ml-finance-python
python scripts for finance machine learning
git clone https://9o.is/git/ml-finance-python.git
Markowitz-Quantopian-Research.ipynb
(517044B)
1 {
2 "cells": [
3 {
4 "cell_type": "markdown",
5 "metadata": {},
6 "source": [
7 "#The Efficient Frontier: Markowitz Portfolio optimization in Python\n",
8 "By Dr. Thomas Starke, David Edwards, Dr. Thomas Wiecki\n",
9 "\n",
10 "Notebook released under the Creative Commons Attribution 4.0 License.\n",
11 "\n",
12 "---\n",
13 "\n",
14 "## Introduction\n",
15 "In this blog post you will learn about the basic idea behind Markowitz portfolio optimization and how to do it in Python. We will then show a simple backtest that rebalances its portfolio in a Markowitz-optimal way. We hope you enjoy it and find it enlightening.\n",
16 "\n",
17 "We will start by using random data and save actual stock data for later. This will hopefully help you get a sense of how to use modelling and simulation to improve your understanding of the theoretical concepts. Don‘t forget that the skill of an algo-trader is to put mathematical models into code, and this example is great practice.\n",
18 "\n",
19 "Let's start with importing a few modules which we need later, and producing a series of normally distributed returns. `cvxopt` is a convex solver which we will use for the optimization of the portfolio.\n",
20 "\n",
21 "## Simulations"
22 ]
23 },
24 {
25 "cell_type": "code",
26 "execution_count": 1,
27 "metadata": {
28 "collapsed": false
29 },
30 "outputs": [],
31 "source": [
32 "import numpy as np\n",
33 "import matplotlib.pyplot as plt\n",
34 "import cvxopt as opt\n",
35 "from cvxopt import blas, solvers\n",
36 "import pandas as pd\n",
37 "\n",
38 "np.random.seed(123)\n",
39 "\n",
40 "# Turn off progress printing \n",
41 "solvers.options['show_progress'] = False"
42 ]
43 },
44 {
45 "cell_type": "markdown",
46 "metadata": {},
47 "source": [
48 "Assume that we have 4 assets, each with a return series of length 1000. We can use `numpy.random.randn` to sample returns from a normal distribution."
49 ]
50 },
51 {
52 "cell_type": "code",
53 "execution_count": 2,
54 "metadata": {
55 "collapsed": false
56 },
57 "outputs": [],
58 "source": [
59 "## NUMBER OF ASSETS\n",
60 "n_assets = 4\n",
61 "\n",
62 "## NUMBER OF OBSERVATIONS\n",
63 "n_obs = 1000\n",
64 "\n",
65 "return_vec = np.random.randn(n_assets, n_obs)"
66 ]
67 },
68 {
69 "cell_type": "code",
70 "execution_count": 3,
71 "metadata": {
72 "collapsed": false
73 },
74 "outputs": [
75 {
76 "data": {
77 "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAAHxCAYAAABXvZxPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxfEZNktBRAAAAABJRU5ErkJggg==\n",
78 "text/plain": [
79 "<matplotlib.figure.Figure at 0x7f5ce5a13a50>"
80 ]
81 },
82 "metadata": {},
83 "output_type": "display_data"
84 }
85 ],
86 "source": [
87 "plt.plot(return_vec.T, alpha=.4);\n",
88 "plt.xlabel('time')\n",
89 "plt.ylabel('returns');"
90 ]
91 },
92 {
93 "cell_type": "markdown",
94 "metadata": {},
95 "source": [
96 "These return series can be used to create a wide range of portfolios. We will produce random weight vectors and plot those portfolios. As we want all our capital to be invested, the weights will have to sum to one."
97 ]
98 },
99 {
100 "cell_type": "code",
101 "execution_count": 4,
102 "metadata": {
103 "collapsed": false
104 },
105 "outputs": [
106 {
107 "name": "stdout",
108 "output_type": "stream",
109 "text": [
110 "[ 0.54066805 0.2360283 0.11660484 0.1066988 ]\n",
111 "[ 0.27638339 0.03006307 0.47850085 0.21505269]\n"
112 ]
113 }
114 ],
115 "source": [
116 "def rand_weights(n):\n",
117 " ''' Produces n random weights that sum to 1 '''\n",
118 " k = np.random.rand(n)\n",
119 " return k / sum(k)\n",
120 "\n",
121 "print rand_weights(n_assets)\n",
122 "print rand_weights(n_assets)"
123 ]
124 },
125 {
126 "cell_type": "markdown",
127 "metadata": {},
128 "source": [
129 "Next, let's evaluate how these random portfolios would perform by calculating the mean returns and the volatility (here we are using standard deviation). You can see that there is\n",
130 "a filter so that we only plot portfolios with a standard deviation of < 2 for better illustration."
