{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# QuantLET Example: Backtesting Momentum Strategies using Streams and Monte Carlo Simulations\n", "\n", "http://quantlet.net\n", "\n", "This example shows the use of streams and benchmarks for the backtesting of profitability of momentum strategies. The focus here is to showing QuantLET patterns and how they can be used as tools for investigation in computational finance. \n", "\n", "The data investigation methods shown here are simplified so this not be the best place to come if you just want learn how to use computers to make money in financial markets.\n", "\n", "(c) 2015 Jorge M. Faleiro Jr\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First things first, initial setup of defaults" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline \n", "%load_ext autoreload \n", "%autoreload 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Importing initial set of quantlet dependencies.\n", "\n", "NB: We will use the `%time` magic throughout some of these examples to give a sense of performance of specific feature of the framework. Look for 'wall time' just below a cell, this has been generated in an Ubuntu guest environment in Parallels hosted by a MacBook Pro (Retina, 13-inch, Late 2012)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "interactive mode\n" ] } ], "source": [ "import quantlet as q\n", "from quantlet.rw import brownian\n", "from quantlet_analytics.plot import plot\n", "from quantlet_analytics.time import ts\n", "#q.figsize(15, 14) # uncomment to change default figure sizes\n", "#q.figsize(13, 10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Random Walks\n", "\n", "The first principle we will need on this model are random walks. In essence a random walk is a path composed of several intermediary random steps. \n", "\n", "On this example we will use specifically a simplification of a one-dimensional Wiener Process, or Brownian Motion, defined by the following model:\n", "\n", "\\begin{align}\n", "W_0 & = 0 \\\\\n", "W_t & \\sim N(0, t -s) + W_s \\\\\n", "\\end{align}\n", "\n", "where $t \\rightarrow W_t$ is continuous, $N(\\mu, \\sigma^2)$ is the normal distribution with expected value $\\mu$ and variance $\\sigma^2$ and for any $\\text{t, s and u}$, $W_t - W_s$ are independent for $u \\le s \\lt t$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In QuantLET, we define brownian motions with a `brownian` QLet. To generate a plot of a simulation of closing prices starting with an initial price of $37 for 2013 we use one stream, defined in one line:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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u9lAIqcoNvAf29uGSnd3YtbUDLMsgkSp6Z3Y13QDDlHcoUSjnYlOzLAtzGRmi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\n3Xd56KGHPBbb9fCFPt7crtWnatRcPX3wwQe43W7eeOMNBg8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts('2013-01-01', '2013-12-31') >> brownian(seed=42, s0=37) >> plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another example, if you want a simulation of three stock prices - GOOG, IBM and B, with initial prices of $37, $21 and $42 respectivelly - we use one stream of three individual QLets:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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tY0c6geVlz0iq/t/k/EzW+1o1MDObq2rZt7RcgqoaKBa0qnWnkwpmV1ToZQO6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\nLi31sG3bNqqqqli1a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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "q.seed(42)\n", "ts('2013-01-01', '2013-12-31') \\\n", ">> brownian(s0=37, output='GOOG') \\\n", ">> brownian(s0=21, output='IBM') \\\n", ">> brownian(s0=42, output='B') \\\n", ">> plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Moving Averages\n", "\n", "The second principle we will need on this experiment are some kind of filter, against which we will compare cross over variations of the random walk in order to generate buy and sell signals.\n", "\n", "We will be experimenting with Cumulative, Rolling, Weighted and Exponentially weighted moving averages, listed in increasing order of complexity. \n", "\n", "We provide the mathematical formalization of each of the filters. For computational reasons QuantLET models are encouraged to rely on filters on their recursive form. We also provide the non-recursive form for illustration purposes.\n", "\n", "### Cumulative Moving Average\n", "The cumulative average is a simple average of $n$ values:\n", "\n", "\\begin{align}\n", "CMA_n & = \\frac{1}{n} \\sum_{i=0}^n x_i,\\quad\\quad\\quad\\quad & \\text{non-recursive form}\\\\\n", "CMA_n & = \\frac{x_n + (n - 1) * CMA_{n-1}}{n},\\quad\\quad & \\text{recursive form} \n", "\\end{align}\n", "\n", "### Rolling Moving Average\n", "The \"rolling\" average of $n$ values over a window of fixed size $m$:\n", "\n", "\\begin{align}\n", "RMA_n & = \\frac{1}{m} \\sum_{i=n-m+1}^n x_i,\\quad\\quad\\quad\\quad & \\text{non-recursive form}\\\\\n", "RMA_n & = RMA_{n-1} + \\frac{1}{m} (x_n - x_{n-m+1}),\\quad\\quad & \\text{recursive form} \n", "\\end{align}\n", "\n", "\n", "### Weighted Moving Average\n", "In the weighted moving average $m$ past factors are adjusted by a decreasing linear factor $(m - n + i)$ and its non-recursive form is given by:\n", "\n", "\\begin{align}\n", "WMA_n & = \\frac{2}{m(m+1)} \\sum_{i=n-m+1}^n (m - n + i)x_i\\\\\n", "\\end{align}\n", "\n", "### Exponentially Weighted Moving Average\n", "In the exponentially moving average a factor $\\alpha$ is used to decay older terms of the series and its recursive form is given by:\n", "\n", "\\begin{align}\n", "EWMA_n & = \\alpha . x_n + (1 - \\alpha) . EWMA_{n-1}\\\\\n", "\\end{align}\n", "\n", "The higher $\\alpha$ the more older terms will influence the filter. A lower $\\alpha$ means a \"faster\" filter." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from quantlet.filter import rma, cma, ewma" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A bit of an unrealistic use case, for illustration, you can overlap several filters - EWMA, RMA, CMA - with a random walk of initial price $37 for the year 2014 using a one liner stream. \n", "\n", "You can refer to the mathematical formalizations above if you want details on each of the parameters." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Jhh4Koeg6lcTcR/6pqorLY1DIVWZ0Kbt1F9sjWzCtKnsS0uUshBBiac3b4r3j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DAAAg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\nv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts('2014-1-1', '2014-12-31') \\\n", ">> brownian(seed=42, s0=37) \\\n", ">> ewma(alpha=0.2) \\\n", ">> rma(m=20) \\\n", ">> cma \\\n", ">> plot" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from quantlet.strats.momentum import maco\n", "from quantlet.strats.portfolio import cash_stock" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The third and fourth principle of this experiment are strategies to generate buy/sell signals and real-time portfolio management. We add them to the original stream as processors`maco` and `cash_stock`, in a daily timeseries for 2013 and 2014, of a random walk starting at $37. This model is of course a simplification and should not be used on real world trading.\n", "\n", "The `maco` momentum strategy generates a buy or sell signal for cross overs. It is indicated on the plot by green and red triangles.\n", "\n", "The `cash_stock` portfolio strategy keeps track of overall gains or losses of those buy/sell signals and cash available for trading. The configuration below uses an initial `$10,000` cash balance for trading and a load (transaction cost) of `$7.5` per transaction.\n", "\n", "This is still a one liner stream. Line termination characters of '\\' are used to increase readability." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 208 ms, sys: 0 ns, total: 208 ms\n", "Wall time: 347 ms\n" ] }, { "data": { "image/png": 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7J6ZPn8GXvnQn/+//PZPR1urqGm655XaeeOJxXn55PStW/Ctvv72Hr3zlbgDO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\n1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%time ts('2013-1-1', '2014-12-31') \\\n", ">> brownian(seed=42, s0=37) \\\n", ">> ewma(alpha=0.05) \\\n", ">> maco \\\n", ">> cash_stock(initial_cash=10000, load=7.5) \\\n", ">> plot(columns=['brownian', 'ewma', 'buy', 'sell', 'alpha']) # ordering\n", "# >> plot # uncomment if you don't care about label ordering " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A few things we can quickly notice about our great strategy from the plot above:\n", "\n", "1. It is fast. A few hundred microseconds to timestamp, randomize, signal and track.\n", "\n", "2. It is losing money. At this first shot, this strategy is not profitable. Just take a look at alpha, the pinkish line shooting down. In this simple example, you should expect to lose ~6.5% over 2 years if you were to use a moving average cross over trading strategy \n", "\n", "So the immediate questions that jump to our minds: are MACO strategy money losers? Are they never profitable? What do we need to fine tune in order to select scenarions under which they might be profitable?\n", "\n", "Let's start to make a few assumptions:\n", "\n", "1. There are scenarios under which MACO strategies are profitable.\n", "\n", "2. For some combinations of EWMA's alpha, brownian's S0 and cash_stock's load, we should expect the cross-over strategy to become profitable.\n", "\n", "Those assumptions are our hypothesis. Alpha, S0 and load are our independent variables and profitability is our dependent variable.\n", "\n", "The following model (with a boring name `my_model`) defines our hypothesys and features under consideration." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def my_model(shock):\n", " stream = ts('2013-1-1', '2014-12-31') \\\n", " >> brownian(s0=shock.s0) \\\n", " >> ewma(alpha=shock.alpha) \\\n", " >> maco \\\n", " >> cash_stock(initial_cash=10000, load=shock.load) \\\n", " >> tail(1) \\\n", " >> as_type(tuple) \n", " shock.last_alpha = stream[0]['alpha']\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from quantlet import tail, select, as_type, columns\n", "from quantlet_agents import montecarlo\n", "from quantlet_analytics.stats import unif" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Uniform Distributions\n", "\n", "If $rs(n)$ is a random sample, the continuous uniform distribution $Unif[a,b), b > a$ of size $n$ is given by $(b - a) * rs(n) + a$:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.08 s, sys: 8 ms, total: 1.09 s\n", "Wall time: 1.21 s\n" ] } ], "source": [ "q.seed(42)\n", "%time \\\n", "b = montecarlo(my_model, \\\n", " s0=unif(5.0, 10.0, 3),\\\n", " alpha=unif(0.01, 0.8, 5),\\\n", " load=unif(1.0, 3.0, 3)) \\\n", ">> select(lambda x: x.__dict__) \\\n", ">> select(lambda x: dict(fitness=x['last_alpha'],dampening=x['alpha'],s0=x['s0'],load=x['load'])) \\\n", ">> as_type(tuple)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "shocks: 45\n" ] } ], "source": [ "print('shocks: %d' % len(b))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from quantlet_analytics.plot import lag_plot, scatter_matrix" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 7.96 s, sys: 1.49 s, total: 9.44 s\n", "Wall time: 15.9 s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python2.7/dist-packages/matplotlib/axes/_axes.py:475: UserWarning: No labelled objects found. Use label='...' kwarg on individual plots.\n", " warnings.warn(\"No labelled objects found. \"\n" ] }, { "data": { "image/png": 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iw8Vm1SiNBHGGAVWnZFihGB7RwCsrw8ZQAy+LpnLtootY98VFzJ5kXmTRDYMN26pY9/hm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ydc+/fvJyEhgRUrVnD27FleeuklVqxYUWufr776CkvLltGYd+DAgfz888/MmzePiIgIJk2a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\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JpmVSaRm9TqfRh+0Wk0bBLSkSC96hkTHKSopzVAr7+kTWOe9wXfmYTywGIBpT1Scz+8PR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PT6dQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%time b >> scatter_matrix(index=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can quickly see that our first simulation brings a few conclusions:\n", "\n", "1. Regardless of what we simulate we cannot get fitness above 1.0 (our own definition of \"profitable\").\n", "2. The lower $EWMA(\\alpha)$, dampening, more chances of making money (higher fitness)\n", "2. The lower the transaction costs, $load$, more chances of making money (no kidding)\n", "2. Some features, specifically $S_0$ has almost no impact on fitness.\n", "\n", "We will show how easy is to modify a model. Let's remove $S_0$ and add Brownian's $\\sigma$." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4.46 s, sys: 292 ms, total: 4.76 s\n", "Wall time: 8.28 s\n", "CPU times: user 7.99 s, sys: 380 ms, total: 8.37 s\n", "Wall time: 11.8 s\n" ] }, { "data": { "image/png": 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twD9cNBsFuXYU5Nj01422z7HEMNLjROkmGUlFJiYumRgzxW6sJ/6J6Fo43hhi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6/z8hDOXjQ1NREeHo5arQ6Q6EiLher6JpJioyitbSY5xkpdq4PMuAhaHB4GpEawq7yZRIue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\n+3rCAv1xOp289K/3sdsd3D33hnaLrtPS0khLS2PYsGFER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bi7u5cIut59911a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\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lqDcJCQkMGjQIX19f1q9fXywo+f3wcSbN+hhnRwc+nj6JxvVrF22z2WxERF9mx9FzHItK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\nh7n9zzt4+LX91LUIKasiETy2NhFne+NR36uBcD+dbHx5fTcDE5TS/6Vwz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4qa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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def my_model_modified(shock):\n", " stream = ts('2013-1-1', '2014-12-31') \\\n", " >> brownian(sigma=shock.sigma) \\\n", " >> ewma(alpha=shock.alpha) \\\n", " >> maco \\\n", " >> cash_stock(initial_cash=10000, load=shock.load) \\\n", " >> tail(1) \\\n", " >> as_type(tuple) \n", " shock.last_alpha = stream[0]['alpha']\n", " \n", "q.seed(42)\n", "%time \\\n", "b = montecarlo(my_model_modified, \\\n", " sigma=unif(0.1, 0.9, 10),\\\n", " alpha=unif(0.01, 0.8, 5),\\\n", " load=unif(1.0, 3.0, 3)) \\\n", ">> select(lambda x: x.__dict__) \\\n", ">> select(lambda x: dict(fitness=x['last_alpha'],dampening=x['alpha'],sigma=x['sigma'],load=x['load'])) \\\n", ">> as_type(tuple)\n", "%time b >> scatter_matrix(index=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our second simulation brings a few new conclusions:\n", "\n", "1. It is very simple to add and remove features (we removed $S_0$ and added $\\sigma$ with a few characters change)\n", "1. We still cannot get to make this strategy profitable (fitness < 0)\n", "1. Lower volatility $\\sigma$ causes this strategy to lose a bit less money\n", "\n", "In other words, the hypothesis we had outline on the beginning of this exercise cannot hold against a random walk signal. Could it hold in a backtest against historical asset prices? " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Backtesting Against Constituents of the S&P 500 Index\n", "\n", "By now we would like to know if this same strategy would be profitable if applied against asset price movements. In other words, would this strategy be profitable if applied against stocks that are part of the S&P 500 index? " ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from quantlet_analytics.dataset import historical\n", "from quantlet.metadata import provenance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Like any other contributions, historical prices are evidences, and available for application in any model. \n", "\n", "As an example, if you wanted to plot the adjusted close price of Apple Computers for the year 2014, you use one line:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 128 ms, sys: 56 ms, total: 184 ms\n", "Wall time: 564 ms\n" ] }, { "data": { "image/png": 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lgXCa/+8Xl0vPUYDaifOHb+4F2NblIRBOM+CPE0lkaaiZ/r34Q0m44R5i9UkY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\nMjLYsGEDJSUlvP/++2hra4t7J6uqqsjOzqZz586NZibdunVjwIABosv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%time \\\n", "historical('AAPL', '2014-01-01', '2014-12-31', columns=['Adj. Close']) \\\n", ">> plot(index='Date')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you wanted to appy the momentum strategy model, we replace the 2 steps time series `ts` and random walk `brownian` by one line: `historical`.\n", "\n", "You can notice that apart from this simple modification, the model is exactly the same as defined by the random walk example previously. This shows how quick and simple it is to modify a feature of the investigation entirely.\n", "\n", "The parameters of `historical` indicate the symbol in question `AAPL`, the date range, and the specific feature `\"Adj. Close\"`, the split adjusted closing price:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 172 ms, sys: 24 ms, total: 196 ms\n", "Wall time: 405 ms\n" ] }, { "data": { "image/png": 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OJwBK29LBfVFYWMj777/PF198wa9+9Stqa2t55JFHxAqDgiAIPaht8lDb5MFk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\nF90QcKxJq1Qqxo8fzw8//EB+f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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%time \\\n", "historical('AAPL', '2014-01-01', '2014-12-31', columns=['Adj. Close']) \\\n", ">> select(lambda x : dict(x=x['Date'],price=x['Adj. Close'])) \\\n", ">> ewma \\\n", ">> maco \\\n", ">> cash_stock(initial_cash=10000, load=7.5) \\\n", ">> plot(columns=['price', 'ewma', 'buy', 'sell', 'alpha'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The original scenario repeats itself here. You can see once more, with real data, if one were to apply this momentum strategy in a portfolio of one stock, Apple Computers, one should expect a loss of about 3% during 2014.\n", "\n", "In other words, the strategy is still a money loser. The initial investment of `$10,000` on 1/1/2014 would turn into something close to `$9,700` by 12/31/2014.\n", "\n", "Is this something specific to Apple Computers? What it we try the same thing with some other stock like Google? To try that, all we have to do is to change the symbol from `AAPL` to `GOOG`.\n", "\n", "For illustration we will create a contribution of a plot and will name if `'goog_momentum.png'` " ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 212 ms, sys: 140 ms, total: 352 ms\n", "Wall time: 1.27 s\n" ] }, { "data": { "image/png": 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dFaWhous6Bw4cQNM0nE4nwWCQtLQ0mpubKSkp4eDBg8k0vE984hM8/PDD3HXX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lnp4erXG6b+EFvDIRJtCqOLVHbV7idRNTI+2IDOdvr2ARjqtI2URC+DE+b86muMGelx/z6wmfQ0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\nEhJYuHAhffv2JTQ0lLCwMHU3SfgfeuXAQOV16oSlpaUkJCQwe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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%time \\\n", "historical('GOOG', '2014-01-01', '2014-12-31', columns=['Adj. Close']) \\\n", ">> select(lambda x : dict(x=x['Date'],price=x['Adj. Close'])) \\\n", ">> ewma \\\n", ">> maco \\\n", ">> cash_stock(initial_cash=10000, load=7.5) \\\n", ">> plot(out='goog_momentum.png', columns=['price', 'ewma', 'buy', 'sell', 'alpha'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With Google we lost even more, about `12%`. Of the original investiment of `$10,000` on 1/1/2014 you would have `$8,800` left by 12/31/2014.\n", "\n", "As a side note, plots are also contributions (or evidences). And as any evidences they carry a record of provenance:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "**** PROVENANCE hdf://quantlet/jfaleiro/goog_momentum.png ****\n", "\n", "quandl.get('https://www.quandl.com/data/WIKI/GOOG')\n", "`-- v N/A jfaleiro @ 8/15/2015 14:35:12 EST\n", "\n", "historical.cache('hdf://quantlet/pub/quandl/WIKI/GOOG.h5')\n", "`-- v 0.0.1 jfaleiro @ 8/15/2015 14:35:12 EST MD5:d9d914b9bdcd9fccd913d4ab77909dbf\n", "\n", "stream('hdf://quantlet/jfaleiro/stream/local-xFybofl')\n", "historical('GOOG', '2014-01-01', '2014-12-31', columns=['Adj. Close']) \n", ">> select(lambda x : dict(x=x['Date'],price=x['Adj. Close'])) \n", ">> ewma \n", ">> maco \n", ">> cash_stock(initial_cash=10000, load=7.5)\n", ">> plot(out='goog_momentum.png', columns=['price', 'ewma', 'buy', 'sell', 'alpha']))\n", "`-- v 0.0.1 jfaleiro @ 9/1/2015 8:15:35 EST\n", "\n", "file('hdf://quantlet/jfaleiro/goog_momentum.png')\n", "`-- v N/A jfaleiro @ 9/17/2015 21:05:02 EST MD5:72802afc4283d8077da1cb368aa6c2cd\n", "\n", "**** end of hdf://quantlet/jfaleiro/goog_momentum.png ****\n", " \n" ] } ], "source": [ "provenance('goog_momentum.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are several things we can notice from this record:\n", "\n", "1. The source and steps for generation is public and transparent.\n", "1. The contribution is associated to an URL, `hdf://quantlet/jfaleiro/goog_momentum.png`, and can be shared with any user with proper credentials.\n", "1. The data used to create the plot was obtained from quandl on 8/15/2015 at 14:35:12 EST and passed through several other stages (themselves contributions) for caching and transformation, up until its generation on 9/17/2015 at 21:05:02 EST\n", "1. All contributions are signed and checksum'ed " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ending this side note, and back to the exercise at hand. Still, these are only 2 stocks, on the same sector. This performance could be related to some bias.\n", "\n", "The final proof, let's backtest this against all stocks constituent of the index S&P 500. That should be representative of a mix of sectors and different caps.\n", "\n", "The first thing to desing when coming up with a benchmark is the definition of a model. Let's call this model `snp500_model`. You can see it is 99% the same as the benchmark we used on the random walk case, except that now only two features are needed:\n", "\n", "* the symbol of the stock\n", "* the column of the historical repository (just for fun we can decide to pick different features)\n", "\n", "Here is the model:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def snp500_model(shock):\n", " stream = historical(shock.symbol, '2014-01-01', '2014-12-31', columns=[shock.column]) \\\n", " >> select(lambda x : dict(x=x['Date'],price=x[shock.column])) \\\n", " >> ewma \\\n", " >> maco \\\n", " >> cash_stock(initial_cash=10000, load=7.5) \\\n", " >> tail(1) \\\n", " >> as_type(tuple)\n", " shock.fitness = stream[0]['alpha']\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from quantlet_analytics.plot import hist\n", "from quantlet_analytics.dataset import index" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To run the model we will use a variation of a benchmark called `montecarlo`. The execution of the model is basically 2 steps (or 2 lines).\n", "\n", "1. We parse the index repository `SP500` looking for all symbols (`Code`) of constituents of the S&P 500 index\n", "1. We apply a montecarlo benchmark in which each shock is one symbol. We extract fitness and generate a histogram with it\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "exception on shock={'column': 'Close', 'symbol': 'GOOG/NASDAQ_ALLE', 'seq': 19}\n", "exception on shock={'column': 'Close', 'symbol': 'GOOG/NYSE_AMT', 'seq': 30}\n", "exception on shock={'column': 'Close', 'symbol': 'GOOG/NYSE_AVGO', 'seq': 50}\n", "exception on shock={'column': 'Close', 'symbol': 'GOOG/NASDAQ_BRK-B', 'seq': 64}\n", "exception on shock={'column': 'Close', 'symbol': 'GOOG/NASDAQ_BF-B', 'seq': 74}\n", "exception on shock={'column': 'Close', 'symbol': 'GOOG/NYSE_GOOG', 'seq': 209}\n", "exception on shock={'column': 'Close', 'symbol': 'GOOG/NYSE_HCBK', 'seq': 228}\n", "exception on shock={'column': 'Close', 'symbol': 'GOOG/NYSE_HBAN', 'seq': 230}\n", "exception on shock={'column': 'Close', 'symbol': 'GOOG/NYSE_GMCR', 'seq': 252}\n", "exception on shock={'column': 'Close', 'symbol': 'GOOG/NYSE_MNK', 'seq': 280}\n", "exception on shock={'column': 'Close', 'symbol': 'GOOG/NYSE_NAVI', 'seq': 316}\n", "exception on shock={'column': 'Close', 'symbol': 'GOOG/NASDAQ_PRGO', 'seq': 353}\n", "exception on shock={'column': 'Close', 'symbol': 'GOOG/NYSE_TSCO', 'seq': 442}\n", "exception on shock={'column': 'Close', 'symbol': 'GOOG/ NASDAQ_YHOO', 'seq': 491}\n", "CPU times: user 9.51 s, sys: 828 ms, total: 10.3 s\n", "Wall time: 19.4 s\n" ] }, { "data": { "image/png": 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Qf+wrX/mKVq5cKbfbLbfbrVWrVmW1SADmOHPKurPXl/LnxaesCWQgZUkDeeHChVq4cOE5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\nTwsWLFBjY6OuvvrqtLrEICr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tickers = index('SP500') >> select(lambda x: x['Code'])\n", "%time montecarlo(snp500_model, symbol=tickers, column=['Close']) \\\n", ">> select(lambda x: x.fitness) \\\n", ">> hist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "...and here are the results. The strategy is a money loser (remember, the definition of profitable is fitness > 1). There is one single outlier giving a reasonable 18% gain, but for about 95% of cases the strategy loses money. The mean of the distributions is around fitness=0.98." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What if we use a split adjusted close price instead, should we expect any changes?" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "exception on shock={'column': 'Adj. Close', 'symbol': 'ACT', 'seq': 5}\n", "exception on shock={'column': 'Adj. Close', 'symbol': 'BRK-B', 'seq': 64}\n", "exception on shock={'column': 'Adj. Close', 'symbol': 'BF-B', 'seq': 74}\n", "CPU times: user 9.63 s, sys: 860 ms, total: 10.5 s\n", "Wall time: 17.7 s\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tickers = index('SP500') >> select(lambda x: x['Ticker'])\n", "%time montecarlo(snp500_model, symbol=tickers, column=['Adj. Close']) \\\n", ">> select(lambda x: x.fitness) \\\n", ">> hist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Basically no changes. The strategy is still a money loser." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Conclusion\n", "\n", "We can draw a few conclusions from this exercise:\n", "\n", "1. It is really easy to define hyphothesis and adjust models to rely on new features and methods of testing.\n", "1. Everything is a contribution (evidence) - it should be very easy for any other researcher to replicate the steps on this experiment and prove the results right, or prove them wrong.\n", "\n", "## Ok... What About the Performance of Momentum Strategies?\n", "\n", "From what evidences show, the strategy is clearly not profitable and the hypothesis we had outlined on the beginning of this exercise is false.\n", "\n", "However, there are strong discrepancies between what this little exercise shows and what several what several traders claim of 3 digits gains. There are several explanations I can think of.\n", "\n", "1. Survivorship biases. There are scientific working papers pointing to trader's biases when reporting or tracking gains.\n", "1. Traders might be using variations of this momentum strategy that are actually profitable, and not disclosing it\n", "1. Either the data or algorithms we relied on is wrong or have bugs. The good news are they are all available and are verifiable.\n", "\n", "## Final Notes\n", "\n", "This framework is under work. Over the last few years it has been the subject of a doctorate research. If you are interested on more details you should refer to working papers we have released on the subject. \n", "\n", "A few of the features presented in here are adjusted to this specific scenario and are not entirely functional at this time. However they do align themselves with the vision of the long term research and should be used as an illustration of the roadmap.\n", "\n", "This framework relies on dozens of open source libraries and resources, either used directly or adapted. Each of those dependencies might rely on several more, and the chain of dependencies are ever changing. It would be impossible to accurately list all of them.\n", "\n", "We acknowledge a brief list:\n", "\n", "* python https://www.python.org/\n", "* cython http://cython.org/\n", "* pandas http://pandas.pydata.org/\n", "* iPython http://ipython.org/\n", "* iPython notebook http://ipython.org/notebook.html\n", "* numpy http://www.numpy.org/\n", "* scipy http://www.scipy.org/\n", "* matplotlib http://matplotlib.org/\n", "* seaborn http://stanford.edu/~mwaskom/software/seaborn/\n", "* pipes https://github.com/JulienPalard/Pipe\n" ] }, { "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 }