{ "metadata": { "name": "", "signature": "sha256:1dfa1b0696b18ab73e91e247aa8f8f990f239b6e1f129a25ee0ea9bfbdd61736" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "from pandas.io.data import DataReader\n", "from pykalman import KalmanFilter" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "pd.set_option('display.mpl_style', 'default')\n", "mpl.rcParams['figure.figsize'] = 8, 6" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "# get adjusted close prices from Yahoo\n", "secs = ['EWA', 'EWC']\n", "data = DataReader(secs, 'yahoo', '2010-1-1', '2014-8-1')['Adj Close']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "# visualize the correlation between assest prices over time\n", "cm = plt.cm.get_cmap('jet')\n", "dates = [str(p.date()) for p in data[::len(data)//10].index]\n", "colors = np.linspace(0.1, 1, len(data))\n", "sc = plt.scatter(data[data.columns[0]], data[data.columns[1]], s=30, c=colors, cmap=cm, edgecolor='k', alpha=0.7)\n", "cb = plt.colorbar(sc)\n", "cb.ax.set_yticklabels([str(p.date()) for p in data[::len(data)//9].index]);\n", "plt.xlabel(data.columns[0])\n", "plt.ylabel(data.columns[1])\n", "plt.savefig('price_corr.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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32/ZCz7vRFyym3uNBkmWwhFJcXsJ1su2qJB+TQYfkcZ/Vlsdpx3y6fn3rgO78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\nWt2Gy6WSPKofk25PpmzXYfKHDbusuq/f+CFROTYiU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1swmjwEHKEEbEN46NGfMGP6eCaO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\nOUp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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "delta = 1e-5\n", "trans_cov = delta / (1 - delta) * np.eye(2)\n", "obs_mat = np.vstack([data.EWA, np.ones(data.EWA.shape)]).T[:, np.newaxis]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "kf = KalmanFilter(n_dim_obs=1, n_dim_state=2,\n", " initial_state_mean=np.zeros(2),\n", " initial_state_covariance=np.ones((2, 2)),\n", " transition_matrices=np.eye(2),\n", " observation_matrices=obs_mat,\n", " observation_covariance=1.0,\n", " transition_covariance=trans_cov)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "state_means, state_covs = kf.filter(data.EWC.values)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "pd.DataFrame(dict(slope=state_means[:, 0], intercept=state_means[:, 1]), index=data.index).plot(subplots=True)\n", "plt.tight_layout();\n", "plt.savefig('slope_intercept.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ZzJw5k4cPH9KlSxeaNGli6EMKIYQQT5WWlkZKSgrZ2dnk5uaSm5vLpk2biIqKIi0tjfT0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\n", "text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "# visualize the correlation between assest prices over time\n", "cm = plt.cm.get_cmap('jet')\n", "dates = [str(p.date()) for p in data[::len(data)/10].index]\n", "colors = np.linspace(0.1, 1, len(data))\n", "sc = plt.scatter(data[data.columns[0]], data[data.columns[1]], s=50, c=colors, cmap=cm, edgecolor='k', alpha=0.7)\n", "cb = plt.colorbar(sc)\n", "cb.ax.set_yticklabels([str(p.date()) for p in data[::len(data)//9].index]);\n", "plt.xlabel(data.columns[0])\n", "plt.ylabel(data.columns[1])\n", "\n", "# add regression lines\n", "step = 5\n", "xi = np.linspace(data[data.columns[0]].min(), data[data.columns[0]].max(), 2)\n", "colors_l = np.linspace(0.1, 1, len(state_means[::step]))\n", "for i, beta in enumerate(state_means[::step]):\n", " plt.plot(xi, beta[0] * xi + beta[1], alpha=.2, lw=1, c=cm(colors_l[i]))\n", "\n", "plt.savefig('price_corr_regress.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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OPSQ4deQVnJLPnb+7k9Gaxa9/foY1Vp7B4V00GoKZsz8nJzV7P3g3z+QlPzl8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