131 ]
132 },
133 {
134 "cell_type": "code",
135 "execution_count": 5,
136 "metadata": {
137 "collapsed": false
138 },
139 "outputs": [],
140 "source": [
141 "def random_portfolio(returns):\n",
142 " ''' \n",
143 " Returns the mean and standard deviation of returns for a random portfolio\n",
144 " '''\n",
145 "\n",
146 " p = np.asmatrix(np.mean(returns, axis=1))\n",
147 " w = np.asmatrix(rand_weights(returns.shape[0]))\n",
148 " C = np.asmatrix(np.cov(returns))\n",
149 " \n",
150 " mu = w * p.T\n",
151 " sigma = np.sqrt(w * C * w.T)\n",
152 " \n",
153 " # This recursion reduces outliers to keep plots pretty\n",
154 " if sigma > 2:\n",
155 " return random_portfolio(returns)\n",
156 " return mu, sigma"
157 ]
158 },
159 {
160 "cell_type": "markdown",
161 "metadata": {},
162 "source": [
163 "We calculate the return using\n",
164 "\n",
165 "$$ R = p^T w $$\n",
166 "\n",
167 "where $R$ is the expected return, $p^T$ is the transpose of the vector for the mean\n",
168 "returns for each time series and w is the weight vector of the portfolio. $p$ is a $N \\times 1$\n",
169 "column vector, so $p^T$ turns is a $1 \\times N$ row vector which can be multiplied with the\n",
170 "$N \\times 1$ weight (column) vector w to give a scalar result. This is equivalent to the dot\n",
171 "product used in the code. Keep in mind that `Python` has a reversed definition of\n",
172 "rows and columns and the accurate `NumPy` version of the previous equation would\n",
173 "be `R = w * p.T`\n",
174 "\n",
175 "Next, we calculate the standard deviation\n",
176 "\n",
177 "$$\\sigma = \\sqrt{w^T C w}$$\n",
178 "\n",
179 "where $C$ is the $N \\times N$ covariance matrix of the returns. Please\n",
180 "note that if we simply calculated the simple standard deviation with the appropriate weighting using `std(array(ret_vec).T*w)` we would get a slightly different\n",
181 "’bullet’. This is because the simple standard deviation calculation would not take\n",
182 "covariances into account. In the covariance matrix, the values on the diagonal\n",
183 "represent the simple variances of each asset, while the off-diagonal entries are the variances between the assets. By using ordinary `std()` we effectively only regard the\n",
184 "diagonal and miss the rest. A small but significant difference.\n",
185 "\n",
186 "Lets generate the mean returns and volatility for 500 random portfolios:"
187 ]
188 },
189 {
190 "cell_type": "code",
191 "execution_count": 6,
192 "metadata": {
193 "collapsed": false
194 },
195 "outputs": [],
196 "source": [
197 "n_portfolios = 500\n",
198 "means, stds = np.column_stack([\n",
199 " random_portfolio(return_vec) \n",
200 " for _ in xrange(n_portfolios)\n",
201 "])"
202 ]
203 },
204 {
205 "cell_type": "markdown",
206 "metadata": {},
207 "source": [
208 "Upon plotting these you will observe that they form a characteristic parabolic\n",
209 "shape called the \"Markowitz bullet\" whose upper boundary is called the \"efficient\n",
210 "frontier\", where we have the lowest variance for a given expected return."
