{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Distribution of Variance in Trade Volume\n", "By John Loeber\n", "\n", "Notebook released under the Creative Commons Attribution 4.0 License.\n", "\n", "---\n", "\n", "In this notebook, I'm going to investigate the distribution of **variance in trade volume**. I will restrict the investigation to equities satisfying the following criteria:\n", "- Sector: Technology ([Morningstar ID](https://www.equitieslab.com/wiki/admin/morningstar-sector) 311)\n", "- Market Cap: $1b+\n", "\n", "This is part of a larger project: I am currently working on optimizing stop-losses, and I'm developing volume-based metrics for classifying stocks for that purpose. The conclusion of this notebook -- that **variance in trade volume is approximately log-normally distributed** (for equities satisfying the above criteria) -- is an important result in that context, as it allows us to make powerful statistical assumptions about the structure of trade volume data." ] }, { "cell_type": "code", "execution_count": 162, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# import necessary libraries\n", "import datetime\n", "import numpy\n", "import matplotlib\n", "from matplotlib import pyplot\n", "import math\n", "from collections import Counter\n", "from scipy import stats\n", "\n", "# initialize fundamentals in the notebook\n", "# fundamentals: https://www.quantopian.com/help#ide-fundamentals\n", "fundamentals = init_fundamentals()" ] }, { "cell_type": "code", "execution_count": 124, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# helper function\n", "def addDays(s,n):\n", " \"\"\" takes a date in string format and adds n days to it\"\"\"\n", " end = datetime.datetime.strptime(s,'%Y-%m-%d') + datetime.timedelta(days=n)\n", " return end.strftime('%Y-%m-%d')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# grab appropriate data, organize by year\n", "dates = ['2002-01-03', '2003-01-03', '2004-01-03', '2005-01-03', '2006-01-03', '2007-01-03', \n", " '2008-01-03', '2009-01-03', '2010-01-03', '2011-01-03', '2012-01-03', '2013-01-03', '2014-01-03']\n", "years = range(2002,2015)" ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# create a dictionary that maps every year in the time period to a list of equities (by sid)\n", "# under consideration for that year\n", "tablesPerYear = {}\n", "\n", "for i in range(13):\n", " # query the fundamentals dataset to get equities fitting our criteria\n", " tablesPerYear[years[i]] = [x.sid for x in list(get_fundamentals(query()\n", " .filter(fundamentals.asset_classification.morningstar_sector_code == 311)\n", " .filter(fundamentals.valuation.market_cap > 1000000000)\n", " , dates[i]))]" ] }, { "cell_type": "code", "execution_count": 125, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# go through the dictionary and get data on trade volumes and variances for a given period\n", "\n", "def getMultiDayData(periods,n):\n", " \"\"\"where n = number of days, periods = list of dates to start at\"\"\"\n", " # dicts mapping years to lists of trade volumes / lists of variances\n", " periodicTradeVolumes = {} \n", " periodicVariances = {} \n", "\n", " for i in range(13):\n", " year = years[i]\n", " start = periods[i]\n", " end = addDays(periods[i],n)\n", " # collect volumes and variances for that year\n", " tradeVol = []\n", " variances = []\n", " for sid in tablesPerYear[year]:\n", " prices = get_pricing(sid, \n", " start_date = start, \n", " end_date = end,\n", " # note: only grabbing volume\n", " fields = 'volume',\n", " frequency = 'daily')\n", " # get a list of the volumes\n", " numerical = [x for x in prices if not numpy.isnan(x)]\n", " # compute variance, add to list of variances for year\n", " variance = numpy.var(numerical)\n", " variances.append(variance)\n", " # concatenate the list of trade volumes with the list of volumes from this sid\n", " tradeVol += numerical\n", " periodicTradeVolumes[year] = [z for z in tradeVol]\n", " periodicVariances[year] = variances\n", " \n", " return periodicTradeVolumes, periodicVariances" ] }, { "cell_type": "code", "execution_count": 118, "metadata": { "collapsed": false }, "outputs": [], "source": [ "annualTradeVolumes, annualVariances = getMultiDayData(dates,365)" ] }, { "cell_type": "code", "execution_count": 119, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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gsrKSadOm+Qo3BENzM0UAGIYRB9wPJHyuv5bPiYiIiIh0UiO/0ZfCkq2c6pYEQK+6jQwd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\np05lxIgRJCYmAtCuXTsKCgoAOHDgAG3btvXbxsaNG9myZQuDBw9m7Ni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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To screen for anomalies and get a better feel for the data,\n", "# I took a look at the trade-volume distributions by year.\n", "\n", "fig = pyplot.figure()\n", "ax1 = fig.add_subplot(211)\n", "ax2 = fig.add_subplot(212)\n", "# make a colormap\n", "cmap = pyplot.get_cmap('jet')\n", "# 13 is the number of different colors we want\n", "colors = cmap(numpy.linspace(0.1,0.9,13))\n", "for i in range(13):\n", " # where 900m is roughly the global max in variance over the time period\n", " n, bins, patches = ax1.hist(annualTradeVolumes[years[i]],bins=50, range=(0,900000000))\n", " bins_mean = [0.5 * (bins[j] + bins[j+1]) for j in range(len(n))]\n", " ax2.scatter(bins_mean, map(lambda x: math.log(x) if x>1 else 0, n), c=colors[i], label=years[i], alpha = 0.75)\n", " ax2.legend()\n", " pyplot.xlabel(\"Annual Trade Volume\")\n", " pyplot.ylabel(\"Log-Number of Companies\")\n", "# delete the first subplot -- we don't need it, we only had to construct it to derive the second\n", "fig.delaxes(ax1)\n", "pyplot.draw()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot above isn't particularly critical to drawing conclusions -- it just supplies further intuition for the structure of the annual trade volume data. Sometimes it's important to play with the data and make plots like this just to better understand it.