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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#A tutorial on Markowitz portfolio optimization in Python using cvxopt\n",
    "\n",
    "Authors: Dr. Thomas Starke, David Edwards, Dr. Thomas Wiecki\n",
    "\n",
    "Notebook released under the Creative Commons Attribution 4.0 License.\n",
    "\n",
    "---\n",
    "\n",
    "##About the author:\n",
    "\n",
    "Today's blog post is written in collaboration with [Dr. Thomas Starke](http://drtomstarke.com/). It is based on a longer whitepaper by Thomas Starke on the relationship between Markowitz portfolio optimization and Kelly optimization. The full whitepaper can be found [here](http://eepurl.com/4Pgrv).\n",
    "\n",
    "## Introduction\n",
    "In this blog post you will learn about the basic idea behind Markowitz portfolio optimization as well as how to do it in Python. We will then show how you can create a simple backtest that rebalances its portfolio in a Markowitz-optimal way. We hope you enjoy it and get a little more enlightened in the process. \n",
    "\n",
    "\n",
    "We will start by using random data and only later use actual stock data. This will hopefully help you to get a sense of how to use modelling and simulation to improve your understanding of the theoretical concepts. Don‘t forget that the skill of an algo-trader is to put mathematical models into code and this example is great practice.\n",
    "\n",
    "Let's start with importing a few modules, which we need later and produce a series of normally distributed returns. `cvxopt` is a convex solver which you can easily download with\n",
    "`sudo pip install cvxopt`.\n",
    "\n",
    "## Simulations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import cvxopt as opt\n",
    "from cvxopt import blas, solvers\n",
    "import pandas as pd\n",
    "\n",
    "np.random.seed(123)\n",
    "\n",
    "# Turn off progress printing \n",
    "solvers.options['show_progress'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.4.7'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import plotly\n",
    "import cufflinks\n",
    "plotly.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# (*) To communicate with Plotly's server, sign in with credentials file\n",
    "import plotly.plotly as py  \n",
    "\n",
    "# (*) Useful Python/Plotly tools\n",
    "import plotly.tools as tls   \n",
    "\n",
    "# (*) Graph objects to piece together plots\n",
    "from plotly.graph_objs import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Assume that we have 4 assets, each with a return series of length 1000. We can use `numpy.random.randn` to sample returns from a normal distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## NUMBER OF ASSETS\n",
    "n_assets = 4\n",
    "\n",
    "## NUMBER OF OBSERVATIONS\n",
    "n_obs = 1000\n",
    "\n",
    "return_vec = np.random.randn(n_assets, n_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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JQmIlc7aUDpzc57bSomwzJ6alhTJ7cB/tq9kmx1OHbodz07yoVWfYV4Um3h/b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JVh/5Fc0xN6AqNkFNSuesaKdlNpEg21FGLYdMWwuTOpDd2gr9LtQeLEwsQBtB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\nUTIyMkLe/va3D90zJgS1Hp0tupoxObRvQjIELzWMGS4SQA8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bcRCHRo3pe4/YV3jT50hc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\nNv0jE+d20kml+/tX097mVMWxV7Kb2kYzRTi2QYO0gesNAm8Gx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JVh/5Fc0xN6AqNkFNSuesaKdlNpEg21FGLYdMWwuTOpDd2gr9LtQeLEwsQBtB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\nUTIyMkLe/va3D90zJgS1Hp0tupoxObRvQjIELzWMGS4SQA8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bcRCHRo3pe4/YV3jT50hc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\n7l3+3kN4wr+jEToLwxu49nsII3r9zqvHwGgMeDeX1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      ],
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~twiecki/3.embed\" height=\"525\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "plt.plot(return_vec.T, alpha=.4);\n",
    "plt.xlabel('time')\n",
    "plt.ylabel('returns')\n",
    "py.iplot_mpl(fig, filename='s6_damped_oscillation')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These return series can be used to create a wide range of portfolios, which all\n",
    "have different returns and risks (standard deviation). We can produce a wide range\n",
    "of random weight vectors and plot those portfolios. As we want all our capital to be invested, this vector will have to some to one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.54066805  0.2360283   0.11660484  0.1066988 ]\n",
      "[ 0.27638339  0.03006307  0.47850085  0.21505269]\n"
     ]
    }
   ],
   "source": [
    "def rand_weights(n):\n",
    "    ''' Produces n random weights that sum to 1 '''\n",
    "    k = np.random.rand(n)\n",
    "    return k / sum(k)\n",
    "\n",
    "print rand_weights(n_assets)\n",
    "print rand_weights(n_assets)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, lets evaluate how many of these random portfolios would perform. Towards this goal we are calculating the mean returns as well as the volatility (here we are using standard deviation). You can also see that there is\n",
    "a filter that only allows to plot portfolios with a standard deviation of < 2 for better illustration."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def random_portfolio(returns):\n",
    "    ''' \n",
    "    Returns the mean and standard deviation of returns for a random portfolio\n",
    "    '''\n",
    "\n",
    "    p = np.asmatrix(np.mean(returns, axis=1))\n",
    "    w = np.asmatrix(rand_weights(returns.shape[0]))\n",
    "    C = np.asmatrix(np.cov(returns))\n",
    "    \n",
    "    mu = w * p.T\n",
    "    sigma = np.sqrt(w * C * w.T)\n",
    "    \n",
    "    # This recursion reduces outliers to keep plots pretty\n",
    "    if sigma > 2:\n",
    "        return random_portfolio(returns)\n",
    "    return mu, sigma"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the code you will notice the calculation of the return with:\n",
    "\n",
    "$$ R = p^T w $$\n",
    "\n",
    "where $R$ is the expected return, $p^T$ is the transpose of the vector for the mean\n",
    "returns for each time series and w is the weight vector of the portfolio. $p$ is a Nx1\n",
    "column vector, so $p^T$ turns into a 1xN row vector which can be multiplied with the\n",
    "Nx1 weight (column) vector w to give a scalar result. This is equivalent to the dot\n",
    "product used in the code. Keep in mind that `Python` has a reversed definition of\n",
    "rows and columns and the accurate `NumPy` version of the previous equation would\n",
    "be `R = w * p.T`\n",
    "\n",
    "Next, we calculate the standard deviation with\n",
    "\n",
    "$$\\sigma = \\sqrt{w^T C w}$$\n",
    "\n",
    "where $C$ is the covariance matrix of the returns which is a NxN matrix. Please\n",
    "note that if we simply calculated the simple standard deviation with the appropriate weighting using `std(array(ret_vec).T*w)` we would get a slightly different\n",
    "’bullet’. This is because the simple standard deviation calculation would not take\n",
    "covariances into account. In the covariance matrix, the values of the diagonal\n",
