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Last active December 30, 2015 05:09
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Plotting Time Series Example with MATPLOTLIB
{
"metadata": {
"name": "Plotting_Dates"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "import pandas as pd\ndates = pd.date_range('1/1/2011', periods=365, freq='D')",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "import numpy as np",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "data = np.random.rand(365)*1000",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "# http://matplotlib.org/api/dates_api.html#module-matplotlib.dates\nimport matplotlib.pyplot as plt\nfrom matplotlib.dates import MonthLocator, WeekdayLocator, DateFormatter\nfrom matplotlib.ticker import MultipleLocator\n\nfig = plt.figure()\nax = plt.subplot(1,1,1)\n\n# Let's define x-axis date interval sizes: month, week, or day\nmonth_interval = 1 \nmonths = MonthLocator(bymonth=range(1,13), bymonthday=1, interval=month_interval)\nmonth = MonthLocator(bymonth=range(1,13), bymonthday=1, interval=1)\nweek = WeekdayLocator(byweekday=MO) # Every MOnday\nday = DayLocator(bymonthday=range(1,32), interval=1)\n\n# Let's define x-axis formatting intervals\nmonthsFmt = DateFormatter(\"%b '%y\")\nax.xaxis.set_major_locator(months)\nax.xaxis.set_major_formatter(monthsFmt)\nax.xaxis.set_minor_locator(week)\nax.xaxis.grid(which='major')\n\n# Let's define y-axis formatting\ny_major_ticks = MultipleLocator(50)\nax.yaxis.set_major_locator(y_major_ticks)\nax.yaxis.grid(which='major')\n\n#plt.title(\"\\large{Plotting Dates}\")\nplt.title(\"My first line\\n\\tiny{My second line}\")\nplt.plot(dates, data)\nplt.xticks(rotation=-90)\nplt.xlabel(\"Major ticks=months\\nMinor ticks=weeks\")\nplt.ylabel(\"values\")\nplt.show()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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TCKdbU9N0Pgc1n//936GZhiNtM6HMSoDRjq18Dvxe797Gs8ZYrcTpVVZaH2ka\niagrMvfsoc2/TtIiuJUyMzMxd+5cTJkyBQsWLECvXr3wzjvvAIg9t5LdUlag8XwOchp2oioRq4Ff\nXRkRC3unlUPa40HYDunm4MlhicTnEM4grCqH+vrIBnArUfPu80Xuc4h0tRK3o2hXK0Wyz0HN5z/+\nQZtBMzPdx+NWnDbB8bPaWvv+f/w4/Zfz1hgOaZYzZ2KnHIQwKwc3+W4x3EodOnTAypUrUVhYiOXL\nl6Ndu3aB8I3NrRTOaqWKCmD48PD2Ochp2IkVcpBtmXwv1sjBSjkIoSM11R1y+MlPKFykyMFtPTpJ\nuMp8zRo9rIFMVQ7hLF8MVT71G0aqHOTVStXV4e1zUJVDVZX1JjA3+xyinVDU15sHMSuJtM2oikBd\nrQQYK6hkRMDpHThgDqvG4STFxe4Hek4vlsjhe6McmkvcmpWcKq66GpCOlwgp4SoHuQGreVAHwcZa\nrQS4X620YgUNJs25WilcJcn5dKsc1MmDmwGhooKWPbqJWx1sIjmFzO83VivxdTjvRmNWkuOJFjm4\nUQ6Rilo3VmYlRg4+HzB4sJlWp8EaHqTM3bS9J590z512/Dj9xRI5qGYlNxOqZjErNaVUVZFtrU8f\n+0EkHLMSN5zm8Dk0FXJISnK/z4HrqjnOA1bz4FauvJLSDBc5yJOHUOmdPEm+iYULNcdwsUIOslkp\nJSU6n0NT7HPguCJRDpG2GbfIgdvT8eM0fsjlk99X43CSujr333XDBg179tB3OOeQw1NPPYXBgwdj\n6NChmDZtGmpra/HYY48hNzcXI0aMwIgRI7Bs2TJT+EjpMz79lNa0A/aDSDgO6XBndm59Dmo4tz6H\nxlAOCQlwNCt9/jlw4oQRXoiWs8+hpgZ44w3n8OEiB9Ws5EYZuR0oY+VzkB3S4U4aolUOLOGY6jhc\nJGalSMXJ52CFHFRTqRqWf7up63D6h9drcJs1lnJw45dqcuVw8OBBvPLKK9i8eTO2b98On8+HJUuW\nwOPxYNasWdiyZQu2bNmCiRMnAoiePqOuLrQvIRLkYGX3PHzYvEEGcE+oZ6cc5HQaa7VSsFlDR0qK\nPXLIywPWrTPC88DSEnwOBQXA/PnO4desoTQb0+fAdRKuz0EepMMRGTnU1kbvc7AqXyy5leTdyLLU\n14c2Z0baZtysVpKRAz+Xy6fmORwGBLfD1uHDOg4dot+NZVZqkcihbdu2SE5ORlVVFbxeL6qqqgJn\nQguL3EYHhHkUAAAgAElEQVRLn+HzmXc+Ovkc3Dik1WVussybByxdGpw+ELlZSRYr5BDtbN1ptZJd\nJ5X9FLJZqTl9Dpz2qVOhByiu48ZWDm7itzIrReNz4PiiQQ5N4XPgcE3pc1AVgRvkwEpi2bJg5cLv\nuanrcPqqEMChQ6TsQy3rdSvfC7NShw4dMHv2bPTo0QNdu3ZFu3bt8MMf/hAA8Pzzz2P48OG48847\nA6ys0dJneL3mWYrVB+J7slnJ7kNyY7Gye3q9wZ3DrXJQw3EHb+x9DlbKITlZC1s5RGpWipXPgevh\n5MnQM+/LL6c0w3VIyz6HUAM414mbfQ6qwo8WOSQna2F9Cxn9AeGZlU6ejMznIB/JqeajsXwO4ZiV\nZOTQvbuGX/7SbLqT8+zWrORW6XfpouHwYaBr13PMIb1//34888wzOHjwIDIzM3HjjTfiH//4B+69\n9148+uijAIDf/va3mD17NhYsWGAZRzj0GV6vhro6gobHjwM5ORqAYPoFgLbT8/b5Eyes6TN696bw\nVnQYpaUGXQaH5+t163S0a2e/vf2bb+ia6QQKCnSUl1N+OPzp08ZzXSeKBPna5yNna3Ky++31Xq+Z\nrmH4cA0eD1BermPbNmDatOD3vV5g+3YdnTtT+kIAu3frDcrEPr28POC99zS0bh1bugEhgC1bdCQk\nAKdOaQ3UGPbh+Xt/8w0wfnzo+KlT68jPB6ZOpffLy53pVTZsYNpz5/hV+gW/XzOZo9zWR1kZ0Zfw\n9ygocM6fWr78fIP+hJSgjjVrgKuuMsLTwGlcnz4NPPCAhoMH6frwYaLPEAL47DPn/PJzOT6ur5qa\n2LYPvub+xPW9bx/VNwB89x2Fr6uj5wcPGnQkXi8ClCSJiZrJ1OTzma/t0j92TG84jjd0fv1+Wo7c\npg1w7Ji7+gx1vW+f8f0++0zH3r0L8de/Ajt29IKtxGZztntZsmSJuPPOOwPXixcvFjNnzjSFKSoq\nEkOGDBFCRE+f8fLLtMVdCCGuv16In/88OMzatTT3fPRRur7vPiGuvto6/0xzsXLlmqBnkydTerI8\n+iiFP3bMOj6Wjz+mcEeP0vVzz1Ee5K37w4cL8frrxjsLFgiRmGhc//WvQvzXfzmno0p6uhBTphjX\nJ04IkZGxRtx9txAvvmj9zg9+YOQjOVmIw4eF+OMfhejUyTmtzp2N8rHEgj4jJ0eI5cvp95/+JERm\npnP4Dz5YIwAhPvjAXfz799O3eeEFun7lFSFGj3Z+Z+dOemf16jW2Yfx+CrNvn3Hv97+negpXJk0S\n4tJLiR6mbds14qWX3L+bni7E0qVCLFzIGIz+vF5zuIwMIfLyjOviYiE6djS+4YMP0nv19aHT3LuX\nwl5zjXGvspLu/elPzu9G2mZKSij+zz6j68ceE6JtW/o9fjw9++QTIXr2FOL+++m6sFCIV19dI3r2\nJCqLtDQzDUXHjtRXQ8n11wvx5JPu8nnNNdQ+r72W0mNKnWjkqaeoPNXVdH3RRUK8/Tb9ths7m9ys\nNHDgQKxfvx7V1dUQQmDlypUYNGgQjkl7uf/1r39h6NChAKKnz4jUrOS0Wkn+rz5ToWMsfQ6hzEqn\nTwNnzzqno4rdaiWnfQ4yrXQ4Dmk3tvpIpKX6HOR3nfLR0lYryXFahZOfq9eAu3q1Mivxe+HQtoQj\nan2rZiVevs2r7+Qw/GdlVoq1Q5rjb92admPHwrTEaYdzLEGTm5WGDx+O6dOn48ILL0RCQgJGjhyJ\nu+++G3fddRfy8/Ph8XjQu3dvvPTSSwCip89QlYNbh7Tdh+SwxF5qllgoB7mxqj4HK/u0XJ5I+PGt\nuJVSUpz3Oag+B+5MbgZMtf4bw+cQanC67DJKsymUw+jRWsgw6gAbiUOafQ5+P+1TaUrloO4DqK8H\n0tKc07RySPO9pvI5qKuVWrUyfA6y8rrgAi3QdlXl4HY5eTgO6exsDQDQpg3Qrh0ph65d3b1rJ+oY\n52YC0Syb4B5++GE8/PDDpnuLHU60nzdvHubNmxdRWm5WK4WDHORlcFbxxEo5WOUhFHIId8UQN+xw\nVyvJK2rk1UqhGltjcd/L9cLKgcthlw8gcoe0G2ceP3dCAfK3lvMWKXLgHdJu8qe+a9V2w0UO4SAy\nq6WsbpVDpKLWt4oc0tIM5CDnjyc+jByc6sBOwkEOHK51a1IQZ864e89JrJRDqPz8x9NnuEEOKuRy\nqjh+32qttdUyRLfHf9qZleR0rJCD/E64yMFqI5IQQH298z6HSFcrWc1WYrXPgeNlCO6Uly++oDSb\nAjk4lS+WZiV5Vltfr7tGDvz9QiEHOZz8XG6jsTIrNRa3UqjVSowc/H5jYuT301kXTmalWCOHkhId\nACmGpKTYkDxGYlY6J5SD/KGtPpCVWam5fA6qWUmN38rGK8/YwlEOnGYk+xxkHwPPrlqCz4G5cJwG\nqHAGMSA65SB37FdfBWSAbIUcrAZpNyIPXG46vpqHUMrBqh3btUc3tCvRmJUilVBmJSvkwGXkv6Sk\nyMxKkSKH5OTYKIdIzEothj6jvLwc48aNQ//+/TF+/PjAPgcOHyl9hs/nHjm4MRvw+2y3VuOJVDmo\nKIA/ntM+h1ghB1U5pKYa+xx8PjP5GGAgBzmvbhST1ewp1j4HbjZ2A/8TTwA9e2qOYVSJRDlwfi65\nRAvcO3AAKCw0wtiZlSKhRZGRQ2Kie5+D3D6tUK86gVCVgbznJ1zkwGYwFrcO6cbgVhKCFmGwSVJG\n1UOGaIG+1xRmpU6dNACxRQ7fC+VgR5+Rl5eHcePGobCwEGPHjkVeXh6A6Okz3DqkExPd75AGGt/n\nEAlyCFc52CEHXq1UVwesXAnccYf5PXUA41mnG+QQ7qDnRlSfA2A/QH34oUG93NTIQYjgXaryfzmt\ncBGWPHCFU89yeuog9N57wK9+ZZ8vtR7C8TnU1xM6jcSsFKmEMivJyEtGDjywc99obLOS3w9cey1w\nySXnmFnJij6ja9euWLp0KWbMmAEAmDFjBj744AMA0dNn8IflwcvOHJSR4X6HNGCc+aw+s/M5uFUO\nsqlGtudyHE7IIVyzkh1yqKszznOoqQnurCpykJ12TmI1qLq1H6ucVbLI3+vUKfqWdgOU3w9s20Zp\nRrND2q1y+Pxz3XSP45DDqMgBCH9AkAcur1cP24RhpRxOnTKcoVbtmOvBrc/B5yMiTIAG35SUyMxK\n0foc1Aketx/ZoS9PKLds0QNltVqtFGvkUFamY8YMYMSIxkUOofLTIugzxo0bh7KyMmRnZwMAsrOz\nUVZWBiB6+gxuAGxLtDMrpaeHhxzslExjIgdVaUWLHKyUg99v9jkIYW9uUM1KoWYiTuYSp9PV9uwB\nxo61j5e/Fx86lJnprBw4nUhPggtHOaiKV6UwkP/L74U7IKgz30iRQ0qK8UyebITjc7Cr+4MHgV/8\ngn7X1VEba0qfg4rUVATB/gQVObACkMMA4dV1uMghoWFkbk6zUougz3hD4Vj2eDyOexnCpc8