{ "metadata": { "name": "", "signature": "sha256:bf569dc827f09435a8e7e1c78b194285fef6b724ca997a7f9aa294004b9c6266" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "from beeswarm import *\n", "import numpy as np" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "d1 = np.random.normal(size=100)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Test arrangement methods #" ] }, { "cell_type": "code", "collapsed": false, "input": [ "beeswarm([d1], method=\"swarm\");" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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VarzxxhuC0lRCbI2SNrFrxcXFGD58OF/x8eKLL2LNmjXltgKbMGECNm7cyA8+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\nsCG/gBTHcXj++efBcZyNIyO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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "beeswarm([d1], method=\"hex\");" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "beeswarm([d1], method=\"center\");" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "beeswarm([d1], method=\"square\");" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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wGMjLy4u8vLwoIyOD/vvf/4ptBoOB4uPjyW6307PPPkt6vV68x+rVqykvL4/q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\n1cjukfj4+C2//vpr68zMzKj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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Test input methods #" ] }, { "cell_type": "code", "collapsed": false, "input": [ "beeswarm(d1);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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VarzxxhuC0lRCbI2SNrFrxcXFGD58OF/x8eKLL2LNmjXltgKbMGECNm7cyA8+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\nsCG/gBTHcXj++efBcZyNIyO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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "beeswarm([d1, d1]);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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rC6ZMmQK9Xs8LbpZl8emnn4qiq4gItWvXBgBRdKXdbofFYoGrqyuK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\nWRNDhw5FXl4eHj58iBo1avDntGvXDnf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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "beeswarm([d1]*4);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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wpi+ZTAadTodLly7BYDAwVxXHcejSpQtSU1OxceNGyaowLCwMAJCTk4NHjx6V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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "d2 = np.random.uniform(low=-5, high=0, size=100)\n", "beeswarm([d1,d1,d2], positions=[1,2, 5], labels=[\"test1\",\"test2\",\"test3\"], col=[\"red\",\"green\",\"orange\"]);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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uXLgAQGJiItOnT2f16tW36WLC5xOw/mxFWahgm2Ejv+TH5XLx3nvv0aZFG5SF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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Test axis methods" ] }, { "cell_type": "code", "collapsed": false, "input": [ "beeswarm([d1,d2,d2], xlim=(-2,5), ylim=(-6,6));" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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cmZnpUIRjY2NfeJ1PnjxR1DGZTFi6dCkWLlyIadOmSfHK9+zZI8VIMRqNqFGj\nhsOYKM/zyy+/IF++fNDpdKhduzbu3bvnsNzZs2cVHjc8z7/Uu+b3339XhOAVRRG///47Zs2ahRkz\nZuDSpUsAgAULFoDneZhMJoiiiJ49e76y73a7XUqqYTAY0Llz59e6ZkbeJ1eFOzMzU+vl5fXX5cuX\nPdPT0/VscfKfce3aNezbtw937tz5x3X9/f0VQtygQQMMGDAAOp0OHMehXLly0kaXUaNGKZI6+Pv7\nY+HChYpZo5eX12v14fLly+jYsSPq1KmD6Oho2cJllnDHxMQgISEBFy5ckAl9FjVr1pQWN1UqFZyc\nnODn5yctrvI8j+XLl8PT01MhkAsWLFC0l5SUJO3IPHr0qOzNQ6/XIywszOG1HD58WCHCJpMJx48f\nx8WLF3H16lXF7DslJQUeHh6yHa8lSpRAwYIFwfM8DAYDjEYj9u/fr9jkJIqiw0XcR48eSckolixZ\nonhLGjRo0GvdG0beJleFGwBt2LAhvGTJkue9vb0vTpgwYaiscSbcL+Tbb78Fx3FSnO41a9YAAE6d\nOoUBAwZg4MCBssBPALB7925MmzYNK1euRNOmTWVCqdfr0aBBA5kIa7Va1KtXDwBw9+5duLm5ged5\nydtk7969SEpKQmhoqOTvbTQasW/fPumcV65cQePGjeHn54e+fftKEf1u3rwJZ2dnabYuiiKKFSsm\nEyiz2Yz69euD4zgIgoBy5cpJQaj+/PNPxMTEYNOmTejYsSOKFy+OkJAQTJw4UfEgyZcvn2I2rFar\nMX78eKmfGRkZaNmyJbRaLbRaLVq1aoXJkycrglvp9XqH9yM1NRXu7u7SmGq1Wri7u8Pf3x+CIIDj\nODRq1Eia8R48eBAxMTHYsmULwsPD4enpiSZNmqBHjx6Kt4igoCCHYQri4uKk89+9exdBQUHQ6XTQ\narUYOXIkWrdurXg4lypVKrv/9Bh5gFwX7pc2zoTbIRcvXlT8IQuCgD179kgCpVKpIIoiTpw4AQD4\n+uuvIQgC9Hq9ZF8uVKgQTCYTTCYTfHx80LdvX8UfuouLC86dO4cWLVqgWrVqaNu2LaZPn44DBw6g\natWq0Gg00Ol06NGjB1asWIG///5b6ueDBw9QsGBBScw4jkP9+vUBADNnzlSEjBVFEa1bt0bhwoUR\nGBio2HSk1+sRGRmJmJgY8DwPo9EIURTRuXNnaTY7ffp0hdjqdDqEhIQo8mhu27ZN6uuIESNkY8rz\nPJo0aaIJFZqgAAAgAElEQVR4CLi4uLzwvly9ehU1a9aEq6srateujWbNmsn6IggCJk2ahC+++EKy\n9QuCgG+++UZqo02bNop74OPjo0hoIQgCrly5ItVr2LCh7I1IFEVF7lAiQvXq1XPmHyHjPw0T7jeE\n3W7HxIkTUbRoURQrVgxz5sx5YdlNmzYp8kqKoogaNWoo/uibN2+O5ORkhZhlJR1etGgRRo0aha1b\nt+L7779XPBDKlCkDs9ks88keOXIkwsPDZUIhCIIiiXFcXJzCfKDVavHo0SNER0crXv8FQZDVdyRi\nXl5eDgU/a5Z/7NgxhXmjdu3auHXrFipUqACtVgudTocxY8Zg9uzZ+P7773H16lVUrVpVca6qVaui\nQoUKko2Y53msXLnyte9pqVKlFG3WqVNHMcYGg0F6k1i6dKnCvDFw4ECcPn0aRYoUgU6ngyiKmD17\nNmbOnIm5c+fiwYMHcHFxUZyrd+/ecHV1lWb8RqMRx44de+3+M/IuTLjfENHR0QpPjBeJxKVLlxR/\n/KIookqVKg6F4saNGwqxM5vNmDJlCkwmk2TiqFu3LqpXry6ZPZycnDBgwACF6Ds5OSkeHESEESNG\nyPq5fv16h8KdlJSEhIQExQPhs88+k9UfN26crN8ajQZhYWEKwTebzVi+fLlUb8WKFXBxcYFer0e1\natVQsWJFWCwWVK5cGSdOnEBCQgIKFSoEQRCkBb/nZ6c6nQ5RUVFIS0vDokWL8M033+D48eP/6J42\nadJE1ibHcejYsaNi7Ewmk8ysNWHCBBiNRnAchwYNGsDHxwdOTk4IDw/H5cuXcejQIel3QRBQpEgR\n+Pr6ytrMSjF37949/PTTT/juu+9e6K3CePdgwv2GCAwMVAhh48aNsXnzZpQvXx7e3t4YPXq0tEA3\nZ84cyevDaDRi8+bNmDNnjsPECTabDcWLF5d5fxiNRnh4eCjEf9GiRdi5cyfmz5+PM2fOYMqUKQrh\ntlgsKFGihGK2/MMPP8ButyMmJgZdunTByJEjUbx4cVmI2qioKMyePRv169dH48aNUatWLQQFBWHQ\noEFo0KAB/Pz88OmnnyI1NRXnz5+Xzep1Oh3OnTsHNzc3xbkXL16McePGYd68eUhPTwfw1O5cuHBh\n6brVajUKFy6ssCOrVCpUq1YNRYoUkUxHbm5uUm7Mf8uNGzdQrFgx6R5VrlwZV65cUZhfnJ2dERMT\ngy+//BIrV66UzD5Xr16V7VTV6XSoVq2a4gGt0+nQqVMn6SFsMplQuXJlaZGS8f7BhPsNERoaKvtj\nVKlUCA8PV/hTDxs2DMBTH+Dvv/8eCxcuxKNHjwA8NbfMmDEDxYoVg4eHBwYPHizZQS9fviyZCtzc\n3LB3717FrF2j0WDkyJEICgoCx3EwGAxo0KCBYmY8YsQI/PbbbxBFUQpEFRgYiLS0NHz++eeSMBkM\nBpQsWRJ9+/ZFo0aNMG3aNJk/uFqthrOzM86cOYP8+fNLAqvRaFCiRAmEhobKHjZ6vR4jR47E2bNn\n4e7uDp1OJz0MBEGAWq2GIAgIDg5GZmYmjh07BrPZrJidPz/WRISyZcvi8ePHiI2NxbJly3Dx4sV/\nlW1+48aN+OSTTzBu3Djcv38fKSkp2Lt3Lw4ePCgF1tq6dSvMZjN0Oh0KFCiAhg0bSiECRFFEt27d\nAACLFi1ShBjQaDQKDxkiQseOHXHz5k2sWLECK1aswK1bt3LinyUjj8KE+w2xb98+maAZjUZ07txZ\n8QdapEgRfPPNN1JMa1EUFS5eO3fuhNFohMViAcdxGDt2LICn/tldu3bFhx9+iFGjRqFy5cqK2CG1\na9eWmSIEQcDnn3+OZs2aoUaNGvj2229lPtmffvopOnXqhNjYWKSnpzv0q37WF/t504nBYMBHH32k\nOJ718Hr+WKtWrQA8fUg9fPgQGRkZijeCrE04jhZxeZ5XeJ7wPI8hQ4bAbrfjiy++gE6ng8FggJ+f\n3z8SwB9++EEWD8bd3R0PHz50WNZms+HBgweIj49X9DFrE05cXJxCuHU6Hfr27at4oC9btgzp6elo\n1qwZdDod9Ho9wsPDX7qBifHuwoT7DXLy5EkMHjwYQ4cOxYULFzBy5EiFb/PzLnNZwvPnn38CeCoI\nz9tQBUHAvn374OnpKZkessLC+vj4gOM46HQ6jB07FiVLllSIZYsWLbB+/XrUr18fERER0s69rl27\nQhRFaLVaiKKIXr16OfTFXrp0qXSNzwuRXq9H586dHQp31kPs2eucMWOGbMxSUlIcnnPx4sWw2+1o\n166dJNKiKKJt27aw2WwYNWqU5NqYtTElNjZW4Q5Zq1at175/Tk5OinH/8ccfATzdLORot+ahQ4cc\nvhUcP34c6enpqFixoiwJ9OTJk5GWloZ27dpBr9dDFEVMmDABAKRrena8mN/2+wkT7rdIQkICnJyc\nJPESBAHTpk1TiJ/FYpFSj927d89hYt0hQ4YoxFGn0+HBgwe4efMmkpKSAAAREREyIeQ4Dq1atVJ4\nOixbtszhTLFatWqyDTEWi0VmK+7Xr5/MZTFrYc7R6z8RyXy9VSoV+vTpozBhBAUFyWb6oiiiT58+\ncHZ2Rr58+dC6dWsMHToUMTExit2acXFxmD17Ns6cOYMvvvhCcX4nJ6fXvl/Pj4der8fo0aPh7+8P\nrVYLvV6P7777TlYnKSkJBQoUkN4uVCoVChYsiJYtW8JsNqNw4cLo1q0bhg0bho0bN8rqPnnyBD//\n/DPmz5+Pa9euOTQBValS5bX7z3h3YML9lrly5Qr69++PLl26YMuWLUhNTUW+fPlkf5yiKCI+Ph7X\nrl1DZmYmnJ2dFTO/7777zqFwL1q0CAUKFIDBYECdOnVw+vRpuLm5SQtqAQEBqFSpkkIQateurZgp\nmkwm7Nu3Dx06dIC7uzuCg4Nx+vRp6Vpu3LiBefPmITIyEgEBAQgPD8cff/wB4OkGkmrVqilMNw0a\nNFCYbmbNmiUbozt37kgp0Tw9PdGrVy/Zg0YURcyfP19Wx2q1IiwsDEajUfIueb4eEcHPz++171Xb\ntm0VYQTKly+vuKa9e/fK6v3555/SRp3y5cujUaNGinYOHDggq/Pw4UN4e3tL5