{ "metadata": { "name": "", "signature": "sha256:fe26b930dc20b90a643edda91009cd23d1ad59908f66dfb8e2dcccae38e6783f" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Quickstart or _\"How to get 100% return per year\"_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, do some initialization and set debugging level to `debug` to see progress of computation." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "import pandas as pd\n", "from universal import tools\n", "from universal import algos\n", "import logging\n", "# we would like to see algos progress\n", "logging.basicConfig(format='%(asctime)s %(message)s', level=logging.DEBUG)\n", "\n", "import matplotlib\n", "# increase the size of graphs\n", "matplotlib.rcParams['savefig.dpi'] *= 1.5" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try to replicate the results of B.Li and S.Hoi from their article [On-Line Portfolio Selection with Moving Average Reversion](http://arxiv.org/abs/1206.4626). They claim superior performance on several datasets using their OLMAR algorithm. These datasets are available in `data/` directory in `.pkl` format. Those are all relative prices (start with 1.) and artificial tickers. We can start with NYSE stocks from period 1/1/1985 - 30/6/2010." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# load data using tools module\n", "data = tools.dataset('nyse_o')\n", "\n", "# plot first three of them as example\n", "data.iloc[:,:3].plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 2, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAjAAAAF/CAYAAABXF/NLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFAqFQqFQKBQKhUKhUCgUCsWj5v+bd4pJ08iPRAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we need an implementation of the OLMAR algorithm. Fortunately, it is already implemented in module `algos`, so all we have to do is load it and set its parameters. Authors recommend lookback window $w = 5$ and threshold $\\epsilon = 10$ (these are default parameters anyway). Just call `run` method on our data to get results for analysis." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# set algo parameters\n", "algo = algos.OLMAR(window=5, eps=10)\n", "\n", "# run\n", "result = algo.run(data)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:38,434 Running OLMAR...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:38,654 Progress: 0%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:39,486 Progress: 10%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:40,553 Progress: 20%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:41,443 Progress: 30%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:42,356 Progress: 40%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:43,278 Progress: 50%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:44,601 Progress: 60%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:45,624 Progress: 70%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:46,685 Progress: 80%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:47,738 Progress: 90%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:48,663 OLMAR finished successfully.\n" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, let's see some results. First print some basic summary metrics and plot portfolio equity with UCRP (uniform constant rebalanced portfolio)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "print(result.summary())\n", "result.plot(weights=False, assets=False, ucrp=True, logy=True)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:49,066 Running CRP...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:49,089 CRP finished successfully.\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Summary:\n", " Profit factor: 1.89\n", " Sharpe ratio: 3.14\n", " Information ratio (wrt UCRP): 3.07\n", " Annualized return: 466.14%\n", " Longest drawdown: 185 days\n", " Winning days: 58.3%\n", " \n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAlUAAAGCCAYAAADJ1Ta4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDA6SAUE/vY4AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "That seems really impressive, in fact it looks too good to be true. Let's see how individual stocks contribute to portfolio equity and disable legend to keep the graph clean." ] }, { "cell_type": "code", "collapsed": false, "input": [ "result.plot_decomposition(legend=False, logy=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAjsAAAGCCAYAAAAG+wJ7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, almost all wealth comes from single stock (don't forget it has logarithm scale!). So if we used just 5 of all these stocks, we would get almost the same equity as if we used all of them. To stress test the strategy, we can remove that stock and rerun the algorithm." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# find name of the most profitable asset\n", "most_profitable = result.equity_decomposed.iloc[-1].argmax()\n", "\n", "# rerun an algorithm on data without it\n", "result_without = algo.run(data.drop([most_profitable], 1))\n", "\n", "# and print results\n", "print(result_without.summary())\n", "result_without.plot(weights=False, assets=False, ucrp=True, logy=True)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:51,827 Running OLMAR...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:51,869 Progress: 0%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:52,818 Progress: 10%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:53,742 Progress: 20%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:54,607 Progress: 30%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:55,441 Progress: 40%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:56,352 Progress: 50%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:57,222 Progress: 60%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:58,084 Progress: 70%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:58,924 Progress: 80%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:11:59,788 Progress: 90%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:00,631 OLMAR finished successfully.\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:00,796 Running CRP...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:00,819 CRP finished successfully.