\n", "\n", "The plot is useful in that it shows that the dispersion of the number of companies trading at a certain trade volume has changed slightly over the years: between 2005 and 2009, far more stocks were trading at higher volumes, compared to recent years as well as 2002-2003. I have no immediate explanation for this phenomenon. \n", "\n", "Note that the red dots at the bottom are masking dots from other years, and that a value of 0 on the log-scale corresponds to 1 in actuality." ] }, { "cell_type": "code", "execution_count": 133, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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wkSRJKp6OdIrb5t7OvcseYmT1COacfjkd6RQ3/O1mAGeWtF8JEmT2cilnR0cH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\nAABJRU5ErkJggg==\n", 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Vbz/+dq7dh/fy5d9+I4E0Ol3ZQzW0bZ1CScVhyiasTDqOpF6ukMJ0fozxvwPN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\nKcaY/saYEHAJsKDJPguAKwCMMROAfdbaslYeKyIiIiIi4ir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msGqmFd8H3BVCmAVkY4zHko8lSVJ1TpsZz9EljSr0tJFr7iPfupPhHdelHUfS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\noBq4xlq7uKX7ikyaOYVlpRaAwZ1NzJ5h0NDOSjqew1GM/hy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dyOhShokfKlXieL7CRU3KnhD1Ow6ADMa7BwAgIx041qRt7XtUnl+qy6Ys8jsO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\nd+o36ed7fqup+aW6a8FH/Y4DwAOdx1v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+3aqrq8tJXEhN/z15YSNwlOSpQ0TtQpzIGQIV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\n2kjPA7+01j7md14iIiKge5hERMR/L6eLpQJSl7v9q7/piIi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rr+/hPAAA9AtH10k6KlRcp9wL3lAg+KfZGpKHixWv7xxJahvQ4xlSsXy1b56h+N4GRUZZ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\nTWBQGWl9qijos4VIUzahD4cT3nkMuP6E5CS9gwo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YmUa2JElDgYVJkjRgpEYdoHbOKtKjD1Iqpsltm09+x1wo9sevq3K37u0m3bCfVPr05clP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\nrLW5kcdPES6ODq572VobigyTexVw6nie54GpxpgAcA2w2Fq7g3DP0vP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+u4rj5gP9n8Tc2beuGpdzrCRJFSVJwgObHiGTyXD70pvSjqPLVNi7mCSB/Lwt\nlN+CIklDq5ppxfcAt4UQJgHZGOPxKs99OT+1LunY9vb2y/iSGku8FgReByobeB3s7trPlle2s3zS\nIjo3bKWTrXR2dqaUTpcr6W6keGgu+Rl7yE49QOnILADWrVvH8eOv/ZPFnwcCrwNdmosWphDCO+lX\nYEIIAMQYv3uRQ3cBC/stL6Q8UlSNSzp27dq1VZ5eY1l7e7vXgrwOBJz/Onjyqf8FwHtffxevm1N+\nPLapqQm+7S1do1VhzxLyM/aQn7uFniMzAVi9ejVtbeW3oPjzQOB1oNcMtjhX86a33+W1wjQBuAZ4\nDrhYYXoWWB5CaAV2A++lPOPe+WQu41hJkqpytOsYT+xoZ17TbK6avSLtOBoiyekmiq/MJNdygGzT\nK/BK2okkjSXV3JJ3c//lEMIq4PeqOK7Q97LbB4Ec8NUY4/oQwgf7tt8bQpgDPANMAUohhHuAVTHG\nE+c7dnDfmiRJZ/vBlicolArcvuwmMpmBf6vTaFbYs4Rcy4HyjHnb56YdR9IYUs0I01lijC+HEKqa\ngzXGeD9w/4B19/b7fC9n33p3wWMlSbpUpVKJhzc/TkO+gZtb35R2HA2x0okWisemkZt6kHzT1LTj\nSBpDBvsMUw64Dhj0e5kkSUpT+56XOHjqMLctvZHG+olpx1ENFHYvITflMFPf1MEnnv9jVu9ewSdu\nviftWJJGucE+w1QAOoB/WrNEkiTVwAObHgHgjmVvTTeIaiY/dysAmUz5Hy4v7dvAh+77GO+efnOq\nuSSNboN+hkmSpNFm97G9vLRvA6tmLueKqb7Wb6zKTjl0zrrDp4/wt3se4p3ckUIiSWNBNbfk/Sbn\nvhfpzJOySYzxT4c8lSRJQ+jBjscAuGO5o0uSpMGp5pa8nwNuAr5PuSi9HXgEOPfPOJIkjTBdvV08\nsu1JWiY2c938a9KOoxoqHZtOrvnsf55MmzjVW/IkXZZqClMGuDrGuBUghLAY+G8xxg/UNJkkSUPg\nsc6fcLq3i3e13UI+m0s7jmqoJ17HhGt+SKa+G4BsJsufvvsPef6551NOJmk0y1axT+uZsgTQ9/ni\n2kWSJGloJEnCgx2PkstkuXXpjWnH0TDo3riGYleeukyeUlLipX0b0o4kaZSrpjDtDSF8IoQwN4Qw\nL4TwcWBPrYNJknS5dnTtZcfR3bxhwbW0TGxOO46GQXKqmcOPruRfLi9P6Ptwx+MpJ5I02lVTmN4H\nXAOsA161LuZ5AAAgAElEQVTq+/x9tQwlSdJQeO7oy4CTPYxH8xtns7hlIc/u/inHCyfTjiNpFKtm\nWvFdwC8MQxZJkobM4dNH2HRiG4ua57NixrK042iYZTIZblt6E19+9i948VjkZm5KO5KkUeqiI0wh\nhEkhhP8SQvhG3/KKEMLP1z6aJEmX7nubf0SJhDuWv5VMJnPxAzTm3HDF65mYn8CLRzdQLBXTjiNp\nlKrmlrwvAXWUb8UD2AX8Qa0CSZJ0uQrFAt/b/DgN2XpuWHR92nGUkgl1E7ix9XpOFE/x3J51aceR\nNEpVU5heF2P8faAbIMZ4nNdeXCtJ0ojzk10vcKTrGKubljMh35B2HKXo9qXlW/Ee7nt5sSQNVjWF\nqbv/QghhQpXHSZKUigc7HgVgTfOqlJMobVdMnc/8CbN5ce969p04kHYcSaNQNcXnsb6pxCeEEG4G\n/hr4h5qmkiTpEnUe2cn6Ax1cPWcl0+qdSlxwbfMKEhK+t/lHaUeRNApVU5j+PeVb8I4DnwWexmeY\nJEkj1IObyqNLdyxzKnGVhUmLaaqfxA+3PkFvsTftOJJGmQtOKx5CyAF/GmP8NeC/DE8kSZIuzcme\nUzze+RNmNk5jzdyreH7v82lH0giQz+a5efGb+Mf4PZ7e+QI3LLou7UiSRpELjjDFGIvA64YpiyRJ\nl+WRrU/SXezhtmU3kc36uK1ec+vSGwF4ePPjKSeRNNpc9MW1wA9CCF8E/gw4cWZljPHlmqWSJGmQ\nSkmJhzoeoy6b5+1L3pJ2HI0wc5tmcdXsFby0bwM7j+5hQfPctCNJGiWq+fPb3cA7gb8EvtPvQ5Kk\nEeOlfRvYc2I/b77i9UxpmJx2HI1Aty/rm2LcUSZJg1BxhCmEsDzGuCnG2DqMeSRJuiRO9qCLWTvv\ndbRMaObRbU9x9+vu8h1dkqpyoRGmvzrzSQjhb4chiyRJl2T/yUO0736JpdMWsWx6a9pxNELlszne\nvuQtnOo9zRPb29OOI2mUqPaJ2CU1TSFJ0mV4uOMxEhJHl3RRtyx9C5lMhoc3P5Z2FEmjhFMISZJG\ntZ5iLz/Y8mOa6ifx5iten3YcjXAzGqexdu5VbD7cyZbDnWnHkTQKXGiWvMUhhL+i/NLa1hDCX/fb\nlsQYf7G20SRJurgntj/L8Z6T3LXidupzdWnH0Shw27IbeXb3T3lo8+N8aNqitONIGuEuVJh+C0go\nF6aBs+IlNUskSdIgPNjxKBky3NY3A5p0MVfPXsXMSdP5ceczvO/qX6CxfmLakSSNYBULU4zxfw1j\nDkmSBq3j0DY2H+7k9fNex6xJ09OOo1Eim81y29Ib+cZPv8VjnU9z5/Kb044kaQTzGSZJ0qj1QMcj\nANyx3MkeNDg3L34TuWyuPGFI4o0zkiq70C15kiSNGD09PWzbtu3V5ZOF0zzR+SzTG6bScDTHxmMb\nzzmms7OTpqami55769atQxlVKSsVC2f9N610HayaspSXjmzk4ecfoXXy/KrP39raSn19/ZBklTTy\nWZgkSaPCtm3b+NWPfYPG5lkATFx8gMltRTpfnMiH7/t+5QO/vfei5z60cz3TF6wcqqhKWdeJQ3zy\ny0/S2Lz5tZXnuQ7qWnqZej188dGHOP7SwqrOferofr7+6V+mra1tqOJKGuEqFqYQQuOFDowxnhr6\nOJIkVdbYPIvJLfOBhIZFm0iKOXInVzG55fJmxzt1dN/QBNSI8dq1ciEJpdP7aZhzlGTvGig4aiTp\nXBd6hunEBT6O1z6aJEnnl516gGxDF8VDc6HoVOK6VBkK+xeSySbkZ+xKO4ykEepCs+RlAUIInwC6\ngC9TnmL8XwENw5JOkqTzyM8uv3C0sM936OjyFA/OJ1m4kdysHRT2tlL+p44kvaaaZ5j+SYzx2n7L\nnwshPAf8YY0ySZJUUWbCSXLNhygeayE5ffEJHaQLKtZRPDSX/MxdZKcconRsRtqJJI0w1UwrPiGE\nsPzMQghhGeAb3iRJqcjP2g5Acf8VKSfRWFHYX57wIT9rR8pJJI1E1YwwfRx4sm9UCeBa4NdrF0mS\npApyJXIzdpH0NFB8ZXbaaTRGJCebKZ2cQrZlP9R1Qe+EtCNJGkEuOsIUY/w74Ergi8B/A66MMf59\nrYNJkjTQhLlHyOQLFA4sgMR3r2uo9E3+kEnIz9yZdhhJI0y1v22mApkY4z8Cp0MI02qYSZKks3zq\nkS/wief/mMmrdpEkr91CJQ2V4qG5JMVc3215pbTjSBpBLlqYQgjvB/4B+OO+VfOBv6phJkmSXvWp\nR77AS/s2kACZTPljwpVPkmk8mnY0jSWlPMWD88nUd5OdeiDtNJJGkGpGmH4LuA44ChBj3ADMqWUo\nSZLOWLcvnrMuU99NQ9tz59lbunRO/iDpfKqZ9KEnxng8hNB/XbGak4cQ7gQ+D+SAr8QYP3Oeff4E\n+DngFPD+GOPzfes/BvwK5XHxl4APxBi7q/m6kiRJg5WcbqJ4fCrZ5oNkGk6RdDemHUnSCFDNCNPB\n0K8thRB+Bbjon15CCDnKE0XcCawC7g4hrBywzzuAZTHG5ZRn3vtS3/pW4NeANTHGqygXrl+q5huS\nJI0tq2eHc9YlPQ10b1yTQhqNdcX9V5DJQG6mo0ySyqopTL8NfANoCyF0Up5m/LeqOO56oCPGuC3G\n2At8E7hrwD7vAf43QIzxaWBqCGE2cAzoBRpDCHmgEdhVxdeUJI0xH7/po2QzmVeXk54Gul54G8mp\n5hRTaawqHp5NUqgjP3MXZJz8QVJ104pH4A2Un2N6B7A6xthRxbnnc/ZI1M6+dRfdJ8Z4GPgjYDuw\nGzgSY/xeFV9TkjTGvLD3Z5SShLpsnmJX3pEl1VaSo3BgPpm6HnIt+9JOI2kEqOYZJoB6oNC3fwgh\nEGN8+SLHJFWeOzNwRQhhKeVRrFbKk038dQjhn8UY/+JCJ2pvb6/yS2qs81oQeB2MFX+z+0EA3p5d\ny58/eorJLY4sqbaK+xdSN3cbuVnbKR6ee872devWcfz48RSS6XL5e0GX4qKFKYTwr4E/BF7h7Mke\nFl/k0F1A/xdlLKQ8gnShfRb0rbsZeCLGeKgvw98BbwYuWJjWrl17kUgaD9rb270W5HUwRuw/eYgt\nHTtZPq2VGxe9mT//jjcbqPaS7kkUj04n13yIzIQTJF2Tz9q+evVq2traUkqnS+XvBZ0x2OJczQjT\nbwMhxrh7kFmeBZb3TeCwG3gvcPeAfe4DPgJ8M4TwRsq33u0LIUTgEyGEiUAXcCvwk0F+fUnSKPe9\nzY+TkHDbspvKT7ZKw6SwfyG55kPkZ+2gd/vKix8gacyqZtKHnZdQlogxFiiXoQeBl4G/jDGuDyF8\nMITwwb59vgtsCSF0APcCv9G3/gXgzyiXrp/2nfLLg80gSRq9CsUCP9zyBJPqG3nzQv8qrOFVOjKL\npKeB3IxdkK3qbSqSxqhqRpj+cwjhq8B3KI/2ZICkr+xcUIzxfuD+AevuHbD8kQrHfhb4bBX5JElj\n0NO7nudo93He1XYL9fn6tONovEmyFA4soG7+ZnLT9lA8uCDtRJJSUk1heifwLmA5Zz/DdNHCJEnS\npXqo43EAbl12Y8pJNF4VDyw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Ev/nZd9OOJQkLkyTpAp7f8zO2H93Fm694PbMmTU87jjQu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\n", 