jKTyYTmzZsrFnPb\nt2//2v1nvDsw4f4PcuTIERQqVAharRZmsxktW7aETqcDz/MoWbIk4uLiYDabYTabYTAYMHnyZDx5\n8kRa0MuaNYeEhCg2uISFhSEpKQmxsbH46aefcPXqVQQFBSmEu2nTpjLf4ayZYtbOyAMHDuDnn3/G\nmTNnAAB//PEHLBaLtKDp4eEh+S5nYbfbMW7cOBQtWhReXl5YtGiRItcmEaFly5aYOnUqTCYTeJ5H\nVFSU5EkCwOGDJmvjTxarV69WvLmYzWZ8+OGHkjukxWL5R37Pqamp6NatGwoXLoyyZcti9+7dDjcD\nff311+jRo4fkijh+/HjZW8TzD0S1Wo0xY8bIzjVmzBhF2wEBAShevLjkXeLu7p5tzxhG3oQJ938U\nu92OR48eYdWqVTK7rEajwYcffojExERERUWhYsWK6NixI27duoVbt26hY8eOCA4OxpAhQxxu6dbp\ndFi/fj1EUZQWN59NwpA1A9y9ezdOnz6N0qVLw2AwoGzZspKdfcCAAdIskOd5zJ49G6GhobLFRr1e\n/1r21zp16ig8Sxo3bqww3fTr10+q83yyYbVaLc08k5KSkJmZiVmzZilMG2q1Gunp6di5cyfWrFmT\nIwmJixQpong7atKkiWI8Fy1aJNV53t2R4zjMmDFDuuc2mw1du3ZVPJzc3d2RnJyMjRs3YsOGDZL5\ni/H+wYT7P87w4cMVf8AWi0XmSpgVN+P5P2RHAaKcnZ0Vx3iex8yZM1GjRg3Url1btlX87t27mDZt\nGsaOHYvjx4/j1KlTDvNSPu/3TUSIjIx85fWdP38e+fLlk9wOvb29Hcbg8PLygtVqxenTp7F69Wpp\n0VSn08FiseDQoUOoUqWKFIvkec8MjUaDihUr5vj92b59u+QBZDQaUatWLZQtW1bR/2bNmiE1NRXH\njx/HrFmzJPdGjuPg6emJo0ePolixYtBqtdKD6tlx5jgOH330UY73n5E3YcL9H2fu3LkKofT19XW4\nQLl+/XpMmDABpUqVQsWKFfHrr7+ifPnysjRl3377rUK4LRYLVq9ejW7dusHX1xeNGjXC1atXcfv2\nbbi6usJgMEg+1OPHj3e4Hd9RGFlH0fkckZiYiGXLlmH16tVITk7G4MGDFZEKAwMD4e/vD1EUIQgC\nAgICMHbsWHz99ddISEhAgwYNFFv0Bw8eDFEUoVarUaFCBVy/fj1X7tGlS5cQExMjxQF/fhFRq9Wi\nXbt2cHV1ld5SGjRogLFjxyI6OhoPHz5EsWLFZG8sPM/jk08+gV6vh0ajQcOGDdkMmyHBhPs/TmZm\nprTIlrVNfc+ePQ6Fu0OHDopX9D179mDBggX46quvsGnTJiQnJzuccQcFBUmLhBqNBq6urpLP87Nl\nS5QooXiQuLi44NGjR2jevDk0Gg20Wi0+//zzf7XBBQBu376NwoULS+58oiiicePGsmvmOA5DhgyR\n6jy/YEtE+OKLL2C32994jOrjx4/DaDRK8U8KFCiAcuXKyUxCoihi2bJlAJ4uRD4/zllxx202m7Sx\nh8HI4lXCna3UZYzso9VqafPmzXTgwAF69OgRVa5cmVxcXCg8PJy2bNlCqamppNfrKX/+/LRz505F\nPspVq1aRwWCgb775htRqNfn4+NCcOXOoe/fupNFoKCMjg7788ksaMWIEpaenExGRzWajlJQUOnv2\nLGVmZsr6k5KSQsuXL6fWrVtTZmYmOTk50caNG8lsNtOqVavIarWSWq0mtfrfpystWLAg/fHHH7R8\n+XJKT0+nhg0bUuvWrSkjI0Mqk5aWRkePHpW+u7q6SpntiYh4nqeiRYuSSqVSZK7PbSpUqECnT5+m\ntWvXklarpVatWpGXlxfZ7XapTHJyMp09e5aIiIxGI2k0GtlY2+12KlKkSLbHkvGe8jJVz+6H2Iz7\nX5Oeno6RI0ciNDQU3bp1Q2JiIry9vRWLcU2bNlVsOgkLC8P9+/fx+++/4/Tp07h3757DGd/kyZMV\ni4R9+/YF8NTd7t69e/96Vv1P+eijjxQz7t69eyMqKgo1a9ZEnz59YDQapQw4lSpVemUsjydPniAq\nKgqenp6oVq2a5LqYGwQEBMhMIaIoYtKkSWjevDnCwsLQp08fWSjb9u3bv3Jsr1+/jgYNGqBYsWJo\n1KgR8zB5jyBmKnl3eDZkqFqthtlsdpiSzNnZGStWrJDyVhYoUAD16tWT6hoMBpQpUwZpaWn4v//7\nP7i6usJisaBbt24yt7yc4MqVK1IiAR8fHxw5csRhufv378PPz08StsDAQFkscEEQ0LZtWyxduhTr\n169XmEfsdjt27tyJFStWICEhAcBTj5bnNxP90xgghw4dQokSJcDzPKpUqSKlknue8+fPo1ChQjCb\nzeB5HhEREQqz1qhRo7B48WLs3LlTIdppaWnYuHEjYmNjce/ePaSlpcHT01OW2MHb25ulLntPYML9\njrFp0yZ06tQJffv2xcWLF/Hjjz8qbNKlS5dWHMufPz+mTJmCpk2b4vPPP5cCW+UmVqsVxYsXl21g\nMZvNSExMdFg+MzNT8mxZvHixwwBNjuzBNpsNERER0jqBKIrYtGnTK7fvv4o7d+7IfLI1Gg28vb0d\npmADgOTkZBw+fBjx8fH4/PPPFbFaihUr5rDekydPUKZMGcl/28XFBatXr1ZsuDIajTh16tRr95+R\nd3mVcDMbdx6jXr16VK9ePem7h4cH/fzzz3T06FFSq9WkUqmoZ8+eNHr0aFm95ORkatu2LQ0aNOiN\n9fXvv/+mW7dukc1mk46pVCo6evQoBQQEUEJCAnl5eVG+fPmI6Km939vbm2w2G508efKF7SYnJ9PW\nrVvJZrNRrVq1aMeOHbRz505KSkqSykRFRZFKpVLU5Xn+tft/6NAh2XebzUY3btygmzdvks1mo8TE\nRCpVqhQZjUapbS8vLzIYDM9OXiSyvt+5c4d27dpFgiBQnTp1aPLkyfTXX39JaxBqtZomTZokG7es\n8/+T/jPeXZhw53F0Oh1t376dVq5cSXFxcVSgQAFydXUlq9UqKweAXFxc3mjfLBaLQnysViv99ttv\n1KxZM9LpdGS1Wmnp0qXUsGFD6tSpE61cuZKIiKpXr04Gg4FSU1PJZrORIAjUsmVLevjwIVWqVInu\n379PRE/FslevXopF1rt371L//v3phx9+oJSUFDIYDOTm5iZ76GX1JzY2lm7fvk3Vq1enChUqSL85\nOzs77P+kSZNo7ty5pNfrSavV0vbt28nT05MaNGhAR48eJbvdTq1atSJRFCk5OZmIiARBoP79+9Mf\nf/xB1atXJ7vdTgDI09OTfH19JdEmerpwmZiYSNWrV6e9e/dSamoqCYJAtWrVIm9vb1l/njx5QqtX\nr6bU1FSqX78+eXp6/os7xchzvGw6nt0PMVPJG+Gvv/6CxWKR2YOzAkuZzWYpIUNukJaWhjFjxqBR\no0YYPny4tGU+i2HDhkEURWg0GoiiiDp16iiy+QiCgC+//FKxISUqKgqtWrVCcHAwRo8ejczMTPTp\n00e20KrRaFCjRg1Z3Sy/brvdjsWLFyMqKgqjR4/GihUr0KNHD4wYMQJ37txBZmYmgoODodPpoFar\nodVqZeNkt9ulWNtZ/e/QoYPC3dLT0xORkZGK/JSjRo1CeHg4qlevjjlz5sButyM4OFhmQjEYDIqd\nmAaDAVFRUcjIyMD06dPRqVMnzJgxA3PnzkXXrl3x9ddfIyUlBffv30exYsUgiqK08Hnw4MFcuc+M\nNwsxG/e7T48ePWQ+xESE4OBgHDlyBKtWrcKFCxdy5bx2ux21atWSdjByHIfg4GBYrVYcO3YM3bt3\nR9euXREdHY3x48dj6dKl2L59u8PUX47ybZYvXx779u2TUrItWrQI9evXV5SrUKECZsyYIcWxLlGi\nhCwRLwBpNyPR07AArq6u+PHHHxV2aJ1OB0C+lvDNN99g/Pjx2LhxI7777jvFg0elUim2uRMRunbt\niuXLlyMkJARhYWHYsWMHihYtqijXpUsX9OzZU9op+uGHH+Lx48eKe5zVf47jUKlSJQwfPlzh7x8Y\nGJgr95rxZmHC/R7gKClv2bJlFeVu3LiBLl26ICwsDFOmTHEYX/qfEB8fr1gEFUURMTExCo+KrBjg\nCQkJDjPc9+rVSyZCGo0GNWvWVLTTokULhQtj//79ATx1obx7967ksfGs58bzyXg5jnOYYJiIZLtZ\n1Wo1nJycJG+SrVu3KmbcHh4eqFatmuwhwHEc2rRpo+jr84kussYLeLq4+eDBA6nPWf1/9OiRQ3fO\nBg0aKPru7u6erXvK+G/wKuFmnv/vAO3atSNBEKTvgiBQeHg4zZw5k+bPn0+PHz+mR48eUcWKFWnR\nokW0bds2Gj16NPXp0ydb583MzFQsAKrVapo9e7Zio9D48eOJiMjd3Z2+/fZb4jiOzGYzCYJAMTEx\nNGHCBHJ3dyeTyURms5kKFChAbm5uinZOnTpFkZGRpNFoSKvVUrVq1ej+/fsUERFBS5YsoXz58lFy\ncjJFRESQXq8nk8lEs2bNktmQiZ7aqp2dnR1e15dffimd126305MnT2jevHlERBQWFkY9evSQ+u/s\n7EyxsbE0d+5ccnZ2JrPZTCaTiUqXLk3nz5+X9T81NZUsFgtVqVKFtFotabVaatq0Ka1bt45atGhB\nv/32Gzk5OdG1a9coMDCQtFotFSxYkDZs2KDYpKNSqSggIEB23zmOU9jwGe8oL1P17H6IzbjfGAsW\nLECxYsVQuHBhdO7cGYIgSFnEPTw8MGfOnNd2r3tdrFYrypUrJ82UdTodSpYsidq1aytmgiEhIZg4\ncSLKli2LKlWqYPXq1Thw4ABu3ryJ+fPnY/jw4fj555+xfv16rF27Fo8ePULv3r0V7ZQqVQrA08w5\nly5dQr58+STbviiKGDduHCIjIxUxwOvVq6dIF7Z//36Zy51KpULdunVRuHBhxXn79euHPn36oHTp\n0ggLC8P27dtx6NAhXL9+HTNmzMDIkSOxbt06xMXFYfPmzUhPT3cYnrZNmzYAnroAHjx4UPFGsWbN\nGvj6+spcGXmeh5+fnzTOKpUKLi4uuH//PiZNmgSe56HVatG8eXPFGgMjb0LMVPJukZmZifPnz+Pa\ntWsvLBMQEKCw2zZr1syhcGd3Q8f9+/fRsWNH+Pn5oU2bNkhMTMSKFSsUgtSsWTPFsaNHj6JevXqy\n1GQDBgyQ2j5x4oSizpw5c3Dnzh3Y7XaH9maz2axIVEFEGDhwID7++GN4eHjA398fu3fvBvB0YbdR\no0YoV66clJ1+2LBhivPWqFFDOpdKpYKzszMuX76MEiVKgOM4qFQqRXjXVatWKdrZsWMH7t+/DwDo\n1KmTop8BAQEO837Onj0bLVu2RNGiRVG9enWcP39eOo/dbn9jO1wZbwYm3O8QN27cQIkSJSCKIjiO\nQ7t27RxuBnG0ANaxY0fkz59f5nmSm9lVFi1ahDJlysDX1xfz5893OIt15KGh1+tx9+5dzJgxA3Xq\n1EFERATq1q2LsLAwfPTRR1IiYC8vL4wcOVKxOCeKInx8fBT27OnTp7923202G8aOHQsfHx9UrFgR\nGzZscLiZp3v37gobf758+ZCSkoKhQ4ciLCwMTZo0Qe3atdGoUSM0bdpUSoFWvXp1tGzZUjEm5cuX\nd5g8efPmzbl2rxj/PZhwv0PUq1dPNhsTBAHz5s1TlMvKzvJsubi4OFy+fBnNmzdHUFAQhg8f/ka3\nT3t4eChm++3atVNkixEEAR999JEkiFqtFgULFsSmTZsULn+lS5eWvUUIgoCPP/4YO3fulExFoiii\nZMmSePLkyb/ue0ZGhmIWbDQa0alTJ4XIGgwGfPjhh9L4GwwGBAQE4KefflK4/NWtW1cxI58/f760\nG9ZgMMBoNKJ+/fov3K3JeDdhwv0O4erqqpih9e7dW1EuJSUFkZGR0Ol0EEURU6dOfWm7t27dwuLF\ni7F8+fJciwk9f/58maeGxWLBiRMnZJnVNRoNfHx8FCKZFZTpWbt1VjsnTpxAWFgYypcvjzFjxkie\nMufOncPMmTOxcOFCJCcnZ7v/n3zyidR/vV4PT09PHDhwQOF7HhYWpvCaMRqNCA8PV9w7Ly8vbNy4\nEVWrVkVgYKAsvvmBAwcQHR2NlStXZtv7h5H3yDXhHjRo0JTSpUv/6e/vf7JZs2arHz58aFE0zoQ7\nRwkJCZH5a/M8j2HDhiE4OBju7u7o0KGDzP/XarUqbJ9Zi3pZkfXOnDkDi8UiZXgpXry4ZIPNadas\nWYPIyEj06NEDFy9eBACcPHkSfn5+MJvNqFGjBhISEhTCLQgC+vbtqzCrFCpUKFf66Qi73Y5Zs2ah\nRYsWGDBgAO7duwcA2LhxI4oVKwaLxYJWrVrh2LFjCvOJyWRC9+7dZQ8etVqNmjVrvrH+M/IWuSbc\nW7ZsqWOz2dQAaMiQIZOGDBkySdE4E+4c5a+//oKrq6sUSCkkJAQmk0nyHzYYDKhVqxaSk5PRqFEj\naDQa6PV6jBs3DgAQGxsLQRCkfJI7duxwmEvy2QQGb4Msr5gsgXN2dsaNGzfQuHFjWSCp7du3v9V+\nOsJms6FSpUqSSOv1epQuXRr37t2Dn5+fLJBUfHz82+4u4z/KGzGVrF69uln79u1jFI0z4c5xkpKS\nsHfvXhw7dgwxMTEOPUU6dOigSDM2e/ZshzPB52N8E/1/l7W3RWZmJkaNGoVKlSqhSZMm0uzcbrdj\n9+7dWLVqlRS69b/I48eP0aNHDwQGBiIqKkqanaelpWHTpk1Ys2aNdIzBcMSrhDtHgkzNnz+/S9u2\nbX929NuYMWOk/w8NDaXQ0NCcOOV7iyiKVL16dSIiSkhIUPyuUqlo586dlJaWJh1LSUmhNWvWOMwU\nExgYSNevX5fKZ0Wsyw1SUlJo8+bNlJGRQbVr16b8+fM7LKfVamns2LE0duxY2XGVSkUhISGvfb51\n69bRoUOHyNPTkzp16pTtTDmJiYm0fft2MhgMVK9ePdnml2cxmUz0008/KY5n1XsdbDYbLV68mP76\n6y8KCAigZs2aOYx2yHg32LVrF+3atev1K7xM1cPCwrb6+fmdfv6zdu3aiKwy48ePH968efNVjuoT\nm3HnKqmpqfD19ZVeywVBwJAhQxQbP/R6Pfr166dYNOM4DtevX0dERISUS3LgwIE55hOclpYmtXX/\n/n14e3tLtvR8+fIhPj4eaWlpGDx4MCpVqoTIyMiX+qfv378fgwYNwpgxY16ZDSYruFXWuNSsWfMf\ne2Y8m2Hn3LlzcHZ2ljLwlChRAg8fPsS9e/cQFRWFSpUqoVevXooYI8+yZs0a9OvXD1OmTHnpIvCz\nwa3of4uzn3766T/qOyNvQ7lpKlmwYMFHVatW3Zeamso5bJwJd67z5MkTjBs3Dl27dsWSJUtgt9tx\n5MgRGI1GyZ7t7e2Nhw8fYvLkyeB5HhaLBTzPy1wJ09PTc8x74eLFiyhZsiTUajVMJhPWrFmDQYMG\nyVzn