\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Summary:\n", " Profit factor: 1.55\n", " Sharpe ratio: 2.28\n", " Information ratio (wrt UCRP): 2.16\n", " Annualized return: 192.81%\n", " Longest drawdown: 202 days\n", " Winning days: 56.5%\n", " \n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAlUAAAGCCAYAAADJ1Ta4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAQmwAAEJsBdImcSwAAIABJREFUeJzs3Xd8VFX+//HXpFCikSCCsHQUCYpKUWlqxvZl92svXwsq\nBESwsj97Y11h7aKwVkCULAsWXCyoWJGoUVBRUFFXUZqCgNRQE5Lc3x9nQjIlk8lwptzJ+/l4zCNz\nz71z78lnZ/GTU0FERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERE\nRERERERERERE6qNWwJI6lIuIiIhIgOOB74HiCMtFREREJIRngSOBrRGWi4iIiEgYNSVPSqpERETE\nurREV6AWE4CnA8rSgfuA1ZgE6SWgRZzrJSIiIuIKHmAMUAFMCjj3D2AVcBLQA5gHfBziHmqpEhER\nkXqtEzAXWAcsxz+pagBsAQZVK2uPSb76BtxHSZWIiIjETUaiKxBCX2AFcAHwYsC57kA2UFitbAUm\n+ToO02pVyanh/jWVVyqs5byIiIi4hzdeD0rGpGq67xVKG9/PVQHlq6udq7RfDfeoqRygMC0tLa+i\nooL09HQaNGhAgwYNAGjcuDE7d+6ke/fufh9Ys2YNa9asUXkN5T/++KPiZql8zZo1e34mQ33cXq54\n2i1XPO2WK551L688Li0tpaSkBI/HQ3l5OcBmIIc4SMakKpwsTFdfeUB5CdDIxgOys7PZvHmzjVsJ\n4PV6KSwsTHQ1UoJiaZfiaZfiaZfiaYfX6+XDDz+M2/OSffZfoJ2YOgfWuyGwPf7VERERETHcllT9\n6vvZKqC8NcFdgiIiIiJx47ak6mvM7D1vtbIOmBmAH9l4wLZt22zcRnwWLVqU6CqkDMXSLsXTLsXT\nLsXTnZJ9TJXH96pUAjwJjAXWA3/4jguBz208sHJgutjRsmXLRFchZSiWdimedimedime7pTsSZVD\n8BIIo4BMYJrv51vA1bYe2K5dO1u3EuDWW29NdBVShmJpl+Jpl+Jpl+Jp1Zp4PchT+yX1SmFeXl6e\nZlyIiIi4n2/234fEaa2qZG+pSjqTJk3iueeeS3Q1RIIMHDiQ4cOHJ7oaIiL1ltsGqifcc889pwGE\nknQWLVqkZF9EJMHUUhUgkoSpe/fuWpRNkorX6010FVxHiyvapXjapXi6k1qqAmjGhUj9kJ+fn+gq\npBTF0y7F052UVAVQUiVSP+g/WnYpnnYpnu6kpEpERERiauNGmD0btm5NdE1iS0mViIiIWOc4MGMG\ntG8PPXrAqadC06ZwtbWVJZOPBqqLiIiIVeXlkBEiwygvhxYt4l+feFFLVQAtlyBSP2jGpF2Kp11u\njOdDD4HHY16hEqpKeXnxq1O8KakKoIHqVfLz80lLS/N7ZWRk0KRJE/r06cPUqVODPlNSUsIjjzzC\nMcccQ5MmTcjJyaFXr16MHTuW4uLiiJ6RlpZG48aN6dChA8OGDWPdunUALF++POS1oV4rV64EqPW6\ns88+O6hOCxcu5JJLLqFNmzY0btyYjh07csEFF/Dpp58GXVtZpyFDhtQaT6/XS1pa6P/L/fzzz4wY\nMYKOHTvSuHFj2rRpw2mnncZbb71V630lOhoIbJfiaZfb4jlpEtx8c2TXHn98bOuSSOr+C6CkKtj4\n8eM54IADAHAch82bNzNt2jTy8/NZv349119/PQCrVq3iz3/+M99//z1nn302Q4YMwXEcPvnkE267\n7TYmTpzIm2++ySGHHBL2GQDFxcW89957PPvssyxYsIAvvviCFi1aMG3atD3XOI7Dddddh8fjYdy4\ncX73q36vrl27cscdd4T83dq2bet3PG7cOG688UbatWvH0KFD6dixIytXrmTatGkce+yxjBo1ijFj\nxgTdx+OJbMenUNfNmDGDQYMG0aRJEwYPHkzXrl1Zu3YtM2bM4NRTT2XIkCFMnDiRjHB/+kmdue0/\nWslO8bQr2eP5ww9wySXw1Ve1X9uvH1T+TXrUUVDD35aSggrz8vKccPLy8pzarkkVgwcPdjwej7Ni\nxYqgczt37nQ6duzoNGnSxCktLXVKSkqcXr16Ofvtt58zd+7coOs/++wzp1mzZs5BBx3k7NixI6Jn\nOI7jXHXVVY7H43FmzJgR8nz79u2djh071vg7eDwe54QTTqjlNzVmzpzpeDwe57zzznN27drld66s\nrMzJz893PB6PM2HChD3ly5YtczwejzNkyJBa75+Xl+ekpaX5lc2fP9/JyMhwjjvuOGfTpk1Bn/nb\n3/7meDwe59Zbb6313vXleykiibNmjeM8/7zjmGHotb/ee898bsMGx1m6NP71zcvLc4DCeCURqZYv\ntgKWBJT9HfgB+BY4Iu41SlGNGjXitNNOo7i4mMWLF/Ovf/2Lr776irFjx4YcC3DMMcfw6KOPsnTp\nUh566KGInzN48GAAPvvsM1tVD6m8vJzrrruOTp06MW3aNBo2bOh3Pj09ncmTJ9O1a1duueUWtm3b\nZuW5119/Pfvuuy8vv/wyOTk5QefHjBnDySefzMMPP8zSpUutPFNEpDYVFSYt2roVSkvh55/NWKmW\nLeGii8J/tnpadfLJpmz//aFjx9jXO9FSKak6HpgDHFitrB9wEnAYcDHwTALqlbIqxweVlZUxdepU\nsrOz9yRBoQwcOJCWLVsyffr0iJ+RlZUFmK6+WCosLOTXX3/lsssuC0qoKqWnpzNy5EiKi4uZNWvW\nXj/zl19+Yd68eZx//vl+3ZWBbrjhBsrKynjhhRf2+pkiIuGUlcHChZCebrrp9tsPGjaEzp0j+/zn\nn8e2fskulZKqfOAioPqglQHAf4AK4BvMGLIO4W6i2X+RqaiooLCwkEaNGtGlSxe++OILevToQYMG\nDcJ+zuv1smTJkj2Dz2vz9ttvA9CjR4+o67p79242bNjA+vXr/V5btmzZc828efMA6Nu3b9h7nXDC\nCQAUFRVFXZ+6PjMvLw+Px2PlmVLFjbOrkpniaVc84rltGzz4oJm19+abcOCBkJkJPXtGfo8vv4Sn\nnoI+fczinkcfHbv6ukEqjXwdGqLsQOD7asdrMF2Ey2u6SSwGqkc4htka2406Gzdu3NNiVFZWxvLl\nyxk3bhzffPMN119/PaWlpZSWltKqVata7/WnP/0JgNWrV9Oi2mIl1Z8BsGXLFt555x3uuusuDj30\nUC6qrb05jE8++YTmzZsHlXu9Xj744AMAfv/9d4Baf4fq9d9bkT6zUaNGNG3a1MozpUqyDwR2G8XT\nrnjE8+674YEHov/8ww+bBKxnT7jiCnv1crNkTaomAOnA5dXK0oG7gcFANvA2cDUQrskjDQhMMcrD\nPViz/4L1DPFnS6NGjRg5ciT3338/GzduBIhodlpmZiYQ3J0X6hlZWVmcddZZPPbYY6Snp0dTdQCO\nPPJIHn744aDypk2b7nlfWZ/afoea6h+NSJ9Z+dxYd4HWN0oC7FI87bIdz127oEEDuPFGCJgsHbEe\nPczSCYcdBo0bW61eyki2pMoDjAaGA5MDzt0FDAIuBTYCTwIzgePC3G81/mOsDvSVSR1Mnz6dAw80\nYUxPTycnJ4euXbvu6epr3rw5mZmZrF27ttZ7Vba2VLb4BD5j9+7dzJ49myeeeIILLriAJ598ssYx\nTpFq2rQpJ554YthrKuuzdu1aDjrooDrXPxrVnxlOaWkpGzZsoHv37nv9TBGpf0aOhMceq9tnmjeH\nNWu0/EFdJVNS1QkzkPwwYGXAuQbASOBazGB0gAuBZUBfYF4N93wPuAeTgB2K+X1/s1rrCLi9gaF/\n//60a9euxvMej4f+/fvz+eefU1JSUmMS5DgORUVFHHTQQXuStFDPGDBgAJ07d2bkyJFs2LCBV199\n1d4vU4PjfavRffjhh/Tr16/G6z7++OM99bX5zIEDB9Z43fz58ykrK7PyTBGpP667DsaPr/vnSkvN\n2Cqpu2TKQfsCK4BumGSpuu6YLr/CamUrMGOjAluqqqcwnwAfAF8D0/DvThSLBg0aRHFxMZMmTarx\nmtdee41ly5Zx8cUX13q/a665hjPPPJNZs2YxPpp/FerouOOOo0OHDkycOJHt27eHvKa8vJx//vOf\nZGdnc9ZZZ+31M9u1a8fxxx/P888/v2d8VSiPPPII6enpezWuTETql9mzI0+o/vtfePxxeOQRs5SC\nEqrUMxeo/l/nczAz+AIH1hQBj1p8bmF6erqTnp7uNGnSxOnSpcueRRUvu+yyPe/ryyKLtS3MWV1F\nRYXTr18/Jysry3n33XeDzi9cuNBp3ry5c9BBBznbt2+P6Blr16519t9/f2efffZxli1bFvK5Nhf/\nfOuttxyPx+OcccYZzs6dO/3OlZWVOVdccYXj8Xicp556ak/53i7++c033zgNGjRw+vTp42zYsCHo\nM/fcc4/j8XicW265pdZ7N2nSJKh8ypQpIb+vKjcxS6b6uL1c8bRbHm08s7PzQizCOcWBqvJnnnGc\nZcsc55prkuf3tVFeedylSxencePGTpMmTZz09HQHqPmv1noiMKm6BCgLcd2cgOv2VmGXLl2C/oer\nTklVzdauXev07t3bSUtLc8477zzniSeecCZMmODk5+c7DRo0cDp37ux8//33dXrG008/7Xg8HmfA\ngAEhz9tMqiqfl5mZ6XTo0MG58847nWeeeca5++67nUMPPdTxeDzO7bff7nd9ZVLVpUsXZ8SIEUGv\n66+/fs+1eXl5jsfjCXrmG2+84ey7775O8+bNnZtvvtmZPHmy8+CDDzq9e/d2PB6Pk5+f7+zevTts\nvevT99KWKVOmJLoKKUXxtCuaeD7ySM0rm8+aZb+ObpAX5xXVk2lMVTg7MV2VaZgWq0oNgdB9NVHS\n7L8qHo8n4j3tAFq0aMFHH33E1KlTmTJlCnfeeSdlZWUcfPDB3HPPPYwYMYLs7Ow6PWPYsGFMnTqV\n9957j2nTpnHJJZcEfd6mYcOG0a9fPx555BGee+45Vq1aRYsWLejbty+TJk2qcVzTkiVL+Omnn4LK\nc3Jy9sw8rOl3PfXUU/nuu+8YN24cs2bNYuXKlXs2on799dc59dRTrf6OYmi2ml2Kp111jecXX4Bv\nG1Y/hx8O33xjp05SuzivoBSxuZjtZob7jo8B5gNtgVXVrlsGPAGMtfTcwry8vLzCwsIaL6hckC3c\nNSLxpu+lSP11wQUwY0boc9u3Q7UlAOsdr9fLhx9++CHgjcfz3NJS9TWwFROUyj1OOgDtgY8SUyUR\nEZH4i6SBvnVrmDevfidUiZCsSZUH/1a0EsyyCGOB9cAfvuNCoJ7vNCQiIvVFbaMBzjgDXnstPnWR\nYMm0pEJ1DsEroY/CtFJNwyyTsAw4z/aDtfefSP2gversUjztqimes2eH/9zLL9uvi0QuWZOqE6ga\nT1WpHLgRaA7kYDZP3mj7wRqoLlI/aGC1XYqnXdXjWV4OZ58dvtuvfXszz28vdvQSC5K1+y9hlFSJ\n1A9KAuxSPO2qHs//+z8ItbHEhg3w8cfQsiX07h2/uknNlFSJiIgkqeXL4ZVXgsvPOQf23x/OPDPu\nVZIwkrX7T0REpN578cXQ5Y8/Ht96SGSUVImIiMTA3LnQs6cZ71RcHN09br01uKxXL9PlJ8lHSVUA\nzf4TqR80W82u+hrPigrYtcu8X7MGxo0zP3fvhhNPhIULYeVKaNLEjIGKlNfrpWFD/7LCQnj3XfPT\n8mYSYonGVAXQQHWR+kEDq+1K5Xg6jlmxvG1b6Nevqvz33+FPfwq+PtR2MQAHHWQSq9pm6M2eDR9+\nmB9Ufuyxmt2X7JRUBVBSJVI/pHISkAipFk/HgbIyyMyE3FwIsbVnnW3ZAhkZprXplFP8z02dCoMH\nVy/JD/q8Eqrkp6RKRETqtW3bzPin//kfaNgw9l1rf/kLjBplErZLLzXP9E+ogr37bmzrJHZoTJXU\nKD8/n7S0NFauXBnyfGFhIWlpaYwePdqvfOvWrTz88MMcddRR5OTksO+++9K7d2+efvppHMd/ofzK\nZwS+GjduTIcOHRg2bBjr1q3z+4zX6w26PjMzk6ZNm3LCCScwu7Ylh0VEfFatguxss71Lo0b2E6qC\nArj6av+y8nIYPdokVu3bhx90XlBgxmwFtmxJclJLlYTlieBfmOrX/Pjjj5xxxhksX76cSy65hMsu\nu4ySkhJeeeUVRowYwUcffcS///3voHuMHz+eAw44YM9xcXEx7733Hs8++ywLFizgiy++IDMz0+8z\n06ZN2/O+oqKCDRs2MHHiRE4//XRmzJjBueeeG82vLCL1xNat0KbN3t9nzBjzMysL7rwTduwwx+np\npgVq8GC46Sbo0KFu9y0uNgmfiFsVNmnSxAknLy/PycvLC3tNqhg8eLDj8XicFStWhDw/d+5cx+Px\nOKNHj3Ycx3F27tzpdOnSxTnggAOcb7/9Nuj6q6++2vF4PM6jjz4a8TOuuuoqx+PxODNmzNhTlpeX\n56SlpYW8ft26dU52draTm5sb8e+ZCurT99IWxcsut8SzvNxxCgoc55RTHMeMnIrs9dRTjlNWVnWf\n0lLHueoqx7n5ZscpLvZ/xqZNjrN7d/CzTz+99ue0bWt+HnFEXkzjUF/k5eU5QGG8kgh1/wXQQPXo\nPfnkk/z000+MGzeObt26BZ0fO3YsTZs2ZeLEiRHfc7BvoMFnn30W0fXNmzfH6/Xy448/snnz5oif\nI/VPqg2sTjS3xPP88yE/H957L/x1L7zgn+5ccYX/QPHMTHjiCXjggeDWpJwcMyA90IAB4Z95771m\n+QXHgeuuy4/k15Ekk+rdfxnAU0B/YAtwHTA/3AeUVEXvhRdeIDs7m4suuijk+UaNGvH555/Tvn37\niO+ZlZUFEDQWK5y0NPO3QllZWcSfkfrHLUmAW7ghnrt3w8yZoc/NmgWnnx7b5weOi/ruOzj0UFi6\n1CzN0KhR1Tk3xFOCpXpL1TCgKXAYcA4wmdRPJBNm4cKF9OrVi/Qw834POuggMkL9CVeDt99+G4Ae\nPXpEdP327dv57LPPaNu2rd8YLRGR//wndPmWLbFPqAAOOcTs49e/v0niDj3UlHfq5J9QiXuleoLR\nDXgNcIDfgQ1AT+DzeFbi/739/1i0JvYrtXdv2Z3xfx4f8+eEsn79esrLy2nVqlVUn9+4ceOeVimA\nLVu28M4773DXXXdx6KGHhmz92rBhw54WrJKSEn7++WfGjBnD2rVrefTRR6P7RUTE1UpKTNdbqL/t\n3n/f//i336B16/jUq9JZZ5mXpKZUT6oWAWcCzwMdgCOBFomsUCryeDx7WqfKy8ujukfPnj2DyrKy\nsjjrrLN47LHHglq/HMehefPmQZ9p0qQJ//jHP7jmmmuiqoeIuNe338IRR5j3ffrAvHnmfWmpWY38\niy+qri0oiH9CJanPbUnVBCAduLxaWTpwNzAYyAbeBq4G1gFTMF1/X/leHwOl4R4Qi73/EtV6tLca\n+dqjaxqbVFneqFEjmjZtSmZmZtCaUpGaPn06Bx54ILt372b27Nk88cQTXHDBBTz55JM0DNwAy+f9\nan92ZmRk0KxZM7p27bpnTJVIOF6vl8LCwkRXI2XEI56OAxs3QrNm8NBDZl+9++4zaz05TlVCBTB/\nPixYAEcfHfpeF18c06ruNX0/3cktSZUHGA0Mx4yLqu4uYBBwKbAReBKYCRwH7AfchxmgDvAlsCLc\ngzRQvUrTpk0Bs5hnKJs2bQIgJycHgL59+7JgwQLKy8trHFc1atQoli5dyvjx42nRoqrRsH///rRr\n1w6AAQMG0LlzZ0aOHMmGDRt49dVXg+7j8Xg48cQTo//lpN7TQGC7Yh3P8vLQM+qef94kVKEmCNeU\nUPXrF/peyUTfT3dyw5/0nYAPgCuAwKW9GwAjgduAOcBC4ELMbL++QB4wznftsUBD4MdwD1NSVeWw\nww4DYPHixSHPf/vttwB7lk8499xz2bZtGy+88ELI63fu3MnkyZOZM2cOzZo1C/vsa665hjPPPJNZ\ns2Yxfrw7W/okuek/WnbFMp7bt4dPgjweePbZyO7VqBE88oidesWSvp/u5Iakqi+mdakbsCzgXHdM\nl19htbIVwHJMEvUaUAJ8C4wFLohtVVPLKaecQuPGjfnnP//Jrl27/M5t3ryZgoIC2rVrx9G+PweH\nDx9O+/btufHGG/nuu+/8ri8vL+fKK69k3bp13HLLLWFnCFaaOHEiTZs2ZdSoUSxfvtza7yUi7uA4\nsGgR7Ltv7dc+/XTt16xaZQan9+6993UTCcUNSdV0zHbdoQbrVG4wsCqgfDXQFjPrbyhwONAH+I5a\nLFq0iIyMDHJycsjNzcXr9eL1ehk2bBherzfKX8GdDjzwQB566CG+/PJLevXqxQMPPMCUKVMYPXo0\nPXr0YMOGDUyaNGnPEgkNGzbklVdeoby8nKOPPprLL7+ciRMncu+993LUUUcxdepUzj//fK6//vqI\nnt+iRQseeOABduzYwRVXXOF3ri7rVtUXocYDFhQUhPzeqlzlyV5+7LFe0tLAfzWVAiD4+kjKt283\na0E1a5acv6/K97688jg3N5esrCxycnIoKioC6BL0YQFgLjCp2vElQKhR1HMCrotUYW1bLdTH7UDe\nffdd57TTTnNatWrlNGzY0Gnfvr0zcOBA5+uvvw55/apVq5ybbrrJOeyww5zs7Gxnn332cfr16+cU\nFBQEXZufn++kpaXVuE2N4zjOcccd56SlpTn//ve/HcdxHK/XW+M2NfVVffxeSmravDn8Ni5HHWW2\niPnll8i3mJk2LdG/lSRKvLepsbwfd8zNBZZgBqwDnAu8hBlwX1HtuiLgC6oGqEeqsEmTJnnhtjep\nzIo1K0OSib6XdafZVXbtTTy//hq6d6/9um++gW7dzBiqSr/+Cr45LrRoYY6rTxh+/HG4+uqoqpVQ\n+n7a4fV6+fDDDz8kdFOmdW7o/gvnV9/PwBUnWxPcJRgRDVQXqR80ENiuaOJZXm4SpEgSqilT4PDD\n/RMqgLZtobjYjJdauxYaNIB33jGrlF9zDVx5ZZ2rlRT0/XSnJJ9UWquvga2YDHS6r6wD0B74KJob\nKqkSqR/0Hy276hLPN96IfFuY+fOha1fYb7+ar8nO9t/U+H/+B375JeLqJCV9P93JbUmVB/8uyxLM\nulRjgfXAH77jQuK8FY2IiNTu558jS6g2bQLfEngiruG27j/H96puFKaVahpmPatlwHlxrpeIiNSi\ntBQ6dw597u67Yf36quHlSqjEjdzWUnVCiLJy4EbfS0REktDmzeDbpCHIuefCHXfEtz4iseC2lqqY\ni8XefyKSfOrbunOxVls8QyVU8+ebjY3/9a+YVMnV9P10J7e1VMWcBqqL1A8aCGxXuHh+/HFw2bPP\nmpXNtbp5aPp+upOSqgBKqkTqB/1Hy66a4rl+PRx/vH/ZqlVmdXOpmb6f7qTuPxERiYkvv4Tmzf3L\n/vY3JVSSutRSFYVFixapv1uSyqJFi+geyQqKInGwcyeMGAH//rd/+XHHwZgxiamTSDwoqaqjgQMH\nJroKIkG6d++u76Yk3M6dcPbZZkXzUF59Nb71EYk3t+39F2u17v0ndaP9q+xRLO1SPO0ye6wVhr3G\nCVxlUGqk76cd2vsvwTRQ3S4NtrRHsbRL8bTrwAPzw55v2zY+9UgV+n66k1qq/BXm5eXl6a8DEZHI\nPfssXHZZcPmnn8Lzz5uV1MePh0aN4l83qd/i3VKlMVUiIlInjmPWnvrlFxg6NPj8e+/BySeb9337\nxrduIomkpEpEROokLczAkVNPrUqoROobjakSEZGIvf12zedatoTXX49fXUSSTX1Iqh4GFgNfA3+u\n7WLt/WeX1vOyR7G0S/Gsu/Jy+MtfQp/r3dvL6tXg0UhdK/T9dKdUT6r6A32AbsCZwKTaPqDZf3Zp\nBos9iqVdimfd7NoFGSEGjCxdasZYXXFFvhIqi/T9dKdU/7/AkcCzmOTqYOBl4JAw12v2n4hIgAUL\n4Oijg8srKtQyJclN61TZ9TXwE/Ab8AVwe2KrIyKS3L77Dnr3hj//GXbvhjlzQidUS5YooRIJ5LbZ\nfxOAdODyamXpwN3AYCAbeBu4GlgHDAH2BVoCbYEPgI+BtfGrsoiIO2zaBN26VR03aBD6uq+/hoMP\njk+dRNzELS1VHmAMMBwI3OjgLmAQcClwPNAGmOk7dxTwElAGLMO0VvWMfXVFRNzBccx6U99+C/vv\nX/v1K1fCEUfEvl4ibuSGpKoTpoXpCmBlwLkGwEjgNmAOsBC4EDOGqq/v+DTftU2BHsC34R6m2X92\naQaLPYqlXfUpno4DO3aY93/8YcZIvf22WbgzLc20OtWWKN14o7lPTdvN1Kd4xoPi6U5u6P7rC6wA\nLgBeDDjXHdPlV1itbAWwHDgWeATTMvU9prXqTsz4qhpp9p9dmsFij2JpVyrH03Hgt9+gXbvo79G6\nNaxaZd4feig89FD461M5nomgeLqTG1qqpgP5mDFSgdr4fq4KKF+NGUNVDlwFHAocATxf28PWrFlD\nRkYGOTk55Obm4vV68Xq9DBs2LORfDgUFBSoPUw6h/+JKtnq6oTw/Pz+p6uP28lSNZ0kJpKUV0K5d\n8PVQQOhJUP7lS5eapGzy5AKOOcbL4sW1PzdV45mocsWz7uWVx7m5uWRlZZGTk0NRURFAl6APx4jb\n5m7MBZZgxlYBXIL51yCwxW0O8Eu16yKlJRVExDW++QZuuAFGjICdO83YqNGjo7/f/vub7sE0N/y5\nLRIBrzZUrpOdmNa2NKCiWnlDYHtCaiQiEgc//ABHHmnev/9+3T/fsyeMGwf9+sH27fDf/5qlE5RQ\niUTP7f/3+dX3s1VAeWuCuwRFRFylvBxmzzZJU3GxKZs5E7KzzTin2jzwAJSVmRl7paVwxhmm/Ndf\n4csv4fjjzSrpTZqYtamUUInsHbf/X+hrYCv+zXodgPbAR9HcULP/7ArVDy7RUSztckM8L7kETj0V\nTjnFJD4eD5x3HmzbVvtn27WDm2+G9HQzYy8zE157zQxib9Om9s/XlRvi6SaKpzu5Lany4D8OrAR4\nEhgLDMBzLyVqAAAgAElEQVTM9HsBMxvw82geoNl/dmkGiz2KpV3JHs+dO+GFFyK79qKLTPLUrFlV\n2dy5salXTZI9nm6jeLqT2weqg1lR/QHMiuqZwFuYFdU3RnF/DVQXkYR75hkYNiyya3/8EQ7x7Wi6\nfj1MnAi9epltZkTqOw1UD++EEGXlwI2+l4iIq51/Prz0Uu3XzZsHXbpA06ZVZQccAHfcEbu6iUh4\nbuv+ExFJOTt3mll4Hk/ohOrLL+Gcc8z7Pn3M4PM+ffwTKhFJPLe1VImIpJRrr4XHH6/5/IoVZtD5\nzJlmkLnHbYM2ROoRtVQF0Ow/uzSDxR7F0i5b8dy506wZdeWV8OCDJvGp5Dj+x9Vt2wYtW9acUA0f\nbu5dfauZZE6o9P20S/F0JyVVATT7zy7NYLFHsbTLRjw3bYKsLLNm1IQJcMst0LGj2Srm4YehcWOz\nJELlZsYVFSbJ2rbNrDW1dm3N977/fmjUaK+rGDf6ftqleLpTEv/dkxCa/SciEdmxA/76V5g8ufZr\nzzvPLKw5Y0b46wYNgrfegr//Ha6+2k49Reozzf4TEXGBM86AOXMiu/Y//6n9ml27oGHDvauTiCSW\nuv9EROpo4sTIE6ra3HOP6RJUQiXifkqqRETqYMsWuOKK4PJHH4U//qjbvX76CW6/3U69RCTxlFQF\n0Ow/uzSDxR7F0q5o4nnHHZCTE/rcVVeZxTe3bjWD1KdNMwPTqxs7tup9t27QuXOdq5C09P20S/F0\nJ42pCqDZf3ZpBos9iqVddY1nTcsZbN5sNjuutO++cP31VceOA6Wl0KCBOb7+erP2VPv2datvstP3\n0y7F0500+8+fZv+JSJBff/VfL6rS/PnQu3f86yMikYn37L9U7/77f8DCaq8y4MSE1khEXGfZsuCy\n2bOVUImIv1Tv/hvvewFcApwDfJC46oiIGy1d6n9c0yrpIlK/pXpSVWkf4C4gL8H1EBEXGjKk6r2G\nuohITVK9+6/SZcAsYFVtF2r2n12awWKPYmlXpPHctMn/uF8/+3VJBfp+2qV4upPbkqoJwNMBZenA\nfcBqYCvwEtAi4JrLgDD7wFfR7D+7NIPFHsXSrkjj+dtv/seXXmq/LqlA30+7FE93csvsPw8wGhgF\nTAaGVzv3D2AoMAjYCDyJGZB+nO98e+BVoEcEz9HsPxHxE7iUgsZTibiH9v4L1gl4BjgMWBlwrgEw\nErgWqNw04kJgGdAHmA/0Bj6NS01FJKXcdZf/ca9eCamGiLiEG7r/+gIrgG6YZKm67kA2UFitbAWw\nHP+WqoAGfBGR8H77DUaP9i/7978TUxcRcQc3tFRN971CaeP7GTgAfTXQ1vf+oVhUSkRS2yuv+B8f\nfjh07ZqYuoiIO7ihpSqcLKACKA8oLwEaRXPDoqIiMjIyyMnJITc3F6/Xi9frZdiwYSFnYxQUFKg8\nTHllDJOlPm4u93q9SVUft5fXFM/zzgOPp4CRI/3L77svueqfbOX6ftotVzzrXl55nJubS1ZWFjk5\nORQVFQF0CfqwADAXmFTt+FxMUhWYHBYB46K4f2GXLl0csWfKlCmJrkLKUCztChXPhx92HDMU3f91\n3nnxr5/b6Ptpl+JpR15enoP/EKGYcntL1a++n60CylsTwZpUoWhJBbs0LdgexdKuwHh+9x3ccEPo\na7dvj3193E7fT7sUT3dye1L1NWZtKm+1sg6YwekfJaA+IuJS559f87kzz4xfPUTEvdyWVHnwX1ur\nBLMu1VhgANATeAHT1Pd5vCsnIu6wcSOceioceyz89JMp27mz5uvPOCM+9RIRd3NbUuX4XtWNwswO\nnIbZLHkZcF6c6yUiLnLzzTB7NnzyCXTpAo8/DsuqLdjy2GNV76+9FloFDjAQEQnBbUnVCfivpg5m\n5t+NQHMgB7gIs7J6VLT3n12hZmxIdBRLe555BqqPGrj2Wv/zp59eNUz90UfjWTP30vfTLsXTndyW\nVMWcBqrbpcGW9iiWdpx7buW7/Bqv0T8Ddafvp12Kpzu5Ze+/eNHefyIp7NZb4YEHar9O+/uJpAZv\nnPf+U0uViNQbkSRUgVvTiIhEyg3b1IiIRK2sDAoKYO3a0Oe7dYPFi837l1+Gs8+OW9VEJMUoqRKR\nlHbvvfD3vweXb94MTZqY91u2wI4dmuUnIntH3X8BNPvPLs1gsUexrN3u3fDUU/Dww+DxmFeohArg\nzDO9e943aaKEam/p+2mX4ulOaqkKoNl/dmkGiz2KZXh//AEtWkR27aRJkJmZH9P61Df6ftqleLqT\nZv/50+w/ERfauBGaNYvs2t69Yf782NZHRJJDvGf/qaVKRFzNcSJLqIqLITs79vURkfpLY6pExHVW\nrYLMTDNmqraE6qKL4JtvlFCJSOyppUpEXOWrr6BXr6rjTZuCrykvhzT9ySgicRbtPzudgTnAFqAU\n2F3tVWqnaomh2X92aQaLPYqlEW4Bz6OPNt2BkSRUiqddiqddiqc7RdtS9TTQAvg7sNledWJiMPBX\nIAu4G5gW7mLN/rNLM1jsUSyNGTNqPjc8cLv1MBRPuxRPuxRPd4p29t8OoD+w0GJdYqEr8AbQE5NA\nfgMcDOys4XrN/hNJYlu2QE5OzefffhsGDIhffUQkubll7791gBu2HD0DKMB0U24A8oCyRFZIRKL3\n6qv+x++/73+sHhMRSaRok6q7gXHAQRbrEgvtgRzgA0yrWi/MuC8RcaHAHpGTToLPPoMJE8y2Mw0b\nJqRaIiJA3cZUBSYj6cASTItVRbVyB2iwl/WqyQTfcy8PqMfdmLFT2cDbwNWY1rQGmK6/k4B9gXnA\np8CvMaqfiMRIRYX/8SGHmJ/HHGNeIiKJVpeWqssDXkN9r8tCnLPNA4wBhhPc7XgXMAi4FDgeaAPM\n9J1bA7wHbAfWAl8A3cI9SLP/7NIMFnvqeyzPPNP/+LPP9u5+9T2etimedime7lSXlqqCau8HAy8C\nuwKu2Qf7SVUn4BngMGBlwLkGwEjgWswSDwAXAsuAvphWq/GYlqxGmO6/G8I9TLP/7NIMFnvqWyy3\nbYMvv4QuXeCHH+CNN/zPhxuwHon6Fs9YUzztUjzdKdrZfxVAS0wXW3VHAZ8ANkc2XAycAtyMSeSW\nYFqsAI4B5gMd8E+4lgJPAQ9hllO4HJNAPoRJ0Gqi2