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-rw-r--r--python/Realized Vol.ipynb210
-rw-r--r--python/notebooks/Beta & Compression.ipynb112
-rw-r--r--python/notebooks/Realized Vol.ipynb72
3 files changed, 23 insertions, 371 deletions
diff --git a/python/Realized Vol.ipynb b/python/Realized Vol.ipynb
deleted file mode 100644
index 75f11ed6..00000000
--- a/python/Realized Vol.ipynb
+++ /dev/null
@@ -1,210 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": [
- "import warnings\n",
- "warnings.simplefilter('ignore')\n",
- "\n",
- "%matplotlib inline\n",
- "import seaborn\n",
- "seaborn.mpl.rcParams['figure.figsize'] = (10.0, 6.0)\n",
- "seaborn.mpl.rcParams['savefig.dpi'] = 90"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "import option_trades as ot"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {
- "collapsed": false,
- "scrolled": true
- },
- "outputs": [],
- "source": [
- "HY27Vol = ot.realized_vol(\"HY\", 27,\"5yr\", years = 3)\n",
- "IG27Vol = ot.realized_vol(\"IG\", 27,\"5yr\", years = 3)\n",
- "HY26Vol = ot.realized_vol(\"HY\", 26,\"5yr\", years = 3)\n",
- "IG26Vol = ot.realized_vol(\"IG\", 26,\"5yr\", years = 3)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 21,
- "metadata": {
- "collapsed": false,
- "scrolled": true
- },
- "outputs": [
- {
- "data": {
- "image/png": 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ygDA47Kz587huahCSIY3RzEYtLEbxbfgClb+x7jkZ7zY4ZvfKmv5aZWRKlJT0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\nP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3zORjAc50uNmPOFJ+Z84QXLnM8kQKgB/m7SbTLwfe8/ZDkS+LCiKL8Dd6Agy/JTwO24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\nhCAIgiAIgiAI2vgXWFfGdUT0YfgAAAAASUVORK5CYII=\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f0ea0a00588>"
- ]
- },
- "execution_count": 21,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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ygDA47Kz587huahCSIY3RzEYtLEbxbfgClb+x7jkZ7zY4ZvfKmv5aZWRKlJT0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\nP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3zORjAc50uNmPOFJ+Z84QXLnM8kQKgB/m7SbTLwfe8/ZDkS+LCiKL8Dd6Agy/JTwO24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\nhCAIgiAIgiAI2vgXWFfGdUT0YfgAAAAASUVORK5CYII=\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f0ea0a00588>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "HY27Vol[1].plot(annualize=\"D\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 20,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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T7Y/7PNusT84EX5Rhq1EsKs0GfP1jW7B5hWij96e3e/GD3x3G0OT5I4Yj2Xh/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\nRK5CYII=\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f0ea0b10208>"
- ]
- },
- "execution_count": 20,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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T7Y/7PNusT84EX5Rhq1EsKs0GfP1jW7B5hWij96e3e/GD3x3G0OT5I4Yj2Xh/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\nRK5CYII=\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f0ea0b10208>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "IG27Vol[1].plot(annualize =\"D\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 25,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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37z6EsUgSwRYvPvSWCyx/PzQ0gxNn5jCfzOLmqzcuyz4RlclkrTrBSTecHLXq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\ni4KU/OYAAAAASUVORK5CYII=\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f0ea0c215f8>"
- ]
- },
- "execution_count": 25,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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37z6EsUgSwRYvPvSWCyx/PzQ0gxNn5jCfzOLmqzcuyz4RlclkrTrBSTecHLXq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\ni4KU/OYAAAAASUVORK5CYII=\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f0ea0c215f8>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "HY26Vol[1].plot(annualize =\"D\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 26,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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FqYY2KntwrijKx8R/y7J8G4DnFEW5vdB3/f5wRZXz1lYPJibCOafzFzPUNoVZiG00Ph7m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\npmXHMLMVZjbNSiH1LwDbAY/j4YUXirLEAmBguvaxKs+5LbAUOF3SM5Kel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- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f0ea06de080>"
- ]
- },
- "execution_count": 26,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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FqYY2KntwrijKx8R/y7J8G4DnFEW5vdB3/f5wRZXz1lYPJibCOafzFzPUNoVZiG00Ph7m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\nNAj/A6sjArrYIwS9AAAAAElFTkSuQmCC\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f0ea06de080>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "IG26Vol[1].plot(annualize =\"D\")"
- ]
- },
- {
- "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": "3.5.2"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 1
-}
diff --git a/python/notebooks/Beta & Compression.ipynb b/python/notebooks/Beta & Compression.ipynb
index 637237f8..defdbe7d 100644
--- a/python/notebooks/Beta & Compression.ipynb
+++ b/python/notebooks/Beta & Compression.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 32,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -19,7 +19,7 @@
},
{
"cell_type": "code",
- "execution_count": 33,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -28,32 +28,9 @@
},
{
"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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Y5w3C7XSgqsSD9j6fUqba+j6B0gIXhhS5IyaAtXKP7J0xOucZ4ZJNgvx+C1OY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\nFCRJHZOCJKljUpAkdUwKkqSOSUGS1PkLupOyyRL1b6AAAAAASUVORK5CYII=\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f8a337a4978>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
"source": [
"plt.plot(betas[0], label = 'EWMA20')\n",
"plt.xlabel('date')\n",
@@ -64,30 +41,9 @@
},
{
"cell_type": "code",
- "execution_count": 35,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "4.3347774862364643"
- ]
- },
- "execution_count": 35,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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z8EEsf5eNuF4Gv7lkWjsS2JxFBmL19FBXUlixzcHgV2jX6E5uoN1N0hHL6jZ2\nRaE9HzPufBErt+zPWFZLlE4WD1+c15HWlQBT0nH+ndoTD1+/T1WRkG2M4V9fmWGEbEtJxwcseZoY\nQsZrsFk9fN3IJIXpnOwmsUUQdh/qRkVIwQlN/VETCztq+O82W+WQsB6RkHDw8J0knVxv/T9XfoQT\nf/Yi1jQfRDSiGCkncoENervBJq/UV0WMxqtfVcTWQ/ru/71jyZfObsOnjhuBv1w93fI5G1Az0hsI\nRXc7FT7Sh4e/lfzAO4N3EBwHbQWD9F9PrsWR/2XP8C028IWALbLu18P3QjLlbKSd7HOFkCcKED18\nc1s+dJOCuqbTUCnFul1t2HWoG3c94xyx5XQsvwafRemIHeyeBgvwMEknFrHny6mr1Op5IdfzKAuD\nzy5Ym+CVDqyJGq8zaWR3PbMeS/XFF0QPn3lSUd3gdybSaKyNghCCmoowEinVtvTZW9utWmFYb8VT\nFg1fN/ix/Hn4KzZr3tDew3FUhHLT8AFg8rC6rB4+M/jdibSh4fevqnBtWI1JZ/rjRIh1YpNKqeHN\niYN5/DZOGJE+wu/4rS+f+zoOdVobMV62ctKTI0JBnl7jPJC9TffwDxZoiT4AaNcb5CCWWkwIKQAY\nTgbayevnDVuaUjRUa726zS1mw0hpBg+fOktFTviJ0hF7ZiqlWhw+mKTjvA4Fsx09GbSNRcy02ww2\nW//Hn5iEV39wmu9950JZGHyFAB/sbrN1/3i5xc0QbW5px59fNgdYRQ+VVX6WExsw8+gwY33BPa8a\nBnDHwS5bJQ2HFNugbfMBLdKnNhqxKfi59u6qoyGzjJEQFKLF/r+5LXO3mFEbC+OamU3oVxXJ6uEz\nb+lwPIU2fdv6yoirl8UqPi+/8KkL4inVGMB1W0XsIZdc7OZDT1w+19h+wCq98PdD9OYBs1fHcGoE\na6NhPLJqO5puXoCptz9vWfovSFi9dBpD6im89GjNcOnt92K2zAqHFjyZVo1GdmxjtfE5awSi+vPW\nnUWXF1eUc+P9nW3YJsy6T1Om4Wvvg5B0LKGYwg6YdBkNh2x1LSjKwuATQrCnTRsQOXfyEONzXm5J\nu2TeEnO/iAaf5aVhHod2PO0/r78zWePDPYdtxwiHWCpY84azVa/y6eFXRsx9RcMKCAEWrNmFS/60\nHMs3ZQ5NVVVtXkBdLIzaaCTrjFn+QdytSzH9HSQd9gAbk2r0Sk9ALB7+ezsPGQ2l2yDoovecJ7oY\n5j6Dhg+LCNj2AAAgAElEQVTYxwb4++HkbY4dWG37DIAlj8yYxmpLI9d8oDB6Pjtmtp4Yj9cUEIak\nQ61yhlvYooi4OLfTPIVpo/sbDtnkYfXG5+LiP9ly0FuidDLIW+ff8wreEZLeiQugMERPvidyC+v9\nUmpXGZwawqApC4PPP6v9q81Fuy89foTx2s3DFwdNbZKOoOEDpnHgf8vSJDvJDkzSEccHAM0rF5+j\nL50yxnjtJ0+LxcPXo3QYW7IM1HWntFj6qmhYG5vIYkj4cu06