1Go16tSpg8aNG0sPlKwkxo6SPKxdu1bmIpg/f37cuHFD+j0zMxPXr19Heno6njx5oojtYTQa\nsWvXrtfq/2+//YYCBQpArVajSJEiOHr0KGrWrKlYCxg8eDBKlSolXZfBYEDlypUdPiAmTJggCxJV\npkwZpKamSr+npaXh+vXrsFqtOHTokEP/9hcloGC8e+SacG/cuLF+mTJlziQmJuZ/YeNMuN8aCQkJ\nmDt3LpYuXSqb3Z0/fx6//vorLl26lCvntdvtKF68uEzkBEFwGNXPkeufyWRCbGwszp8/j4ULF2Lj\nxo2w2WyKTTVarRajRo0C8HQm7uzsDJ7nIQgCFi5cqHAdNJvNWLNmzSv7f+/ePUXmmXz58jlcCwgL\nC6z59PEAACAASURBVFOUFQQBFy5cwOHDh7FgwQLs378fNpvN4aaalStXAgB+/vlncBwnZYz/8ccf\nFREUBUHAX3/9lSv3jPHfI9eEu0SJEhc8PDyuVqhQ4XiFChWO9+7d+wdF40y43zsePHjgMJJd165d\nZbNIjuPQrVs3h8I9fPhwCIIgmVXCw8NRpEgRhXB+9tlnSE1NVYgcz/MoWbKkrG2LxYLbt2+/sv97\n9+51GHa2RYsWigXfYcOGKRaHeZ7HoEGDpLcdURQxcOBARdhdURSxcOFCXLx4UWHCcnFxgbOzs2zB\n2cvLi/lzv0fkqqnkVR8m3P8N0tLSMG3aNHTv3h3z5s3L1V14mZmZitmu0WjEjh070LdvX2i1Wmg0\nGoSHhyMlJQXt2rWTxcn28PBQ7KY0Go2KZAM8z2PPnj04f/68QjwtFgt++eUXhIaGwmKxoEyZMjh6\n9Ohr9T8+Pl4hpAaDAZcuXUK9evWktYBPP/0UGRkZKF++vHS9PM+jatWqitk1z/P44IMPZONiNBpx\n9epVrF69WnG9HMdh586d8Pf3h9lsRrVq1f7TXjSMnIcJ93uO1WpFtWrVJDESBAGdO3fO1XMuWLBA\nmnEajUbUqVMH5cqVg7OzM2rWrInLly9LZTMzM/HVV1+hdu3a6NmzJ27evKmYnfI8j5kzZ6J///5w\ndXWFt7c3pk+fjtjYWBw9elTxoOB5HufOnfvX/R84cKA0WxYEAR07dkTx4sWRL18+tG3bVhYz+/Hj\nx+jXrx9q1aqFoUOH4vDhwwrzicViwaZNm9CqVSsULFgQ5cqVw5w5cxAXF4eNGzcq3DR5nkd6enp2\nbgEjj8OE+z1n3759ihnpm1joOnnyJObOnYtffvlFZnrQarUoW7YsrFYrhg0bhiJFiqB48eKylGH+\n/v6KsKbHjx+Xfh87dqyUlo3neXTq1Ak8z0tp2rJs39lh9+7dmDNnDhYtWqTY1t6mTRskJSWhY8eO\nKFSoEMqWLYu9e/cCeJoM4VkzR5apJctv2263o2XLlhBFUdpI1LJlS9n1LFu2LNv9Z+RtmHC/52zd\nulXxKs7z/Bt79V6/fr1DU0CWHfhZm3FWBLyrV6+iTJky0Gg04DhOFir1woULDt0ajxw5gtjYWJw8\neTJH+z9p0iSHW/CbNm0qs3mLoijthDx8+DAKFSoEjUaDfPnyYc+ePVJ7a9asUTxIXV1dcezYMcTF\nxbEFSAaAVws3y/L+jpKcnExHjx4lrVZLBoOB1Go12e120ul0VKJECXJzc3sj/TCbzWS322XHbDYb\nrV69WpHdZunSpVS3bl3y8PCgM2fOUEpKCnEcR0eOHKFvv/2WihQpQk5OTqTX6yk1NVWqq9VqSRRF\natq0aa70PysbfRaiKNL69etlx2w2G23ZsoV8fHyoUqVKdPPmTUpJSSGe52nr1q0UHR1NZcqUoStX\nrigy0t+5c4cqVKhAAQEBOd5/xrsJE+53kCtXrtAHH3xAKSkpZLfbqWzZslSyZEm6fPkyBQYG0rx5\n8xSpsHKLqlWrUmBgIB0+fJhSUlJIFEXq3bs3bd++XVZOrVaTxWKhgwcP0uPHj6lSpUrk7OxMc+bM\noX79+pHNZiOdTkcVK1ZUCJ9GoyEPDw9KSUl54W7Gf0v79u1p8uTJdPPmTcrIyCCe52n69OnUu3dv\nSkpKkvXBYDDQ7t27CQBVqVKFRFGkTz75hBYsWEBWq5W0Wi1FRESQRqORXbevry8BoPT0dOI4Lkf7\nz3hHedl0PLsfYqaSt0LNmjUVNuJ/kkggp8nIyMBPP/2EL774AqtWrYLdbsfWrVslU4lGo4HFYkGN\nGjUgiiIsFgucnZ1x8uRJhx4qY8aMgSAI4HkeTk5O+Prrr2EymaDRaFC8ePFsLUw64uHDh5g6dSqG\nDh0qZc6Jjo6W+m8wGFCsWDH4+PjAZDLBZDLBy8sLhw8fVmTo4ThOSgDBcRyKFSsmZWvXaDQIDg5m\nG20YrzSVqJ6WyR1UKhVys32GY9zd3envv/+WHevSpYuU8Pa/wuHDh2n58uXE8zwZjUYaO3asZD5R\nqVRUtmxZ+vPPP8lms0l1jEYjzZo1i1q3bk2JiYmUnJxMFSpUkNVzc3OjhISE/9femcdFVe///z37\nzDkzQCCKguyiLKm4IQICAppLWF4Ty1zSb3q9WZpZLqnfbo+rXlMzUzMzLa5rmrkUiitoykXFFXdE\nCVwQkE1lYLbX7w9/nK/Hg2siiZ/n43EeD2fmLK+Z8fGeD6/zXmq9t8fWrVtp27Zt5OLiQhcuXKDl\ny5eTyWQiIiKVSkWxsbG0f/9+Ki8vF46xs7OjPXv2UPPmzamsrIxOnDhBr7/+uqBfpVJRdHQ0bdu2\nrVa1M/7ayGQyAnDf/8DMKqmHtG7dmvLz8wUPluM46tChQx2rktK+fXtq1aoVqVQqmjRpksjzBkB5\neXnk7+8vCt42m41CQ0NJpVJRkyZNaP369aRUKkXHFRYWUmFhITVs2LBW9Xfv3p1iYmJIrVZTdHS0\nELSJiMxmMxUUFIhsEaI7gdnPz490Oh3pdDr69ttvRX692WymtLS0WtXNeP55NkYn45mydOlSatas\nGXEcRxqNhuLj4+ndd9+ta1kiLl26RAEBAaTVasne3p5sNhvxPC+8rlAoqFWrVpScnEzBwcGkUCjI\n2dmZ1q5dS0uWLCFvb28KDg6mq1evilbk1Tg4ONSq/vT0dHJxcSGtVktubm7k7e1NOp1OeF2r1VJ4\neDjt2rWLvLy8SC6Xk4+PD23evJlGjBhBnp6eFBERQTKZTHQcEdX6Dw6jHvAgH+XPbsQ87jrDYrEg\nKysLV65cqWspNdKsWTPJNJ/BgwdDrVaD4zh4e3tj+fLlyMjIEE0x/+CDDyQVlL169RIKZu5tnlUb\nlJSUSFIcX3rpJcTGxkKj0UCr1aJjx4745ZdfBL+9Wn/nzp0F314mk8HBwQHBwcFCeT/P86L0QcaL\nCbE8bkZdUVVVVeNA4rKyshp7lKxYsQI3btzA6tWrwXEc7O3twfM8Bg8eLAQ+R0dH0XFyuRxTp07F\nzp07sWzZMhw/fhznzp1DTEwMfH198T//8z9PPEfTaDTW2B5g//79ksBtZ2eHo0eP4urVq5g1axa0\nWq3QhbF65md5eXmN73vNmjXYuHEjEhMTcenSJezduxft27dH8+bNRXM0GS8OLHAznjlVVVVISEiA\nQqGAQqHA8OHDRQHQYrHUmC2yc+dOAICzs7PoNZ7nkZycDACSZlMqlQozZ84Uzl1YWAhHR0ehO6FW\nq0W3bt0eS39hYSE6duwojH67NyPnwoULkmwRjUaDq1evoqioqMZMkpycHBiNxhoDd1JSknDu48eP\nSwqT6nqUHOPZ87DAzTxuxlNn6tSptHnzZrJarWS1WmnFihU0b9484XWFQkGLFy8mjuOI4zjS6/UU\nGxtLXbp0IavVSkVFRaLz2Ww2unjxIhERTZs2TcjVVigUZG9vT23atKGkpCS6fPky7d69m8xmc/XC\ngSorK2nXrl2iG58PY8CAAXT48GGyWq1kMplo8uTJorxzHx8feu+994jneeE9TJgwgRo3bkxXrlyR\nTNrRaDSUm5tLWq2WRo4cKejXaDTk7u5OHMdRcnIyFRcX07p160Q3KysqKmjZsmWPrJ3xYsCyShhP\nnR07dkiCz7Zt26hJkyY0efJkqqyspHfeeYf27dtHaWlp9Ntvv9GxY8coLCyMvvnmG/Lx8aHs7Gwh\n+MpkMgoODqakpCRKTU2lrl27CjcFb9y4Qb179yaVSkVms5k++uijGjXdnXnyMNLS0kRFPkajkX7/\n/Xc6ePAgLVq0iFQqFU2dOpW2bNlChw4doo0bN1JiYiIdPHiQ5s6dK+iuxmw2k5+fHy1dupSKi4sp\nLi6O9Ho9+fr6UkpKCr366qskl8tJoVDQgAEDSKFQiKoy1Wr1I2tnvCA8aDn+ZzdiVskLSe/evUU3\nHpVKJXr27CmxAP75z39Ken4YDAakpKSgcePG4DgOarUas2fPxpIlS0QFO05OTti8ebNkUgzHcfD1\n9RVaq3Ich/fee++x9Ht7e0vO+cYbb4iuxXEcfvnlFzRv3lywPxQKBdzd3bFlyxYYDAahQ+KmTZvw\n3nvviQp2AgICsHDhQtFnIpPJ4O/vDwcHB+Hz4zgOS5YsqaVvivFXhVivkheT69evU0pKCnEcJ6xQ\nnxVz586lffv2UVVVFRHdKToxGAyS3iT/+c9/KCcnR5TOZ7VaKTs7m/bt20c7duwgLy8viouLI1dX\nV+F4q9VK5eXltHLlSknpvtlspp07d9K3335LFy9epJiYmMdOhfzhhx+oR48eQgFPdS757du3RfoX\nLVpEly9fFlbHVquVSkpKyNHRkfbu3UtpaWnUvn17CgoKor/97W/CflVVVZSXl0e7d++W5K7n5+fT\nsWPHaNasWVRSUkIJCQkUHx//WPoZ9R8WuOshmZmZFBERIQREd3d3OnDgAOn1+mdyfS8vLzp37hxt\n27aNFAoFde/enaZMmSI0uqqG53lSKBSiwC2XyykrK4s++OADUiqVZLVaqWfPnsKPQDVWq5WcnJwk\nOdxOTk7k7u5OM2bMeGL9nTt3ppMnT9LevXvJ3t6eevToQVFRUaJ9ZDKZkH9+NzabjTZs2EDz588n\npVJJFouFxo4dW+N1vLy8iOd54QdBqVRS69atycPDgxYsWPDE+hkvAA9ajv/ZjZhVUieEhISIZj5q\nNBr861//qlNNly5dgr29vdBDRafTITk5GVOnThUsCLVaDU9PT0k/a71ej/j4eInVcuLECSxevBga\njQYcx8HZ2RnHjh27r4b8/HwMGzYMMTExmDFjxmOl2e3Zs0e4fvUQ5DNnzoh06XQ6hIeH1zgBJyQk\nRJS/7ejoiIKCAowePRpqtRo6nQ4tWrQQDUC+l1OnTqFfv37o2rWrqNUto/5BLB3wxcPNzU0UOIgI\nw4YNeybXNpvNyMjIwKFDhyQ53Dk5OZg0aRLGjBmD9PR0AHcKU1atWoXBgwfj008/RUFBgehHpzrw\nzZ8/HxMnToSPjw/atGkjmth+69Yt5OTkiK5ns9lw6dIl5ObmwmazoaysDK6uroIfzXEcBg8eLNF/\n69Yt/Pe//0VmZqaQO17N4cOHMXbsWIwfPx4XLlwQ3u+8efMwcOBAzJo1CxkZGfedgDNo0CB4e3sj\nKipK1AiruLgYubm5opRJs9mMrKwsYU7mhQsXoNfrhc+G4zh89dVXT/gtMf7qPCxwM6ukHtK5c2da\nv369YC/wPE9dunSp9euWl5dTRESEkLrn6elJ+/btI71eTwsXLqT09HQKDAykKVOmCJ67TCYjLy8v\n8vX1pZdeeok4jqPmzZvTuXPnRFklISEh1L59e/rkk09Iq9UKx5tMJvrxxx/pwoULFBISQgkJCXT7\n9m3q2rUrHTt2jABQREQEvfPOO1ReXi74zBUVFbRixQpavHgxaTQaIiLKzs6msLAwMhqNZLFYKCYm\nhjZs2EBGo5Fmz55N58+fp8jISHr33XcFb12pVJK3tzeVlpZSw4YNqVmzZpLmVhaLhdq0aUNdu3al\n4uJisre3F7JcSktLafHixVRYWEg9evSgmJgYys3NpcjISCosLCSLxULDhw8nBwcHqqioED6TiooK\nmjlzJo0ePbo2v1LGX5UHRfU/uxFbcdcJZWVliI6OhlKphFKpxMcffyxZPdYG//jHP0SFNRqNBiNG\njMAbb7wh2AnV5eDVNsXq1auh0+kgl8uF6ezHjx+Hh4cHNBoN1Go1Fi5ciBs3bqBDhw5QqVRQKpUY\nP348zGYzIiMjhYk4PM9j1KhRGDlypEiHTqdDnz59JCthhUIBo9Eo6A8NDRVlw3Ach0WLFiEoKEg4\nH8dxor9eJk6cCJ7nIZPJwPM8unfvjtTUVDg4OECr1cJgMGDbtm04d+4cPDw8oFarodFo8MMPP6Cs\nrAzu7u6iDJjvv/8eoaGhora81ePN7p3F6eLiUuvfKaNuIGaVvLjcunWrxpLz2iI8PFxi0bRt27bG\nKslqq6RBgwaS1LvvvvsONpsN169fR2VlJQAgPj5e5B3zPI/PP/+8xnmarVq1kuiIjIxEw4YNRR77\nG2+8IdJ/rxYiwuuvvy4J+CqVCuXl5SgtLYVKpZJUeaalpcFisSA/Px9msxnAnRTDuy0gjuMwefJk\nyRg2R0dHyfWICCNHjpSkI06fPv2ZfbeMZ8vDAjernKzH8DwvqeKrTdq1aydKO9RqtRQUFCRpbSqX\ny6myspKISDRFhuhOOl9+fj4lJCRQYGAgtW7dmvbv30///e9/RW1Tq0ez3ZsOWN2F7+73rdFoKDg4\nmDIyMqhPnz7UoUMHGjNmDK1YsUJ0bGBgoEgrz/Pk7u4usT5kMhmZTCa6efOmpLBHqVRSVlYWdenS\nhQIDAykiIoIyMzPpjz/+EGyO6nOcP39eVGhDdKfYx9PTU3RNnucpNDSU9u7dS6+88gqFhobSF198\nQRMmTCDGC8qDovqf3YituF8obt++jdDQUHAcB47j0LFjR5SXl6NVq1bCalmhUKBJkyZC46fevXtL\nbI2OHTuKnuN5HoGBgZIbltOmTRP1JameIJ+fnw8fHx8YDAbo9XoEBQWhrKzsofpzc3Ph6ekJvV4P\nrVaLAQMGoKioCA0aNBBsCo1Gg7CwMNhsNlitVvj6+opsDXt7e7i5uQnPyeVyNGzYUFIoxPO8qKiI\n6P8myGdmZsLR0VFoshUfH88aTb1gELNKGM8Sq9WKM2fOYP78+Zg3bx4OHTqEGzduoF+/fvDy8kJ4\neDhSU1MFz728vBx9+vSBXq+Hq6srNm7cKAqE9P9tgSlTpsDe3h52dnYwGAxo27YtjEYjTp06hbZt\n26JBgwbo1q0b8vPzAQCVlZX4/fffkZaW9lh2kclkQkZGBubOnYtvvvkGWVlZuHDhAmJiYuDl5YVe\nvXrh9OnTwv55eXno1KkTeJ5HixYtsG7dOol9Y2dnh5kzZ4LjOBgMBvA8j7feegs2mw07d+6En58f\nnJ2dMWTIEFRUVAC4My4tJSUFR44ceSb3Jxh/LR4WuNnoMsZTxWazUY8ePWj//v1ksVhIJpPRggUL\nqHfv3hQZGUk5OTlks9koIiKCfv31V0kfDgDEcZxgpRDdGVf23XffUZcuXYQslS5dutSKDXTz5k1q\n27YtXb16lWw2G8nlctq6dSs1aNCAoqKiyGg0ktlsphEjRtDcuXMlNkpubi41b95cpJ/jOEpPTyeO\n4+jw4cPUuHFjCg8Pr/XRaoznl4eNLmMrbsZTZevWrZIVp0ajQb9+/UQ38nQ6HaZPn46CggKMHTsW\n/fr1Q2JiImw2G7788ktRFoq/v7+wErVYLJL+2larFYsWLULfvn0xbtw4FBcXP7H+L774QnIz1d/f\nH/7+/qKbizzPIykpCWfPnsXw4cMxYMAAbN++HQAwcOBAwRrhOA6vvvqqsGquqqoSZbIAd/p+f/75\n5+jTpw+mTZuGqqqqJ9bPqB8Qs0oYz5LExERJ4FYoFGjWrJkkU+LVV1+Fq6urENB5nsfkyZMBAD//\n/DPeeustTJ48WQjUc+fOhVqthlKpRJs2bQRb5O4GTmq1Gt7e3k88POHDDz+U6HR2dpZUQ1anWRoM\nBlFRzLp162C1WrFgwQK8+eabmDNnDiwWC6xWK4YPHw6lUgmFQoHevXsLgxo6d+4sZJfodDrExsYy\ne+QFhwVuxjMlKytLdMNNoVAgMDAQffr0kay4X3/9dclNO41GgwMHDsDe3h729vbQarX46KOPkJKS\nIjqvUqlEZGQkqqqqJMMJ9Ho91q9f/0T6t27dKrqORqNB//79JT88PM+jV69ekipPf39/rF27Fjqd\nTpiAs3TpUnz99deSkWtjxozB8ePHa+xweO7cuaf8zTCeJx4WuP90OuCcOXM+ksvltuLiYsc/ey7G\n88fvv/9OkyZNojlz5lBpaSn5+vrSunXryMnJieRyObVs2ZKSk5Ppm2++IXd3dzIYDMTzPLVt25Zi\nY2Orf+AFrFYrvf7661RWVkZlZWVUWVlJ3377La1YsULUaMpisdDBgwfJarVKzkFEon7a1QCg3377\njaZPn05r164lq9VKGzZsoMGDB1NQUBCFhYXRtWvXaPr06cRxHCkUCoqLi6MlS5bQzz//TI6OjmRn\nZ0c6nY769+9Prq6ukmsbjUYaPHgwGY1GKisrI6PRSKNGjaJff/1V1AnQaDTSrl27yGw2S1IaZTJZ\njfqrh1JMnz6ddu7cKTy/adMmio6Opri4ONHzjHrMg6L6w7bc3Nym3bp1S/b09Lx048YNx3tfJ7bi\nrtesXLkSOp0OMpkMGo0G7u7uKC0tRVFRESZOnIi3334bq1atEv7sr6ysxMGDB3Hs2DFYrVbk5eWJ\nrAadToeEhIQae5Xc7RtXb+7u7gCAnj17Cj295XK50MDp/PnzOHHihJBV8tFHH4HneSgUCvA8j+bN\nm0sKYHQ6HaZOnYr3338fQ4YMwe7du4X3W15ejrS0NGE1vH//fknjqzFjxtTYq6Rv376ivzjkcjl6\n9uyJqqoq+Pr6Cq+p1Wr4+/vDaDQiMzMTZ8+eFVIP4+LiBP0cx2HatGnYsGGDZCV/t2bG8wnVplXS\nt2/fdcePH2/JAveLSaNGjSRBb/bs2WjatKkQiDiOw2effQabzYYFCxagU6dO6Nmzp9DF78SJE+jc\nuTP8/PwwevRoVFZWomnTphJbYufOnQgPDxdNQ69uNFVaWooBAwbAz88PcXFxOH36NHr06AGO46DX\n6+Hr64uTJ09KfOr7bTKZTORb//LLL6iqqsLEiRMREhKC/v374/LlywCA5ORktGvXDgEBAZgzZw5K\nSkpEgbT6czl58iQ8PDxgMBhgMBjg5OSE7OxsAHc6J77yyivw8/NDQkICsrKyEBgYCL1eD47jEB0d\nje3bt0vuHahUKnTs2FGiPz4+vm7+QzCeGg8L3E/cZGrTpk293dzcLrds2fLEg/b77LPPhH9HRUVJ\n+hoznl/uHixAdKfh04EDB6i4uFj4U7+iooJmzJhBCoWC/v3vfwvHpKam0tGjR8nPz4+GDx9OxcXF\nFBkZSRqNhjZu3EixsbFktVqpqqqKPvjgA4qJiaHIyEjavn07lZaWUlhYGHl4eNChQ4eoW7duZDKZ\nyGKx0Mcff0zbtm2jlJQUYXxaTk4Ovf/++6RWq0XVl/cDd9kfFRUVNHnyZFq5ciVt2bKFjEYjHT58\nmPbs2UNnz56lDh060N///ncymUzUs2dPcnBwoJUrV9KAAQNIqVSS2WymxYsXU2BgIJ08eZK2b98u\nNLBycnKi9evX08CBA0kul5NcLqdvv/2W/vnPf1JWVpagNT09nZYuXVpjlejdWu9+nvF8kZqaSqmp\nqY9+wIOiemxs7I6goKDMe7dNmzbFh4SEpJeVldkBIE9Pz0tFRUVO9x5PbMVdr3nzzTdFY8d0Oh0m\nT54sWXEqlUrJ5HaFQoEpU6agTZs24HkeWq0WOp0OGzduBAAUFBRgzZo1OHTokHA9o9GI7777DtOm\nTcP+/fthtVpr7HUSHx8vWYW6u7ujadOmokZNcrlcUuxzbyMnIoKXl1eN09mXLVsmjFjT6XQwGAw4\nfvw4gDur6FWrVuH8+fOC/sLCQsybNw8zZ87E6dOnceXKFclnZTAYEBAQINEQGxsrWnErFAq0aNEC\nmzdvFtk9Op0Oe/bsebb/ERhPHaoNqyQzMzOoYcOG1z09PS95enpeUiqVZg8Pj5zr1683BAvcLwwV\nFRUYNGgQHB0d4eXlhaSkJOTm5oo8Xq1Wi759+0psFYVCUWNWibOzM44ePQonJycYDAZoNBpMnjwZ\nlZWVaNWqFTiOEzzeefPmSXKu7ezsMHDgQFEwUyqV6NGjB7Kzs9GmTRvodDo0b94cO3fuRGxsLAwG\nA+zs7NChQwdMmTJF4lt/9tlnNQbuXr16SZ7v3LkzNm3aBI7jYGdnB51Oh5UrVyI/Px+NGjWCRqOB\nUqkU9Nvb20vO27NnT5EfrtVqMWXKFKSlpcHLyws6nQ6hoaGCXZOUlISuXbuiR48eSElJqdv/FIyn\nQq0E7ns35nEz7ubo0aMIDQ2Ft7c3Ro4cCaPRiC+++EIIiDKZDAaDARMmTJB011Or1RKPu7rkvaZ+\nH/euWDmOQ3p6OmJjY4USc09PT1y5cuWR9SclJaFVq1Zo1qwZZsyYAZvNhv79+wvXUiqVcHNzQ+/e\nvSUrYz8/vxo97pEjR0qCfFBQkOTmqFarRXZ2Npo3by54+WFhYUIBEuPF4JkEbi8vr4sscDMehM1m\nw9KlSxETE4O+ffvi9OnTOHjwoChwqVQqREdH15hVkpCQILJlqlft1atbe3t7cByH8ePHC9c7efIk\nMjIyhNawfwaz2YzPP/8cUVFRGDp0KPLz85GYmCjJ6Bg4cGCNWSXdu3eXBHlvb2/MnDlTlPNdPZLM\nZDLhyJEjOHHihGgyDuPF4JkE7vuenAXuF5aqqirs3LkTSUlJKC0tve9+q1atEmZRRkVFoaioCE2a\nNJGsrJctWyYKkmq1Gl26dAEAXL58GcnJyTh16pRw3oyMDMybNw9r1qwRemI/DmVlZdiyZQt27Nhx\n3xJ0m82G//3f/4VOp4NKpcKgQYNw/fr1GlMM79Wv0+kwduxYAMD58+eRnJyMnJwc4dw7duzAV199\nha1bt7IqyhcQFrgZz5ybN2+iZcuWgnfcsGFDXLx48YHH3B2cDhw4ADs7O2EVOmbMGAB3qhpdXV3B\ncRxeeeWV+/Yk+c9//gOdTgeNRgOe5xEZGflYbVFzcnLQqFEjoRNhYGAgysvLH6j9bv1r1qwRraKX\nLFkCAFi4cCGcnJyg1+vx7rvv3rdr4bhx48DzvKD/H//4xyNrZ9QPWOBmPHOmTJkiumkol8sRFxf3\nWOcoKSnB/v37kZWV9cD9bDYbNm3ahNmzZ2Pbtm2w2WwSj1mv12PDhg2PfO0ePXqIsk00Gg0mRdi1\npQAADjFJREFUTpz4WPqvXbuGffv2PdRbN5lMWL58OebMmYODBw/i8uXLkhuuOp3uoZ8Do37xsMDN\nhgUznjpZWVmi8nSbzUYXL16kqqoqunjxIjVo0ICcnZ1FxwAQtTl1cHCgTp06PfRaQ4cOpXXr1pHZ\nbCaVSkUjRowQtVStvn5RUdEj68/Oziar1So8rqqqovPnz9OtW7coNzeXXF1dyd7eXqSdiET6XVxc\nyMXF5YHXMZvNFBERQSdPniSz2UxKpZI+/fRTUqvVos9PrVZTUVER+fr6PvJ7YNRvWKY+46kTHh5O\nHMcJjzUaDQUEBJC7uzt16NCBmjZtSlOnTiUiog0bNtBLL71ESqWSQkJC6Nq1a/c97+XLl2ns2LE0\nZMgQ2rJlC505c4bWrl1Lt2/fJpPJRLdv36aFCxfSyy+/LBkpFhYW9sj6O3XqJEx+J7rTT9vZ2Zlc\nXFyoY8eO1LhxY1qzZg0REc2aNYt4nie1Wk19+vQR9SO5l2PHjtHIkSNpxIgRlJGRQRs3bqRTp04J\n+isqKmj69OmiaxPdKagJCAh4ZP2MF4AHLcf/7EbMKnkhsVqtGDx4MFQqFTQaDTp27Ahvb2/JDccf\nfvhB0vGvXbt2AO742R9//DG+/PJL3Lp1C1evXoWjo6NgYXAchwkTJtSYB71nzx6EhIRAoVDAyckJ\nmzdvfiz95eXlCA8Ph0ajgUqlQr9+/SSpiDqdDt9//71k9NjQoUNhtVqxfPlyjBs3DkuXLoXFYsGh\nQ4ck+eHjxo2T3MiUy+U4duwYfH19IZfL4enpicOHD9fG18T4C0PM42bUNgUFBcjOzpbcACwpKcH1\n69dhsVgkKX5arRYJCQkSP1oul2PWrFmSQQqff/65JOfbxcUFDg4OwmOZTIZGjRoJ6X81ZWOUl5fj\nzJkzuHnzprBPXl4ecnNzRftXT5kvLi7GqVOnakzx69WrlyTFz83NDYMHDxYNUoiPj68x57tTp06i\n969SqRAWFibScC9FRUU4e/bsU0lxZPx1YYGbUWvYbDa89957UKvV4DgOPj4+yMvLq3FfV1dXyYp7\nypQpksZJer1ecnNOr9ejT58+knL0Bg0a4PDhw/D29oZSqYS/vz/OnDlzX73VnfSqmzf9/PPPiI2N\nhVarhVarRefOnXH79m3JcaWlpTUWyowZM0bSuCooKEiSb85xHEJDQyW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XLl++XPOmI0kSt2/fzqZNm1Kv19NoNHLo0KHZ/gYzZsxQ2W+1WhkTE/PY9gue\nLSBKlz39rF27lmPHjuWCBQvocrnueezNmzfZtm1bGgwGWiwWDh06lGvXrlXqSN7u7NLS0ti7d28W\nL16c1apVY0xMDE0mE81mMwMDA3nixIlc6iF59epVTdihJElcuHAhZVmmTqdT9rVp00ZxXiaTiSVK\nlGBycjJJ0uVy0el03vU6o0eP1jh+s9n82PZv2rRJc49NJhN//fVXxVHrdDpKksSoqChVXPyrr76q\nOGmn03nP37hFixYaSaVMmTKPbb/g2eJ+jlssec9jRowYgc8++wyZmZkwGo1o1KgR5s2bd9el5Gaz\nGbNnz0ZsbCwAJacB2rVrh9jYWBgMBmRmZuKNN95AREQEbDYbZs6cCaPRiLp16yqv3WfOnEF0dDQO\nHjz4UPa6XC6kpKTAbrc/1HlXrlyByWRSvfYbjUZMmTJFtaQ+NTUVR48exbRp07By5UoUKVIE/fr1\ngyzLuHLlCqZNm4YbN26gadOmqFq1Kkhi5syZ+OWXX1CwYEGEhITAZDLB6XQq13kSucP//vtvjbSk\n0+kwdOhQJWSSJNLS0hAUFITXX38du3btQlhYGHr37g2dToe4uDjExsZCp9Ohffv2CA4OhtPpxJgx\nY7B582a89NJLKFCggPIbZl3Dz8/vse0XPGfcy6s/7gYx4r4nSUlJmlGoLMvcunUrp0+fzsqVKzMi\nIoIrV658oPZ27NjBRYsWKdkCcdvIduDAgaoJP/wvMuNuo7+FCxeyW7duHDZsGK9du0aSnDZtGs1m\nMw0GA0uXLs1Tp049cF/T09Pp6+urur6npydbtWqlGWGGhIRwx44dHD9+POfOnUun08lLly7Rz8+P\nJpNJGdkuWrSI//nPf5TRrV6vZ/78+Vm+fHnKskyLxUJJkrh48eIHtvNunD59WiVh6HQ6FitWjGXK\nlNHY3759e65cuZJfffUVV6xYQbfbzX379tFms1Gv11Ov19Nms/HAgQN87bXXlHbNZjNLlSpFPz8/\nRZLx9PTk/v37H9t+wbMFhFTy9HLmzBmNHmq32/nuu+9qdM4NGzYwMzOTc+bM4RdffMFNmzbdtd2i\nRYtqnEl0dLRGB/fx8eGUKVPo5eVFq9XKVq1aMSUlhWPGjFFJFcWKFeP69etVtnp4eDA0NPSh+nvg\nwAEGBgZSp9PR19eXGzdu5Nq1a1V9lWWZb7zxBiVJotlsVtLUDh8+XCOBlChRgp6enqp9FouFX375\nJWNjY/n+qZkMAAAgAElEQVTf//6XBw4ceNyfSeH333+nl5cXdTodS5cuzbi4OE6cOFH1kLRarWzZ\nsqWSLleWZfbu3ZvNmjVT5KAsx/+vf/1L8+D29PTkokWLOG3aNE6ePJlnz559YvYLnh2E436KyczM\nZLFixVRL2m02G0NCQjSO94033uCrr75Km81Gk8lESZI4ceJEkrdC0P766y+eP3+eJFm8eHHVuTqd\njgMGDGCLFi0oyzLtdjtlWebo0aNVTtNisbBjx46qfVnOtEOHDpqHzL1G7PfiTo16yZIlrFixIsuU\nKcNx48ZprmOz2di8eXPNPfH19c1Wdx43btzj/zgPaL/b7eaECRNYpkwZVqxYkdOmTdO82VitVlap\nUkVjf0REhCoFQdaDe9WqVTlqv+DpRzjup5wTJ04wNDSUer2e/v7+3LRpEytWrKj5T57ltO90UnFx\ncSxatChtNhvNZjO7d+/O6dOnK85Xp9PRZrPx2LFjzMzM5Lhx4xgTE8Pt27czJiZGc50CBQqoFrpk\nOfTsIlfy58//wP28fPkyP//8cw4ePJh//vnnXY9LT0/PNjfLBx98oHLoVquVPXv25DvvvKPpa3x8\n/BP4ZdQcO3aMQ4cO5bBhw5QFStmxZ88e2u12lf0Oh4MDBw7UyFfffvstIyMjFedtMBgYEBCgTMQK\nXlyE434G+eWXXzTyweeff66RBYxGIytVqqRydLIs8+eff+Yvv/zC5s2bs0OHDjx8+DCdTifr1q1L\nm82mVMbp2bOnZsRXqlQptmzZUjVqlGWZcXFxbNKkCW02Gz09PSlJEpctW/ZA/bldn85yWosWLWJm\nZiZHjBjBGjVqsG3btopm/vLLL6seHlarlX/99Rd//vlnFi1alAUKFGD37t2Znp7OzMxMfvLJJwwL\nC2P9+vVzRA/OTp/ev38/k5OT+d577zEiIoI9e/bkP//8w5SUFBYoUEB1T728vJiYmMiRI0eyYMGC\n9PPz48iRI+l2u5mcnMwePXqwfPnybNmypfLWJHixEY77KSMpKYk3b96873ErVqxg8+bN2bZtW+7e\nvZunTp1Sjdj0ej3LlCmjceYA+OGHH3LUqFEsU6YMq1SpwjVr1vCHH37QyApFixZlYGAgJUlS5JfV\nq1czNTWVXbp0YUBAACtWrKiMkF0uF1euXMlZs2YxLi7ugWPBP/vss2z16a5du6omFgsUKMDLly/z\n4sWLrFq1KvV6Pb29vblkyZLHuuePS3b6dPPmzVmtWjXlAWc2m1muXDlmZGRw//79LFGiBD08PBgU\nFMTdu3fnqf2CZw/huJ8SEhMTGRkZSYPBQIPBwP79+9PtdvPkyZOsXbs2CxUqxIYNG/LixYvKOU6n\nU6WnrlmzhoUKFaLRaGSVKlV49uxZVqhQQeVUZFlmixYtNLUse/XqpcrpnTWSTUxM5LfffsuxY8fy\n4MGDKpsvXLjAN998k9WrV+fgwYOZnp5Op9PJzp0702g00mw2c+DAgfd14AMGDMhWn75TkpFlmTNm\nzFDOc7vdzMzM5OTJk9mjRw9OmjTpnjHcOUVkZKTG/vDwcM1cgM1m444dO1T2Jycnc+TIkezZsyfn\nzZsnlrELHgjhuJ8S2rZtq5IlJEni1KlTWahQIUXqMBgMLFmyJNPS0tixY0fl1bxz5853zSty+PBh\nFihQgA6Hg5IksUWLFgwICNA4mtvDzrJGuDVq1LirvUlJSfT391ecq9Vq5euvv87BgwdrHgrffPPN\nPfu+adMmTZRMz549s3XcM2fOVM5zu90quyVJYuPGjTXOLzk5mYcPH+Y///zzEL/IgzN58mSNPj18\n+PBsHffOnTuV89LS0li2bFllVC5JEocMGaJp/9q1azx8+DBTU1NzxH7Bs4dw3E8J2TnTJk2aaCay\nZFnWhANKksTPP/+ciYmJ7NevHxs3bsyRI0cqo8+kpCRu3LiR+/fvp9vtZokSJVRtenh4cODAgRw5\nciSNRiNNJhPLlCmj0lN/+uknBgUF0d/fnx9//DF/+eUXjQxjMBgYGhqq6ceDZOmbP3++Rp/u3r27\nRiqZNGkSR48ezY0bNzIuLi7b5eNZ1X9IctWqVYrubrFY+NNPPz3x387tdqv06awMjHdKJWXLluXX\nX3/NsWPH8tChQ/z111+zTUVw+1vDN998Q7PZTE9PTzocDm7ZsuWJ2y949hCO+ymhevXqKknDbDaz\nV69eGt3ZYrHw5Zdf1jjHyMhIhoSEKKN2SZLYsmVLkuT+/fv56aefcuzYsbx06RJnzZqlirSw2+08\nefIkSfL8+fNs1KgR/fz8WL16dR45coQrVqzQPCjeeOONbB13vXr1VP0wGAzs1q3bI92TzMxMfv75\n54yMjGTbtm1ZpUoVyrJMo9FISZL44Ycfahyfp6enMqpNSUnRfG+1WnnmzJkn86Pdh6zJyRo1arBz\n584sUqSIar4gO/v1er0ysv7rr780DyYvL6+nNmujIPcQjvsp4eDBg3Q4HPT09KSnpyfLlSvHpKQk\n1qtXTyUFtGvXjq1bt1bp0QaDgfXr19c4UpPJxIULF1KSJOr1eprNZvr6+jIhIYHLly9nu3bt2LRp\nU06aNIkXL16k2+1mxYoVlYlCnU5Hb29vtm7dWvOgKFmyJAMCAlRSSatWrXj48GHa7XYl0ZKvr+8T\niYRYsmRJtuGOgYGByr3Q6/UsUqSIUuvyyJEjmnMcDkeexEGPGDFCs5gmODhY9ZuZzWZGRUUp58yf\nP1/zxmWxWFTzHIIXE+G4nyL+/vtv/vzzz1y6dKkSWZKRkcEJEyawR48enDp1Kl0uF0+fPk0fHx/a\nbDbabDYWLFiQsbGxmv/kZrNZs+TaYDDwgw8+oNPpZL169ZTwP09PTy5btkyzOMRut7NJkyaa2OlK\nlSoxISGBnTp1Yq1atTh06FBmZGSQvDVqnzx5MqdMmcIrV6489H1wu93csGEDZ82axUOHDpEkv//+\n+2xHp8ePH2e9evXo5+fHOnXq8PTp07x58yaPHTuW7cpTq9Wa48mznE4nly9fztjYWGV037dvX83D\nz9fXl3v27GGlSpVYqFAhtmnThomJiUxOTubRo0e5devWbBc75cUErODpQjjuZ5SrV6/yp59+Ymxs\nLK9du8YbN27Q399fGX1aLBbWrl072wT9Xbt25cyZMzUyTPHixbNNmTp79mw6HA6lbUmScmzU6na7\n2aVLF8qyrMSDf//99zxx4oTKiRkMBoaFhXHRokWcM2cOExISSN6qBOTt7a0sOMpa6elwOGi1Wvnl\nl1/miN1ZpKens0aNGoqubrPZuHnzZq5cuVKzCrVdu3acN28ef/nlF964cYMkuWjRIkqSRJvNRlmW\n2b59e1qtVjocDsqy/MCx8YLnG+G4nyPOnTvH119/naGhoezevTuTk5PZt29fjT69fPlyfvrpp5pR\ntCRJ7Nmzp+LQrVYrq1atSqfTyfj4eA4ePJj9+vXj9u3blWs6nU4OHz6cUVFR7NSpk+JAH5WtW7dq\nHihms5np6elctWoVCxcuTLPZzOrVq7NUqVLKW4fD4eC+fftYqFAhTZ9+++03rlmzJlfS1E6ZMkUz\nSi5RogRJ8rvvvlPyvjRp0oQFChRQpLGiRYvyyJEj2Y6wd+zYwTVr1giJRKAgHPczytq1axkaGsqA\ngAC+++672RYNIG9JLd27d6fD4aCvry+7dOnCr7/+mlOmTNEs2KlZsybdbjd/+OEH9uzZk2PHjlX0\n4ruRlfApaxTs7+/PpKSkR+5Xdrqu2WzmxYsXeezYMWVhz/Dhw1XhkzqdjlWqVNGEENpsNlUIYU4z\ndOhQ1eRslg3p6ek8dOiQkhSqWbNmqnkKo9HIFi1aaPput9tVIYQCASkc9zPJgQMHNHHPXbp0uec5\nqampSjrTrInDjh07KgtlQkJCePz48fsmhbp06RLXr1/PEydOMC0tTbNox9PTkwsWLHjkvt0piQCg\nn58fq1SpQkmSKEkSIyMj+fbbb2skIH9/fzocDs2IdePGjY9sz8Py+++/aySdiIgIVb6Yf//73wwL\nC9PYX6dOHc0cg8Vi4d9//51r9gueDe7nuB+r5qQgZ1iyZImq4EBaWhrmzp0Lt9uNzZs3Y8WKFZo6\nij/88AOOHz+OlJQUpKWlITU1FevWrUNiYiJ27doFs9mM0qVLw2q14ptvvsn2uitXrkRQUBCio6NR\ntmxZDB8+PNvjbv1dPRrFixfHrFmzIEkSjEYjAgICULt2bezfvx+pqalITU3Fjh07cPnyZciyrJxn\nNptRq1YtLFiwALIsw+FwwGq1omvXrqhZs+Yj2/OwvPrqqxg6dCiMRiMMBgPKly+PjIwMnD9/HsnJ\nyUhPT8ecOXNQuHBhWK1W5TxJktC4cWOMGzcOVqtVsX/ixInw9fXNNfsFzwn38uqPu0GMuB+Jr776\nSpP8ycfHh/Xr11f0XofDwb179yrnZKdp22w2kmRERIRKYpAkSZPP2+l0aqI6JElivXr1lMgNvV7P\nggULPpEVii6Xi//88w/dbjfDw8M1o9PatWtzwIABSoqAqKgoXr16lZs2beLcuXO5aNEiJSIlL3A6\nnYpkdOdbAADGxMSwefPmyurXTp06MSkpiWvWrOGcOXO4fPnyhypEIXixQE5JJfPmzWtVpkyZQx4e\nHq5du3a9nG3jwnE/EleuXKGfn5/ibCVJ4ltvvaWZ1CtbtqxyzoYNG1Sv8CaTSVnReGd8sdFo5OjR\no7l//35++eWXnDFjBk+dOqV5WHh6ejI2NpaDBw9m1apV2bZtW547d+6J9/ff//63ykaz2cw+ffrQ\n7XYzIyODycnJTEtLY7Vq1ZTwRl9fXx4/fvyJ2/IoVKpUSZMvZubMmXS73UxNTeXNmzd54cIFFi1a\nVAnNLFu2LBMTE/PadMFTSo457r/++uulo0ePloqKilorHPeT59KlS/zoo4/Yo0cPrlixgkOGDNGM\n6ux2O69cucJZs2Zx9uzZnDBhAmVZpl6vZ9WqVTllyhRu27ZNE4khyzJjYmJUq/xCQkKYL18+1XFW\nq1WTeConuHbtGkNCQpTwujJlyvDll1+mh4cH8+fPz0WLFnHUqFEqfdjDw0O1mCUvOXLkCH18fGi3\n2ylJEl955RUGBgbSw8ODRYsW5a5du9iqVSvVW4/ZbGa/fv3y2nTBU0qOOe6sTTju3OHXX3/VRImE\nh4ezQIECSshcoUKFePHiRU6YMEGpVyhJElu3bq3EDttsNtauXZuFCxfWOOmYmBhlRGg2mzlhwoRc\n619GRga3b9/OHTt2MCwsTDUparVa+dprr2keXAEBAblm3/24ceMGN2/ezO3btzN//vwqO/Ply8ey\nZctq7G/UqFFemy14Srmf487xKu/Dhg1T/h0VFYWoqKicvuRzSbNmzdCrVy989dVXMBgMKFq0KPLn\nz49du3bB5XIBAG7evImBAwdi7ty5SE9PV85dsmQJFi1ahISEBHh7e6NBgwaayucZGRnIly8fLly4\ngPj4eBQqVAje3t651j+j0YgqVaogIyMD+/fvh9vtVr7z8PCAp6cnJElCamqqcnx4eHiu2Xc/bDYb\nIiIisHfvXqVCexYkUbJkSRw/flz5XSRJQo0aNfLCVMFTyLp167Bu3boHP+FeXr1evXqrypUrd+DO\nbfHixU0pRtx5wj///MNz587R5XKxcuXKmlFc1qq+2/c5HA4uWLCALVq0YPHixdm4cWPWr19fk2b2\nachM53a7s02X+uuvv/Ktt96iyWSixWJhhQoVHmm5fU5z9uzZbEP+9u3bx5o1a9JisdBsNjM6OlpJ\nISAQ3AmEVPL8MmjQIFWuDkmSOGrUKHp5eWk07VKlSinL3bPqWzZo0IAmk4leXl788ccf87o7Cj/+\n+COtVistFgttNhvr1KmjZMy7fPkyz549+0hFinOLAQMGUJZlWiwWyrLMPn36kLz1UDp//vxjrz4V\nPP/kiuPeuXNnpWwbF447R8nIyGC7du2UkLNu3brR5XJxx44d9PHxoclkos1m49SpUzURKZ6enrk6\nwna5XPzoo4/o7+/PoKAgzpo1i+St1KwffPABGzZsyMGDByspT3ft2sWJEyfy559/firSnKakpPCt\nt95iwYIFWbZsWW7YsIEkefHiRXbv3p2NGjXiV199pTxQVq9ezQkTJnDlypV5abbgGSXHHPcvv/zy\nWkBAwFmLxZJWsGDBhIYNG67QNC4cd66QkZGhyijndrs5YcIEVqhQgbVq1eKCBQs0r++yLHPXrl25\nZuOnn36abU6V24sRWK1WRkZG3nU0fe3aNX7xxRf86KOPcl3Wee2111T3UJIk7ty5k4ULF1aFbfbu\n3fuubcTHx3P48OH85JNPePTo0Vy0XvCskeMj7ns2Lhx3njBmzBjNkvmoqChln9VqZc2aNXNVbihV\nqpRGj2/atKnmTUCSJB46dIg//vgjO3TowA8//JDXr1/n9evXWaRIEZrNZup0OkqSxPnz5+ea/Xdm\nVbRYLHzrrbeyrXCTlpbGsWPH8s033+SYMWOYnp7OI0eO0G6302AwUK/XU5ZlUURYcFfu57hzPKpE\nkPtMnDhRib4Abi2Zr1ChApo1a4bt27ejXLly6N+/Pzw8ci/jgc1mU3328PCAJEnQ6XSq/TqdDl99\n9RViY2ORkpICk8mE2bNno2vXrrh06ZISlZGamor3338fLVq0yBX7zWYznE6nyn6DwZA1QFEgidde\new3r169HWloaFixYgN9++w0+Pj64ceOGcnxKSgoGDRqE3377LVfsFzxn3MurP+4GMeLOE4KCglSj\nQJ1OxwEDBuSpTatXr1bVl3Q4HDx69CjLlCmjrJo0mUwsX758thkAW7RoocnK53A4cs3+CRMmKPab\nTCYGBQUxPj6e+fPnV1INWK1WNm7cONvUrREREZo3jvDw8FyzX/BsATHifvH48MMP0adPH6SmpkKn\n00GWZXTt2jVXrh0fH4/Nmzcjf/78aNCgAfR6PQCgbt26WL9+PebMmQOr1YouXbqgWLFi2LhxI/r2\n7Yv9+/cjLCwMo0ePRqFChVRtkkTZsmWxYsUK5U3CYrGgWbNmd7XD7Xbj6NGjIInSpUtDr9fD7XZj\n6tSp2Lx5M0qXLo2+ffuqEkEBwL59+7Bv3z4EBQUhMjJS2f/uu+8iODgYv//+OwoWLIhevXrB4XBg\n+/bt6Nu3L86dO4dXX30Vbdq0Qa1atVRtenh4oH79+ti7d69ivyRJaNu27V3tz8jIwJEjRyDLMooX\nLw6dToebN29i3LhxOHLkCKpXr45u3brl6luT4CniXl79cTeIEXeeMX/+fEZHR7Np06b8/PPP+dtv\nv+W4pr1mzRrVCs1atWo9Uhmupk2bKhOBWcWOz507x19//ZVFihShl5cX33rrLSUC5dq1a9yzZw+v\nXr1K8lYR32rVqlGSJMqyzJdffpmJiYns3LmzMhq2WCysVKmSKpb6m2++UVWn6dmz50PbnpGRwZIl\nSyqauMFgYFBQENPS0vjFF1/Q19eXBQoU4NChQ+l2u0neikzZu3evUiXnzJkzLFasGG02m1LrMz09\nneHh4cp9yUrbK3g+gZicfHFZsmSJypE2atQoR523v7+/RiJ4kPhwt9utcvApKSns2rUrg4KCWKNG\nDe7bt++u5/7666+UJEkpYDxnzhz2799fFQFiNpvZqVOnbMu2rVu3juQtZ39nki1Jkrhnz56Htj8h\nIYHR0dEMDAxkkyZN7llM+fPPP6fZbKbdbqfD4eDWrVtZp04d1ZJ/SZI4cODAbIspX758+b72CZ49\nhON+gblzIY7NZuPChQtz7Hp3Oj6DwcBRo0bd85wFCxbQ09OTOp2OFSpUUIrvZsekSZPo6+vL/Pnz\nc8CAAbx8+bJGT7ZardnqyWFhYdkWSl6xYgVJ8vTp05q27Hb7fWtAjhw5kmazmXq9no0aNVJGzXeS\nmZnJvn37Mn/+/CxYsCC//fZb7tq1S3PNAgUK0NfXV2N/s2bNNNVzrFarUnFH8HwhHPcLisvl0uTn\ntlqtnDRpUo5ds0aNGpq83+PHj2fnzp35zjvvMC4uTnX84cOHVY5Lr9ezXLlyJMmdO3dywoQJnDdv\nHp1OJ+fPn6+JA+/Ro4fGmTkcDrZu3Vr1EDGbzezSpQsrV66sTIR6eHjQx8dHyS3udDo1DlOWZU6a\nNIkdOnTgwIEDNUvsswr/3n6ddu3akSRXrVrF8ePH8/fff6fb7eaHH36osb9v377ZhhNGRERoRtzj\nx49nwYIFld/UZDIxLCxMkVsEzxfCcb+AZOWxrlChgsYB5OSim4sXL7JixYrU6/U0mUzs1q2b4qx0\nOh09PT1Vznv69OmaOG4PDw9OmzaNkiSplry3atVKMwotXbq0asl/1sMpLi6OL7/8MmVZps1mY2ho\nKK9fv85r166xdevWLFasGOvUqaPJ571//34GBATQYDDQbrcrFeSBWznMAwICVDm03333XY1Nfn5+\njImJoSzLNJvNlGWZ77zzTrZx7A0bNtSMuL28vHjy5En6+/sraWKjo6OZmZnJkydPsm7duixWrBhb\ntWqlaPqC5w/huF8wvvzyS5pMJnp4eLBq1aosXbo09Xo9LRYLZ8yYkSs2pKSkMDMzk6GhoSqnpNPp\nlLwdJLls2bJsq+7c6YxtNhsbNmyoqX9Zo0YN/vTTT7RarXQ4HLRarZw2bRrJW9LEnj17uHv37oee\nIL1x4wZdLpfGDlmWVfcwSya5/ZiQkBCNJGO1Wlm+fHnVPr1ez/fee49DhgyhxWKh3W5Xae6pqanc\nvn07Dx06JEbVLyD3c9wilug5YuXKlRgyZAgyMjLgdruxZ88elCpVComJiUhJSUGzZs0QHx+vSTv6\npJEkCXq9Hmlpaar9JFULgxo2bIiaNWvCZrNBkiRIkoRvvvlGlZI267w6derAbrfDaDQqi3eGDx+O\ntLQ0xMTEYOzYsTh+/Dhat26N1157DZIkoU6dOti9ezcMhoeLerXZbNDpdKoFN8CtEMPbbevVqxeK\nFSum2G+z2TBo0CCYTCbVeSaTCb1794YkSfDw8IDRaITD4UCnTp1QsGBB9O/fH1OnTsXp06cRHByM\nqlWrwm63o1mzZkhISNAsUhIIxIj7OWLw4MGaRSr58uUjSX788cc0mUyUZZkBAQG5UvZr5MiRmqX3\nS5YsYVxcnBKG53K5uGjRIk6ePFmJHsmSW24/76+//uL58+c5cuRIfvLJJ9y1axfLli1LSZJoMBgo\nSRLnzZvHNm3aaNLV/vHHH49kf5s2bVSjbpvNxu3btzM+Pl6JzklJSWFsbCynTJnC+Ph4pqSk0Nvb\nWyN/JCYm8sCBA/zkk084cuRI7tq1iz4+PrRYLEoysKw+3d53WZZFbcoXEAip5MXhv//9r+b1vmTJ\nkqpVi/ifjhwaGprj9rjdbo4aNYolS5Zk+fLl2bZtW+Xh4e/vz2PHjtHtdnPSpEmsXr06GzRowJ07\nd/LChQsMDw+nXq+nt7c3Fy9erGk7Swe/va8+Pj6aSBqdTsdBgwY9kv03b95k7969Wbx4cVarVo11\n69al2Wym1WplxYoVee3aNWZkZPDDDz9keHg4W7ZsydOnT3Pfvn0sXrw4PTw8GBgYmO28Qu/evTUr\nRKtXr67Z5+npydmzZz+S/YJnF+G4XyBSU1NZvnx5ZQGJLMvcuHEjx4wZo4lhNhgMuWpb1uKc2x1q\n2bJlOWrUKNUEpSzLSvX2e2m72fXJbDazePHiqn0Wi4VffvnlY9s/btw4TTHmdu3asW3btsrDUq/X\n08fHR5k0vJf9LVu21ExWvvTSS5rCzjabTaSGfQG5n+MWGvdzhNVqxfbt2zFz5ky8+eabqFixIsaN\nGwe9Xq/RXf39/XPVtjtLepHE0aNHMWHCBKSkpCj7U1NTMWvWLADQaLtXr17FJ598gt69e8NsNqu0\na5PJhFdeeQWTJ0+GJEkwm82QJAkBAQHo0qXLY9u/detWlT6fkZGB7du34+eff1a0fJfLhbS0NKxc\nuTJb+0+cOIGBAwfi/fffR1hYGCRJUr6TJAmvv/46vvjiC0iSBJPJBJvNhurVq6Nu3bqPbb/g+ULk\nKnnOMJvNuHLlCn788UfF0fz222+oXbs2NmzYoGS0mzt3bq7aVbx4cRiNRmRkZCj7/P39lXqZWWTl\n5KhTpw7+/PNP5M+fHzNmzEB4eDgqVKiAS5cuwel0QpIkdOjQAQsXLkRSUhLq1KmD2bNnK/lDVq1a\nBU9PT7Rp00aTmfBRKFOmDCwWC27evAkA0Ov1KFWqFE6dOqU59sKFCyhXrhyOHz+OoKAg/PzzzzCZ\nTKhcuTJSUlLgdrthtVrx5ptvYt68eXA6nejYsSM++eQTGAwGVKxYEdu2bYO/vz9atWol8pEItNxr\nOP64G4RUkicEBgZqdN7+/ftz165dXLlyZZ4sk3a73Wzfvj0lSaLD4aDdbueff/7JiRMnqmK9bTYb\nK1SooJJBJEnisGHDNPq9l5dXrtmfkpLCKlWq0Gaz0W6309/fn2fOnGGnTp0U+w0GA/38/FigQAHV\nJLG3tzc7dOigmTiuXr16rtkveLbAfaQSMeJ+Drn1u6s/k8TLL7+cRxbdGknPmjUL+/btw5UrV1Cx\nYkV4e3ujatWqyJcvH3744Qfky5cPgwYNQuXKlVVV3nU6HQ4dOqQJY7wzbDAnkSQJW7ZswY4dO5Ce\nno4qVapAlmVMmTIFpUqVwqpVqxAYGIh27drh9ddfV/0GTqcTFy5c0Pwut0tEAsFDcS+v/rgbxIg7\nT7hzIk2SJO7fv/+ux2/dupWjR4/mzJkzmZ6enouWanG73ZoFLDabTZUPG/8LEXzzzTfz1NbsOH36\ndLYLcL799lvNb/IkJk0FzycQUSXPN0lJSRw8eDBbtGjBcePGMTMzk263m9999x0jIiLYoEEDbtu2\n7a7nz5gxg5Ik0Wg0UpZlhoeHq1Kd5gVZTs5gMFCWZVarVo0ZGRlcv349Q0ND6e/vz+7du/PmzZt5\naps/0HMAACAASURBVOfd6NWrF2VZVuz/97//TfJW9frg4GAWLVqUI0aMECsiBXflfo5bxzte3x6U\nAQMGjFm6dGkTk8mUUaJEiRMzZszo5HA4Em8/RqfT8VHbF9yfjIwMVK5cGceOHUN6ejokSUKzZs0Q\nGxuLc+fO4Y8//oAkSWjcuDGsViucTie+/fZbHD58GOHh4ejQoQMcDofqld1ms2HGjBlo2bJlHvYM\n2Lx5MzZt2gQ/Pz+0b98eRqMxT+15GEhi6dKlOHToEF566SU0a9ZMrH4UPBQ6nQ4k7/5Hcy+vfq9t\n5cqV9V0ulwdJDBw4cOTAgQNH3nkMxIg7R1mzZg09PT1Vr+Umk4l//PEHPT09lTzcL730EhMTE/nK\nK68oE3ySJLFDhw6aDIKSJHHy5Ml53TWB4IUGORXHXb9+/VUeHh5uAKhateq2c+fOBTxqW4JHw+l0\nZltst0+fPrhx4waSk5ORnJyM+Ph4DB48GNu2bVNijlNTUzFv3jxUqlRJM5q9s/SWQCB4ungiUSXT\np0/v3K5du9nZfTds2DDl31FRUYiKinoSlxQAiIiIgCRJSElJgcvlgtlsRqVKlXDy5EnVcenp6Th7\n9qxS/zELg8GAr7/+Gv/3f/+HrVu3wsvLC9OmTUNISEhudkMgeOFZt24d1q1b98DH31Pjrl+//qqE\nhAS/O/ePGDFicNOmTZcAwGefffbh7t27X16wYEELTeNC485xzpw5g169euH48eOoXr06xo8fj+7d\nu+PXX39VwuUkScK3336L/v3748qVK3C73TAYDChRogQOHTqkcehPCpJYs2YNEhISULVqVZQsWTJH\nrnM3kpKS8NVXX+H06dOoX78+2rRp81Bac3p6On7//XekpqYiKioKfn6a/wo5ytmzZzFhwgQkJSWh\nTZs2eOWVV3L1+oK8I8c0bpKYMWPG2xEREZvT0tIs2X0PoXHnCUlJSaxXrx71ej2NRiOHDRtGkoyL\ni2PNmjXp5+fHhg0bMiEhIcdscLlcjI6OVnR2SZK4aNEikrdyZZ8+fVqpPvMkiI+P53fffcdZs2Yx\nOTmZKSkpLFWqlJIpUJIkDh48+IHbu3HjBsuWLavYb7fbleyF6enpSibAJ8W+ffv4zTff8JdffmFm\nZibPnj1LLy8vJVOgJEmcO3fuE7ue4OkGORUOuGLFioZlypQ5dPny5QJ3bVw47jwlPT09xyu7342l\nS5dqiiTY7XbGx8czMDCQkiTRZDLxo48+eui2t2zZwrlz5/LYsWMkyW3btlGWZaUwcnBwMH/44Yds\ny4JlZmY+0DU+//xzTTx2lSpVuHXrVubLl0+p0POwmfsyMzO5atUqzp8/nxcuXCBJzp49m1arlVar\nlTabjfXq1eOQIUM0hSOKFy/+cDdK8MySY447ODg4rmjRoqfDwsL2hIWF7enZs+ckTePCcb+wfPfd\nd5q0qzqdjhUrVlRFskiSxN9///2B2+3evTtlWaanpyetVitnz57NihUraiJrWrRooXHcer3+gWO/\ne/ToocneV7hwYebLl08ThXPy5MkHajMjI4O1atVSRvA2m41//vmnpnybzWZjs2bNsr2+4MXgfo77\nkaNK4uLiSp4+fbrYnj17Ku7Zs6fipEmTej1qW4Lnj/DwcNVnDw8PhISE4PDhw6rl7BkZGdixYwd6\n9eoFu90Ob29vTJw4Mds2//zzT8yaNQspKSm4ceMG0tLS0KlTJyQkJKiOy8jIgCRJKj3bYrGgXr16\nMJvND2R/VFQUZFlWPmdN/N6eJAsAjEYjtm/fjiZNmkCWZfj7+2P58uXZtvn9999j586dSE5ORlJS\nEpKTk9GxY0dV1kHgVqWdkJAQTfbADh06PJDtgheAe3n1/9femYdFVbZ//Dv7zDmzgKCgoIAKiCwi\nKvS6gogLKpr5ipqZ+68y28zX0MtXf+ZaWbmkWfbLpdxDUVNzxy0xFRXEBU0SEVRQEGSdmfv3hy/n\n7XhITYUBfD7X9VxXc3jOc77T1D3P3M+9POsA23G/0Cxfvpy0Wi0plUry8vKiq1evkoeHh2gXyfM8\n9e7dW5IOHhsbSxcuXKCOHTtSo0aNaODAgbR8+XJJV3eNRkMDBgwQuTXK7z99+jSFhIRQw4YNaejQ\noZSfn//E2q1WK8XExJBSqSSlUkmhoaGUlZUlKXTFcRz94x//ENXR5jiOkpKS6MCBAxQYGEju7u70\nwQcf0OTJkyW7aIPBQIGBgZKOP8nJybR9+3by8/Mjd3d3mjRp0hO7eRg1H7CUd4YtsVgsdO/ePeF1\nQkICGY1GMplMxPM89e3bl5o0aSIxaAMGDCAHBwehop5arabAwECJ4XR2dqb8/Hzq1asXKRQK0mg0\nNGvWrOemv7S0VHQIuXbtWqHCoU6noylTpki61mi1WoqJiZHUVomMjBRdUyqVFBYWRtevXxdcSEaj\nkTZu3Pjc9DNqJsxwv6BYrVa6ffv239plVhW3bt2iHTt2UEJCAlmtVgoODpYcIkZFRUl212q1mpYt\nW0ZarZY0Gg05OztTUlKSsG55nZbKJi0tjX7++WehU4/JZJL8injllVckh4smk4n+93//l5RKJanV\nagoICBBF9rAdNaMcZrhfQHJycqh169akVqtJqVTSO++8Uy0LGlmtVsrNzaXDhw8LRZk0Gg3VrVuX\nVq9eXWFUSEFBAZWVldHt27dt/p4sFgvl5ubS8uXLieM4UigUxHEc+fv705w5cyRtyOrVq0dEREVF\nRZSTk2Nz/Yzqy+MM91MXmXoSWAKObXj55Zexfft24SCN53ksXboUr776qo2V/ZezZ8+ie/fuyM7O\nhkajwWeffYa8vDxoNBoMHjwYJpMJwcHBuHjxIoqLi8FxHIYNG4ZJkybh7t278PT0fOKDxspg+/bt\niI6ORklJCRwcHDBnzhxkZGTA0dERr732GgoKCuDr64u7d+/CbDaD4zh88cUXCA8PR1lZGTw9PSst\n8YlR83lcAg4z3LWQ+vXrSyIt3njjDSxZssRGisSYzWa4uLjg1q1bwjWO43Dx4kW4uj4oebNv3z7s\n2bMHKSkpMBqNCA0NRWJiIpYtWwaVSgWe53Hw4MEqz8YEgOvXr8Pb21sUDVKvXj1kZGQIreE2btyI\nhIQEXLp0CfXq1UNUVBQWLVqEw4cPQy6Xo0mTJjhw4ADs7e2rXD+j+vM4w82a2dVCGjVqJAmFa9q0\nqQ0VicnIyEBBQYHomlKpxNmzZwEACxcuRO/evTFnzhzs2rUL586dg729Pb7//nsUFxcjPz8fN2/e\ntFnp2TNnzkgKcxUUFCAjIwMAMGrUKAwfPhzz5s3Dvn37UFRUhDNnzuDw4cMoKirC/fv3ceHCBbz7\n7ru2kM+oDTzKj/KsA8zHbROSk5PJ3t5eSPJo3bo1FRUV2VqWQEFBgZCKXj44jqPExESyWq2Sv+n1\neho8eLDksE+r1dpEf2JioiS5SKPRUEFBAaWlpVXYAadz586SyBlfX1+b6GdUf1BZCTiM6ouvry8u\nXbqEVatWYdOmTTh69Ci0Wq2tZQnwPI8FCxaA4zgYDAbwPI/hw4cjMDAQZWVlKCsrE80nItjZ2Une\ng7u7exWq/i+BgYEYPnw4eJ6HXq+HTqfDggULwPM8cnNzJbtxlUoFNzc3kX6VSgVfX9+qls6oJTAf\ndy3l2LFjiI2NhV6vx+jRo1G/fn1bS5KQnJyMgwcPYu3atbh+/Tp8fX3xzTffYMCAAUhISBAMOM/z\nOH36NKZPn46ffvoJSqUSKpUK+/fvh7+/v830Hz16FIcPH8b69etx9+5dhIaG4pNPPoG/vz9u3rwJ\nq9UKmUwGR0dHpKSkoHfv3khKSoJcLoeTkxOOHDmCevXq2Uw/o/pSqdUBHzfAXCU2Ydu2bUKiilKp\nJEdHR6GgUXWitLSUPD09SaVSCVo9PDzoxo0b1L17d9Lr9eTh4UH79+8X7klKSqJdu3aJknpsRVZW\nFtnZ2QlJQlqtlrp160apqanUqlUr0uv1FBgYSBcuXCCiB3Hax44do/j4+GrbL5NRPQBzlbx4jB8/\nXuh0YzabkZubi8WLF9tYlZQLFy4gMzNT2FmbzWZkZ2cjPT0dYWFhaNOmDTp27ChEjnz11Vdo1aoV\nIiMjERISguvXr9tSPvbt2wez2Vy+SUFxcTH27NkDOzs7dOrUCa1bt0ZoaChcXFxARHj33XfRvn17\nhIeHo3fv3qJenwzG3+JRVv1ZB9iO2ya4urpKDsLGjRtna1kSLl26JDnk43me/vnPfwrXlUolOTk5\n0c6dO0VzFQoFtW7d2qb6Y2NjK0wSCg4OFg4oNRoNBQUF0ddffy3Sr9FohO7vDMbDgO24XzwGDBgg\nqSxn667tFdG0aVN06tRJ0KrT6RASEoLY2FghRtpsNuP+/ftYuXIlzGazcK/FYsHp06dtoruc7t27\no0GDBkIiEM/zGDJkCJKTk1FcXAzgQRedixcvit5T+fX4+Hib6GbUfJ5Lz0lG9WLu3LkgIqxevRoc\nx2Hu3LnVsgGwTCZDXFwcFi5ciJMnTyIwMBBjx46F0WgUzSMi2NvbQ6VSicqqOjg4VLVkETqdDseP\nH8dnn32GtLQ0hIeHo02bNtiwYYNonkwmg4uLC9RqtaBfLpejUaNGtpDNqAWwqBJGlVJSUoLbt2/D\nyclJEjZXzrBhw7BhwwYUFhZCoVDAzs4O586dw9ChQ3H06FHIZDJYLBZs2bIF4eHhVar//v37yM3N\nRf369SGXS3+wWiwWBAcH49y5cygpKYFGo4GXlxf279+Ptm3bIjMzE8CDcMBff/0VXl5eVaqfUTNg\nUSWMakNsbKzQosvOzo6OHDlCREQrV64kHx8fatasGX377bdUVlZG06ZNo5CQEOrfvz+lpaUR0YOi\nTrt27aI1a9bQ1atXq1x/eeEonU5H7u7u9Pvvv5PFYqFp06ZR06ZNKTAwkHbt2kV5eXn0xhtvUHBw\nMI0ePVrorVlYWEhxcXG0YcMGun37dpXrZ9QcwKoDMqoD169flxxEmkwmWr16taSJwsqVK20tV0J8\nfLxIp1wup4CAAJo8ebJE//Hjx20tl1HDeZzhZj5uRpVw7tw5iWvEbDZj8eLFokO7wsJCfPPNNxW2\n6SooKMCqVatw9+5dREREoE2bNpWuu5wTJ06IDketVitSUlKQk5Mj0b9u3boKtWVmZmLt2rUwm83o\n168fmjRpUiXaGbUPZrgZVYKbm5ukX6PFYoHJZJLM1Wq1mDJlCn755Rc0bNgQn332GerWrYugoCBc\nv34dpaWlmDlzJlauXIlXXnmlSvS7u7tLDkednJwkpWUVCgXkcjnGjBmDxMREBAQECCVrg4KCUFhY\nCKvViunTp+PQoUMIDAysEv2M2sVTH05OmTLl4y1btkTJZDJycHDIWb58+bCGDRumixZnh5MvNGVl\nZfjqq69w9uxZBAUF4fbt2/jss8+gVCqF3bavry86deok7Fo5jkPHjh0RHx+PoqIiyOVy2NvbY+LE\niZg6daqQWAQAzs7OwmFfZZCXl4fPP/8c169fR0REBNavX49du3ZBqVTCYrFgx44dSE9Px6hRo1BY\nWAi5XA6DwQBXV1dcvnwZJSUlUKvV8PT0RHBwMFasWCFqlBweHo49e/ZUmn5GzaXS6nHn5+cbDAZD\nPgAsXLhw3JkzZ1osW7Zs1EMPZ4b7BYWI0K1bN6GUKcdxiIiIwMcff4yrV6/C19dXcBWcOXMGS5Ys\ngdVqxciRI9GuXTtYLBZhLZ7nERkZidjYWMn1h8vDPi/u37+PFi1aID09Xega/+GHH6J79+7IyclB\n69at4ezsDADYtWsXVq9eDZPJhN69e6Nv376irEi9Xo+goCAcPHhQ9IzAwEAkJiZWin5GzaZKokpm\nzZoVM3HixDkPXwc7nHxhOXv2LPE8LylveuXKlUfeZzabJc13eZ6n6dOnSzIP+/XrV2n6K2qdplar\nH9tu7Pz58xVmg3788ceSQ8yPP/640vQzajaozMPJyZMnz1y1atVrHMcVHjt27KWK5kybNk3459DQ\nUISGhj7LIxk1hHI3x59RKBTIzc3FoUOHIJPJEBwcDLVaDQDIycnB5cuX0bBhQ4wePRorVqxAYWEh\nlEolDAYDxo0bB19fX4wdOxb5+fno1q0bpk+fjjZt2uDcuXNwdXXF2rVrERQU9Nz000O/Fi0WC3Jy\ncnD27FkYjUa0atVKaFiRkZGB69evo0mTJggMDMSpU6dQXFwMrVYLHx8ffPTRR1CpVJg7dy4sFgtG\njhyJzp07o2nTprhx4wZatGiBDRs2CB2AGC8WBw4cwIEDB578hkdZ9S5duuz28/NLenhs2bKl95/n\nzZ49+6Nhw4Z9//D9YDvuF5aioiJq1KiRsHsur/zXuHFjMhgMZDAYyMfHh3Jzc2nr1q3EcRyZTCbS\narW0YMECmjdvHnXp0oVGjBhBGRkZtHTpUmrQoAHVrVuXYmJiqKSkhNzc3Egul4vCC3Nycp6L/mvX\nrpHBYBA1bejUqRPVqVOHTCYT8TxPkZGRZDabad68eaTVaoXrW7ZsoYkTJ1J4eDiNHz+e8vLyaMKE\nCVS3bl1q0KABLVu2jLKyskTrKxQK8vT0ZA2EGURURXHcf/zxRyNfX99kyeLMcL/QpKenU9euXcnV\n1ZV69uxJAwYMEHU+12g09D//8z+Pdals2rRJ4mZ4//33K4wL371793PTf+rUKQoODqZGjRrRiBEj\nyN/fXyjhiv+4QGbMmCGU0C0fer2eSktLhXWmTp0q0T9lyhQyGo2Sjj6ZmZnPTT+j5vI4w/3UrpLU\n1FRPT0/PVACIi4vr07JlS3bKwhDh6uqKX375RXgdEhIiCqcrKSnBmTNnJPep1WqkpqaicePGAIA1\na9ZIYqW3b98uiqsGHsSF29nZPTf9LVu2REJCgvDazs5O5D65f/8+EhMToVKpRNEuFosFt27dgouL\ny1/qT0hIEEWYlN9nMBiem35G7eWpDXdMTMzsixcveisUCkuTJk2uLFmy5M3nKYzxbCQnJ2Pbtm3g\nOA5DhgxBnTp1bC0JISEhOHv2rFA5T6fToX379khKShLNKy0tRUlJCRYsWABnZ2fY2dlBLpeLDF2d\nOnXQt29fLFq0SPAld+3aFa1atao0/f7+/vj111+FyBae59G+fXts375dNE+pVCIpKQkbN25Es2bN\nJEWzFAoFvL29IZfLcejQIRQXF0Oj0WDixIngeb7S9DNqEY/ajj/rAHOV2IS9e/cSx3GkVCpJq9VS\n/fr1q0VtjIKCAurQoQNptVrSarUUERFBRUVFtH37duJ5noxGI2m1Who2bBhxHEcajYZ4nqeQkBCy\ns7MjpVJJMpmMOI6jw4cPE9GDbj8zZsygNWvWkMViqVT96enp1LhxY+J5ntRqNb399ttktVpp/vz5\npNVqhebM/fv3J57nBf0vv/wycRxHMpmMlEol2dvb0x9//EFms5l++OEHmjlzJu3cubNStTNqFniM\nq4RVB6yF+Pr6IiUlRXitUqkwadIkUYSPrSAipKenQy6Xw8XFRYjKyM3NFaJKGjduLHIt6PV6fPnl\nl8jMzERpaSkGDBgAPz8/m+i3WCz4448/YDAYULduXeF6VlYWMjIyoNPp0KpVK+FXBfDgl8WGDRuQ\nkJAAtVqN4cOHC24UBqMiWHXAF5AGDRpIOuC8/fbblfa8K1euUMuWLUmr1ZKnpyedOnXqqdcqKSkR\nRYrgP4eAy5Yte46KxRw9epQ8PDxIq9VSSEgIpaenP/VaiYmJkkNHk8lEx44de46KGbUdsA44Lx59\n+vSBTqcTXnMch969e1fKs8rKyhAaGoozZ86guLgYqampCAsLw507d55qPbVajcDAQCgUCuGa1WpF\nu3btnpdkEVlZWejWrRuuXr2K4uJinDhxAuHh4ZIY7ifFy8tLUkxLLpfDx8fnechlMACAGe7ayBdf\nfIHo6Gjh5/z8+fPRtWvXSnnWH3/8gTt37kgiJE6dOoVvvvkGAwcOxKRJk5CXl/fEa27btg2tWrWC\nQqGAg4MD1q1bh2bNmj3x/WfOnEH37t3Rpk0bfPrppxJtf+bYsWOCuwb4ryskPT0dM2fORHR0ND77\n7DOhofHj4DgO+/btQ+PGjSGXy+Hu7o69e/dKDigfxc6dO9GxY0e0bdsW69evf+L7GC8Qj9qOP+sA\nc5XUem7fvi2KzcZ/4pQHDBggxC6r1Wry9PSkwsJCOnv2LPXr14+6dOlCq1atEtZZs2YNDRo0iN57\n7z0hlrmiZJQ/XysuLqZ3332XvL29KTQ0lJKSkujy5cuiVHWO4ygmJuYv9cfHx0tS21UqFbVt21aI\nz9bpdBQZGUlWq5V27dpFPXr0oMjISNq3bx8RPUjT//LLL2nAgAE0bdo0un//foX6rVar6Fp2djZF\nR0eTl5cX9enTh27cuEF79uwRxYVzHEfr1q17ik+GUZMBa6TAqGz+9a9/Ec/zpFAoiOd56tevHykU\nCpExNBgMtHjxYtLr9UISC8dxtGjRIpozZ46kq3t2drboGYsWLSK9Xk9KpZJ69+5N+fn5FB0dLRg5\nmUxGRqORYmJiJLVO7O3t/1K7xWKh7t27E8/zpFQqied5Gjt2bIVJQf/3f/8nSaTZt28fRUdHC9e1\nWi0FBQVRWVmZ6Bnjxo0jjUZDGo2Gxo0bR6WlpeTn50cqlUqUWdq7d2/J+URISEilfXaM6gkz3Iwq\n4eeff6ZZs2bRunXr6N69exLjaTAY6OWXXxZlHgKghg0bilK/y43kkiVLhLV/+eUXSYGp6OhoyTM4\njqP+/fsLxrB81KlT55HazWYz/fjjjzR79mzavXs3HTt2TKKJ53kKDg6WGNXw8HDJLw69Xk8HDx4U\n1v/kk08kBv/DDz+UfDkYDAYKCwuTPKNdu3aV9rkxqiePM9yskQLjuRAZGYnIyEjhdefOnREfH4+S\nkhLI5XIolcoKCygRkcR/bLVaUVJSIrzevXu3KDywpKQEe/bskRSxkslkaN++PXbv3o38/HxYrVZw\nHIcJEyY8UrtCocDgwYOF18XFxXB0dERRURHMZjPUajUaNWokOvAtx2KxiA5SgQeHkX/OEN2yZYsk\nczI+Pl7ie7darXj99deRkJAgzNfpdJg0adIj9TNePNjhJKNSiI2NxWuvvQZPT0+EhYXh2LFjeOON\nN8BxnDCH4zi89957GDRokMgoKpVK3Lt3D3369MG4ceOg1+slnWYcHR3x4YcfCpmGKpUKdnZ2GD58\nOE6ePInBgwejR48eWLRoESZOnPi3tGu1Whw5cgSRkZFo2rQp+vTpg4MHD2L8+PES/R999BGaN28u\nVDlUKBTgOA579+5F7969MWXKFDg5OYm+ZMoPLcPCwoT1dDodWrRogSFDhmD37t3o168foqKiEBcX\nJ/pCZDCAZ2ik8ESLswQcxkOcPHkSU6ZMwb179zB06FCMHj0aZrMZMTEx2LJlC+rWrQs3NzfExcWh\nsLAQKpUKjo6O4DgOWVlZsFgskMvl2L59Ozp27IgVK1Zgx44dcHV1RUxMDBwdHStV/9atW/H5559D\nJpPhX//6F7p3747c3FyMHTsWCQkJ8PT0RF5eHk6fPo2ioiJotVo0b95cCDcEHnwxnDx5Eq6urvji\niy/w22+/ISAgABMmTIBWq61U/YyaQaV1wHnChzPDzfhbWCwWaLVaUQEpvV6P+fPnQ6lUIj8/HxER\nEfDy8rKhyr/m4sWLQm/Jcniex9atW5GamgrgQZy9k5OTrSQyagCPM9zMx82oVtB/D7ZF15RKJYYO\nHWojVU+O2WwWxYUDD/4nNJlMGDNmjI1UMWobzMfNqHSICD/++CPeeustfP7556I6Hg+jVCrRv39/\nwectl8uhUqnQrVu3J3rWd999BycnJ5hMJowaNUrSWf5pKC0txfz58/HWW29h+fLlj8yq9Pb2hoeH\nh+DzVqvVcHFxeaLaKlarFTExMbC3t4eDgwNmz5791BmcjFrOo0JOnnWAhQMyiGjcuHFCOJxOp6Pg\n4GBRnPPDlJSU0Pjx48nf35969OhBFy9efKLnPBw2qNPpaOzYsc+k3WKxUGhoqBAvznEcDR8+/JH3\n5OTk0GuvvUZ+fn40aNCgJ67M+HDYIM/z9N133z2TfkbNBKw6IMOW5Ofnw8HBQRTyp9frsWXLFgQH\nB+Py5ctwcnISOqb/XcpT7r29vTFhwgQsXrxY9HdXV1ekp6c/tf5jx44hIiJC1E1eo9Hg2rVrUCqV\nuHbtGtzc3GBvb/+31yYiXLp0CSUlJfDx8UG7du3w22+/ieZ0794dO3bseGr9jJrJ43zczFXCqFQq\nahosl8uRmJgIV1dXdOjQAe7u7pgxY8Yj18nIyMCmTZtw6NAhYdcxbtw4NGvWDKGhoXBzc4PVapUU\neDKZTM+kv7CwsMKmx+vXr4erqys6deoEFxcXbNiw4ZHrXLp0CbGxsTh9+jSAB+6Xrl27IigoCO3a\ntYOfn5+k+41cLq/0KBlGDeVR2/FnHWCukhceq9VKQUFBQjajTCYje3t7cnR0lGQ9JiQkEBFRfn6+\nqGdjfHy80GiB53mKioqibdu2STIPGzduTM7OzqTRaEihUBDHcbR3795n0p+Xl0d169YVSs2qVCry\n8vIirVYr0Z+dnU1Wq5Xy8vLIbDYLayxbtox0Oh0ZjUbiOI4mTZpEs2fPFtUkUalU1KVLF9Lr9aRS\nqUitVpPJZKLLly8/k35GzQQs5Z1ha7KzsykqKoqcnZ0pJCSETpw4IallwvM8LVq0iNq2bUtKpZKU\nSiX9+9//JiJpfXG9Xk9Dhw6VpJorlUrKzs6mL7/8kmbNmkVnz559LvpTU1OpXbt25OTkRJGRkbR9\n+3ZJzW2j0UixsbHk4eEhdB768ccf6d69e6TRaCQp/d26dZOktnt6etKVK1dozpw59Omnnz5TXXBG\nzYYZbka1w2q1koODg8Rwd+jQQWSMeZ6n2NhYiZFXq9U0cuRIyY67adOmVaL/5s2bks7uOp2O5zp+\nxQAAGGBJREFU3N3dRbVYOI6jHTt2SHSaTCYaNmyYZMfdr1+/KtHPqP48znA/s4973rx54+VyufXO\nnTu270bLsAnx8fGYOXMmvvvuO6HGiNlsxsaNG7FkyRIkJyeL5stkMsTFxcFoNMJkMkGr1eKdd97B\nhQsXROF79+/fx6FDh+Dv7y/yM5fHdA8dOhRarRZGoxEODg746aef/lJjSUkJPvjgAzRv3hxdunQR\nWrsREWJjYzFjxgxs3LixfMOBe/fuYdWqVfj2228lh5v16tXD0qVLodPpYDKZoNPpsHDhQqSnpwv3\nAw981NevX5f43cvKyjBlyhS89NJL4HkeBoMBbm5ukoPVP3Pnzh0MHjwYPj4++Oc//4mbN2/+5VzG\nC8CjrPrjxrVr1xp269Ztp7u7+9WcnJw6D/8dbMdd61m8eDFxHEdyuZw4jqM2bdrQ/fv3qV27dqTX\n60mn05FOp6NNmzZJ7r179y4dPXqUfv/9dyIiCggIEO1MtVotffHFF3Ty5Elq3LgxaTQaUqlUNG/e\nPGGNK1eu0PHjxyk/P/+ROh8uAWsymejGjRs0ZswY4nme5HI58TxPQ4cOpezsbGrUqBHxPE8cx5HB\nYKDTp09L1szMzKQjR45QZmYmWa1WUSgf/uPS2bVrF23fvp3q1KlDWq2WOI6juLg4InoQapicnEyn\nTp2ikpKSv9RuNpvJz89P+DWiVCqpSZMmVFxc/ESfEaPmgcp0lfTv33/DmTNnApjhfjGxWq2SQzq9\nXk8ffPCBxD3wuNKqREQnT54kg8FABoOB9Ho9+fn5kbe3N2k0GlIqlTRp0iQqKip6Im27d++m2bNn\n0+rVq6mkpKRCn/onn3wi0a/T6Wj06NES/3nbtm0f+8yNGzcKhl6v11PXrl2pbt26pNFoSKvV0rff\nfis6dP0rLBYLrVu3jmbPnk07duyglJSUCkvAlh/mMmofjzPcT53yHhcX18fV1fV6QEDA2UfN+3Nn\n8dDQUISGhj7tIxnVjLKyMklmIhEhMzNTVGsEAPLy8vDbb79h0qRJuHv3LgYNGoQPPvhAlB4eFBSE\nixcvIj4+HgaDAR9//DFOnDgBi8UCAJg/fz5CQ0MRERHxSF0zZszAnDlzUFxcDK1Wi5UrV0Iulwvr\nlFNaWgqVSiXK5FSpVEhPT5e8r6ysLGzZsgVz586F1WrF+PHj0b9/f9GcV155Bf7+/vjtt9/g5OSE\nQYMGITs7W/j7u+++i/DwcHh4ePyldiJCdHQ0duzYIegfMmRIhSVgy7MzGTWfAwcO4MCBA09+w6Os\nepcuXXb7+fklPTzi4uKiQkJCjuXl5RmJCO7u7lezs7MdHr4fbMdd62nbtq2ocQHHcbR582aR20Cp\nVFLLli1Fu0aO44Sokb/i4QNAhUJBM2bMEM05cOAANW/enJycnGj48OF0+/ZtSSMFvV5PgwYNEp6v\nUqnIxcWFsrKyyMnJSThQlMlk5OjoSMuWLRPp12q11LNnT0lLsdjY2L/Unp6eLtFvNBpp8+bNonkr\nVqwgd3d3cnFxoWnTptHx48clu2uVSkVhYWGiVmrt2rUji8Xy9B8co1qDynCVJCUl+dWrV++mu7v7\nVXd396tKpbLMzc0t7ebNm/WIGe4Xitu3b1NERARxHEeNGjWiPXv2EBHR6tWryWAwkFwup5deeok+\n/PBDIRa6fNStW5euXbtGPXv2JE9PTxoyZAjdvXtXWNvDw0Pi3li5cqXw9/Pnz0sMbO/evSXuj3KD\n+c0331C/fv3o3XffpVu3bhER0cWLFykwMJA4jiN/f39KSUkhq9VKU6dOFVw0/fv3p4iICEn4XseO\nHenkyZPUvn178vb2pg8//FBwhRQVFVUY633q1ClB/7Zt2ySdcUaOHEkmk0nyvs+fP08zZ86kvn37\n0tSpU5/YZcSomVSK4X54MB83468o3xV+/PHHklZj9erVo/r16wv+Z7VaTa1btxYa6h49epT0ej0Z\njUbS6/XUpUsX2rFjB61Zs4bS0tLo888/l/iiyxsT/9mnbTAYhAbEfwer1Sro79Wrl8Rw/+Mf/5A0\nJh4xYoRw/6pVq4jjOCHx5u2336a4uDhav349ZWdn08CBAyVrenl5iQy3XC6nRo0aPbK2C6P2USWG\n28PD43dmuBmPIi0tjYxGo7Dr5jiO3nrrLUkii06no6SkJOrVqxeZTCZyd3enGTNm0J49e4TMQoPB\nQDzP0/vvvy+J5DCZTHTt2jUKDg4mrVZL7u7udPTo0WfWf/DgQUkBqzfffLPC5JorV65QcHAwmUwm\n8vX1pYULF9L+/fvJ09NTOHytU6cODRw4UNKDMzg4mE6ePElNmzYljUZDLVu2FKJuGC8OVWK4/3Jx\nZrgZf+LSpUs0dOhQ6tWrF/3444906NAh0Y61fMf80ksvSRJx5s+fL/H9Ojk5kZubmzCX4zhavHhx\npek/fPgwvfLKK9SvXz/av38/LVmyROLH1uv11KBBA+ELSiaTkZOTE40fP170nuRyObVt25aMRqPw\n64DjONq/f3+l6WfUHB5nuFl1QIbNMJvNCAkJQUpKCoqLi8FxHCIjIxEbGyuKouB5Hj179sTmzZtF\n0R4qlQo3b97EkiVLcOvWLfTo0eOJ63Y/D3JycuDr64ucnByYzWZwHIdRo0bh+++/R35+vjDPaDSi\nTZs22Lt3r+h+Ly8v7Ny5U0hcGjRoEIKCgqpMP6P6wjrgMKotSqUShw4dwty5c3H+/Hm0bdsWb7/9\nNvR6vajLu0wmg7+/P7Zt2yYYboVCgcDAQNjb29usC7qDgwNOnz6NuXPnIisrC1FRUfjHP/6Bb775\nRjTPbDajffv2+PXXX4WWZlqtFh07doSHh8djKyMyGBIetR1/1gHmKmE8BZ9//rmo8UKLFi2ouLiY\nFi5cSCqVilQqFTVv3pyuX79ua6kV8vrrrwtuHZ7nKTo6miwWC7355pukUChIqVRSREQEFRQU2Foq\no5oC5iphVHfMZjPOnz8PmUyG5s2bQy6XY/fu3YiPj0f9+vUxcuRIoft5UVERSktLn7nO9vOkqKgI\n58+fh9FoRJMmTQAAa9euRXJyMnx8fDB48GDI5XIQEQoKCiCTyaDX622smlGdeZyrhO24GTYlNzeX\nAgICiOd54nmegoODK9yJnjx5klxcXEgmk5GzszMdO3bMBmqlpKamkrOzMxmNRtLpdPTqq68K4Yx/\nZvPmzWQ0Gkkmk5Gvry+lpaXZQC2jpgAWVcKozowePVoUUqfVamn8+PGiOQUFBWRvby8J+8vLy7OR\n6v/Spk0bUWIRz/P0448/iuZcvHhRFEool8vJ29vbRooZNYHHGW7WuoxhU06fPi06iCwuLkZiYiIK\nCgqQmJiIjIwMXLp0SVJnhIhw/vz5qpYr4dKlS6IImPv37yMlJQV37tzBqVOnkJOTg4SEBFFZWqvV\niitXroj6WDIYfwdmuBk2JTAwEBqNRnit1WpRv359NGzYEKGhoWjSpAlWrFghMu7AgwJR9erVq2q5\nEry8vERGmed55Ofnw9XVFWFhYWjYsKFQ+/vPKJVKcBxXlVIZtQh2OMmocohIqAqYl5eHjh074sqV\nKwAAX19fXLt2DVlZWcJ8juPQv39/bNy4EcCDg5s333wTn376aYXrl5aW4vTp05DJZAgMDJQ0Mnie\n+i9fvowOHTqgsLAQZWVl6NmzJ37++WcUFRUJ88tD/44ePSrszr/++mu89tprFa5fUFCAM2fOwGg0\nws/PT1RBkfFi8LjDSWa4GVXGvn37MHjwYGRnZ8PPzw9xcXFwc3ODxWJBSkoKZDIZmjZtCo7j8Of/\nbjiOw5dffgkfHx+cO3cOzZo1Q6dOnQA86L6TmpoKf39/hISE4M6dO2jXrh0yMjJARGjcuDEOHToE\no9H4zPq/++47vP/++ygqKkJ4eDjWr18Po9Eoiiq5d+8ewsLCcO/ePeE+k8mEn3/+GXfv3sWNGzcQ\nEhKCFi1awGKxYPv27bh16xbatWuHZs2a4cKFC+jYsSNKSkpgNpvRtWtX/PTTT5JO84zaDYsqYVQL\nrl27JkpZl8vl1LRp0wojMJycnCTV8Q4ePCiZ98477whdajiOo1mzZtGIESNEqeUajYbeeeedZ9Yf\nHx8vOmDUaDTUt29fybzs7OwK+1E+XOTKbDZT586dSa/XC+9h8+bNFBQUJKpfwvM8LV++/Jn1M2oW\nYFEljOrAhg0bJAWl1Go1paam0quvvkq+vr40aNAgun37Nv36669kNBrJZDKRVquliRMnStY7f/68\nxEBqNBoKCgqSVNwLDQ19Zv1Tp06VFIQyGo10+fJl6tGjB/n5+dF7771HRUVFtGbNGtLpdGQymUin\n09GKFSsk623cuFFSp8Xe3l5S0hUAffTRR8+sn1GzeJzhZinvjCqhbt26ki4uRISoqChcuXIFpaWl\nSE1NxalTp5CUlIRr167hwoULcHJygru7u2S9mzdvQq1Wi3zJarUa3t7eOHfunHCYqdVqERwc/Fz0\na7Va0fNMJhOCg4ORm5srRIqkpaVh06ZN6Ny5M37//Xd4eHjAyclJsl5WVlaFXYJeeuklJCQkCFE0\nPM+jRYsWz6yfUbtgjjNGldCxY0eEhYWB53loNBpwHIfx48eL2oSVlpYiIyMDSUlJWLVqFaZPn465\nc+cKHc2vXbuGYcOGISIiAr/++qvki0Cj0WDBggUIDAwEx3HQ6XQIDg4Wtc97WoYPHw53d3fwPA+t\nVguO4zBkyBCUlpYKOoqKirB161bk5eVhwYIFmD59OubPny/UJzl58iT69++PyMhIlJSUiA4dFQoF\ngoKCsHr1ari6ukKv10Or1WLQoEGIjo5+Zv2MWsajtuPPOsBcJYw/YbFYKDY2lubPn09Hjx6VdLDB\nf3y6gwcPFq4rlUpq0KABXb58mRwcHEQlUAcOHEh169YlmUxGrq6uQid2i8VCqampdPny5Qp96E9L\nYWEhrVy5khYuXEgpKSm0YcMGibtDqVRShw4dhO43Wq2WXnrpJTp16pSkddubb75JHMeRXC6nwMBA\nysjIICKi0tJSSklJqba1WBiVD1itEkZ1xWq1onPnzjh+/DiKioqg0+kQFBSEY8eOiRJu9Ho9oqOj\nsWbNGmH3CjzYYRcVFaGsrMwmjXMLCgrg6+uLzMxMlJWVgeM49OnTB3FxcSKdPM+jR48eQjhjOc2b\nN0dycrLN9DOqL6ysK6PaIpfLsXPnTsyZMwcnT55EUFAQJkyYADs7O9E8IoLFYsHDm4Dy1xUZvYyM\nDPzwww8oLS1F//794ePj89z16/V6nDp1CtOnT0daWhoiIiLQqVMnbNmyRTRPJpNJMj+BB19cMpms\nQv3JycmIjY2FTqfDa6+9Bmdn5+eun1GDedR2/FkHmKvkhaSgoIBWrFhBS5YsoStXrvzt+wcOHChE\njMjlcrK3t6ezZ8+SnZ2dqPXZG2+8IdzzZ5fI1atXyc7OjlQqFSkUCuJ5/m8VpcrMzKRvv/2Wli1b\nRrdv3/5b2s1mM/n7+wshiWq1mpo1a0ZHjx6VNAZeunRphfrLQw/lcjmp1WpycHBgbpMXDLBwQEZV\nkpubS02aNCGe50mn0xHP80LPx+PHj9PChQtp06ZNQhNeq9VKR44coW3bttHNmzeJiKikpIQmTpxI\nLVq0oJ49e1JqaioRPWh9FhUVRcHBwTR9+nQym81048YNCg4OJoVCQXXq1KG4uDgaM2aMpKN8hw4d\nnkh/amoq2dnZCbHhjo6OdO3aNbJarbRr1y5auHAh7du3T5hfXFxMe/fupZ07d9K9e/eIiOjOnTv0\n+uuvU0BAAA0ZMoSys7OJ6EHfyvDwcGrbtq0Qm33mzBlq0qQJyeVycnNzoxMnTlCrVq0kfvP333//\nOXw6jJpCpRnuqVOnTnNxcbkeGBiYGBgYmLhjx47uksWZ4X7hmDVrlqSBbkBAAC1dupQ4jiOtVkt6\nvZ569uxJpaWl1KtXL+J5noxGIxkMBkpISBDWunfvHpnNZuH14cOHqVWrVtS4cWP64IMPqLS0lFq1\naiXqHs9xHEVEREhiof38/J5If9++fUVGX6FQ0Ouvv05jx44lnudJq9USz/MUExN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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "ax.set_xlim(left=-2, right=6)\n", "ax.set_ylim(bottom=-10, top=10)\n", "bs, ax = beeswarm([d1,d1,d2,d2], positions=[0,3,5,6], ax=ax, col=[\"red\",\"orange\",\"yellow\"]);\n", "ax.set_xlabel(\"testing x\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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WLsXMq1dRZf9+1KxUCZcv/4GgoExIpabkDA0b5iAq6so77gkRERMfxaoSCwsL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EAAAg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\n1JZGhgZUyA05MWjcO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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "bs.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
colorxnewxorigynewyorig
0 red 0.000000 0-3.233790-3.233790
1 orange 0.000000 0-2.594117-2.594117
2 yellow 0.000000 0-2.362106-2.362106
3 red 0.000000 0-1.962170-1.962170
4 orange 0.123496 0-1.955887-1.955887
\n", "

5 rows \u00d7 5 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ " color xnew xorig ynew yorig\n", "0 red 0.000000 0 -3.233790 -3.233790\n", "1 orange 0.000000 0 -2.594117 -2.594117\n", "2 yellow 0.000000 0 -2.362106 -2.362106\n", "3 red 0.000000 0 -1.962170 -1.962170\n", "4 orange 0.123496 0 -1.955887 -1.955887\n", "\n", "[5 rows x 5 columns]" ] } ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Try to break it" ] }, { "cell_type": "code", "collapsed": false, "input": [ "beeswarm([])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "beeswarm([d1], positions=[])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "ERROR: number of positions must match number of groups\n" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "beeswarm([d1], method=\"dummy\")" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "ERROR: Invalid method.\n" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "beeswarm([d1], col=2)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "ERROR: Invalid argument for col\n" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Make a pretty one ##" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d1 = np.random.normal(size=100)\n", "d2 = np.random.normal(loc=1, size=100)\n", "d3 = np.random.normal(scale=2, size=100)\n", "d4 = np.random.uniform(low=-3, high=3, size=100)\n", "\n", "bs, ax = beeswarm([d1,d2,d3,d4], col=[\"red\",\"orange\",\"yellow\"], labels=[\"N(0,1)\", \"N(1,1)\", \"N(0,2)\",\"Unif(-3,3)\"])\n", "ax.set_xticklabels([\"N(0,1)\", \"N(1,1)\", \"N(0,2)\",\"Unif(-3,3)\"], size=15);\n", "ax.set_yticklabels(np.arange(-4,7,2), size=15);\n", "plt.savefig(\"example.png\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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6qzMHOA0rQG83Dc+cOWO6zDEB8fHxvHHjBiMiIugqCJmx8IkAnVQqnjlzhnXq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\nNmqqBTk7d2jHlJQUPnnyhFO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mTZogIuIGbt58gunT50OhUECr1WLlmvV4+jwB128+QNOm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\nMjKKL1yenZ2tm7uxkMv5+PHjv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