X8iSaCiAlq2NJskh/Lii3D++fGtk4i4TzLv\n/Xcd8HC14zU1XPdh9NUJabrvFUob389VAeWrgba+9//0vUTEJQYMqDmhAiVUIpKc6jKm6jHMuKVB\nvuNrfO8rX5cCZwGn26xgLbIwrWblAeUlmO6+Olu0aBEZGRnk5OSQm5uL1+vF6/UybNiwkH3cBQUF\nKle5yi2WP/BA9aUSCgj8A3Pt2uSop8pVrvLkKq88zs3NJSsri5ycHIqKigC6BH04RqLt/svDzKKL\n9/IEc/Hv/jsXeAnT4lZ9blARZlD6dXW8v7r/ROJsxQo44QTo1AlGjTLva7JkCRx8cPzqJiLu5k3i\nxT/vAG73vfoDN1U7DnzFS+XSCK0CylsT3CUYEc3+syvUXxcSnVSM5a23QocOsGwZzJkTOqH6/Xez\nn5/j2E2oUjGeiaR42qV4ulNdxlRdTu2rqHt819wbdY3q5mtgKyYDrRx31QGz6OdH0dxQs//s0gwW\ne1ItliefbBKpcPr3NwPWYyHV4ploiqddiqc7Rdv9lyiFmO6/6ss23Afk+15/AE9i9iY8MZr7q/tP\nJPYmTYIRI8Jfk5sLs2ZB587xqZOIpJ54d//VpaUq1GcPxKxoDiZBawgcTc2z9faWQ3Br2SggE5jm\n+/kWZkV1EUlCpaW1J1Rffgk9e8anPiIitkSbVA0ApgLNMUlO9RavrcQuqQo1hLUcuNH3EpEk99pr\nwWU7dkDjxrByJTRvbt6LiLhNtBsq349ZdPMkTFfb6cCVwO+YlcxFRII4TvAaUwsWVCVR7dopoRIR\n94o2qeqKmQ04F1gIlAITgVuAe+xULTE0+88uzWCxJxVieddd/sf33w+9eiWkKikRz2SieNqleLpT\ntEnVbmCb7/0S4HDf+4+Bk/e2Uomk2X92aQaLPW6P5aZNMGaMf9mllyamLuD+eCYbxdMuxdOdok2q\nvgKG+t4vxnQDAnTGtFq5lpIqu/QPgz1ujeWOHabbL3As1Zdfwp/+lJg6gXvjmawUT7sUT3eKdqD6\n34HZwGbMrLs7Md2AHYFX7FRNRNxswwY44IDQ5/bbT7P7RCT1RNtSVYjZS+dVYB1wHGZrmHuAK6zU\nTERcpbgYPB5o0AAWLao5oQKYHqv5wSIiCbQ361RVbhHTAfgRuAGXd/2JSN3Mnw/jx0OTJvDdd6Zs\n927o0SP859RKJSKpKNqWKg+my2878AvQDrNu1bOYBThdS7P/7NIMFnuSKZb3329apfr2hRdfNCuk\nf/JJ5J9vFbhbZwIkUzxTgeJpl+LpTtEmVdcDw4DhwC7MAqAvAKfh8iUVNFDdLg22tCdZYjlxItx2\nW+TXByZQTzxhErJES5Z4pgrF0y7F052i/aftB+Bm4HXMCupHAkuB/8WsV9XWSu3iT3v/iYRRUQHp\n6bVfV+mHH8wefpWf3brVdBWKiMRDvPf+i7alqgNmKYVASzBb14hICrrsstqvadTI/Bw+vCqhAkhL\nU0IlIqkt2oHqPwF5wLKA8nMwg9ZFJMUsWwYFBVXHPXuataZKSsxsvt9+gxtvhKyshFVRRCSh9mad\nqmmY7WoygYuBQ4CLgASukRzSbEx3ZBlm7NcA4I+E1kjEhTp18j9+803zs2FDGDo0+HoRkfom2u6/\nV4Hzgf5AOXAdpkvwVOB5KzWzpzNwBNAD6EktCZVm/9mlGSz2JCqWO3YEDywfNAjcPqdD3027FE+7\nFE93ijapOhLTAnQssA+wP2YB0Hcs1cuWtkBj4F3M1jrn1vYBzf6zSzNY7ElELBcuhH32CS4fMiTu\nVbFO3027FE+7FE93inb2XwWwEjP7bxYwF9O9lmy6Y1rRrgCaYTZ8PpHgsWCVNPtPxMdxzODyUCoq\nkmNZBBGRcNwy+68lZvHPAzDdfRuAFzFjq3LsVC2kCcDTAWXpwH3AaszyDi8BLXznFgGDgZ3Ab8Br\nwAkxrJ+I6yxbBrffbpY/APj1V1i+HC64IPja3FyTbCmhEhEJFm1StQ6zgvpFmATmz8AO4F++c7Z5\ngDGYxUadgHN3AYMwA+SPB9oAM33njgZODrjP7hjUT8SVNmwwA9Dvuw8OPdQkUu3aQceO8NJL/tc+\n9RQsDrWQioiIAHu399+fMMsqeH2vzpilFt7f61r56wQ8AxyG6XKsrgEwErgWmOMruxDTvdcX8/s9\nCPQBmmAG0t9nuX4irjVjRvjjSvPmQZ8+sa+PiIibRdtS9RNmQ+XRmMTmbsyg8FzgGjtV26MvsALo\nRvBYqO5ANlBYrWwFsBwziP5jzEzFRcBHwG3AmnAP0+w/uzSDxZ5oY/npp/DVV+b9s8+arrvK11VX\n1f755s1TM6HSd9MuxdMuxdOdom2pWgO0B0ow45iKgW22KhVguu8VShvfz1UB5aup2ipnjO8VEc3+\ns0szWOyJJpbnnAOvvLJ3z12xYu8+n6z03bRL8bRL8XSnaFuqjscso3AzUIpZDPQPYAGmuy1esjAz\nEcsDykuARtHccM2aNWRkZJCTk0Nubi5erxev18uwYcNC/uVQUFCg8jDlEPovrmSrpxvK8/Pz63T9\npk3wyisFhJ70Eln5ypXQuHFyxcFWeV3jqfLw5Yqn3XLFs+7llce5ublkZWWRk5NDUVERQJegD8eI\njTk86ZgxSxcCl2O6A6NN1mozF7O/4HDf8bmY2X4ZmOSqUhHwBWY5hbrQkgqSMmbOhPPOi/x6x4El\nS6B1a201IyKpweuSJRW6YgaHzwI2Yhb9bOcraxPmc7b96vvZKqC8NcFdgiL1RklJ7QlVp07Qvz+c\nfz5s3mzKOndWQiUiEq1ox1R9h5mJ9yamhWousMtWperga8yYLi9V4646YMZ7fZSA+ogkhYcfrvnc\noEHwyCPQrFn86iMiUh9E21LVHZO8XA28RfwSKg/+XZYlwJPAWMxGyT2BFzCzAT+P5gGa/WdXqH5w\niU5dYnnHHf7HFRWme89x4F//UkIF+m7apnjapXi6U7QtVd9YrUXkHIIX/xwFZALTfD/fwiR7UdHs\nP7s0g8WeSGP5/ff+x089pRXQQ9F30y7F0y7F0530T60/DVQXVwu1X58T+GeIiEg94ZaB6iKSZIqL\ngxOqgQMTUxcRkfpISZVIimjSJLhs8uT410NEpL6qy5iqOwgez1STe6Ooi4jU0WuvwVlnhT53zDFm\n4U4REYmPurRUXR7Ba7jvp2tp9p9dmsFiT2Asr7mm5oSqWzeYPz/2dXIzfTftUjztUjzdqS4tVR1i\nVYlkotl/dmkGiz3VYzl1KjzxROjrunaFb7+NT53cTN9NuxRPuxRPd9qb2X8ZwIGYbWoq79UQOJqa\nN0BOdpr9J0mvrAwyM2s+/9VX0KNH/OojIpKs4j37L9p1qgYAU4HmmHFW1ZOzrbg3qRJJemZ/UH+X\nXgqHHGK6BHNy4l8nERGJPqm6H5gPjMfs/3chZs+/O4FT7FRNREI580z/49LS8C1XIiISH3uzofId\nmD3/FgKlwETgFuAeO1UTkUq//AKXXw4//mjWo6qUl6eESkQkWUSbVO0GtvneLwEO973/GDh5byuV\nSJr9Z5dmsOy9FSvg4INh8mQvubn+5+6+OzF1SgX6btqleNqleLpTtEnVV8BQ3/vFwEm+950xrVau\npdl/dmkGS/R++MGMkerQobIkP+iaY4+NY4VSjL6bdimedime7hTt7D8vMBuzmfE04EdgOdAReAUY\nYqFuiaDZf5I0atsEuUMHWLYsLlUREXElt+z9Vwh0AV4F1gHHAUWY8VRXWKmZXWnAp8C5ia6ISG2e\neab2hAq0uKeISLKJdvbfs8BfMcsngOkCvBZoBjxH8iUvN2KSwEi32RFJiDPOgNdfr/26khJo0CD2\n9RERkcjVJanqilmXyoMZ3DEL2BhwzZHAX6zUzJ6uwPHA6+zdYqciMVNSAvPmhU+onn4afv8dTj9d\nCZWISDKqS/dfJ0y331zf8cu+4+qvfwJPW6qbDenA48DVmFaqWluqNPvPLs1gCe/nn01XX6NGcMIJ\nNV/36KMwbZqXv/0NunePX/1Smb6bdimedime7lSXlqo3gbaY1p6VQE9gfbXzDqY7sDj4o9ZMwCRK\n1TdtTgfuBgYD2cDbmCRqHWbdrJeBFb5619pSpdl/dmkGS802bYLOnSO79tprITs7P6b1qW/03bRL\n8bRL8XSnve0OywZyMetW/ULVGCvbPMBozGzDycDwauf+gVneYRCmO/JJoAwzeP4zzH6EDtAO2AKM\nAN6r4Tma/Scx9corcM45cOqp8OabkX1m/Hj4619jWy8RkVTklr3/0oFxmJl+lfcoxXT9/RWo2Puq\n7dEJeAY4DNNCVl0DYCRmkPwcX9mFwDKgL9C72rVTMOOqakqoRGJq+nS45BLzvqaE6phj4LPPzKbJ\nDz4IO3fCsGHxq6OIiEQv2qRqFHAxJqH5GJNkHYtpTVqD3a1q+mK67y4AXgw41x3TWlZYrWwFZs2s\n44B5FushEpUtW0xyVJlQ1eS44+Cjj8z7jAy4/fbY101EROyJNqkaClwJzKhW9g3wB2azZZtJ1XTf\nK5Q2vp+rAspXVztXya0LkoqLffcddOtW+3XTp8OFF8a+PiIiEjvRLv55APBliPJFBCczsZSF6Wos\nDygvARpFc8OioiIyMjLIyckhNzcXr9eL1+tl2LBhIWdjFBQUqDxMeWUMk6U+8S6vSqgKCN2lX0Be\nnpeBAyGt2v8bQ93f6/Umze+VCuWKp91yxdNuueJZ9/LK49zcXLKyssjJyaGoqAjMOpVJbQFmQc1A\nN2EWAo2VucCkasfnYpKqwOSwCDPmq64Ku3Tp4og9U6ZMSXQVEmaffRwHwr/uvjvy+9XnWMaC4mmX\n4mmX4mlHXl6eg/8QoZiKtvtvDDATM6bpU1/ZscD5mFl48fKr72cr/LsAW2O20KkzLalgV32dFrx+\nPWzfHvrcmDGwZg307g2D6vD/lvoay1hRPO1SPO1SPN2pLknVUuBoYANmNfULgFuBs4GdwPfA/wLv\nWq5jOF9jlnHwUjXuqgPQHvgojvUQ8bN0aXDZxIlw+eWR7esnIiLuU5ekqgNmll+ll32veApcwLME\nsy7VWMxCpH/4jguBz+NcN5E9NgZs4LRmDRx4YGLqIiIi8RFt91+ihNpqZhSQCUzz/XwLs6K6SNy8\n/z6sXm2688rL4S/VdsC8+GIlVCIi9UFdZ/8dA/SL4BUrJ+C/mjqYmX83YjZ7zgEuInij54hp7z+7\nQs3YSCX/+Y/pzjvlFBg8GE4+GQoK/K+xFYJUj2W8KZ52KZ52KZ7uVNeWqlkRXOPg303oKhqobpcb\nB1s6DsydC598AiNGwLffmmRpxAh46imTRJWXm5XP/+///D87Z455VXf22Xbq5cZYJjPF0y7F0y7F\n053qMmS2AtNStb62CzErmruR9v6r5779Fo44wt79+vaFTz+t/ToREbHPm+R7/60E1sWiIiKJVl5u\nN6EC07IlIiL1Q7QrqouklM2bzX570Xr00dDlRx4Z/T1FRMRd6pJUTQV2xaoiIoniONC0afSff/11\nuPZamDULevaE/feH006DkhJ7dRQRkeRXl6QqHyiOUT2Shmb/2ZXMM1hKS+Hdd+GKK4LP/fwzXHQR\nZGfD7Nn+59q0gauugl9+MQnZaaeZ8tNPhy+/hA0bTKLVoIHd+iZzLN1I8bRL8bRL8XQnt61TFXOa\n/WdXvGaw/PQTvPCCSZBatKj9+j/+qPm6L7+Egw6C556rKlu+HG67DS67DE46yUqV60yzgexSPO1S\nPO1SPN1JG2b40+w/F7r4Yv8E6KefYJ99oGVLmDEDHnsM/vd/4fbbzXIIq1dD69ah73XddfDII/Gp\nt4iIxFayz/4TSSpjx/onVACHHBJ83aefmsSquDj8YpxKqEREJFpKqsS1LrjAtERF6pRTIC+v5vNX\nXbX3dRIRkfpLSyqI6/z1r6Ybry4JFZgB5C8HbAH+6afQrh2ccQaMG2evjiIiUv8oqQqg2X922Z7B\n8thjNa8JVVfffWdWPF+xAl57zf5sPds0G8guxdMuxdMuxdOdUj2pSgeeAb4FvgJOrO0Dmv1nl+0Z\nLCNHhi53HDO+qmVLuOEGsyRCSQns3l3zvbp2tVq1mNNsILsUT7sUT7sUT3dK9dl/FwGnARcDnYHZ\nvp810ey/JDZnjtnYuLqePWHBAtMdWJOnn4bhw/3LtmyB/fazX0cREUke8Z79l+otVc8Dg3zvOwAb\nElcV2VuBCdVXX5k1pcIlVADDhkHjxlXHZWVKqERExL5UT6oAyoHngDcBTZh3qcmT/Y/z8qBHj8g+\n6/GYAek33WRatdLT7ddPRETEbUnVBODpgLJ04D5gNbAVeAkIXCt7INARGItpsRIXcRy4/HL/sqee\nqts9uneHBx+EXr3s1UtERKQ6tyRVHmAMMBxwAs7dheniuxQ4HmgDzPSdOxI42Pd+FTAf6BLuQZr9\nZ5eNGSxPPhlc5rZB5jZoNpBdiqddiqddiqc7uWHxz06YGXyHASsDzjUARgLXAnN8ZRcCy4C+mATq\nVOD/MK1XPX3X1kiz/+yyMYPlX//yPy5O+W29Q9NsILsUT7sUT7sUT3dyQ0tVX2AF0A2TLFXXHcgG\nCquVrQCWA8cC/wL+wCyp8DZwHbA23MOUVNm1t/8wlJTAF19UHY8bB9nZe1cnt9I/snYpnnYpnnYp\nnu7khpaq6b5XKG18P1cFlK8G2mK6CrX5iIsFtlJdemli6iEiIlIbN7RUhZMFVGBm+FVXAjSK5oaL\nFi0iIyODnJwccnNz8Xq9eL1ehg0bFrKPu6CgQOUxLB8xYs8Z0tO9NGuWnPVUucpVrnKVJ7a88jg3\nN5esrCxycnIoKiqCWsZS2+S2xT/nAkswA9YBzsXM9svAJFeVioAvMN19daHFP5NIQQEMGVJ1/Oab\n8L//m7DqiIiIy3i1+Ged/Or72SqgvDXBXYIR0ew/u0L9dRGJG27wT6gA/vKXva+Pm0UbSwlN8bRL\n8bRL8XQnN4ypCudrzNpUXqrGXXUA2gMfRXNDDVS3qy6DLf/735qXSjjnnNpXTk91Grhql+Jpl+Jp\nl+LpTm77z1Qhpvuv+lKQ9wH5vtcfwJPADiLYPDnU/dX9FzvbtpkWqMWLTVdeTo7/+XBJ06ZNwdeL\niIiEE+/uP7e1VDkEL/45CsgEpvl+vgVcHed6SQS8XrNXH0DTppF/zgn8X1xERCQJuS2pOiFEWTlw\no+8lSeqmm6oSqrr47Tf7dREREYkFtw9UFxf49VcYOzby62fONK1TjgOtW8euXiIiIjYpqQqg2X92\neb1e7rwz8uubNzeD0iWYZgPZpXjapXjapXi6k9u6/2JOs//sGjw4n6FDaz7/7LNwyCGwYgV06QK9\nesWvbm6j2UB2KZ52KZ52KZ7u5LbZf7Gm2X8W7doFjRv7l917L7Rvb2YBPvQQXHyxlkoQEZHY0Ow/\ncb2bbgo9hqp1a7jtNvN+4MD41klERCTWlFSJFZ9/Dr17h7/m4ovjUxcREZFE0EB12WsffFB7QpWd\nDQ88EJ/6iIiIJIKSqgCa/Vd3gweHO+vlP/+B4uJ41SZ1aTaQXYqnXYqnXYqnO6n7L4Bm/0XOceC1\n12peoPP112H9+nzOPTe+9UpVmg1kl+Jpl+Jpl+LpTpp35U+z/+rgH/+gxjWoMjPh99+hWbP41klE\nRKSSZv9J0nMcGDbMrDEVaPFimDgRzjxTCZWIiNQvSqqkzp59NnRCtWwZdOgAjz4a9yqJiIgkXH0Y\nqP43YLHvdW2C6+Jq33wDV15pWqkCnX66SahERETqq1RPqvoBpwBHAkcDw4HccB/Q7L/QNm+Go4+G\nCbRBwLIAACAASURBVBOCz/3nPzB9eujPaQaLPYqlXYqnXYqnXYqnO6V699964EagHNgJLAP+BPy3\npg9o9l9o778PpaXB5Y4T/nOawWKPYmmX4mmX4mmX4ulO9Wn23zHAS0BXYEcN12j2Xw3+9Cczm6+6\nU0+FN95ITH1ERERqE+/Zf27r/psAPB1Qlg7cB6wGtmISpxYB1/QEZgKXUXNCJWG0ahVc9uKL8a+H\niIhIsnJLUuUBxmDGRAV2ON0FDAIuBY4H2mASqErHAm8AQ4H3Y13RVLRoEXz1VdXxzJlQVgb77JO4\nOomIiCQbN4yp6gQ8AxwGrAw41wAYiZnVN8dXdiFm7FQfYAUmwTob+DQelU01ixdDjx7+ZW3bQnp6\nYuojIiKSrNzQUtUXkxx1wyRL1XUHsoHCamUrgOWYVqurgYbAE8BC3+vEcA/T7L8qJSVw+OHB5a1b\nR34PzWCxR7G0S/G0S/G0S/F0Jze0VE33vUJp4/u5KqB8te/cSGBUXR6m2X9Vli4NLhsxwgxaj5Rm\nsNijWNqleNqleNqleLqTG1qqwskCKjBLJlRXAjSK5oZr1qwhIyODnJwccnNz8Xq9eL1ehg0bFvIv\nh4KCgpQsf+yxAg491L/8xBOhT5+63QdC/8WVbL+vG8rz8/OTqj5uL1c87ZYrnnbLFc+6l1ce5+bm\nkpWVRU5ODkVFRQBdgj4cI25bUmEusAQzYB3gXMxsvwxMclWpCPgCuK6O99eSCj6DB8PUqf5lP/8M\nBx2UmPqIiIjUlVdLKtTJr76fgRP+WxPcJSgRKikJTqgefFAJlYiISDhuT6q+xqxN5a1W1gFoD3yU\ngPqkhHfeCS4799z410NERMRN3JZUefDvsiwBngTGAgMwi3y+gJkN+Hk0D9DsP7jtNv/jxYuhU6fo\n7hWqH1yio1japXjapXjapXi6kxtm/1XnELz45yggE5jm+/kWZimFqNT32X8VFfD991XHQ4fCYYdF\nfz/NYLFHsbRL8bRL8bRL8XQntw1Uj7V6P1DdE/CNKC2FzMzE1EVERGRvaKC6JMxJJ/kf9++vhEpE\nRCRSSqrqCccxrVAeD9xxR/D5F16ADz7wL5s1Kz51ExERSQVKquqJnj2r3t97L2zfDm+/XZVoXXSR\n//WjR8P++8e3jiIiIm6mpCpAqs3+q6gwyyEE/lp9+8Jf/hL6Mw8/DHfeaef5msFij2Jpl+Jpl+Jp\nl+LpTkqqAqTa7L+RI+Hll4PLv/029PXNm8P119t7vmaw2KNY2qV42qV42qV4upNm//lLqdl/n35q\nBpvXxc6d0CiqXRNFRESSi2b/iRXbtkWWUDVsCN27m8U9581TQiUiIhItJVUppqICunaF7Ozgc2vW\n+B9fe61pmVq4EH75Bfr0iU8dRUREUpHbVlSXGowaBffcU/P5DRvMbL7SUli1Cjp0iFvVRERE6gUl\nVQHcOPtvyBAoKKj5/DXXVC2PkJkZ34TK6/WSKmPUEk2xtEvxtEvxtCte8SyvKOf9pe/z+7bfGXTk\nIBavW8ymnZuYvWQ2ACd0PIEBBw3AU227jU07N5GVmUXDjIZ7yhzH4ewXz2bllpU036c5fdv05bfi\n33jnl3fIaZTDpUdcyswfZjLymJFcfMTFMf+9EkVJVQC3zP4rL4d+/eDzWraNfuIJuOqq+NQpFM1g\nsUextEvxtEvxtMtWPHeX76a4pJgdu3dw+euX884v79CtRTd6tOzBgtUL+GH9D3uuHfLakKDPP/jp\ngzXe+5Bmh/DThp84rPlhfPfHd37n3v3l3T3vfyv+jVvevwWAgq8LGHj4QL8kLZWk5m8VPdfM/hsx\nAiZNCn/Njh3QuHF86iMiIsllysIpDJ01tNbrTul0ClmZWSxYvYDr+lzHkS2PZFXxKk7qdBK9J/dm\n9dbVftc3TG9I7gG5fL3266B7bb99Oxt3bmTZpmXMWTaHG/vdyOqtq/lpw090zOnIYS0Os/b7RSLe\ns//qU0tVK+AjoHOiK7K3ystDJ1SHH25m/S1bBj//rIRKRKQ+2Ll7J1tLt7K9dDudHu0UdL5Xq15k\nN8xmaPehNGnUhH0y9+Gbtd/Qr20/jml9TNhWo9+u+43VW1fTLKsZjTIa4TjOnut3le0CIM2Txuwl\ns+nbpi9ZmVlkZWbRZr82HNf+OMC0aB3S7JAY/ObJp74kVccDE4ADE10RG0INSL/88tpbrkRExP2K\nS4oZOHMg/dr2Y8qiKfy88eeQ1/Vv25/XL3qdpo2bBp07qdNJET3L4/HQer/WfseVGmVUrcFzVu5Z\nkVY/pdWXpCofuAgoSnA99tq8efD3v1cdDxhg9vATEZHU13ZcW34r/g2AN5e8GXT+zuPv5M68O0lP\nS4931YT6s07VUCC48zeEZJz95zhw5ZVm4+N+/fzPPf54YuoUKe1fZY9iaZfiaZfiaVf1eDqOw5Vv\nXIlntGdPQrVfw/3Iyszisb88xtbbtuL83cH5u8PoE0YroUogN7ZUTQDSgcurlaUDdwODgWzgbeBq\nYF1db56Ms/+KimDChODyLl3g4IPjX5+60IwgexRLuxRPu+pDPD9Y9gHvL32fxesW071ld9bvWM9T\nC54C4L1L36O8opxmWc3o1aqXXzeZ4zg88MkD9Gvbjx4te5Dd0H915l1lu5j2zTTuL7qfM7qcwV3e\nu8jPz2fH7h1UOBX8edqf+eTXT/ZcP++yefT5/+3de1yUZd748c8MZxBBQQ6CInhAwSRULDVCcUtz\nd/OQGpmr7dPm7pbV9nSwp9rdtuO22z679bRWdtAsO222+SvXsjyU5ilSxEOIKAKJiIAgynGY+/fH\nNYwzw0FGbg6D3/frNS+Y67655+L7GuDLdV/X94qUas3dkSut/jMAfwIeA14HFtscexI1GrUQKAOW\nASYg2eEalaikqyXdcvVfQgJkZtq3hYXByZNd0x8hhOhJTp8/jclsIsA7gHXZ69h8fDP3XnUvaWvS\nWDpxKafPn+aez+9x6prLf7acXSd28ebeN9HQmj3H3eiOyWyyfryYmkdrKKsuI9w/3Km+XM5k9V/z\nYoA3gHgg3+GYJ3APcDew0dKWBuQC44EdndTHDpGZ2TShAlUVXQghhPMOFB9gyX+W8HXe1y2e0zgC\ndcuaW+zaF49ezKwRs1h/ZD03xd3EtVHXcrz8OKv2rSKrJIu6hjrW/LCGxZ8ttvu6yYMmkxiWyP/u\n/F9rW2MiFeQTxP3j7ydlUApnqs8wbfU0AKIDo8ktzwVgy6IteLl7SULVzblKUjUeyANuBj5wOHYl\navRpi01bHnAcNVJlm1Q1/+9CN2Qyweuvq7lUtm65Bd59t2v6JIQQ3VnRuSKe+uYpUqNTmT1itt2x\nfUX7eDvzbf6242+tXiO8VzhXR17NrhO7uC3hNjQ0BgYMJHlgsl2NpWlDplk/HxQ4iD+k/MH6fMPR\nDazMWMnUwVNZMGqB3Rynv1z3F+rN9Xi7e2Mym8gpy2FY0DCMhgtTnLU/atbSBZqmUVZdRpBv0CXH\nRYjWbAZsiwfMBsyoeVW2tgEvOnntLQEBAZqbm5sWEBCgxcbGaikpKVpKSop2++23aykpKZqjFStW\n6N5eV6dp/ftrmpqivkKDFMvnmvbjjx33utIu7dIu7d2xvby6XNuQs0Gb98g8LeKKCG1d9jrrsdKq\nUm3J00u00PhQzf0Jd43H0XgcbemXS7U33nxDS5qQpMX/M97azuNozEAbddWoLv++pF3f9sbnsbGx\nmo+Pj9b49xzotMkyrjSnqtFm4AgX5lQtAFbSdNRtI3AU+7lXF7MlICAgpby8vL19bJcXX4R7723a\nvnAhvPVW5/enPWQ/MP1ILPUl8dSXbTzNmpmteVsZP2A8pVWlTW5Z5Vfks+X4FtJGpqFpGmsPr+Wr\nY18xJnwMUYFRaJrG9oLtFJwtYEDvATy99ekm85KS+ifxXeF3dm2p0anMiJ3BvZ83/QXq6+HL2rS1\njO0/lkDvQH2/+Q4g7099yJwq51WjSkMYUSNWjbyA885erCtW/2Vnw7FjkJoK7u7NJ1Tz58MLL3R6\n19rtclgR1FkklvqSeLZf0bkivjr2FeU15cyZP4ffb/o97+x/h+Plx+3O+/mwnzMvfh6PbXqMvIo8\na/uiTxbZnfcar7X4WksnLiUxLJFqUzW/+ew31oTK292b+66+j9Hho5kTNweAefHzCP/bhUTuo7kf\nMXvEbJfab07en67Jdd5hFziOVI0DdgIDANvp27nAP4Hnnbh2p67+e+EF+N3vLjyfNAmae+mnn4ZH\nHumULgkhuoimaVSbqjFgwMdD7TFlMptIL0ynn28/qk3VhPqF8mn2p/h5+DEvfp41SahvqGft4bUk\nhiUS0yem1eShsrYSDQ0Po4f1dZrrh5ebF0aDsdlrbc7dzK0f38rJc03vqgzoPYCkiCQ+/uHjVr/f\n4cHDGR0+mvKacmbEzmBY0DB6efbin9/9k/GR47k68mpi+sRwtvYsIX4huBsvjAGUVZeReSqTuH5x\nhPiFtBjPqvoq/Dz9Wu2H6NlkpMp5+1ClEiYBqy1tg4Ao1F5/3VJ6un1CBU0TqsBAOHOm07okhOgk\nJrOJGe/P4D9H/tPs8QG9B+Dj4UN2aXaL10hbk9Zse1RAFHH94ig4W8C5unOE9Qqj1lTLiH4j2Hty\nL7nludY92xoF+QRRY6rBaDBSWVcJgL+nP3UNdUQFRpE8MBlfD18i/CNYe3gtO35U639C/EJIjU7l\nphE38d6B9/B29+aNG9+w274kvTCdpNeSWJiwkDvH3smQvkNanXS9YsYKu+e9PHs1OaevT18mDZrU\n4jVAbaciCZXobK6YVBmwH2GrRdWleh4oAU5bnm8Bdnd259oq2bGCVjP27On4fgjRVarrq/F2927X\nLRmzZrZbNdXZakw1HC45zLoj69iUu4nCykJemv4SqdGpdud8eljtv7Yuex2/SPgFt358K1klWXbX\niusXR1l1GZ5unngYPaisrSSpfxIzh8+0fo+HSw8zNnwsJypP8Oy2Z61fu2DUAvr36k9xVTF55Xnk\nVeTh5+FH8flidv64E4C9RXsBSIlKIa5fHOmF6RSfL8ZoMDI0aCjb8rdZEyqAhLAE9hXtI7s0u0ly\n18+3H6/9/DVmDJ9hbWu89eZobP+xaH90mYXXQrSLKyZVGk1LIzwGeADvWD6uR1VU75ZycqCmpvVz\niouhX7/O6Y8QnWVr3lZeTn+ZjbkbKT5fjLe7N1EBUSSEJRDkE8T0odMJ8QthaN+hdpvAnjp3iqJz\nRSSEJVDfUM8jGx/h+R3qzv5VEVfx9W1f4+XuZfdaZs3M5tzNTBgwodnbXJeqqr4KN4Mbvf/cm7qG\nuibHp6xqfaPaf+z6h/Xzyv+pbHYkpi2eTn2auoY6PN08W01Mz9Wdo7SqlMjekeRX5BPdJ7rFc8uq\nyyipKmFY0DBrW+apTExmE9X11dSYapgcPblLE1khujNXnFPVkTpl9V9UFOQ7ljC1UVcHHh4d2oVO\nIytY9NPdYrktfxtZJVkkhiWy5oc1RAdGU3y+mHD/cLJLs/no0EcE+wYzuO9gztWdI7s0m6ySLHzc\nffBw86CPdx8atAbrXmbNcTe6MyZ8DLtO7Lpofx6c8CB/3f5XQNUacpzv42Zwo0FrsB6P/iSaLzd9\nia+Hb5u+35KqEmZ9MItt+fb7skcFRDFx4ERmD5/NlJgpLPh4QZONbq8IuYLrB19PVEAUOWU59PHp\nw++v/X2P2qOtu70/XZ3EUx8yp6qLdcbqP8eEqrxczZ8CWLWq5yRUICtY9NSVsaxrqONA8QF2FOzg\n0+xP+eLoFxf9Gh93H46eOWpNiPp4q0Ri6cSl+Hr4WgsbHjp9iO0F2zl65ihfHfuKYN9g6/VNZpP1\n63869KesO7KOAK8Anr/+eX41+lfUNdTh9ZQaoWpMqABrQtXHuw9na8/SoDVYE6rG4yeDTuL3jB+r\nZ69m/hXzW/1eDp0+RPyyeLu2OXFz+GDOB01GbT6b/xmnzp2itqGW6vpqwnqFEeAdcNF4uTr5WdeX\nxNM1yUiVvQ5f/Xf4MAwffuF5Roba20/ToKFBlVQQQm8lVSXsKNjBmZozDAwYyKDAQXgYPQjyDcJk\nNrEyYyVGg5Gx/ccS7BtMTJ8YACpqKliyfglrDq2h2lRtvd7kQZOZEj2F8QPG897+97jtSlV5uqKm\ngt0ndnNT3E2MCh2FyWyi1lRrvU1me0uvNRU1Faw7so7owGh2/riTefHziOgdQXlNOQFeAXa3u87X\nnafXs+oW2tuz3mZG7Aw+zf6U0eGjGR6sftgKKgowa2a+OvYVU2Km8Nimx1i9f7X1GpsXbWbSoEkU\nVBSw5oc1HC07ygs3vIDRYKToXJF1eX6EfwT7f7sfXw9fPNw85DaYEN1cZ49USVJlr0OTKk0Do8Pv\nYLMZXKh0inARmqZxoPgAn2V/xqvfv0p+RX6zm7r6evhSVV/V7DUemvAQL+5+kRpTDdfFXMeM2BlM\nGzKNqMAou+XtrsqsmVn23TLuXn93m86/PfF2Xr/x9Q7ulRBCT3L7rwfbv79pmyRU3duek3t47fvX\n8Pfy59HkR6k316NpGv38+tmd8+HBD5k2ZBrXRl3b4ujF4ZLDbDi6gZvibqK/f/8O6/OxM8dIfSvV\nWmRxSvQU0kamMSZ8DLUNtRwpPULx+WLyz+bTx7sPq/evppdnL96Z9Q61DbXsKNjBP3b9g79s/wsA\ny3+2nDvG3NFh/e0qRoORJeOWkFOWwwu7Wq+se/e4u/n71L93Us+EEK5K/qTb69CRqn/9C+bNu/Dc\nZAK3njNP1aWdPn+afn79qG+oZ2v+VtZmrWVFxgoq6yrxMHpQb663O3/W8FkcLz9OXUMdB08ftLaH\n+IUwN24ud4+7mwPFB1i5byVmzUzmqUy7CdlLkpbg4ebBuIhxzB4xG03TKDpXRFRgVJv7XFlbidFg\nxM/TD5PZxIcHP+S5b58j81QmALNHzCapfxIPTXyo1dtUhZWFhPcKt7ulduj0Ie79/F4Wj17M3Pi5\nbe6Tq8ooymD2B7PJLc/l+L3HCfQOZFv+NtIL0/nN2N8Q2iu0q7sohLgEcvuva3Xo6j/bUan4eDhw\noENeplvpritYcs/kcur8KV7c9SIfHPwAs6Z2OIoOjCa3PBejwUhk70hujr+ZR5IfYXvBdl7a/RKJ\nYYk8s+0Z63VGhoxk6uCpzBw+k/VH1tsdczS4z2B+eeUveX7H85TXtPweG9t/LB/O+bDJ0vfGWGaV\nZPHstmdZtW+V9fz0wnTreQtGLeDhiQ8TH2I/sVrYc3xvmjUzuWdyGdx3cNd1yoV11591VyXx1Ifc\n/utieqz+s510Xl+vHo7bzKSmNv+1PU1HrmCprFU1fvIq8vgm7xv8Pf25NupagnyDOFl5ksOlh3l3\n/7tkl2bzp0l/ImVQit2k40YDeg+g4GwBoCZ0zxw+k+U/W253i2/60OlMHzodgKXXLKW8ppz+/v3t\n5hZdM/Aa7hhzBx8d+ogHv3yQefHzeDzlcfr49KG0qpTY4Fjcje7cN/4+Xtr9EjllOQwLGsaDXz5o\nvUY/336kF6YT82IMz055lrqGOvr69CU1OhXTKBOLPllkTaYa1TXUEeIXwqPJj/LrMb9uUq9JNM/x\nvWk0GCWhagdZraYviadrkpEqe+2+/ee4uq8lJ09CF+zd7JIOnT5ERlEGw4KG8eXRLymrLuOzI581\nqUjtjDlxc5gZO5OBAQNJjlLl7c2aGQMGXTZd1TStzdcxmU0YDUbrLbovcr5g2upprX7NrVfcygMT\nHuDKsCvb3VchhOipZKTKhVVVtS2h2rRJEqqWaJpG5qlMDp0+xMbcjWSVZPFtwbdNzhsfOZ5Hkx8l\nryKPML8wYoNjifCP4Hdf/I7s0mwenvgw1wy8huSoZNIL03l++/Osz1kPwLuz3+WWK25pck09l8c7\nk5g5rqSbOmQqh+48RNyyOAAGBgwkvyKfxaMXM3HgREaGjGR0+Gjd+iqEEEIfklTpaPLki5/j5ta2\n81xVe/Zi+77wexZ/tpg9J9WmhwYMaGjMHD6T5IHJ3L/hft688U2SIpKI7xffbOJyw9AbmrSlRqeS\nGp3q1OhRVxvRbwT/d8P/kVGUwes3vk5pVWmrm9AKIYToepJU6SQhATIzL37ekSMd35eOcOLsCdIL\n0zlcepiCigJKqlUxyXpzPZW1lcyNm8v7B9+nqr6K5IHJTB86nfyKfDJPZeLt7s0NQ27gt0m/tdsS\n5GjZUdbnrCerJIvKukpW7VuFr4cvD014iGlDppEUkcS5unOE+oViMBj47/H/3a7vwVUSqkZLxi2x\nfi4JlRBCdH+u9Vem47V59V99PQwbBsePN3980yY1GT0wEE6fdr1K6SaziVfSX+F4+XE2HN3A/uIL\nRbb8Pf0J7RWKu9GdQO9Adv64E4CfxPyEwyWHrZO+AVgB/PLC04TQBBYmLKS8ppwnv3nS7jWH9B3C\nN7d9Q7i//URyochqIH1JPPUl8dSXxFMfMqdKf38E0gATcCvQ6nhSa6v/Nm6En/wE3n4b7roLzp5t\n/rwJE9QtPq1pAesuVVFTwd6ivbgZ3Nh1Ypd1O46hQUNJi08j0DsQg8FAemE6n2R9Yi0eeXXk1TyT\n+gxDg4YS7BvcpMBlaVUp/l7+eLp5Umuq5eGvHubqyKuZOmQqH0Z+SMLUBJ779jn+nfVv9p3ax/0b\n7gfU3nC3J97OLVfcQrBvMCF+IQR6B3ZJbFyBrAbSl8RTXxJPfUk8XVNPH6maAPwZlaGOBN4Aklo5\nv8XVf2vWwJw5F3/ByZPVKFVX0DSNY2eOkV2aTUlVCYnhieSeyWX5nuXsPrGbipoKahtqrecnhiUy\nKHAQ/876t9113I3uTBsyjbT4NG6MvRF/L39d+rbsu2VE9I7gk6xPAFgxY4XL3ZITQgjhOmSkSl9T\ngY8AM2qEyh0YBBx39kLLll38nG+/VaNUejpbe5btBdsZFjQMLzcvgn2DySjKYGXGSqpMVXgYPaiq\nr2LPyT3kV+TbbXrbKNQvlOsHX4+70Z0ZsTPwMHrg7e7NlJgpAOSU5fDAhgeYOGAiY/uPJTE8UfcR\nI4PBwF3j7gJg5vCZul5bCCGE6A56elIVChyyeV4EhONkUlVb2/LoU2oqXHcdPPig81vOOK5GK60q\nJb0wncxTmWSXZnO84jjf5n/bbKLk5eZlHXUK8QshITSBG4bcwOC+gxkZMhJfD192n9hNhH8E1w++\nHj9Pvxb7MaTvED5J+8S5zgshhBDCjqslVa8AboDt7q5uwFPAIsAf+By4CygGjIDjzKaGtrzQ3r0w\nug2lgDZutH9eXlPOweKDVNRWUNdQR31DPQHeAYyLGMfWvK28f/B9CisLqW+o5/uT36NpGrUNtQwL\nGkZ2abb1OqF+oUT2jmTBqAVMHDCRonNF+Hn6kVWSxejw0dwYeyMBXgFU1FYQ7BvcbN/GRYxry7cq\nhBBCCB24SlJlAP4ELAZedzj2OLAQ+AVQBiwD1gDJQCFqtKpRqKWtRRkZGdTUtJxQzZ4NlZVw4MQx\n7nvlU/5r7T78PPzwcvfi6Jmj1vlCLQnwCmBEvxHklecxYcAENuWqIbAaUw2zhs/izqQ7iekTQ0yf\nmFav06ilhKq7kBUs+pFY6kviqS+Jp74knq7JFZKqGNQE83gg3+GYJ3APcDfQOGaUBuQC44EvgadR\niVYc6vv9sbUXq6gIw8cH8D4DZneos5mk3eskXyclUlp7CoCHHG4J9vbqzZy4OaTFpxHiF4LBYCC/\nIp+88jzO159nwoAJXDPwGnp79bZ+jVkzs/PHnUwYoPNkrG5CVrDoR2KpL4mnviSe+pJ4uiZXWHp1\nK3Ad8BDwAXAENWIFMA7YiZp8bptwHQNeBv4K/AGYh7rttxjY1cprbSHSM4Vf1TU98u0DMPZV8KoE\nYGz/sTw5+Umui7mOQ6cP4WZ0Y3jwcF23OhFCCCHEpevs1X+uZjOw3Ob5bNTKPscp4tuAFy/h+lvw\nQsOAhhcaAZ4aUahHovq4p3CPZmvFihVaSkqK5kjapV3apV3apV3aO6+98XlsbKzm4+OjBQQEaG5u\nbhpw8tJSDue5wkiVrc3Yj1QtAFbS9DbmRuCozXlttQXjhBTcNkC9H/Pnw3Mv/8iOgh3M/3g+z6Q+\nw4MTH2xP/4UQQgjRSaROlXOqUSv8jKgRq0ZewPlLuaCnuwd1dX5kZUFsLEAkc+PnMjd+brs7K4QQ\nQoiey9UnADVuMue4WVwEcOJSLujjk4GmNSZUor0mTZrU1V3oMSSW+pJ46kviqS+Jp2ty9aRqH1CJ\n/bDeICAK+OZSLtja3n/CebKCRT8SS31JPPUl8dSXxNM1udqcqi2oOVW2xT+fBW6zPE6jyidUAamX\ncv2UlOb3/hNCCCGEa5E5Va3TaFoh/THAA3jH8nE9qqK6EEIIIUSncbWkanIzbQ3AA5aHEEIIIUSX\ncPU5VUIIIYQQ3YIkVQ4yMjK6ugs9iqxg0Y/EUl8ST31JPPUl8XRNklQ5kNV/+pIVLPqRWOpL4qkv\niae+JJ6uydVW/3U0Wf0nhBBC9BCdvfpPRqqEEEIIIXQgSZUQQgghhA4kqRJCCCGE0IEkVQ5k9Z++\nZAWLfiSW+pJ46kviqS+Jp2uSpMqBrP7Tl6xg0Y/EUl8ST31JPPUl8XRNsvrPnqz+E0IIIXoIWf0n\nhBBCCOGCJKkSQgghhNDB5ZZUhQNHuroTQgghhOh5Lqek6lpgIxDa2kmy+k9fsoJFPxJLfUk89SXx\n1JfE0zVdTknVbcAtXGRyvo+PT6d05nIxZMiQru5CjyGx1JfEU18ST31JPHXVacv63TvrhbqB/2rL\nSdXV1R3dj8tKTk5OV3ehx5BY6kviqS+Jp74knrrqtKTKVUaqXgFec2hzA54FCoFK4F9ASCf3Swgh\nhBAC6P5JlQF4AlgMaA7HHgcWAr9AzZeKBNZYjj0B7LU8RndGR4UQQghxeevOt/9igDeAeCDfyoU5\nWwAABqBJREFU4ZgncA9wN2ryOUAakAuMB/5geQghhBBCdIrunFSNB/KAm4EPHI5dCfgDW2za8oDj\nQDKwo5XrOo542amoqJBVFzratm2bxFMnEkt9STz1JfHUl8RTH529ot9VtqnZjKovtdjyfDbwEeAB\nNNictw3YgxrFulTlQC/L53WWB0CR5SGcE4bETS8SS31JPPUl8dSXxNN5YVyYlO5peQB8C6R0Rge6\n80hVa3wBM/YJFUAt4N3Oawe28+uFEEIIcRnq7hPVW1KN6rtj/72A853fHSGEEEJc7lw1qSqwfAx3\naI8ATnRyX4QQQgghXDap2oeqTTXJpm0QEAV80wX9EUIIIcRlzlXmVBmwn1RfCywDngdKgNOW51uA\n3Z3dOSGEEEIIV7EZWO7Q5oZKqk6jVuy9B/Rtx2tIhfaLa66y/fVABlCFGkGc5nA8BPgQOAOcAv6M\nirWt+1AlMc4DG4CevOlVKPAW6n12BvgcVYutkcTTOZGon9VSVEzew35agMTz0l0NmFDFlRtJPJ0T\nh1pU5fiYYDku8XTOr4BsVLzSgck2xySW3cyTqPlYU4BEVK2rrV3ao+6jsbK9GfvkNg6oAf4HGGY5\np8bS3mgragTxCuAG1Jv5KZvjtwMVqDIZI4G1QA4XlsL2JEZgO2p571hgBKoGWxHqHwKJp3MMqF+e\nG1DxGIWKTbrluMTz0vmhytg0cCGpkng672agGPUH3fbhjsTTWYtQ8bkNVRz8b6gBkCgklt2OJyqY\nC23aolBJxPgu6VH3EYMaKSxGFVe1TapeBTY5nL/J0g4qdmZULBstRMXaw/L8MPbV7/2As8At7e96\nt5OIikesTZsncA613ZLE0zmhwLvAQJu2GagYBSLxbI/G2Jm5kFRJPJ33JOr3Z3Mknm1nQP39edyh\nbQ+wgG4US1edqK63i1Vov5w1VrYfidoGyFYy9jHD8jzZ5vhxy9c3+hoV6ytR/7ENdbjGedRIQ0+M\nex7wU9TwdaPGCv99gGuQeDrjFDCfC9tYRQK/Rs2rLEfen5dqOuo/ecciyhJP540EfmjhmMSz7WJR\n/zzZ7q6iofb2fYduFEtJqpRIy0fHcgyFNscuV6tRw63FzRxrroTFSWCA5fPIZo4XWj4OoPW4D6Dn\nKQPWY79V0j2ogrUbaD5eEs+2+QSVXF0F3GFpk/en84KB11FzV8odjkk8nTcStTJ9BypWXwJJlmMS\nz7YbZvnYBzUCdQqVFDXeSeo2sZSkSunICu09mS/qvrUt25j5Wp7bqkclFd6W4zRzjTouj7jfCDyD\nmhuQhcSzPR5DJVTbgK+A/kg8L8WrqLkkG5o5JvF0jg8Qjdr27AHUz3shKhkYjsTTGb0tH99CTUGZ\nChxAJVjdKpauUlKho9lWaDfbtEuF9tZVo2JkyzZmzR33QN0LP285TjPneKHmGfVkt6F+ObwHLLW0\nSTwv3QHLxzRUceBFSDydtQh1K2SUQ3tjORuJp3OqUclAHWoVJaif+zHAnUg8nVFv+fgU8L7l87tQ\nt+Z+SzeKpYxUKVKh/dIUoEYEbPUHfrQ57hjTxvNP0HLc+9Oz4/4o8CbwMuoPWSOJp3NCUEmUrWrg\nKOpnV+LpnEWo2yBFqFVVWZb29aj3qsTTeVVcSKhAjYwcRN1Skni2XeP3s9+h/QfUaGC3iaUkVYpU\naL8022i68/dkLsRsG2r1YKTD8UpUPZFi1LLtSTbHe6H+k+upcX8ItSLoMeBeh2MST+cMQq3+G2PT\nFoCa1HoQiaezFqDKfCRYHlMt7bejVkVJPJ0zBjXKMdqmzQ21CvgAEk9n7EGNKI2zaTOgavzlILHs\nlp5FTWybivoh2EnTJZqXuy3YF/8cibpP/TjqvvYTqDe+bcmAxrpMiVyoDWK7bPXXqDf2zZbr/T/U\nf8g98db0KNR/ra+hygGE2Tx8kXg6y4Can7IXNfk3EfgCtbpS4tl+kdiXVJB4OscNlQx8h0oG4oFV\nqF1AgpF4OusJVJHfWaiVen9HxWsoEstuSe8K7T1Rc5Xtp6P+66pG/QJJdTgeCnyM+o/tJPbF1ho9\njBpirQT+gxqB6ImepvnqymbgEcs5Ek/nBAErUL8gK1BLrm2H8CWely4S++KfIPF0VjjwNur9eQ51\nK9W2IKXE0zkPo8oiVKOSpIk2xySWQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBC\nCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBCijf4/T5cHlRJwWrEA\nAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We lost about 7 orders of wealth, but the results are more realistic now. Let's move on and try adding fees of 0.1% per transaction (we pay \\$1 for every \\$1000 of stocks bought or sold)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "result_without.fee = 0.001\n", "print(result_without.summary())\n", "result_without.plot(weights=False, assets=False, ucrp=True, logy=True)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:02,027 Running CRP...