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kd43rSGkVh4v1lSs+r6qSSv3krUe1pvVt15EAIC0KEwAAeS5Yu1ORWRukRFgDmy9SsqfK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\nAABJRU5ErkJggg==\n", 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+OvdB/nzf33H07HEAqjKV/NmHvpBwKkkjxRXvMMUYtwLLgQ/1fV0fY3yr3MEk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\nAAAASUVORK5CYII=\n", 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JC5OkcVHJM0z3hRDaQgg/G0Kor3oiSZKuUG3YSra5kySBs6Oyaq99iqThZLrB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\npBc5eAKNLcVRZi3ezMN4M2rxpIROsZkXFUsiIhJv0dqB+HK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Dvw8Evg90Yc42wvQ3DMxeRwjh/8YYP3Ce534RWBJCaAV2AR9iYLTqzZz+EeD5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\nc6fjj0vwujwREekBPp+P2aNncM7wydz06s+PWV9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mzZsHmVJJKRZ6T/nvMak4jnH5Bh7b+BTX1F9KXa62omOd6TqYO3cutbWVHUdS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\nref/jqtnL2VU7ggSjkPCSbR7Ocf863SY7+B0WC5xwpHf6lr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qmfThTuDrIYQ/GVguA7c1LpIkSaolaeshP3UX1Z6JVA9NzzqORpJqgfLuhbTM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\nr3zyJmUHy/nc0POZNnCC13FERLql/MyefHvqTUT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# For every year: plot the log of the variances in trade volume, and fit a normal distribution to it\n", "\n", "for i in range(13):\n", " year = years[i]\n", " variances = sorted([math.log(x) for x in annualVariances[year] if not (numpy.isnan(x) or x==0)])\n", " # fitting the histogram\n", " n, bins, patches = pyplot.hist(variances,bins=25,normed=True)\n", " mu = numpy.mean(variances)\n", " sigma = numpy.std(variances)\n", " # fit a normal probability distribution to the data\n", " pdf = stats.norm.pdf(bins, mu, sigma)\n", " pyplot.title(str(year))\n", " pyplot.xlabel(\"Log-Variance\")\n", " pyplot.ylabel(\"Normed Frequency\")\n", " pyplot.plot(bins,pdf, '-o')\n", " pyplot.show()\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "What we see, in every year, is a distribution of log-variances that looks approximately normal. There clearly is a lot of noise and some abnormal skew/kurtosis, but on a whole, the pattern is reasonably clear. We can also consider the entire 13-year dataset in aggregate:" ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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4PJ3STFE1zurYRYsWVXl6DWQtLS3eC/I+EHDqfZAv5Lnnp9+nIdvA+6/5DYbX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\nOfxw7FWM6zvy0PrB+QO4f+YsDxOKiMixGNvnJP7rvFu464P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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aggregateVariances = []\n", "\n", "for i in range(13):\n", " aggregateVariances += [math.log(x) for x in annualVariances[years[i]] if not (numpy.isnan(x) or x==0)]\n", "aggregateVariances.sort()\n", "\n", "n, bins, patches = pyplot.hist(aggregateVariances,bins=25,normed=True)\n", "mu = numpy.mean(aggregateVariances)\n", "sigma = numpy.std(aggregateVariances)\n", "# fit a normal probability distribution to the data\n", "pdf = stats.norm.pdf(bins, mu, sigma)\n", "pyplot.title(\"2002-2015 Variances\")\n", "pyplot.xlabel(\"Log-Variance\")\n", "pyplot.ylabel(\"Normed Frequency Count\")\n", "pyplot.plot(bins,pdf, '-o')\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In aggregate, it seems clear that the log-variance is approximately normally distributed, i.e. that the variance is log-normally distributed. If we want more rigor, we can use a [normal probability plot](https://en.wikipedia.org/wiki/Normal_probability_plot) to confirm this result:" ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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AIOCRGONGwKPlryVJUkPJZuHxx6GoCLbbDu68kxf4Ob25iy15nb/Rt1bBZ9NN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\nqSlasABuuw1GjEgNDTIZOOQQGDQIttq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = pyplot.figure()\n", "ax = fig.add_subplot(111)\n", "stats.probplot(aggregateVariances, plot=ax)\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Which shows, quite definitively, that the 2002-2015 log-variances are normally distributed, but deviate from the normal distribution at the very edges, which hints at some left skew, as we saw in the histograms. We've been looking at normal distributions, so it's important to note that this left skew implies that the log-normal distribution will also be very slightly left-skewed. \n", "\n", "Regardless, with an [$R^2$](https://en.wikipedia.org/wiki/Coefficient_of_determination) value of approximately 0.96, we can confidently conclude that this distribution is approximately normal. (In this case, you can think of $R^2$ as measuring the correlation between the data and the best-fitting normal distribution.)\n", "\n", "However, we should keep in mind the edge-case deviations from the normal distribution." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Further Questions\n", "\n", "Some further questions come to mind:\n", " 1. Is variance in trade volume also log-normally distributed in other industries?\n", " 2. Is variance in trade volume also log-normally distributed over shorter time periods?\n", " \n", "For the first question, we can find the answer easily by changing the sector code in the start of the notebook, and re-running all computations. I did this for a few sectors:\n", " - For sector code 310 (industrials), the answer is yes, but not as clearly -- the distribution is much more noisy, i.e. the data does not fit the log-normal distribution quite as well (R^2 = 0.916 on the normal probability plot).\n", " \n", " - For sector code 206 (healthcare), the answer is also yes, with many of the individual years fitting the log-normal distribution quite well, but the aggregate data fitting the log-normal distribution slightly less well. (R^2 = 0.919)\n", " \n", " - For sector code 102 (consumer cyclical), the answer is yes but with some caveats -- the distributions are generally quite skewed, and though the aggregate data has an R^2 of 0.916 on the normal probability plot, it looks as if it has the lowest kurtosis yet.