ml-finance-python

python scripts for finance machine learning

git clone https://9o.is/git/ml-finance-python.git

notebook.ipynb

(933959B)


      1 {
      2  "cells": [
      3   {
      4    "cell_type": "markdown",
      5    "metadata": {},
      6    "source": [
      7     "# Portfolio Value at Risk and Conditional Value at Risk\n",
      8     "\n",
      9     "By Jonathan Larkin and Delaney Granizo-Mackenzie.\n",
     10     "\n",
     11     "Part of the Quantopian Lecture Series:\n",
     12     "\n",
     13     "* [www.quantopian.com/lectures](https://www.quantopian.com/lectures)\n",
     14     "* [github.com/quantopian/research_public](https://github.com/quantopian/research_public)\n",
     15     "\n",
     16     "\n",
     17     "---\n",
     18     "\n",
     19     "Value at Risk (VaR) is a key concept in portfolio risk management. It uses the past observed distribution of portfolio returns to estimate what your future losses might be at different likelihood levels. Let's demonstrate this concept through an example."
     20    ]
     21   },
     22   {
     23    "cell_type": "code",
     24    "execution_count": 2,
     25    "metadata": {
     26     "collapsed": true
     27    },
     28    "outputs": [],
     29    "source": [
     30     "import numpy as np\n",
     31     "import pandas as pd\n",
     32     "\n",
     33     "from scipy.stats import norm\n",
     34     "import time\n",
     35     "\n",
     36     "import matplotlib.pyplot as plt"
     37    ]
     38   },
     39   {
     40    "cell_type": "markdown",
     41    "metadata": {},
     42    "source": [
     43     "## Simulated Data Example\n",
     44     "\n",
     45     "Let's simulate some returns of 10 hypothetical assets.\n",
     46     "\n",
     47     "####NOTE\n",
     48     "\n",
     49     "We use normal distributions to simulate the returns, in practice real returns will almost never follow normal distributions and usually have weird behavior including fat tails. We'll discuss this more later."
     50    ]
     51   },
     52   {
     53    "cell_type": "code",
     54    "execution_count": 3,
     55    "metadata": {
     56     "collapsed": false
     57    },
     58    "outputs": [
     59     {
     60      "data": {
     61       "image/png": 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YAgQBfmvPXbVZh0/0IeQzs+BOsNRjEbU0MwMxGERtaTCLaWura6hcvTaQr0XD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XAAAg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mfEyykaDx7uYjle4E2jSW3Ivb7XUiS1HoZXjkTQEmniHW7eXLq0jgX3VvrwulTTGaNf2qoT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\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UY+Mp9Lq4B7JWB9Ces+ycWXpjQ9xbc9lVDi6L9z27+AJ1v9hDDGvvscGSaZo8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\n",
     62       "text/plain": [
     63        "<matplotlib.figure.Figure at 0x7f539c4532d0>"
     64       ]
     65      },
     66      "metadata": {},
     67      "output_type": "display_data"
     68     }
     69    ],
     70    "source": [
     71     "# mu = 0.01, std = 0.10, 1000 bars, 10 assets\n",
     72     "mu = 0.01\n",
     73     "sigma = 0.10\n",
     74     "bars = 1000\n",
     75     "num_assets = 10\n",
     76     "\n",
     77     "returns = np.random.normal(mu, sigma, (bars, num_assets))\n",
     78     "\n",
     79     "# Fake asset names\n",
     80     "names = ['Asset %s' %i  for i in range(num_assets)]\n",
     81     "\n",
     82     "# Put in a pandas dataframe\n",
     83     "returns = pd.DataFrame(returns, columns=names)\n",
     84     "\n",
     85     "# Plot the last 50 bars\n",
     86     "plt.plot(returns.head(50))\n",
     87     "plt.xlabel('Time')\n",
     88     "plt.ylabel('Return');"
     89    ]
     90   },
     91   {
     92    "cell_type": "markdown",
     93    "metadata": {},
     94    "source": [
     95     "The Value at Risk (VaR) for coverage $\\alpha$ is defined as the maximum amount we could expect to lose with likelihood $p = 1 - \\alpha$. Put another way, on no more that $100 \\times p \\%$ of days should we expect to lose more than the VaR. There are many ways to estimate VaR and none of them are perfect. In fact you should not put complete trust in VaR, it is rather intended as a way to get a sense of how much might be lost in different levels of extreme scenarios, and provide this info to people responsible for risk management.\n",
     96     "\n",
     97     "VaR for a high $\\alpha$ is a measure of worst case outcomes. For example one might track their $\\alpha = 0.999$ VaR to understand how a 1/1000 crisis event might affect them. Because real distributions tend to diverge and become less and less consistent the further along the tail we go, extreme VaR should be taken with a grain of salt.\n",
     98     "\n",
     99     "### Relationship to Confidence Intervals\n",
    100     "\n",
    101     "For those familiar with confidence intervals, VaR is very similar. The idea of trying to cover a set of possible values with an interval specified by $\\alpha$ is similar to how VaR tries to cover a set of possible losses. For those unfamiliar there is a lecture available [here](https://www.quantopian.com/lectures/confidence-intervals)."