AgNWr\naft85850rdIveDx6Aw01XZ8+bU0/kJVF1zxjkp+fOGFPn7F+vY5jx+y3txcU6A3xag31RPQEcnhi\nyzSueTs+56WkxLCnu9leTzrWTJ/Rp4+GVq007Nun4+hRSk9+zvQZ+/ZR/XD6R47oDY3YOj0+fU3O\nv/z8zjt1tG8PPPts8POqKuDbb+3pIPx+ovNISgJatyb6kHXrdHTpYk1X0aePBsA9nQHTZ5SUUHgh\ngMpKZ3oKpkMZMcJ4TmRqWkM4HXRMOsWntpc1a3S0bu2eHqG8nOo/J0dDQoKGvXvd0WcMH07Xu3ZR\n+Vq10hoGRh2Fhcb3WrvWqD9+f/9+QAgNY8Zo0BvoYwB7+pIjRyg8QOhNbQ/bttH7oegzNE2LiD6D\nDuky6puv/X7q7ykplB8hDDoNv1/D+edrqKvTsWePmT6DBnvj2in906eZaTV0fjt00LBrl44OHWjP\nCtOpHDsG3HST+/LK10VFdF1Tw99qIV59FTh0qBdsJfqN2eGJHX3GwIEDRWlpqRBCiJKSEjFgwAAh\nRPT0GQ89RLr92DGio5g6NTjMBx8IMXiwEL170/WMGUKMHGmd//x8im/v3uBno0cL8cgj5ns330zh\nt2+3jo/lD38wh3v0USFGjTKH6dHDTC3w+OP0TlUVXV93HaXnVnbvpvcvvti4d/CgEN27C/H++0QT\n8N57QowZY34vK0uI+fNpKz5AdXLrrUSlYSc+H4Xdts36+YMP0hZ/K9m0SYhBg+zjTk8nKoDSUqKe\nOO88oj2wkkGDhHjmGcrLvHn2ccqyerUQCQlEGyIE5bNvX+d3dJ3S2LzZuDdrlhA33EC/L79ciHff\nDQ5zzz1078QJd3ljGTNGiJ/9TIhf/EKIlBSiM3Ejx49Teq++KsScOVR/PB/+r/8S4sYbKdyxY3Rv\n1izj3S1b6J7PR9e33krX69ZZp7V7N7UtIYR47TUh+vShemBZtUqIVq2IBqQxhNs706ZwXdfUCDFi\nhBBXXkn9KyuLKHcAIb78ktpWejq1m8GDhbjqKnq/ro7CPP546LT796c27kauvZboTIQgapslS6iP\np6eHX2aWuXMpr6+9RtfnnUffXAj7sbPF0Gdcd911WLRoEQBg0aJFmETTqqjpM1SzkhW0EyJ8s9KX\nX+pBz5x8DqEgnJvzHGLlc9i6Ffjf/7Xf51Bbqwd2SNuVKdzVSmpeWWR7tR18dvIByc+9Xlr6l5zs\nbFZilGYV5vnngYbN+aa8yz6pcMxKGzboWLYMmDXL7HOQyxsLsxL7HChePWKzkryzWf6mdj4HwDgf\nI5RZSTZlqCYafq9166bzOchmWTuzkhCEcjjvss9BNU85CZuVjhwJvQP++HHdZFaqr6d2Y3e2txuJ\nxKzU5MpBps8YNmwYAOCee+7B3LlzsWLFCvTv3x+rV6/G3LlzAZjpMyZOnBgRfQZg2M/tfA4ZGeHR\nZ8R6tZI6eFrlNZRycOtzKCgAVq1y3ueQkhKez4Gva2roWFaWLVvo1LhQHclqA6FduVXhuqqvp84U\nSjlwua3CHDwIHD0a/I7cPtwoB64brxf47juqEyHMix6sFGYoh/TixfZt2GrgCiXyd/H5aCMYixuf\ng9V/p7qXw6rLQuvraflmLH0Ob74JbN5Mv+0GdXng59+qz4HHBDnPqs9Plqoq8zVPqG6/HQil26x8\nDpyfSHmnOK8terUSQPQZO3fuxPbt27Fo0SIkJyejQ4cOWLlyJQoLC7F8+XK0a9cuEH7evHnYt28f\nCgoKMGHChLDS4k4WyiGdlmae1YVCDqNGaZbxNCa3Uqwc0jxA1tfTQKoqh/R0zdEhrS5lFcJYjfHv\nf9MsmeXxx4FPPrHvSFw+WTm89ZaZbCxUQ+ZBxy1yyM2lNDnM+vXA5Mn0u7o6eBMXI4dIHNLDhmmB\n8LJDmuuMf8tpAfbK4Z57ggceTs9YZqlFjRx4xupGOVxxhWYqhxvlwEhHRQ5ulEM4+xzef58mKHJ+\nrcokK1dVOfTvrwWFkd9X67qgALj6avM9Rg61tTRZcJL27bWAcuBNcKwUIlWcPOlr0auVmlrcmpXS\n0szowq7i1IalPotWOcizG/UdVWlFalZiMxCvNbdarcT7HMIxKwFUh/LgWllpbKbjsHZ54jB/+hOw\ne7f5WSyRAz/j/8ePA99+S79ramKrHPibcJtya1ayQ1FObTgWq5UYOaSkmJdfWpmV1G/aVGalcOTk\nSWtUruZbVq6qclC5lUKZlU6dCmZHluNQN5Wq4vNROoCBHGKhHNLSvgfIoSlFNivZIQL+6LIphcP9\n+tfAF18YYfn+11/rQfE4cStFihycfA7RIgceDIKXW+q2yIFnvCr1gGyiksNXVpqPnVTzZ6zSMSty\nOVysfQ7791OaHKauzhi0nZBDJD6Hb77RA/mzQw5WA64dcrBL2zzzjd7nkJJijRysFBkfRBMrs1Is\nz5AuLw/uJ1ZmJVlZqT6HXbt0R+Wg1jX3G1m4v/h8aDh0yF5OnNCDzErRKge2jshUQi1OOezZswcj\nRowI/GVmZuLZZ5/FY489htzc3MD9ZcuWBd6Jhj7DjVmJIW6rVlT58mC0bx8aljAaYYGmQQ5qXtVB\nUo3bLXLgWXZ9vbVyAIx9DmqZ5JmkalbiPMnhz5yhOrWD4HK8dsohXOTgtDZcVmR2ykEdnHw+NCxz\ndJcfDsPvWiGHSM1KVm2M45AH20iUg+xzSE11b1aSnyUn23MrxcqsJMtbbzk772XkoNaNlVmJf6vc\nSlY+B7u+zf1GlnCQA9cNEOxziAY5qP6SFqccBgwYgC1btmDLli345ptvkJ6ejsmTJ8Pj8WDWrFmB\nZxMnTgQQPX2G201wqnKQB2mrwfGCCzTLeGLlc+DG6HSegxvk4PEA27cH55N9DqpZSQggI0MLdHI7\nhWRnVgoXOVj5HFQlFwo5cL04IYfnnycE6PcbR8XKqJI7nRVy4EFPru9Qq0Y47Pnna6YBJpTPQVa+\nTmW1us+rlXjtvRtR0V8o5GDV/vhMbiEMpSLLRRcZM/hQZiVWDvX1wIsvWudZ7hMPPWReAKFKOMjB\nzufQu7cWqAO3yMFOOfh8oZVD27ZaTJBDTQ0pT86jOnloccpBlpUrV6Jv377o3r07hBAQFrmNBX0G\nYD44XBW/nwZRdkrL4eROzNdA4yEHJ81uN1CH8jmsWROcTyezUkKCMatTyyQjBLmTuDUr2TXIWJiV\nnHwOX3+Nhk1dwT4HN2alpKTIkAMjLP4L5XNwQg7qoKQ+s0IO9fXAX/5in08nn4PbpazyfyvlsH8/\nIUi53tRZOOc1NZXuHz0KzJ9vn285/3ZtyuuldN36HGSzklxeeUe9G5+DlXJgBOkGObCiB6JTDkVF\nwKOPGnGqeQ/VhptVOSxZsgRTp04FQLuen3/+eQwfPhx33nlngJU1WvqMSM1KdsiB7/MOWFmslIPb\nfQ5qA2blEAufw/799L+igmbQPECyWUkdiKuqdJNzLpRyYJMOP5fjY+VgpyTlfQ6RmpU4D07IgePw\n+4HDhylN2YkeSjnIyCEc5bB1q25K263PwW7yoYaXnxmDreFzKC8H/t//s8+nalZi5CDvc1HDqflh\nnjG/31AqsvD3t1IOKnJITqY2efasfR3LfcKJ8FE920P9b2dWUpFcYaEeCC+jHTtTaSjkEMrnUF6u\n2zqkw1nKqqLTcM1KzXISHADU1dXho48+wtNPPw0AuPfee/Fog5r77W9/i9mzZ2PBggWW74ZDn+Hz\naWjVCti8megoOnbUAATTL5SV6Q2bTTQIAZw9S/QDQmjw+Yzwycn0/p49+UH0BDRLMcfv8xFE/OYb\nojew297OAxbTCRw+rJvI5nRdb+isxvuHDwMyHUBlpfk5iYb9++l63z7gxRc1PPAAcOqUjvx8oueW\ny9epkwaPh+g+mK5Dfs50C0eP6li3juKn2RA993qN8NSoiQ6BCejU/BUXE7IpLeXyEn3Dli3UQZje\npKbGmg5izBi63r1bx6lTRDeQnAzk5xMdB4cvLdWxezelT4OX3mCOoPT4e1dX07VKn3HqlN7wHpW3\nrs6ZnmL7dv7+1BGPH9cb0JrWMKPVG+i7NdMkgOvn66+pPuT4mZ5E/h78vKKC6C8SEuj6wAHKHy/D\ntKNXaNeOrvfuJfqLTp00JCYC1dVUPxkZ9HzjxuDvR0tEjfiPH6f2JNNnjBmjobqaNo2ePEn9idOr\nqDCudV1HQQEto05OpgOZaCC0rl++9nrtyyfTY3D8cn3TCjV6Xl1N+e/XT2sYNCk+7v+AjgMHzPQZ\nx48Hfz9N01Bba7Qnzo/XS/Xr92s4edKZ7kIIav+1tQZ9xqZN9Lymxrk+5OuiIgTog44e1RuQINFn\nVFQsxBtvAOXlvWAnzaYcli1bhlGjRqFTp04AgM6dOwee3XXXXbjuuusAAN26dcMR+soAgKNHj6Jb\nt26WcS5cuDDo3h/+QLuf+/XT0KaNoTnV/QNdu2qBWa4QxDGjaUBeHnVwDk8DInDDDQ9CXm6taZrJ\nRCPb0pOSaFBVw8vCnE+szbt21ZCWhsA7mqaZNL+maSZ7oqbRoG5Vvv376Tojw5gltWqlYcAA4PPP\nzeXbsYP4iS6/3CBGk59Th6BBZPRo+u33A2lpRnk5PM/camuBSy81l4/j+9vfgBUriLOqQwd6VlcH\nDB1q1BdBfuv64/L276+hRw/a3JecTNdy+M6dNfTtS3ljfqy2bY38eb0arrzSWMoq15/PR9+D5yQE\n+52/56BBdN2vH82Cs7I0cBOvqaFBsGdPBOqE3//DH+jesGEafvADc/yyHVxNLyOD4mP+nl69qO0Q\nP1ZweL7+5hu67t1bQ1kZzdqTksju3bYtzeaLiw0/jdy+eBZ72WUaunQBOnQwjmnl+DnMqFEajh83\n3u/TR0NhoeEv0DQNX30FnD5NM9zhw7XA7FmtX/k3Iwer8m3YQL+5Paanm+uP2xshHg3duslWA6O8\nPXrQ727dyEzF6dHkLLh+a2uN8QNgs6eGTp3oe5w5Y/89AOp/F11EvprPPyc0O3gwPWfk6fQ+X3fo\nYKC4Ll00tG5t5DUjQ8O0acCDDwK/+93vYCXNZlZ66623AiYlACgl1i4AwL/+9S8MHToUQPT0GV4v\nKYdwHdKx9DnIJgmnfHIcnI6aV9WcoUL9ujrrfMnnFzCcdFqt5PEYzk03PgfVrMThGfk4mZWYEsDJ\nrOTkc5BhstNqJdm0w+YL2efA+bRareT3R25W4jqXYTz7tcL1OTiZldhsYLX3wCmvajtPS6P6S0gw\n8v7XvxqUIlZmJfm/6nNgc528aovD2pmVEhPdL8uWl1SrwuabaM1K8jeJxKykptNUPge/PzqzUrMo\nh7Nnz2LlypWYzNtSAcyZMwfDhg3D8OHD8dlnn+EvDV60aOkzfD5SDqHoM1SHdCifQ36+bhmPlc9B\nXgZpJ3ZLWWX7qjpIyh0bsHZIZ2VRR+M/bqBOq5XOntUDKMSNz0FuhLJjmc8CcHJI79ihB97hOFW/\nhdMAJyuoUD4HHkhKS3XTIMYdr7o69g5pXiMvtykn5aAOXFZxWqXNAwo9000DmFNerZayqsrB6zUU\nvVX74zO5aQZurnsezFSfAw9WkSgHtz4HHoTdOqTl1UpyGXlfDDuk7ZQNi5Ny8PmoXzidJXL6tB6T\nHdJWykGug1BtuFnMShkZGfhO2UO+WD5cV5F58+Zh3rx5EaWlIge7WZeMHORGrA74oTpvrJCD1QBk\nhxy4QVsph6SGL1xZaZ7F8vkJ4a5WkmdRVspBHthl5ODUkWTkYEcGGEo5yMghlEPa6zXPcFXkEEuH\nNCs8+R2uDzuHtN0+Dae2Z7daKVRe1dVKMnLweg2Fwzt+QyGHVq3M9aciBzms1Wql9HT3yEFVuqqo\nyMFulZGTcpAnR3arlUIhB/k78/1Tp4AGi7pluWKxQ1ptY98L5NCU4tas5PFYr1ZSZ858n23Kajyx\nVA6qLdVJOVgNqmp8snJg5GClHNq00VwhBzVuvh+OWSkrSwu8I2/2sUMOtbXmU+HCQQ7817Yt+YdU\n5VBVZU+fwUqW24Zb5dCrlxYWcvD5DOoKuzjtkINhVtICcYaDHHiykJxsRg4+nzNy4HOyhTDvwgWC\nkUMszEqyP8+uPgADOaj1ppqFuF3IS1nlMnbtSumpysEufTXvKnJITnY2LaWnB+9ziGQTnDwufG/M\nSk0pbsxKPFu2Myu59TnIA6N8LxzloJqV1Hxadc5QyoEHeivlYGVWYp+DFXKw8zlYmZUqK41NTXaz\nLPY58J+VcpDLvXChef27qqDskAMrOQ6XmmreAwMYSx+tlENiotkP41Y5yDtjZeTgZFaS82YVp1Xa\nsUAOvJRVNSv5/c7KQf6vKgcZOciKysmsJKftJKGWiVdUEO2JalZyQg5qv5PbP7cDN8hBvqdOqGSe\nLivx+xvH5yCbRp0QF0uTKwcr+oznnnsO5eXlGDduHPr374/x48cH9jkA0dNnMHKw05b8Mewc0lZm\nJV6qqMZj53MI9SHUWQjnwe15DlaDKl9zo7AzK6kdvrJSDwyEavnljhLK51BZCXTs6GxWKirSTWal\nUMqhqsrMShoJcjh+XLc0K7EZwsohnZhoKFk3yoHzVVioBzqijBzUjsvihBzUQUnNY0IC170eNPDZ\niRzO6wW6dAEmTgxWDk5mpa++0gPXMrkbYO9zkAdjFifkUFlpkCMay1jt64Pvq+ZAwFpJyMpKVQ6H\nDumBMkTic5Dzyd/XanJplDU23EpyW1Xru0UiByv6jBtuuAF5eXkYN24cCgsLMXbsWOTl5QGInj6D\nlYObHdKtWrl3SDeGz8HjcUYOakdXZ83yPTlMUpJhz+c6CIUc7AZC2beg2vvZeWalHOxWdvAzJ+Sg\nDipW3yMUcpDL4vPB0iHNUN8KOah+mFAzL86vPChyeBU5qApf/SZWcapihxzCNStlZQEvvxxsVnLr\nc+C+xsLIgRGUW7OSihyuugoYMsSc91DIgWfLdsjBarWSlXKw8zlEulrJTvnLaVoph3AZa+VyWpmV\nQo1JzWpWkukzli5dihkzZgAAZsyYgQ8++ABA9PQZbFZys0OaZz1OyIHfHzBAC4rHTjnIcM5O1FVN\n3JHYvmo1a3RCDnKDVJEDD0x2yoG5Xbi+3JqVeEbEeThzJjRySEvTTMrBziEtd0g75cDIwW4pK+et\nVStrn8PJk2QGc2NWktO2Eg6Tm6sF6pzvhVqtFI3PgZ5ppnpxUmSqcmBHqIochAie5PDvCy/UAuUI\nhRw4nJNZyQo5bNpEzwD3PgcrU4ocXh0oVSTD72RnU3qxcEi7QQ6pqZqlQzozMzLlwJNCdbVSi0MO\nssj0GWVlZcjOzgYAZGdno6ysDEBs6DOicUhzp2FpTOSQnGyPHOSPKqfH9+RBlTvFO+9YKwf+XVtr\n0CXIcbnd5yB3LlYOdsjBbmBT9znIVMlyOdW07OrAyecgl11FDgkJZFbKzHSvHJy+qdox+bvwgSty\nvWptmDIAACAASURBVLo1Kzmly50/lH1dFdXnwI53VTkA9spB/q8qB3W1EoezGoxV5cDlYCRyySXm\nvIdCDpyGlclWzbedcpDbm51yUN9xgxyclIMVcqirC185cD4ZtbV4sxIL02fceOONQc88Ho/jXoZw\njwnlWaKdWYmRg2xWskMOfH/XLj0oHivlEM4+Bzmc6nMIBznw+RM8+7dSDn4/NbSUlOBBpbLSfp+D\nnc+BO7bqc8jKcjYrlZXpYTmk3SAHp30OQtA6ctXnkJnZOMqhqEg3IYf09NCrlSJxSJs7vx40iXGj\nHHiTFxBsVgLslcOGDXrgWjUr2SEHzq8TcuA4N22i3xkZ9F/1OYQyK9kpBXXQlk1QchmLi/VAeCvK\nbivkIN+zQg5OZiXmNgOME/lqa2lHfyTIgU3A4bKythj6jOzsbBw7dgw5OTkoLS0N0GmEQ59hx62U\nnAyUlBBXTfv2GoBgbiVuAHV1WsNgS9woKrcQc8EcPBjMrUQ7lM3xc/rbt+vIyrLnQikv1xs6DV0f\nO6abOplxiLvxvsztYmxE0vDmmwCgY+dOuk5KIm6bXbvomgeQffuAvn0Jwq5ZoyMlhUwuHg9xIdGM\ng8J/8gkNcq1bU3zl5Tq++orSp0GXBnmZW2nPHuCii4hbyYqbBzD2OZw6pTecIkfPd+40uGmo81p/\nD6ZO37+f0s/OpvouKjJz25w4QeXl/J45ozfMaomWIiWF6iczk67XrCEFyekfOaI35INNNhT/+PHW\n37OggK65Y548qTecsKc1sMDqDeeEUHwyt1JaGk0+1PbF31suPz+vqtKxf79Rv4cP0/vp6Vqg/aSk\nBLc/Dn/oEHEdJSXR9alTeoPj3GgvgNH+dZ3al5z/U6fITFhTY8RfXU3hmSuIuYyKiojrTI6vtJS4\nyxITjfrz+7UGjiQdZDAwwjM3ljyJkst35AiVh5/n55vze/q08X59vY5DhwwuKS4vtzdAR1kZ0LOn\n8f6uXdbpUzs2vh8pAr3hLHVqn3wIlNV44PeTwi0qMriVDh2i9h0OtxKdnU3vHztG37djRw1r1ugQ\nYiH++U/A6+0FO2k25aDSZ1x//fVYtGgR5syZg0WLFmHSpEmB+9OmTcOsWbNQXFzsSJ9hxa3Es8mc\nHA1FRYa2VPcP9OihYfBg4k4iLUvcKDzD4/D//je9c9VVwdxKHo8xO5XtosnJxOvvxMWTnk7cR5y/\njh2pEXEwPqeXNb+maeBjtoWgQZJnSbSaR8OgQcaM6KKLiDvHmPlqyMw0kMPll1P6X35JA+SYMWYH\n+Y4dGsrLgR/+kGa2GRlaAObX1VGnTkszZvaapmHxYqB9e5rtjBihBfIql59nUxkZxP3CM8YBA8zc\nNADlSdeN+AHDidyrFxG+cX1nZ5vrOzOTuHMA+ra5uWgYLEhB5eRoDeWiWfMPfqAFbNw+H3EBMbLj\n+lO5j2Tp25euc3IofNu2Gjp2NGbLKSlmbh+5vaSkAOedF9xeeI4kh2dJTdUwcCCwcSPlrVs3ajuk\nwKn9sAlRzu9779F1t25agC4boPbHM3waHA1uLn6feJyAkSM1jBxJ/hpGDhw/nyUyeLBmoivv0YO4\nt7ZuNeLLzDSQA5/zzeknJxv1xXEz27Dc3+TyvfsuHTfL7UU+BU3TqDyMkD0eDf36EfdRQwyBuJmL\nKzPT2AuhadQerNInM6Xx/bj+MjON7ytzh8llAqhtXH45cTn93//R+NO+vWYyK1mVV71mdFJfT1xo\nvDKRyCo1TJpEy8JbFLeSFX3G3LlzsWLFCvTv3x+rV6/G3LlzAURPnyGba0I5pMM57MfJ5zBmDBoY\nN937HNRwsvmC8yinL/9ms1Jqqjm/MlxWzUoArUDhAUGGyOo+B8A40Y13F8tmpbo6Y228bD6oqTHM\nNHbLDt3sc5DrhNCJdR2wWcLOrCSbkZiSmq/btSNFk5ZmnJ8tf5twzUps0lD3OcgrYsI1K1m1Abl8\ndvscnPLqxqzE70bjc5B3ztuZlXgip5qV/H7rOnGzlNXKrCSb3Pi5Wn9yHLKfLdqlrH5/aLMSpwNE\n53NQzUryIhO5HuykWZQD02e0adMmcK9Dhw5YuXIlCgsLsXz5crTjaTGIPmPfvn0oKCjAhAkTwkpL\nHnTtfA40czAatjoAWNm49+zRLePx+YATJwxeIbf7HNRwnF8D/sP0n8vG9+SzGVTlwOWXVysBpBwY\nOcgdqKLCvM8BMB8Zqq5KYuXAyInTr6mhOk1NNR9yI0tlpW5ySNutVpLL4+RzsCPekwfj6mo9oEj9\nfmMlSHk51aGsOLieI/E5pKaSeYc7pGz3jcbnYDUxMTuk9ZgoB1mxAcGr7vi3YTJ0t1pJVZQsdj4H\n1U4frs/ByUnPZVId+nIZy8qM9KJdyupmtVJNjfU+h2h9DrIitMq3Ks1mVmoqkVcBhUIOqanu6TOc\nkIN6SIrb1Uo8YHE6cl6tOrmKHJgKg2dE3CG5UcjEewDN2u