\n", " \n", " - For sector code 309 (energy), there are some individual years that are quite noisy and not particularly well-described by a log-normal distribution, though many others are. In aggregate, the data fits the log-normal distribution very well (R^2 = 0.95)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the second question, we can randomly select some 30-day and 90-day periods, one for every year. We go back to sector code 311 (technology) for this test. I used an online tool to generate the following random dates." ] }, { "cell_type": "code", "execution_count": 122, "metadata": { "collapsed": true }, "outputs": [], "source": [ "randomDates1 = ['2002-08-24', '2003-03-01', '2004-12-23', '2005-06-14', '2006-08-31', '2007-08-12',\n", " '2008-01-25','2009-02-16','2010-11-09','2011-05-28','2012-01-12','2013-05-10','2014-10-02']\n", "\n", "randomDates2 = ['2002-02-14', '2003-10-11', '2004-08-30', '2005-03-09', '2006-12-02', '2007-05-21',\n", " '2008-06-15','2009-06-09','2010-02-25','2011-05-22','2012-12-31','2013-07-09','2014-05-29']" ] }, { "cell_type": "code", "execution_count": 157, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Note that we'll only need the variance data.\n", "thirtyTradeVolumes, thirtyVariances = getMultiDayData(randomDates,30)" ] }, { "cell_type": "code", "execution_count": 158, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ninetyTradeVolumes, ninetyVariances = getMultiDayData(randomDates,90)" ] }, { "cell_type": "code", "execution_count": 159, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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xEj3zYbQi7GhERERyZu2iC87a5vsw2rmUoP+ClCoVTCKSUbShDc/L7+54ABuW\n2FnbGisb+NS1t4cQjYiIFJre4T4GRgbO2OaPlMNIBeXL9hFrboGyoZCik7CpYBKRjKLz2wFI5HF3\nPIC7r7uTxsqGU6/LI2V85eZ7Oa9xVYhRiYhIIegfGeCvnn6Q1hMHuXLFpdSV1xAfLGPIvZnB7dcQ\nP7GQaMMx5m14lkhtZ9jhSghUMInI+KIjROo6SfTV4Q9XhR3NpD517e00VjYQ8SJEIhESiUTYIYmI\nSJ4bHB3i8z/97+zpauXtTVfx8Wt+h09t+F26nl6H318PoxUM79rIyH6DsmFiazdTtnw3oBxTSlQw\nici4og0deBE/77vjpZzXuIqv3Hwv1zVdxdDoMK0nDoQdkoiI5LHh0WH++pmH2Hnsda5ZuZHbL/8g\nEW+8P409Ro+uZmjHlfjDlZQvf53Yus14sYFxjpVipIJJRMYVnZ+cTryrMAqmlPWLmwF4rWN3yJGI\niEi+Go2P8qVn/55tbY7Ll1/MHVd9mEhk4j+L/b4GhrZfw2jnUqK1x6nY8CwVF/4Hq97TroVui5wK\nJhE5WyRBpL6DxEA1/mB12NFMyfrFawB4tX1XyJGIiEg+iifi3P/8o7x8ZDuXLF3PH179nymLRLM8\nuZyR1y9meO+FQdf16h48TwvdFjsVTCJyltjCHrxoIrn2khd2OFOysKqRJdUL2dmxR+OYRETkDIlE\nggdf+AdePLiVCxc384m33EZ5tHyKV/GId6wcf48Wui1KZWEHICL5p2LxSQDix5eGHMn0rFu8hk17\nn2Nf9yFWzx8/qYmISGm4Z9MDpxY4b5hXx/HBbmzh+fzxtbcTK4uFHJ0UArUwiciZPJ/Y4pMkhubh\n99WFHc20XLgoGMekbnkiIqXtnk0PsK1tJ37y/44PdhP1otx60S3MK583o2snTi44a5s/XMHQrstm\ndF3JPyqYROSUmG1m1a93EClPdWUrrO54KalxTJr4QUSktKValtLF/Th/8/z/mPG1h93l+MMVp177\nPgz+7G3BdORSVFQwiQgQFEvR+k68ZI0UqRgs2MGri6oXsKh6ATs6dpPwNY5JRERyY2jXZYz2R0iM\nRoKJHxYcDTskyQGNYRIRACJ1Z69enhq8Orj1+hAimpkLFzWzqfU59p84TNP8FWGHI3nMzG4E7gei\nwCPOuS+M2b8W+BpwKfAZ59yXkttXAo8BiwEf+Kpz7m/mMnYRmdiGJca2tp1nbKsrr+E3Vt3Erl3j\nd9veu3eqeXBQAAAgAElEQVRv1tf3++s59P2F1CyZT+PbHGVL9hE/dg6Zemgk4qNTuj5AU1MTsZjG\nWoVJBZOIFKX1i9ewqfU5XuvYpYJJMjKzKPAg8A7gELDZzJ5wzu1IO6wT+Bjw7jGnjwAfd85tNbMa\noMXMfjLmXBEJ0Wff/gfc+u07TvU2iA+W8fqPV/PnbAO2jXtO58EdLFixbkrvkxiMkTi+mGhjO151\nN35fw7jHDfZ28rmvPkdV/etZXbe/u52v3/s+mpubpxSPzC4VTCICBINXo/VntjIV8uDVUwvYtu/m\npuafCzkayWNXAHucc60AZvY4cAtwquhxznUAHWb2rvQTnXNHgaPJn3vNbAdwTvq5IhKuXZ1vkPAT\nlHtlDA7AyJ7LqZk/8Rij/u62ab3XaPu5RBvbKVuyn5E3xi+YAKrqF1Mzf/m03kPCoTFMIgIkB68m\nTn8l+MMVDG69vmAHry6uXsDCqkZe0zgmmdhy4EDa64PJbVNiZk0EXfZemJ2wRGQ2PPXGswC8/7yb\n6Xp6XU5zWuJkI4mBaqKNR6BsKGfvI3NPLUwikuRDPIrvJUgMlTGypzBbltKtX7yGn7a+wMHuI6xq\n0NM8GZc/0wsku+N9B7jTOdc70bEtLS0zfbuipXuTme5NZhPdm+HECM+0bqaurIaBfSfnIBqP0bZV\nxJp2ULboIKNHzp+Vq27fvp2enp5pnavPzuxQwSQiAHixAbzyEfoOVND/WvOkXRYKwfpFzfy09QVe\nbd+lgkkyOQSkr268kqCVKStmVg58F/iGc+5fJjt+48aNUw6wFLS0tOjeZKB7k9lk92bT3ucYfmOE\nm+0GLoo1ww+m19VuKuLHluOv3EXZkv2MHlnNbHTm2rBhw7TGMOmzk9lUC0l1yRMRACK1xwEY6iwP\nOZLZc6HWY5LJbQHWmFmTmcWA9wJPZDj2jGmvzMwDHgVec87dn9swRWSqntobdMe7bvXVc/emiTLi\nHcvxYkNE5rfP3ftKTqmFSUQAiNSeAGCoo7xovhgWVy9kQeV8XuvYje/7eF5hLsQrueOcGzWzO4Af\nE0wr/qhzboeZ3Zbc/7CZLQU2A3VAwszuBNYDlwAfAF4xs5eTl7zLOfejOf9FROQMh3va2NGxh4uW\nGIurF3CCs5fOyJXR9lWULd1P2ZL9DB9fOmfvK7lTLH8XicgMRWqO48ejDJ8oo6wu7Ghmh+d5rF+8\nhn/f9yIHTx5hZf05YYckecg59yTw5JhtD6f9fJQzu+2lPIN6aojkpU17nwPg+tXXzPl7+4M1xLuD\nmWe9yh78gdo5j0Fml77oRQSiI3iVvST66sEvrlaY9YuCbnmvto+/QKGIiBSXeCLO063PU1VeyRXL\nLwklhtG2cwEoW7I/lPeX2TVpwWRmn8pmm4gUrkjNCTwPEj2Z140oVBem1mPSOKaipTwlIul+dnQH\nxwe6uXbV5cTKYqHEkDixiMTQPKILDkN0JJQYZPZk08J0a5bbRKRApSZ8SPTODzmS2bekZhHzK+vZ\n0R6MY5KipDwlIqekJnu4/ry57453mke8bRVeNE504aEQ45DZkHEMk5m9E7gBOMfM7uP07ECFP9ew\niJwhUnMc34dEbwNnruFZ+DzP48JFzTyzfzOHeo6yom5Z2CHJLFGeEpGxTg71suXwK6yqX85581eF\nGsvosRWUrdhD2ZL9xNvOZcxEm1JAJmphGgb6gETy/6f+2wH8Su5DE5E54SWIVHfjD9RAvHimFE+3\nPjW9uMYxFRvlKRE5wzP7XiSeiHP96qvDnxl1NEa8cxmRef1E6o+FG4vMSMYWJufc08DTZvZd59y2\nOYxJROaQV3USL5og3lN83fFS1qfGMbXv5oYL3h5yNDJblKdEJJ3v+/zbG88SjUR567lXhB0OAKNt\nqyhbdCiYYrx7UdjhyDRlM634HjP7HeD8tON955wG1IoUgUhNsP5SMY5fSllWs5iGeXW8qvWYipXy\nlIiw9/h+9ncf4soVl1I3Lz+m8vb764n3NBCp78Cr6A87HJmmbCZ9+DbwHmAE6OV0lwcRKQLR1IQP\nRThDXkqwHlMz3YMnOdLTFnY4MvuUp0SEf0tN9hDC2ksTibevwvMgulhTjBeqbFqYznfOrct5JCIS\nAj+Y8GG4An+4Muxgcmr9ojU8u38Lr7bv5pw6rbxeZJSnRErc8Ogw/7FvM/Mr67l4aX59HcS7luKv\n3EnZooN40eLtzVHMsmlhesPM6nIeiYjMOa9iAC82nBy/VNzd1E6vx6SJH4qQ8pRIiXvx0M/oGxng\n7U1XEY1Eww7nTH6E0Y6VeGWjVJ87GHY0Mg3ZtDCdBLaY2Y+AoeS2rPqGm9mNwP1AFHjEOfeFMfvX\nAl8DLgU+45z7UrbnisjMRWpS6y8Vb3e8lHNql1A/r47X2jWOqQhNO0+JSHF4Kk+746WMtq+kbNkb\n1F4wQHen1gQsNNm0MDngW0AXU+gbbmZR4EHgRmA9cKuZjW0j7QQ+BnxxGueKyAydWrC2iGfIS/E8\nj/WL1nB8sJujvR1hhyOza1p5SkSKQ3tfJ9vbHOsWXcCy2sVhhzO+kXn4o+XEGkZZeMN2YrY57Ihk\nCiZtYXLO/dk0r30FsMc51wpgZo8DtxCsj5G6dgfQYWbvmuq5IjJzkZoT+PEofn9+zCaUa+sXreG5\nAy282r4rf5OqTNkM8pSIFIGn9z6Hj891TVeHHUpGMdtMJDYMEEwAUd/JvEueYmjXZfj9Wms7301a\nMJnZXwM+wQCHU22IWXR1WA4cSHt9ELgyy7hmcq6IZCM6TKSql3h3I9k1Nhe+0+OYdvOO868NORqZ\nLTPIUyJS4BJ+gk17n6OirIKrV14WdjgZReo6z9rmxYaoaH6Jwa3XhxCRTEU2Y5j6OJ2AKoFfArJp\nR5xJB81pndvS0jKDtyxuujeZFfu92bdv37jbC2X9pe3bt9PT0zMr1/J9n6roPLYe3M6WLVtmNI6p\n2D83BWa6eUpECtyr7bvo6O/i+tXXMK98XtjhSJGacpc8M/tL4LtZXPsQsDLt9UqClqJsTOvcjRs3\nZnn50tLS0qJ7k0Ep3Jva2lr4/tGztkdqUwVTfk/4sGHDBpqbm2ftem8aepnnD77EirXnsrRmequu\nl8LnZrrCKCRnkKdEpMA99UZ+T/aQkji5gGj9ma1M/nAFQ7vyt1VMTptOP5xeYFUWx20B1phZk5nF\ngPcCT2Q4duxj3qmcKyLTEKk5ju+XxoQP6dYvXgPAa+2aXryIZZunRKSADcaHeOHgyyyrXYwtPC/s\ncCY07C7HH6449dr3YXDrdRq/VCCyHcOUEgE2Aq9Ndp5zbtTM7gB+TDA1+KPOuR1mdlty/8NmtpSg\n20QdkDCzO4H1zrne8c6d4u8mIpl4CSI13cFkD4lseuYWj/WLUgXTbn7uvLeEHI3MhunmKREpXPds\neoBtbTsBCmapiKFdl1F23gtEYz5emY9X3Y3fl9+9PCQwlTFMHjAKPAR8L5uLO+eeBJ4cs+3htJ+P\ncmbXuwnPFZHZ4VWdxIskiOf5+KVcWFG/jNpYNa927CqYJCuTmnaeEpHCk14sARzt7eAjT9zFp669\nnfMa87dx2e+v59D3F9KwZh71l+4n2tDBqAqmgpDLacVFJE9Fa0tnwdqxIl6EdYvX8OLBrXT0dbK4\nZmHYIckMKU+JlJbtbe6sbV0DJ7jvmYf4ys33hhDR1Ix01eD7HtH6Y4weWhN2OJKFbLrkLQL+FnhH\nctP/Ae5MrqEkIgXo1Ax5JTZ+KWX9oqBgerV9lwqmIqA8JSKFxB+NkuhtIFJzHMqGYTQWdkgyiWwm\nfXgY2AVcDFwC7E5uE5GC5BOpPU5iaB7+cGlOwZq+HpMUBeUpkRKyYYmdta2xsoFPXXt7CNFMT+LE\nwmAB23HWZ5L8k80YpvOdc7+a9vpPzexnuQpIRHLLq+jHKx8m3rmUsyeoLA0r