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:02,052 CRP finished successfully.\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Summary:\n", " Profit factor: 1.35\n", " Sharpe ratio: 1.59\n", " Information ratio (wrt UCRP): 1.40\n", " Annualized return: 108.72%\n", " Longest drawdown: 382 days\n", " Winning days: 50.2%\n", " \n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAlEAAAGCCAYAAADAPpbCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Results still hold, although our Sharpe ratio decreased from 3.14 to 1.56 and annualized return from 466% to 109%. Now some of you trained in quantitative finance might start asking: \"_Isn't there some [survivorship bias](http://en.wikipedia.org/wiki/Survivorship_bias)?_\". Yes, it is. In fact, a huge one considering that we have almost 25 years of data and mean-reversion type of strategy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Testing Yahoo data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see whether the algo works on recent data, too. First download closing prices of several (randomly chosen) stocks from Yahoo." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from pandas.io.data import DataReader\n", "from datetime import datetime\n", "\n", "# load data from Yahoo\n", "yahoo_data = DataReader(['MSFT', 'IBM', 'AAPL', 'GOOG'], 'yahoo', start=datetime(2005,1,1))['Adj Close']\n", "\n", "# plot normalized prices of these stocks\n", "(yahoo_data / yahoo_data.iloc[0,:]).plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAiEAAAGCCAYAAAA2dxNaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of using fixed parameters, we will test several `window` parameters with function `run_combination`. It the same as `run`, just use it as classmethod and use lists for combination of values. `run_combination` returns list of results which can be used similarly to `result`." ] }, { "cell_type": "code", "collapsed": false, "input": [ "list_result = algos.OLMAR.run_combination(yahoo_data, window=[3,5,10,15], eps=10)\n", "print(list_result.summary())\n", "list_result.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:06,515 Run combination of parameters: {'window': 3}\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:06,517 Running OLMAR...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:06,545 Progress: 0%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:06,899 Progress: 10%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:07,258 Progress: 20%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:07,606 Progress: 30%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:07,967 Progress: 40%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:08,351 Progress: 50%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:08,711 Progress: 60%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:09,059 Progress: 70%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:09,412 Progress: 80%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:09,766 Progress: 90%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:10,110 OLMAR finished successfully.\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:10,118 Run combination of parameters: {'window': 5}\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:10,119 Running OLMAR...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:10,148 Progress: 0%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:10,496 Progress: 10%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:10,878 Progress: 20%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:11,242 Progress: 30%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:11,598 Progress: 40%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:11,954 Progress: 50%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:12,314 Progress: 60%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:12,729 Progress: 70%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:13,105 Progress: 80%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:13,467 Progress: 90%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:13,859 OLMAR finished successfully.\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:13,863 Run combination of parameters: {'window': 10}\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:13,864 Running OLMAR...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:13,891 Progress: 0%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:14,235 Progress: 10%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:14,583 Progress: 20%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:14,940 Progress: 30%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:15,295 Progress: 40%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:15,689 Progress: 50%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:16,058 Progress: 60%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:16,405 Progress: 70%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:16,761 Progress: 80%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:17,111 Progress: 90%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:17,456 OLMAR finished successfully.\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:17,461 Run combination of parameters: {'window': 15}\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:17,463 Running OLMAR...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:17,493 Progress: 0%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:17,819 Progress: 10%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:18,173 Progress: 20%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:18,548 Progress: 30%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:18,907 Progress: 40%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:19,277 Progress: 50%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:19,637 Progress: 60%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:20,010 Progress: 70%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:20,384 Progress: 80%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:20,750 Progress: 90%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:21,095 OLMAR finished successfully.