2Qg7zPATAaPDv45X0OZFYyBhRZObRq\nRX+8cU0uE+fHjUNarl+r7+EGOagzwJQUNNiHSTnEEjnwDJG/gTxb5jhivZSV8yfH6eSQrqgwHziv\nLmXl+xyHurDCCqXY7XNQlYPqIAWC9zlwWFa08jddu9bIo90gpyIHq/y6QQ7yIgyefVvFx+LkkJbb\nhZ3weAREt5SV8yCvVlIXBjhJsy5lbQph5cAN0qpCuGPJszq5QVmZMfhcWRbZPqsqB7f7HKyWsrIt\n0cqkIA/ovDyT88ArhwCjXFZmpZQUeWctxdW+vRYEQXnFkRuzkooc+GQvNf/sG5GRQyizkhvkEMqs\n5PeT0zM1lTqdjByslAN3rEiUQ8eOWuAdHhBVs1JtrUEJ4jSzdErXPNhqQe3F6p0HHjB8DlyvMnLg\n+/yunVmJFwUI4X6fQ7jIQUZTmqbhsceMs1XsvkMo5CD3Eytlxe9kZlL5uH2FqttQ+xx4s6idJCZa\nnyEdrVlJpQdpkcrh1KlT+OlPf4rzzz8fgwYNwvr16/HYY48hNzc3QKuxbNmyQPho6DO4s3GDtJt1\nyWv7I0EO8n1eNsvvukUO6iY4uwFSLhunzchB7uRer7Gzl/OlKge3yEGe5avKgfcXeDzhIQdWGKxQ\n2LaqllNFDlb7Tnjwd4Mc6uoMpMjIoV07muUOHGggCrmeuR7lOnGa/cmz3VBmpZMn6cwEjjPSpawy\nclDzaPVOVZX5KE3VrMT3QykH+b8Tt5LatuWBFnCvHPg+x+0WOdiZlXw+o/9bmZX4HiMrtW7dmJVY\nCXk81ktm1TTDUQ5FRWTKtooHMNqgalYKNSY1i3J44IEHcM0112D37t3Ytm0bzj//fHg8HsyaNStA\nrTFx4kQAsaHPCIUcGMbJa/vlCrRSDvv26aY45AYjm2+4MbhFDnK6ss/BCjnIjV51SPPsRB7U7JCD\nulHo9GnddOoZYDYr8cxWVg6yEuJ3rJRDMHLQw3JIq99DrgMn5MDoikQPUg68cuuWW2JnVkpOpiWE\n/I48W5bLoQ6cjeVzWLsWeOghc3zyd7FTDpyenXLgIyz9fjIrhbNDWo7PTjkwCpN9DrJycEIOVg5k\n1azE/UQ+SVEu43ffUfnC2QQnjzXcZ7ifhFIOtbXBZ0jX1ZHPgcssyx/+QBteVZGRA7c9uf22OORw\n+vRprFu3DnfccQcAICkpCZmZmQAAYZHbaOkz3PgcZOSghnOLHFTlwO/Jg4rbfHJ8oXwOqllJRg6y\ncrAzK9n5HAADPcgogGft7HOQGx8T09khByuz0tmzxoyK8x3KIW3ncwgHOQBm5FBbS4jhF7+gTXuh\nHNJWiloVeUCTJyZWyEEeOFXnqyxO6XLnd3K+lpUZyz/5XlWVMXnhcnL9cBiOQ/U5qGlZmZWqqw1m\nVFXJy/Z7oPGQQyizkqwcGCXKcajIwY3PQb4vp5OYSH9OZiU7n0NGhvV7ct2q5ed8c5zq2OYkTa4c\nioqK0KlTJ9x+++0YOXIk7r77blQ1TF+ef/55DB8+HHfeeWeAlTUa+gzVrBMOclBt2Sxc4XyurHpf\nRg6RKAe5wfn95v0A8n/1XqyQgxBAhw6UpqwcZOSgmpVU85Vbs1JVFR1wHy5ysDIrhUIO5vfMPoe6\nOmD8eODZZ+lprJaypqaSvVo2aVr5HKyUQ6x8DjIi5DYgl6uqymh3kZqVhg3TAtcpKcYkAaA20Lq1\neTLBcVqZlZKS7Jeyct41TXONHJyWsqrIgdsv1wGHad1aC9SXlVnJCjnI91XkYLUqShaPx+xz4B3S\n6en2SsBuXOP0rcxKLU45eL1ebN68GTNnzsTmzZuRkZGBvLw8zJw5E0VFRcjPz0eXLl0we/Zs2zjc\n7nPg2YmsMe0q1y5cpMghXOXg97vjVrKbucmrnWTlIPtSVAoRfsfK5wCYbbAyH5BqVpKRg51ysEMO\nbdrAVjn060crasJFDnbEe/LAmJBA5aipMd5jiaVD2g45yMoqXLOSUxtWO746IMt1wMhBVg5Oq5Xc\n+Bw8HmPVH0ADeOvW0ZmVIkUOPCCqg7j8X/Y58ORQrgNViUeDHOrq6P1wfA7yMaG8ydQqvBNy4Elh\nuGalJl/Kmpubi9zcXFx00UUAgJ/+9KfIy8sL0GgAwF133YXrrrsOQHT0GYMGXYCkJNq5XFZGdAC8\n8kDdrn7woI527QCmR7Cja+Dt/uvXPwNdvwCXX047c/k5029s2UJ0HQkJNAvYsyeYDoHTp/d0nDxJ\n6QFE9+D1IvDOunUUXqafqKgAeJa4axddc369XqKv4PQ3bdIbdn9qAbs0QLsxExOJk7+4mMp36hTl\nlRQjpWes9dYa9i3oIOueBq+X1mZ7vfSc6+vMGaLjSE4GDhww15+u61i1ihTHmTMaqqv1BtsqPS8s\nJLqLr7/WGhqzjnXrgr9Hnz4U/tAhol9ISqKdq8ePm+u7osKgWwCoLuhUOQr/2WfG90hJAb7+mvKj\naZTe3r16A3oy8vPFF8BNN1l/z/37dVRVIUBBceaM3jDwaQ1mQIO+gcxpesPub0p/797g9iLTf6jp\n1dcb9ChcPm6/ANGr7NgB1Ncb8R0/TvQW6ekGfUxCAj0/ftxob1ze06fN7W/vXsrPli1UtrNn6f1W\nrYBVq/QGByrtRC4o4LX7FN/Ro3rDZMWIr7LSoM84dsycfmWlUV9M1XH4MF3LvrlhwzTs3An4fNQe\n0tPpfV2n8svhGbnSzFpHYSGlR8pBbxhMqT8AtHeJv5+u69i2zSgPp3/llVqDktWxZg3Rq5Cp1RgP\nEhOJHuaGG4D336fxSf6eXi+19aQkouvweqn827eb65/D+/3UX9T2QrvT6f3jx43y0FiyEP/+N5CW\n1gt20uTKIScnB927d0dhYSH69++PlStXYvDgwQFeJQD417/+haFDhwKIjj7j7FljiWXHjhoOHjS0\npbzdXAiiKxg5Enj7bb5n0Gf4fEb4f/yDnnfseAE0TcPChcDmzcATT9Bzns0MG6Zh1CjDXNW3rzN9\nhsejoUsXI3+ZmQwtdQDAZZdReNb6mkZ0CDy7Oe88Kt++fZTfzEwNPXsaiGj4cC2w9I9mQhRfaio9\nv/BCottYvhwBTiF5hpOWpqFzZ8PnkJCg4cILjfjatDHCC0Fb9DlsUhJt31fz/9prwMiROlavNgZ1\nnjHyoL91KzmLAQ2jRxN9ifw9mMIhN1cLzIJpI5u5vjMytIZ4SHr31lBSQh0+NVWlLzDTnfh8dCws\n00ew6UZmCVW/Z8+eRC9RWkrO4fR0ojs5c4ZncaRkuU48HkqPZ8ldugS3F86/30/120BcDIC+xwUX\nGN+L3//nP+n64