    102    ]
    103   },
    104   {
    105    "cell_type": "markdown",
    106    "metadata": {},
    107    "source": [
    108     "### Historical (Non-Parametric) VaR\n",
    109     "\n",
    110     "We'll use historical VaR, which looks at previous returns distributions and uses that to compute the $p$ percentile. This percentile is the amount of loss you could reasonably expect to experience with probability $p$, assuming future returns are close to past returns. Again, this isn't perfect, and requires that there is no regime change in which the returns distribution changes. For instance, if your historical window doesn't include any crisis events, your VaR estimate will be far lower than it should be.\n",
    111     "\n",
    112     "To compute historical VaR for coverage $\\alpha$ we simply take the $100 \\times (1 - \\alpha)$ percentile of lowest oberserved returns and multiply that by our total value invested.\n",
    113     "\n",
    114     "Now let's compute the VaR of this set of 10 assets. To do this we need a set of portfolio weights. We'll start super simple."
    115    ]
    116   },
    117   {
    118    "cell_type": "code",
    119    "execution_count": 4,
    120    "metadata": {
    121     "collapsed": false
    122    },
    123    "outputs": [],
    124    "source": [
    125     "weights = np.ones((10, 1))\n",
    126     "# Normalize\n",
    127     "weights = weights / np.sum(weights)"
    128    ]
    129   },
    130   {
    131    "cell_type": "code",
    132    "execution_count": 5,
    133    "metadata": {
    134     "collapsed": true
    135    },
    136    "outputs": [],
    137    "source": [
    138     "def value_at_risk(value_invested, returns, weights, alpha=0.95, lookback_days=520):\n",
    139     "    returns = returns.fillna(0.0)\n",
    140     "    # Multiply asset returns by weights to get one weighted portfolio return\n",
    141     "    portfolio_returns = returns.iloc[-lookback_days:].dot(weights)\n",
    142     "    # Compute the correct percentile loss and multiply by value invested\n",
    143     "    return np.percentile(portfolio_returns, 100 * (1-alpha)) * value_invested"
    144    ]
    145   },
    146   {
    147    "cell_type": "markdown",
    148    "metadata": {},
    149    "source": [
    150     "We'll compute the VaR for $\\alpha = 0.95$."
    151    ]
    152   },
    153   {
    154    "cell_type": "code",
    155    "execution_count": 6,
    156    "metadata": {
    157     "collapsed": false
    158    },
    159    "outputs": [
    160     {
    161      "data": {
    162       "text/plain": [
    163        "-44176.636327078253"
    164       ]
    165      },
    166      "execution_count": 6,
    167      "metadata": {},
    168      "output_type": "execute_result"
    169     }
    170    ],
    171    "source": [
    172     "value_invested = 1000000\n",
    173     "\n",
    174     "value_at_risk(value_invested, returns, weights, alpha=0.95)"
    175    ]
    176   },
    177   {
    178    "cell_type": "markdown",
    179    "metadata": {},
    180    "source": [
    181     "Interpreting this, we say that historically no more than $5\\%$ of days resulted in losses more extreme than this, or that on each day your probability of losing this much is less than $5\\%$. Keeping in mind that any forecast like this is just an estimate.\n",
    182     "\n",
    183     "## Normal vs. Non-Parametric Historical VaR\n",
    184     "\n",
    185     "### Normal Case\n",
    186     "\n",
    187     "A special case of VaR is when you assume that the returns follow a given distribution rather than non-parametrically estiamting it historically. In this case a normal VaR would fit our data, because all our returns were simulated form a normal distribution. We can check this by using a normal distribution Cumulative Distribution Function (CDF), which sums the area under a normal curve to figure out how likely certain values are. We'll use an inverse CDF, or PPF, which for a given likelihood will tell us to which value that likelihood corresponds.\n",
    188     "\n",
    189     "Specifically, the closed form formula for Normal VaR is\n",
    190     "\n",
    191     "$$VaR_{\\alpha}(x) = \\mu - \\sigma N^{-1}(\\alpha)$$"
    192    ]
    193   },
    194   {
    195    "cell_type": "code",
    196    "execution_count": 7,
    197    "metadata": {
    198     "collapsed": false
    199    },
    200    "outputs": [
    201     {
    202      "data": {
    203       "text/plain": [
    204        "-42014.838787555738"
    205       ]
    206      },
    207      "execution_count": 7,
    208      "metadata": {},
    209      "output_type": "execute_result"
    210     }
    211    ],
    212    "source": [
    213     "# Portfolio mean return is unchanged, but std has to be recomputed\n",
    214     "# This is because independent variances sum, but std is sqrt of variance\n",
    215     "portfolio_std = np.sqrt( np.power(sigma, 2) * num_assets ) / num_assets\n",
    216     "\n",
    217     "# manually \n",
    218     "(mu - portfolio_std * norm.ppf(0.95)) * value_invested"
    219    ]
    220   },
    221   {
    222    "cell_type": "markdown",
    223    "metadata": {},
    224    "source": [
    225     "Seems close enough to within some random variance. Let's visualize the continuous normal case. Notice that the VaR is expressed as a return rather than an absolute loss. To get aboslute loss we just need to multiply by value invested."