68+hJlatmfKKh/KU\nSAn55Ftu40Pf+/ip142VDQXRFS9dvHsh5St3E6k/RrxrWdjhyCSyaWHyzGxJ6kXy59L8K0ukCERO\njV8qze54kBzHtOgCOvq7aO/T070ioDwlUkJSvQNiXnnBtSyl+P11+CMxovXHOL3utuSrbFqYvgi8\nZGY/IEhANwF/ktOoRCRnTo9fKr0JH9Id7D4CwB3f/ywXLVnL3dfdGXJEMgPKUyIl5JWjwUozv7bs\nnfzKW3855GimyyPevYCyhUfwKnvxB2rDDkgmMGkLk3PuMeAXgG3Az4AbnHNfz3VgIpIbkdrj+PFo\nsAZTibpn0wMc6W0/9Xpb204+8sRdvNG1P8SoZLqUp0RKyyttO6mIxjincsnkB+exRPciAKL1mp8m\n32UsmMxspZldDuCc2+6c+1vn3INAlZktn7MIRWT2RIeJVPYlpxPPpkducZpoSlopHMpTIqWnq/8E\nB08eYf3iNZR50bDDmZF49wIAIvXHQo5EJjPRX0z3AVXjbK9M7hORAhOpTXbHK8H1l6QoKU+JlJhX\n2oLueBctWRtyJLNgtIJEX10wtjgyGnY0MoGJCqY1zrmnx250zv2UYNpWESkwkZrkhA8luv5SSjFM\nSSuA8pRIydnWthOANy1ZF3IksyPevRAv4hOp6wo7FJnARAVT9TTPE5E8Fak9ge+rhenu6+6ksfL0\nPagsm8dXbr6X8xpXhRiVTIPylEgJ8X2fbW07aZhXx8r6c8IOZ1YkTgSLp0fVLS+vTZRQBszs/LEb\nzew8YCB3IYlITngJItXd+P11kMhmgszi9qlrb2f+vHoAVtRrDYwCpTwlUkIOdB/mxOBJLlqyFs8r\njpUDEn0N+PGoxjHluYn+avoS8ISZ/SHwQnLblcB/Q33DRUIzPDxMa2tr1sfv3bsXgEh1N14kQbzE\nW5dSzmtcxcO3fJ6P/eBzHO5pw/f9oknAJUR5SqSEpMYvFUt3PAD8CInuhUQb2/Aq+vCHJmo4l7Bk\nLJicc980s0rgfwCp2YYOAfdoulaR8LS2tvLBu75FVf3irI7vPLiDBSvWpa2/VNrjl8a6oPFc/mP/\nFo72drCsNrt7KvlBeUqktKTWX7poaRFM+JAmniyYIvXHiLerYMpHE/bLcc49AjxiZouTr9snOl5E\n5kZV/WJq5mc3a3J/dxsQrL8EGr801poFq/mP/VvY09mqgqkAKU+JlIaR+AivdexmRd2yM8agFoNE\nd3IcU8Mx4u3nhhyNjCergQxKQCKFzidSc4LE0Dz84cqwg8krFzQ2AbC7ay9vbboi3GBk2pSnRIqb\nO/YGw/ER3lQM04mP4Q9XkhioJlLbBV4CfM1Zk2/0LyJSAqJVw3jlwyR61R1vrKaGFUS9CK93toYd\nioiIZHBqOvGlRTR+KU2ieyFeNH6qN4jkFxVMIiWgrKEPgERPcXVjmA2xshjnNqxg74mDjMa1cKCI\nSD56pW0H0UiU9YvWhB1KTsST3fIi9R0hRyLjmbRgMrOr5iIQEcmd8vn9AGphyuCCxiZGE6O0njgY\ndigyDcpTIsWtd6iPN7r207zgPOaVzws7nJxInGzET0S0HlOeyqaF6WEzazGz3zaz4vyUihS58oZ+\n/HgUv7827FDy0gULmgDY09UaahwybcpTIkVse7vDxy/K8Uun+FESJxuJVPVC+WDY0cgYk0764Jy7\n2MzeCnwU+Csz+wbwkHPu9ZxHJyIzFoklKKsZIt69ANA6Q+NRwVTYlKdEitup6cTHFEwjIyPs2rUr\nq2uk1iTMZ/HuhUQbjhGtP0b82Iqww5E02c6S9+/Av5vZpcATwMfN7IfAJ51zO3MZoIjMTMXCEUDr\nL03knNolVJbNY48mfihYylMixeuVth1UlVdyfuOZU24fPnyYO//6R1mtS5hakzCfJU6NY1LBlG+y\nKpjM7G3A7wNXAX8PPApcT5CUmnMWnYjMSMw2s6iuG4Do/HZGD18QckT5KeJFOL/xXLa3O/qG+6mO\nVYUdkkzRdPOUmd0I3A9EgUecc18Ys38t8DXgUuAzzrkvZXuuiMxcW28H7X2dXLH8EqKR6Fn7s12X\nMLUmYT7zB6tJDM0jWt/JCAk0N1v+yGbSh23AF4B/BdY45/6rc+6Qc+4bQP63b4qUqJhtJlrfiZfs\nhRepPsm8S57Cq+oON7A8leqW93rXvnADkSmbbp4ysyjwIHAjsB641czGPoLuBD4GfHEa54rIDL1y\nNDWdeBGPXzrFC6YXLxshUqNcnU+yaWH6sHNuy3g7nHO/MMvxiMgsidR1nrXNiw1R0fwSg1uvDyGi\n/JZawHZPV2vRrvNRxKabp64A9jjnWgHM7HHgFmBH2vkdQIeZvWuq54rIzL3SFvxP6k1LSuN7Od69\niLLFB4nUH9PMtnkkm4JpvZm94ZzrAjCzRuAXnXPfzG1oIiJTMzw8TGtr65SOB4jFYkRGEgBs3b+d\nDWXnZzynqalpJiFKbkw3Ty0HDqS9PghcmeV7zuRcEclCIpFge7tjUfUCltQsCjucORFML+4RrT/G\n6KHiXHOqEGVTMH3COfdY6oVzrsvMPgmoYBLJY4mTC4jWn9nK5A9XMLTrspAiyr3W1lY+eNe3shoA\nDMEg4MraBaeOb3xbOa8N7ee2f/4J480o2N/dztfvfd9shiyzY7p5yp/Be07r3JaWlhm8ZXHTvcms\nVO/N4cF2+ob7OX/eSl566aWww5kb8XISvQ1Eao9DWfBQb/v27fT09EzrcqX62Zlt2RRM4yUFjUIT\nyXPD7nLmbfw/eNGg5cQfriiJrnjZDgCGYBDwGccPtBNpbKN2yQL84cocRimzbLp56hCwMu31SoKW\nomxM69yNGzdmefnS0tLSonuTQSnfm32vPQkH4ecufCsbV519D/btK84xp4nuhUTrjhOt64QO2LBh\nA83NU59jrZQ/O5OZaiGZTUJpM7NfS70ws18H2qcYl4iEwB+J4fsQHywr6pal2ZLoqwfAq9Zg2wIz\n3Ty1BVhjZk1mFgPeSzCr3njGNjlO5VwRmYZXju7Aw+OiJRZ2KHMqfmp68Y6QI5GUbFqY7gT+1czu\nS74eJRjYKiL5LDqCVzHIYHs5vVvXUjO/PuyI8l6iN7hHkZpuEseXhhyNTMG08pRzbtTM7gB+TDA1\n+KPOuR1mdlty/8NmthTYDNQBCTO7E1jvnOsd79xZ/81EStTg6BCu8w1Wz19JbUVN2OHMKb+/Dn8k\nluxW3xh2OEIWBVMyeawH7PQmN5rbsERkpiJVJ/E8GO4qDzuUgpHoq8f3IVJ9IuxQZApmkqecc08C\nT47Z9nDaz0c5s+vdhOeKyOzY0bGbeCJeorOWesS7F1K28DDR2sGwgxGyH4sUA0YI+ok3JxOTiOSx\n1BoOQ11ZrU8tAIky/IEaItUngUTY0cjUKE+JFJFT6y8tKYX1l86WSHbLiy3sDTkSgSxamMzso8Dn\ngeNAPG3X6lwFJSIzF0mOwxnuKqciFnIwBSTRV09ZVS9eZR/+QG3Y4UgWlKdEis8rbTuIRctpXph5\nmYdiFu9eiO9DbOH0ZseT2ZXVtOLABudccU5FIlKkvOpu/OEK4gOR4Nm7ZCXRWw+LDhGpOUFcBVOh\nUJ4SKSLHB7o50H2Yi5euIxYt0W7lozFIRCmf38dnX/4yFx1ey93X3Rl2VCUrmy55R5SERApM+SCR\nisHkrG9nryckmSX6GoDTLXRSEJSnRIrItragO95FS0px/FIgZpvxonG8ZArf1raTjzxxF2907Q83\nsBKVTQvTT5IzDz0OnBp55px7LWdRiciMBGNwUrO+6Q//qfAHavDjERVMhUV5SqSIvNIWTDj5phIu\nmCJ1nWdt6xo4wX3PPMRXbr43hIhKWzYF028SDKJ9z5jt6hsukqdSs7wFLUz6w39K/AiJ/joiNScg\nMgoJTZpRAJSnRIqE7/tsO7qT+opaVjWcE3Y4IkB204o3zUEcIjKLUjPkJfrqQo6kMCV6G4jWniBS\ndZJEr9bAyHfKUyLF4+DJIxwf7ObaVZcT8bKdzLn4JE4uSK7DdFpjZQOfuvb2kCIqbVk9OjWzdwBr\nnXMPmtkSoN45tyu3oYnI9PhEqrtJDFZBvLBne0jER9m7d2/Wx0/l2In4fWkL2KpgKgjKUyLF4ZWj\nye54Jbn+0mnD7nLmXfIUXmwIgJpYtbrihSibacXvAm4ClgIPEsy39TXgLbkNTUSmw6voxysbJX5i\nUdihzNhgbyef++pzVNW/ntXxnQd3sGDFzJNsMPYrmGlQ8p/ylEjxeOXUhA+luf5SuqFdlxFrfpFI\nLM6lyy4MO5ySlk0L063Am4EXAJxzB8xMc+2K5KnT3fHqQ45kdlTVL6Zm/vKsju3vbpuV9/SHK/FH\nYsE4JikEylMiRWA0PsprHbtZXruUBVXzww4ndH5/PZ1Pr2XJO3dwpKc97HBKWjadQwecc8M5j0RE\nZkVqdje/SAqmcHgk+uqJVAxC2VDYwcjklKdECtw9mx7gfd/5GEOjQwyO6nv3lESEc6oWs/f4ft2X\nEGVTMO03s7cCmFnUzD4LbM9tWCIyXV51N37C04QPM5TqlpdqsZO8pjwlUsDu2fTAqbWXADoHjmvN\noTRNNcuJ+wl2d87OOF2ZumwKpj8APgdsAPqB64CP5zAmEZkuL0Gk+iT+QC340bCjKWipLo1aj6kg\nKE+JFLDtbe6sbak1hyQomAB2dOwOOZLSlc204keAd5pZNRBxzvXkPiwRmQ6vshcvkiCu7ngzdrqF\nSeOY8p3ylIgUs1XVqYJpT8iRlK5sZsl7F8GCgKnXADjnfpi7sERkOk4tWNurgmnG4jESg1XJFiYf\n8MKOSDJQnhIpbBuW2Bld8kBrDqWrKpvHqvrl7O7cy2h8lLKoFlSfa9nc8U9yOhHNAy4BXgImTURm\ndiNwPxAFHnHOfWGcY/4G+EWCbhS/5Zx7Obn9LuADQALYBnzYOafRbiITKLYZ8sKW6K2nbOERvHn9\n+IPVYYcjmU07T4lI+O6+7k5+87sfZ2B0EAiKJa05dKa1i85nf/ch3ji+n+aF54UdTsmZdAyTc+46\n59z1yf+uBjYCk3aiNLMowXoYNwLrgVvNbN2YY24CLnDOrQF+D3goub0J+F3gMufcRQQF129M5RcT\nKUWR6m78eBR/oCbsUIqCxjEVhunmKRHJH8vrlgIwf169WpbGsW7RBYC65YUlm0kfzuCcew24LItD\nrwD2OOdanXMjwOPALWOOuRn4x+R1XwAakiu0nwRGgCozKwOqgENTjVWkpERG8Sp7k7PjqfvYbEj0\nNgAax1RoppCnRCQPxBNxDpw8woq6ZTx8y+c5r3FV2CHlnXUL1wCw45gKpjBMdQxTFLgcyGa9i+XA\ngbTXB4ErszhmuXPuJTP7ErAfGAB+7Jz7v1m8p0jJilSfxPPUHW82+f21+AlPLUx5bgZ5SkTyQOuJ\ngwyNDrE22YoiZ2usamBJ9UJcxx4SfoKIN+U2D5mBqY5hGgX2AO/J4jx/8kOAcR6Fm9n5wB8CTUA3\n8G0ze79z7ptZXlOk5GjB2hzwo/j9tXhVJ8FLhB2NZDbdPCUieSDVzWztwvNDjiS/rV10AU+3Ps+B\n7sOc27Ai7HBKSjbTil83zWsfAlamvV5J0II00TErktuuA551znUCmNn3gGuACQumlpaWaYZa/HRv\nMiu0e7Nv375xt3vJgkkz5M2uRF8DZTUng6KpC7Zv3865555bcJ+bYjaDPCUieWBnsmBapxamCa1b\ntIanW59nR8ceFUxzLJsueR/l7NaiVKuQ75z7uwynbgHWJCdwOAy8F7h1zDFPAHcAj5vZVcAJ51yb\nmTngbjOrBAaBdwAvThbrxo0bJzukJLW0tOjeZFCI96a2tha+f/Ss7ZGabvyRcvzhyhCiKl6J3npY\nkmrBK2PDhg309PQU3OdmroRRSM4gT4lIyHzfZ+exPSyoms+i6gVhh5PX0id+uHHNdeEGU2Ky6ZL3\ni8DbgP9HkIB+DtgEdE50knNu1MzuAH5M0Kf8UefcDjO7Lbn/YefcD83sJjPbA/QBH07u22pmjxEU\nXQmC6WG/Oo3fT6Q0lA0TqRggfmIRmvBhdp2aKa+mG1Ayz1PTylMiEr4jPW2cHOrlLaveHHYoeW9p\nzSLq59Wxs2MPvu/jecr3cyWbgskDLnbO7QUws9XA3zrnPjzZic65J4Enx2x7eMzrOzKcex9wXxbx\niZS81PilYIY8mU3+YDX+aFlyUWAVTHlq2nlKRMK1Q93xsuZ5HusWXcDzB16ire8YS2sWhR1Sychm\nio2mVBICSP68OnchichUpaa9Tk2DLbPJI9FXT6SyH68sHnYwMj7lKZEClZome+1CFUzZWJe8Tzva\ntdTcXMqmhemomd0NPELwFO/DwJGcRiUiU3K6hUkTPuRCoq+eaH0nZfX9YYci41OeEilQOzv2UB2r\nYkX9srBDKQinxjEd28P1510TcjSlI