ouJPmLNGiM+XqHVti0tX5bREx+NKZe3a1fDZ6FpGtj1JwRdU7ug+r/wQqLwYOTQ\np49BQ+33E11J377m/piQYCCHNm2M9H0+Ko98tGbr1kS3wmGuvprCL10K/O1vwLJlGl55xfCVaZrW\nwE1F4TVNM6HM5GSiH9m/n/usZkLiKSlGeC7vd9+Zyw9QeWl5uIYrrqDnXi/Rp1RUGMjhvPM0/OUv\nhjlZbj9cnoQE4MgRNgsRfQx/XzW8Fd0KTYbo/Q4daDzYsQMYPVoDoGHiROCxx+zpM5plE9zzzz+P\nm2++GXV1dTjvvPPw97//Hffffz/y8/Ph8XjQu3dvvPTSSwDM9BlJSUlh0WcwDLRahSQLw2Erh42d\njbtbNw0AwfKzZ414ZTuobK5yY1ZSN+xwI5bTVWE9w1zZt+LkkAbM5bHyOTCXjJ1ZiX0OMmzlcsoQ\nvKaGwiYlBdthhQBWrgSWLNGwYoURt+pz2LoVgU6mmmPkepF9Dnzcq1q/hklFCzikKyoQ4MhhsXNI\nM9dUOGYlnrly+5NXK8l1JX9fN5vgtm0Dfv5zYP16o/yh9jnwwgU1PjZ5yLb2cMxKQ4ZogWvVrMSr\nbNh0w3mVzRwsdpvgVLOS6nNQF27I7yYlGXmxMrlZ+Ry4z7ADvlUrLfBN1NVPqt+ktja4f8iLDDhu\nzhMrB4AU+YYNAKAF6iopierw7FmaJFm1OadxjdNQ255ab1bSLMph+PDh2EgMYQFZvHixbfh58+Zh\n3rx5YafDg4U86LtxSMv3Q/kceFCSGxrfl5WOG+XgRKlrNSCx84zzwI3ZySHN9cKi+hw4z0CwQ5pX\nK4XyOQDUcbmjJycH22H37qW8DxjgvFpp2zbg8suNe258DnbKwWq1EiMHWWK5lFX2OcjfOJRDOpRy\nqKkx7yfgiYi6MieUQxoIrRxkJWKlHOT/jBzkyQC3FzlOebBikc+QdnJI830rh7Tfbz4LIhRlt7pa\nSe6z7APkAZzLoCoXOX1WDnwULGB2SPNkTF7iy3LsGFBaavg/AIqf2G6dFyo4KQf5sB+ue7k+7CTB\n+fH3W1g5WK1CkkWd4avIwWowOnxYD7zLA4AMyzmecJGD6pBW9zmoCoM/uIwc5IEplHKwQg7l5ZSm\nPNi4Xa3EcZ89S4MEYMx+OM8AnQecm0u+DtUhLQ9CBQXODmm54/P3Tk83nzPN4az2OZw5E4wcYuWQ\nTkoianBuR9we3KxWspshyuHViYwxudBdO6QBY3UXm30AYyDn+k5NtVcOW7fqgWuuV3nwU7m4OC+R\n7pDWdWozdshBfteNQ9pKOfCkxu9HwF+kLmVVHdRcBmYdUB3SnI6MpOW2XFNDefd49MA97jvt2lnv\n4OZy2E16ge/RPoemFHnG57RaiVfoqGYlrkirpaxyg7NSDpxWOMpBhaxOszTOAysUeVAJhRzkBhnu\naiVWDgxVAWvkoCoHFTlw3ch8L6wcmCOK41brJBLkIA/GAAJLWSsq3CEHq8mD0zeVV8rIExO5g3I5\nWNFym7HbUS/Xg5WSlNuZ1X8n5RAKOaSnh+ZWYuXH7MYcRl61xeHUWTebvNyysvr91sujZdOkHXII\nZVaSkQOnz2VQJ3AqcmCUIX8LGTnwPgfZrMTCe25kqzl/k3btzP1RllDIQTYrtXjloNJnbNiwAeXl\n5Rg3bhz69++P8ePHB/Y5AJHTZ6jIwU7DcseSEQbgbFbKydEC17zxS0UO4SoHK+TAPgcr5SC/I0Nf\nK+UgdxpukDxDUpUDO4/lwZ4OMjL7HKyQA4evqjKOILVCDqy4x4zRgpCDfL6zqqzZtKV+D1ZcTj4H\neZ9DKOSg0mdEalZin4NsVlKRgxyfGQEEx8n/nZGD4XNwY1bi7+OkHDIyzEut5fwMGqQFrvm4Xdms\nJG90VMsp55PbkBVykE1t7HNQfQn8W37XaWMg9xNWCHbIISlJC4QL5XOQTdmqcrDyOchjCyuH5GQt\ncE9WDnb7I5zGNU5fVpRuJjdAMykHlT5j4MCByMvLw7hx41BYWIixY8ciLy8PQHT0GW59DtwgrGaG\ndjPVUMiB33Xjc1Bnlfy+nFerD+qEHNTGKA8M3MlSU42OYIccOKxKnyHXgRvkoCoHJ+TAs0QrLhi7\n7yHPPPk7qLNkdZ9DairxGqWnm7+H2gkjVQ5yZ1QHftWsxPmV68QqTv4vD7Z8L9QOaa4jNT4nsxKn\nlZ7u3ufg1qwkm17kvSahNsHx/VBmJRU5qDNmFTmoPgfuT/LgbmVWUpGDurdJ7pu8WslKObBZKUEa\nlVXlYDdpcJpMRLrPocmVgx19xtKlSzFjxgwAwIwZM/DBBx8AiI4+Q15lwp3DzjbHsxY5jBVy4EbN\n68Jl5SDPvPhdOV47kRGGCn2N40Fh+i+XT0YO3Jm5wzv5HHiQVx3hJ05Qmip9BpeV0YYcXyifg9XG\noMREOo6UUQPtczCQg7z0kf87OaRZoQDBfgczctADZqXvvkNgSSRLLJVDZaVuiRysvodct06d3cnn\nQPnWTfXM79ohBzdmpeHDgd69rZXD9u164NrKIa0iB9ms5EY5WPkc/H5rvi4VObgh3rMyKzFyEIL2\n8LCCUzfBqciBJ2zy4hZ5RZLVaiUWRg5+vx64JysHle9MLrNTe2HkYDW+OUmTKwcr+oyzZ8+irKwM\n2dnZAOg86bKGRdzR0GdYIQe7SrQyK3Glq2YM1cklO3zUTmW1CsoufSubsZWdVH4vGp8D29plcxDP\nnNT7suknKcm8MosH8nCRg2zS4j/miOI4ZYVj9T3kepIHGNW0pPoceIb73Xe0S1sWVTnI3zYS5MB/\ndshBnuGp5jk1Tv6vDrbc+Z0GQlU5yMjBTjlw23rkEeCaa5yRg53PwcmsJJddVg5OS1n5vjrh4Psq\nclDRlKw4rbiVVJ+DHC4cs5KcjjwRczIrqciBFRWffWY1cXCa9HKeZBTVYpGDHX2GLB6Px3Evg9t9\nDqr9z6kS7fY5WPkc5E1d3MnlwY7vyxDVjXKQlQj/p/Ne3SGHcJay8jpuwN7noA5S8uw8MdE843VC\nDjz4cPyc94QE4OqrtUCDlX0OMjyXFZdb5KAqB/PAqAXMBm6Ug+qQDkc5pKZqJpOmrBxkxQuYHZZW\ncauTFrWTG+1HC8pjpMoBCG5H6vsDB2qBa3WfQ6zMSvLyafY5qPng9EKZleyQg53PAdBMZiG5DVs5\npFWzkoocQpmVUlI0yJKURGex8/vqxMENcuC8h6McWgR9xlNPPYWcnJzALunS0lJ07twZQHT0Ga1b\nX4DERNpQUl6uN7ClagCCt5/v26ejdWuA6TMAHZ99Rtc+n3xcJzmnSksNeg2vF/jySx01NUBiItFp\nbNtG1wkJNBDt329Pn0GDBdFX9OpFzysq6LlB12Gkz+/X1pKzzO8n+o/27Y38fved3tABKf1t2wy6\nDWrAeqDhJyYCmzfrePNN2onN2/nr6wGmzwB0nDgBeL1aw2xJxzffGPFVVJjDb96sBw7zobXa5vxv\n3Up0IR6P1rC5TG+YDdLO1EOHjPyzqWT9+uDvwYqsuJjoOtiZ5/fT9+NDmaqq9IZ46PrAAaJT+e47\nDW3amL9HYqKZjsDnA3bs0Bt2N/PApGPjRmDUqODvCdBSZxpsKHx1NVE+5OZqDRMHo/45vrVrqf0k\nJBB9hNpeNm82wm/ZYtQvTW50bNli1G9ZmUHHAdBRnnv2mOkzaM2HFjB/kRj1yddeL31PIn6j52++\nqePgQSM/3B4TEmin9LZtRv9ISaH6Jt8O5ffYMcoPt++1a83tsabGaC8+H1BUpDcMjJTfqiojf0KY\n+2ddnUEPMmSI0V527zbnl5SD1mDONOhHPB66rqw00j97luKX6TMKCuh9Of20NK2BLE/H558DN95I\n8fPy8MREKl9JCV17vcb3OHyY2n9iork9JSVRf9Z1ep/zz8/9fqoftb0UFFB56+uBkyd1FBVReWgs\nWYhVq4DHHusFO2kx9BmDBw/GokWLMGfOHCxatAiTJk0CEB19xjffGMghM1MzaXmuRIDuDRhAdAg8\nqwM0/OAHxgyPw+/ebcwWNE3DF1/Q84suou38xP9CKzhGjjRmXD172tNn0ExfQ48eRv7S0+n5mjU6\nxo3TcNFFWiCv/D5DXyGIXqBnT3rm9QLdu2uorAQOHKAZw/nna4GZoc9HjZjpGBITqRMtXAh060Y+\nB03TTEtKAQ1t2xozo1atNJx/vpFeVhZ1Sj50pHt3olsA+BuY8z9okIYNG6gRU4fjQZT8BZ06aYFV\nUYRGiK5jyRLz9yC+HFo9xuYugN4fMsSo75QUTVqBpGPAAA01NbSUtU0b8/dITCQlzbd8PmDkSA3/\n+pdsEtEwYoT19wRoB31KCg96GlJSSAnJK4rk7w9ouOgiwyadlRXcXmSz4JAhBt0FzQqpfljRdOpE\n7xO/DjBihIbqajOzaUaG8X08HjO9SM+eRuJeL3DJJfT9+fs98ICG66+n37t26Zg+XQvMmFNSjPpj\n5JCTowVMI34/fZ9hw4zZ64UXGnQYhEq1QFjun+xH+/xz3TS7ZjQBAIWFFEbT/j95bx5lV3WdiX/v\nvapSaZ5HJCgxCDFIqgJsMOMBIbkJAeM4bS/HDcIN6bTtlSxH/GI7sbFxkg6KEzd2sN2JAzZgO3ZG\niGIDDti6whJikDUAEpIQSGiW0ACloaQa3vv9sd/3zr77nTu8KoFx91lLq3TfvffM5+z97b3Pdx3G\njImvVeGmkuevvNLVEEJvr6y3WbOAxx8X5DBkiMPEiTRXRjUlhMjBOYcXX/TjyfKffpoRcw6XXOLH\niyzOHN+hQ50ae3n/3nvlwz29vVFsPjU1Sf8455GD3b9OPbV+vnBt9PbK/jdzJrB8Oap7iTz/rqfP\n+O53v4u+vj58+MMfxv3334+2tjb8U/XrFQOhz9ChrGnRStZxbOFvms9Bm5U48Pydv9Hc8pOfCLfN\nX/91vHz9nLWLhmzH+j1OVkLcYtFD9DSzUkuL9znQjCKaf/iENMtjOdas1Nqaz+eg28O+YhsKBXlv\n8uRwBFRoPDRE1vA9ZFYK+RyAfGYl63Ow5gSbtD2ac0FDe52s7ybJDKnngPU52O9vJDmktUknr1nJ\nBjYA4gwO0VJwDei6JjmkWYb1F1mnL816nNO6zND/k0JZQ2Ytrk1rVmJ5rLeuG/PhWkjyOYTMdRUO\nKgAAIABJREFUSo1GKwHyvPY5/F9rVgLC9BkA8OSTTwaf7y99hl3UScKBEyXtnMMHPwj85V/KdXOz\n/+YBNx0rHDgI2uewb58cjw+VbzcF/r3yShe7LpeB3/994C/+Ij45ta2TpzRDwoGOvZaWep8DhcOE\nCVKmtW+yrWk+hyThYLmVuOBpxmFfHTsmyCHknOVGkeRz4PcAgCyHtKvZfoH+OaTzCgea/bTPIbS4\n2Y/WzwIAX/gC8NGP1m9u+lrP3yRuJf6f80BHK+m+A+p9DnZ+9vT4TXjGDFcrw/rYQsJBb85U3Kxw\n0H3DdUz/AE19TNYhzXesz0Gvay0cqBCx/7iOvT/Co+5QtJKeB1qp4e+krme/pkUric/NQScrHOy8\n03uW/Z1l/FpEK72TyR6Cy+OQtsKBE23NGmFk5YQIRStZ4aARiV3QOtmFwt/0X/37P/+zsEf2BzlQ\nOAwalI0cqFUx0cRDp2latNKRI40hB/7j4TmtRVvtN7QxWOQwZEjYIa0XeSPIwY6jngOhpDcO/ksS\nDtohbTVvAFi6VOip8yAHXb79qzd2fU9/a4ApDTlwM086u6KFQ5ZDmmszTTjwWR0hl4Qc2Jf8pooV\nDixPK45Joaw8Ka+jELNCWUPRSqtWAe3t/v1SKUyfwVDWNORgFQe2K7Sv/NpFK72TqdFQVitZ9WZ0\n/Lh8p5Wd7Pnu06OV9KavF0hS+XZR8zsD+veeHiHpSkMOoRPSaciB+fb1+bYlmZWoVaWdczh2LD2U\nlRuu+Bx83x09Khu7bg/zZB9SK+Rvul80cgidc5ANKHpHzErNzeJY1XMvSziEkIM4RuN9F0IOflOJ\n6sxKeu7ZkGYKuhByCCkZHA+O6YYNUV090pAD+4MCrRHkwG+n6L63yIF1syZg1i9k8k0yK/X0iLOf\n/aGFAetlhZM2K/X1AStWAJdf7vs1yaxE4dDTE0GnqVPF1Mq+aRQ5JB2CS5u/wP/lwoGDl4d4T8NK\na1bq7ZXB3LhRQh9DPgdudmlmpSzhEAplZdKSn8JBD3gactCbvxYOGjn09oaRQ5Jw0LHoIf+ADWW1\ndl/mw/JZT40cksxKOh/9N8vnwI2KbWP7+3MIrhGfQyPIIRTKSuFg7fBpyCGEQHXYqL7HPkkTDrr9\nFApW4FukzLalIQdu1lnIgaGlIeSQJBxCyEFvkGnCgeVpgc266XZk+Rx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CUtJ9GxIOGjlQ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\n",
"text": "<matplotlib.figure.Figure at 0xafe719ac>"
}
],
"prompt_number": 20
}
],
"metadata": {}
}
]
}
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