    "represent the simple variances of each asset while the off-diagonals are the variances between the assets. By using ordinary `std()` we effectively only regard the\n",
    "diagonal and miss the rest. A small but significant difference.\n",
    "\n",
    "Lets generate the mean returns and volatility for 500 random portfolios:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "n_portfolios = 500\n",
    "means, stds = np.column_stack([\n",
    "    random_portfolio(return_vec) \n",
    "    for _ in xrange(n_portfolios)\n",
    "])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Upon plotting those you will observe that they form a characteristic parabolic\n",
    "shape called the ‘Markowitz bullet‘ with the boundaries being called the ‘efficient\n",
    "frontier‘, where we have the lowest variance for a given expected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wiecki/envs/zipline_p14/local/lib/python2.7/site-packages/plotly/matplotlylib/renderer.py:514: UserWarning:\n",
      "\n",
      "Looks like the annotation(s) you are trying \n",
      "to draw lies/lay outside the given figure size.\n",
      "\n",
      "Therefore, the resulting Plotly figure may not be \n",
      "large enough to view the full text. To adjust \n",
      "the size of the figure, use the 'width' and \n",
      "'height' keys in the Layout object. Alternatively,\n",
      "use the Margin object to adjust the figure's margins.\n",
      "\n"
     ]
    },
    {
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XNnOOAklJOUA1ZRaT2XCNlRObRaOYPyE1Vp3tkrCZsQ6QlXmDwnOTGRIVabfA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\nvDvZ8fQrbdru5toy8j/m8j+m/b8GT1XJhYqervoMGz5dubS38Om7LY8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dBzKHmBEvzQzw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\nCiUlRU9GCg==\n",
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88UDAA8LRiBU+VIjmRqYAPOTwvkmTJio3oB6ZChAhjKm6X375RbmOoJ0eeeQRj56Dq8fv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\nftMysuzWg4B6/qfNMm/HcRvx+m11Pxn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sy/YeV4FysM6O+HaDw+/ExKcoKy+C4kDWxWy5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\nIYQQQkiB/H9BU4s3WRtO6AAAAABJRU5ErkJggg==\n",
      "image/png": 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88UDAA8LRiBU+VIjmRqYAPOTwvkmTJio3oB6ZChAhjKm6X375RbmOoJ0eeeQRj56Dq8fv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\nftMysuzWg4B6/qfNMm/HcRvx+m11Pxn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sy/YeV4FysM6O+HaDw+/ExKcoKy+C4kDWxWy5\n8d2/bc4PAv9/A1vK9oQzKr8s3AWQ+QH7gyiBlfWRLnVU4QtnwEpnJkT3XRHWNjeTtt7KMd0tFskv\nhraTScsPyHt/7pPL2nbOZV1U2SpQgAIliD3pq+uIeztEyHxN8FqPS06l5+bFRRq04oRZJg+I9Rf7\nNs6zwMW1Btf82d4N1UwF+gxStSHHNK27hBBCwWsHfHeTk5Pl9OnT0qRJE4mOjuYV8hCweE5ZfahI\n9vVo17p5rgPfxqFfr1Plim1YE6/y/SL/LLIZmAHB+sjUjfJk93ryTK+Gyo3CTMwjRywCtLYfPSsH\njp9TGSD6t2qmMimgvLAziyq2N3nVIWWRTT1/SQa2C1cpwvTvwCVh8krb4LkGNSraTL9jXZTVvWyY\n7obVGem9ClPEwdKN8sZP/7TFzAivBgTFTfCaiUNca7iPFHfBCxBwiIBJZDixLrhCCCGEgtfCqVOn\n5PXXX5ddu3ap0r6zZ89Wy1etWiXr1q1TLg4k/4zqVk9VI0MgDYTZ/dFRqpxsXpXJ3KVjnaoq3Vde\nPDdrq73YvQICrZA94RtNoG9NOCMnz2VJ7PE0u/Wmrzsso7rXV/6vEETGSmeB/j7KD3ikJo71z2BF\nhKA2ls41MvaXHTauABgstK8VJP1a5PrZwjqLjAe60IbQHdu3sd12MCVvJuIg+AtDxCEI780Fu02z\nYljjrHTztQIV94wBjLDKF0XxDU+BmRTrjCKEEEIoeG2YMGGCsuq+/fbbcv/991uWN27cWD7++GNe\nqQICQYYUSdZT9E01obg89oSknb/k8HteXqLy2O5LTnO4zogba8vBE2maOD2rCa6T6oUSvlNGdHD4\nHWeCDOIUUe8/ay89cM23rJdkXbxstx6C2eCWAL/ZCUtiLZ9BTOI74xfttRPCUzXxCmucMwuvme/v\ntLWHJbp2FRVUBbHr5+MlXVqEyq3NakjPJjVMfWKRVxcC3jpwDNY/VFjzNMgCMfK7mDxdV6pX8lMD\noOIGLLwfDm6l0qjhXIZ0jFIWU+I+mM1A8Cj6JAYSGBQSQggFbzEABSbGjh0rZcvaWkdg7U1NTeWV\nyifwX0UQGYQh8tqijK8u9IZOXmcndmtWDlDZAnYePSvh2v8zNx1xKnZBnarlZfraeJuAHRShcJby\nC4I0PctcaOP4ftKO+YRVUJhR7CoRrP2YN6ieKxzh2gBL4F97klWEP76L9GlmmhZtsi/pnFMRgG3t\nNfjpYmp9+DfrlQuFzvxtifKvng0cBoBBxL3ev5l8sHifZGRlK9cIiG2z9Qua3/bA8fQ8xa53mTIy\nVRuI6NZlBAoik0NxsaLCzaK4uVqUNF6du9PGfWne1kRZMaZbiXALKc3g3kQqx8IITiWElCDBW0b7\nIT5//ryd4N27d68EBwfzSuUDCLM7PllpsS7ChQGi7ZV+TeSpHzYr31QjR89kyGNd6qhpWVgLLzio\nkGYNtm9WSQ1ZFBwJ3v/rVleen21fAAPBZaN71lcR73afaT8WukhG0BkyQVgLRJS/Xbgr2UYom2SL\nUj/8eU3pw7r4yq87bJZ1a1RNPrWyIutMXROv0mc54r7oSPVyFACH4hifLY1VVm+cD6yceQXTmQGr\nsZlrB5bhx7ZrwxAlthtqgwRYAOH6oKd3u11rOwTSlRbQlot3HJXoetn5asuSLKqMvvqwlv+48Yg8\n3rWuGuzBtQnFYYpblo7SCgbOn2jPDQSKYnA5WhsgP+5CnAMhpJQK3p49e8r//vc/GTVqlHqflpYm\nO3bskE8//VRuvfVWXql8gClNYw5WTMVjWn7uFvPSvH5lvZT/Kiyg1tXPHIH0YPdr4vDTv2NthCao\nUclxhPpdrcNVyi4UhyjrXUY6aMd0U/0QGdopUoleCBZjOq2OdYLlMe2H4lzmJZs0XhDWU7RzhYjz\n87H3mcVqejMgeh5COa8fewhUiAccA8QxXCaa16wkXy0/aCfuD53McO1mMxG7OObHp8VY3qMNX/l1\np00RDVfBOSFFm3VlNYjd3566SQlpff/oE09Mj1HiRwfniXPMb5q24gL67AOTN1zN07w0Xsbe1lgJ\n/esBZAAxK2oC3330tSW7k9VnmHn4YWQnZpEoZPCseGDyesu9hrZHJo9eTaozsJGQ61XwPvTQQyrv\n7siRIyUjI0Puuusu8fX1lbvvvluGDBnCK+UhIOKQ3N8RKCxhFJqOaK6JRz1HKlwlkJtWB+4C97QP\nd/hdWCG/HNbOYo00TrdCoCzRBLEuuvHjgPRUxh8JCObRP265evyXsu32FRlcXr4Y1layr1SCc1Wc\njupeT71sBX6EqlRmzcr9J5RAh5h2BgLVkPUBokTP1Tt/m31bw80A1yg/lkmIefhcw5qPwg2wehvF\nPbafaJLnGEGAJV3wwn3HWJQEAwD4sV4PFk3MfMCSb53/GWRo9xFcjKz7InzRMdtDCo+9Secc3mts\ne0KuU8GLMsLDhw+XoUOHyvHjx+Xy5ctSo0YN8fLitFt+6d+qpmlu055Nqivrr5EgTXSmGKbD/ct5\nyfkL5m4Nx85cLUQxonNtZV1F3luk/fp77wnp+NYSJeogihFtDzB9/8lfe2VnYlpumeLBrZS11gjE\n4+JnuipBWzekvEPxZ5ZlAnbMHCsBMO6uZmoa3xM806uBzNmcoAmIq8I6OydHtadZgQT82MFquzbu\nlLz52+6rP3hr4+X30V2040/y+HVH2Wa8jMeBY4Sby01ae8Pia7TIlzfJKFHSgB+z2eBKD268Hnim\nZ0MltPRMIBhcYWbHCJZRdBUutaoEqIFWlguuYYSQ60Tw6kDgQuiSggEL4fOztpl+tvrASVWBy5iJ\nwCh2AcTu7a3CZMHWRCXsbNe/qEQTflhfn79TTZnaCZATafLq3B0yd9SNygr65IxNlulWCJEX52xX\nuXLNpvshVvMqztDAJNsBtq4sndUqKL9bTwaJQED4lfW2Ebx6exsFJoKH9ClkrzK2x4AfwA8W7dPW\ns69eF1rZT6I9aGnFdRn0+WpLuyOgsEv9EO3anbCsA59tFOIoDJbsOa4GJgiMe/DGWsplpbCAi43R\nAo/rX+c6mj7GLAbuKdx7aHMIrtPavWpsl9IwwCnu4L4yzgrp1RgJIdep4IVVF9XVYmNjVfCakWnT\npvFquQiEzZPfb7YLXrIWABOHtJFWr/8paZnO/XQDNHE3z4G/LwobIBgG1spEJ6WAIXRXHzilcuoa\nfQshlldrYtHMyuuSwGkTLh9qwtHagoJpebhYOKKg0dIQVcZ8sUbrIQLCrAcUl3Pso+d2JZpnH+nb\nLNSlY8N5IEsEcv2iEIajKfvPlh2wa/eDJ9Pk3YEtZMX+kyon8YC2NT0uRLHPf0xcZZOCDq4WP4zs\nWGh9HzMJSIkHUa8Ljue1wQ8GT9fVg13rP9azGhBYcKfR+wE+ty7/TQqPF29rpA2Uy1rcjO6Ljrru\n+iMhFLxWIGCtfPny8uCDD4qfHx8GBSH+VLpDsQsB0EYTOJ/+vd80g4GX9kNoXRks42K20339uvmY\nU7Gr8/36wzKorblPryvTfYh0nrHusCaezijrtJ5HF1PzyPeLKGj4+w5qG2E3na8Di9eHi/dbhGh+\no6XhDwofSWwPIrOvJjZfNBSdsPaXdAR+/AL9fGws4zgnuKLkBTJDIPhF93GGn+pv/7zJZRGPgUa3\nhtXk7kLMcwt3FGO+ZbQLrqWnXEzMQH9Yrgneg0mnZFDH+rRkSq7VF7MsyG8dHFBOBTcWJAUecR0M\nJJE2ES9CCAWv7NmzR2bNmqUC1UjBiKpSXqoH+qqyttY0qlFRfLy95MHJ6x1+97KZCnbC/uPnJCI4\nQI6cdp6pAFP+8HE1lgyGjy9y6UKIQqxBrBqtH5gSH/HtBst7CESsq0few6KrB1vB6mlm6YSoHq6d\nN4SeTn6jpRHZvvBfXVQmixrasZrlN4WYRflea6x9i6FLb9WEO7JBvDRnhxLytzSurixxeQW/4Rxf\nn7fTxmoLEQmB2aeZvTvQ/do2je4rEECFLXgc5QRGXyhMwYuByNytx2TulqPy1p9xTANldc1fCaPP\nLiGEgveaggITSEVGwVswIILgr2kUu0EVyslhTZQafU91qmii7eEudWTi0gNyLo/iBUY61gq2Ebxl\nNTV30SCcYXFGDt1pD0fLuwt2yOnzl1Xu19MZF+SW8Ust4m3SioOy8t/dbMqzGn0PAXKNIr3aliNn\nJLpOsBLAsPLCV9THy0ue6d1ABdJZBOGVIB4jeeXQhVBG/swFO5JUyeRHutRWFhvsz1nGB1iBke1C\nPy9rsasGFtqb2ZsS1CBg5mOdnLav0QKO87hkMjDB/swEL9xF4IaBICUcN9wfEHxX2PRrGSrjFuy2\nE77tooILtf/bDmxy00B1b1StUEU2IYQQCl6XGDRokIwbN06GDRsmoaGhdtkZQkJCeLVcYPPhFNPg\nsdSMi5LtxHp7ShOkaw+ckjtbhcl3a64KTFTmGnpDlHy76pDp9wLK+sjTvRtKL01oLd17Qlkna1ct\nL3d/scZWFNepoiyhweVFXutbT4KCgtR0fMv//Gkj3iCOMO1qLVbNgKBBUQ3ViTURVymgrJxKy3Xj\nyJLLKkVaryY1LHlGES0NoepKbmEdrHvbRystFmlYSRHtD9GeF/AlnfnYDfLLlqMSUsFXvlh+UM5l\n2go/Z+nhlEhPPqfKEkPIwk/3+T6N1VQ0hDbEm7ESXAMngg7CGhH5aOuiqriF9n62V0OLNRrX4omb\n6+VpwS4I+xwMbOAO42xgQwghhIK3SKhUqZLs3LlTnnvuOdPPFy1axKvlAo5EbbYLrgoI9PEtazvQ\nQGaG7g2rqbyRF018bevXqKBcECCiWkVUtkyTI9k//EpRWWhIdJRptgVUejOzVCJJvrXgxfeNeUWt\nwTZ0sWvN2DnblT8ngMUYJWutrcUQyoOd+LDO35po434BEHiCKXNX3CAgevV0bKhwZwx0axpWSTvG\nHbJkT7I0D6+sBKku0HMLKFxNWA8rLyq/wVKJNn7ylnoy+octlvaDCwWsz86wtpoXFbju/VqESvyp\nDJW3ubDLqqL93B3YoG3hNlMj0M9yvQghhFDwFgpff/21PPDAA3LbbbcxaK0AwJJqZv1z+cf/or2o\nRRWzO1qGyWyTXJ5bj5xRqcX+2JGk3BYgGCYNbaf8a/OqbgWhDKG20mDprFU1wOY9zgW+x5ey3ctl\nCQHfftxi1R4IKkO0dKC/j6WoA4S0s0pTjgYJszYmKL9QVwoZQEwt2pUk5bR1I4MDlFsJvneDtn8E\nVl24ck6JZ5PkeGqm/PJ/ndX7LYfP2AUDYluwfsMftV+LMGkcGijrDp5WLh3FuWpTrmW/aKzK7g5s\nvlxxUCYsibW4XaBPIG8zIYSQ0oX3fzSKw4F89dVXyqXB399fvL297V7EdSKq+MuvW/KulgYR5orl\nFyKtTa0gybxwWbk+GNl+9Kycv5LNIUkTaT7eZZSQdURaxnlZfShVDp5IVwId/rHWx7H9aKry7w0K\nKKeqZv3zhy2mab2sgeHQbA34LOP412rC8GFNgOO47u0QmZshwYnFEwFgn2pCCD7GRjbGp8iincly\na7MaUt7X8ZgRGQkGfb5G+c6ujzstmVobvTuwpZpaR/7dNYZMDkma4F2y54Tc0SpMAsr5KD9l4+Vp\nGhaoSjDrQhJW06ISkyVm0Fc3WNBdzmddlLvahMsHg1ur8tBGMJAaOTXGxkcafRl5U6+FNbw4kJmZ\nqZ7BhG3GNiOljWJTxqxWrVpy8OBBXhEPUK2Cn+S4kGzhgovVfyBGv1sdLweOp0lZb9suA3FrZMb6\nw6auCrqQvHXiRnlkau7rjfm75KKhHDAyRfxn7k71P4LS8gLiBL6iZZzMluvlel0B1j64C+zXvuMI\niKUfTarYWfPOH3tsqplBWK05cFK5JIRUNJ/FQLaG2TFHlfW7e+PqNp/BMgwfXlfB/lBZrairPGF/\n8Jkd+V2Myr7hjnuBJ4BLA3LMThvWQln2HVnxdx8zz4P8iyG7BiGEkJJPsXFp6N27t7z00kvSp08f\nCQsLk7JlbS0s3bp149VyEQQ1IVPBpcu2QseYKcCautXKS4gmlJ3lj4U/b44mRqtpgi1TEzV3ta6p\nLLoLDSmvzmZcVMFdHQ3VwiCCn5m51SZqf58D14v1cbnHAZ/VcVYlea0JqVBOKgeUk2d7N5LeTavL\nd5rISjxz3uHxmwUzIU/s/G3HNFEUoMQkRCWsfK6INIi6Ud3rOfw87oR9mdvftyepADIUerDOo2vN\nrJgjyvf17X80l+CAsioIMTqqoozo2kCldcsLtPNHi/cpv2u4mUA8TxzS1qF/KvxX4f7ROqKycgco\nCLi2vT9cbnHHQKAfCmxMGtq22N0nyF5hVva1OBQFwEAJAyoM1HCf5bcwCyGEkGImeBcuXChVqlSR\n9evNc8RS8LoGRN2/ftxiJ3bFidgFB46nyzsDWiqLIFwAWoVXlufnbLOrxAbDLVwhVr9wi/KNhBgz\nCl6AgDWj4IU4NsvNWta7jFzMtj06CFklxEMqyC2Nq9kErcGNACnOTqRdUK9Hv9soC566Scb1byoj\npmw0PT9YgSGerYEF0jo/Lf5HBoZWmjB0JfApLcv+XNAe8B+FVfycSRW7qCuCFdufcF9reWL6JuXq\nYAZcFd4e0EL9n5KSIkFBud+FQHPmP/yTJpTgl6oD8Tn+z7122SVwLe6auFqJKjAFAwBN7CN4Dp/l\nZ1ofPsZG32OUV8aygghJXZS64jftKmjfezpEKtcRHbi69C+A6Mdg429tADFtbbzWN7PknvaReZbH\nNhuAjJy60TJLgnzOXw5rJz2bVOcDjhBCSrrgnThxIq+GB0BJW/i9moHUVo7y8OYK0vM2P84b4k/b\niAFrUb3u4ClLOV0zyzEshkbRhKllpKQyVt9qXjNIpVPLubIVCOD3Bra0fP7F0HZKxMVqwuzOVjVV\nuVojsGYi2Gh0jwYyeVWc8ulFhohz5y/JoHYRMuyGKJtCCwgYMxZjQPCcXgVscIcImbwyzmlbp2qC\nFm2RdSlbdiemqjK9ebk5hFQsJ7/vSJLOdasoAf7eoBYyasbmqzekdsw4R7h+RNcOtmk/bBtiGu2H\nwQQsxWbT9StNXDewDBknrC3EKAt9wOC2MWPtYWV1X6mdCwThO5rgdkdomfmEQ7jFaH0JgXbuAksn\nAst+0M49QxvkwAKNQYCnsj3AnxptiTzNuB4FTZmGgQUGezrIrIFrZBxsOWPCkv12LkEQ0BS8hBBS\nCgQv8Qy7TPwSoQ2+eyhaWe8wjW7aETSRiUIO1iDLwp87k1WAlZGqV8TjvG3HTC3HcHswsxCO7FLH\nJp0WcsdW8PO2iF0c67i7msuN9avaiEBUJLMId18fO0vx9qO5vr6je9RXr7ysoI5KL8O6pmd12JN4\nTlYfcO73O/rHzbLxUIrL1wcDAbwgJr8f2VGJQF8fb2XFq3zFfeH1+bvUurCIYh2I1NlbkuW/C68K\nKbiefLh4nxK9RlQg4PZEu+XYj1FMGsnUxDvErt5GY2Zvky4NbnHZsgqxjj5mLdhgzW6bz2ITY3/Z\nYTMwQQDgzQ1D8iWeHYFiHWYFO/IDBl5GMGh0R/Ca+Vy76n9OCCHEHC82QemiV1N7K1D1QD9ljUU6\nq1sa238OW9m4O5tbLKAQzbAwBvr5yNLnblb+rdbc0z7CUrUqOMA8Q8AjXcxLuUKofHt/cxnTp5H8\noIm5Qe3ClbVVBzpp4t8HnJ7jXSZTzqgeZivunHftnlo7QYgZaVGzkkVkbz921uk2kLfVHbFrFNxT\nV+emzoLlbuKQNnL4VIayFOvADUAXv8sP2FvtUZDCTLijeIhxsIFrZnQpQBlnV47zdxPx7Aj0IVxb\n3QILv+HP7m+Tb3cGuEMYmbb2cLG9/3DPGEEOYncYaHJd2tUK5sONEEIKAC28pQwEXk3XBIHuf+pV\npowSTp3e+ksGtAmXlftP2H0HtjhYoHYnpcojU2IkISX3Bxrlhmc/cYNMHdFe5mw5JlkXs5VIsi7R\niv3B0mht0asTUsGp32LT0ApyY5Mg9f8sk9y+mHqHpdNRkNWobvXUFDSsnJguHtIxKs+cvwBtootc\n/B3ds77FGgmBOFw75s5W6dTOZ9n74Jb39ZYmoZVkSHSkzFh/RKUSc8adbWpKtQq+8vOmBDlpKI6B\nbADWOV9hgTfy9+7j6vrVCvaX5WIrrs0sgXqlujtahv5/e+cBHlW5ff2dRiAhQKgJpNJb6IgUkaaC\nooDiRUUBGypXLNeCiui14Kfei130b0FRbJeiIqKCKEWk9x4IBAgQCCSQQEISknxnveEMZ86cmUz6\nJFk/nzySyczkzJ4zOevd79p7K8sFJuVhzLFVLPE+Qgh/e9GGgaz8CYusb2G7POC9QEYenu3i9gfG\n4809pdPLuOtDYRjbK8qhyHJITOGyxyO1zykWM/gMYOGAbh3PXNuaf9wIIYSClxgFwm+P9pU3FsXK\nvE0Jtv61EE3v/7nP0n4A8ResidtB05bKGUOhFXru3vbxGjUQAaIQxWPmLgHI6GFbHS24zmXlKAEF\ngeXuFvi1MaEOohcXeauiO+PvRHbY7BFGNtKqJy22gzHlDFYCCGT4UiFsIcyQXUU/YHxvPuar24U4\nWAOGdwqziVT06NW7SeiglEmA9QAAIABJREFUNRpCDr80tt7hRcbrgWg0+6FDTFnPXk3rya8mXzHe\nL3h3R3UJlS/WHnWInfH1Iiv/4Ncb7Qq8vp/QW3XtcAb8sHf2iZaTmtBFDDCu2eixRma2KNv9OKdK\nYhgGFjPwwRopaOx0eQKhj/jBhoGdkVsuy/88FAac03jfIPRrVffziK4RhBBS0fGYwROk5MAF8+/9\np9QUtIKo5uOtBJyfJo4+sSjSQqcBPXl74OQ5aR0SpHy3RlqH1lJDHR7o10wNRSiout/YdDy8boD8\nvuu4zU+qBkhoqhFFamgPNrh9qNMCJX+/fE8qisAe+99mtf0/Z8MR6RwRbBMJEA0Y/oBjB8h6YgjE\nmF5RKvuNbhDR9QMtf0fjOjXUc+sC8sqWDeSFYe2kRjUf2+IChV/60A0UyUXXrykpmhBG14m9J87K\n33GnlPjt36qhzNt4RLs91/Yeva6JzUjDAgKDNuZZ9ICNqhcgQ9rUlR4tQuTo6fPSRDuuJ69pJQ8O\naGF33Hd/vt5uMAgKyGZriwn0MoaH1tn7Ur+mv5oCB/ppx3lGW0jA04339OXhMbaOGWUNMvJ4L+Ft\nRkwRw1du7CBXtnKvRVdJNbeHgH1zcaxM0YT37sQ0ZS/QzwGrzxMWIg/0ay539o7S4h5c5AI7vC9B\n1cs2J8GBAIwZY0YoeEmFIvlslizaebzA+z17fRu5rUekEmifFtCVACSlZck/uoUX6liQHfY2TIUw\n/rHD7QNbN5IjmpDDFwRhnkFgR2uC0JihhPiM1UQHMtJ4LGwNd362To6nZl4UtNny45ajMrRDqBJq\nKAZbFmtv44Do7RReRwldV0A0w0/ZRRMt4zXxd0evSKltEI0Q3HU1UbJEE+w4ZBx3imky29HTGbJw\nW6IcPZMhn47rLqF1kDENlTdHdXLIgEZowhbb2GbPJxYcV7eqK52iG6rY4wuLDLOQeuP3WAf7AUQv\n4ngw+ZwM63TJ+4zs+EpNjFfXXoNRVOHfyGxjGh3EmjNhV5pgkfLqL7u1RcwWlRWH0EUh46C2jZQf\nvSwvqng/Rn7wt7KbnM28oHoKHz1zXolaV3h7eVXIvxsUIowZY0YqK7Q0VFLOuWg/pgMhedtlkTZx\nV69mNTl1NsvlY7BNni/K8m0AxlZfZmAlQIuwZXuSpGVIkLx6YweHtk94rls+WuXUJzprzUHlG4Zo\nfv3X3cpvCrEGa8JHd3SzFPXntdf+4k87ZYYmMJ1tq5t/H9qLfbEqXnmDkUHUt82ReYafUu8UcG/f\npmqKl86XqxzH/1qBPsIPD8wq0GsMi8HQd1bYZWohshbuPCn3h7rObEKcO2ulht+P14i4IRP+3drD\nKoMK0fzWLZ1KtOtB8c7bCzJuxlpbL9/MC1ky+fttavBCeWzt/7D5iEOLMBTxJQ1t6/LcJ4QQQsFL\nyoBlsSec/ixcEz3ImJmnNz15TWvVhsrpyeLtpVqUjbjYBxc2iFYNg+T+fs1URtUIsnRjNeGiiwV0\nfnhi9hblLzbywbI4l0VRepEZerHCh2sUqNMW75HrnQi1FXuTlHhCMR5EnnHKGr7v2/JScRq6RIyZ\nsdYQu/yMMLyX479cb/dY9FhFhrYo/VoX70ws8HEQdWcshnN8v/W43D+wjcvHQqRDmFtNlNPFOybg\nGUUx3h9kU11ZR4oDnv9vbeGDQkZnI36NbNYWQObBFXgO+JjRbq6sCbDIcON4cIwUvIQQQsFLypm2\nobXsppMZQdsoXewiC4veofCapp2/JLRqB/jJ5+MuU5ncBSjc0nTr2vgUiTOMy83WhOr2o2dUodTB\nU63kn/0vjdldsOWoQ2YMIhgZ3aigSwJsW8JplwJbH927Os5x5PHSPUnSKKi6rVDMCL7HeGUw867L\nZNqiWNl9LFXZHG7o2NiuJ+3MVfEOz41OF5dH17MUj1+vOagJ1/wJaCO7hjsM0nCGu0Vc6KNrHh7h\njhiFoFzyWD/5dXuiWlxk5eTa/W5k9JGxNGMeJFJSILuPBYLuz3786lYuRzED+MPzixbt39Dy6syA\nRc/H2kLLeDzw6WJgR3GHVBBCCCk72Ie3kgJfrlkkoWgJHQr07Wu0xRr9yRrVieB0epbdlKwz6dly\n8mymmmyF8cIoLEvNcG53eO/PfXbftwoJsryf7nFFVveWj1Y7ZPMuibcA6R5VV43enfz9dukSFexw\nHxzv12sPOYhdcFefaFvXBXRDiDtxVvafPCcbD6XIv3/aIU8ZMtmZ2Y4ZZggadECwKvQ6frFrBb5+\n2mzfOSG0Tg1559bOck27EDuxit7BQzu6ZxtAZwKz2O0VHSx3z1wnXV5arEZHOxucgdc8rFNjeX90\nF9V2DFnIiZrIRFcL/GygkwEI9Us4W4lFAGwlxuEWmCDm7Lh1cLxXtwtxeE1of1ceIOOOLiTGDh5Y\nSOA9uO6dFer/zjLqhBBCPAdmeCspuFDPuqeHsgJA0N3YJUxu0ISQLoIhRNBhwBVvL9mrMnQQiQWR\nkZUjr/+6RxNO1VSbscZ1AlRhWYpB4KClGbKI6Wln1Na6eaytEfQC1vsBY5zuiC5NVFYWY3x1qmki\nJMtkh0DRFby73S826sfkNLwGcy9X+HLhxYXAgsA0Z1TxeAhltFkzWinAn3uSVPuue/o0VeOXjSRp\nYrhLRLDKIkP0YZBEQf5TiH/YKrB9jvigDdjHY7qpgrvIegESXjdQnpl3SaDj9oBqvnY9fM2g3ZrV\nKFocC4SwMR7GQSIlxWaLDiF4nQu2HnPZoxm8PLy9GuCA3QD4qdHqy9wOryzpFFHH0naz42iq+sL7\nvOSxK/lHhxBCKHhJeYCtcXwZgYjAoAj4VAvaJd9+5Eyhft/0pZeyvPDswj7Qu1n9/EyxJlhHdQtX\nmTLIWGcZRYi+BjWrq64CRr7fmL8Vj2NGi60pQ9uqIjazUK0X6K/EKvy7N77/t4PQNYqvWWvi5dFB\nrbTf5y/tw2rLdk244Piu18TqI4Naqvs9qYli9EKd/uc+Sc/OsXt9iy2mgCHrC5ENUYct74K2vb9e\nc0j+u2iPLfOJ1mewYBgF6/gvNzg8Dtn5SYNb2TLQyJRjgdAhrE6BPZDn/bOX8sRiMAQypyXRL9dR\nWFvbI9zxvSKzjuI9TwHvP2LqzGuOhRsWLGZPPCGEEApeUg5ABGJbXBdX7nQXKA6wSdyuCT99cAH8\nwsis1q4m8s9BbdQUsByTH+GqtiFqWIZZ8OrgmFE4ByFplZmFlQHC5NWFu52KXZ23f98nC7YmKruD\nztND2si43lGXPiAXfcQQpWbgb7YSQmh55g7IsmOogtEfioXIvTPXy/G080p439k72jI7jPcSnTjw\n9dKCnapYDc8D8QrB7KpADIWApT28ARlZWBMWGQZpYCFilXX2dCDA8V5YTQXUwblGwUsIIRS8xAPY\nlnDG0kOJgQk5bqrfqPqB0lT7wmOW7D4huQU8bufRM0rk3P7JGtUzV+e7TYmSazH3be+JNJk6PEYJ\nY2fAM4lMNYT0tJs7qi1+2A9QYLRXEx59XvvDzjvqCqPYBZ//HW8neHWQKTceP4DP+GpNoCNjrgsj\niGN3i5mQGbxgET89c7xVZZx91Ja+eUobjiewmo88P3+H3TQ4PCfaqz1zbZtyP9+mj+6iBohADOK9\nMu82lDbIyC/Tzg28L72a11eLF5z/6HPcMqSmrQOIO8D+kq4tLlAomZOba7fIwfNS7BJCCAUv8RBQ\nAW+VkYTf9HvThC+4HYxSLKi6n/JVxp88p74A+uPOdZH18vHOz9iiLZVZLJ5Oz7Z8TB9NmHSOqCOj\nNZGHyWTIAJt9uhAY+ljeFtprQlERvofIvXH6SksR6S7xp84pu4J5HO/4vk3tXgNE1CMDW6j7Xd8x\nVIkoq/HEyiutib5Nh1OUODYWX2GKGJ7HVSEXhC7sEc8PaS4z1x6TbE1s4X2MO35WOrywyNK+gF7F\nniB48T5BrJcH8K6/s2SvmhQIempiu0lwDbWQwvmPrPmnY7u7HLtsBFYMCHgA+8Jjs7eo9xYifkK/\nZiXugSaEEELBS4oIxBW6BUAQ6SDL9djVrVQRFIrD8oVYHekUHqzab0EcwFeak5crf+21F61LtQt/\noL+vnMu0bhn16FWtVLYT43kLAsINx/bwoBbyysJdqlWas/s9clVL2XAwWd5YtFf2nzyriXMvqebn\nLbd0DyuW2NXjEVk/wOF29PP9fkJv7bUcU+JmqGptli82YSOw8sEiC33zh3/bjglt4jAJTh8+gcfD\nWmBll9BBxhb2heEdGsqdV7ZSfYtf+2W37edWvtLAcpiOVhCIAYQiBDx2E2A9GeCkY0RxwQ4AYmQ8\nF1aZFlzwPCOW797audDPj2zuusmD1EIFnylCCCEUvMTDmHJ9/oQovQL+pi5h6qKNin9sx6PfqS7e\nnhrSWtYdSFbb5lYdFU65sA1AOI652F4LwgbdE/RsmxkUXv31ZH9bARZ64Jq5LKquEpnDOzWW5PQs\nGThtmc2Gkaf9l5mdo4mpgwVmTDEqFx0lEAOM6IUI23axOA+3oWXbfV9sUK8Xvk0sBnRhi4UAvtwF\ngsoswPHajNPWEHM857r4FNV1AoV4RrDYQCyzLlqafzHYFyw/0N5edpPgPAUMNDHuBsB7jSEkpZEZ\nhbfanYUPYpmKjhAWrefcXUAWFQhu9D5GB4jy7EBBCCEUvKRSomd0rTAXR0HovfzzTqftw6r7+sj5\nCzmWz4N+v7qQwPNc1SZE5m2ytj9gWppRdPj7eYtZs2L6GIQzROSc9QlOPcfR9QNdCt6Xh7VXGTq0\nTMOI4kFtGskJTbijUA52BmP2FO3IYJUoaoEXvJ5m8DuwFW7sVgArBL4g0tDj96vVByXA31e1C4M4\nRoZ30e6T0jQURWlBloMuWofWksHtQpQVxJMmgEHYPfvDNvnDYggKOlS8cEO7Ev+d3bTFEWJQkI8b\nPnTEuSxBRh69e/UiQ08b7UwIIRS8pMqBC3JsorXYRReAyde1lamaIDY23kfnhf+7o5tD4dbT17aW\n+VuOOGTeMCThmevsM5Iju4Y59L69rGldufadFUqkuqJFw5ryr6taKr/tlS0bytYjp1ULr8h6gUq4\nIpuK58DgCd3Pidfy8dhuqrODGWRkiyp4R/eIdJh2h+y5M0EK8QMBqPtvsVCAwH9vyT4leoGzwRER\ndQPKZfRuQSBj7Wzi31YXU/aKA+IGz/XUn3fZbkNv5B1Hz9hZQGCNKY1xyq7A9DljkSE+D+9q7y8F\nLyGeAwptv/j7oPj65Nch0KNPwUsqOcjsWnVSQF/SvyYNuPhvX3nku80qmwYxOaGfdZcCiLwxvaJk\nxl8HbKLklssiLDN8yGrCcrEuPjl/MIQmHM9mZRcodiFeRnWPUMehj8ntFhXsIFinLY61azEFwT7s\nvZUOxXEg0ckkOB303IX3GZlMeJDRRkwXUcgkXxsTqgQObkObrofdEKW6hQJ/dI0ZZ4DOGBjqcfR0\nut3t+N2eCN5DZ5gnqpUkOIea1fGRPckX5MoWDVRxGs5neMP1yW2lZSXAZ2H9wRSJaVLboT0cCiKt\nLq7I2nNUMSHlz2vaIh3DinS+XXtIXe88aeeMUPCSEgQCbndiqtSu4afsBEYub1rX9m8IS3cLeJ4b\n2la1p9p1KEmGdo12en/8YZl9f0/1nLA6QCzeoAlSK+rX9FdC1UvTmH6akFl94FSBPlsrEZblZKjA\nkBjnosxcQAYxA0vCrZqQRyYXx43KfrwOvTNAYdhlIY4AxC627fFzCPqx2kKitArAisvANo0cWqrB\nSgB/+J2l3Au4c1gtGRBzaSQ13hOcg6UFsrVPzN6iFjh4v/H+o4PIcMNiBAsgc8s93M9V32RCSNnx\nsWl3EZ9lLJQ9cQeNUPCSYoCt80e/2yJ/7DquLuA+pi1fdHPQp5AZcbeAB624jp08rToxIMN2Z58o\np/1Qjc/prPMAJov9sfvSxDMI0IVbj6nbH7u6peVxofXZTidiUie8boDKEkbUq+E0+wavrZlPVhxQ\nX5Ova2MrTitqcRMyxM4mfNWu4Ss7XrzG488nbAciQ6K/Bn8fb3ltZAc7EQj07Cuy7chW68NKKhLw\nJBvb++Hzgw4cxteKntQ47+HlVvHQ3t+JA1qw2wMhHsx6FztVhIKXVNjV7QG76VgoDsOAhVYhNVXP\nUb2rQ1GA6BkxfaWd2ITX9s1RnZTYQdU8tp4xztecDcUWtLm1FEYCL4919Iei60L+12mZ/2AfSxEG\na4WrSn70vn3vj72qoE0XybPu6WF3H1eDC95esldtbSObh/jBl1uYDg+6UMY0Od0GYsTdwRrlDbxv\n8yf2UR0aUCg4Ujt/zFuD8FjDFqOD8+/jMd0q3FQ2DFkxAwGPHQVMmVN/cLUF5M8P95EfNx1VBZ8o\n2HS2VYqF1g+bj6jPAs7ZwgzKIIQUDVitFpq64XSLqsvAVAJ8/q3BMBCdGSvjHboyoHfsJ2O7Sc9m\n9WTuxgR5fPZW+XBZnJzNzLGbngUbxPSl+1SmCy22zL1pF2ji70tTVvRQcrr8b/1hNVL31Lks2Z2Y\nJhsPpcgt3e0HFkRrz4XRxLqnFkLq9Zs7yIq9J7XjsG53djw1UxWumcVznYBqqjuDr4+3dIsMloOn\nMiQj+1K3ibC6AfLz1mNqbK/xOCFArmjRQLU2Ux+ei9PmrIBFYsPBFHVsR09nKK8ves96exWuSApt\nyRDXHaaM9MMDW0pMBfF8wnaCuEH0BVp0RXj4283qvbc75zKyi+1LPn/+vNSoUXZWAW/tfPhxs+OE\nQLxXxi4k1bTzDu8ddjsCnXSJmPDVRnlxwU7lZcc5/pf2BatMaVPWMasMMGaVK2bo9IPrUer5C+pz\ni1qTf5VDgSspeZgyIHagC4Axw6tOEu2DjmzqU3O32fkPMVK3S0QdtfUOQTf+i/W2rClWyO/d1tmu\n+jw9K8fyd5o9wrjIm20E2PqdfX8v7Wcp2vF427KlKIQzF3bZPdfhFMvMKjLJesHcPVc0lc9WHlAi\ny8/XR75cFW/5XHiNaCk1867L1PeYNAdxPl8TOVk5uS7jiozs4p3HC71Vj61vFAL6e+XIygOpElU/\nQBXxeapntyhYZdrXx6dUuNeBzwEWYihC0z839/ZtWmh/LjLC5gwTPg/YDSnr8cxlDfpi7ziWKr2b\n1WcRHykXcG1Y8lg/2ZOYJs0aBnJnhYKXVFbgN4SQPXYxk6oGGQxprVa6Cy2GHszUxCEu9HiMWbhg\nEIRR8A7tEKpaRekttgAynuiBa+ZQ8jmHCx6OpbtpawnWA4hJeCfPaivybIPwxP2RIS0IZID1VmDI\nrLkCK3+IUPgwIcJRlPTqTR1k3Iy1apiCKxJS0t1+HyD6py3aY3vOER0aan+Er6yU59wtl4XbtRAD\nGIpSHmDR84O2gElKO68+C1YT9Jz+MdXOt3n/7CVzNxxRhYqw4RS2UBE4G9CCc6+yCl5YP27/ZI3N\n24xYfnB71wpnayGVA/xt54KLgpdUgQ/6b4/0lTkb84c7DO/URHkMkbXKtcjEbTqYojJP1qLNPksH\n0Qzx/OJPO5Q4RuYLBTtTF+6yazmG+3WNdM8zhdU3Ku/xhRHGj/9vixLUeou0wggWcLV2gV1YwDSz\nvcfP2rW0wsX587suUz5ViFpMhHvo6022TJ8eV3ezsvA6T/hqg23RAb7fekLG9DldaB9wRWBUt3DV\nqxfnkT5i2tlwlNIEGfgHv95oK7BDL2j4jwvTg1NNGOwZWazjwALSanAGeglXVrC408UuwN8HxJ+C\nlxBCwUtKDQhOc+9abDValXglp2fLLR+tVi2mzBPArLJREAN9ImrImZxqNvGG4qxnvt8mKeeyVMEA\nuhs4y4xBGH+19pDqkABBDl+s3g0BdgFcICEUipJZU88RE6r6MB5z0n83X4w7Co/8HsDhtu//c3NH\neX7+djW4Y0Cbhvl9Yd0U33Enzlr+/i9WxWsx66R+hn//si1RLRqQncY2XEU+374df7l6XejGUdRR\nv8UFWWZjRwz8u7SmwRnBAg1ZYQg+nMPYxXhcE/yTtc8EhB/iMVb73FRm8WccXqMDa4c77Q4JIYSC\nl5QY3QrIuB45na4Erp6lg3DVbQJmggP8pGlwHZUBhaDA2Nkafj7SMwaDGVq6FIaPz9lq5zGGSEGD\nf11cQ3haiV2Iiszs3AIvnnqG+8PlcbIqLllN2tl5LFUys3JsYtydCzC2w76f0LtIsW7WsKZlhg/C\nB4L/xukrbYIYIunumetkxaQBFb6ooqiLlJLCqvPFkl3HS1XwwrqCrXzd5oOOHDPGdVeLJ+wIxGqf\nEVSI68NIKivI6pv7Y+MzQLFLCKHgJWUKsrHIIjrrX7t6f7Jsff5qJcCwrau3WkLWd/3BZCWYjZ4o\nPM8N7/1l5/tFJ4TFO0/I+imDnBYKmAvqwAs/7VRtrKyKg5AhQosweHwhFjuG15apw2OkfRN7fxbE\nNywJaCEGsfHkNa0dnqesLr5qCp12DO/+sc92G7RsRy1+KJwzZ3/x/Z/a7Z6cAUSHjW/XHVZZeSwa\nPNGaAc8upubZL1xK9zixlW/0tOuiF2IXn6GqMt1pWOfG8qn2uvUOMVj8vHZTB/7hJYRQ8JKyZ9bd\nPZR4XL4nSQ4Y/Hage1T+Nr/ubYW4vGvmeruG3biA6dv+360/bFmdj/Zgz8zbLm/f0snyGKwyn7uO\npco1by5X/U3N42Kf/WG7nSd3y+EzSmg/fe2lwRATv9lk130C/8akNyOlJXZhFUHhH4CNRB+J3LyR\nfZYbofr873i11W3F4UIUxJU1T83dqsSucdGy6umBHifm7uoTpYaY6AsK9F52tktRUiSnZznchkJF\n2Ckqe1bXCBa4Cx++Qn0e0O4PPma2gSKEUPCScgGiD9u7EJxjP1ursrS4KJntC7hYP/DVRofpNO/+\nsdcmeAOcTE4DyyyGScDjh0yYOfOpg5/BHmEWKMs0cW4G4vGtxXtVM/9tCWccRr1ia9XZdLWS5Pn5\nO+zG7qJwC50YYOlYu9+xLReOCT1tjZO6QGEK4soaLHyMYhdgoVNeozrxu3/cdERmrTkoB0+lq6zu\npMGtVQwR99+1+K/ZnyyR9QIKXfBYFNBv+rkft9vdhp2UqiR2jecxi9QIIRS85ci+fftk2rRpkpqa\nKvXq1ZNJkyZJkyZNqmw8kJnDBLPYxDQ1PcvsvUSLspUWLbogWiHawgNFbu4WLh8sjbN8/rSMC7YM\nF0Q1isjQkglg+AVEwnfrD4m5m9miHccdBC+2zq3ahUEg/7otUQKcNP5Hpqm0Ba9R7OpACKLjBPob\nm7fXdf5zcwcllhF/FNlhIMHy2JPy7I7tSiw92L95uRV+mcH7iEWROZtv7uBRVrynLZZwfurAPoAF\nhN5ZAZnGslw8DO/UWFsQHLJZhVCw9vKI9vyjSwghFLxlS56mql566SV56KGHpGvXrrJmzRqZOnWq\nTJ8+vWqfOJqIcdYZAEVoVkDAHk1Jl1d/3i9/HzithllgipuxMh70aVHfluHCoAdje69VcadkdI8I\nTUDlypwNCXaPMx8PPLn7Tpx1KdwjNbGDyWkZpqEYJdn1AGIPLa/QWQKiH1nFBwc0V6/R/Np14YPW\nZmjXlmyYQDawTUPbcS186Ar1f/z8mreW22weEPfwQX46tnuxjlm3WqyLT1EFgVOHty+SBQGPsRrV\nWV59djHG2GGRob0vxW0lVlSwMMHiEe+7v593oVqgEUIIoeAtMZDdDQoKUmIX9OjRQ2bMmCEHDx6U\nyMhIBsiCliFBdiIVeHl5yYT+zeXBbzbZsn1JZzOlaYOa0rxhTeXrhAAc2TVciUEAMWh+HjBr9SF5\nYVg7VcClC0Jkco3ZXWSSH5u9xekx9m/dUG214/fieOAWxFGpPqq9SnaSmTmriH8jK47Xas7i6kIQ\nsZg3oZd8uDROjbgc3KqOXNsl2lHAbT7i4GmGNQLCurATvoxid8yMtbbv9ffm3Vs7F+n5ICa3HD4t\nR05nqNeNSXFjekaVy7kZov3+eJP//Fjq+XJfPLLJPSGElC5eeXl5eQyDc5YuXSqrV6+Wp556ynbb\nyy+/LH379lVfX375pXzxxRcMlIGMmo0lodU/7G6rc2KT+GSfk1NN+jjcPyx2jvinw7KQK9452ZLr\n4ycnm/SWtLpttH87ZhUDT8dJ47ifJMe3hmQEhWlC1Uf7fxM5W6ep1Dh7VBokLNce21J7jiscHhuQ\nekjqHVkp6bXCHY7FOy9H8vIuSO1Tu6V+wgrxyr1QIvE42P5OyfK3FzTV049LSNzPkth0iJwPDBW/\nrFSplbRVgo9v1D6UuW4/d0rDTnIyvJ/D7aEHFkrN5NgiHe/x6MGSWte+SwViEb3tU/G5kOH28+D9\nORExQM7VaSZ5Xt7im31WGsfOFf/z5Tc2+GxwCznW9Dr7czNpizQ49Cc/uIQQj2bMmDFyxx13MBBF\nTS4wBK7JzMyU6tXtPar+/v6SkZF/4cfJxxPQkQVbj6rRwrVq+KqM3oDW16lJaA/M2uBw3+dfflUV\nqyDT+tKCnTJ3Y4IaE2wFMo2znhkjnSMeUt8jA3zd2ytsWWMImtadL5OkxDQRi+eYNmGEDGn/gBoh\nbN5mz/Xy0ZSdj5xu0FGeHH+7KmpzBoqxkBl0Zwt6xPSVqt+qkWr1wmTpO3PVv5Glxta2r/etzoVt\nSooEBzsOvMBje/6/JXbWCGSp5300rch9beGZNvur87x95YPPv7J8vYg94mHuZPH47C12tpMLfjWl\n/73Pl/ogB1cxw7Ei4/7dukPKboFzc3jnIdp59Qw/tC7OM8KYMWaEgreSA7F7/rz9lue5c+ekRo0a\nDI4LhnZorL6MQNRChBn7yKISvlfz/KERn608YFnIpdMtKlhmjO1uV5D15aqDDgVR6+OtM4jYNtar\nwK+NCXE5QhjHYSV4Iez+/dNO+U0T7yh8g6f2ozu6ubQP3K6JKrPgRaN9ncK0PNP9wJnZOcp2gcc+\nf307eeGnHUr0wm9Q/WIYAAAgAElEQVQ7cUDzYg1xgAj8ePl+u7jCMmIWu4dTMuSJOVtkQ3yyZOfk\nSYwW3w9Gd7XFwup9mLM+QaYMbVtuLafwe9Edojw6RBBCCKHg9VgiIiJk9uzZdrclJCRIWFgYg1ME\nsfH5XZfJqz/vkONns5XoG9Ut3DZkYl28663ua2NCbWIXYvOJ2Vvl1+3H3Prd3l5eMm9Cb5vQuqpt\niBJmViNNAfzFZuAZnjR3mySlXRLsKDaaoQl1dFZwxjDtdW49ckYNv0Ch3theUXJT18J3+UDni0e+\n22zz7ELU/vzQFUqY39Q1TBJOp0tk3cBii0nE5d3bushbi2NVnEdfHimjL7MX/4jbgGlLJduQWUaL\nN2SGp17sMgA/cvzf9n7ZAH+fEhG7yGwv2HpMalX3VQV+7NlaNYFXH2O28f7DF16RR2wTQih4y5Xo\n6GjJysqSDRs2qMK1tWvXSk5OjrqdFB5kCd8Y0cpyO+vy6LqWk9RAcEA1lXnUQTGXswwttI95poW3\nd74gaxlSUwlsWCPQ6WDOxgTZfPi0zN9s34tX7xesi+tPlh+Qt5bEipXjHdv2KJhzJrpwO7bxi7uV\nP2nuVrsCNWTKMcBjSPsQtU2v9xOeOKCFrfCvqOA58eUMdDvIvuDoNZ6tHc8z17VWMYYQRwcEPVOM\nODgbnFEY3vp9ryas99lsHOgmUdQxzuQSeJ+WxCZL7KlEubJlA9sQFE/llYW75KPl++0+h5440IQQ\nQsFbYZg8ebK8/vrr8sYbb0itWrVkypQpqusAKVkyLuQ4/VlD7SJmbMb/d9wpy/vVq+mvpr79ut1e\nOENywUsLC8D/3dFV9TtFthjTzXChb1q/phJxwYF+cnefaBncPtQmAm7+cJXTkcpGUVvaJJ5x7CYw\nXxO5sAnoI1nBfxftUXaH0sx2oYWWFTmGlQYWN2i5hUVFrep+ahFRHKsFQGbZ2PECwC6yev8pZecg\nRY/rzR/+bbMbQUi+MiLGpY+9PMEi1Ch29c9qeQ00IYRQ8FYK0H7s/fffZyBKGWeFagADFoycthjJ\nCk6dzZT1B5OlV7P6mii+NHAiJydfiGErHJkhY0bQla9zjSakChK7ri6wuoAortADsAgsMfU4rhdQ\nzXKwBi78U0txgMFNXcLkP7/tlqwL9invkDrVVSZdF58Q3c81drR7oDUYJuNhWAjugwy5O23UEpyM\nUP5pyzEK3mLw3h977bz14NO/Dnis4M3Mth5oYp7uSAghOt4MAfEUjJYFHSTSUeRk3qI/nZHt9HlO\npmXJ9qNnnP4cGUFjRtQVPi4ytzWr+8oPD/ZWWWIzeH50grjitT9UF4W7Z65zGDJRWO69oqldlhsF\nf8/d0NZyqlpObm6pvlfIlL/xj04SpMVADCE6kpIht3y02qk3Ol+0Zsh1b/+lMnQQvrCmTPxmo1u/\nt1tUXcst63YW2eysi4sc/D50nsB0uoIWL1WV5PRsy3PY3c9JWYPzDwNNzPRuUZ9vJiHEEmZ4iceA\nDN8D/ZrZWmJB0D16VQuHbg9gcLtQp6N3QaoLQQwCqrl36iNriOMwX/jH920mDw9qbiu4Q/EMhkDg\nNWDrHhPicJsOMrOLdyZavhYj8Ohi8EP7sNoOXRFwLL892lcVz+FnuscSxX/G7hbIfI3qXvqZObyW\nvi0aSIcXFjn8DIVE5kEgX2vvF4RVcICf2pI2L0LQYq6gNm94bfAoP/fjdtttKGb8h8Fzjcwx4oHn\na9kwSPafPGvLBMJT/PPDV3CimQmcQ2b/PEQlJhF6KhihvTXhtFrQYNF3i3YOYFFICCEUvMTjmTS4\ntcr0wnrgavoUpqHN2XDYMmtaw89HMrKd+4Hx/GaLAUSm6qIQ5C939o62+zmsAegpiwsr2nNN6Nfc\n1t4MTPxmk61gDMALbBS7OpgQ50zwQpA9of0OPI8uzp67vq1D9jhKEyDm254c3EoT8D6qiwNEMbah\no8pQqFiNSN6TeGlC3scr9svUn3cV+Dz7k865JUQxua1bZLAqNuzbsoGdFeKLVQftxHDsiTSHOEMQ\nl1Uv4IoCzmf42tddtARgkff89W09uvsFrDBLn+gvsdq51qxhTbvdD0IIoeAlHg8ETEF+TgijhQ9f\nIb9sS1R+vjXxp2THkVS5un0jta2+9oCjl89bu3j/vxExqoWXkbEz1sqy2CTb99hix4VUv9hDRP41\naYDKGpvtAxAIRrELIHbDgwPksMlvWt3P+QX5R00kQ3AbQaYbrZYKEh3IMmOhUB4gHsiwmo9dH5Gs\nvw4zfj7ekp1zSSQjm9gjum6hxI5VUZ75vbBi2Z4kfsjMFwLtHPtm/OWyfMch8a8R6PEdGozHzVZk\nhBAKXlKpQRbK7O1FT9zvNx6xfkBenmrtBSvE9NFdJCktS7I00WUUuwCZ3D93n7DL4urizszpdGvr\nxAULD21kvQCnr2XHMUdvqW5vQMcFT+bhQS2U5QNCH5nl0ZdHKKGuY+WDRpu5ar5e6jVe37Gx3Nu3\naaEGcLgSwusKKFzCABNiLR47h9XiBCxCCAUvIZ5O3IlzTn+mF3RDmPWftkz1ka3nRGSt2n/KQfBa\ngS112CCM/XHBmQzHjhN/7T3l9HnQ83bGXwccbq8I3e8gctF+DDYUK9E6smuYQ5YXsYVVBBaDktw2\nh53DPK0Pdo/0rBy15Y1CJ6O3mBBPBH9PsFAsiUUgIYSCl1RCMDLYVTGbjj404ZQm0nRBZKSPm1u6\nEFEtGgXZBC+kW//WDVU/WnPmOCc3z+nzwD9p9FDieXDve2eul0lDWkujGiI/7tinvLEQbY9d3dJW\nMOcpOLs4w3OMPrkoTNOLi1BwpP4AlbBHFFaXD27vqhYPebk5Mq5PU21R0lDiT55TvmwOJSCeDLqW\nvP7rHlVAiMUgdj/eHNWJkwQJoeAlxB54D1FYBnGl4+fjJdk5zsUmxG5QdT9JO5+tRNFdfaKlaYNA\n1a83IztXIuoGKCFaN8BPHhzQws5fjAK1vw19cPFbdh1LlclD2zoIXhTauQIeSozzfe/PfaIfLS56\n//0tVjINQzkg5jDIoagN9iHOMQzil23HJKZJHSWeSzOTBJGJvsfo84rfU9rFRfqUuJSUFNv2vKsC\nSEI8BbQyNLbOgycdHTQ83dZECAUvIeXA7Pt7yeKdxyXlYqeH5PQsGfPpWucfAm8v+ePxvpKUmiUt\nQ4JUS61+/1lqed8lu0+o8aV6xmXrEcduDBB2tfx9ZdrNHeXbdYclBCK6d7QS4i4/jNpz1g5w9Aln\nWkygQxYb/uXCZn5wbNe8tdzWtg32joOnzsmse3qU+vtSEsM3CKnMWPWJxmedgpeQ4sM+LqTyreI0\nEYgMH/yc7ZvUVr1ivx1/udpKv69vMwnws1/noWCqQc3qquAJj33r971OnxvZUYhpnYFOLkSYfjZ9\naZy6gCGr6W4lOTzB7oDjyHQxitkZC7YedehRjGP11AEDhFQlrNoJ+njzMk1IiWgDhoBUBdBaTB89\n+4/uYWr0Ljy1EMXm3q85LuwPYNOhFCWoASwUELPGzEyrkCA1RUwHRVQdNOFtbodmBY5lYJuGdiOE\nu0TWkY0HT9vdDz7eonh4nU2Oiz1+VnW9IISUH+hwYuxZjQX4Xb2jXD7GWbEoIYSCl1Rx1EjeoW2d\n/nx45yYuC9+MBW2wCBg1ZDUfbzmcnO7wmJmr4t0SvOD/7uimhiOggGV4pybKlvGfn7fJNxsTVYHd\n6MsjZfRlRZukNrJLmLz2y267QREoJMMgB0JI+YJJcVjILtl9XNqG1tIW5JFOrUC/bE/UFtZxql4B\nmeF3bu1MrzohFLyEFOKi0zdalu45IUdOZzj8DJ0UjLaDt3+Ple1HLmV30dfX38/xY5Vq0aYMQHia\ni7iQ1cE0MSP39AqTJ66LKdbrwu+CuH1lRIy8sGCnpGdeUAMiHuzfgt0LCPEQsOuEL1dgquIDszbY\nvsfi+Nkftqn2gIQQCl5C3ALZkkX/ulJ6v/qHnE7PsvvZgDb2nt24JMe+v2nnHcXtqMvC7b7fczxN\nPl6+X1VhQ4Q+Nbi12xlgs4j9bt1h+Wr1QTUwY0hMiLwwrJ2d3QH+3Bl/xatRzIH++VPZtj5/NbdC\nCamgoHjWDApQ8cUsLyHW0A1PiAWB1XzkoYH2U9yQ3TVnXq9u5zicAgL2kUEtlR/3ypYN5OMx3dRW\npc65rAsybsZaTYAmKMGKArRnvt+mBKiO8d+ueOv3WHnux+1KQON58ZwQwEZBjNHJsGjg33jeydrv\n0luEEUIqHu1CazlZAOcwOIQ4gRleQpyAVmIxTWrL5sOnpUd0PcvMyahu4aovLgQkgIicOiJGFbU5\n65O7Zn+y7f5GYfrRiv3SokFN+XTlAVUE544v75dtiQ63fbX6kDp2gOdB5tcIevtCFBe1jy/xbPIH\nfPiyCLESM7RjY2VLMnZcQdvDzhH04hNCwUtIEdAnoDkD2dzfHumrCkjgvcWFqKDBCi0bBalCN/Pg\ntYVbj8qh5EviFL685+dvV0MbnBFZL0Ddz0jS2UtjjjEkA8d1wfTLUs9n882tZCyPTVIV/sj2Awws\nwJQuUvnA35hv771cDanBDhHGd6PYlhPZCKHgJaTUgOgd1T3c7ftDhAYHVpNTZ+1tC0dOn3e4L7J1\n8OWFB1o/1y2XRThMdBttKHhBMdqQmFDlFbZ96L28pLqvj4z/coMm5oPlzt7RvFBWcJDpe/CbTXYZ\nv+83HVHvLT2dlRO0Q5w+ugsDQQgFLyGey3WaCP1ilX3rs5zcvEI/z1VtG8nk69rInPUJSkSP7RWl\nb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   "source": [
    "fig = plt.figure()\n",
    "plt.plot(stds, means, 'o', markersize=5)\n",
    "plt.xlabel('std')\n",
    "plt.ylabel('mean')\n",
    "plt.title('Mean and standard deviation of returns of randomly generated portfolios')\n",
    "py.iplot_mpl(fig, filename='mean_std', strip_style=True)"
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   "cell_type": "markdown",
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   "source": [
    "## Markowitz optimization and the Efficient Frontier\n",
    "\n",
    "Once we have a good representation of our portfolios as the blue dots show we can calculate the efficient frontier Markowitz-style. This is done by minimising\n",
    "\n",
    "$$ w^T C w$$\n",
    "\n",
    "for $w$ on the expected portfolio return $R^T w$ whilst keeping the sum of all the\n",
    "weights equal to 1:\n",
    "\n",
    "$$ \\sum_{i}{w_i} = 1 $$\n",
    "Here we parametrically run through $R^T w = \\mu$ and find the minimum variance\n",
    "for different $\\mu$‘s. This can be done with `scipy.optimise.minimize` but we have\n",
    "to define quite a complex problem with bounds, constraints and a Lagrange multiplier. Conveniently, the `cvxopt` package, a convex solver, does all of that for us. We used one of their [examples]() with some modifications as shown below. You will notice that there are some conditioning expressions in the code. They are simply needed to set up the problem. For more information please have a look at the `cvxopt` example.\n",
    "\n",
    "The `mus` vector produces a series of expected return values $\\mu$ in a non-linear and more appropriate way. We will see later that we don‘t need to calculate a lot of these as they perfectly fit a parabola, which can safely be extrapolated for higher values."
   ]
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  {
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7HKKkSrchtzZzjQJFSblArWQWi9lwj1UQn8Wi2D8hPVaT/ZL0KGMdIG/zBsLr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\ngfCGGnuXyRAkEbv0rhTt1Oc1B1NXRwSdZlNVLINhi8R4dK/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hOjcTjL9R3dITcb8x/QHy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\n",
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bpMinsRT4t9Ndxy31uLif2iAeMRu062wVl4Li0bVFHt6SH9xf8lrcIC4ZyVJ32zu6r73U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x2hIO0GVlFkCOyo2Esq6SW3oDLE/M0nVFk0gKYY5koWpU2YuurSl1s2HomX1xfvVdF3cEubOjLt\nzna53g48nbDVfLw82vYcGha4mggRQggFLyGk0OnbrJZ6GEE01x3Bg0S1yhXK5bq0GEQaWh0bwTaa\nBOcto//J77crW4QOSqS1rV/VI5bRj8Qny55zGdIxvFqOiYTugIkIutTpfLfhmCx/po/TTlg5gcoc\nD3+z2S4qC681PNh6G+zcgPrKjWpWUiK6Z+MaMrBVCL3ZhBBCwUtIyQORQNTe1RPVYI1w1SbZDCKS\neA9KqQEIq6duaJJnO4NR7Op8vfaIvH1Hm+ITutpk4Ln5O2XdoXPqZyQJzn2ke56Fqc57S6McBCu+\nK4RmXog+c8my3jJ8t3kRvADNS/LSwIQQQih4CSEeAewDD8zcaCeSIFwr+vrIX1FnJCk1Q3V0wzK2\nq8geBPL4Po1UabK8ekZ1UKHCnCwVeyGlWMfppZ9228QuQFJefoSpK4yfk1vqVqsovj5eytJiHlNC\nCCEFCzutEVJCgM/WKiL40fKDqsEEIptYcl9pKlNmBWwM+RW7YKRFOTYk3xUnW487JvihA11+uaFl\nsMNzeY3EgvnaPpnFrpeXl4zqGsqTnRBCKHgJKZvA3+tO9M/s0S1MHrm+oUq0giUC4u/juzsU+5I6\n2jmbya+dAYzv20jZIwA8waO6hKnn8oq5Ax7IysqSmPhknuyEEFLA0NJASAkBIguVG3T/LfDygkiy\nf11RWgoQKc5LVYHCBJaOX3eesnWXgxh/+oam+d4u/M/Lnuot+2MvSnh1/3xbD1BVwXgs1R9kby9p\nHlKZJzshhFDwElJ2ef6m5ipaufFIgnRtUE0up16RqUvsk6mGdyzbSUuoEPHLE9fJ7NUHpVFINRna\ntk6B+WIx6SioChQQ0JjA6HYLHFcI84KIRpd1ED1fsidWWmiTh/zYTgghFLyEkOK4YG2NJrJ/RiLb\n2UtpqnlEw5oBMqZbuAxuU6dI9gXJaqujz0nzkMAC8QMXJBCTT/YJl6CgIFl98KwSQL2a1PQ4MYlq\nFvf3iJDYxBS1fywjln+e/H6bKu+mR/hzW8mEEELBSwjxMLBcj7bARd0a+KWFu1UdWpTmgkh78ZaW\nHtdwAnV4h8/YoZpF6GM195FuygvtSWB/PG2fSipL95xWkz8jaIqCqiS5rVlNCCldMGmNEJIrFu04\nqRLjIHYBImnT/jxgi6h5Cu/+dcQmdgGi4Z/9fYgHsBRz0HC8dXCe/rXvDAeHEApeQgjJBgIRFgBd\nzFqxI+aCw3NxF1M9TlQcOeeYvLd45yke5FLMLa2t7Tyh1f05OISUcWhpIISoGr4v/LBLVmliFzSs\nWUm+G9tVagb6Obx2QIva8ulKx0hp3aoVPeo79WtaTb5cZ7+8XS+Iwqc0g7JxqA393cbj6mdVPq5r\nmHQKr8bBIYSClxBS1jGKXYBIL7qTPWVRzgvioV1oVdXmWKdZcGUJq+FZYnJ422D5aWecrVkHxPuU\nYa14sEs5b9zeWm6KDNEmcUkyqFWw5aSNEELBSwgpgxjFqw7KZT3lpH7tIE1QGN+zLzZR5qw/pipI\neAp1qvjJH/+8Xn7bFStBAeVVZJpVEMoGqHjRi8NACDFADy8hRPo2r+XwnKvI2I+mTHhQlB3e3AWZ\n+Xd1CVWRPordbJBcCAtLWQIe87L2nQkh9jDCSwhRtWCN3cngfXTVnaxmJT9LUYH3U1h6LqhSge5u\npy6kqJrE00d1UPaU0grqL7++eK8s2R2rzk00ofji3o6qRB0hhIKXEFLGgOhZMK6HKjmGxK6cupON\n6R4uK6Li7J67pU0dit0CAnYReKjXHTonPRrVUB328ltHdv7mGJnyy17bzxC9EIOoTVxaeXrudjWG\nOvj3/M0nPK5mNCGEgpcQUkSgZa67bXPhkZzQv4kSZUH+5WVU11AZ0al+se07Sqkhwoz9KukNBiDK\nRn66zvYzvNQZmVny7oi2+dructMEBWw8Eq8SFFGVozSySft+ZuZtPu6W4EWyY9TpixKpXROMCBNC\nwUsIKYt/OLy9NMHbWD2Kkz0nE+Wxb7faGkxA7C4Y193jWh3nBit/NOoHTx7cIl9iHtU10HLXjE8R\nR+VR4xnfERHmQZHBqg10YdEuNEiJeiN+vj4u34MGJahagjHHvmLMvxjTqVRbPwgpCzBpjRBSYkGL\nY2M3NUTlvlx9pER/pyALUQvhFXshJV/bvb1DXQebCsp3FeXkANHrTlP+kInzd8h7f0TJze//bdnI\npKAY0z3MYaL2aO+GLt/zyfJo1Z5Yb76Cc+rDvw7wYiOkhMMILyGkxLL/9EWH5xDFfPnWliX2O43q\nEiafrTxk16q5RZ3K0iQ4f5FQLMv/MK672nZiyhXVoAEWkKIEnuHE5HTbz/iOSKSbdme7Qvm8wa3r\nqIguBGyT2oHKdoNkPVdsPJLg8NyyvWeU8C3pdhlCKHgJIaQEglays9cftXsurIS3kUW3sCnDIlUE\nFFFGiLTR3cILJCEQXl00ZiguTllEqVdYeIsLEtRfxsNdrm9a0y7RTd0otbEP8OPtkhAKXkIIKQZG\ndQlVflD4LgGidy/fWvK7qUHkFmcSYG7A2C/afkrZJfo2q6VK2jljeId68vHyaLvnWoRU9qyx71hf\nPlx20HZOgadubOryexFCKHgJIaTQwFL/70/2kiV7YjWxW5Hd1IqY7zcelykGmwKOx8LxPZ0eA0Sq\nYTlBfVyAqiAvD/Es+wlsCzinvt947OrkI1RF3QkhFLyEEFJsQIygcQYpWiByX/xply25C6BqxtI9\np1VnOysQgV/2VG9VRq5GJT+3y+AVxzn1lIvGK4SQkgfXaAghhOQaRGmNYlcH5bxcAWsArA+eKnYJ\nIRS8hBBCiAL2BauGFeElPGmQEELBSwghhNgY17uhnV8XzS0euq4BB4YQ4nHQw0sIISRP3N6hnjQP\nqSzrDp+TrhHVVdSXEEIoeAkhhJQqIHIpdAkhng4tDYQQQgghhIKXEEIIIYQQCl5CCCH5YuORePns\n70Oqnq2ngzq8Vq2CCSHEE6GHlxBCihkIx3tnbJD9py9m/2H29pJpd7V32sChuPd16pL9qmMa6vD2\na15LPriznQSU5+2EEOK5MMJLCCHFzId/HrSJXXAlM0s+Xn7QI/f1ufk7ZN7mGFvTiWV7z8hPW0/y\nIBJCKHgJIYQ4JyYhyeG5HTEXPNIygLbAZr7beIwHkRBCwUsIIcQ5t7ap4/Bc5YrlpGagn8ftayRb\nAhNCKHgJIYTklsGa4G1aO9D2M4Tum7e3tuti5ik80DPC4blHezfiQSSEeDTMMiCEkGLGz9dbFj7W\nU/7cd0YyMjNlYKsQjxS7Spy3riNXMrJk8a5YCa/uL3d1CdX+H8CDSAih4CWEEJKz6PXEqgxWDG1X\nVz0IIYSC10M4ePCgTJ06VRITE6V69eoyceJEqVu3rtuvS09Pl3nz5sny5cslMzNTAgMDZcKECRIa\nGsqzhxBCSJkCiZRfrj6sKnXUrOQnT9/YVAa0qM2BIR5PqfbwZmVlyauvvioPPvigzJ49W0aNGiVT\npkzJ1esyMjIkICBApk2bJp999pkMGTJE3nnnHZ45hBBCyhQoRXfHJ2vk05WHJP5ymiqlN37OFtWE\nhBAK3mIEUVtEZDt06KB+7tKlixKwR48edft1FSpUkFtvvVXKly+vfte2bVs5dowleAghhJQtNh2J\nl5iEZAcR/P2m4xwc4vGUakvDiRMnpF69enbP1a9fXwnZsLCwXL8O7Ny5U5o0aWL7OSUlRZKTk3km\n5ZKEhAQOAseMY8Yx45iVICp5p1k+fzzuQq7HgOdZ7qlYsaIKwpEyKnjXrl0rX331lcPzDzzwgKSm\npjqcHH5+fg4C1d3Xwd87Y8YM+de//mV7Du/jCZj7m0NQUBAHgmPGMeOYccxKEPie1zeJkRVRcddE\nhLeXjOrRSPtdIMeMUPAWJt26dVMPK1asWKEisEYuX76sZklGIFhzel1SUpJMmjRJ7rnnHmncuDHP\nHEIIIWWOKcMi5aWFu2TrsfPSt1ktGd0t3K6GNCEUvMUAKinMnTvX7rmYmBgH+0JOr0Ok94UXXpDB\ngwdLnz59eNYQQggpk9QLqihfjOnEgSAljlKdtBYRESFpaWmyefNm9fOGDRtUMhqex/9nzZqlxKyr\n18Hu8OKLL8rAgQPlxhtv5BlDCCGEFDDzN8fIsOmrpeWLv8tj325l5QdS4JT6OrywIbz11luqlFjl\nypVl8uTJ4uXlpYTuzz//LP3791fWBWev++OPP1SiGhLYPv/8c9t2UYu3e/fuPIMIIYSQfDBn/TF5\n/oedtp9/3n5SRZInDmzGwSEFhlcWitASUoQwYYFjxjHjmHHMOGY6d3yyVjYeibd7TbWA8rL2X/1U\nB0JCCgKeSYQQQggpNhDNNYPGFlcyMzk4hIKXEEIIISUfVHowM6xdXQko78vBIQUGzyZCCCGEFBvt\nQqvKK0NayXcbjykLw8hOoTJUE7yEUPASQgghpNQwuluYehBSWNDSQAghhBBCKHgJIYQQQgih4CWE\nEEIIIYSClxBCCCGEEApeQgghhBBCKHgJIYQQQgih4CWEEEIIIRS8HAJCCCGEEELBSwghhBBCCAUv\nIYQQQgghFLyEEEIIIYRQ8BJCCCGEEELBSwghhBBCCAUvIYQQQgih4CWEEEIIIYSClxBCCCGEEApe\nQgghhBBCKHgJIYQQQgih4CWEEEIIIYSClxBCCCGEEApeQgghhBBCwUsIIYQQQggFLyGEEEIIIRS8\nhBBCCCGEUPASQgghhBBCwUtKMxUrVuQgcMw4ZhwzjhnHjBAKXlJ6qVChAgeBY8Yx45hxzDhmhFDw\nEkIIIYQQQ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      "image/png": 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bpMinsRT4t9Ndxy31uLif2iAeMRu062wVl4Li0bVFHt6SH9xf8lrcIC4ZyVJ32zu6r73U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       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~twiecki/17.embed\" height=\"525\" width=\"100%\"></iframe>"
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     },
     "execution_count": 10,
     "metadata": {},
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    }
   ],
   "source": [
    "def optimal_portfolio(returns):\n",
    "    n = len(returns)\n",
    "    returns = np.asmatrix(returns)\n",
    "    \n",
    "    N = 100\n",
    "    mus = [10**(5.0 * t/N - 1.0) for t in range(N)]\n",
    "    \n",
    "    # Convert to cvxopt matrices\n",
    "    S = opt.matrix(np.cov(returns))\n",
    "    pbar = opt.matrix(np.mean(returns, axis=1))\n",
    "    \n",
    "    # Create constraint matrices\n",
    "    G = -opt.matrix(np.eye(n))   # negative n x n identity matrix\n",
    "    h = opt.matrix(0.0, (n ,1))\n",
    "    A = opt.matrix(1.0, (1, n))\n",
    "    b = opt.matrix(1.0)\n",
    "    \n",
    "    # Calculate efficient frontier weights using quadratic programming\n",
    "    portfolios = [solvers.qp(mu*S, -pbar, G, h, A, b)['x'] \n",
    "                  for mu in mus]\n",
    "    ## CALCULATE RISKS AND RETURNS FOR FRONTIER\n",
    "    returns = [blas.dot(pbar, x) for x in portfolios]\n",
    "    risks = [np.sqrt(blas.dot(x, S*x)) for x in portfolios]\n",
    "    ## CALCULATE THE 2ND DEGREE POLYNOMIAL OF THE FRONTIER CURVE\n",
    "    m1 = np.polyfit(returns, risks, 2)\n",
    "    x1 = np.sqrt(m1[2] / m1[0])\n",
    "    # CALCULATE THE OPTIMAL PORTFOLIO\n",
    "    wt = solvers.qp(opt.matrix(x1 * S), -pbar, G, h, A, b)['x']\n",
    "    return np.asarray(wt), returns, risks\n",
    "\n",
    "weights, returns, risks = optimal_portfolio(return_vec)\n",
    "\n",
    "fig = plt.figure()\n",
    "plt.plot(stds, means, 'o')\n",
    "plt.ylabel('mean')\n",
    "plt.xlabel('std')\n",
    "plt.plot(risks, returns, 'y-o')\n",
    "py.iplot_mpl(fig, filename='efficient_frontier', strip_style=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In yellow you can see the optimal portfolios for each of the desired returns (i.e. the `mus`). In addition, we get the one optimal portfolio returned:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[  2.77880107e-09]\n",
      " [  3.20322848e-06]\n",
      " [  1.54301198e-06]\n",
      " [  9.99995251e-01]]\n"
     ]
    }
   ],
   "source": [
    "print weights"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Backtesting on real market data\n",
    "This is all very interesting but not very applied. We next demonstrate how you can create a simple algorithm in [`zipline`](http://github.com/quantopian/zipline) -- the open-source backtester that powers [Quantopian](https://www.quantopian.com) -- to test this optimization on actual historical stock data.\n",
    "\n",
    "First, lets load in some historical data using [Quantopian](https://www.quantopian.com)'s data (if we are running in the [Quantopian Research Platform](http://blog.quantopian.com/quantopian-research-your-backtesting-data-meets-ipython-notebook/), or the `load_bars_from_yahoo()` function from `zipline`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IBM\n",
      "GLD\n",
      "XOM\n",
      "AAPL\n",
      "MSFT\n",
      "TLT\n",
      "SHY\n"
     ]
    }
   ],
   "source": [
    "from zipline.utils.factory import load_bars_from_yahoo\n",
    "end = pd.Timestamp.utcnow()\n",
    "start = end - 2500 * pd.tseries.offsets.BDay()\n",
    "\n",
    "data = load_bars_from_yahoo(stocks=['IBM', 'GLD', 'XOM', 'AAPL', \n",
    "                                    'MSFT', 'TLT', 'SHY'],\n",
    "                            start=start, end=end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/pdf": 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+ec1yZtt/S/t5jCTWTD8M15aN1fTRpucyeKw1r4lwQpNQ7OffHYtA7TL1uTER1C2xGKKU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896nyMqovU5paVmHQ7eHBsRDuTJ6HowcjTVCE3/YMEWgrOegR/rXQ1p3HS5X9inlFmtr457pZcF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\nJUVPRgo=\n",
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Xrx/Zk5hbthm2vUHasvWkbTgUHoHnEX79rvcQeNth9sxp4hDLU4/dr3r6735za6/ebwRe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\n+TI5162rfIb/F0Tg2LBB4nflHD5q09fVKECLXQTKk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Xrx/Zk5hbthm2vUHasvWkbTgUHoHnEX79rvcQeNth9sxp4hDLU4/dr3r6735za6/ebwRe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\n+TI5162rfIb/F0Tg2LBB4nflHD5q09fVKECLXQTKk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      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~twiecki/19.embed\" height=\"525\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc[:, :, 'price'].iplot(filename='prices', yTitle='price in $', world_readable=True, asDates=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we'll create a `zipline` algorithm by defining two functions -- `initialize()` which is called once before the simulation starts, and `handle_data()` which is called for every trading bar. We then instantiate the algorithm object.\n",
    "\n",
    "If you are confused about the syntax of `zipline`, check out the [tutorial](http://nbviewer.ipython.org/github/quantopian/zipline/blob/master/docs/tutorial.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2015-03-02 09:52] INFO: Performance: Simulated 2411 trading days out of 2411.\n",
      "[2015-03-02 09:52] INFO: Performance: first open: 2005-08-01 13:31:00+00:00\n",
      "[2015-03-02 09:52] INFO: Performance: last close: 2015-02-27 21:00:00+00:00\n"
     ]
    },
    {
     "data": {
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snTVzHZ1z1q2z982ebtj0Hh+mZztnT5sE7+kyb+7hnRFH1DkzlOJ9M6E718zU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\nCozeiPfL/zAyothHWpvz+4x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OGwAAhBljCSlDwNCcrqTwMaJLk4zUGF415EHUBDYnZab65DGSZTiDHqq2vCKuNU8kenrF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\ntPAh2rA0sM0QcGPHe6IkmZa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0/vGL4YDYDn5M2AUAAm9m3haf7Nm7X7/ctHsvrQGg8DrG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\neAEAQOAFAEDgBQAAgRcAADqZ/wE+3M8mz1vFGQAAAABJRU5ErkJggg=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      "image/png": 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OGwAAhBljCSlDwNCcrqTwMaJLk4zUGF415EHUBDYnZab65DGSZTiDHqq2vCKuNU8kenrF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\ntPAh2rA0sM0QcGPHe6IkmZa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0/vGL4YDYDn5M2AUAAm9m3haf7Nm7X7/ctHsvrQGg8DrG\n3XZqP/eZLpcLi1QOF0fLdv2y5/UbxNZxWd9WO1G0shpxNK1knwMAgTdhxvQp+pdy7beupDUAFJRa\nLKLsD1eYQ2uBauMaw64SHnuaBGct1AOv8yNKKQJASb0flMoL+fVvl1jeHolE5OHHn6alAOQXSIMt\n4n7rBwV9TK1ydNptkZGxxXHCo2aL/8xFNAAAEHhTLV/xofUbjCby7nI+IgSQZ+A9vF3sh7YU/Xm0\n8iH6ZLfw8BnsdAAoUb1epeGVP7+m/+/ztccvx99IIpp8tHaDjG0YTUsByC/wtuwofLitHJ5yW3jM\n5yRw/A3scAAg8KY3qLpK3nv/QwmGQnq4NbLb7VI/eqTMP+vztBSAvNiLEHhFHKkhuGwIOxsACLyZ\nnXTCZ+XEucfJY088I9/42ldoEQAFYTvcGL+sJqppVQ3RcFrbrcfUKoZa3DaCnQ0ABN4c3phsNsIu\ngIKyH05UUQjMvVEiI2YV4EHdqYG3myEaADBAAq9y4OAhee53L8m2bTskEAimbL/79ptpLfQJqjqA\nc13HAgYuh8j0K9kpvdEOhrJhWvWYgjymVbjVPIPY2QBQ4kqmSsMji5/S/7/o/AUSCAbkyxeeLfPm\nzpFWn0+u+qdLaSn0HX6vuFYv1r/kg0fZH7100mHzH+o46ajQKykUhKM8NfAypAEASl7J9PBu3tIo\njz5wtTgcDnluyVI5fs5s/fapkyfJ0pf/ItOnTqG10DfCVmfQ6rzu2xsNRcPZMT3ZBobhDJGq+oI9\nruapSr2tfCg7HABKXMn08DqcdtFU0V31BhL9CofD+uVpUyfLxs1baCn0nbAVbDdfD7SwU3q6DQwV\nGrRBDYULvC5z4I0Mmxn94+VmhwMAgTc3E8aOkXUbPtYvjx/XIK+9sUy/3Lhth7hdTloKfUf7fnP4\nam9mn/T0HzZD4I1UFy7wiqtcQpMWxL/av8SQFQDoC0omSX7l0gtkUHW1fvm8BV+QW2+7R3639I/S\n4m2VSy88h5ZCSVNjRl3vLxJb687U1b2SAjB6oD0MJclUObJC0Ty1Eph3EzsYAAi8XTNuTOJNqWF0\nndxzxy3yyZZGGTZsiIypZ6U1lDi/V5ybl6YJw172Tw8zliSL1IxlhwAAgbf3LPn9y1nv88nfG+Xd\n5Svl4vMX0FooCXpv7vL7oxcc+mS04KyFYsvQi2vz0cPb421UhJJkAAACb5c07d5LC6DvhanmRnF+\nkjhZ0wNvKJj+/klVG1Bc7vd/XpySZAAAAm9XXPutK2kB9Dn2g5tTQ23rrvTfEGztnzsiEo7uDEfp\nnIi0HRD3WzeLo2llYtdPPp8DFgAglD8A8g28zY3moBVsiYa/QPog5tvdD0P/x1L2ylUSGTJNwiOO\nluCx1/b+a9q9whR29cBbAq8LAEDgjfvxnT/PuP17372O1kJJsCUFXjVhLdM4XZu//01ac61arPfw\n2vet0b96M1iqhT3K/uefOTABAKUfeI8/brY5Q/iDsmNXkz5h7arLL6Gl0PtBN9gi7jduEseu9y22\neTN8X/8KvKp317HtzdL5I/bpq2Lz7uIABQCUfuA987RTLG8/ZtZMWfbOe3LSCZ+ltdC7/N70YTeQ\nIfD2szCm9+6WyAmI59Xv6D3MAABkYi/1Fzj76Bmyas0GWgq9H7BCbda3qyENbVlKjwV92Z8gEu4T\n+8GqdzdlsY2eaA/fgbRhN1x/or4SGgAASslPWmtvbxenw0FLofcDb6YlgiP+xMXBk0XzVIlj79po\n8gp0hOJm0VwV6c88S3ASWF5nztHXH6md2LPt0XYg7Tb/6XdxwAIASi/wLl+xKvVNq90vr735thw9\ncyothd6npanEEPSK3duUOG4/d5to1Q1S9sdvxnsgbb49olXVpX1o18pH85oEVv7sWfpH+uHRc8V/\nxj29H3j3bxCZcFbPBt5Wxu0CAPpY4H1uSeqyrOXlZXLEpPGssoaSkK4Sgy3QIhJO9PCKwxPLx66y\nxH3C7WkfVy2U4NixLPfXEQ26eik09VR7V4vnL9dEE3O1aJ5aCZxwo+X3VDw1T/8/NPGLEjjxluIE\n3p5uD0MPr/rZWeADAFDygffu22+mNVDaMoyxNYWviuEd/4/MGpb1X8L1z+UX9Ay9yWpssKn2rNbx\nGm2OePjtDMf6c217UwJqmIXDXdjAu2+NeF67QSKDJ0pw9rd7JvAalnOODJ6QUoMXAID4+xS7AMgx\nYPn2WN9unLBlGKereWrilx1//1NBqhs4//4/Yt+dPtipJY/1r81LExPljHWAVUDe+W5RTgZUL7Vr\nzVM91x6GiYJq7DMAAGnfH0vlhezbf1Ce+91S+fTTbdLuT/3494G7f0xroTR/iT55JX45PGqOYUN5\nIvDuel//Cs5a2OXnUUMf8ukNtvv2SqRmnGl8sf5atr4u4TEn9/0db+zhHT5Tr8ygldVyQAIASjfw\n/uKxJ6WyvFwuvfhcKXO7aRmUHFtrIjiqYQtqhS/9dsPY0fC40xL3yTBJLe/nbjuQ/9AH9fqigVeS\nFr7QhzUUcz9FX6tWPqTo7WEM8l2px5sAACAASURBVJHBR1CZAQBQ+oF3y5ZGeeT+n4rHQ9hF6dPc\n1fHAaxRqONl0n2xUr21O4W73ivyDZ8cQDH1SnVEuNYHTvQ7jssp2h+W4ZnWfcA8EXuOQBq1sCAcl\nACD9+1epvJCqqgrxtbXRIihZNt/uRMBKV3PWWGvXVZX9jDPHXlvH7vwnZHWu8FbIld4cm1+KXw6P\nOUXv0VYl2EzP29JY/LZQveodNY71fZ6hxjEAACXTw3v2l86U+x96XC4+b4GMGDFU7HbzYhNDhzA2\nD71MS/Rmah2lx9KG3ahI5fDMoc24cIKqmhAOpGx3vxWrXmLfvzn/cLr1dX3MsC3oLczPH319xvHK\nocnnSrju+NiPvuZpca38Rey1Nhc/8Nr3rUvs50HjODYBAH0j8A6qrpKNH38iP7rzPsvtzz7xC1oL\nvcpUeqxyVMr2SPJt7iqRKeeIbHrJOrQZhimEh89IKaultqeU2ooGY618qGgVI0Sz28Xeujcavt2W\nS/uq2/SSZAGv5c+S7zhbtaRw53hlNT65M+zqP3tNInTaDm8vfuA98HHiuYdN5+AEAPSNwPvMf/1e\nLrngbPn8aSeJ2+OhZVB6gdfQA2s1IU2rNN+mFkOQU7+fNvAahylERhxjCreev94o9j2rU75HBWP/\nmYvMjxP9Pn3xCavXHA3EttadKbe71j4lgTnX5ffH4uMX45dDky8w/6zV9Ykweri4PbwqxKvSa/F9\nN3gKBycAIKOSGcN7qPmwnDP/C1JVVSVulyvlC+j1wOtvTgQ8iwlpWtWorI/hWvmQuN+5I/bLZ+jh\njYw8xhxiDb2pRioYpzxvhp5aVVnC5k/t4XWqsbjh/Go1GAN5aNJ88+syDCuwtWzP+7HzagcV4lsS\nvciRYSw9DgDoI4F3TP1o2bp9Oy2C0gu6wRZxv32bqbqBVjHMIvCOzh541zylLwqhhhvEx7o63HrP\nbS6Sg7H+vGU16V+7b49pDK/e66zkuQCFKXzrwyqSQrbdYRrWYG8p3u+yrS1RHUNzVUefdyIHKQAg\no5IZ0vC5k06Qn977Czn9lBNl5PBh4nKbe3XnHT+H1kLvBN5oMDV+hK4mp8WDozGM5lF312msdqDC\nbpqlfkMTv6gvE6yGJajxulbBWL0WVS3B0fh6/HpnQFUVGoxVGkJHXiSu1bEV3/JZgMI0Sax2kuV9\ntKoGkY4Qbzu8VaS2OEHU5k2seBcee0qsPBoAAH0h8L7x1jsypLZWPly91nI7gRe9xd681Rxs01QF\n0CpH5vyYjs2JagdWwxTij1k2RILHXpv18fwn/VBcw56XcP28aDhdK+63YysT2g+alz0OTTwrEXi3\nLct9H+QwSUz18KrlhfX7H94u4WKdgBiWeLaaPAgAQMkG3ttvvZHWQEmyJU3C0gOfqzw1nObRw6tX\nT+h8vI5hCqFJC8Sx8x1zubLyoTkmUocEp18We2zD99sPbkq8Pk+NqWau8TVkffj96xOvN80kMW2Q\n4bGbtxSvPUwr3o3gAAUAZH8fYxcAWX5JkurKqsCXMqQhzTCHrAzjdwPzbtJr25pCZBdWLDPW/zWu\nBhcPh4Z6wbmGXlPgTTNJLFIzIe0+K2jgNS4AUkXgBQBkVzI9vD++M/MSq9/77nW0FnqFLWkCllXg\ni1QM79JjJ4/fTe6x1MrzD3TJ5dHit3es/KZ6em2dE/BUBQdX5iWQVSiOB+foa003SUxLqsXblVq/\nuQVeQ4gvH84BCgDoO4H3+ONmm677/UHZsatJ3l2+Uq66/BJaCr3GWFc2MnSaZeDTcgy88Qlldoe0\nnftMyrK8yYE322pt1i/YoQdN09AI9dhlsR5ozVkutniY9YqWLWAaFpLQxy+nmSRm7OFWIbn8xQsl\nNOWCvOv9Zv3xjIG3ksALAOhDgffM006xvP2YWTNl2TvvyUknfJbWQs+HXfXRfCQcD7Xt8xdbh72K\n3CasBU65Te/VVROvksOuVXBWk9a6QqscnRp4O8KhsYyZVY3elMDbsiPxGIMaMt43PGp2ol6vWop4\n/XNdDryuVYv13lxb237xn35XPEjHy8OpYSRZeqcBACipwJvO7KNnyC9++WtaCr3C5k2EvXTluGJh\nMn21ADUZzVRWTNWxrW5IE5yH66Ex9uQO03jb/AJvNNzuS06QHeHQYXjMYPbAazcE3kh15sCrVoFL\nXvlNBdfgrIX5B97ViZML9ZiOLa+ILZSohdzVYSQAAAJvyWlvbxenI7c6m8FgSF75n/+VZX97XyKR\niFRXV8nXr7hM6kfHwsinW7fJw489Ld5WrwyurZW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style=\"fill: none; stroke: #ff9933; stroke-opacity: 1; stroke-width: 3px;\"></path></g></g></svg><g></g><path