5sWpg8BlwDbgW3Jnz+Uy6BEZCp8ItXdJIYqYTQWdjBFKTXz\nYHn9QMiRSAbKUyIFqKv/BO19ndjC87WuUJZW1S+nqrzy1MyCMjeymVb8EPBrcxCLiEyDFxvAKx8h\n3qnxNbmSarlTC1N+Up4SKUw7k93x1qk7XtYikQi28HxePrKd4wPdzK9Uz5K5MGk5b2bVZvYXZvat\n5Ou1Zvbu3IcmItkIZm/TgrU5NTKPxNA8yusH8P1s1+SWuaI8JVKYNOHD9KRPLy5zI5v2z4eAcoIu\nDhAsLPtnuQpIRKbG0/ilOeH31ROpGOXESE/YocjZlKdECtDOjj2UR8s5b/6qsEMpKKmCSd3y5k42\nBdObnHN/DAwBOOd60EIvInkjUt2N72tK8VzzKoNC6UuvPsrjh34YcjQyhvKUSIHpG+5nf/dh1jQ2\nURbNZg4ySTl//rmUR8vZ0aGZ8uZKNgXTUPoLM5uX5XkiknMJItUn8QdqIKGEkysx20yk8vT4pX0D\nh/nIE3fxRtf+EKOSNMpTIgXGHXsDH5+16o43ZWXRMtY0NrH//7N35/Fxnfd97z9nZjDY940LSIIg\ngLq6moUAACAASURBVIegoI3U6si1lLqOpSb0vU5uFadxart1JLlKlL7aqFUbublXbVTruonlOJHk\nKsl1nLiOk7gNI0u1E1uUS4uWSUiiCBI4AEgABAliJ/ZlMDPn/jEDCAQBcEBgcGb5vl8vvqw5ODPz\n5XjAM795nuf3jPUyFdDa2q0QywXlh8aY/wBkGWPuB/4S+Ju4phKRmFjZU1jekPZfijNPwfA1x0Zm\nRnnu2AsupJEV6DolkmQWGz6oYLohDeV1ODjYQ+fcjpIWYimY/j2RqQ0TwHPAW2huuEhCeH//JU3H\nk7Sm65RIkmkd7MCyLOpKtcf0jVgoNM9qHdOWWHMOjzHGC/yhbdufBf7T1kQSkVh58kYBCE9phCme\nwuOleAuvHmUqyS7iyfsecymRLNB1SiT5BELzdIx0U11URU5GtttxklJ96V48lkeNH7bImiNMtm2H\ngFu2KIuIrJMndxwn7ImsYZK4Cdh34gQyF29nevy8ePhZakrU2cltuk6JJJ9zI10Ew0Htv7QBWRlZ\n7C3exbkr3cwFA27HSXmxrBL/gTHmK8CfApMLB23bPhu3VCJyfVYIK2eC8GQhOFrfHm9zbQfx1/0E\nT2aIXVnb3I4jV9N1SiSJLOwfpIYPG9NQVsu5kW7ahztprDRux0lpsRRMnwAc4B8vO65JpyIu8uSO\nY1mONqzdIs50IcNHG9j5oM1oUHsxJRhdp0SSyEKjguUFUyAQoKurK+bH6e3tJZ0bYu4vr+WVtu/T\nOtShginOVi2YjDF1tm2327ZdvYV5RCRG2rDWDRY7cirpmrzI9PyM5t67TNcpkeQTDodpHTrH9rwK\nirKubljU1dXFJ5/6BjmFFTE91vBFm9KqhnjETAoLBWeL1jHF3Vpl+bcW/sMY89dbkEVE1mGxQ96k\nCqattCsnMh1PezAlBF2nRJLMhbFLzMzPrjodL6ewgrzinTH9yc4v2eL0iaUgM4+qgu20DZ0nGA65\nHSelxbrTZU1cU4jIunnyxnCCPpy5HLejpJWq3EjB1DHSpSkQieWGrlPGmI8CXwK8wMu2bX9hhXO+\nDDwITAOfsm37nejxp4BfBsLAaeDTtm3PLb+/iLxvcf1S2T6Xk6SG/eW1XBy/TNeVHmpLq92Ok7LS\nd+KnSBKzMoJ4sqaj0/Est+OklaroCFP7cKfLSWSjoi3JvwJ8FDgAfMIY07DsnIeAWtu264BfBV6I\nHq8GPgsctG37ZiIF1y9uXXqR5NQaXb+kDWs3xwFNy9sSa40w7TXGfIvIp7FqY8xfLvmZY9v2P4lv\nNBFZja9gBtB0PDcU+vPJ8+bQMdyF4zhYlgpWF230OnUX0GHbdheAMeabwMeAliXnHAa+BmDb9lvG\nmCJjTCUwDswDOcaYEJADXNqEv5NIynIch9bBDoqyCqjMK3c7Tkp4fx1TOz+3/8Mup0ldaxVMv0Gk\n65AFfGfZz5y4JRKR68oojBZM2rDWFTuyymmb6mZ45gplOek9h95lG71O7QR6lty+CNwdwzk7bdt+\n2xjzX4ELwAzwXdu2/34d2UXSTv/UEFdmx7hn10F92bRJynJKKM8poXXoHGEnjMfS5LF4WLVgsm37\n/9vCHCKyDr7CaQDCUwXXOVPiYXtWBW1T3XQMd6lgctEmXKdi/fLvmk92xph9RAq2amAM+EtjzD+1\nbfvP13qgpqam9WZMG3ptVpcqr83p8TYAcmf8K/6duru7tzpSUmhubmZiYvXtLCq8JZyZ7uB7x39A\neWbxVT9LlfeO22Jt+iAiCcJxHDIKZwjPZcF8lttx0tL2zMhUko6RLu7ZddDlNLIBl4BdS27vIjKC\ntNY5VdFj9wNv2rY9DGCM+TbwAWDNgunQoUMbS5yimpqa9NqsIpVemxM/iewl/ZGDP83e4l3X/Dw/\nPx9e6dvqWAmvsbGR+vr6VX9+5dwMZ0524KnI4FDt+++VVHrvbLb1FpIatxNJMmPzk3gyg9qw1kXb\nssqwsGgf7nI7imzMSaDOGFNtjPEDDwNHlp1zBPgVAGPMPcCobdv9gA3cY4zJNsZYwIeBs1sXXST5\ntAx1kO3LYk/hTrejpJQGNX6IOxVMIknkmaPP88UzLwNg5aw+PC/xlenxU1W4nfMj3YS090XSsm07\nCDwOfJdIsfMXtm23GGMeMcY8Ej3nVeC8MaYDeAn4XPT4u8CfEim63os+5Fe3+K8gkjRGZ8e5PDFA\nfVkNHo8+fm6mHfmVFGTm0TLYgeOozUA8rDolzxiz5uYutm1Pb34cEVnNM0ef53R/6+JtT9Y0Wbe9\nzlzbQZxpjTZttbqSanrGeukZu0x1cZXbcdLSZlynbNt+DXht2bGXlt1+fJX7Pgc8d/2kImKrnXjc\nWJbF/vJafnLxXQanhqnIK3M7UspZq8SfXOOPvtoW2WLN/fY1xyz/HJn1b7uQRmpL9wKRdUziGl2n\nRJLE+xvWqmCKh4YyTcuLp7W65HkAjDFPA7NEphpYwL8AMrcknYhIgqotqQagY7iTD++7z90waUrX\nKZHk0TrYgc/jo7a02u0oKelHF04C8Ac/+Ro/7H6Lp+9/wuVEqSWWLnkft2379iW3v2iMeRv4z3HK\nJCIraKw0V03JA3ACmcy1qUubG3YVbifT66ddI0yJQNcpkQQ2Mz9L52gP9SV78Xsz3I6Tcp45+vxV\nsx1O97fy6JGn+LnS+13LlGpiWXWXZYypW7hhjKkFsuMXSURW8vT9T5Cb8f6vnhPIZPbdB7R+ySVe\nj5eakj1cHLvMzPys23HSna5TIgmsfbgTx3HYr/VLcbHSlP2RmVH++vL3XEiTmmIZYfoPwPHot3UA\ntwO/Gr9IIrKa/eW1NPWeJjznI9CukSW31ZVW0zLYzrmRbhorjdtx0pmuUyIJbGFdjRo+SLK67giT\nbdvfBm4CvgL8PnCTbdv/I97BRORafZOD+D0ZDB/dr5GlBLC4jknT8lyl65RIYmsd6sDCor6sxu0o\nKWmlL+xKsov4+e0fcSFNaoq1EX4RYNm2/bfAjDGmJI6ZRGQFU4FpLo33UZWzjci6dnHbwuLlDm1g\nmwh0nRJJQMFQkLbhTnYV7iDPn+t2nJT09P1PUJJdtHjba3l58fCzbMtSe/HNct2CyRjzKeBvgN+L\nHtoJfCuOmURkBe3RD+W7cre7G0QWlWYXU5xVSPtIp9tR0pquUyKJ6/yVC8yH5tlfvs/tKCntyfse\noyS7CJ/HS8gJMT0/43aklBLLCNNvAHcCYwC2bbcC2+IZSkSu1T58HlDBlEgsy6K2tJorM2MMT19x\nO04603VKJEG1Dmn90laoKdnNi4ef5WfNhwFoGzrvcqLUEkvBFLBte/kGgKF4hBGR1bUNR0YxVDAl\nlrroBrbtwxplcpGuUyIJ6Jmjz/NnpyLLCb/b/kOX06SHA+WRhqHawHZzxVIwDRljFleTGWN+GeiJ\nXyQRWS7shOkY7mRbXjm5PnVLTiS1JXsA6BjpdjlJWtN1SiTBPHP0+av2Dmwd6uDRI09xfuSCi6lS\nX31ZDZZl0TLY7naUlBJLwfSvgG8A9caYbiLtW38jrqlE5CqXJwaYmp9ZHM2QxFFTsgcLiw6NMLlJ\n1ymRBLPa3kDPHXvBhTTpIycjm+rCKjpGugmGg27HSRnX3YfJtm3bGHM3UE+kNVerbdua6iCyhRbm\nIteX1oDjchi5Sk5GNlUF2zh35QLhcBiPJ9bmo7JZdJ0SkVQVDgXp7Iz9C7nq6mr2l9fSOdrD5bmh\nOCZLL7FsXAvgB4LR840xBtu2z8YvlogstbA+pq50L8GhWZfTyHK1pXvpGb9Mz3gve4qq3I6TrnSd\nEkkgjZXmqil5ENkb6Mn7HnMpUXKanRzm8189Tk7hueueOz02wNef/SUaymt5rf11Ls70bUHC9HDd\ngskY8+vAfwaucPUiWs0NEtki7cOd+L0Z7C7ayfmh6/+jKVurrrSa1zvfpH24SwWTC3SdEkk8v/Wh\nX+cXv/UvcaLTIkqyi3jx8LMup0pOOYUV5BXvjPn8/dGOhD2zKpg2SywjTP8KMLZt98Y7jIhca2Z+\nlgvjvewvq8Xn8bodR1ZQW1INQMdIFx/ed5+7YdKTrlMiCaZ/aggHB783gzx/rkaWtlBRVgHb8yu4\nNNmvqeKbJJaC6aIuQiLuOTfSheM4aviQwHYV7iDT66cjurmwbDldp0QSTMtApEvbP73l/+TB+gdc\nTpN+Gspq+cHEm3SNXqSmZLfbcZJeLAXT/2OM+SPgO8AskQW1jm3br8Y1mYgA7++/VK+CKWF5PV5q\nSnbTOnSO2flZsjKy3I6UbnSdEkkwC/sANUT3BZKt1VBexw8636R1qEMF0yaIpWD6x8DPAnVcPTdc\nFyKRLdC2pOGDJK7akmpaBjs4d+UCN1XUux0n3eg6JZJgWgbbyc3IZnfhDrejpKWG6Dqms4PtPFT/\n0y6nSX6xFEz/B1Bt2/ZMvMOIyNUcx6F9uJPynBKKswvdjiNrqC2tBiINOlQwbTldp0QSyPD0Ffqn\nhji442atn3FJeW4ped4cWgc7cBwHy7LcjpTUYnkXnyPSqlVEtlj/5CATc5PUldW4HUWuo64kMgLY\nMdLlbpD0pOuUSAJZmI53IDrKIVvPsix2ZW9jfG6SyxP9bsdJerGMMHUA3zfG/E9gLnrMsW37D+MX\nS0RA65eSSWlOMUVZBWr84A5dp0QSSMtgpOGD1i+5a1f2Nlomz9My2MGOgm1ux0lqsRRMfuA8cPN6\nH9wY81HgS4AXeNm27S+scM6XgQeBaeBTtm2/Ez1eBLwM3AQ4wGds2/7xejOIJLO24fMA1JdqhCnR\nWZZFbeleTl46xcj0KCU5RW5HSic3fJ0Skc3XMthBptfP3mI1G3BTVVakSGoZ6uAfasuLDVmzYDLG\neIEe27Y/v94Hjt73K8CHgUvACWPMEdu2W5ac8xBQa9t2nTHmbuAF4J7oj58HXrVt+xeMMT4gd70Z\nRJJd+3AnGR4f1doMNSnUlVRz8tIp2kc6uTvndrfjpIWNXKdEZPONz05wcfwyN1fu196BLivzF5Pr\nz1mcIik3bs2CybbtUHSU6EYuRHcBHbZtdwEYY74JfAxoWXLOYeBr0ed6yxhTZIypJNIW9oO2bf+z\n6M+CwNgNZBBJWnPBAN2jl6gtqcbnjWUwWNy20PihY7iLu6tUMG2FDV6nRGSTtQ6dA96fjhcIBOjq\n6orpvp2dnfGKlZYsy2J/2T6aek8zPH2F0pxityMlrVg+hX3HGPObRAqbyYWDtm1PX+d+O4GeJbcv\nAnfHcE4Vkbawg8aYPwFuBZqAJ2J4TpGUcW6km7AT1vqlJLKvZA8Wlho/bL0bvU6JyCY7G12/tNDw\noauri08+9Q1yCiuue9/hiy2UVjXENV+6aSivo6n3NC2DHdy350634yStWAqm/xj936Xrjxwi65LW\n4sSYYXmfQyea6yDwuG3bJ4wxXwL+Hdf5BrGpqSnGp0w/em1Wl6ivzVtXTgHgHXeuytjd3e1WJAGa\nm5vZs2fPqu+bEn8h7YOdnDh5Ao+ldrpb5EavUyKyyVoG2/F5fNSWVC8eyymsIK9453XvOz2mbm6b\nbWE/plYVTBty3YLJtu0bveJfAnYtub2LyAjSWudURY9ZwEXbtk9Ej/8VkYJpTYcOHbrBqKmtqalJ\nr80qEvm1ef3YSQA+eueHrxpGz8/Ph1f63IqV9hobG5mYmFj1ffNW6AxHO49TWbuD3UXX/4CQatz4\nAmID1ykR2UTTgRm6Ri9iSmvw+/xuxxFgb/FuMr3+xc6FcmNiWhhhjCnl/WYMP7ZteziGu50E6owx\n1UAv8DDwiWXnHAEeB75pjLkHGLVtuz/6nD3GmHrbttuINI44E0tWkVTgOA5tw+cpyS7SnOMkU1ey\