211 ]
212 },
213 {
214 "cell_type": "code",
215 "execution_count": 7,
216 "metadata": {
217 "collapsed": false
218 },
219 "outputs": [
220 {
221 "data": {
222 "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1QAAAH6CAYAAAAA6A3qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
223 "text/plain": [
224 "<matplotlib.figure.Figure at 0x7f5ce59a9c90>"
225 ]
226 },
227 "metadata": {},
228 "output_type": "display_data"
229 }
230 ],
231 "source": [
232 "plt.plot(stds, means, 'o', markersize=5)\n",
233 "plt.xlabel('std')\n",
234 "plt.ylabel('mean')\n",
235 "plt.title('Mean and standard deviation of returns of randomly generated portfolios');"
236 ]
237 },
238 {
239 "cell_type": "markdown",
240 "metadata": {},
241 "source": [
242 "## Markowitz optimization and the Efficient Frontier\n",
243 "\n",
244 "We can now calculate the efficient frontier Markowitz-style. This is done by minimizing\n",
245 "\n",
246 "$$ w^T C w$$\n",
247 "\n",
248 "for fixed expected portfolio return $R^T w$ while keeping the sum of all the\n",
249 "weights equal to 1:\n",
250 "\n",
251 "$$ \\sum_{i}{w_i} = 1 $$\n",
252 "\n",
253 "Here we parametrically run through $R^T w = \\mu$ and find the minimum variance\n",
254 "for different $\\mu$‘s. This can be done with `scipy.optimise.minimize` but we have\n",
255 "to define quite a complex problem with bounds, constraints and a Lagrange multiplier. Conveniently, the `cvxopt` package, a convex solver, does all of that for us. We used one of their [examples]() with some modifications as shown below. For more information on using this package please have a look at the `cvxopt` example.\n",
256 "\n",
257 "The `mus` vector produces a non-linear series of expected return values $\\mu$, for each of which we will find a minimum-variance portfolio. We will see later that we don‘t need to calculate a lot of these, as they perfectly fit a parabola which can safely be extrapolated for higher values."
258 ]
259 },
260 {
261 "cell_type": "code",
262 "execution_count": 8,
263 "metadata": {
264 "collapsed": false
265 },
266 "outputs": [
267 {
268 "data": {
269 "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1QAAAHxCAYAAABqL/0pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
270 "text/plain": [
271 "<matplotlib.figure.Figure at 0x7f5ce5979690>"
272 ]
273 },
274 "metadata": {},
275 "output_type": "display_data"
276 }
277 ],
278 "source": [
279 "def optimal_portfolio(returns):\n",
280 " n = len(returns)\n",
281 " returns = np.asmatrix(returns)\n",
282 " \n",
283 " N = 100\n",
284 " mus = [10**(5.0 * t/N - 1.0) for t in range(N)]\n",
285 " \n",
286 " # Convert to cvxopt matrices\n",
287 " S = opt.matrix(np.cov(returns))\n",
288 " pbar = opt.matrix(np.mean(returns, axis=1))\n",
289 " \n",
290 " # Create constraint matrices\n",
291 " G = -opt.matrix(np.eye(n)) # negative n x n identity matrix\n",
292 " h = opt.matrix(0.0, (n ,1))\n",
293 " A = opt.matrix(1.0, (1, n))\n",
294 " b = opt.matrix(1.0)\n",
295 " \n",
296 " # Calculate efficient frontier weights using quadratic programming\n",
297 " portfolios = [solvers.qp(mu*S, -pbar, G, h, A, b)['x'] \n",
298 " for mu in mus]\n",
299 " ## CALCULATE RISKS AND RETURNS FOR FRONTIER\n",
300 " returns = [blas.dot(pbar, x) for x in portfolios]\n",
301 " risks = [np.sqrt(blas.dot(x, S*x)) for x in portfolios]\n",
302 " ## CALCULATE THE 2ND DEGREE POLYNOMIAL OF THE FRONTIER CURVE\n",
303 " m1 = np.polyfit(returns, risks, 2)\n",
304 " x1 = np.sqrt(m1[2] / m1[0])\n",
305 " # CALCULATE THE OPTIMAL PORTFOLIO\n",
306 " wt = solvers.qp(opt.matrix(x1 * S), -pbar, G, h, A, b)['x']\n",
307 " return np.asarray(wt), returns, risks\n",
308 "\n",
309 "weights, returns, risks = optimal_portfolio(return_vec)\n",
310 "\n",
311 "plt.plot(stds, means, 'o')\n",
312 "plt.ylabel('mean')\n",
313 "plt.xlabel('std')\n",
314 "plt.plot(risks, returns, 'y-o');"
315 ]
316 },
317 {
318 "cell_type": "markdown",
319 "metadata": {},
320 "source": [
321 "In yellow you can see the optimal portfolios for each of the desired returns (i.e. the `mus`). In addition, we get the weights for one optimal portfolio:"
322 ]
323 },
324 {
325 "cell_type": "code",
326 "execution_count": 9,
327 "metadata": {
328 "collapsed": false
329 },
330 "outputs": [
331 {
332 "name": "stdout",
333 "output_type": "stream",
334 "text": [
335 "[[ 2.77880107e-09]\n",
336 " [ 3.20322848e-06]\n",
337 " [ 1.54301198e-06]\n",
338 " [ 9.99995251e-01]]\n"
339 ]
340 }
341 ],
342 "source": [
343 "print weights"
344 ]
345 },
346 {
347 "cell_type": "markdown",
348 "metadata": {},
349 "source": [
350 "## Backtesting on real market data\n",
351 "This is all very interesting but not very applied. We next demonstrate how you can create a simple algorithm in [`zipline`](http://github.com/quantopian/zipline) -- the open-source backtester that powers [Quantopian](https://www.quantopian.com) -- to test this optimization on actual historical stock data.\n",
352 "\n",
353 "First, lets load in some historical data using [Quantopian](https://www.quantopian.com)'s `get_pricing()`."
354 ]
355 },
356 {
357 "cell_type": "code",
358 "execution_count": 10,
359 "metadata": {
360 "collapsed": false
361 },
362 "outputs": [],
363 "source": [
364 "tickers = ['IBM', 'SBUX', 'XOM', 'AAPL', 'MSFT', 'TLT', 'SHY']\n",
365 "data = get_pricing(\n",
366 " tickers,\n",
367 " start_date='2005-01-01',\n",
368 " end_date='2015-01-01'\n",
369 ")"
370 ]
371 },
372 {
373 "cell_type": "code",
374 "execution_count": 11,
375 "metadata": {
376 "collapsed": false
377 },
378 "outputs": [
379 {
380 "data": {
381 "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0IAAAHBCAYAAABE5QsrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nygAAAABJRU5ErkJggg==\n",
382 "text/plain": [
383 "<matplotlib.figure.Figure at 0x7f5cc7d00250>"
384 ]
385 },
386 "metadata": {},
387 "output_type": "display_data"
388 }
389 ],
390 "source": [
391 "data.loc['price', :, :].plot()\n",
392 "plt.ylabel('price in $')\n",
393 "plt.legend(tickers);"
394 ]
395 },
396 {
397 "cell_type": "markdown",
398 "metadata": {},
399 "source": [
400 "Next, we'll create a `zipline` algorithm by defining two functions: `initialize()`, which is called once before the simulation starts, and `handle_data()`, which is called for every trading bar. We then instantiate the algorithm object.\n",
401 "\n",
402 "If you are confused about the syntax of `zipline`, check out the [tutorial](http://www.zipline.io/beginner-tutorial.html)."
403 ]
404 },
405 {
406 "cell_type": "code",
407 "execution_count": 12,
408 "metadata": {
409 "collapsed": false,
410 "scrolled": false
411 },
412 "outputs": [
413 {
414 "data": {
415 "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0QAAAHBCAYAAABJ+3tsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
416 "text/plain": [
417 "<matplotlib.figure.Figure at 0x7f5cc6c9fe50>"
418 ]
419 },
420 "metadata": {},
421 "output_type": "display_data"
422 }
423 ],
424 "source": [
425 "import zipline\n",
426 "from zipline.api import (\n",
427 " set_slippage, \n",
428 " slippage,\n",
429 " set_commission, \n",
430 " commission, \n",
431 " order_target_percent,\n",
432 " symbols\n",
433 ")\n",
434 "\n",
435 "from zipline import TradingAlgorithm\n",
436 "\n",
437 "\n",
438 "def initialize(context):\n",
439 " '''\n",
440 " Called once at the very beginning of a backtest (and live trading). \n",
441 " Use this method to set up any bookkeeping variables.\n",
442 " \n",
443 " The context object is passed to all the other methods in your algorithm.\n",
444 "\n",
445 " Parameters\n",
446 "\n",
447 " context: An initialized and empty Python dictionary that has been \n",
448 " augmented so that properties can be accessed using dot \n",
449 " notation as well as the traditional bracket notation.\n",
450 " \n",
451 " Returns None\n",
452 " '''\n",
453 " # Turn off the slippage model\n",
454 " set_slippage(slippage.FixedSlippage(spread=0.0))\n",
455 " # Set the commission model (Interactive Brokers Commission)\n",
456 " set_commission(commission.PerShare(cost=0.01, min_trade_cost=1.0))\n",
457 " context.tick = 0\n",
458 " context.assets = symbols('IBM', 'SBUX', 'XOM', 'AAPL', 'MSFT', 'TLT', 'SHY')\n",
459 " \n",
460 "def handle_data(context, data):\n",
461 " '''\n",
462 " Called when a market event occurs for any of the algorithm's \n",
463 " securities. \n",
464 "\n",
465 " Parameters\n",
466 "\n",
467 " data: A dictionary keyed by security id containing the current \n",
468 " state of the securities in the algo's universe.\n",
469 "\n",
470 " context: The same context object from the initialize function.\n",
471 " Stores the up to date portfolio as well as any state \n",
472 " variables defined.\n",
473 "\n",
474 " Returns None\n",
475 " '''\n",
476 " \n",
477 " # Allow history to accumulate 100 days of prices before trading\n",
478 " # and rebalance every day thereafter.\n",
479 " context.tick += 1\n",
480 " if context.tick < 100:\n",
481 " return\n",
482 " # Get rolling window of past prices and compute returns\n",
483 " prices = data.history(context.assets, 'price', 100, '1d').dropna()\n",
484 " returns = prices.pct_change().dropna()\n",
485 " try:\n",
486 " # Perform Markowitz-style portfolio optimization\n",
487 " weights, _, _ = optimal_portfolio(returns.T)\n",
488 " # Rebalance portfolio accordingly\n",
489 " for stock, weight in zip(prices.columns, weights):\n",
490 " order_target_percent(stock, weight)\n",
491 " except ValueError as e:\n",
492 " # Sometimes this error is thrown\n",
493 " # ValueError: Rank(A) < p or Rank([P; A; G]) < n\n",
494 " pass\n",
495 " \n",
496 "# Instantinate algorithm \n",
497 "algo = TradingAlgorithm(initialize=initialize, \n",
498 " handle_data=handle_data)\n",
499 "# Run algorithm\n",
500 "results = algo.run(data.swapaxes(2, 0, 1))\n",
501 "results.portfolio_value.plot();"
502 ]
503 },
504 {
505 "cell_type": "markdown",
506 "metadata": {},
507 "source": [
508 "As you can see, the performance here is quite good, even through the 2008 financial crisis. This is most likey due to our universe selection and shouldn't always be expected. Increasing the number of stocks in the universe might reduce the volatility as well. Please let us know in the comments section if you had any success with this strategy and how many stocks you used."
509 ]
510 },
511 {
512 "cell_type": "markdown",
513 "metadata": {},
514 "source": [
515 "## Conclusions\n",
516 "\n",
517 "In this blog, co-written by Quantopian friend [Dr. Thomas Starke](http://drtomstarke.com/), we wanted to provide an intuitive and gentle introduction to Markowitz portfolio optimization which still remains relevant today. By simulating various random portfolios we have seen that certain portfolios perform better than others. Convex optimization using `cvxopt` allowed us to then numerically determine the portfolios that live on the *efficient frontier*. The zipline backtest serves as an example but also shows compelling performance.\n",
518 "\n",
519 "## Next steps\n",
520 "\n",
521 "* Clone this notebook in the [Quantopian Research Platform](http://blog.quantopian.com/quantopian-research-your-backtesting-data-meets-ipython-notebook/) and run it on your own to see if you can enhance the performance. \n",
522 "* You can also download just the notebook for use in your own environment [here]().\n",
523 "* In a future blog post we will outline the connections to Kelly optimization which also tells us the amount of leverage to use.\n",
524 "* We have added an optimization API which you can find [here](https://www.quantopian.com/posts/optimize-api-now-available-in-algorithms)."
525 ]
526 },
527 {
528 "cell_type": "markdown",
529 "metadata": {},
530 "source": [
531 "*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.*"
532 ]
533 }
534 ],
535 "metadata": {
536 "kernelspec": {
537 "display_name": "Python 2",
538 "language": "python",
539 "name": "python2"
540 },
541 "language_info": {
542 "codemirror_mode": {
543 "name": "ipython",
544 "version": 2
545 },
546 "file_extension": ".py",
547 "mimetype": "text/x-python",
548 "name": "python",
549 "nbconvert_exporter": "python",
550 "pygments_lexer": "ipython2",
551 "version": "2.7.12"
552 }
553 },
554 "nbformat": 4,
555 "nbformat_minor": 0
556 }