    226    ]
    227   },
    228   {
    229    "cell_type": "code",
    230    "execution_count": 8,
    231    "metadata": {
    232     "collapsed": false
    233    },
    234    "outputs": [
    235     {
    236      "data": {
    237       "image/png": 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U5wcAzc1gbcQ/xe3Zs0dTpkzR3XffXeO8hm+++UYTJ060/ysPAAAAALhSgzM0JSUlmjNn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\nfLrcLi6aiciweHau/uN7V+jxTe9py74a/euPN2vFxZN1/Yr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    238       "text/plain": [
    239        "<matplotlib.figure.Figure at 0x7f539bb90910>"
    240       ]
    241      },
    242      "metadata": {},
    243      "output_type": "display_data"
    244     }
    245    ],
    246    "source": [
    247     "def value_at_risk_N(mu=0, sigma=1.0, alpha=0.95):\n",
    248     "    return mu - sigma*norm.ppf(alpha)\n",
    249     "\n",
    250     "\n",
    251     "x = np.linspace(-3*sigma,3*sigma,1000)\n",
    252     "y = norm.pdf(x, loc=mu, scale=portfolio_std)\n",
    253     "plt.plot(x,y);\n",
    254     "plt.axvline(value_at_risk_N(mu = 0.01, sigma = portfolio_std, alpha=0.95), color='red', linestyle='solid');\n",
    255     "plt.legend(['Return Distribution', 'VaR for Specified Alpha as a Return'])\n",
    256     "plt.title('VaR in Closed Form for a Normal Distribution');"
    257    ]
    258   },
    259   {
    260    "cell_type": "markdown",
    261    "metadata": {},
    262    "source": [
    263     "### Historical (Non-Parametric) Case\n",
    264     "\n",
    265     "Historical VaR instead uses historical data to draw a discrete Probability Density Function, or histogram. Then finds the point at which only $100 \\times (1-\\alpha)\\%$ of the points are below that return. It returns that return as the VaR return for coverage $\\alpha$."
    266    ]
    267   },
    268   {
    269    "cell_type": "code",
    270    "execution_count": 9,
    271    "metadata": {
    272     "collapsed": false
    273    },
    274    "outputs": [
    275     {
    276      "data": {
    277       "image/png": 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DAAAAwAiUGwAAAABGoNwAAAAAMALlBgAAAIARKDcAAAAAjEC5AQAA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\ngg==\n",
    278       "text/plain": [
    279        "<matplotlib.figure.Figure at 0x7f539c4b9f90>"
    280       ]
    281      },
    282      "metadata": {},
    283      "output_type": "display_data"
    284     }
    285    ],
    286    "source": [
    287     "lookback_days = 520\n",
    288     "alpha = 0.95\n",
    289     "\n",
    290     "# Multiply asset returns by weights to get one weighted portfolio return\n",
    291     "portfolio_returns = returns.fillna(0.0).iloc[-lookback_days:].dot(weights)\n",
    292     "\n",
    293     "portfolio_VaR = value_at_risk(value_invested, returns, weights, alpha=0.95)\n",
    294     "# Need to express it as a return rather than absolute loss\n",
    295     "portfolio_VaR_return = portfolio_VaR / value_invested\n",
    296     "\n",
    297     "plt.hist(portfolio_returns, bins=20)\n",
    298     "plt.axvline(portfolio_VaR_return, color='red', linestyle='solid');\n",
    299     "plt.legend(['VaR for Specified Alpha as a Return', 'Historical Returns Distribution'])\n",
    300     "plt.title('Historical VaR');"
    301    ]
    302   },
    303   {
    304    "cell_type": "markdown",
    305    "metadata": {},
    306    "source": [
    307     "### Underlying Distributions Are Not Always Normal\n",
    308     "\n",
    309     "In real financial data the underlying distributions are rarely normal. This is why we prefer historical VaR as opposed to an assumption of an underlying distribution. Historical VaR is also non-parametric, so we aren't at risk of overfitting distribution parameters to some data set.\n",
    310     "\n",
    311     "#### Real Data Example\n",
    312     "\n",
    313     "We'll show this on some real financial data."