nl6Odx2kf7kzLgsktN3idEpFNZA+fw3EctRNPID6Pl7rSvTQP2EzMTZKfmed2pKR03W/ljDE/A7QC\nvxH902KM+cj17hdt1PA48F3gLPAXtm23GGMeMcY8Ej3nVeC8MaYDeAn43JKH+DXgz40xp4BbgN9Z\n199MJIkNTY8wOjtOndYvJZ3Fxg8jmjq5VW70OiUim2uhG5sKpsSyMC3PjjbkkPWLZYTpd4B/sNAO\n3BjTAPwZ8L3r3dG27deA15Yde2nZ7cdXue8pQJMtJS1p/6XktbtwB35vBh3D6va0hW74OiUim6dl\noB3LsjBlunYlkoWCqWWwgzt23upymuQUy7xv39K9k6L/rR7HInHUPhT5sK0RpuTj9XipKd7NhfFe\nZudn3Y6TLnSdEnHZXDBAx5Vuaop2k52R5XYcWaKutAav5dF+TBsQS8E0ZIz5NIAxxjLGfAoYjGsq\nkTTXPtwZ/eC96/onS8KpLd2L4zicv3LB7SjpQtcpEZe1D3cSCocWRzMkcWT6/NQU76bzygVmg3Nu\nx0lKsRRMjwCPGmNmgRng0egxEYmDQGie86M9VBdVqctQkqqLrmNqH+5yNUca0XVKxGULXdgaKrR+\nKRE1VNQRcsK0a7r4DYmlrXgHcLcxJj96eyLuqUTSWNeVHkLhkKbjJbGF/Ue0ge3W0HVKxH0L0732\nl+1zOYmsZH9ZLUf4O1oGO7i5cr/bcZLOqgWTMebAKscBsG37bJwyiaQ1NXxIfmU5JRRmFdChEaa4\n0nVKJDEEQ0Hahs+zq3CH2lYnqIVCtlXrmG7IWiNMrxLZKX25fKAY7aAuEhdt0eHyeo0wJS3LsgiH\nwwwHxnn4Lz5HY6Xh6fufcDtWKtJ1SiQBnL9ygUBoXuuXElheZi67CnfQNnyeYCiIz6u+OOux6qtl\n23b10tvGmFzgXwP/Evjd+MYSSV/tw50UZhVQnlvqdhS5Qc8cfZ6JwCQADg6n+1t59MhTPHnfY9SU\n7HY5XerQdUokMZyNrl86oP2XElpDeS09Y72cv3KB+rIaAoEAXV1dMd+/uroavz8911Zft7w0xviI\nbCj7b4l8m3fQtu1L8Q4mko5GpkcZnr7CHTtvxbIst+PIDWrut685NjIzynPHXuDFw8+6kCi16Tol\n4q7F9UsaYUpoDeW1fK/jh7QOdVBfVkNXVxeffOob5BRWXPe+02MDfP3ZX6K+vn4LkiaetdYwWcAn\ngf8INAEP2LbdtlXBRNLR++uXNB1P5Hp0nRJxXzgcpnWog2155ZRkF7kdR9bQUBYZAWwZ7ODw/o8A\nkFNYQV7xTjdjJYW1RpjeA3KB/xs4CfiWLrDVYlqRzdeu9UspobHScLq/9apjJdlFPHnfYy4lSlm6\nTom4rHvsEjPzs9xTddDtKHIdJTlFVOSW0jp0jrATdjtOUlmrYMonspj2t1f5uT7RiWyytuFOPJaH\nmpI9bkeRDXj6/id49MhTjMyMApCfmaepePGx4euUMeajwJeINIh42bbtL6xwzpeBB4Fp4FO2bb8T\nPV4EvAzcFM3xGdu2f7z+v4ZI8lrcf0nT8ZJCQ3kdb3T9mItjl92OklRibvogIvEVDAU5f+UCewp3\nkuXLdDuObNCT9z3Gf3rjy0wGprin6na346SkjV6njDFe4CvAh4FLwAljzBHbtluWnPMQUGvbdp0x\n5m7gBeCe6I+fB161bfsXouuocjeSRyQZqeFDcmkor+WNrh/TMtjBXra7HSdpeNwOICIRXaMXmQ/N\na8PaFFFTspvnH/ptAC5PDLgbRlZzF9Bh23aXbdvzwDeBjy075zDwNQDbtt8CiowxlcaYQuCDtm3/\ncfRnQdu2x7Ywu4jrHMehZbCD0uxidXZNEguNOVqGtB/TeqhgEkkQC+uXVDCljvzMvKv2vZCEsxPo\nWXL7YvTY9c6pIjLdb9AY8yfGmLeNMf/NGJMT17QiCebSRB8Tc5M0lNeqs2uS2J5XQWFmPi2D7TjO\nStvYyUq0a5VIglhs+FBW43IS2UwHyuvoGevl3JVuTHSndUkYsX5aWP5J0CFy/TwIPG7b9gljzJeA\nfwd8fq0HampqWnfIdKHXZnWJ+tq8OxaZvZo74181Y3d391ZGSnvNzc1MTEws3l7p/5dtvjLsqU7e\naj6xocdOJyqYRBJE2/B58v25bMsrdzuKbKKG8jq+2/EGLYMdKpgSzyVg15Lbu4iMIK11TlX0mAVc\ntG174RPHXxEpmNZ06NChGw6bypqamvTarCKRX5sfHT8FwM/c8Q+pKlh5PUx+fj680reVsdJaY2Pj\n4l5Jq713+tvGsN/pxL8jFxi/ocdOduv9EkJT8kQSwOjsOANTw9SV7tW0hhRzIDpf/OyAtgdKQCeB\nOmNMtTHGDzwMHFl2zhHgVwCMMfcAo7Zt99u23Qf0GGMWPj18GDizRblFXOc4DmcH28nPzGNn/ja3\n48g6NEQbdHRP9bqcJHmoYBJJAFq/lLqKsgvZnl+BPXSeUDjkdhxZwrbtIPA48F3gLPAXtm23GGMe\nMcY8Ej3nVeC8MaYDeAn43JKH+DXgz40xp4BbgN/Z0r+AiIsGp4YZmRnV+qUktKdwJx7LQ9NwM2Uf\nOY3frG9qXjrSlDwRlwUCAd5qjwwNZ89k0Na29khEZ2fnVsSSTXSgvJ7vnz9G1+hF9mmPrYRi2/Zr\nwGvLjr207Pbjq9z3FHBn/NKJJC61E09e//mHv7+4ca1lgbdwmKzbXmeu7SDOdKHL6RKTCiYRl3V1\ndfG90++SWQ5ffKkVJ9S+5vnDF1sorWrYonSyGRrKa/n++WO0DLarYBKRlNAyGGlL3aCCKek099vX\nHLP8c2TWv83suw+4kCjxqWAScVnICZNZEsSZySO3YPd1z58e69+CVLKZDlREPlCcHWjnZ82HXU4j\nIrJxLYPtZGdksadweSd+kdSjgknERc8cfZ7T/a1YPnDC827HkTgpyymhIreUlqEOwk4Yj6XloyKS\nvEZmRumbHOT27Y14PPr3LNk0VhpO97dedcwJZDLXdtClRIlP73IRlywUSws8/jmybnsdK2fMxVQS\nLw3ldUwFpukZU1ciEUlurYvT8WpdTiI34un7n6Aku2jxthPwM/vuA1q/tAYVTCIuWWsOsaSehYXR\nZwfWXqMmIpLo1PAh+T1532NkefwABAd2XedsUcEkIrIFGqLrmBYWSouIJKuWwQ783gxqiq+/7lYS\nU03Jbn7V/CIAVvaUy2kSn9YwibhEc4jTS2VuGSXZRbQMtuM4jvYtEZGk88zR52nut3FwyM3IwefV\nx8hkVp5ZQmjWh7dgmHkcQNel1WiEScQlT9//BLkZOYu3nUCm5hCnMMuyaCivZWxugt4JdToUkeSy\nsO7WwQFgan6aR488xfmRCy4nkxtlWRbzw3lYGfNYORNux0loKphEXFRbGtmTJzzn08hSGjhQXg9o\nHZOIJJ+V1t2OzIzy3LEXXEgjmyUwnAeAt2DI5SSJTQWTiEscx6Fr9BL5vlyGj+7XyFIaaKiIdJRq\nGVTBJCIi7lsomDyFwy4nSWwqmERccnH8MmOz49Tk70LzhtPDzvxtFGTmcTa6jklEJFk0VpprjpVk\nF/HkfY+5kEY2ixPIIDydjyf/Clght+MkLK3WE3HJQsOHmvzdwGV3w8iWiKxjquOti+8wMDVEZV65\n25FERGLy9P1P8Olv/2um5qeBSLH04uFnXU4lS4VDQTo7Oxdvd3d3k5+fv+r5C+eGxkrJyJnAk3+F\n8HhZ3HMmIxVMIi5ZmA8eGWFSwZQuDkQLprMD7SqYRCSp1JXu5d2+MxRm5mtkKQHNTg7z+a8eJ6fw\n3PsHX+lb9fzhiy2UVjUQHi+F7V14CoZVMK1CBZOIC0LhEGcG26jMK6fYX+B2HNlCDeXv78f0QM0H\nXE4jIhKbsBPm/JVuirMKefHws9oaIUHlFFaQV7wzpnOnxyIdW8MTJThhC2/hMMGL8UyXvLSGScQF\nnVd6mJmf5eaKa+eES2rbXbSDXH8OZwfb3I4iIhKzrisXGZ+b5JZtDSqWUk3YS3iyGE/uOPgCbqdJ\nSCqYRFywsH6psXK/y0lkq3ksDw1ltQxMDTM0PeJ2HBGRmJzqOwvArdsOuJxE4iE8VgqAt0Dd8lai\ngknEBc0DkfVLjRX1LicRNyxOyxvocDmJiEhsTvWdxcLilm0NbkeROAhF1y55VDCtSAWTyBYLhOZp\nHTrHnsKdFGSt3r1GUteBikjBdFb7MYlIEpiZn8UeOkdN8W4KMvPcjiNx4EwV4AQz8BQOAdr2YjkV\nTCJbrG3oPPOheW5aYU8LSQ/VRVVk+7K0ga2IJIUzAzYhJ8yt2zW6lLoswuMleDJnsbKm3Q6TcFQw\niWyxhel4N2v9UtryeryYshp6J/oZnRlzO46IyJre1fqltBAaW5iWN+RyksSjgklkizX325GF/+W1\nbkcRFy2uYxrSOiYRSWyn+lrI9mVRV1rjdhSJo/C4Gj+sRgWTyBaamZ+lY6SLfSV7yMnIdjuOuGhx\nHdOApuWJSOLqmxykf3KQmyoNPo/X7TgSR85cDuHZbDwFI0DY7TgJRQWTyBZqGWwn7IS5WeuX0t6+\n4j34vRm0DGqESUQS16nLkel4t6k7XloIj5dh+YJ48jRdfCkVTCJb6HT/QjtxrV9Kdz6vj/rSGi6M\nXWJibtLtOCIiK9L+S+klFN2PSe3Fr6aCSWQLNQ/YZHgzqC/TPHBhcR1b69A5l5OIiFwrGA7RPGCz\nLa+cyrxyt+PIFgiPl+A44ClUwbSUCiaRLTI+O0H36EX2l9Xg92a4HUcSwIHoxsVaxyQiiaht6Dyz\nwTmNLqWTkB9nqhBP7ih4gm6nSRgqmES2SPNAG6DpePK+upJqfB6f9mMSkYSk6XjpKTReiuVxos0f\nBFQwiWyZhf2XGtXwQaL8Pj+1JXvoHO1hOjDjdhwRkauc6juL1+OlMToaLukhPKb24sv54vngxpiP\nAl8CvMDLtm1/YYVzvgw8CEwDn7Jt+50lP/MCJ4GLtm3/XDyzisRbc38r2RlZ1BTvdjuKJJADFXW0\nDp3DHj7H7dsb3Y4jIgJEppF3XunhQEUdWRlZbseRLRSeLMYJefEUagPbBXEbYYoWO18BPgocG/uI\nmwAAIABJREFUAD5hjGlYds5DQK1t23XArwIvLHuYJ4CzgBOvnCJbYWhqhL7JQW4qr8erfSxkiYUN\nbLWOSUQSyXv9LTg4mo6XjhwP4YliPNlTkDHrdpqEEM8peXcBHbZtd9m2PQ98E/jYsnMOA18DsG37\nLaDIGFMJYIypAh4CXgasOOYUiTtNx5PVmNIaPJZH+zGJSEJ5V+uX0lp4PDotT93ygPgWTDuBniW3\nL0aPxXrO7wG/ibYalhRwur8VgMYKFUxytazoNM1zI13MBufcjiMiguM4vNfXQmFmPnuKln90k3QQ\nGisDwFOgaXkQ3zVMsU6jWz56ZBljfhYYsG37HWPM/bE+YVNTU6ynph29NquL92vjOA7vXGwmx5vF\nQMdlBq2+q37e3d0d1+eXzdXc3MyePXs29X1TEs6nwwnznePfpTpHH05ExF3do5cYnR3ng3vuwmOp\nP1g6cmbycAJ+vAXDzGtlTFwLpkvAriW3dxEZQVrrnKrosZ8HDkfXOGUBBcaYP7Vt+1fWesJDhw5t\nOHQqampq0muziq14bS6N9zF5bpoP7L6DO+6445qf5+fnwyt9K9xTElFjYyMTExOb+77p9fOT/32a\nYJHFoZuT+3dVX86IJD+1ExewCI2X4iu7jJU9CVfczuOueBZMJ4E6Y0w10As8DHxi2TlHgMeBbxpj\n7gFGbdvuA/599A/GmA8B/+Z6xZJIolqYjnezpuPJKvaX7cPC4qz2YxKRBPB+wdRwnTMllYXHy6Ds\nMt7CIej1ux3HVXErmGzbDhpjHge+S6St+B/Ztt1ijHkk+vOXbNt+1RjzkDGmA5gCPr3Kw2ksUJJW\nc78aPsjacv05ZPr8tAy28/BffI7GSsPT9z/hdiwRSUOzwTlah86xt2gXhVkF1/w8EAjQ1dUV8+N1\ndnZuYjrZSqHofkyegmFgu7thXBbXfZhs234NeG3ZsZeW3X78Oo/xBvDG5qcTib9wOMyZwTbKc0up\nzCt3O44kqGeOPr/Y8MHB4XR/K48eeYon73uMmhLt2yUiW+fsQBvBcJBbt688Ha+rq4tPPvUNcgor\nYnq84YstlFZppCopzWcRns7Dkz8CVqXbaVwV14JJJN11jfYwFZjm7p23uR1FEtjCKORSIzOjPHfs\nBV48/KwLiUQkXcXSTjynsIK84tga1EyP9W9KLnFHeLwU37ZJMoqn3Y7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CH1t2zmHgawC2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ERE6zpRum3D40PswffO+P+dLP/oGXO3cRi8UWODKR3KeiDyKS0ouJhOmSHC0n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YRCpQfsHaKzfujiaAXAPuRLufhOIz0cQgIiIV69H+Azg4vHyNh+MVmhlVwSRr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smDYChzJeHwZeEvDcbfgJ6rPARUAncJO1diy/IYqISBlTnhIRkSWFWTB5Kzi3ArgEuNFa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5VlQXEZFyoPZOwqKESSTPcrH6uVZUF5kfM7sNuB+IAQ875+6dsv9y4FHgGuAjzrlPpu1r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1zJnnNTA+qM56/4s1YKXIU0DxzRRM64pcMF1YKyf1oqKrTil16mrlpuTXt6xW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tLLhfYmxoA6IRWT/NYRIREREREclDBZOIiIiIiEgeKphERERERETyUMEkIiIiIiKShwom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3XPlqZjQM1DO1eoodzey9Zx6NzQuZ84LdyUQQ9Z3QMzWVeKRqGnAdphjjJ4FP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SnhIRkXUVckjeHuBM1uNe4NUbeP2fAe8HmvIZlIiIiE95SqQAEokEXV1dgfc/ffp04YIR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M6M5R3CIikkMqmEREpFQtB/YnvT4AvDzNfdcQFFJfBM4D2oAb3H0gsyGKiEi+qWASEZFS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BHwIQq29iQ3MH79nzNlJemj/9v3dxaup0yNGJiIiIFJfKiovIsh47+iQAt77xo2xuPQcA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KeZrHJCIiUouUMIlI5KZKildQhbysDR1rAZUWFxERqVVKmEQkcommyluDKWuD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Dh0A514uTcHEyuVDjEBGR1jLbIS/8GSbwVmaIqGASiZGZGaZcOBtpAzMjd91a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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To save space, for every year we'll display the plot for the 30-day data\n", "# next to the plot of the 90-day data.\n", "\n", "aggregateV30 = []\n", "aggregateV90 = []\n", "\n", "for i in range(13):\n", " year = years[i]\n", " variances30 = sorted([math.log(x) for x in thirtyVariances[year] if not (numpy.isnan(x) or x==0)])\n", " variances90 = sorted([math.log(x) for x in ninetyVariances[year] if not (numpy.isnan(x) or x==0)])\n", " \n", " # add to the aggregate variances for these shorter periods\n", " aggregateV30 += variances30\n", " aggregateV90 += variances90\n", " \n", " # make the left plot\n", " pyplot.subplot(121)\n", " n, bins, patches = pyplot.hist(variances30,bins=25,normed=True)\n", " mu = numpy.mean(variances)\n", " sigma = numpy.std(variances)\n", " pdf = stats.norm.pdf(bins, mu, sigma)\n", " pyplot.title(str(year)+ \": random 30 day period\")\n", " pyplot.xlabel(\"Log-Variance\")\n", " pyplot.ylabel(\"Normed Frequency Count\")\n", " pyplot.plot(bins,pdf, '-o')\n", "\n", " # right plot\n", " pyplot.subplot(122)\n", " n, bins, patches = pyplot.hist(variances90,bins=25,normed=True)\n", " mu = numpy.mean(variances)\n", " sigma = numpy.std(variances)\n", " pdf = stats.norm.pdf(bins, mu, sigma)\n", " pyplot.title(str(year) + \": random 90 day period\")\n", " pyplot.xlabel(\"Log-Variance\")\n", " pyplot.ylabel(\"Normed Frequency Count\")\n", " pyplot.plot(bins,pdf, '-o')\n", " \n", " pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These are much like the annual plots we saw earlier, except that they're slightly noisier and thus slightly less well-described by the normal distribution. But that's to be expected -- the time periods are shorter, so we're taking fewer samples, so the approximation of the distribution will be more crude.\n", "\n", "In the code above, we also collected data so we could make aggregate plots of these periods over all ten years, again, much like with the annual data. Here they are:" ] }, { "cell_type": "code", "execution_count": 160, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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0zv3bXM/ftWvXvANMot27d+tcEqhczmWm8wjDkE8dvI01jau4bPsubv7Pby/q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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# make the left plot\n", "pyplot.subplot(121)\n", "n, bins, patches = pyplot.hist(aggregateV30,bins=25,normed=True)\n", "mu = numpy.mean(variances)\n", "sigma = numpy.std(variances)\n", "pdf = stats.norm.pdf(bins, mu, sigma)\n", "pyplot.title(\"Aggregate plot of the 13 random 30-day periods\")\n", "pyplot.xlabel(\"Log-Variance\")\n", "pyplot.ylabel(\"Normed Frequency Count\")\n", "pyplot.plot(bins,pdf, '-o')\n", "\n", "# right plot\n", "pyplot.subplot(122)\n", "n, bins, patches = pyplot.hist(aggregateV90,bins=25,normed=True)\n", "mu = numpy.mean(variances)\n", "sigma = numpy.std(variances)\n", "pdf = stats.norm.pdf(bins, mu, sigma)\n", "pyplot.title(\"Aggregate plot of the 13 random 90-day periods\")\n", "pyplot.xlabel(\"Log-Variance\")\n", "pyplot.ylabel(\"Normed Frequency Count\")\n", "pyplot.plot(bins,pdf, '-o')\n", "\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These look very normal! Just for the sake of completion, we'll do two corresponding normal probability plots:" ] }, { "cell_type": "code", "execution_count": 161, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YJeNywZgxKnyKi4ofEYk9Bw445yWkp/M1F9CGTDZSI6BbK1XSiI+IiBSvZ84b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\n119/HYAYI5WVldTV1dGpUycGDhxImzZtmDJlCtOmTaN///7Ur7VZ17x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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pyplot.subplot(121)\n", "stats.probplot(aggregateV30, plot=pyplot)\n", "pyplot.title(\"Aggregate 30-day Probability Plot\")\n", "\n", "pyplot.subplot(122)\n", "stats.probplot(aggregateV90, plot=pyplot)\n", "pyplot.title(\"Aggregate 90-day Probability Plot\")\n", "\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Both of which are totally commensurate with the result for the annual case. Note that both of these plots actually have slightly higher $R^2$ values, which suggests that we got a little bit lucky with our 30- and 90-day random samples. In any case, we conclude that variance in trade-volume is also log-normally distributed over shorter time periods.\n", "\n", "For good measure, I also repeated the above computations for even shorter time periods -- 10 days and 20 days starting from a new set of random dates, which were, as expected, a little noisier but still totally commensurate with the above results (in aggregate, $R^2 \\approx 0.95$ in both cases)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, note that there is an opportunity to do equivalent investigations for small-cap stocks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Note: I left this unmentioned, but the distribution also holds (equally well) for daily minute data, even for very small intervals (though they may be noisier just due to a smaller sample size): the smallest I tested was twenty minutes. Should include some minute-level tests.*" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }