eNM0/Kp2v\nG3CBtYAz5bWTgnvDMNoJS4P+irA86DTwS/N8fyGEqLo6j7kA/42wDGgA+H+m+bN7wNdKf/aTU/48\nAnzHNM0fKV1bgtJERQgxTkqARMMzDOP3gJ8xTfO/AL9M2CXiPaDHMIwPlF72s4Q1qwC/CGSAHyUs\n4WlbwumnW1j2CvAzhmG0G4YRJaxZ/dQ83+8BwCd8RP0q8PcIb1iVen8hhFiSBhhzXyAs73kGeJ7J\niZiPEXZL+xrw4dL16hNecwJ43DCMPaXf/yvg3y7heoRYkWQCIJaDPwV+zDCMU4TB8P9cahH348Dn\nDMM4DfxD4GcNw9gB/Evgs6Zpvgm8CPxBJS/GNM2/A/474Y3mLHCqdKOEmTtRjHX4OQ28C1wEXiNc\nPLd14uvmeH8hhKi2uo65pXN9h3Ch8NhT1bGx9beB7xiG8V3gQcKxdEfpz5VpmncIJydfMAzjDOHk\n5deWcj1CrESaUtI5SwghhBBCiGZR9TUAhmEcB37fNM0nDcN4iLB9lw8UgX9omubdal+DEEIIIYQQ\nIlTVEiDDMH4D+AsgXjr074FfKu3m9yVAepsLIYQQQghRQ9VeA3CZcPHi2OKcnzJN80zp1zGgUOXz\nCyGEEEIIISao6gTANM0vMaENommaQwCGYTwBfBb4o2qeXwghhBBCCDFZzfcBMAzjJ4HfBP6eaZpz\nbs6hlFKaNl0rdiGEaDoVGQxlXBVCiEmabkCs6QTAMIx/APxj4MOmaSbn8zWapjE8nK3uhdVBb+9q\n+VzLiHyu5WUlf65KkHF1+Vmpn00+1/Kykj9Xs6nVPgCqtFHHfwBWEW4x/i3DMH67RucXQgghhBBC\nUIMnAKZpXgeeKP12TbXPJ4QQQgghhJiZ7AQshBBCCCFEE5EJgBBCCCGEEE1EJgBCCCGEEEI0EZkA\nCCGEEEII0URkAiCEEEIIIUQTkQmAEEIIIYQQTUQmAEIIIYQQQjQRmQAIIYQQQgjRRGQCIIQQQggh\nRBORCYAQQgghhBBNRCYAQgghhBBCNBGZAAghhBBCCNFEZAIghBBCCCFEE5EJgBBCCCGEEE1EJgBC\nCCGEEEI0EZkACCGEEEII0URkAiCEEEIIIUQTkQmAEEIIIYQQTUQmAEIIIYQQQjQRmQAIIYQQQgjR\nRGQCIIQQQgghRBORCYAQQgghhBBNRCYAQgghhBBCNBGZAAghhBBCCNFEZAIghBBCCCFEE5EJgBBC\nCCGEEE1EJgBCCCGEEEI0EZkACCGEEEII0URkAiCEEEIIIUQTkQmAEEIIIYQQTUQmAEIIIYQQQjQR\nmQAIIYQQQgjRRGQCIIQQQgghRBORCYAQQgghhBBNJFrtExiGcRz4fdM0nzQMYzfweSAAzgGfNU1T\nVfsahBBCCCGEEKGqPgEwDOM3gL8A4qVDfwj8pmmaHwQ04EeqeX4hhBBCCFFZbuDx9p3TvH3nNG7g\n1ftyxCJUuwToMvApwmAf4GHTNL9d+vXzwMeqfH4hhBBCCFEhbuDxNxe/yEs3vsVLN77F31z8okwC\nlqGqTgBM0/wSMPG7Qpvw6xzQWc3zCyGEEEKIyjkzfJ5BawhN09A0jUFriDPD5+t9WWKBqr4GYIpg\nwq9XA6n5fFFv7+rqXE2dyedaXuRzLS8r9XNVykr9+1mpnwtW7meTz7W8dHa0Eo1G0LQwp6uUorOj\ndVl+XtvxyFhOvS+jLmo9AThlGMaHTNN8DXgWeHk+XzQ8nK3uVdVBb+9q+VzLiHyu5WUlf65KWal/\nPyvxc8HK/WzyuZaX3t7VbIvvpDfey6A1BMDG9g1si+9cVp9XKUUqV6RQ9IhEdNZ1t9X7kmquVhOA\nsU4/vw78hWEYLcAF4Is1Or8QQgghhFiimB7lM3s/XS77OdS7n5he63zy4tmOSyrrgga63rzd8Kv+\nf8w0zevAE6VfXwI+XO1zCiGEEEKI6ojpUR5Zf7jel7EgY1l/u+ihNXHgP2b5TNmEEEIIIYRYoIlZ\nfwn+QzIBEEIIIYQQK06gFKlsEdvxmrrcZzoyARBCCCGEECtK3nZJWw6apknwPw2ZAAghhBBCiBUh\nzPrb2G6Armlzf0GTkgmAEEIIIYRY9iZl/SX4n5VMAIQQQgghxLIVBIpkzqYoWf95kwmAEEIIIYRY\nlvK2SzrnoOmS9V8ImQAIIYQQQohlJQgUo1kbxw3QdQn8F0omAEIIIYQQYtmwCi4Zq5T1l+B/UWQC\nIIQQQgghGp7n+6RyDq4boEngvyQyARBCCCGEEA0tl3fI5B10XZfgvwJkAiCEEEIIIRqS5/sks0U8\nT8mGXhUkEwAhhBBCCNFwcnmHbN5Bk6x/xckEQAghhBBCNAzX80nmivi+QpOsf1XIBEAIIYQQokm5\nXsCpS8MAHNnTSyxa34A7m3fIjWX9pa9/1cgEQAghloFAqXpfghBihXG9gM8/f5GBEQuA05dHeO7Z\nvXWZBLheWOvvB5L1rwX5GxZCiAaXsYq8PzjEJ379K5IOE0JUzKlLwwyMWGiahqZpDIxY5acBtZS2\nHIZTNoFCsv41Ik8AhBCiQdmOy1AqQ8618AKP6OZL9b4kIYSoGKeU9Q8CJRt61Zg8ARBCiAbjej4D\noykujwyR8ywkISaEqIYje3rZvLYdpRRKKTavbefInt6anDudcxhJ2SjJ+teFPAEQQogGESjFcDrL\niJVFaR4aclMUQlRPLKrz3LN7a7oI2PF8kpmw3Eey/vUjEwAhhGgAGctmMDOKEzjomi7BvxCiJmJR\nnWN711f9PEop0pZDvuiha5o82awzmQAIIUQd2UWPgdQ98p6NrmnomlRmCiFWlqLjk8yF5T56A0X+\n9zI256+NcuCB6k+AGo1MAIQQog4832cgmSRj59B1vaFuikIIUQlKKVK5IgXHb6isv2W7vPLOACcv\n3MEPFJ/9iSP1vqSakwmAEELUkFKKO+kMI1YKAF36XQshVqCi45PKFQmUapgEh+P5fO/sEK+9e5ui\n69f7cupKJgBCCFEjSctiMJ3Ex2+YG6IQQlRSOetf9NAbZDffIFCcujTMS2/dImM55eM9HXGeOba1\njldWPzIBEEKIKss7RW6N3sP2HCK6ji4LfIUQK5DtuKSyLmiN8XRTKcX7N1O8cKKfO8lC+XhbIspH\nHu7j2N51ddn1uBHIBEAIIaokrPO/R9q2iOgRIg1wQxRCiEqbmvVvBAPDOZ4/0c/V25nysWhE4wMH\nN/LBhzaRaGnuELi5P70QQlTJUDrJ3WyaiK4T0SP1vhwhhKiKRsv6j2ZsXnrrJqcv3ysf0zR4eE8v\nH3u0j85V8TpeXeOQCYAQQlTQqJVmKJ3GV0oy/kKIFStQilS2iO00RtY/b3u8emqA758fwg9U+bix\npYunj29lQ09bHa+u8cgEQAghKiDvFLiVHMV2HSJ6RBb5CiFWrLztkrYcNE2re/DvegHfPz/Eq6cG\nsJ3xzj6b17bzzPGt7NrcWcera1wyARBCiCVwPZdb6XtkCgWiekTKfYQQK1YQKEYzBWzHr3vgHyjF\n6UsjvPTWTVK58c4+3avjPHV0Cwd3rZFEzCxkAiCEEIsQqIChzCj3shaarhGVwF8IsYLlbZficA7H\nU3UP/i/dCjv7DN7Ll4+1xiM8eaSPx/avJxqpf0lSo5MJgBBCLIBSinuFNHfSaVSgoeuSYRJCrFyB\nUiSzNkU3YG2ipa7XcnvE4sWT/Vy6lS4fi0Y0njiwgQ89tJnWuIS18yV/U0IIMU9pO8dQJoXj1n5b\n+6IT1O5kQggBWLZLJueg6Vpdy2lSuSIvvXmTdy+NMLa8VwMe2rOWjx/dQpd09lmwmk8ADMPQgb8E\nHgAC4BdM0zRrfR1CCDFfeTfPUDpFzi5t5FXDG+G9lMP3z4xiXs8R3Vyz0wohmlgQKEazNo4b1PUp\nZ6Ho8dq7A3zv3BCeP97ZZ/fmTp45vpVNa9vrdm3LXT2eADwFtJum+QHDMD4G/C7w6TpchxBCzKrg\n2gznUmTyDmjUtK3nvZTDG2dGee96rmbnFEKIXN4lky+i63rdgn/PD3jj/B2+dWqAQtErH9+4po1n\njm9lT19XXa5rJanHBKAAdBqGoQGdgDPH64UQoqaKvsNoPkUyV8BXGrW8B95LlwL/a5MD//VrWrg3\nw9cIIcRSuZ5PMlfE9+u3yDdQirNX7vGNN2+SzBbLxzvbW3jq6BYO71krnX0qpB4TgO8CCeA9YA3w\niTpcgxBC3MfxHTLFLPdyFo4HOhq1ug2Opscz/mr8STcb1sR5/HAPfRta+PPXztfoaoQQzSRtOVgF\nF13X0OoUYF+5neaFN/oZGLHKxxItET58ZDOP799ALFqd0ThQzbm+SlMT7zQ1YBjGbxKWAP1LwzD6\ngFeAA6ZpzvQkoLYXKIRoOp7vkbIzjGSz5G2/pjfAkaTNayfvcub91KTAf9O6Vj7y2Hr2bFuNpmm4\nrsfvffUr+t/+2j+pxJgo46oQAtvxGU0XCJSqW+A/MJzjy69e5uyV8Wec0YjGhx7u49kndrCqNVaV\n8zq+Q8618AOXh7btbLrHCvV4AtAOZEq/TgIxYNYG2sPD2WpfU8319q6Wz7WMyOdaXub7uQIVkC5m\nydg5rLyPD7XL+Gcc3jiT5L1r2UmB//o1cZ443MOOzW1omkYmXQDA9b0Z3mlxmvn/+3K0Uj+bfK76\nUEqRtorki/6CSmp6etoZHbXmfuE8pC2Hb751k3feH540Bh7evYaPP7qFno4ETsFhtFDZSnHPd8l5\nFq5yw6e8dd7ToF7qMQH4A+A/G4bxOmHw/y9M0yzU4TqEEE1KKUXGyZIrWmQLHq4XoGu1KfdJlgL/\ni9ME/o8f7mFnKfAXQohqcFyf0ayNUtSlnt52PL797m2+e3YI1x8vv9m5qYNnj29lc++qqpzX8R3y\nnoWrvFJ5Z3OPszWfAJimmQI+WevzCiGEUoqcm8dyclgFn4Ljomm16W89U+C/rifM+O/sk8BfCFE9\nYdbfIV/0ar6PCYSdfU5evMsr79wib48/0Vzf3cozx7fywJauqoyB44G/i47e9IH/GNkITAjRFCw3\nT861KNgulu2hoCYBdyrr8saZUS5cvT/wf/xwD7sk8BdCVJnj+SQzNkEdsv5KKc5dG+XFk/2MZsY7\n+3S0t/DxR/s4sqe3Ku1GHd/B8iy8cuDfnKU+M5EJgBBiRSu4NlnXwvFcsnkH3wdNo+o5oJkC/97u\nFp443MOuLe0S+Ashqi6dc7CKbl2y/tcGM7xwop+bd8fbGsdjET700CaeOLiBluisS0AXxfGLWK6F\nj4+GJoH/DGQCIIRYkYq+Q7aYxQk8cnmXohegQ9VvgKmsy4mzo5y/cn/g//jhHnZL4C/EiuF6Aacu\nDQNwZE9v1VpVLkY9s/53kwVePNnPxRvJ8jFd0zi+fz1PHtlclc4+Rd8m7+bx8NHR0KTUZ1YyARBC\nrCiO73A3N8JoPkm+GJAvZb6qfVtOZ13eOJvkwpUMgQT+Qqx4rhfw+ecvlvvWn748wnPP7m2ISUC9\nsv6ZvMPLb93iLfPupATIgZ09PH10K2s6ExU/p10K/P1S4C81/vMjEwAhxIrg+R4ZJ0vRd2iLtDKa\ndVBUP/OVzrqcOJvk/JTAf21XWOqze6sE/kKsRKcuDTMwYpV/vgdGLE5dGubY3vV1u6Z6Zf2Ljs/r\nZ27znTODON54Z5/tG1bz7GNb2bJudcXPGQb+Fj6BBP6LIBMAIcSyNtbL3/aL+H5A1nLwSvn+at4O\n0jmXE2emD/wfP9zDHgn8hRA1Uq8OP34Q8OZ7d3n57QGsgls+3tsVdvZ5cGvlO/vYXoG8l5fAf4lk\nAiCEWJbClp45ck4BDcjmixTdsJ+/VoWOEmMyubDU5/xlCfyFaGZH9vRy+vJIuQRo89p2juzprfl1\nFB2fVK5IoFTNsv5KKS5cT/LiyX5G0nb5+OrWGB99tI9HjHVEKjwO214By8ujUGgggf8SyQRACLHs\n5N08WddCKUWh6GHZpTr/Kt78Mrmw1OfclQzB+BNu1nS18PihHh7YJoG/EM0kFtV57tm9dVsErJQi\nlStSKHroul6z8efGUJbnT9yg/854Z5+WmM4HD2/iAwc30hKrbGefQinjPxb4V+pTjuVv4hW+3uVC\nJgBCiGXD8R0yxSye8nA9RdZyCKhurWsm53LiXJJzl6cE/p0tPHaoG2P7Kgn8hWhSsahel5p/2/FI\nZR3QQNdrM+kYSRX4b69e4dT7w+VjugZH967nIw9vZnVbS0XPl/fyFLw8Sik0rXI9fQKliOo6rYko\niZYIEa3+i7brQSYAQoiGF6iAlJ2h6DtohJ0myuU+VTpnxnI5eTbJ2SmBf09nrJTxX1WVzWuEEGIm\nU7P+tZDNO7zyzgBvXrwzqexx//Yenjq2hd6u1oqdSylFwc+T9wowFvhXKMESKEU8FqE1Hq34U4rl\nSCYAQoiGpZQi6+bIO3k0XccueuSqXO6Ttbww438pjS+BvxCiQdiOSyrr1izr77g+3zk7yLdP38Zx\nxwfDretX8ezxbWzbULnOPkop8n6ewoTAvxIrmcfmK4lYhFWtsaquD1tuZAIghGhIeTdPxglrTF1f\nkc0WqtraLpv3woz/NIH/Y4d6MCTwF0LUQaAUqWyRouOh1SDw9wPFO+Zdvvn2LbL58c4+azoTfPoj\ne9i6tq1iWfmxwN/2CuVSn0oE/uUyn3iURDwiZZrTkAmAEKKh2K5N1s3hKx+URmZid58qnG+mwL+7\nI8z4G9sl8BdC1Eeh6JLKOWEpTJWDf6UU7/WnePFkP3eThfLx9kSUjz7Sx9G96+hdu5rRUasi58p7\nFrZvj9f4Vyjwb4lGaEtImc9cZAIghGgInu+RdjI4vouu6+Rtv6rdfXJ5j5Pnkpx5P4M/obBVAn8h\nRL2FWX8b2/FrUu5z826OF07c4NpgtnwsFtX5wMGNfPDwJuItlQmmxwL/gm9XrMZfynwWRyYAQoi6\n8nyPrJvF9hx0XcfzA7KZYtW6+8wY+K+O8dihbh7csVoCfyFE3eRtl7QVZv2rHfzfy9h84+RNzl69\nVz6mafCosY6PPtpHR4U6+ygVYLl57KCARulp7hLH9wCIapqU+SySTACEEHURBv45bL+IrukopUhm\nbVyvOuU+ubzHm+fDwN/zJfAXQjSWoDQGjpU8VpNlu7zyzgAnL9yZlAh5cGs3Tx/fwvrutoqcJwz8\nLezALgX+UubTKGQCIISoqUAFpItZbM8ON69BI2e5FBw3zHhV+MZnFcYz/hMD/65S4L9XAn8hRJ1N\nyvpXMfh3PJ/vnR3itXdvU3T98vG+3naefWwbOzZ2VOQ8Y4F/IbDRKxD4S5lP5ckEQAhRE4EKyJQC\nf03X0cfaehZcFFT88a1V8HjzXJLTEvgLIRpUEChGszaOV92sfxAoTl0a5qW3bpGxnPLxno44Tx/b\nyoEdPRVahDue8dfR0JcY+I+V+SRaorQmpMynkmQCIISoqkAFZJ0ceddG18NOFq7nk807+H5YBlrJ\nId0qeHz/7G1Onrk3KfDvXBXlsUM97Nspgb8Qov4s2yWTc9D06mX9lVJcupXmhRP9DI3my8fb4lE+\n8shmju1dTzSy9HUGYeCfw/ZtdE1feuCvoCWqS5lPFckEQAhRFUopcm4Oy82jaTq6rqGUImM5FL0A\nnYq0ey7LFzzePJ/iXTN9X+B//GAP+3atJrIMA/9AKaIRnY5EC7HNV+p9OUKIJRrL+rtuUNVSloER\nixdO3ODKQKZ8LBrR+IGDG/nQQ5tItCw9BBwL/It+sVS+tPjJxNioHY9FWNUardlOx81KJgBCiIrL\nOhZ51yqV9oSDuFVwydsemgaVHNZnCvw7VkV5bJkG/hNvhG3xCNFoBD8IZv0aIUTjswouaasYrn+q\n0riUzNq89OYt3r08Uj6mAQ8/0MvHHu2jc1W8fNzzAi7cGAVg37YeotH5jc5+4GN5OYq+EzZtWEI2\nJyAMRhPxmJT51JBMAIQQFZN382Rda3xjF8BxPbKWS0CFM/62z5vnk2Hg700I/NujPHl8PTs2JZZd\n4O8rRUx2rxRiSVwv4NSlYQCO7OklNs+gtpo83yeZLeJ5qmqZ7bzt8eq7A3z/3NCkzj4PbOnimeNb\n2dAzubOP5wV86dtXuFPa9Ou9G0k+9cFds04CPN8j42Qo+sUl79HiK4hLmU/dyARACLFkRd8hU8zg\nKx9N09E0rVzn7wVhxr9SoWze9nnrfJJT0wT+xw92s39XBz1r2kmn8rO8S+NQpX/FYxHaEmG2Xwix\nOK4X8PnnLzIwEu5We/ryCM89u7euk4Bc3iGbd9CqlPV3vYA3zg/xrVMD2M54Z59Na9t55vhWdm/u\nnPbrLtwY5U6yUE403EkWuHBjlEO71t73Wi/wyLsWjh3BDZxFB/5S5tM4ZAIghFi0cPfeLI4fbuKl\nlfr5Z/MOthvW+VdqeB8L/N8107gzBP6RyPLJmAdKEdV16W4hRAWdujTMwIhV/nkaGLE4dWmYY3vX\n1/xaPN9nNFvE9xVaFQLdQClOXx7hpTdvksqNd/bpWtXCU0e3cmj3miUvLvYCD8u1cIJwv5Y2Lba4\na0XKfBqNTACEEAtW7uU/9hhYH6/zt2w3PFahc+Vtn7cvJDn13uTAf3V7lMeWWeCvCBdHJ2IRWhNR\nYpLtF2JFSltFhpOFMOtfhWD38q00z5+4weC98SedrfEITx7p47H98+vss29bD+/dSJZLgNZ3t7Jv\nWw9wf+C/2MW9UubTuGQCIJqSG3icGT4PwKHe/cR0+VGYj7Czj1Xq7DNe/zmxn3+l2tkVbJ+3LqQ4\n9V5qcuDfFuX4oW4OLKPAP1Aq7GUdj9KaiEr2S9RUM413R/b0cvrySLkEaPPado7s6a3Z+V3PJ5kr\n0qmoStZ/8J7FCyf6uXQrXT4WjWg8cWADH3poM63x+f+/jUZ1PvXBXZMWAaP5pIsZnMBZdOAvZT7L\nw8odBYSYgRt4/M3FLzJoDQFwbuQin9n76RV9U6yEqQt8gfE6fx/0CvXzLxR93r6Q4p2L0wT+B7vZ\nv7uD6HIJ/ANFoiVCIi7ZL1EfzTbexaI6zz27ty6LgNOWg1Vww/1OKjzJT+WKfPOtm5x6f6QcYGvA\n4d1r+fjRLXSvjs/25TOKRnUO7VqL57vkvAyucsMNvBYR+AcKopqU+SwXK3MEEGIWZ4bPM2gNlQen\nQWuIM8PneWT94TpfWWMq+g7ZYhZPeeUFvipQZPIORdcvdYJY+nnGAv9T76Vw3PHAf1Up8D+wTAL/\nQEFEg0Q8Sptk+0WdNeN4F4vqNa35d7yww08QqIpvMlgoerz27gDfOzc0qc3xnr5Onj62lU1r25f0\n/q7vYHn58cB/EWkcKfNZnmQCIISYVtjuLUvRH8tohQt8rYJHvuguuQXcmELR550LKd65L/CPcPxA\nDwf2LJfAXxGPRWiVbL8QTUEpRdpyyBe9JffCn8rzA944f4dvnRqgUPTKxzeuaeOZ41vZ09e1pPd3\nfIe8Z5UC/8Xt3BsoRaIlSnsiQiQiY95yIxMA0XQO9e7n3MjF8iPxje0bONS7v85X1TgCFZB1suS9\nsQW+4Y2hUPSwKljnbxd93r6Y4p2LaRx3fJOrVa0Rjh3s5uCejopsUV9NSoWlT/GWKO2tku0XjUfG\nu+qwHZd0ziVQqmLrniAMqs9eucc33rxJMlssH+9sb+Gpo1s4vGftks7n+A6WZ+GVA/+FjbFKhUma\nhIx5y55MAETTielRPrP3002zKG4hco6F5VowIbs/Vufv++FGXksd7m1nrMZ/cuDf3hrh2IFuDj3Q\n+IF/oBSewVhOAAAgAElEQVQt0bBvf0tMvndE45LxrrICpUhlbYqOX/EOP1dvp3n+RD8Dw1b5WKIl\nwoce2sQTBzYuaS2D4xexvPyiA/+xtsWd7S20SMy/IsgoIJpSTI+u6BrYhSq4Nlk3R6CC8g0trPMv\nUnSD0uPtpZ3DdkqlPhfTFJdh4K9UOAFKxEqZr2W2y7BoXjLeVYZVcMlYDpquVbTDz53RPC+c7Mfs\nT5WPRXSNx/av58kjm2lLLK73Poxn/H3loaEtOPCfWt/fmohRyDtzf6FoeDIBEKKJOZ7DSP7epAW+\nALm8W7E6f9vxeedimncupKYN/A/u6ajrLp1zGbsBtsYjxFtkyBSi2Yy19vQ9VdGJf9pyePmtm7z9\n/jBqfPkTh3at4amjW+jpSCz6vb3AJefmyjX+2gKe3ZZ3J2+JSH3/CiZ3MyGaULjAN0cxHsUnQCu1\nfLNLdf4BS6/zL5YC/7cvpig644F/W2I849+ogb8iLHWKxyK0Sx9rIZpSeZGv7YWNECoU/NuOx7dP\nD/LdM4O4/vjYuGNjB88+tpW+3lWLfm8/8LHcLE7goGkLK/UZb+Mp+5U0A5kACNFElFJknCwFN9yh\nUtdaAPA8n2zBxfUVOkur8y86Ae+8l+LtC8sv8PcVtEQ0WuNREgvYUEcIsbLYjksq66KoXGtPzw94\n8+JdXn7nFnl7vLPPuu5Wnj2+lQe2dC066FYqIOdaFH0bTdPKSZ35kDaezakudzjDMP4F8AkgBvwf\npmn+VT2uQ4hmEe7gmydfWuA7Vr+qlCJjOdiOj66xwOrQyYpOwKlS4G9PCfyPHuji8AOdDRn4B0zI\n9svjbiGaWrjIt0jR8cJFvhXY3lApxblro3zj5E3uZezy8Y62GB97dAsPP9C76EmGUgrLtSgEhbDQ\nZwETCGnj2dxqPgEwDOPDwOOmaT5hGEY78Bu1vgYhmonl5slN2cEXwrae7mgex/WXtJHXrIH//i4O\nGw0a+CtFNKLTHo/SKtl+IRqe6wVV3eE3b7ukLSfMoFeo7O/aYIYXTvRz826ufCweK3X2ObiBluji\nAm+lFHk/T8EroMG8+/iPlTe2ykaFTa8ed72ngLOGYXwZ6AD+aR2uQYgVLcwK5bG8fDnw1ya29bQc\n/AC64kvoLuGGgf9b5ycH/q2JCMf2lzL+scYK/MfW2cVjEdriEaKLvPkKIeanUkG76wV8/vmLDIyE\nLTJPXx7huWf3VmQSMNba03b8iq33GRyx+MJLJhdvJMvHdE3j2L51fOThPla1Ln7szXsWea8AU5I6\nsxlr49makISHCNXju6AX2AL8MLAT+CrwYB2uQ4gVJyz1yZF3C2GmZ0LgP1buU3T9JbX1nDHwj+sc\n3d/NQ0bjBf5j2f7WeJRES0SyXkLUQCWD9lOXhhkYsco/uwMjFqcuDXNs7/olXePErH8lgv9M3uGV\nt2/x1nvDBBNa+xzY2cPTR7eypnPxnX1sr1BK6pTaNc9jHJMdysVM6jEBGAEumqbpAe8bhmEbhrHW\nNM2Rmb6gt3d17a6uhuRzLS+N/LkCFZCxs+TdAonWCAkmd5HI5h2sgkvbqgRtU762s2vqkekVHZ8T\nZ+7xvXeGydt++XhbIsIHHunl6ME1xFsa5wbT0dkKClrjEdpbY8s+2x8E/twvWoBG/n5eipX6uaB6\nn831fN44F+4U/NiBDcQq9LPy+rsD3E0VyoHn3VSBK3dy/OBDmye9bj6fq2MgQyyqT0podHS0Lvrv\nJAgU9zI2eqBYk2hZ1HtMZBc9XjrZz0snb0za4HB3Xxc/9pHd7NjUufj3Lu3TElUBnVrrnK9XSpXH\nvtXt8YotYh7T09Ne0fert4XujbBS1GMC8B3gV4A/NAxjE9AO3JvtC4aHs7W4rprq7V0tn2sZadTP\nFaig1NWnOO0g77geOcvFZ/rOPp1dbaRT+VnP4bgB75pp3jyfxC5Ozvg/Wsr4t8R07HwRe/a3qglf\nKdb2tFMseLQmIviuT8atbPBcD34QzP2iBWjE7+elatSf00qo1mebmqV//Z2bFSutyWQKuF4w+Slk\npjDpc8z3c+1av4p1Xa3l69y8tp1d61ct6u9kYtZ/qfwg4K33hnn57VvkCm75+IY1bXz8kT4e3NaN\npmmMjlqzvMv0HL+I5Vp4+POq8VcKdC2s729NRPFdn9Qc4/tC9fS0L+qzNDIdjQ2re+t9GTVX8wmA\naZpfNwzjg4ZhnCRsOvKLpmmqub5OCDHO8z1yXq4U+Ov3Bf++H7b1dMZ28V3EOVw34JSZ5q3zSQoT\nAv/EhFKflgYp9VGEwUUiFqU1EaG3u41RtfxvUkop7tmjXE3foD9zq96XI1agapXWQFjzf/ryyKSg\n/ciexQVasajOc8/uXdJ6As/3SeWccFxcYlZcKcXFG0leONHPSHq8s8/q1hgffbSPjz++nXSqsKj3\ndnyHvGeFGzSizRn8lxsaJKKyWeECFLwCV1LXuWPdZd+2HfW+nJqry3eKaZr/rB7nFWK5c3wHy7Ww\nfQdd0++rWVVKYeU9Co4b1rQuIsPlugHvvp/mzfMpChNKfRItYcb/yIONE/iPLWxLtERWzMY1Ocfi\nWuYGV9M3uJa+QcZZmRltsfJVImif+n6LnZjk8g7ZQmlzrCUG//13sjz/Rj837oz/bLZEdX7w8CY+\ncGgj8ViEyCLWE3i+S86b/+69gVIkYuHYV6myrZVMKcWgdYfLqatcTl1jIDeIKrWG+BX+UZ2vrvZk\nqijEMuD4DlnXwvFcdF1Dn2aTl0JpF9+xxb8L5boBp0uBf/6+wL+LIw92NVTgn4hFSKyAhW2O79Cf\nHeBq+jrX0je4kx+e9nW6phOoypYBiebhBh5nhs8DcKh3PzE9vP1XMks/naUE7ZXgej7JXBHfVwva\nHGs6I+kCL568yflro+VjugZH967nIw9vZnXb4tYSeL6L5eVxgmKY2JmlJn2sXCIRi7CqNVax3YlX\nqrEs/+XUNa6kr2G5DVCn2iBkAiBEA7sv8J+2zt8nm3cIVFjnv9DbgesFnDZnDvwfMrqIt9Q/8A8I\nB6z4Mu9fHaiAQesOV9M3uJq+zq3sbXw1/RqF3tY17Ozczo7ObfSt2sy/e/tPany1YiVwA4+/ufhF\nBq1woe+5kYt8Zu+nienRimfpF3xtns/Ji3eqcu50zsGyw7FzKeNFruDyytu3OHnx7qTOPvu2d/PU\nsa2s65p7Ye50xkp9XOWhM31iZ0ygIKpBolTfv1zHv2qbLcs/UUukhZ2d29jdtZM9nTvrcKX1JxMA\nIRqQ53tknCxFf+bAXwWKdL646Dp/1wv47jvDvP7W3UmBf7xF59F9Yca/IQL/QBFvWd5t7EbtJNfS\nY2U9/di+Pe3rVsXa2dG5jZ2d29jRuY2OlvEOJ5VeBCyax5nh8wxaQ+WgcdAa4szweR5ZfxioX5be\n9QL+5AvvcuVWCqhcb/+i45PK2QSKJZX7OK7Pd84O8u3Ttyd19tm6fhXPHt/Gtg2L60BkewXyXgEf\nD71U7DOTQCliEZ2O1igtMQnZpjPfLP+6trXs7trJ7q6dbFm1iYge3k/mu4naSiPfTUI0kEAFpIsZ\nbL/0KHi6wH+Jdf6uF3Dm/QwnzyXvC/wf2dfFww921r2dZ6AgokG8JUp76/LLduXdAtcz/VxNX+dq\n+gapYnra18X0GNs6trCzFPT3tq5ddp9ViMU6dWmY/qFMxRYgK6VI5YoUih66ri96rxM/ULzz/jDf\nfOsm2fx4Z581nQmePrqF/Tt6FvxzqlRA3stTKE3+w917Z8n4B4pES5S2hGxYONV8s/zxSAs7Sln+\n3Z076Iiv3BbBiyETACEaRNbJkXPyM9b4Q9hrOrfIOv+xwP/N80msQqMG/oqWaIS2xPLK9nuBR392\noJTlv86gdWfa12lobFq1gZ2d29nZuY2+CVkoIarlUO9+zo1cLJcAbWzfwKHe/XW+qsqyHZdU1gWN\nRW/opZTC7E/xwsl+7ibHO/i0J6J89JE+ju5dt+DFvX7gk/cs7KA457LesRC2NRalvW35JT6qab5Z\n/vVtvezq2nFfll/cTyYAQtSZ7dpk3ByBmrk1neuFdf6eHy46W8htwfUCzl4KM/6TAv+YzhMP97Jv\nRxuJOgb+k7L9ieiyWNSmlOJO/m65jr8/M4CnvGlf25PoLmf4t3dsJRFd/E6gQixGTI/ymb2fnnYR\ncD0d2dOLeStdLgFazALkQClS2SK24y1pJ99bd3M8f+IG1wbHO/vEojofOLSRHzy0kcQC22s6vkO6\nmMIJSh3bZivzAaKaVu7fLxae5d/TtZNdXTsmlU2K2cl3mhB14vkeaSeDG3ho2vSL1JRSZPMOthug\nEwb/83//8VKfiYF/S0znkb2dPLyvi/XrVs+5EVi1BIGiJbZ8sv3pYqYc8F9L95P3pv97a4u2jtfx\nd2yjK7H4HUCFqJSYHi3X/DeKWFTnl3/iIb7xvWvAwhcBF4ouqVy4oddig/97GZtvnLzJ2avj+5Fq\nGjxqrOOjj/TR0b6wzj6OXww7+hRieMqbfWEv0BLRl80YWG3jWf6rXElflyx/lckEQIgaU0qRcbLk\nPTtcvDvDY16r4JK3PTSNBW1UPhb4v3kuSW5K4P/w3k4e2dtFIl6fATNQiqim0bIMavttrzipjn/U\nTk77uqgWZWvH5nK3ng1t6xr6cwnRSGLRyIJr/sOsv43t+IsO/C3b5VvvDHDiwh38YDyz/ODWbp4+\nvoX13W0Lej/Hd7A8C39s8y49Puv1J1qitMWbu75/IVn+nZ3b2d21Q7L8FSQTACFqqODaZNwsSqkZ\nF+/apX7+ASxoEZvnj5f65PITA3+Nh/d21S3wH9+lt7H79vuBz63c7XKW/3ZuaNqbEcDG9vXlLP/W\n1X1EG6CcQohmYDsuyezis/6uF/C9c4O8euo2RXd8nOzrbeeZ49vYualjQe833spz9s27FGHpZmIZ\nJD+qaaFZ/j1dO5tirZRhGJ8H/tw0zRO1OqfctYSoAc/3SBczuMpF0/T7Bn/PCzh79R6FoseOjR3E\novNvTOb5irOX0tMH/g928fC+LlrrEPj7ShFr4F16lVIMF+6VF+5ez9zEDdxpX9vZ0sHOru2lsp6t\ntMUWlh0UQiyNUorkEmr9g0Bx6tIw33zrFmnLKR/vWR3nqWNbObhzYZ193FLGfyzwn6mjz9hu5a2J\nKK3x5gu5lFLctoa4nLrG5dTVGRMrkuUPc2W1PGHzfTcKUUNKKdLFDAXfRtf0aXeidFyf//fl97lV\n2onz0s0UTx/fRjQy+83I8xXnLmU4cS5JLj++ADUWHc/4tyZqG/ir0r/isQitiUjDbU+fdXLlgP9q\n+gY515r2dYlInO2dW9nZsY2dXdvpjnc13ARGiGqbaffgWltKhx+lFJdupXnhRD9Do+PZ5rZ4lCcf\n3szxfeuJRub/nrZvU3DzeOUe/tN/rQoCok1a3593C1xNX+dS6ipXUtdnXC+1vq231Jd/x7LO8huG\n8SHg9whvga8BjwNngEeA14Eu4Ang/zJN848Nw/hHwP9EuAzki6Zpfq70VpphGD8G/AzwE8CTwL8u\nve9XTdP8t6UnBd1AxDTNH17KdcsEQIgZuF5Q3h3zqQXWgwLkHAvLtUCbua1nLu/yzvt3uTqYxfPC\njWau38ny/s0k+7b3TPs1nq84fznDibNJsg0S+AdKEY3otMajJFoiDRMsO77D9czN8iZcw4WRaV+n\nazpbVm8udevZzsb29bMu3hPV0SgBp5h99+BaGevrbxc9tEVk/QdGLF44cYMrA5nysWhE4wcObuRD\nD22ad2cfpQIsN48dzN7Dv5wAaYmwrruN1DLoaFYJkuXnE8CfmKb5Xw3D+DnCYP9rwK8Cd4EjQAZ4\nzTCMvwZ+CThOOAF42TCMr5fe54eBw8CPAT7w7wgnExbwFcMwvkr4bfYl0zT/aqkXLaOrENNwvYDP\nP3+RgVJW3ryV5qee3D2vDhVhW08LpfwZi/gd1yNrhXX+Q8k8nheUg2bPCxhK5u+bAPi+4tyVDCfO\n3B/4H3mwi0f31TbwDwhvhPFYpGEWswUq4HZuiDfv3eb80CVu5W4TqOl30F3f1suOUqeebR19tEQW\n1u1DVFYjBJxi3Fy7By/FfJIrtuORyjqgseDgP5m1eenNW7x7eXzCrwEPP9DLRx/to2vVzAt0J/J8\nN+zoEziz7rY+Vt/fFo/SVip31BfwVGE5yrsFrqSvhX35myDLP4ffA/6VYRg/D5wg7Ntx1jRNZRjG\niGmatwAMw0gAO4Ezpml6pWMnAKP0Ph8s/dcDeoHNhBMJgE5gV+nX71fiouc1shqGsR74AOACr5um\nOX07DCFWiFOXhhkYsco3v/6hzJw7VBZ9h2wxi6f88OumCf49zydbcHF9hU5409jQ3c7FyCh+KU6N\nRjQ2dLeXv8b3FeevZHjjbJKsNTXw7+SRfd201TDw9xW0RDTa4/WvaVVKMWonywt3r2duUvSL0752\ndWxVmOHv2s6Ojq2sallV46sVs6lmwCkax1zJlam7+S5Eoejx6qkBvnduaFJnnwe2dPL0sa1sXNM+\ny1ePG1/Y66Ez827rvlLEIjpt8SiJFV7fP5blP3nvFmcHzWbM8s/mM8B/Mk3zYilLv5eZ6/mvA4cM\nw4iWXvM48NelP/sN4JPArwD/AbgGPG2apmMYxi8C54BPE+bflmzO71jDMP4B4WOI7xLOav6jYRi/\nYJrm12f/SiGqZ76lAhMzTQvtMT1fY/38Hd8tbT8/cz//ghMQmdLW84EtXVwbTDM4YqGAVa0xQFF0\nAszrWU6cTZKpc+CvVDificcitLdG0XUdL/A5P/IeAEbPHqI1yuxYbr5c0nMtfYO0k5n2dS16jO2d\nW9lRquNfm1jYIj8hGs18xrNKjXnV2j14tuSK7biMpItcuD4KwL5tPUSnXL8XeJjp0rjT+SBRPYrr\nBbxxYYhXTw1QKI43Qti0po1njm9jd9/89uJw/CKWa+Hjh608Z8j5B0oRj0XoTETnvc7J8wIu3Jj5\nc9XLbNclWf55ewf4vGEYWWAAuDDhzyZOBJRpmsOGYfwZ8B0gAvytaZpnDcMYe+3vED5F+Aph/f8r\nhmHEgLPA/znNey6aptTs72MYhgl8xDTNgdLvtwF/Z5rmwUpcwDyo4eHs3K9aZnp7VyOfa3Gmlgps\nbN8wbanA1EzT5rXtPPfs3nndEKd+7a6+rvtKgDzfI+PkcILitIt7x+QLLlbRm7Wrj+cr3r+Z4syV\nEYquT9HWsfM67oTNZaNRjSNGJ4/ur1zg39nVNutGYIFStEQjtMYjxCfUy3qBz9euvFCuqe9tXcsn\ndj1TlUmAG7j0ZwZKG3DdYCh/d9rXaWhsXrWRnZ3beWiLweqge0XdiPwg4HdPfk7/wk/+eSUG/4Yb\nV+f7cz2blTquAnR1t/EH/+XNWcezpYx506nGmoyTF+/w/71xozwBiEY0PvZIH3v6OskVXL78+jXu\nJAsArO9u5VMf3FUOSr3A4+9ufpXhQjgGrE2sY6vzA7z81gCp3Hhnn65VLTx1bCuHdq2ZMXs/UdG3\nsdw8Pv6MQf/YD108FmF1a2zOHct7etoZHQ3/P3hewJe+fWXGz1UvU69rXXeCxx9ZxbXs9XnW8odB\n/+pl/jRVR2Pfth1Nlx2az09zBhgc+41pmjcMw5j+GbsQNTDfUoGpmaaBEWvOMp4xsajOc8/uHa9T\nfWIHqWQYKAcqIF3MYvvF0kZe0w/iE+v85xpZohENTVNksgrLihD4419RjcB/NoGCiAbxlijtiei0\nNzpz9BLDhZFyldNwYQRz9BL71z5YgfMHDFl3Sxn+6/RnB/CVP+1r1yZ6Sv34t7O9YwvxaFjbO/Hm\nK5aHmB7lM3s/LYuAZ/DGuaE5x7OljHnTqcbuwUf29HL68kh5krJx7So2rW3H8RTv9ae4kyyUr/9O\nssCFG6Mc2rUWADP9HsOFu2iaRiG5itNXu3gzd6383q3xCE8e6eOx/fPr7GP7NvkJgf90wb9S4Q7s\nbfHootsZX7gxOuvnqpcLN0YZTKfx2u7hxkd4Pz6CedGZ9rVjWf6Ht+6lI+hZUcmVZjWf0fUU8FXD\nMP6CcFXyTwMDhmH8BIBpml+o4vUJUTexqF6+ccaiETzfI+flKLhFdF2fuS7U98nkXVwvmHXhWPn1\ngeLClSyvn0pRsCfetBQ7t7Ty9GMbaGutfiAUBIp4S4TWOmzWlbRT42U9mRsUPHva17XH2sKSns6w\nJ39HvCnqS5tGNQJO0VjGkitvvXcHy/Z47PAmctn55xSdXILRa5soJMc37IroGo8f2MCTRzbPa13S\nfAJ/X0E8qtOWiNASWzkT0Ykde84k3ye9YXjaDFU8Emdn57b7svySXFk55vNd3QKMAD9a+r0LjALP\nln4vEwBRU/OtTZ2aadq8tp0je3oXfL5ABYzmUwwX7oWB/wwL05RS5PIuBcdH15jz0fNY4H/i7Cjp\n3IRaHxStbYotG1p49vHNc+4HsBQqCNCB+ITuFfNh9Ozh/eSVSSVARs+eeZ+34NlcLwX8V9M3SBZT\n074uqkfZtnpLqT3nNta19Uodv2hKjx3YwOvv3Jx1PKvUmFdttuOxfcNqNF0vBdfhBGDfth7eu5Gc\nVCqzb1vYDS2VK3L+3TgDlwwmRqyHd/fw1NFtdK+eu7OP7RXIe3l8gmkD/7GntYkJa50qYbbPVQuz\n1vJP+CuIBx08sulB9vTsom/VRsnyr3BzrgFoAA1Xq1oJK7VWtVafqxaLgJVS5FwLy82zZs2qWbMe\nBdsjZ7vz2r03CBQXrmZ548zkwD8a0Ti4p4O1a3TiLTq7NnVVJfgf36xLZ9OGTnK56bPtc/ECH3P0\nEjD3ImAv8LiVvV0O+Aet6WtLNTQ2tm8oB/x9qzcRXUQZyErMUq30NQCVsFLHVQg/2+3BdM0WAVeD\n6/kkc0V8X5Un8lN/VqcuSnX9gNfevc33zg3i+ePf+hvWRfjkEwZb1nUwl0Ip8FeoacfoifuYVKKz\nmRf43HZuks3Z5bGxlouA59+XP86Ojm20ur2sa+njkZ19c17XShxbZQ3AFIZhfN00zR8yDOPaNH+s\nTNPcWcXrEmJW8y0VmFjGsxB5N0/WtVBKzZpxdlyfbN4hUHPX+Y8F/ifOJsNdLUuiEY3DD3Rw9EA3\n7VUs9fGVIqbrJFqitCbCzbpaWhaf4YnqkRlr/pVS3M0PlwP+/uwt3MCd9rXd8a5ywL+9cyut0dZF\nX5MQK9l8xrPFjnljqjWByFgOVsFBm6FT2phoVOfQrrV4fsCJC3f41jsD5IvjiZINPW08c3wre/o6\n53wamPfyFLx8uU//xFdP3LW8LVG5fUzGGiQknVE8P+D95JWwQUI0UtWa//l27NnQto5dXTvY3bVT\nsvxNbrZo4+dL/z0F/K8TjmvA/121KxKijgquXQr8w028ZrrB+H7Yz99x567zDwLFxWtZ3jhzf+B/\n6IEOjs0Q+Hu+4srtsDRmsU8DarlZV8bJcjUV9uO/lrmB5U5/A2qNJtjRsa20eHcb3Ymuql2TEGL+\npnYROn15ZEldhAAczyeVLeIHal4begVKce7qPV48eZPkhLUBne0tfPzoFh7avRZ9lg48SikKfp68\nV4BSAmfiqwOliGoaiSUs6p3NWIOEaDSCplW2QcJE41n+q1xOXWMgNzjt62aq5RditgnAnxmG8RCw\niXAb44lf01/VqxKixsY38fLCrj4z3BTG6vxtxwt3e5zl5jFT4B/RNQ4bHRzd382qtul/BD1f8dKb\n/YxkwvKcqwMZPn5067wnAX6giEV12uNREi2RqtTNF70i1zM3uZYJs/wjhXvTvi6iRdiyenN54e6G\n9nXos7RNFULUR6W7CKUtB6vgouszJ1Mmuno7zQsn+rk1PF5ikmiJ8OGHNvP4gQ2zTkSUUuT9PIUJ\ngf/EcTwolT3Wo8lBpeTdPFfSYYvOMMtfmPZ1kuVf/gzD+DDwZeDAhJ2Efx+4aJrmX1XiHLNNAJ4D\nuoE/Bn6Z8adnHjBUiZMLUW+u75JxshM28Zr5BmMXPXIFN3ycPEfg/14p8E9OCfzHMv4zBf5jrtxO\nMZKxy+cZydhcuZ3C2NI949dM7FPdnogQiVR20PcDnwFrsJzlH8gNTltXCuENaCzDv7Wjj5geq+i1\nCCEal+P5JLNFgkDNmq0fc2c0zwsn+zH7x5sBRHSNx/av58kjm2lLzDx+KKXIe3lsvzBesjkp8Fck\nWqKsquCi3tmMNUhIOqMotfAGCRNJlr/pFYH/DHy89PuKLtqdMQoxTTMNpIG/X8kTCtEIAhWQsjPl\nTbxmuzF4ns9IskA276JpM9f6B4HCvJ7j+2dGSWYWF/gvxli7ukRLpKLb0SulGLFHS+05r3M9cxPH\nn75HdEfL6nKGf0fnNtpjbRW7DiFEbVSii1A652DZ88v6ZyyHr7/Rz/fO3mZiP5JDu9bw1NEtdLS1\nzLhwNgz8LQq+PV7qUzrf2Fu1xqK0t1W+zGc2UT3CJ3Y9c98i4PlaTJZ/y+pN8lS1ij7x61/5GPBb\nQCX7TmeB3/7a537k5Rn+XAGvAJphGJ81TfNPx/7AMIxfB36SMCH/bdM0//liLmDlNLcVYh6UUmSc\nLAW3UFqMNvsj5WzexXZ8urujM1UFzRL4w8E9nRw70M3q9oX9qO3a1MXVgUy5BGhtR4Jdm8Zr5ZUK\nk1yJWJT21uk361qMnGOVS3qupq+TdXLTvi4eaWF7x9bS4t3t9CS6pT2nEMvc1A0QF7II2HF9klmb\nQDFn1t92PF4/Pch3zgzi+kH5+I6Nq3n2+Db61q26b5fa924k+dQHdxGJaPcF/kwN/FtK42KdxqSo\nHuGhTfvn1S1HsvzLwq8BH6jC+/46MNMEYOyb9xeBk4ZhvFD6/Wrgx4HHTdP0DcP474Zh/JBpml9f\n6MllAiCaRt7Nk3FyYaZojkfBhVK5j0a4C+R0gkBh3sjxxplRRtOVCfzHRCMaHz+69b5FwEopYtEI\nbV4glwUAACAASURBVInK1LEWPYdLyauloP86d/Mj075O13T6Vm0qZ/g3r9ooGSchVqCFdhFSSpHK\nFUv7n2gzJkogbGV78uJdXnn7FpY93tlnXXcrzxzfirGlqxy0T909dyiZ59S1AXZsaZ028NdZ2m69\ntSRZ/mXnc4SBd6WfAHxurheZpjlqGMavAn8FfBdIAG+YpumXXvI6sB+QCYAQU923wHcWrhe29fT9\nGdcBEwSK92+EGf+pgf+BPZ0cO9BFR/vSa96jEQ1jSzcB4Q9qSwWyWoEKGLTulDP8t3K38QN/2tf2\ntq4tB/zbO7bQEmlZ9HmFECtP0Qlr/RVq1oYISinOXxvlxTdvci89vu9IR1uMH/nQbh7Y3EFkhkyL\nQqH0IoFWxFGtaLSWB+ex1saticr076+WsXF3Pln+XZ3b2d21g12S5W8YpTKdmTL1VWea5t8ZhvFJ\nwrW5/wY4bhhGhLDR3wcJJwcL1rg/MaKq5ruR1nI2Vudf9J1SPerMwb/v++QKLkVPoTN98K9UWOrz\nxpkk99LjtfC6Dgd3d3DsYHdFAn8IM1pKKRKxsK5/Kdn+UTtZDvivp/ux/eK0r1sVay+X9Ozo3CY3\nHyGWiWr07p/tPctZ/6IXNk+YpRHy9aEMz7/Rz8274+WE8ViEHzy8kQ8c3MiG9R3Tlso8uLWLczcG\nuJsLv25tRyu7N3eXz98Si9CZiBKrYmvjpcg5FmdHLswryz9W1tMnWX4xTjF50e+vAh8FMsAXCJ8G\n6MDrpml+ZTEnWHlRn5iTG3j8zcUvMmiFzZzOjVzkM3s/vWImAYEKyDpZCq6Nputz9ozO5h3s0uPr\n6YZepRTn3k/x8veHpg/8D3TTsaoygf/4Zl2RRT/KzrsFrmVulBbv3iBVTE/7upgeY8+a7fS19bGz\nczu9rWsa/tG5EGKySvfudwOPU0PnePXdW1h31qARmfSeRccnlSsSKDVr84ThVIEXT/Zz4XqyfEzX\nNI7tW8dHHu5jVev0Y6bnu1heHidw+OjxTeUyyJ0bO4lEtIqve6qUqVn+27nBaVu2SJZfzIdpmq8B\nr034fRbYPuElf7TUc6yMiE8syJnh8wxaQ+Vgb9Aa4szw+XntrNvIlFJk3RyWUwgz/nPU+ecLLpbt\noWlM+/haKcX7Nyy+f2aUe6nJgf+B3R0cr1DgP3FHytZEZMEZLS/w6M8OhBtwpW8waN2Z9nUaGptW\nbSh16/n/2XvvGMmy7E7vu8+Ez4z0PitdVUX57p7uaTPecThDik0zdBK5FEVAjpCBzEJYEcIKwkJY\nSFphVytpQEgiuAQJiTNcgsshOTNNzkxzeqa7p31Xl4uqrPQ+IsP7Z67+eOEyMzIrsyqrKjPrfUCh\nqjNePBOdce+55/7O74wzEhqkt6d19s3FxeV4cJje/bXk0PTmEmlRQetupz3xHMvxPO/d3uDsaEcj\n679LsiBbqPC9d5d459YGdlMEfGmiiy8/P0pPuHWn74pVJm8WMKWBguIkZFQ4M9KBdkRlPgfR8rtZ\nfpejxtH6NrkcS5rlRF/seuGRX19KSc7IUzAKIMQ9HSgqhkk2b2DRusBXSsmdhTyvf5DYmvEX1cD/\n8uEE/raUaKrTmOYgzbqklKwVNur2nAuZZUxptjy229dZ9+Mfbz+FT/M98H27uLicTJqTQwKBqWco\n+1fQc0OkcxXKhr1r1r9sWPzo6iqvfbhCxWw4+4wNtPHVF05xqn9n/aSUkoJRIFHaxMJGQaBU92Ft\nKZ2kyBFq3GVLm5XcGtOpWSfLn99dy3++d4pTgVNult/lyOIuAJ5ArvRe5Fr8Zl0CNBgc4Ervxfs6\n13Y50Z3cHb428QuPRE4kpSRvFMgZTgb7XgG0aVpkiwaG5ej8t09jtcD/jQ8TxFPNfveS7k6Nlz8z\nTFf4wQphbRxvL6+uEvCqaPvM9qfK6bqkZzY9v2umKaD56wH/ZHicsLf9ge7XxcXlaHMY3v3bCXg1\nCiWTimliWjYDYR8XxrtaHmvZkndubfC9d5fIFRumCD1hH1954RTnx3ZaBNvSIm8UKNtlwhW/U0SM\nqEtmfLpKyK8fCZlPLct/JznDTHr/Wf6e7jZ3d9XlSOMuAJ5AdEXj3zn/y4dSBLxdTrSUXq3LiR5G\nYVqNXCVP3iw0Oj/uQUPnb6OIgwX+Pj+EQhKPbhDL5O97AWBLia4qBL3728YumSXmMgvV4t15EqVk\ny+M0oXGqfbheuDsQ6HN1/C4uR5jDHhcfxLt/O83Joc42D0qlm6e7n+XyeO+WJlzgjJs355N85ycL\nxJucfUJ+nS8+O8Jz5/p2OPtUrDIFs4hhV1CEgsBJ3EgJqgCfV8fv2/9u6MPgIFl+R8s/yVTHuJvl\ndzl2PLYFQCQS6QPeBb4YjUZvP677eFLRFe2hav4PuzCtRsEokjVy9cB/r4lCSkm+aFIoG46eVOx8\nfXrB0fjHko3AXwgYGfBSMApo+v1PRLVs1n6y/ZZtsZRbqbv1rOTWkLt0/R4M9lez/OOcahtGOyHF\n2y4uJ50HGRcNy+Dd9Q+BnUmbg3r374auaPx65Gu8ufQBhmlzruN8y/FlYT3Lt3+ywPxatv4zj6bw\n6aeG+NSVQbxNkh0pJQWrQMksYddkPlUNvCUlmhC0B3W8nsc3juWNAnerAf/d9BxFV8vv8gTwWL5x\nkUhEB34feGL2x7bbbj6KazwKGc52OdFIeJArvRd5P3p4hWmw08u/OfA3TXtHu/hi2SRfNJwGMdsW\nCVJKphedjP/2wP/iVBsvXO4iFND427cX6p14+7qDWzrx7oUtJZqi4PNou2azpJTEivF6hn8+s4hh\nGy3OBh3ecF3SM94+SkAP7Os+XFxcHg+GbfL+xlUWMkucahvhmf4r6Iq2pWBXSsntpRTffHWaX/zM\nODeSN4HWY7dhm/yfb/0Rt9anAWfn9Tcv/Oq+xviDzAv5okEmXyHS3nqOiqeLvPLWItdmE00/lZye\n0PnFly7SGWoU+Jq2SdF0ZD5IJ9OvUPPvB5+uEPZpdHf6SSRsHiVbs/wzrFTnr+34VK9jmtA+jpnp\nwKcGuDDUtWM3xMXlOPK4ltz/M/B14B89pus/UlrZbv7nPb/90K/xKKw9t8uJvnj+BVKJ0j3etX9K\nRomcWcCwjKrzxNaBd3u7+BuzCT7/sVGUapPI5tBbSsndxTyvtwj8L0y28eKVLjraGsW9zZ14nz0/\nQC7X2j+/hm3Lun1nKyefbCVXd+qZSc/Xaxe241O9jIdPVd16xujyde55XRcXl6ODYZv88Y1vcH0z\nimEbeFSd65u3+M0Lv1o/RkrJZrpExbB4/84aN6zvE+woIUTrsfv99at8sHqDiumMWzcSUd5fv8rz\ngx+7573sZ14wTItkroxlypa6+1zR4PvvLfHWjQ1s2diZ1EIZ9KG7xEIVfhCb5+XAz2NJk6JZxLCN\nqszHGYgft77/frP8tkV1jkkBKW7NJ/mlz0y5iwCXh04kEvkm8G40Gv2n1f9uA94GfiUajX70oOd/\n5AuASCTy20AsGo2+EolE/hHs0UHkhNDKdvOd5auc9p99qNd4VNaezXIiXdWB0gMXphWNEjkzj2U7\nGf/dnCdq7eKREkvCymae6eUkkdFG0Cyl5O5SgTc+TLCRaATxtcD/hcuddLbv1PbXOvECqLvId6R0\n3IG8Lbr0VqwKc5nFultPrLjZ8hyKUBhtG65n+QeD/e7WsovLMeVq7Doz6XlMaaIIgWEZzKbnuBq7\nzjNnLvPhdJzbSykqhoVHV1G7YmTsBErFS9CntRy7F7JLVKxKfXypWAYL2SWeH/zYnjUF95oXpJSk\n8xUKJbNqnbxNs29a/PjqGj/8cIWy0egY3t3upeKLYQ9ed9yCTMl8epl3Ym8zFT69ReZjA5oQjtuZ\n99Hp+xtZ/qov/z2y/Ltp+a/Nx1lPFuv3vZ4scmM+wZWpnof+DC5PPP8R8G4kEvk30Wj0Jk7y/PcP\nI/iHx7MD8O8BMhKJfAl4GvhXkUjk56PRaGvzcqC3d6d92HEiXPSjaY2BT1YzKIf5XK2uEW73P5bP\nrnbNf/hbH+fNa86g++KlgX352xeNIulyDtVr0SFa+0U3E1zLIgApBKoAVSgEAl7CHQGnc+9slh/8\nZJ3VWCPbIwQ8Fenks8/30d3h3fdzhTsa0htp2+iqSjCg46sW9Vq2xWJ6hWh8hmj8LnOpJWzZemt7\nqK2fsz2TRHommewcw6s9mLvQg9DVFXxs136YnLTnsm3r3gcdgOM+ru7G436ucNGPqioIE2r5LUVR\nCbf7GRoM8w9/6+P84V/d4M1rq7QFPBTVTYQAVVHQNLXl2H0pf4a31t/FsB27X6+qc2n4DB2dAf7l\nNz5gYS0DQHQpzX/6q0/Xx9q95oViySCRLeEPegmEttoDW7bNGx+t8q3XZkjnGrulvZ1+fuGzU9i2\n5FtX18jV8vrCRlFVgkEvnR3O907aNrqmEQroeD17j/2H9V3NlfPcik9zMzbNrdg0eaN1ln+kfYDz\nvWc433uasY4RVGX3+wut56qLqtrCRRIK+fZ1zydtDKpx0p5LadkCtMGv/ul//CXgHwOHObhkgf/+\nG7/29e/tdkA0Gt2MRCL/CfB/RyKR38NpBPZPIpHItwEfUAT+AyCO0x24HQgAvxeNRv/2XjfwyBcA\n0Wj0s7V/RyKRHwD/4V7BP0Aslt3r5SPPmHeSXm/vFtvN54avHOpztbrGmHfykX92vb1tW655btix\noUwlC3u+z7AMMuUshjR2yHx2o1A0CGoK4aCnrtXvafcxEPbx3rUYb3yYYH1za8b//EQbL16pZfwt\n0qm976tGuCNAMlWoW3gGfSrYsBCPM5ueYyY9z1xmgbJVafn+Nk+oLumZaB8j5GkMoPmMQZ7W+v+H\nTVdX8ERa1Z3E57Lsw9VJH/dxtRXbx5/HwZh3krHQKNfLDQnQWNvolvH4Z184RSyRZzmeR80O0Na2\njkcrYRhmy7F7yn+GpwcvcnP9LgCT4TGm/Gd45fVZ7i6l6gH+3aUUr7w+W6+1ajUvjHomiN7dcLqf\nKzudfaKLKb7zkwU2ko3gOejT+MKzIzx/vg9VUSiUS3TrfRQq89ieHJqq0OfvoU8ZIpUs4PU4Y6Sw\nLfI5a89ivwf5rh5Uy+9Ie8YJNWX506m9JaunugN0tXnrMtP+Tj+nugP3vOeTOAbByXwuBcFA254K\nhf8S+NRDuPR/Bey6AACIRqN/FYlEfhH4A+CTwD8H/kU0Gv1OJBL5IvBPgf8R6Aa+AvQB+5KXuPYh\nj4CWtptVqcxDvcYxcIexpU26nKVslarFvfcO/vNFgw+nY9gSTg931LX6UkpUPPzpd5dbBv4vXOmk\nq4XU515YUqIKQZtfx1YqzKbvMrPmyHoyldbBhkf1MN4+Wg/6u31drj2ni8sTgK5o/OaFX21ZBFw/\nRlP4tS9O8YevvwrAb774m8zmneC+1ditKxq/+/xv8b2bP9n1mN3upXleON12lkSyglDEjuB/KZbj\n228uMLuaabxfVfjUlUE+/ZTj7FO0ipQqRSxsvvz8KW4vh4ibi/R1+Tndfpo2v5eAT3uoY91+tfyD\nwX6mOiYcLX/o/h17NE3hlz4ztcNowuWJ4p/hZP8Pewfgn+3z2D8C/NFodDUSiVwG/ttIJPLf4GxL\nVaLR6I1IJPL7wP8L6MD/tp+TPtYIMRqNfv5xXv9R8rBtNx/VNQ4LKSVZI0fBKOw78DdNi2Suwrff\nmGMz6wT4sysZvvTcKLrw8MbVBGubDXcKIeDceIgXr3Tdl3+/bUs0TbJprHFnfY0ba9OsFTZaHisQ\njLQNMdHuNOEaDg3uua3s4uJy8tiqx3+a5wdaF+kWKxX+p9f+kIztjFf/64/n+L3P/w5+z+7jlK7q\nO8b3/dRa6YrGUz2XSOUqFAr2Dp1/IlPilbcXuXq3UaMkBDwb6eNLz47QFtDIGwXy5VLdfllBoKhw\nfrQbVenB79tff5P74aBa/jOdk0yFt2b5HxRNU1zN/wnAlrbzO4xAqdqIq0JFFXvP1VWZzp6Z+oeM\noKFBuwn8L9Fo9I1IJHIJeKH6d1s0Gv23IpHIIPBj4K/vddKjnyJ2OVHY0iZv5CkYRRBiX4G/tCXZ\nYoVixWZ6KclmtlxvHrMcK/FH31oglTXrx9cC/xeudNF9wMDfkjabpRhrpWWWikssZpexZGvtdY+v\ni8kOpwHXeNsoXm3/9QQuLi4ni4N4/P/ltTfJ2AnHIQfI2An+8tqb/NrHPnOga96rCZiUkkzeoFCq\nIBRlS/BfKBn84L1l3ryxjmU3nH0ipzr4yvOn6O7wUDDybJYaxce1v2uFvcGA9lD8+w8ry2/aFtHE\nHee5us6guUmZE4WUEoms1lU6vX4c5ykFVSjVIF9BESqqcH6mKZpzzPHakZc0jLT+a+DrkUjEB/iB\n/wy4A/zjSCTyqzi9Tv+7/ZzUXQC4PBLKZpm8WaBiOhMR+/jySSnJF0wKFaeRl7Qly/E8pZKJEBqF\nnIJhKEAj+D834WT8DxL4ZyoZ5vMLrBSWWC4sUbJaS7OCeqCa4XdkPe3ek1lE6eLicnCaPf7hwXuf\n7JfdmoAVywbpnIFEOmNuFcO0+dHVFV79YAXDbNSVDPcG+eoLpxjp91EwCyTLuR2Bki0lHk0l4NPw\n6IcXTD+MLL9pW3zr7neIFeMA3E7e5eemvuIuAo4BUspqcA+qcBylan9ENZAXQkFFoCpaNdg/dkH9\nvolGo38P/H3137M4Wv/t/MpBz+suAFweKtvtPMUudp7bKRRN8mUDgdPIy7Qkr7w1z0qsTDajI+2t\n5zk3EeLFy110d9w78C9ZJZbzSywWFlnKL5IxMi2P0xSNsbYRJsPjPHPqHF4jdGIHGJejQ2Obmuqk\n52SvPJrCN37t663bQ7scK16+9CIfxW7UJUDtShcvX3rxUM5t25JkrkS5WuRb22WwbckH03FeeXuR\nTL5hVuDRFF7+5DiRySBlq0TayGyx8ay91+dxAv+9OpofhFqWf2F+gZuxu4eu5Y8m7rBRiFO2HLno\nRiFONHGHiz3nDuX+Xe6PWnAPztyuKuqWcU4RCppQj2um/ljhLgBc6rpVy7KxLMlCLMfEQDvPnesD\nxb6vwuKiUSJZTnNzM4oQwtl+3cf3uGKYZAsGtmwyXZOSN69tcGfOwDS2Tj5nx0J84qm9A3/Ltlgr\nrtYD/o3S7jr+weBA1Y9/jJG2IbTq83a1nzznA5eHj5SyyQrW2aIWiKZslqOnrm1TK0LUJz+3huR4\ncZDeJ36Ph9/7/O/wl9feBJwFQbP+fy9v/+2vX5ro5tqso98/O9JBsWxi2XJL0erMaobv/GSBtUTD\n9UwIaAvo+PwmRZGmaIot3XprK02/rhEMPHhh70Gy/LWA/0G0/Ja0SJXTdQln0SztKuc87jxuqZMt\nbZDUM/ailrXHkeHQlMHXhIrujm9HAncBcEw5SHv3Pc9T1a0uxXLEq50phRC8rq3ywcw6vskbrBcc\nl9b9dBcuGEVihThlq8Jfzbyy5/Zr86B1OjxJoWRjmLaj28MJnuZXi7zxYYKVWIlmH2avT/LilU6e\nO7dzgpVSslneZCm/yGJhkdXCCqY0dxwH0OntqAf84+Ex/Jqv5XEuTzbNWtOqGhqlOsk5QVNjomsE\n+LUCM2VLwO9yMrmXHn87fo+npeZ/t1qCVq9LKfmzV+/i1QW2FPR1+Hj5U5N868ezrCeLGKbNX70+\nT67YsBlWFYHXKwiGbIRWQtqSlc08QsDUUAeq4vRU8ft0/L4HCxHyRp67qbl9a/nPdEwyHBo8nEaI\nsqo0rdY3CIXGquYE8TCkTrXxzvm8atl6ZwzThYZX0UEobsb+mOMuAI4h+23vvh9qutVC2aJSsbAk\naCqYluR2OkoosUzIrwN7dxeuSX0qXh82ktvJu8SK8brUP1bcuv1aG7Q2CnFsW3J1Pcrnh76IJpxG\nOAurRV6vB/4NvD6bYFAy0O3j6TMNV4ackWMxv8BSYYml/CJFq/VE49f8TLSfYqIa9Hf6Og78mbmc\nDGpSm3ogT01b6mSwBI2g/UnRmro8GLvp8Q/CbrUEQ4PhHa/nigbpbJn2oI7f52EjVeLv3l1kOZ4n\nVzQolhsZbwFcPtPJxy+28/qNJTYzFtKWVAybpY0cSxs5Zley/MKnJwgFWu+o3ivTbEub5dyqE/Dv\nmeX3MdUxzumOCZ4dv4CZP3xbTVVRCXva6xIgr+o9kVnnaOLOnnNtM40dyRYFs0p1FxLhFMxWx7ta\nNr9Gb6gNio+vcaXL4eEuAI4h92rv/igpGkWyRgFbVjX++wyMbm3eYS0Xq/93spxgJjODNz/cMvA/\nOxbi45c6SBecwH60P8BiYY6lwiKL+UVSlWTL66hC5VTbMJNhx61nMNjvBm9PALa0q51zRUudqVrN\nWGnVn7ucfO4lqzlu17JtG8uW1cCvofOfW8sS29bcqq/Lw5c/2UdfhxchBF/++Dh3V1Isx/MsbeRQ\nFAVVQDJXZmY109LycrdMc9kqNWX5ZymarU0UBoP91UZcE1uy/O3eIIn84csrI11n6okogF5/D5Gu\nM4d+naOElE7WXkpZr+NQhYpSHedq8hs3ieEC7gLgiaemW12K5Sh4VCqGkzHSVMHZcARfl1WXAA0G\nB7jSexEpJTmjQMEsgJQt7Tz3GnwLRYNMoVL3lJYSSqk2fnwTEpsrW85zdizo+Ph3aGwU10nbiywV\nFvn+zLqzRdmCXl8vU+ExpjonONU+jK7oh/qZuTx+nOw99SxWTWojqn/3+DvQAn53onMBDmbR+biv\ntVctgWE2ZJLFionfo6LgwaMrZAsVCiVzi6WnpkmG+lV+8XOjaKpjpnB3JYmUcHoojKYorG8W6uYM\nteLMVtQyzSAxbJOZ9Bxf//D/IVlOtzy+Oct/2L78+0FTVH5u6isnwgZ0u399TY6jCoWnei8xk55j\nPb+BgsJQ2yCfGf3EsWgE6vJ4cX9DjiFXei9yLX5zS3v3K70X7+tczbrV1kXAF+u1Bpd6zlMwClUd\npyOT2M3Os9Xga1uSzUwRC5hsn2QhP8fKWoXMwhDlzFZLzdOnAly6qJBX13kr9y4rsWUM22hxJQhp\nIUaDo0yFxznbM0HIE7yvz8LlaOC4RNhIRNUCTkVVlEY2Syjoir5n9t6n+1CV1r8vLk8ej9Ki817X\nutfuwG61BIZp8X996zpL8RxI8Hk0Pn6uF9OGV95epFBq1Dm1BTSmxnwM93s4PdxZD/5feWuezWwJ\nIQQrsTwvf2qS+fUs60lnZ7W/08+Fsa4dz5Q38sxnFkmV05StSj35kt9WWrVblv9xoSnqsXD9cYpo\nZVNgr9YlOWqTxn43CdO/e/HfPpSaQJcnC/e35Biyvb37/X7hmwuJn4m0PodhgrnZT9HKE/Ml0HV1\nX827oDH4GqZFJlfBtJ0OFQqwvF4m/tF5YutN28V6mcGJHOGBFHFzhe9utt4W9igehgMjDAdGmAyP\nMdjW81Ca0bgcHs0uEbWsfbNLhGgqlFXdbWqXI8qDSnv2uzuwvZagYlp8+/U5lmKOXAcB2aLB995b\nIVntig7g9Si8cLmTZ86F0dQmG09gdjVNKldG15yxcj1V5PZSkl/6zNQWxyBNUw6g5T8cx56TSsM8\nAARyiwzRkV3tL6FxL3RFeywSYJfjjRs1HVMe9At/r0JiW9pkSgX++O+usZbKAYKP5v380mem0PY5\n6VmWRa5oUDacLWsFWFxzXH0W14ugmCjhJGo4jhreRPhzpIBt8lUUFPr9A4wGRxkOjDLo78Pv8xDw\nPbg1ncvBqWWrHBot1UU1mK8F7o1ujMe6A6PLCeAgFp27sd/gfa9rHXQnolyx+PG1FYqGSUpdoBKK\noWQGyOYtykajwFdV4JlzHTx/uRO/t5ElllLi1TUCPpU1v96yD4umKVyZ6iFv5LmevMF0apaZ9Nyu\nWv4Ob5iBQB/PDzzLqfbhh57lf9wWl9tpLqSt9anZ2qjK2bUMeYKYHsc8wK01cjmKuAuAJ5TdCokv\ndEUoWkXKZoWPZjZZS+XrGf/1ZJEb84mWBWLNSCnJFgxKFbM6OAqW1ov8+MNNlrNrqO2beM7FUUIp\nhNJac9rl6WIkOMpIcJThwBCq0A/cgfKoTRxHkdpkJqt9F5Tq5FUL6hWaPJzrRWVOML/dHcLF5ahy\nUIvOVuwVvG+3ZX7Qa0kpSWbK/PErUVaTWXI974JmUM6NYKbKNCyR4fxEiE8+0004pDe9H3welZBf\nRyjOsRfGurg1n6zLffo6fbR3l/jB4o/27dhTy/Kbps2N+QTX4on6rsHD4FF1863JDtmmsW9OZjj2\n1KI+/qn3COrbvSHK+gn0HXU5MbgLABfHTUJapMoZ0pW0I8dQDp6plVKSyZWJpYp1L/9bK+u8NXeH\nNKsoQ5v4tNZ+/MLyopW6UEtdPDdylitjw9jVIk+frhH0a/WJbD8c5sRh2hYfrFwnmysd6YVEYxJj\n2+QlGn/j1G3UAvoOXxh8HjdD5XLiOQyLzlbstpva6lrPnOnl/el1ZgtOYmIicGbHTkS5YpHMlfhw\nOs5askBamcdIdGBtDoFsjD2jA34++2w3/d1O75J64y5PdbzcNn5rmsJPvzTIazPXWK8ssWCuEr11\nMMceANO0+fMf3q0vJG7NJw+0M3wQdrO4jHSdOVByp5boEIgt9USi5ghWDepriQ0XlycBdwHwBFKx\nDKbC47zr62I9v44twSPbMFOdWB1QlYjuyBjtViAGkC8aFMomnmCJmew0t+KzLBWWsLUCdMH24VkT\nOsOBIYb8oyzMaKRTGgJBT7uPc8MD6JqC37v/bP92DuKNvBe1hUSyksC07IeWgdqNVp1klS3NppTq\nJOYUinlUz4G8roMePwW19aLMxeVJZ3vH3VbSnquxj/Zvy6zYeCauoyeWAfB0VUC5ACjYUpLKlimU\nK5jSoGDlSBYzlEt9WwJ/1V/g40/7+cTpIYQQ2Dh1VUGvhn+bLPJ+fPmnwnsbKdyYT7CeLNav4CRl\n+wAAIABJREFUs9+d4cPCapHc+dnJL1f19FQdwdStY6Oiud1nXVy24S4ATiiGafPOrXVm17IM9XoQ\nnatIYTMeGuP2YgYhBF8Z+xLR5DRv3VwjF+vglcoyb15f58UXVHRNJdJ1ZkuB2NmRzh3FYslsgdem\nb5Kw1iioMeLlhrf/lt8uKejSe5kMjzESHKXf348qnMH4cqfkznIKVQguTnTRHvQcmSxMbSGhaSpC\n3P9CYjea7d1UpdnOUqlPZLqq1YP+o/K5uLicdAzT5g/++gbTK47N5fu3Y/yDnz7HtdlNwMnmo9hM\nJ2dJlpJ4VC9BPbDnOa/GrrNeWCfo08mXTG6sL/C/r7zC+c4zjA4GEKpNySjx+u15bt0QlIsNWY/Q\ny2j9c3T2GDwz9hWi6dtsJIqM+Mf42JmBegY+b+SZTs1yJznDneQchiy3vJeH5dizXXoJ3LcUs2Yn\nvVGIIYCeQC9CCGLFuNN5G9gsbrKcXeX5wWce2i7mdokXsC8Tju3vc915XI4S7m/jCcOWNrlykT/6\n7g1uLsUxrTLayDSetjIdQS/fzb6LunEOULk1n+TsSA/FWIV0roJhGeQ77/DXt4v0hP31bPeVqZ76\ntu9asoClZ3ltKY23I8NqYQUpqhnqbYlkuxggZA1wZXCSiwMTeFXvltcljpI14NN46UI/mnZ42ZnH\n1QSm2cJytwKxWnFsc7dFtzjWxeVo8c6tdT6aTWBUi20/mk3w4XSMly4NAk5w98c3vsH1zVsUrRLC\nLFE0S1zsPrenLbNl2WzmypTLJjYW1zdWiEYtJgfDnB/r5jtvL1DMNMZKISQen4HoWAfLi7U6yjf5\nNhUli2VLbiWnubF+mtEJk9nM3KFk+fdir53h7dLLWuAfLzmJo912UJvrkBqJEJWApvLr536J6OYd\nVEXlqb5LXI1dR2+S6kgp60mSh8F2iVctoF8vbAA7DTTq77OMPY02XFweN+5v4jHHsAxKVgXTNjBs\nA8u2+GgmwWwsgWlZiHAC6cljGIJs0aAsi/j9MbylQdaTRQI+nWLFwjBtRHgTxZvHtgVlw6pnu4fb\nBvnhnevc5S7mwCZSrfqrO+0A6kjDg5Xpwk73MBwY4VOXRhjs8e24Z0uCRxX4vRo+796/grViM+BA\nxWaH1QSmtpBIVhJI6SwkznaerneZVRUFTWh1SzdNqOiqXg/4XVxcjieza1kMw6oHmoZhMbuWrS8A\nrsauM5Oex5QWuqJj2RaKULjYc26Lm1rFcsZmwzLoD/SiWAHKRhYbsEtBZKYX0xZMz5e5Nb0OVIN/\nYRMajPGJy73EVtqZWXFsPq3QBnk7CcJCqBamnmVBrLGwuvMZ1Eo7erkXvdTDF86f46nTfQ/8uWia\n0tI6FHZKLxezKwgkPt0HCDYKMW4npnmq72LVDlMl7G1H+va2wXxh6Nn6vw+zD85+2G6YMZueQyII\neZzdnt0kX+8sX92/NMzF5THgLgCOCVJKTNukbBuYtollmxi24bT8bgpsFUU9UCZ5pCfEcixPruAE\n9cIxfaFilylXLL47/31yRtWPf/vutq1gZTux0z1YmW5koY2BXh9feL53R+BfK1Dz6io+D9xJz0AF\nIvrugfmDFpvtpwlMw6fZ2Y9QBHV9vRACXdX42pmfY7myQDZX5nLPebyqB13Vq0VkbtbexeUkMjHQ\nzuvaKqbljF66pjAx0L7jOCklSIkAdKFRNErECptY0qwaGTSke7qqc8H3EqtzH2AYFmaqB0wv0tKw\nm7Ipgd4EHWPLqL4yXl8vw90BVvIrVLybVPwroDlj4naPmVqW31vp5e5tFVX66ve43/4t+6FmHVo7\nt21bSITTIKx6Uw3jAdBEI2Pf7m2jy9dZP9dB65AOqw+Oi8uTjvutOWJYtkXFqmBKC8u2sGT1j20D\nW4N9IZSWjXgvjHVxczZJdCmFmelGtCXQ28q0+XV0M4ha7EUi6e/0c2myizOj7fzBD35CRhSxPRVs\nxaBg43SPaUaCKLdhpXswkj3Y2Y56cZrHIxkc0XjucheZYpFey4umCmwp0RQFn0fD71OxpL1vd577\nKTZrdsIRzfKbqo0bdUu3qmc9Yl8ynAtj48Ri2V2v6+LicrJ47lwfV2fiTC+lkNhMjoQ4NxkkXc5g\nS5vh0ABDwX5ylTwmJh5VZ6RtiNOdk9jY1TqexvlKZZNc0WC8L8zgzDgz6yUwNJq3UYf6vATHZih5\nV7GkjaZ6WCrOMV/+IcWe1o49wtLpsif42cvPcio8hCIUJ3myfndfBg77odkmU1PUek8Ptdqhtta4\nrzfQzVJ2pZ6dP905ATTkMoeVrX+Uja+27zhMhMeBez/Tc8NX+PHMe49sp8LF5aC4C4DHgJSSilkh\nZxSwbLMa4FuYtqM1FWJnsaeibLVh20sWo2kKX/vcFNdmNlmK5xnsnkTvTKIqgtPhKW7Np8haKZRg\nim9M/znzmSWMLqPlvbbp7YwGRwlZ/cxE/SwuWVteHxv0MzKo0x7SmFnJ8L23FpC2zfRimp/7xDjh\nNi96k7Y/unlwdx5Zz3M5f6vVgJ5qtt4pjm3o6l0JjouLy36pOW2ZtkmlurtaS7z87Gd7uDEvAMGF\nsS4qlKA6BAqh8PLpn+HG5i1Wc+sMBvu50HNuRzLDMC1S2Qq3FpKApFBQWFqWWEajwDcUUPn8x7tp\n680xl9O5m62QMTJgwFpxq6ZfF15Od4zh1wJYhQBj/tNcGu/dMg/sJdPZz2fh1Cc5kkZF0dD36TCm\ni53ZedhfwexRpdWOA9z7mXRVd3cqXI407m/jQ6CWxTekhWWbToFTtR24LS0sKal4g+SN4pb3KS26\nNG5nv7IYTVN4+mwvT591PKYzlSCz6Xn+Zv4VZtPzjqwnufP8PtXLcGCEocAop4KjFDNeXv8wwbvL\nBeozHzA+FOClpzoZ6vUDcGMuydxqBls6zzm/nmFhI8/THf59f261DrNKdfJ5eqKfO3N51jZLCKkx\n0tPG585HDtxUx8XFxcW0TcpWBdO2sKSJZVvY0saSEpCOpabFlqBZ19U9dfOaonKl92LLzK60JZlC\nhULJ5LtvzbO4WqJUVLHtxvgVaDM5faGAHdrgtfwi5YXWjj1DwQEuDZ5l2Duyb8eeZpnOjnurBvqK\nEKjC6VSrHiDQ34tW2fnjrnu/32d6lDsVLi4HxV0A3Ac160bDNh09vrSqGSRnYpGydRYfACFQhdhX\nsN+K/cpiylaF+cwiM+k5ZtPzxIqbLc+nCpXRtmFOhUbp9w7RqfegKSpr8RLffy3BzHJsy/Fjg35e\neqqL4b5GYG8D68k8piXRNMWpV7BgKZ7j6bNb7+ts52miiWlixU0E0Bfs46neS46uXtHq2fsa//5X\nOx6oo6aLi8vJR0qJJS0KlSLZSh5bWkhpY0m7vsMKbJFQAvXxGA6vwZWUknzRpFA2UITgJ9fj3J6p\nIG0dkCihJFpnnFB/gqKS5I4EtqkL/ZqPyfA4ZzommeoYJ6gH6eoKkkjk7+fjwbItZ3dU0VEVDY+i\nPXCg7+LicrxxFwBVbGk3BfGWk8lGVn/uaPDt6s9rUhTRQjO+my6/GdO0eefmOrlc6b7bqEspKZYt\nQGJbst7wZSY9z2x6nqXcSlMDqa30B3qZCI8xGR5n0D9IpQIV00YVgrV4iTeurjOzVNjynlODfj6x\nLfC3JHg1hYBP48xwBzfnU1iWY+emaQrD3X4s20ZTal0WdcIend+5/Btci98E7r0t+rC6d7q4uBwf\nHImkiVFNttj17L1d31UVSGx/GwWzsOP9OwL/FhxGg6tC0SRfduSUyYzBj97bZHo1gdoVRwnHUMNx\nRLUbenHbe4eCA0x1TDywL7+j13esMTVFR1c0fKrXDfZdXFy2cOIWALWtTUvajvwGWQ/mHX/2+oFb\nCmwdDxjZMqivI0S9+cj9UssyJbJlDNM+cJapUeCbxFTyaO0pvr9xne+mE5StSsv3tHvaqgH/GBPt\nY4Q8QUzTIl8yyRcsFCGIJ8q8/mGiZeD/0pUuRvqdwL/ZzSfkd+wvpbS5MN7JrYUkS7EitgWT/R18\n6sIUQY+v5efpbou6uDy5bB+nrer47IzVdj0hU5PpSNi9SL8pi/+4XLmKZZNC0cAGcoUKr16fZjY7\njxKO4R/MtHxPsy//6Y4Jgvr9+fLbtmNV6mT3VbyKF5/mfawOZW4DLBeXo8+R/1ZWzApFo4SNMzk4\nk4Fdz3LY1X/b1ckDnKLRugXZPgbB+5Xj3A+1LJOuORaS+8ky1Yp+y3YRT3uGQtcdhHcBTXf0ojlo\nlufjUT2Mt48yGR5nMjxGt6+r/jlYlkU6V6JkSFQBsd0C/wFH6lML/G0pUYXA51EI+b3oquY0a1E0\nPIqOHtD43Z/p5+56jkym6Mp1XFyeEJqDdav6b7u6e8qOMfqA47QQKOLRZK73anC1G6Vq4J81Csxm\n5ri6Nk1SriLaDLS2ncfbhRAy20mYAb548cJ9+fLb1X4DmqrjUTz4qrbEB8Ew7YcmrdzeOMttgOXi\ncjQ58t/I9XycdKV470D+ELLzj5vtLdSltJlNLfLKjQ9Jy3UsTxZqUv7m8V4KuvU+Lg1MMRkeZyg4\nsGO71zQtCiWTkmGjCFiN5/juO7OkYluLdJsDfwsb05YEPR46An6CXi9ezbvr1rSuCT799LBrl/mE\n42b/Tg416Y0pG5IbWQv4qz+Tsm78fm/ZyhEbp03TrruljfSEePmTk9xectwRasH/B7fjLMVzjPQE\nuTTZjaYplCoGdzcXmcvNM5+bJ16u1kqpW3ojouNlrO0UWqGHjz6ykZYHRQhyqkDayj0d3RpyHh2/\n5iWog1fRDxzwN2OYNn/47Zssx516gg+n4/z2V88f2iJge+MstwGWi8vR5MjPzOoBG1sddWpZpkS2\njJSynmUybYu/nP42q/k1ynaF78x9j5JVxpLW1mC/hlTAVlGNEJP2S/zKx8+3lBHVpD5l00YB4sky\nP/4gzsxSEWgE/34/fPUTA4wPB9GEhopG2B+kq82Pph4sA/cws0suRxs3+3f8aHYts5uDfdtypJF7\nBPb7qXk6qpimzb9+9a7TL8W0eU/dILrYydc+60gyTdPmX//9XaILSUxL8p7X5M3lAu19eRbzC5Tt\nnY49UoIohhkNjPHs6BkGAv20BbxE55PcUuYw7WpdlhBYduuiY1V17I09qo5P9eHTHBllp78NM/fg\nyZX378RYjufr8+pyPM/7d2JurZWLyxOGOys/Ymr+zAubBXK5EoMDCh9ufsQHGx+xkl9r8rzfirA8\n6OVusFW87TmCPg+lioX0SC6OKTuC/x2Bf6LMG1cTTC9sdZFQQgm0oWlU2YawRun29hDw6rQF9fvK\n1Bmm9VCzSy5HGzf7dzxIFdNsFDarDQZ36z1ysotGb8wnmN/IYpo2QoBlSxbWsnVJ5rW5OLPJReye\nGGooAf4cG8DGthhcmjpWugeR7eXywBSfuDyIpgkCHp1gwOmAq6iCzpCHYsX5vP0ehdVEoV50LJGs\nJ4vcns/yifOjeDXvo/9ADontjbPcBlguLkcTdwHwiCmaRWbTC6yYy9zMTJOMpVseJ4C+QC+Xui5w\n945CKqEjEPh7NrG8CwgBfq+KlKAqjYnbsixyRaOu8d9MlnnjwwR3tgf+bQm0wbuo7SlAoqQ7CfkC\nDHQFHmjH5c1ra252ycXliGNYplNY+wjrn44DUi2zULrD7duvcyc5izFSYccnJMHOh7HSPVipXiiE\nuXwmzEuf6SLg1/B5FNr8HkTTuLylvkBKPLrmWJNKEFJHsXWEVAhqbQ89+H/mTC8fTsfrSZrhniDP\nnOk9tPO3apzl7gC6uBw93G/lQ8a0TRazy3V7zpX8WsvjBAKf5kVBwaN6GAoO8POnfwZNUXlhoKET\njZw6z9/MvUKsGAeg199DpOvMzsA/VeLND5M7Av/xgTY+/Uwff5t+g3QlC0iE5ees/nE+cWnwRMmt\nXB49bvbP5SjTrLk/O9LJjdlNbm8uYvvjKG1JSv4c77VQ2UhTw850YyX7sdLdYDpB+tRIkE9/sZvO\nsI5HV2jz66gtJJO1nd+P7sZ561YMoyxYXLKplP34PAqFikVXm86lie6H+vzgWCv/9lfPP1SZptsA\ny8Xl6OMuAA4ZKSXrhRiz6Xlm0nPMZ5cwbbPlsZ3eDibDY0x2jDPefgpd0bcUAddaytc6OtaKhKfC\n40x1jKMKldPhSfIFk2LFQhGQSpm8+VGSW3NbrefG+tv43DNDlComxYJN9/pPUVTex7Js+itP89u/\nfOVQJoEXLw3w2nuLDy275HK0cbN/LkeVmgXzajqF4YvzvdUkRjgOofLOLD/Q5+tjyDfKykyIxRkf\ntt1Ijgz2ePnMsz0M9/tRoCqZVLg+t7OgV1a7owc8Xto9HdilPJoQoIDwWJiWREgoVUz+5G+j95RM\nHkaNldtfxcXFxZ2ZD4FMOctMes7J8mfmyRs7G9EA+DU/E+2nmOwY55lT5xAlz45jLvaca/le07b4\n1t3v1DP/3b5uPtP3OdJZE4/moZwX/OiDGNdmE1ved6ovxJeeG2WsP8Sf//AuG6kipYpJuWLT0/EM\nQggMKbk2u3koE4KuqQ89u+RytHGzfy5HCVvaLOVWeH32One1WazBphR/k32yV/EyGjrFWHCcEf8o\nM/Mmr7+9Sa7YOKijTefTH+vmzKkgEgh4NYJ+vWUX4V/49AQBjw+v7iWo+RFCoClbC4eLFQshIRhw\n5oJ7SSYP6uDjGjK4uLjshrsAuA9KZpn5zAIz6Xlm0vNslhItj1OFyqn2ESbbnSz/QKCvLrHpCgRJ\nlPbf1j2auEOsGEdKp1htPRdjObjKgDjL37y3xLWZxJbyYV1ztqM72zyc6g8RXUyxmSnh0TUqpsQw\nTYolk4D//u3kdsPNLrm4uDxOcpUc06k5plMzzKTnKFnVwLs55yJBESodnjCfHvgsg/5BBILZ5QLf\n/Ps4m6lGY0W/T+WlK51cORtGCPDoCu0Bb13nX+vvggBFKsTiFivLghcudG65r+36+642H6VK6x3i\nVhzEwedh2326uLgcb9wFwD6wbIul3Cqz1Sz/cm51V7eegUBftevuOKfah9GVBw+wpbQxTAvTlChC\nQVdUyjkPb75lsrB4dcuddId9SFvi9TjyoVi6xFIsR3vQUy/4C/o0imWz7jHtynRcXFyOM7a0Wcqu\n8EZsiY9Wo6wVNloep0gdUQliqUU0PHQEfICkYBbY2Kzww3c3WVwv1o/XVMGzFzr4+MVOPB4FRUBb\nwIOiwo1EFIAznZMIqSBsDUV6UVCRUrasp9quv7800c2f/G30oUgmXbtPFxeXvXjkC4BIJKIDfwCM\nAV7gn0Sj0W896vvYCykl8eJmPcM/n1mgYhstjw172pkMjzFR/RPUA4d2DwIwTRUqOhdCzzAbXGJ5\nM018foB8rANoZI5G+0J88dkRimWDH36wghACVXHs/TRV2ZF5ujzRxZWpHlRVuFvDLi4ux45ds/zb\nGAoOcLpjgqnwBAHZyavTHzJnXMfv0RACjKKHd9+G5eWl+nuEgItT7Xzi6S7aAhpSQtCrEfDrjhxz\n+tvEinGEUFjILPFr577G7LzJcjyPZO+kyvYd0oNIJh+2g89h4sqPXFyONo9jB+A3gFg0Gv0HkUik\nE/gAeOwLgGwlVy3cddx6skau5XFe1ct4+yiT4XEmw+N0+ToO5Jxj2hY34reJ3y0RtvvRw2lURRDp\nOgO24PpcHAWd86O9KJYHy7K5tZAkmSuytjzC8tIgzb0ma4H/xEAbN+YT2BJ8XpVMwSDg1eoTRHPm\nybJsQDwxwb/bmdbF5fiwW3dcW9rMp5b5yeIN1itLpM3W0kuPotMf6OOZvsuc6ZxCx0uhZFIxLaQQ\nfHLyMsZqjFg2RWZxiPxqH1I2xtT2kGBoKoseTPP28hIeTeGnLz6Lrilci91kJbdKvJjAo3mQUjKT\nnuWv577Dy5/+HL//6g+QtmR84ArffHWaiYF2njvXt2WM3TEeadquEp7mnYLXPlgmkynyGz8V4dqs\n0xJ+r/H78lQnr86+TSJbxlsYYqSnvb5YqN2DJS0sU7KwkeeUb4rnzg4eynywH/lR7R6CeQ+ZTBFV\nUd3x2cXlEfI4vmnfBP6s+m+F5jT2I6RiVZjPLDGTnmM2Pc9Gtbh2O4pQGA0NV2U9YwyFBu7d7n4X\nat1+b8dWsCwLW5hoGx46g15uJe5gLZxnbUMipeB6tMDLn5rkmz+YZm4tQ6li4QT+zkSlBNOEx1b4\n7Rd+HUV6+Dc/nmU9kSeZdXSrfo+Kz6PxGz8VqQ+6uubsBDxJulC3M62Ly/FhezHttflVzl2QzGTm\n7pHlH2QyPEa8EiOZz2DYBtPJOQa0U8xk7yCEYKJtEgUVswKlmQuszxewrKbkjbBAK1McuMmsVUCU\nSk6dgPQx85NZxvrbSJVSFK0yRbOErxIib2exMflg4xo/mHkPW1VAFfzZzCxy8TKvqzpXZ+L8zs9c\nQNeUfY9HzQG0lJI/e/Uu7UEd05L7GrMN2+Qbd/4cq3sNPWTSrmf4zWd/Y8s9rOTW2CwlKBs2GH50\n4ypX736G3/nqpQeeD+4lP2q+h2QliZTQ5e1wx2cXl0fII/+WRaPRPEAkEmnDWQz83qO4ri1tVnJr\nzGbmmUnNs5hbxpZ2y2N7/T2OPWd4nLH2ETzqTree+yGauMNieh3LkkjFQiolDBOMipflyibl3BI+\nTiEErGwW+PpfXCOeLlXf7QykIphCH55G70hiAD+O/T2TvEQ8XaJiSEzL0fX7fTplw9rh7vOk6ULd\nzrQuLseHa3NxlvMrGO1xDG+cpCfD9NzO44Slo5d7uNx/hs+dvUxQD3A9fou57BwSgW05Rgl/WfwW\nZlW+OZedoy//HK++s4lpQj2ZokpU3cCQBmo4huIrgGo6CwIB0jLJyThzqSzdwTYCip9UMUfRSoFq\noaJRsE2kWgTbB5aOEshhtq9jZoa5u5Suj7H7HY+ax+liySSdK6OqAp9H29eYXbuOoghCfh1DprmR\nvMmz/U/VXytaJSqWiY2NIgxMPcNs5g7v3+l/6PNB8z0Ytom0JUWr5I7PLi6PkMeyzI5EIqPAnwP/\nRzQa/f/udXxXV/DA15BSEi8kiMZnuB2/y53NOYpmqeWxYW8bZ3smifRMcqZ7krCv7cDX2w9tJV+1\nELdRQqygIKo/0xQFKSXpfIVCaevGiOLPoQ3dRelaRQgQQkURgs5wgC4liK4plFUFZ14RaKpA1xTa\n2/309jaep305g64p9QlISrnjmAflMM/1oISLfjRN3fK84ft83qP0XIeJ+1xPJvczrj4M0qUst2LT\n3Izd4UZimkpvZccxAvAoPiqGjbA1NDNMOHuZ8xenGO13ZC2enI5h2QgFhKJQqZQxLAO/x08x0cbN\n9/u5mt9snFNIvH4br8/GtGzM+uaCZKvHg1P8qygCTVPJFQwUM4Bm+jFFBsX2YKs7N7IFAiFAURvj\n8H7Ho+ZxWqmP684u7n7G7L2uU3tNlY3zCuF8xqoiDmU++HJngOhSmoU1px/NqYEwX/7EBLqmbrk/\nVSpgODegKgqapt73+HwUOSnPsZ2T+lxPGo+jCLgfeAX43Wg0+oP9vCeR2J9dZsEoMJteYCYzz0xq\njnQl0/I4j6IzVtfxj9Hj764PlFYBEoX923MehAFtmKFQL+n8MtLUEYpAVTzoqiBkDbG02Ucqu7WH\ngN+r4tUFlcFZRCAPQsHGRiBo97TzhcHPoeGhr8NPxcihKgKEwKMp9HX4meoPEYs1fK+n+kP0dfi3\nFJFtP+ZB6O1tO7RzHQZj3kl6vb1bOtOOeScPfI9H7bkOC/e5jheHOfHud1w9bGqOPdOpWaZTM7s6\n9ghLp03287kzV7AxeXvtA1JGBVPamGoOvSPBqe7LrKymKZRM2sw+ev09rGWd8/m1IPmUxtr8KKVU\ne9OZJYEgBEMSkOiqSsUSFEsGdroHO5hECRQQmlWVAOm0i24mO9uJFWOYloVaCdOWeIZs1/uYeoY2\n3YdRspGWk8yxCyHI9KGqgonBtvoYu9/xqHmc9miC9qCXoE+jYlj7GrP3uk7tNcNYQ1c0bMtG2jqa\n0c4p3+lDmw9+/fOntxQBp5KNuW37PUgJHuGh19t7X+PzUeQkj0En9bmeNISUre0sHxaRSORfAL8C\nRJt+/NVoNNoyPb+SXZe7TVSmbbKQXWIm5XTd3XUiQTAcGqzbc46EBlGVne3aHxrSse8Ulpc/eWWa\nxeIdTAlhc4iLlwXROxZzCybN/ysGuwP1Bl5/9N1bpAtF9K4YXWEP4xM2mqrys5Nfxq/5gEbBmGU5\nk5padf5ppeV8mO4MR3FwOIwi4KP4XIeB+1zHi97etv07DuxBLLcp1zfTh3GqfZGt5LibmmU6NXtv\nLX/7OEqxm06tm4vjPWiawvX4LX688hMAShULKSWfHHqRyeAklqSeyQ61e3h/6TqFAizeCRKdzdMw\nTZBEJoLYVEgXnet3t/v42ZfGWI+XEaaHpVgJGwu1Yx2Ek2hRVY2XL72IpilO4awlef9dhdV4CYlF\nsH+Tzz09wun20/zxmz/CtiVXus+zlqy0LAIuVir85bU3AXj50ov4Pa0lptuLgBc2C2QyxX2P2XuN\new+7CHg/1IuAQyezCPgEj0En9bkOZWw9TjzyBcBBaV4ASClZK2zUu+4uZpYxZesa4m5fV1XHP8ZY\n+yl8mvdR3jbg3C+AYnrA8vDenRivXV1FCIGUklSuXJ3MGu8Z6g7wxWdHODfmNJC5NpPgtavLqKpa\nP+fPvDh2ZDX7J3hwcJ/rGHGCn+tYLAD2m+UPaH6mOsY53THJZHh8VxvlWif0jWIcaUs69C4+N/h5\nNEXDtCR3V1IAnB3v4S/+bp655RJ2U4mXHk7SObHMYE+QT/d+jumVLD5N5ZMXxugMhA5s7HC/SZTt\n7jjDPcF9mzCc4N9p97mOESf4uZ64BcCRX2oniine27jJTGqO2cwCRbPY8riAFqj78U8nEPU9AAAb\nxklEQVSGxwh721se90iQEluCXdFRpAcLJ0OlKALTsskVDYpla8tbBquB//lq4C8QtAV1wqFGA69m\nXI9lFxeXo8RBsvynOyY43TGxb1c1BcFnB77ArcQdACbbJ9GEimlJ/vbtBWLpEoU8/PWr8a2Wnu0S\n7+gd/F1OwLJZLLJSWuQrTz9Pu//+e7bcb7fzJ82EwcXF5ehy5BcA/8MP/nnLn2tC41T7SD3L3x/o\nO5Af/8NASseFR5gehO2p6vGd1xKZEtGFFLHUVqWTx2vxwjMBvnTxPLqqI21JwK/j96h8MB3HsiSD\nXQFWE45+crgnyKWJ7ifKytPFxeXoYUubxewK06kZ7qZmHzjL34qKYVU9/G0UAWfDZ7a8Pr2cZGm9\nTC6nYG+x9LTRPQanLxlsiDSyaqHs0XQGOzofKPiv4fYXcXFxOc4cqxFrKDhQz/CPtg2jHaEBt1iu\ngOlFFz5URXE6HOAE/j94f5n3b8ewm6Q+qgKewQVE1zK3pU55cYZfPv1LdLUFsCy5JcAf7A7w0x8f\nrev63SySi4vL4+BhZvmbKZVNCiUT07ZRhEBpkdtZWC3wo3fSZHLN55YIrYKqW0gsZKaX3oE+0kYK\nVREMhQa40ntxz2vvJ7Bv9rEvlE1enXmP3332N3bV89c4Tp18XVxcTjZHJ4LehZdGP8awb4Tx9lME\ndP/jvp0t2LYj51EsD341jKI2JqJEpsSr7y/z3u04dpPIPxzyIAC9Z51CeBkhBYqikDQ2mS9O09P+\nFO/c2dgS4K9uFnjmTK8b4Lu4uDxSHkWWv4aUkmLJpFg2sauFvUqLXd1Yssxr720yu9zsmCYd736t\nAthIS0MXIU73DPHJC89wJ3sbuHemfr+Nuq7GrjuNtDJlDNMmzSr/8u9e4b/48s/suRPb3JEdXPmm\ni4vL4+PILwB+7fLLj82ubjcMw8lOCctDyNuJUJ1JyjRt3rq1zo25JHOr2S2B/0BXgC88O8LZkTB/\n8doMK+a6YzGnCBQhkBKml9NYifWqk8/uuFmk3XFrI1xcHoxsJcd0apa7qVnupuco75LlHw7VsvyT\nDAb777tDurQluaJByXDqogQNV58apiW5NrPJ7dkii2tb72eoz0O6nEVVwCh5KZVUPLrKmeEOwkEv\nt+YzPHPmMih23fkGCaqicqHzPB/dTQLOeHF1c/+NAwtlE8O0kUhsUWa9tMw7t1d56cLwns+7V/2A\nO365uLg8Ko78AuAoUalYFMsWitRp09sRemOWiqeK/Kvv3GIzs3Vy6u/084VnR7g40eUE+rbka589\nzUp6gD+9tUZFpEjnS6Q32yklNW6KeQa7Agx2B1jdbOj+mwN8N4vUmu0OG25thIvLvdlvlt+v+Tld\nzfJPhccJ3EeWv5mKYVEsm5QNC0WIulmnaUluLyeIm4sMdAUY0Mf48+8vs5m0aFh6wqkBPy893cnt\npf+/vfsMsuu87zv+Pefcvnu3oSzRCbYHJEF0ipQUEywSJUpyUcZJZuxxQkXKOHbiKLEnHkfWKDOZ\nRHLsUYrHZRwlERPb0YsoUmKGI4mKZJBgLyAIkgAfECTAgrrYBmD39vPkxb27e3exDVxgbzm/z8zO\n3HtuOeeZ3f2f5//UYcZOJMnEMsSyPhf9AnfctJJiqcLjL70PwCvHzpLY/AZnxs4ymB/G86A30cP3\nDz5LcGo7HgGvHjvP9t2LWxVv26rb2ffOAUY4RRirxulS6jzPjD7OnvBXPtR8AMUvEVlOSgAW4Jxj\nPFekWIREkKIrPn11oeGLBfa9cpKX7blpY/xjgcddt/bz0Ec31Vr4q9PQujoTZFJxLhYrdAzsIp45\nTb5YZvxsH4UOyKQ9Tg+N86k7N0xW+mer4H/YVSjameZGiCzOSP4Cr5x7jbcXGMt/tVr56+UKZXLT\nxvdPVerLFcePXjzOydgBysEYh06soXQmJCzHmKj8BzHHrluz/My2tfz4+bMMDEGhGJAv5Ojv7WDL\npl62bOjlRy++NxkLjo+/RXzoJF6sXF06OnSMFsbJhTk6MqdJ5TZw8vwYW0fWsabjumkbaM02ZyDu\nx/j13b/MN376FwyF7xGECeKxgKI/OmePwUIUv0RkOSkBmEOxVKnepCrVJUZ7Uqlpr49cmqj4D1Cp\nq/nHAo9sJkEy7rOhv7N6y3KQTSfozMSnfYdHQCq3gXKuBG76DTgImquCr65pkfbxuz/5/VmP14/l\nvxqt/BOcc4zXxvc7qlX52cb3v31qhNPF9ykUUpROG1xxat6X7zs6so50wuf6lSs5dSbk/HAJ3/fp\nySYoFMvsMKv57F0bJ2PVlQq8GL+05RcXtbpPOpHgc9t28eixITzPI5OMAc29r46IyAQlAHUmJqGN\nF4rgArKJLIn49FUdRi4VeOLgKV5689y0iv+qnjSZZEChVMHzPPp702zZ2EsmFacrE79sidK7t17H\n/gPvc/L8GJlkgEeSVDLAOdd0Y/pbpWtacyNErty1aOWf4Jzj0viM8f3zvH9wpMSl06uoFKbG0XtB\nma4VOZJhF75LcV13hjs2r+bwu0PgHHhQLIX4vs9NG3qIx/zLYsHmzM0k+oqcGTvLuJfD86E7kSGe\nTxOMr8ExFXfjvr/oFvyd123lyPCbtR4DN2ePwaK+S/FLRJaREgCgVK629ueKJWJ+nGy8h0Sw+Ir/\nA7vXsXXzCsLQ8do7g7w/cInN/Vn6ezMkE8Gs54zHgmnj+LduXsHrxweB5mthb5Wuac2NEFmcT9+0\nlzSdV7WVv16lUmEsVyFfLOP73ryVfoDBkSJPHjjPOx+MA7XY64XEV57BbCnz+Rt+nrc+qG7mddum\nPoLAY+vmFRz7YITD745QKlWIBR4/eOY4wyP9xHyPrZv72Lp5BUHgVSvS/m0LTgK+0ngR92P80q2L\n6zFY8LsUv0RkGUU6AZgYi1qqVIj5AV3JblLB9KE+o5cK7Ju14p/i/l3rueOGFfi1RarLYchbJ4c5\nP5Ln1PkxTpy9OG9L+cxx/M1WoW5FmhshsrCfNZ/k7ODoVf/eiY27CuWQoLb7+XwujZd55tUhXj92\ngbpF07huVZz+jRe5ddNN3NZ3GzE/xrYbkwC4MCSbjtOZSbDz5tWcOH0REgHjxQrHPhjh7Q9GicV8\nVnQlWb+qsy4Gz96yv9R4EfdjH2rM/6zfpfglIsskcglAGIaM5crkS5XJsaidiQ4ysY5p7xuttfi/\nOKPiv7I7xQO7p1f8odrV/e7pCwxdKBIE1Vb/Zm0pv1LqmhaRuUwMncwXypQd+B4ECzT5F0shL74x\nzEuHRyiXp+Lruv4Un9izhpvXrrpsKJJzjljg0dudJlaLsUHgkUnHGcuXKdViunOOUqnCeKHSNjFY\nptMuzCJLF5n/mnyhOgGtWHEEXvUmkQpSdMY78OpuNKNjRZ44eJIXj1xe8b9/13q23Tij4h+GpFNx\nujsSvH/u0jUtQ6OCnrqmRWQm5xxj42VypTIwMbF3/s9UQsdrRy/w7KEhxvOVyeN93XEe2LOG7Zv7\n8f3Lh026MCSbSdCZmT40c6Jx4ugHIwDEAr8at50m47arxW7WJiLza+v/mIkNZgp1rf2+5wi8GN2J\nLLG6gHFhrFhr8T9LuW4jrhXdKe7ftY7tN66cVvEPnSMVD+jpTE8ev5Yt5Y0OeuqaFhGoxtWLuRKF\nYgXPm39S7+RnnOPYe2PsPzDI8MXS5PGOdMDenf3cfet6YsHljQqhc8R8j96eNPHY5YnBROPES2+e\nZd/BU5QrIWeHxsHzySQD9Va2oUMDi9+sTUTm1pYJQKFY5lKuiB05hufB5uwNBPjg+XTGO6eN878w\nXqv4H5le8c92emy9LcGDW28nGZtavjOsrV194vQFYkF1tYmJBOBatpRfy6CnJT5FZCGXbdy1mJo/\ncPJcjideHuT0QH7yWDzm8dE7VnLf9o0kE/FZP+fCkM50gq6OxKyvT32Xz0e3rmHPln7ePnuJ4eFx\nwBHU4vNC8UzDSUQkitom0rnQ1cb2lylXyuw7+9cM5QerY/MvHeeh9Z+jKzG1ideF8SJPHjzFCzMq\n/n1dSXo2niHsfZczHvzg5HE+t+Hn8AmIxTw600m+8/+OzrkkZqu1lLfKEp8i0hiFYpmxfJly5fKN\nu+YzNFpk/yuDHHtvbPKY78EO08uDe66nK5Oc9XMudMRi08f6L0Y85vMzO9YxMHBx0Z9pdM+qXLlt\nq27n9fNHFtysTUTm1/JRrlAskytUKJYrkzem42PHGcydx/d9fM9ntDDK+2PvcXtiKxdrFf/nZ6n4\n379rPfEVZ3hu4N3J7xrInePo6JvcvW4nmVScF46cbciSmNcq6LXKEp8isrxyhTK5XImKA8+bfeOu\n2Yzlyjz76hCH3pq+ss8tm7I89JHr6e/tmPOzLnR0dSToSM/eK3C1aThJ67maS6+KRFlL/te40DGW\nL5Mvlqv7wNTdnEIcHh6BF+B7Pp7n1VapCHns2RM8f/jyiv99O9ex4+ZVBL7HG8Nnp53L9z26O5Nk\nUstzQ5qLgp6IXGvO1XpSi2VCwIdFD/UplkJePjzCi28MU6pf2Wd1moc+spEb1vbO+dnQOZJxn966\nOVUic7maS6+KRFVL1SDzhTL54vTW/ombU4gjIKArnmH3yj2czp1iIHeOciGgePp6Hv0gT6kyPvld\nfdkk9+2aqvhPMN1bODpqGSycJwg81s5oaW/kkpjXIuhpiU8RqVQqjOVrG3fVgupiBwGGoeP1Yxd4\n5tUhxnJTK/v0dsV58M4NbLth1WU7oddzztHTkWhII4uGk4hIVDV9AlAuV7gwVqRQt5V8fVe0A3w8\nsjMm99678iEeffEwR98uUakAhAD0ZpPcv2sdO25eSeBPv8WFYUgqHufhrX+bw8NvApe3tLfbkpjt\nVh4RWbzLNu5abHM/1Yr72x+Ms//AeYZGp1b2yaQC7tu1lrtvW3NZjK032eqfTV/Rea8m9ayKSFQ1\nfaQbGM5TLFUuW2quuqynR2csQyqWnjx+KVdi/6uneO7wWUrlcPJ4b7Y61GfnLZdX/J1z+L5HX1eS\nVG1Fivla2lttou9C2q08IjK/8UKJodE85dqqZgtt3DXT6YE8T7x8npPnpq/s8/E7+tm7fQPJxPyT\ndxvZ6j+ThpOISBQ1fQLgz3Fn6oh1kF5ixR+qN6KuzPJNOhMRabSxfInQuStueR++UOSpV4Y4+u7U\npoeeB7tvWckn7txIV2b+JTvDMCSVCOhpYKu/iIi0QAJQL3SOdJCiI945Oab0Uq7EU4dO8ewb0yv+\nPZ0J7tu1np03r5x9g5nQkU7G6OlMzDs+VUQk6sbzFZ47NMSrdpS6DdLZsqmHT39kE6t703N/eIKr\nNsikk2psERFptJZIAEIcCS9GR93uvWP5EvtfPc1zb5yhOKPif+/Odey6ZdUcFf+QRDygpzt5RWtM\ni4hETakccuDICC+8PkyxNFXzX7+6g4fu2sTmNV3zfLoqDMNaY0tSjS0iIk