    314    ]
    315   },
    316   {
    317    "cell_type": "code",
    318    "execution_count": 10,
    319    "metadata": {
    320     "collapsed": true
    321    },
    322    "outputs": [],
    323    "source": [
    324     "# OEX components as of 3/31/16\n",
    325     "# http://www.cboe.com/products/indexcomponents.aspx?DIR=OPIndexComp&FILE=snp100.doc\n",
    326     "oex = ['MMM','T','ABBV','ABT','ACN','ALL','GOOGL','GOOG','MO','AMZN','AXP','AIG','AMGN','AAPL','BAC',\n",
    327     "       'BRK-B','BIIB','BLK','BA','BMY','CVS','COF','CAT','CELG','CVX','CSCO','C','KO','CL','CMCSA',\n",
    328     "       'COP','CSOT','DHR','DOW','DUK','DD','EMC','EMR','EXC','XOM','FB','FDX','F','GD','GE','GM','GILD',\n",
    329     "       'GS','HAL','HD','HON','INTC','IBM','JPM','JNJ','KMI','LLY','LMT','LOW','MA','MCD','MDT','MRK',\n",
    330     "       'MET,','MSFT','MDZL','MON','MS','NKE','NEE','OXY','ORCL','PYPL','PEP','PFE','PM','PG','QCOM',\n",
    331     "       'RTN','SLB','SPG','SO','SBUX','TGT','TXN','BK','PCLN','TWX','FOXA','FOX','USB','UNP','UPS','UTX',\n",
    332     "       'UNH','VZ','V','WMT','WBA','DIS','WFC']\n",
    333     "tickers = symbols(oex)\n",
    334     "num_stocks = len(tickers)"
    335    ]
    336   },
    337   {
    338    "cell_type": "code",
    339    "execution_count": 11,
    340    "metadata": {
    341     "collapsed": false
    342    },
    343    "outputs": [
    344     {
    345      "name": "stdout",
    346      "output_type": "stream",
    347      "text": [
    348       "Time: 0.47 seconds.\n"
    349      ]
    350     }
    351    ],
    352    "source": [
    353     "start = time.time()\n",
    354     "data = get_pricing(tickers, fields='close_price', start_date='2014-01-01', end_date='2016-04-04')\n",
    355     "end = time.time()\n",
    356     "print \"Time: %0.2f seconds.\" % (end - start)"
    357    ]
    358   },
    359   {
    360    "cell_type": "code",
    361    "execution_count": 12,
    362    "metadata": {
    363     "collapsed": false
    364    },
    365    "outputs": [
    366     {
    367      "data": {
    368       "image/png": 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oRnQtjsFoo3Zc8y2rswKAcHCQwjlOAy53mQ+tuo13YLaVYLYWc6b5BYicw+9u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\n7r4jbN79AYzjGnsurOsu03HyY/y5vXC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cowtLJzNdbYDRHH6A4uyqBlXF77VHbR8sLrEA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NGikwyhFUrHRqauagg+MG8lC8pnjiuC59ribS4lp2xe2mW4t83f3Z5xdzoh6xZsV/fY8Qek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\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lJe7u7pw8eRKAvLw84uLi+Oabbxg1alQv30HfIzmrP5K1+tfdWSuFc56QrNWP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\n6i38VwAAAABJRU5ErkJggg==\n",
    369       "text/plain": [
    370        "<matplotlib.figure.Figure at 0x7f5398281b90>"
    371       ]
    372      },
    373      "metadata": {},
    374      "output_type": "display_data"
    375     },
    376     {
    377      "data": {
    378       "image/png": 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iC48iirB1Qoe5ODtkiMstJjqyLGelpg6/wxyk+C/OHIFeDI53aTSi7Y2I4WGM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M3+TmdqVxrzw0tGRX4hPVA4Tb2SKTr3EiTjMVFY9jgJWbvtLrQQFVtz8pl/w9qZz7O+fYk86S/M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\nCg4PD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Ptctj01PLJ0fhF4nYRPTr7JT378zJ73AUghK7BmS9MCub/saI+LlnvWtW8qdJs/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PZmYmMjMzDb63YMECVFZWIiEhQTdDo1Yb/qjy8nI899xzWL58ORISEgAAQUFBXb6uPWlp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\nIiIiIsViwENERERERIr1/wHGDwFZRmVCrgAAAABJRU5ErkJggg==\n",
    379       "text/plain": [
    380        "<matplotlib.figure.Figure at 0x7f537f2402d0>"
    381       ]
    382      },
    383      "metadata": {},
    384      "output_type": "display_data"
    385     }
    386    ],
    387    "source": [
    388     "returns = data.pct_change()\n",
    389     "returns = returns - returns.mean(skipna=True) # de-mean the returns\n",
    390     "\n",
    391     "data.plot(legend=None);\n",
    392     "returns.plot(legend=None); "
    393    ]
    394   },
    395   {
    396    "cell_type": "markdown",
    397    "metadata": {},
    398    "source": [
    399     "Now we need to generate some weights."
