diff options
Diffstat (limited to 'python/notebooks/.ipynb_checkpoints/Beta & Compression-checkpoint.ipynb')
| -rw-r--r-- | python/notebooks/.ipynb_checkpoints/Beta & Compression-checkpoint.ipynb | 195 |
1 files changed, 195 insertions, 0 deletions
diff --git a/python/notebooks/.ipynb_checkpoints/Beta & Compression-checkpoint.ipynb b/python/notebooks/.ipynb_checkpoints/Beta & Compression-checkpoint.ipynb new file mode 100644 index 00000000..637237f8 --- /dev/null +++ b/python/notebooks/.ipynb_checkpoints/Beta & Compression-checkpoint.ipynb @@ -0,0 +1,195 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import os\n", + "import sys\n", + "sys.path.append(os.path.join(os.environ['CODE_DIR'], 'python', 'exploration'))\n", + "sys.path.append(os.path.join(os.environ['CODE_DIR'], 'python'))\n", + "import beta_trade\n", + "import matplotlib.pyplot as plt\n", + "from scipy.stats.mstats import zscore" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "betas = beta_trade.calc_betas()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "4.4041236834552988" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Yu9/eEfEejy+LiuL5g6GsS/rhV/lGc7tROeVBRSjkj/koFM18ZNnRHH07vQ5vyUarKbAs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\nFCRJHZOCJKljUpAkdUwKkqSOSUGS1PkLupOyyRL1b6AAAAAASUVORK5CYII=\n", + "text/plain": [ + "<matplotlib.figure.Figure at 0x7f8a337a4978>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(betas[0], label = 'EWMA20')\n", + "plt.xlabel('date')\n", + "plt.ylabel('beta')\n", + "plt.legend()\n", + "betas[0][-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4.3347774862364643" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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z8EEsf5eNuF4Gv7lkWjsS2JxFBmL19FBXUlixzcHgV2jX6E5uoN1N0hHL6jZ2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\nbRsRch0hZBUhZFVLS0uAxZFIJJK+TZAGvxnASO79CAA7xY0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+ "text/plain": [ + "<matplotlib.figure.Figure at 0x7f8a3318c860>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(betas[1], label = 'EWMA5')\n", + "plt.xlabel('date')\n", + "plt.ylabel('beta')\n", + "plt.legend()\n", + "betas[1][-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "5.5351217701100399" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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L/cq5IzGyWlZOp46rwckjq+DQWaHcF8qt0xInt9yTV+7+oITWXh8adCUMYoVu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\nUiAVdxGRAqm4i4gU6AcfyqPS7pOq2gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<matplotlib.figure.Figure at 0x7f8a2fd0d160>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#now look at spread rato\n", + "spreads = beta_trade.spreads_ratio()\n", + "spreads['ratio'].plot()\n", + "spreads['ratio'][-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.9956105001477371" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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x3+sHC/7NS8nhoeQ8AJMq+ZFHJVBxhv22x7Zpj6//8wa8tndAt9Kv0CGTREyL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\nX16PtyM9bDZ86iy2cU1CXaCwdQ6VhG6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ibYUh2lYYom2FMRnaJqQYgUAgcBnCsAsEAoHL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\n", + "text/plain": [ + "<matplotlib.figure.Figure at 0x7f8a33650320>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "z = zscore(spreads.ratio)\n", + "plt.plot(z)\n", + "z[-1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} |