class=\"crisp\" transform=\"translate(80,100)\" d=\"M-1,320.5h542\" style=\"fill: none; stroke-width: 1px; stroke: #000000; stroke-opacity: 0;\"></path><path class=\"crisp\" transform=\"translate(80,100)\" d=\"M-0.5,-1v321\" stroke-width=\"1px\" style=\"fill: none; stroke: #000000; stroke-opacity: 0;\"></path><g></g><g transform=\"translate(80,100)\"><g class=\"xtick\"><text text-anchor=\"middle\" x=\"0\" y=\"334\" transform=\"translate(23.5,0)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\" data-bb=\"5579\">2006</text></g><g class=\"xtick\"><text text-anchor=\"middle\" x=\"0\" y=\"334\" transform=\"translate(136.22,0)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\" data-bb=\"5580\">2008</text></g><g class=\"xtick\"><text text-anchor=\"middle\" x=\"0\" y=\"334\" transform=\"translate(249.1,0)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\" data-bb=\"5581\">2010</text></g><g class=\"xtick\"><text text-anchor=\"middle\" x=\"0\" y=\"334\" transform=\"translate(361.82,0)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\" data-bb=\"5582\">2012</text></g><g class=\"xtick\"><text text-anchor=\"middle\" x=\"0\" y=\"334\" transform=\"translate(474.7,0)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\" data-bb=\"5583\">2014</text></g></g><g transform=\"translate(80,100)\"><g class=\"ytick\" data-bb=\"5585\"><text text-anchor=\"end\" x=\"-2\" y=\"6\" transform=\"translate(0,294.07)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\">100k</text></g><g class=\"ytick\" data-bb=\"5586\"><text text-anchor=\"end\" x=\"-2\" y=\"6\" transform=\"translate(0,223.74)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\">200k</text></g><g class=\"ytick\" data-bb=\"5587\"><text text-anchor=\"end\" x=\"-2\" y=\"6\" transform=\"translate(0,153.4)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\">300k</text></g><g class=\"ytick\" data-bb=\"5588\"><text text-anchor=\"end\" x=\"-2\" y=\"6\" transform=\"translate(0,83.07)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\">400k</text></g><g class=\"ytick\" data-bb=\"5589\"><text text-anchor=\"end\" x=\"-2\" y=\"6\" transform=\"translate(0,12.74)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\">500k</text></g></g><g></g></g><g transform=\"translate(80,100)\"></g><g class=\"shapelayer\" style=\"pointer-events: none;\"></g><g class=\"infolayer\"><g class=\"g-gtitle\"></g><g class=\"g-xtitle\"></g><g class=\"g-ytitle\" data-bb=\"5584\"><text class=\"ytitle\" transform=\"rotate(-90,42,260) translate(0, 0)\" x=\"42\" y=\"260\" text-anchor=\"middle\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 14px; fill: #4d5663; opacity: 1; visibility: visible;\">Cumulative capital in $</text></g></g><g class=\"hoverlayer\" style=\"pointer-events: none;\"></g><text class=\"js-plot-link-container\" y=\"491\" text-anchor=\"end\" x=\"693\" style=\"font-family: 'Open Sans', Arial, sans-serif; font-size: 12px; fill: #444444;\"><tspan class=\"js-link-to-tool\"></tspan><tspan class=\"js-link-spacer\"></tspan><tspan class=\"js-sourcelinks\"></tspan></text></svg>"
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      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~twiecki/20.embed\" height=\"525\" width=\"100%\"></iframe>"
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      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import zipline\n",
    "from zipline.api import (add_history, \n",
    "                         history, \n",
    "                         set_slippage, \n",
    "                         slippage,\n",
    "                         set_commission, \n",
    "                         commission, \n",
    "                         order_target_percent)\n",
    "\n",
    "from zipline import TradingAlgorithm\n",
    "\n",
    "\n",
    "def initialize(context):\n",
    "    '''\n",
    "    Called once at the very beginning of a backtest (and live trading). \n",
    "    Use this method to set up any bookkeeping variables.\n",
    "    \n",
    "    The context object is passed to all the other methods in your algorithm.\n",
    "\n",
    "    Parameters\n",
    "\n",
    "    context: An initialized and empty Python dictionary that has been \n",
    "             augmented so that properties can be accessed using dot \n",
    "             notation as well as the traditional bracket notation.\n",
    "    \n",
    "    Returns None\n",
    "    '''\n",
    "    # Register history container to keep a window of the last 100 prices.\n",
    "    add_history(100, '1d', 'price')\n",
    "    # Turn off the slippage model\n",
    "    set_slippage(slippage.FixedSlippage(spread=0.0))\n",
    "    # Set the commission model (Interactive Brokers Commission)\n",
    "    set_commission(commission.PerShare(cost=0.01, min_trade_cost=1.0))\n",
    "    context.tick = 0\n",
    "    \n",
    "def handle_data(context, data):\n",
    "    '''\n",
    "    Called when a market event occurs for any of the algorithm's \n",
    "    securities. \n",
    "\n",
    "    Parameters\n",
    "\n",
    "    data: A dictionary keyed by security id containing the current \n",
    "          state of the securities in the algo's universe.\n",
    "\n",
    "    context: The same context object from the initialize function.\n",
    "             Stores the up to date portfolio as well as any state \n",
    "             variables defined.\n",
    "\n",
    "    Returns None\n",
    "    '''\n",
    "    # Allow history to accumulate 100 days of prices before trading\n",
    "    # and rebalance every day thereafter.\n",
    "    context.tick += 1\n",
    "    if context.tick < 100:\n",
    "        return\n",
    "    # Get rolling window of past prices and compute returns\n",
    "    prices = history(100, '1d', 'price').dropna()\n",
    "    returns = prices.pct_change().dropna()\n",
    "    try:\n",
    "        # Perform Markowitz-style portfolio optimization\n",
    "        weights, _, _ = optimal_portfolio(returns.T)\n",
    "        # Rebalance portfolio accordingly\n",
    "        for stock, weight in zip(prices.columns, weights):\n",
    "            order_target_percent(stock, weight)\n",
    "    except ValueError as e:\n",
    "        # Sometimes this error is thrown\n",
    "        # ValueError: Rank(A) < p or Rank([P; A; G]) < n\n",
    "        pass\n",
    "        \n",
    "# Instantinate algorithm        \n",
    "algo = TradingAlgorithm(initialize=initialize, \n",
    "                        handle_data=handle_data)\n",
    "# Run algorithm\n",
    "results = algo.run(data)\n",
    "results.portfolio_value.iplot(filename='algo_perf', yTitle='Cumulative capital in $', world_readable=True, asDates=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, the performance here is pretty good, even through the 2008 financial crisis. This is most likey due to our universe selection and shouldn't always be expected. Increasing the number of stocks in the universe might reduce the volatility as well. Please let us know in the comments section if you had any success with this strategy and how many stocks you used."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusions\n",
    "\n",
    "In this blog post, co-written by Quantopian friend [Dr. Thomas Starke](http://drtomstarke.com/), we wanted to provide an intuitive and gentle introduction to Markowitz portfolio optimization which still remains relevant today. By using simulation of various random portfolios we have seen that certain portfolios perform better than others. Convex optimization using `cvxopt` allowed us to then numerically determine the portfolios that live on the *efficient frontier*. The zipline backtest serves as an example but also shows compelling performance.\n",
    "\n",
    "## Next steps\n",
    "\n",
    "* Clone this notebook in the [Quantopian Research Platform](http://blog.quantopian.com/quantopian-research-your-backtesting-data-meets-ipython-notebook/) and run it on your own to see if you can enhance the performance. See [here]() for a forum thread containing this Notebook on Quantopian.\n",
    "* You can also download just the notebook for use in your own environment [here](https://raw.githubusercontent.com/quantopian/research_public/master/Markowitz-blog.ipynb).\n",
    "* Read a recent interview with Harry Markowitz: [What Does Harry Markowitz Think?](www.brunodefinetti.it/Spigolature/whatdoesharrymarkowitzthink.pdf)\n",
    "* In a future blog post we will outline the connections to Kelly optimization which also tells us the amount of leverage to use.\n",
    "* We are currently in the process of adding `cvxopt` to the Quantopian backtester -- stay tuned!"
   ]
  }
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