    400    ]
    401   },
    402   {
    403    "cell_type": "code",
    404    "execution_count": 13,
    405    "metadata": {
    406     "collapsed": false
    407    },
    408    "outputs": [
    409     {
    410      "data": {
    411       "image/png": 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NLAtgXhOIAGCeGx4eztZdA2edPUp+cwYJgIkJRADQBixuAjA9AhEAtLlqtZqhoaEsWrTo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\nAElFTkSuQmCC\n",
    412       "text/plain": [
    413        "<matplotlib.figure.Figure at 0x7f537eaed4d0>"
    414       ]
    415      },
    416      "metadata": {},
    417      "output_type": "display_data"
    418     }
    419    ],
    420    "source": [
    421     "def scale(x):\n",
    422     "    return x / np.sum(np.abs(x))\n",
    423     "\n",
    424     "weights = scale(np.random.random(num_stocks))\n",
    425     "plt.bar(np.arange(num_stocks),weights);"
    426    ]
    427   },
    428   {
    429    "cell_type": "markdown",
    430    "metadata": {},
    431    "source": [
    432     "Now let's compute the VaR for $\\alpha = 0.95$. We'll write this as $VaR_{\\alpha=0.95}$ from now on."
    433    ]
    434   },
    435   {
    436    "cell_type": "code",
    437    "execution_count": 14,
    438    "metadata": {
    439     "collapsed": false
    440    },
    441    "outputs": [
    442     {
    443      "data": {
    444       "text/plain": [
    445        "-15855.958346392685"
    446       ]
    447      },
    448      "execution_count": 14,
    449      "metadata": {},
    450      "output_type": "execute_result"
    451     }
    452    ],
    453    "source": [
    454     "value_at_risk(value_invested, returns, weights, alpha=0.95, lookback_days=520)"
    455    ]
    456   },
    457   {
    458    "cell_type": "markdown",
    459    "metadata": {},
    460    "source": [
    461     "Let's visualize this."
    462    ]
    463   },
    464   {
    465    "cell_type": "code",
    466    "execution_count": 15,
    467    "metadata": {
    468     "collapsed": false
    469    },
    470    "outputs": [
    471     {
    472      "data": {
    473       "image/png": 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Pnj2aOHGizGaz8vPz5e/vr3379qlRo0aSpBo1amjKlCk6duzYTY/DjcY5ePCgGjduLEmq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\nOLa40zjVa7ZWrSt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k6dChQ5o7d65KS0vlcrksR7AAAPGNESYAgKOc\nO3dOL730kowxOnPmjDIzM/Xxxx9r7dq1OnjwYHhZU1OTamtr9fDDD3dqv8YYjRgxIvw6OztbaWlp\nkqTMzEwFg8EuOR8AQPdGYAIAOMrfr2Havn271q1bp6ysLPXu3VszZszQK6+80m79U6dOhf++eXSp\ntbVVCQl/TaZISkoK/52YmNhuXWNM1M4BANBzMCUPAOAofw8u48ePV79+/fTll18qNzdXFRUVCoVC\nkqSVK1fq5MmTSkhIUGtrqyQpNTVVwWBQLS0tCoVCqqqqisk5AAB6DkaYAACOcvMo0cKFC+XxeLR+\n/Xrl5ubK6/UqMTFRQ4cO1YMPPqi2tjbdf//9mjp1qtavX68pU6Zo6tSpeuihh/TYY49Z7hcAgM5w\nGeYgAAAAAECHmJIHAAAAABYITAAAAABggcAEAAAAABYITAAAAABggcAEAAAAABYITAAAAABggcAE\nAAAAABb+Dxi0dp9qj0qsAAAAAElFTkSuQmCC\n",
    474       "text/plain": [
    475        "<matplotlib.figure.Figure at 0x7f5384658ed0>"
    476       ]
    477      },
    478      "metadata": {},
    479      "output_type": "display_data"
    480     }
    481    ],
    482    "source": [
    483     "lookback_days = 520\n",
    484     "alpha = 0.95\n",
    485     "\n",
    486     "# Multiply asset returns by weights to get one weighted portfolio return\n",
    487     "portfolio_returns = returns.fillna(0.0).iloc[-lookback_days:].dot(weights)\n",
    488     "\n",
    489     "portfolio_VaR = value_at_risk(value_invested, returns, weights, alpha=0.95)\n",
    490     "# Need to express it as a return rather than absolute loss\n",
    491     "portfolio_VaR_return = portfolio_VaR / value_invested\n",
    492     "\n",
    493     "plt.hist(portfolio_returns, bins=20)\n",
    494     "plt.axvline(portfolio_VaR_return, color='red', linestyle='solid');\n",
    495     "plt.legend(['VaR for Specified Alpha as a Return', 'Historical Returns Distribution'])\n",
    496     "plt.title('Historical VaR');\n",
    497     "plt.xlabel('Return');\n",
    498     "plt.ylabel('Observation Frequency');"
    499    ]
    500   },
    501   {
    502    "cell_type": "markdown",
    503    "metadata": {},
    504    "source": [
    505     "The distribution looks visibly non-normal, but let's confirm that the returns are non-normal using a statistical test. We'll use Jarque-Bera, and our p-value cutoff is 0.05."