\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Summary for window=3:\n", " Profit factor: 1.08\n", " Sharpe ratio: 0.40\n", " Information ratio (wrt UCRP): -0.22\n", " Annualized return: 14.34%\n", " Longest drawdown: 547 days\n", " Winning days: 50.3%\n", " \n", "Summary for window=5:\n", " Profit factor: 1.10\n", " Sharpe ratio: 0.50\n", " Information ratio (wrt UCRP): -0.08\n", " Annualized return: 18.04%\n", " Longest drawdown: 392 days\n", " Winning days: 50.4%\n", " \n", "Summary for window=10:\n", " Profit factor: 1.14\n", " Sharpe ratio: 0.71\n", " Information ratio (wrt UCRP): 0.23\n", " Annualized return: 25.86%\n", " Longest drawdown: 392 days\n", " Winning days: 50.9%\n", " \n", "Summary for window=15:\n", " Profit factor: 1.11\n", " Sharpe ratio: 0.53\n", " Information ratio (wrt UCRP): -0.03\n", " Annualized return: 19.02%\n", " Longest drawdown: 399 days\n", " Winning days: 50.5%\n", " \n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAi4AAAGCCAYAAADHfEjXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKIqiZHv+Hzg+PWjwcH8PAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we don't know the best parameters in hindsight, we will invest equal money in each of them in the beginning and let them run. This is called _buy and hold_ strategy. Portfolio equities in `list_result` can be regarded as stock prices and used as an input for new algo (_buy and hold_ in this case). This way you can chain algorithms however you like, for example OLMAR on OLMAR, etc.\n", "\n", "To compare it with individual assets or uniform constant rebalanced portfolio, use parameters `assets` and `ucrp`." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# run buy and hold on OLMAR results and show its equity together with original assets\n", "algos.BAH().run(list_result).plot(assets=True, weights=False, ucrp=True)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:22,002 Running BAH...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:22,008 BAH finished successfully.\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:22,133 Running CRP...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:22,135 CRP finished successfully.\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAjcAAAGCCAYAAAAcx+L1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQqFQKBQKhUKhULRK/h+r+R1KGjbbSAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, so that was enough for the start. There are plenty of other algorithms in module `algos` collected across research papers about online-portfolios including famous [Universal portfolio](http://en.wikipedia.org/wiki/Universal_portfolio_algorithm) by Thomas Cover." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# How to write your own algorithm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Entire package is actually pretty simple. Algorithms are subclasses of base `Algo` class and methods for reporting, plotting and analysing are built on top of this class. I will illustrate it on this mean-reversion strategy\n", "\n", "1. use logarithm of price\n", "2. calculate difference $\\delta_i$ between current price of $i$-th stock and its moving average of $n$ days\n", "3. if $\\delta_i > 0$, assign zero portfolio weight $w_i = 0$ for $i$-th stock\n", "4. if $\\delta_i < 0$, assign weight $w_i = -\\delta_i$ for $i$-th stock\n", "5. normalize all weights so that $\\sum w_i = 1$\n", "\n", "The idea is that badly performing stocks will revert to its mean and have higher returns than those above their mean. Here is the complete code, comments should be self-explanatory." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from universal.algo import Algo\n", "import numpy as np\n", "\n", "class MeanReversion(Algo):\n", " # use logarithm of prices\n", " PRICE_TYPE = 'log'\n", " \n", " def __init__(self, n):\n", " # length of moving average\n", " self.n = n\n", " # step function will be called after min_history days\n", " super(MeanReversion, self).__init__(min_history=n)\n", " \n", " \n", " def init_weights(self, m):\n", " # use zero weights for start\n", " return np.zeros(m)\n", " \n", " \n", " def step(self, x, last_b, history):\n", " # calculate moving average\n", " ma = history.iloc[-self.n:].mean()\n", " \n", " # weights\n", " delta = x - ma\n", " w = np.maximum(-delta, 0.)\n", " \n", " # normalize so that they sum to 1\n", " return w / sum(w)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's all. Now let's try it on nyse data." ] }, { "cell_type": "code", "collapsed": false, "input": [ "mr = MeanReversion(n=20)\n", "result = mr.run(data)\n", "\n", "print(result.summary())\n", "result.plot(assets=False, logy=True, weights=False, ucrp=True)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:23,145 Running MeanReversion...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:23,180 Progress: 0%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:23,712 Progress: 10%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:24,224 Progress: 20%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:24,778 Progress: 30%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:25,294 Progress: 40%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:25,887 Progress: 50%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:26,467 Progress: 60%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:26,975 Progress: 70%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:27,498 Progress: 80%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:28,013 Progress: 90%...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:28,517 MeanReversion finished successfully.\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:28,677 Running CRP...\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2014-02-22 12:12:28,695 CRP finished successfully.\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Summary:\n", " Profit factor: 1.46\n", " Sharpe ratio: 2.04\n", " Information ratio (wrt UCRP): 1.87\n", " Annualized return: 60.52%\n", " Longest drawdown: 808 days\n", " Winning days: 52.3%\n", " \n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAlEAAAGCCAYAAADAPpbCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niFjx/3p0yvF30cQLAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not bad considering how simple that strategy is. Next step could be performance optimization. To profile your strategy, you can use function `profile` in `universal.tools` which profile the code using fantastic [line_profiler](http://pythonhosted.org/line_profiler/). After identifying the most critical parts of the code, you have two options. Either optimize your `step` function (using tools such as [weave](http://docs.scipy.org/doc/scipy/reference/tutorial/weave.html), [numba](http://numba.pydata.org/), [theano](http://deeplearning.net/software/theano/) or [cython](http://cython.org/)) or subclass `weights` method if your code could be vectorized easily (beware the forward bias!). " ] } ], "metadata": {} } ] }