2i6ROAgIDeeA+xoNpq\nNJYv8dSh0zz7xhmKpamKf3dHteK/28xe8XehIwg8ervSC45PFRGJsjB0HH7nIk8fHOTS+NTKPn1d\nST71kY1s3dy3YGXe1YYYrVDMFRFpOk2fAKzI9DGUH2M8X2L/h6n4u+q+AN2dzTHhTESkWTnnOH5y\nnP0HBjk/Upw8nknFeGDXeu68dfWscXam0DkyyRjdHRpiKSLSjJo+ARjLlXj8hfd4ZpaK/96da9lj\n5r4hudDRmYmTXWBimohI1J05n+fJA4O8fyY3eSwe+Hx82xru2b6GVGLh28XEimoru1IkYmr1FxFp\nVk2fAPzunz5NvjjVBd3VkeDeHWvZs2Xuin/oHOlEQHdnUitNiIjMY/RiiadeGeTNEzNX9lnFA3s2\n0N2xuAYUF4Z0ZhJqcBERaQFNnwBMVP67MnH27lzHHrN6zo2qQueIBx59nWp9EhGZTy5f4fnXhzn4\n5giVqc5VzIYePnXXRq7ryyzqe1zoiMU8ervTWlhBRKRFNH0C0N2Z5J5ta9izZe6Kv3OOwPPoySYm\nN/ISEZHZ7XvxDD997gyFumGV61Z18Om7NnLj2u5Ff08YhnR3JLWPiohIi2n6BODf/NrHuDCam/N1\n5xzZdJxOdTuLiCzKD/afmnzcm03y4J0buOPGFYseMllt9fdZqVZ/EZGW1PQJwNwTfEPSqbhWmRAR\n+RDSyRj371rHXbf1L2plnwkudHR1aPd0EZFW1vQJwExhGJJMBHR3qOVJROTD+Cd/ZwfdqRjp5OJv\nAaFzJOM+vZ1pfF+NLiIiraxlEoCJ5eW0qYyIyNJsu2kl5wYuLfzGGuccPR3aS0VEpF20RAKgcf4i\nIsvPhSHJRIyerJZUFhFpJ8ueABhjfOBPgG1AAfiStfbtud6fScaI92U0zl9EZDk56O1KamU1EZE2\ntPiZX1fPLwAJa+3HgN8Bvjnfm3u7Uqr8i4gsk4mx/v19aVX+RUTaVCMSgI8DPwSw1j4P7GnANYiI\nSB3nHJ4HK7tT9GbV8CIi0s4859yyntAY8y3gf1lrf1h7/i6w2VobzvGR5b1AEZHmdVVq5WeHxly5\nMhVawzCkM5OgN5u6Gl8vItJqItfi0YhJwBeAbN1zf57KPwADAxev7RU1wKpVWZWrhahcraWdy3W1\nDA2NVXdRDzx6O5OU8yUG8qWr9v2N0K6/d2jfsqlcraWdyxU1jRgC9DTwGQBjzN3AoQZcg4hIpLkw\nJJuOs7onQzympZVFRKKkET0A3wc+aYx5uvb8Cw24BhGRyEolYqzq1WaKIiJRtewJgLXWAb+23OcV\nEZGq7s4kxVyx0ZchIiIN0oghQCIiIiIi0iBKAEREREREIkQJgIiIiIhIhCgBEBERERGJECUAIiIi\nIiIRogRARERERCRClACIiIiIiESIEgARERERkQhRAiAiIiIiEiFKAEREREREIkQJgIiIiIhIhCgB\nEBERERGJECUAIiIiIiIRogRARERERCRClACIiIiIiESIEgARERERkQhRAiAiIiIiEiFKAERERERE\nIkQJgIiIiIhIhCgBEBERERGJECUAIiIiIiIRogRARERERCRClACIiIiIiESIEgARERERkQhRAiAi\nIiIiEiFKAEREREREIkQJgIiIiIhIhCgBEBERERGJECUAIiIiIiIRogRARERERCRClACIiIiIiESI\nEgARERERkQhRAiAiIiIiEiFKAEREREREIiS2nCczxnQDfwFkgQTwm9ba55bzGkREREREomy5ewD+\nGfBja+29wMPAHy/z+UVEREREIm1ZewCAfw8Uao/jQG6Zzy8iIiIiEmnXLAEwxnwR+KczDj9srX3Z\nGHMd8OfAl6/V+UVERERE5HKec25ZT2iMuQP4DvBb1tofLevJRUREREQiblkTAGPMbcD3gL9lrX1t\n2U4sIiIiIiLA8icA/xvYBrxbOzRirf38sl2AiIiIiEjELfsQIBERERERaRxtBCYiIiIiEiFKAERE\nREREIkQJgIiIiIhIhCz3RmCLYozxgT+hOmG4AHzJWvt2Y69qaYwxdwG/Z629zxhzE/AIEAKvA//I\nWttykzGMMXHgvwKbgCTwr4EjtHjZjDEB8C3gFsAB/5Dq3+EjtHC5JhhjVgMvAw9QLc8jtHi5jDEH\ngNHa03eAb9Ae5foXwM9S3Tjxj4CnWUK5FFubn+Jqa5VrQjvGVVBsbdgFLoNm7QH4BSBhrf0Y8DvA\nNxt8PUtijPltqoEvWTv074CvWGvvATzg5xt1bUv0y8BArRyfBv6Y6u+q1cv2OSC01v4N4KvA12mP\nck1ULv4MGKNajpb/WzTGpACstffVfr5Ie5TrXuCjtTh4L3ADS/87VGxtfoqrLaYd4yootjbsApdJ\nsyYAHwd+CGCtfR7Y09jLWbJjwN+k+kcFsMta+2Tt8Q+ATzTkqpbufwJfqz32gRJtUDZr7f8BfrX2\n9HpgGNjd6uWq+QPgT4HTtect//sCtgMZY8yPjDE/McbcTXuU60HgtdryyY8Cf8XS/w4VW5uf4mrr\nace4Coqtba1ZE4Au4ELd80qt67olWWu/B5TrDnl1jy8B3ct7RVeHtXbMWnvJGJOletP6KtP/plq5\nbBVjzCPAfwT+kjb4nRljHqbasvh47ZBHG5SLaqvbH1hrP0V1WMFfzni9Vcu1CtgN/CLVcv0Plv77\nUmxtcoqrraWN4yootra1Zg38F4Bs3XPfWhs26mKugfqyZIGRRl3IUhljNgA/Bf67tfY7tFHZrLUP\nAwb4z0Cq7qVWLdcXgE8aY/4a2AH8N6qBcEKrlusotRuTtfYtYBDor3u9Vct1HnjcWlu21h4F8ky/\nKX2Ycim2tgDF1ZbSrnEVFFvbWrMmAE8DnwGodTkdauzlXHWvGGP21h4/BDw535ublTGmH3gc+G1r\n7SO1wy1fNmPMr9QmCAHkgArwUquXy1q711p7r7X2PuAg8HeBH7Z6uajegL8JYIxZSzV4P94G5XqK\n6hjwiXJlgJ8ssVyKrU1OcbW1tHFcBcXWttaUqwAB36eaUT9de/6FRl7MVTQxo/y3gG8ZYxLAYeC7\njbukJfkK1az5a8aYiTGrXwb+sMXL9l3gEWPME1RXCPgy8Cbt8Tur52iPv8X/AnzbGDMRsL9AtaWq\npctlrX3MGHOPMeYFqo01vw6cYGnlUmxtfoqrra1d4iootrY1z7m2XuVIRERERETqNOsQIBERERER\nuQaUAIiIiIiIRIgSABERERGRCFECICIiIiISIUoAREREREQiRAmAiIiIiEiEKAGQtmSM6TbGfH+B\n93y7tuPmfO/ZV7c5yGyvX2+MeW2O1x4zxqwxxjxsjPl27dgJY8zGxZRBRKTZKLaKtIdm3QhMZKl6\nqW7LPp97WTgJdkxtMnRFrLWfBTDG1H+HNt4QkVam2CrSBpQASLv6Q2CtMeZ7wKPAb1K9QbwM/GPg\nN4C1wGPGmHuAB2rvSdd+vmSt3b/Ic3XWznMjcBT4orX2gjHmBLAX8Go/IiKtTrFVpA1oCJC0q98A\nTgFfA74C3GOt3QaMAf/SWvt7tdc/A4wAvwp81lq7A/i3wD+/gnOtB75urd0OHAe+WjuuFikRaTeK\nrSJtQAmAtKuJVqG9wF9Za4drz/8T1RapSdbaEPg88JAx5l8Bfw/ouIJzvWatfan2+M9nfr+ISBtR\nbBVpA0oApN35TO8i9pkx9M0Y0wm8BGwC9lHt4r6S/43yjO8vz/VGEZE2odgq0sKUAEi7KlO9Ge0D\nfs4Y01s7/g+An9a9Jw7cAlSAb9Te/xkguIJzbTfG3F57/PeBHy/lwkVEmphiq0gbUAIg7eoM8B7w\nH4CvA08YY44AXUyNI/2/wGNUx6keBI4ATwCHgMUuJ+cAC3zdGHMI6Kudb+K1+h8RkVan2CrSBjzn\n9L8jIiIiIhIVWgZUZAHGmBuB787x8pestS8v5/WIiLQDxVaRxlEPgIiIiIhIhGgOgIiIiIhIhCgB\nEBERERGJECUAIiIiIiIRogRARERERCRClACIiIiIiESIEgARERERkQj5/9ZLkc3Tgt9CAAAAAElF\nTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also use the `jointplot` function to show the marginal distributions of the two variables." ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.jointplot(\"total_bill\", \"tip\", tips, kind=\"reg\");" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAacAAAGpCAYAAAAp5fnoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOAkhhCg5/z/zDpmcT6WGqAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `interactplot` function can be used to help understand complex interactions in your dataset." ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.interactplot(\"age\", \"fare\", \"survived\", titanic.dropna(), logistic=True);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAegAAAFkCAYAAADrIqivAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n29wAJQAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Linear models with categorical variables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The low-level `barplot` and `pointplot` functions, and the higher-lever `factorplot` function, can draw similar plots in cases where you have categorical predictor variables." ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.factorplot(\"time\", \"pulse\", hue=\"kind\", col=\"diet\", data=exercise);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAw8AAAFiCAYAAACwKeR7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "sns.factorplot(\"sex\", \"survived\", hue=\"class\", data=titanic, kind=\"bar\", palette=\"Purples_d\");" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAaMAAAFhCAYAAADdtcVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/X+KkIbQizkWHQAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Linear relationships in large datasets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To explore many relationships simultaneously, you might want to look at scatterplots for each paired variable." ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.pairplot(iris, \"species\", size=2.5);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAx8AAALJCAYAAADVtJ4jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a similar visualization, you can draw a heatmap of correlation values." ] }, { "cell_type": "code", "collapsed": false, "input": [ "f, ax = plt.subplots(figsize=(9, 9))\n", "sns.corrplot(titanic.dropna(), ax=ax);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAesAAAGgCAYAAACKbE8OAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also fit a linear model and plot the model coefficients." ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.coefplot(\"survived ~ pclass + scale(age) + sibsp + parch + scale(fare)\", titanic.dropna());" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAlsAAAC8CAYAAABPG2tiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n1ET/H4cwhkmfgz00AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 12 } ], "metadata": {} } ] }