    506    ]
    507   },
    508   {
    509    "cell_type": "code",
    510    "execution_count": 16,
    511    "metadata": {
    512     "collapsed": false
    513    },
    514    "outputs": [
    515     {
    516      "name": "stdout",
    517      "output_type": "stream",
    518      "text": [
    519       "The portfolio returns are likely not normal.\n"
    520      ]
    521     }
    522    ],
    523    "source": [
    524     "from statsmodels.stats.stattools import jarque_bera\n",
    525     "\n",
    526     "_, pvalue, _, _ = jarque_bera(portfolio_returns)\n",
    527     "\n",
    528     "if pvalue > 0.05:\n",
    529     "    print 'The portfolio returns are likely normal.'\n",
    530     "else:\n",
    531     "    print 'The portfolio returns are likely not normal.'"
    532    ]
    533   },
    534   {
    535    "cell_type": "markdown",
    536    "metadata": {},
    537    "source": [
    538     "Sure enough, they're likely not normal, so it would be a big mistake to use a normal distribution to underlie a VaR computation here."
    539    ]
    540   },
    541   {
    542    "cell_type": "markdown",
    543    "metadata": {},
    544    "source": [
    545     "## We Lied About 'Non-Parametric'\n",
    546     "\n",
    547     "You'll notice the VaR computation conspicuously uses a lookback window. This is a parameter to the otherwise 'non-parametric' historical VaR. Keep in mind that because lookback window affects VaR, it's important to pick a lookback window that's long enough for the VaR to converge. To check if our value has seemingly converged let's run an experiment.\n",
    548     "\n",
    549     "Also keep in mind that even if something has converged on a say 500 day window, that may be ignoring a financial collapse that happened 1000 days ago, and therefore is ignoring crucial data. On the other hand, using all time data may be useless for reasons of non-stationarity in returns varaince. Basically as returns variance changes over time, older measurements may reflect state that is no longer accurate. For more information on non-stationarity you can check out [this lecture](https://www.quantopian.com/lectures/integration-cointegration-and-stationarity)."
    550    ]
    551   },
    552   {
    553    "cell_type": "code",
    554    "execution_count": 17,
    555    "metadata": {
    556     "collapsed": false
    557    },
    558    "outputs": [
    559     {
    560      "data": {
    561       "image/png": 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5zFgvBQAAAECYELxivYBegmd5ual6AQAAAPHC8sFrtCWvwFleTDYEAAAA4ofl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\nAAAAgGUELwAAAACwjOAFAAAAAJb9H7ZOf/cUsVBnAAAAAElFTkSuQmCC\n",
    562       "text/plain": [
    563        "<matplotlib.figure.Figure at 0x7f538416df50>"
    564       ]
    565      },
    566      "metadata": {},
    567      "output_type": "display_data"
    568     }
    569    ],
    570    "source": [
    571     "N = 1000\n",
    572     "VaRs = np.zeros((N, 1))\n",
    573     "for i in range(N):\n",
    574     "    VaRs[i] = value_at_risk(value_invested, returns, weights, lookback_days=i)\n",
    575     "\n",
    576     "plt.plot(VaRs)\n",
    577     "plt.xlabel('Lookback Window')\n",
    578     "plt.ylabel('VaR');"
    579    ]
    580   },
    581   {
    582    "cell_type": "markdown",
    583    "metadata": {},
    584    "source": [
    585     "We can see here that VaR does appear to converge within a 400-600 lookback window period. Therefore our 520 day parameter should be fine. In fact, 1000 may be better as it uses strictly more information, but more computationally intensive and prey to stationarity concerns.\n",
    586     "\n",
    587     "It can be useful to do analyses like this when evaluating whether a VaR is meaningful. Another check we'll do is for stationarity of the portfolio returns over this time period."
    588    ]
    589   },
    590   {
    591    "cell_type": "code",
    592    "execution_count": 18,
    593    "metadata": {
    594     "collapsed": false
    595    },
    596    "outputs": [
    597     {
    598      "name": "stdout",
    599      "output_type": "stream",
    600      "text": [
    601       "Process is likely stationary.\n"
    602      ]
    603     }
    604    ],
    605    "source": [
    606     "from statsmodels.tsa.stattools import adfuller\n",
    607     "\n",
    608     "results = adfuller(portfolio_returns)\n",
    609     "pvalue = results[1]\n",
    610     "\n",
    611     "if pvalue < 0.05:\n",
    612     "    print 'Process is likely stationary.'\n",
    613     "else:\n",
    614     "    print 'Process is likely non-stationary.'"
    615    ]
    616   },
    617   {
    618    "cell_type": "markdown",
    619    "metadata": {},
    620    "source": [
    621     "## Conditional Value at Risk (CVaR)\n",
    622     "\n",
    623     "CVaR is what many consider an improvement on VaR, as it takes into account the shape of the returns distribution. It is also known as Expected Shortfall (ES), as it is an expectation over all the different possible losses greater than VaR and their corresponding estimated likelihoods.\n",
    624     "\n",
    625     "If you are not familiar with expectations, much content is available online. However we will provide a brief refresher.\n",
    626     "\n",
    627     "### Expected Value\n",
    628     "\n",
    629     "Say you have a fair six sided die. Each number is equally likely. The notion of an expectation, written as $\\mathrm{E}(X)$, is what should you expect to happen out of all the possible outcomes. To get this you multiply each event by the probability of that event and add that up, think of it as a probability weighted average. With a die we get\n",
    630     "\n",
    631     "$$1/6 \\times 1 + 1/6 \\times 2 + 1/6 \\times 3 + 1/6 \\times 4 + 1/6 \\times 5 + 1/6 \\times 6 =  3.5$$\n",
    632     "\n",
    633     "When the probabilities are unequal it gets more complicated, and when the outcomes are continuous we have to use integration in closed form equations. Here is the formula for CVaR.\n",
    634     "\n",
    635     "$$CVaR_{\\alpha}(x) \\approx \\frac{1}{(1-\\alpha)} \\int_{f(x,y) \\geq VaR_{\\alpha}(x)} f(x,y)p(y)dy dx$$"
    636    ]
    637   },
    638   {
    639    "cell_type": "code",
    640    "execution_count": 19,
    641    "metadata": {
    642     "collapsed": false
    643    },
    644    "outputs": [],
    645    "source": [
    646     "def cvar(value_invested, returns, weights, alpha=0.95, lookback_days=520):\n",
    647     "    # Call out to our existing function\n",
    648     "    var = value_at_risk(value_invested, returns, weights, alpha, lookback_days=lookback_days)\n",
    649     "    returns = returns.fillna(0.0)\n",
    650     "    portfolio_returns = returns.iloc[-lookback_days:].dot(weights)\n",
    651     "    \n",
    652     "    # Get back to a return rather than an absolute loss\n",
    653     "    var_pct_loss = var / value_invested\n",
    654     "    \n",
    655     "    return value_invested * np.nanmean(portfolio_returns[portfolio_returns < var_pct_loss])"
    656    ]
    657   },
    658   {
    659    "cell_type": "markdown",
    660    "metadata": {},
    661    "source": [
    662     "Let's compute CVaR on our data and see how it compares with VaR."
    663    ]
    664   },
    665   {
    666    "cell_type": "code",
    667    "execution_count": 20,
    668    "metadata": {
    669     "collapsed": false
    670    },
    671    "outputs": [
    672     {
    673      "data": {
    674       "text/plain": [
    675        "-20763.593360233601"
    676       ]
    677      },
    678      "execution_count": 20,
    679      "metadata": {},
    680      "output_type": "execute_result"
    681     }
    682    ],
    683    "source": [
    684     "cvar(value_invested, returns, weights, lookback_days=500)"
    685    ]
    686   },
    687   {
    688    "cell_type": "code",
    689    "execution_count": 21,
    690    "metadata": {
    691     "collapsed": false
    692    },
    693    "outputs": [
    694     {
    695      "data": {
    696       "text/plain": [
    697        "-16025.325166269373"
    698       ]
    699      },
    700      "execution_count": 21,
    701      "metadata": {},
    702      "output_type": "execute_result"
    703     }
    704    ],
    705    "source": [
    706     "value_at_risk(value_invested, returns, weights, lookback_days=500)"
    707    ]
    708   },
    709   {
    710    "cell_type": "markdown",
    711    "metadata": {},
    712    "source": [
    713     "CVaR is higher because it is capturing more information about the shape of the distribution, AKA the moments of the distribution. If the tails have more mass, this will capture that. In general it is considered to be a far superior metric compared with VaR and you should use it over VaR in most cases.\n",
    714     "\n",
    715     "Let's visualize what it's capturing."
    716    ]
    717   },
    718   {
    719    "cell_type": "code",
    720    "execution_count": 22,
    721    "metadata": {
    722     "collapsed": false
    723    },
    724    "outputs": [
    725     {
    726      "data": {
    727       "image/png": 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4Y+Li4njrrbdYuHAhY8eO5dy5cyQlJTF48GAaN25MmzZteOGFFyhSpIhFUXXr1i1u3rxp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\n",
    728       "text/plain": [
    729        "<matplotlib.figure.Figure at 0x7f538466c510>"
    730       ]
    731      },
    732      "metadata": {},
    733      "output_type": "display_data"
    734     }
    735    ],
    736    "source": [
    737     "lookback_days = 520\n",
    738     "alpha = 0.95\n",
    739     "\n",
    740     "# Multiply asset returns by weights to get one weighted portfolio return\n",
    741     "portfolio_returns = returns.fillna(0.0).iloc[-lookback_days:].dot(weights)\n",
    742     "\n",
    743     "portfolio_VaR = value_at_risk(value_invested, returns, weights, alpha=0.95)\n",
    744     "# Need to express it as a return rather than absolute loss\n",
    745     "portfolio_VaR_return = portfolio_VaR / value_invested\n",
    746     "\n",
    747     "portfolio_CVaR = cvar(value_invested, returns, weights, alpha=0.95)\n",
    748     "# Need to express it as a return rather than absolute loss\n",
    749     "portfolio_CVaR_return = portfolio_CVaR / value_invested\n",
    750     "\n",
    751     "# Plot only the observations > VaR on the main histogram so the plot comes out\n",
    752     "# nicely and doesn't overlap.\n",
    753     "plt.hist(portfolio_returns[portfolio_returns > portfolio_VaR_return], bins=20)\n",
    754     "plt.hist(portfolio_returns[portfolio_returns < portfolio_VaR_return], bins=10)\n",
    755     "plt.axvline(portfolio_VaR_return, color='red', linestyle='solid');\n",
    756     "plt.axvline(portfolio_CVaR_return, color='red', linestyle='dashed');\n",
    757     "plt.legend(['VaR for Specified Alpha as a Return',\n",
    758     "            'CVaR for Specified Alpha as a Return',\n",
    759     "            'Historical Returns Distribution', \n",
    760     "            'Returns < VaR'])\n",
    761     "plt.title('Historical VaR and CVaR');\n",
    762     "plt.xlabel('Return');\n",
    763     "plt.ylabel('Observation Frequency');"
    764    ]
    765   },
    766   {
    767    "cell_type": "markdown",
    768    "metadata": {},
    769    "source": [
    770     "###Checking for Convergence Again\n",
    771     "\n",
    772     "Finally, we'll check for convergence."
    773    ]
    774   },
    775   {
    776    "cell_type": "code",
    777    "execution_count": 23,
    778    "metadata": {
    779     "collapsed": false
    780    },
    781    "outputs": [
    782     {
    783      "name": "stderr",
    784      "output_type": "stream",
    785      "text": [
    786       "/usr/local/lib/python2.7/dist-packages/numpy/lib/nanfunctions.py:675: RuntimeWarning: Mean of empty slice\n",
    787       "  warnings.warn(\"Mean of empty slice\", RuntimeWarning)\n"
    788      ]
    789     },
    790     {
    791      "data": {
    792       "image/png": 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8AAAAgFhE8IoBp9d4MdUQAAAAiEUErxjgr3i1UfECAAAAYhLBKwY46GoIAAAA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\niIiX/R8jqsCHNoqrYgAAAABJRU5ErkJggg==\n",
    793       "text/plain": [
    794        "<matplotlib.figure.Figure at 0x7f537e7eeb50>"
    795       ]
    796      },
    797      "metadata": {},
    798      "output_type": "display_data"
    799     }
    800    ],
    801    "source": [
    802     "N = 1000\n",
    803     "CVaRs = np.zeros((N, 1))\n",
    804     "for i in range(N):\n",
    805     "    CVaRs[i] = cvar(value_invested, returns, weights, lookback_days=i)\n",
    806     "\n",
    807     "plt.plot(CVaRs)\n",
    808     "plt.xlabel('Lookback Window')\n",
    809     "plt.ylabel('VaR');"
    810    ]
    811   },
    812   {
    813    "cell_type": "markdown",
    814    "metadata": {},
    815    "source": [
    816     "# Sources\n",
    817     "\n",
    818     " * http://www.wiley.com/WileyCDA/WileyTitle/productCd-1118445597.html\n",
    819     " * http://www.ise.ufl.edu/uryasev/publications/\n",
    820     " * http://www.ise.ufl.edu/uryasev/files/2011/11/VaR_vs_CVaR_CARISMA_conference_2010.pdf\n",
    821     " * http://faculty.washington.edu/ezivot/econ589/me20-1-4.pdf"
    822    ]
    823   },
    824   {
    825    "cell_type": "markdown",
    826    "metadata": {},
    827    "source": [
    828     "*This presentation is for informational purposes only and does not constitute an offer to sell, a solicitation to buy, or a recommendation for any security; nor does it constitute an offer to provide investment advisory or other services by Quantopian, Inc. (\"Quantopian\"). Nothing contained herein constitutes investment advice or offers any opinion with respect to the suitability of any security, and any views expressed herein should not be taken as advice to buy, sell, or hold any security or as an endorsement of any security or company.  In preparing the information contained herein, Quantopian, Inc. has not taken into account the investment needs, objectives, and financial circumstances of any particular investor. Any views expressed and data illustrated herein were prepared based upon information, believed to be reliable, available to Quantopian, Inc. at the time of publication. Quantopian makes no guarantees as to their accuracy or completeness. All information is subject to change and may quickly become unreliable for various reasons, including changes in market conditions or economic circumstances.*"
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