yAx+hc3gM+NoTKrRP1eINQqGXzSc\nyRSeMzXq13zT3nY03bzAmEAnXrpESsWGPYeN8Dj+fjgZfEUhWPjN2bbPH/3qTOP1cGGBmn5VhVk0\nno0HHe5OQlUp9rbZ5yGIeI0m4q+Ll8Xaxw+qsbwXl38UDd3dlxyDr31snDGHgE3eAkwZLeWxDqg+\nNHyRtApLemSGPUqHSTr+4WcPpym11LNoRBr8nOA9Dya9XDBlKO761BT8+tPHAgD++0nneGXRQO06\nZF2owExExiVD0483qM4cI2Bda6duX1jRJZ2U/cto2N6VG1wXNaJY/KQqqI3xHn7IorlmWwqOVczK\nSAi1Hgw+3zCyiWj1VREc6Eyi6eYFeG2TNlAbM8Y+tP2ZuXOIRUZxkiZeXL8XP35yLQ51JfGDR9dY\nvlu/uw23PL4GP35yrdH4rNAlvQXvajOhxcb3hXV7cPZvl+L6h1bjc/NetyTWc2tYJw2rs33GjxWI\nvYZCRVuwetGdVPGPFdtw4s9ftAULiIgacrZ9A9aBbzcH/5zJgy2GTIzSEa/JZSeMBCHEkHJmTzDT\nNBhrR+j7yNbTtEo6zo2DW+CCkS2TafiuuXRyv6e8lJlSrQa/LD18QkiIEPIWIeTpoI7BO2fMwIQU\nTTLop4dTuoV3ibofm3BE9aifax54A4DVMDNDOqK/GVPObqyT3QiH9EFb7um5/aLJWHPb2QDs0SXJ\ntGrMC/ATdseXsSJMLAbf64BWZSSE4f0q0R5P4T5ubEOE70rvONiFqoqQxfixPCMx5uEnrB4+gXVi\nEz8LEQCm6/Me/rp8G/5nyUY8smq75fvfv/Ah5q/cjr8u34ZdLt4tM1w//oS23CUziCu27Meyja34\ngn5vAX953/nrGhZGiguVOZMPf2UNXbbU1G4pICil+PdbOwwPmW/M+TrrNl8kRIhrvH1a1a5J/6qI\n7XfXzh6Lxd+bg6OH1xsOVdjw8LXjZqu3fGPywyfWYofDqmtOA78VYUXr1SL7ams9knSYIwjN2eGj\nwcrS4AO4EUDm2Koewj+AlbrBZ94j36I6PdRilAOrHNf/czVO/NkLxgIqvIfP9jmoNoomfSKR4cE6\nSjps0Nb8bvKwOtTF7A8BoHVNw8YqWd49fP6h64inLRVZlKpE2HnHKkK48uTRmD66P+avdF+wmu9K\n7zrUjepo2FKBWYRUjItuAvjcOcQSNit6cr+9fCpuPf9I7bwcyt7ASXf2GbrEcszBdTHHY/C4DRQ7\nwdepiJB0LZc1VnPhzY/MSLDuhLucyOMmz7y0fi++9cjb+N0LGwCYWniaUkHDd95vSG/0WJ0Qk4Sp\n1LqSmPk7YiwUz75nA/n8dcx038TH44dPvGvbxql3W18ZQVtXUp9pK0bpiBp+DwZtuXqfVq11x89S\njvkiUINPCBkB4AIA84I8juIg6SgOBr/VIb2CaCyYp7vw3d2W7cc2mjol2zchBH/87DQAZrZIp+6f\nOWhrHmvC4FpzA+G+x1Oq4en4CbtjFfPcyUPw6ekjBA8/s0FjjWEsrCAWCWHC4Fq0Z8g0mlIpqio0\nY36oK4maaNgSxshm4kYFg8+vcBV28HAG1kTRvyqCEf0rjcbC6Qrwnp+bd84etn56WTJFtPiZLcs/\np2HR4AcQJslzz4sf4qZH38FbH5kDkCwdCH+/572yGdc/tNryWzc5nj0DG/dqcxWMJIRC4+Vmntht\nZEbaEtapUn1x+MxRKKwusfkw/HXclmGeg9hrEcu8uaUdx9/xguWzycPqUF8ZMfL/ZJ94xV75v7fm\n2JUmbRXBxlsI2sP/HYCbAOR/dggHf6OYt+Hk4e93mG2ZTKtZewEAMLDG9Cj50f5KvaIyg+qs4bNB\nW+3LW8470uLdi3UgkVYNT+fx1c1oOWyfku0Eq+y/vuxYzJ7QaLkuniUd/XxqoqGMawmolKI/N0AZ\ni4RscesAP2hr3ZeWFtZe+1/4zql46btzQAgxIqNEz3VUQ5XFQIveOTtv1gjX63JCplTZ/gw+7+GL\nkk6gVR2/eX4D/rXKmjOITVjjPfg7FqzDgnet8wbcPPwqPfiAhdfe/Pgax+3cYA4Qu0/8GEBa1QYr\nKx08fEsZKqw98x0HzfGVTDOZs+Wg4TPbAsA1M5vwr6/MQH1lxJARsw3aMicuF7nOcCipnoa7yBY/\nMINPCPk4gL2U0ow5RAkh1xFCVhFCVrW0tOR6LOM1c7hYJeQ11tYOu+FMpFVLt9ypa3/DaeNdQ9KY\nhNSVUcO3xuEfNdQ+EGgpU0o1DMmdz6zH1zykYQVMb4dVqlw8fHY+1dEwupJpLPlgr23CEqB5YPwg\ncVtX0nId2UPCelyih08IcWwg6isjRqQVi2KwPYCgxoQ4wDltAqClxq4IK8Y5ZZIGctXwxXPgpYjd\nh7rx0vo9ecmXf9X9K/E/SzY6fsdCkrM16rzB4svEep6sDvMTpHjcZsYyXZrt3zLoS7UoneqKzB4+\naxDY9fzBY6Y0I8bP84hGWLzU/DgbAEwcUovqaBijGqqMhInmxCt9H8IxWJ3NpfPGejssm29InB1Y\nYII8+iwAFxJCtgJ4GMDphJB/iBtRSudSSqdTSqc3NjaKX3uCNZoKAfbrxmmAbjQsHr6LpMM/tE6e\nXlU05NqdNQx+0mrQxnAx3MzD5/VrHrEx4TV8wL7ykxvM22H7552JbPHM7Hs28MpCTq954A1c8IdX\nbGMJWveUD6tMWAZtO5Np7D7UbQwkdyXSxqLRgD5oK8ghYYUIEVe6pEPtD3VXMm3cWz51A09XIm0Z\nTM40mSzbjE4evk6JvRReivjN8x/giw+uwq+e+8Dzvt1YuqEFdy/KvJ+HXt+W8Xu3SUpf+usqy3ZH\nDqmFE+4avm7wqV3DZ3H4Tho+D2sQxDoBmDOZnbAtRiOYa7GhYT2JK08eZTgh5sQr5xNkly2Xhps9\nV8agbZHjIgM7PKX0FkrpCEppE4DPAHiJUnplEMdihicSUtCm63IjG7SWPavBT6uWiTROnl5VxB4r\nz2ASiBhn/r9XHY/jRvUDYBp8s7zO+zrzqEG4YMpQfHn2WEsj5BS66QSzySFujIGRzftjnqnTHIPm\nA1027zilUoRDBC9+92MAgFOPaLT0pu5e9AFOvvNF49resWAdxt26kIvDJ0YkEuOsSYMt75nBF3Va\nSjUD7RT5AZieWmtHAvWVEVTrxsbNqE8b1c+WzC0TfF0QxyF4D5/NLVjyQW49V790JNIZjZJ1UN+9\ntyN6xeP08ElXD58Z/DTz8Kklxw6l8KzhOx1jewYP3776mPV7cRCd1evxg8xGzTbxivvJA8u24E9L\ntGi1nCQdbllTt6U0C0lZxOGz2Y39qyrwjdPH49pTxuDiqcMBWD0wfhBWVSk+N+91PP/+HquH7yDp\n9K+uQGUkZBhwHmbQmDFhD5xCzLBINmjLED0J9q4uFsG9n5uG/tUVlnLHPE7QSBvHhuU/oMlZLF/8\nL59dj1l3vWT5LXtwmNGuFiekCZU9rWoe/rjGGvzz2pPw68uOtUWs8Ps19qM/AITYvTnxYWfXtlPQ\n3uMpFe/uOITG2pjteIDZ6G7c047xjTW2c+G5/rRxePzrs3DkkMwyG48lSsfm4ZuNCuuZ+V3n1ytX\nzRhtC+3LNNuUbzgzRiwJ4y0n6evXumUxtXn4adWos6zH4xaRxmCSTqfw/NXFnFOQM7IFsYn1j9WF\nWq5O2Fa84noJP3nqfeP1a5taMf2O5y1ra3znkbcdQ0EZcc4RVFUKRSF4/tun4iXdUSo0BTH4lNIl\nlNKPB7X/DXu06II/fPY4DKiJ4kcfn2RUTrdB2+5UGss2tqLlcNxieDoSaTy0wto1HtVQBUII7vnM\ncbZjE0IQiyhGz4DXqHfpFWF4vypLCJabh89Xzdw8fG0AmhiSjnmgZRtb8d3/ewerPzqAexdvslXS\nTB6+tm97qBprlGaOH4iqirCjQRAlMjYArS2yLmwvXBdm8D8Q0lXs74gjkVJx3tFD4AQ7l52HujCy\noQoVYcXSi+OpCPnPYWLR8IX9btEjSg50JPCWPrifyZt2Y03zQfwmixR05cmjbdc804xqy3oMepks\nUWrEDGcdx+W3Ydu4xY2z68EkxWRKtQUzDOYmKTrhpvFXhEMZPWun3h+PGDXFenuKQoxjGmGZxHkf\nPPvaE0YqEQB4/K0d+PGTa123Nz18aky8mjC41hL1V0g8G3xCyAWEkJsIIf/N/oIsmB9YzpMTmhps\n3/EPJ+/h8zdV7Gb98Im1lso9eoDepXWx1JWRkCXeVjsu8K2zjkA0rGBcY7XFYxf3c8ZRgzB+UA2u\nP22c8RlvDN08K5G0CqEnYd+GX4rO+lvr4iPZPPxUmtrOw2kQtithnQ/ABlgJiO28RA+f7e89Ya1h\nVpSh9ZqHz6c3iIYVdMZTSKRUHO5OGfH6tS4eptdr61ZOUcO/7+XNALTJaJRqZdvXnnAc+M7EhX9c\nhnte2oi/Ld+Kz8173XGbCYNqbL2qc3/3iuPqbmmVWuo/y2NjCWTQK29XIo0xAzWDNLCmIus6Bc4e\nfggK0VY107ZRUF0RsqRR4Kk0JB3r59GwkjHUVYzSERsHsUHgGx4WOszwmiso20AxXzZj2Ua9LMWO\n0vGUuYsQ8mcAVQBOgxZTfymAlQGWyxdPfeMU1xQEQ+pjGFgTxb72OLbsa8emlnaMa6xxXZyZUVkR\nQqJL2yfTip3CCAHd4CetUToKIbhs+khcNn2k7RjibvpVVeCF71i7eOFQZsPthEqpZdq/Uwy/W74R\n9lCFDIMfEr63D9qKBt7R4CdVNFRVGMYmyUk6IuJH2YxxRVjBylvPQGVFCJ/93xU4fnR/PP/+Hhzu\nThmpik2DH3Yc/M7N4Juvnc4ZMGPjWU/qL8u24DtnHeH7WGJKkG+cPh5/eGkjBtdFXSOdnNJi/O6F\nDfjDS2aUD/Pw9x02GwFWR9u6kqgbGsZ/bpiFQbUx/OQprQxu58rqzOHuFCKhuDZTPKRApWbvO6QA\nq350li2FNYNp+OJs3kiIZPbwhe9E+Yd9/4VZTVi+qRWD6kwZsK4ygp2Hun2vR2Ez+C7bWeQ1qj0z\nvUXDn0kpvQrAAUrpTwDMADAyuGL5ozoadk1aVV8ZwaofnYlZ4wdgU0sHzvj1y1i8fi9u4x4kp5tQ\nySVLYy2/W+scqwjZonRE+MbCiyfBe25Thtdn2NIkLUzddhqPcDP4rNxOIZ2A1cOf98pmvLH1gO16\nOEVYdCfTqOIaD2bw2f6nceMi4uV1MzDG8RQFg+piqI1F8NQ3TsFtF05GXWUEbd0po4FhBv/Ls8c6\n7iNbuKATligdh3MGgFa9J3P1jNEAgOH9nMcb/BBWCK6dPRbHjeqHP1yhTfhj14gPkf3Fs+ttv138\ngTXtgmHw9Yapf1UEqTRFPJXGrrZujGiowjEj+mFIfcyUdNw8fP1efv/RNZh+xwvY3NJheX4A7X5X\nVoRc5UkWxSM+GhVh+8IhPOLzJo4BMOP8tTnjsOhbp1q+q9M9fFvKiCzROHYZyXl7PjKOgvaqOHwm\n+HYSQoYBSAIYE0yRgoE3Hl948A08/pa57qxTZIDzotbuHn48mcaOg13GiL7Ya7BILR7Ky0e8eA0O\nSKtWmUXUvgH3eHNm0Nk5HjmkFt8/ZyJu0/PQ8F7NHQu0TBnidXPSeDsTKUM3BcxeB/vl41+fZSTR\nEhtCp0HgbN/XxcJo604asgYz+J89aRQ+/Nl5+ONnreMwFxwzNOMxnCAZJB0GcwA+cewwALn1JER+\nfOFk1FdG8MTXZ+HEMQ2W/fJjFAscFmoZLAxwM4PPeiLD+1cinkqj+YAmRTVxaw8nPEo6bELi+t2H\nEQkRy4pmdZWZB22rBD2dEc2m4YseftzZwxdzHgFaXQGsjoYXB9yrh89r/ZTaQ5mLgdda+DQhpB+A\nXwJYDWArtNj6XoPTDWc4STrMc/gu1w130/BjkRDe2HoAs+56yRg0Eze1SjpePHze4Huz+KqLRsjr\nlm5ZMFkl5tNGXH/aeAyp1/RxJx1VLJebhs+nlk44SDrseti8uywevtPxamNajhTRw2fb87rtf26Y\n5artZyKkmHmA+Ik0vNFNCUYyHysRRh3Ol12jIfXOPQimcQ8SBk2Zhs88/OH9KtGdVI00BqN5g697\n+G4NMF+3WSTbwa4kzjhqsJG8cFBt5kFbU9KxUhFWMqZoFr3tw90pS+4cVq+devFGgIKwJgW/R9ag\nn3mUGTIsPgtujye/NgLLlunWIywUXg3+3ZTSg5TSxwCMBnAkgDuCK1b+qQibEsKCb55iefCd7ErL\n4Tg+c8JIfOOMCcZnmTx8cTBU7CaGfRt8cxu36ePxVNqirYuSDuMILm+Pm8FnlVg8R/Y+rVLc8vga\nnPu7pcZ3uw9Zs1TyZf7+OVpce3fKmrrC1PDtYxridXHKtWM9noPXVqmldj7QaTf4gGlYAOt18YNC\ngIevOxlXnDjKIl1cfsJIY7yHGRomYWRLAeCFTL2EcycPwd2XHGP7nBlEMSyS1/CrK0IYUBNFZyJl\nTHIa1WBG6bB8SKJMw+DrzE3nHImfXjQZ//M5TXI6feIgAPYBUhG31AuRELEkz3tw2RZLHRSva1cy\njUn//Sye0dNKGAbfwdA6RaQRWA34pGF1OG1iI+65Yip+dMFR2jFtk72cYakqomHFWHO72B6+1+WW\nlgOYBgCU0jiAOCFkNfusN8A8/EhIweRh9ZbkSU5GMqVSW/fSVcN3eBAyefhe7jlv7Nw0zIk/WoSJ\ng2vx7Lc1bVIbtDV3/tvLj0VHPI3n9EgJwH22qajhM9iDklJVzF+ppSiuCClIpFUjDz6DN8An6ZJD\nIqVarkUqTW3nb3j4QpmySTpO3lJdLIK27qShofcTDA2/Kliu6WkVQnD86AYcP7rBSAMNaA82m4/B\npCvDw89DegWn+QSsAa2qCGOqwzyRtEoRCdkH8FnD3x5PojYWQW1Uayi3tXaiuiJkyR31q08fg/9b\n1YypI+37B6wN9fhBNZgxboDx/mefnIIZ4wa4/pYxaWgtRg+owtD6GN7fZUZlVYRDlvGj27i4eO38\nnPf3wrq9OG/KUDPdiMND5zSWJn6WSmu95qqKsNF7ESPW3DR85kRFQgooNDnVLTy4UGQ8OiFkCCHk\neACVhJDjCCHT9L850KJ2eg3MGLEHkDcWblKNaA/cZCEz4Rg/mcPdw/cycMNvb1uBh1tFiNfpRQ//\nk8eNwJUnj7YYXFcP30Xr5D18xvD+mszTIQyQ8R5oNGwd9L5kmrb6WDKt2rwcMxWEqOHn4OHHwmiP\np9DaEUe/qoitl8Du1aiGqpzT0/LlZPcyEiKIhkOIp9L6WgqaJYoakk52gz936SYsWrvbdTnKYQ4D\nv2ywNqQQ2+pbgNmQi7II07q7k9okqZpoGPGUio/2d2J4/0pL/R1UG8P1GfJJ8QPGfEMBaNf709NH\nZg1UGD+oFi9//zRb8AXzjt3IlOMf4Dx8h3vN7qNTriYGL5My+U5MkOcalskmM4a0tCqtHQkMqCnM\nimhuZPPwzwFwDYARAH7Dfd4G4NaAyhQIzFtkDyDv3bl1s+yGyXnflfqswsbaqNFVtnn4/MIHHlp5\n3piJxuKEn73gGIaaTDtrhHwjcDhueviUmr0YU8O3/jbssBDLgOoKxwk+fCMVtawQBlw7ewweW92M\nRFq1efLsmOJtyG7w7edaG4uAUmD7/i40OERusfvvZyUxkZCl8TaPG4tooYgpLv6a3Wsv4zA/X2iP\nruFxMuizJzTineZD2NceR3U0jHGN1djEJT9zSmgGmJJOPKWNsbDeQ8vheMaZyU7wspnXWHY32HWa\nPWEgxjXWQKUUb2RoLFVVSzksbqJ6MPjXnzYO72w/iFOPMHN4iZJOSqXGM8Dqt9hbEvP38L/VfqcA\noNjfkbBJjIUm452llP4VwF8JIZfo+n2vhRkP8T/g3N0Dsic5YzBJZ2CNaQgzyUFepASLhi8YC6e8\n/oAWESPOkBXLYgkVo6aRNTV8wcM3FmKxV+qr9JBDs8zcZDGhQWXnk8nD9yqhOR2PUVepnf/2/Z3G\ngCEPixgS12H1A18sVvaaaNjo1cRTqhGCJ2aSdOLKeSssYwtuOOngpx7RiD8u3mikhhCvGXNGE9zy\nmrXRsGHwu5NaLik2cLmvPY6mAc6Lt7uRTyPGrtOlx4/ARVOH4ydPvee4AA5zVthkJlXYhl1uZnSd\nqtKRQ+qw9KbTLJ+JjzgfSsnutddBW3YukRBBSqU42JnEgOrMg9dB41VQWkYI+Qsh5BkAIIRMIoR8\nKcBy5R1muJjHFbFIOsCS783B3754ouU3XgdYKg2Db95MsYLx3m82z1Urr7coHT6/T6eeHVKELws/\nGYTvDot5eBissvOSQFKlmD1hIG6/6GjLthZJR1ghjHWHkylqE+vFqe1ecfPwAS0kzilDY31VBPO/\nfLKxcI0XVtx6Bt744Zm28gLWgT92zt3JNJKqirBCDNkorVIs3dCC5gOdNs331Y37LOMsPNm85xPH\nNOD1W87A+VO0NBNinU3rg4WL1u7C6AFVeO7bp2LqqH6GtNedTCMaCRm5ZVrbE55zN4llvPm8I339\nzgmzHmrnEVaI4ypi7COV2sfaAHMgVVWpLQtrNvijpVQz6CAcsj8LgLvBN5yoEDHChIst6Xi9sw8A\neBbAMP39BgDfCqREAcE8TvafN6ghhaBpYDWmN/W3/MarxMsqBH8zxQrG68XeJB0+Ssd5G0Ks3kZH\nPOXYHeeNAL8935CkdQPlNvbAe6jdibRjY+iW/4dfsDzpJOkQ63+vOGv4msHvFMJBeWaMG5A1aoRn\ncF0MjS5hhewYZxw1yJCL4ikVqbRmaNh5x1Mqrrp/JU75xWKMuWUhVn90IGNmy8uma2Mec47InjJ8\nSH2MazQFg69SPL66GR2JNLa1duKIwbWoi0Xw9vaD+MIDK9GdUi2SjpY91t9ktEhIwda7LsBXPzYu\n+8ZZEFN8hxQFXfocF54P9x42tg8Rgn9fPwv/+NJJRmpnFr2WUu0pQDJBYKYx332oG9v3d3Eavruk\ns+SDvZYwzNc3t2KDPr4WURQjpUixJR2vBn8gpfRf0FeuopSmAHhfMaIEYK1zJIOGHxMqutdZcWyS\nTU2UW8VK9JT5hFseYnF5acVtYKoipFi0WVcP35JuwSrpMNweDKdK3plMORpn/rz4aASFmNc/4WPQ\nFgD+ee1J+OxJo+wHg3MGRibpAOYAbZBMH90fj399Jr5z1hGG8Y8ntdz/bOEbANgqjHl86n9ew5hb\nFjqutwoA5x09FLeefyR+/InJvsoj3pffv7gBrwmDwCxiZvEHLehOpC2SDuA9O2sQmJq79p41mB+7\ne7Flu3N/94q+vVZHp47sh1MmDMSib52KaaP6GSGRzJHxDLfpx//wqqUM7BkWx0Ne37wf1zzwBk75\nxWJcft9ytMdT+Mzc1/HwG9v1cyHGfIfeYvA7CCEDoPd2CCEnAzgUWKkCgHmDUSdJhxkchVhy2rh1\nA/lZiICZvreGSyEgGi/rwtf+NXwx5p6di7jYc7WDjMGfx6pt5uLXvNeeTlPHB4M1POu4ULmuhOrY\nGLolfFMIMfaTTKsOYZl6OW171DJx/vyTU3DR1GG23zjN3uQnUlUWwHARQjBtVH8QQiwefjKtSzr6\nye51Waay1WW1rmhYwXWnjjMasBtOG++pPGK9+8frH+EJblY5YO2J7u9MIMZJOoBzmHGh4HNRAWbP\n2EnWeWDZFrzTfNCWP6euMmJIVmJCQS+wQVhmpMX1scXnkGfFlv2458UPLZ9FQoqxHkWxNXyvw/Hf\nAfAfAGMJIcsANEJLoNZrYN1UdvNFSYfBe4hOjsHi782xtdLteoXj5RQ3LRzwNmjLG2lVpfjSg6vw\n6sZ9OP3IQeY5RUKWyteZsOatMY7tUuF5SSeRdjbi7DN+YllXIuXYGLLzuv60cbqx0x5ghVgjHERD\n7CZHWLYR3tdXRhzLW8d5qm4ThXJlQHWF64A5YNaxbsPDNxe+ccprBJhGpWlAFbZyKzvxM5633nWB\n5zJmcmb/c8MsANa6v689jpjNwy+mwbdG1WQ6n58IMfmMuljE6FHtOtSFBh+6OQFsM6lYEdwkHR6F\nAHOXbrZ8xjtvxfbwvRr89wE8AaATwGEA/4am4/ca2EVn8ohbWCZvHJ0MCr90IeP0iYOwYM0uHDOC\nTwTm7uH7jf9WqbmM30vrzSRY0bCCZJpi+/5OVFVoi447efhuh2NO07vNh/Dwyu2Ok2PYdeNXzOpM\nph0bEUWxGqdoWEsqpxBiSDpplbpq+JkcMbExcEuWx3v4+TZcC2+c7breK2AOVGsevhbOx86tM+ks\n3bBV2GaMG4itrR8Zn+eaZMut0RxYEzXqpzjHIxpRLM6Kn/GNfHPqhIF4af1e4znLJXy2NhbG1tZO\nXHTvMhzoSGDKCG/JBwGXLK76Z2Gjt+FepobqqC0rq9l4w3WVtkLh1eD/DVrs/c/191cA+DuATwdR\nqCAQF2lwzQvCJznz2BX81LThOG/KENdMlEDuDzBgLiJx7uQhWPSeObMzFgmhrSuJ2Zy+6RSZ4hZt\nxAYNV390AIm0it9cfqxruflF0Cm1x+s7UV8ZMQy+xfjaJB13Dd/4ifCVWxgjLyV5kc78MLguhsF1\n7lkvmYf/5Ns78djqZgzTB1MVYl+1i8F6Tic09cf8labBz3UKvls1e1L37gF7+oxYOGRxFE4aa19X\noooIA+oAAB3jSURBVFBcPbMJnzh2GAboEW+Znik3mNT3zvaDCCnEJgdmQ/TfWZoULx5+Q3XEdQ3q\nfpX2iYCFxuvRJ1JKr6WULtb/rgPgP7l3EREXaeCNAZ9ugPe+vWp/hGhTr/n8OTYPn1grjR/YCP9E\nYXHpipBi0zad1g51a7jYmqvMi3JKJMa0d3ERdC8GiWnFWrIxxZgj4BqHn2FfYm4iL3HrxwtRV0HD\nNHxmuHfquYZCCrGl7WWwcZQTmhrw60+bDW6uDgK7lnzys5vOnWiZtCVOzotFQpbjFdPDJ4QYxh6A\n5bVX+MH8tEqN9a09HR/EFj3Fqqtp8N0bof4OPc+3PjpolKXYeDX4b+kDtQAAQshJAJYFU6RgYPHq\nsydoYW7f5JKitXHpBqyTanweJMNvWUPiND0+GyyzoTjTMhpRbJXPOSzTeb9zfrUEh7uTlgkiIk4e\nvrZPLwY/apQTMA2J+FP2PpPUJc5mdEu2xeM0MzVIRAmJedIKIUY0zl+FuR5Ms1YUggs5T9RXZAkH\nuy9NA6rxjdO1gd5kynrtxMl1YlROvsc+esIFU7T01W5hsU7UCtkvR/kx+PpldwqZrawIIRZR8G6z\ne7zKzHEDXb8Tl/ssBtly6bxLCFkD4CQArxFCthJCtkBLpnZqpt+WGseM6Ie1PzkH50zWJqiMbKgy\nHr42bkCSN2R+tXbekIle9blHD8H1p43D/31lpuf9zZ6gVR42K7KuMmJ5OJ2Wf/Pi+fKsaT7kmkdH\n+8yu4QPePNCB+gAVM4TM4LvPtHXfl/j8eVm4JNfkaLnCh6KePLYBr/7gdABWD//YEfUW75s5fSFi\nXb0qZ0lH30UkpBj7E50CsTER4+4LEc7qlZENVZg0tA7H+tDhxeit0QP8pf2i1LqQCrta0XAIx4zo\nh+1cvL3IjWdOMOZQiOSSijvfZHOTcl54nBASA7AUQFQ/zqOU0h/nur98IKYdYAMobZykYxlc9fnQ\n8VuL9nB4v0p8/xx/MxH//qWTcME9r6D5gDbppDoaQk00gu6kphFGwyHbAJLToK1TSBtjX3vcMAhO\nXiXLlilKOl4uDZN0mCE0PHxhOzMs032n4mxjL0YpWuB4cv54A2uiRo76EDFni0bDIUtDpGaZ4ewX\nVmcjIYJheg9H9I5FHbmUPXxAuxZOcsiZRw3CC+v22j7nI7UqQopt8ZdMEGga/kHOCeSdt+qKEHYc\ncPbUf/+ZqRn3HStypkwgey6dbT3YdxzA6ZTSdkJIBMCrhJBnKKXOKzIXAaa38RkkeUPm95njK0ZP\nk0gxQgoxBvaqKkK4+9Ip+OKDqwCYUTo8TmGZLJ3CJ44dhm2tHVjDdUkPd6e0BcmJc48m7CLpeBnf\nYJIOGyhnuW3scfjZQ/AMT1h/+L30ZArt4fOSjsVb504sGlYsA8vsvOx5hHIrg5GSIKTgkmnDUV0R\nwtl6r9bct+DhCwa+mGGZTigKgThOeunxI3D3JcegtSNhm7zGSzojGir9zbTVr5/TQvCAFhQhxv0z\nxjVmzs+Uj1XPekpgJaAa7frbiP5X/FELDqfkWhZJpwcefr7Ywy2TVhkJ4/QjBxs9FfFBBZw9/KQu\nx8wYO8BYmITx1Ds78fSana7RA8agbcr/oC3LVtmuR6iYGr71t15y6Yjx2U7RSCKFfsB4SccpHXZt\nNAxFIZbtzFQC1n3lKumwn0X0NBnnTRlqX3tYeC8O0hY7Z7tIWCG2hU5q9GvZWBvFaCHZGy9R+dHv\nGZSaAQ0isUjI+O5YIYw52z3Ld9RYLvjLg+oTQkgIwJsAxgO4l1K6wmGb6wBcBwCjRjlPoQ8Kp8yS\nvOfq5C1nIk9OvQW3mZiA84PpFKXDJJtoWLF5vSu27Afgrv27afhevCY2gMxyr9dXZZZ0Mj0wbBCN\n3R8vskOhDT5/bcMOejw7f75cbul7ey7puJ+7GKXD8s/8+/pZWLqhJW+903yhSWLW+pepF8IHLvjN\n/KlJOhQHu8znjr8clRXmdb18+khEQwpWbtWeoVyyuxaaQA0+pTQNYKq+Hu4ThJCjKaVrhW3mApgL\nANOnTy9oD4BV7Glcxkn+5jrlasm4vwB8/IevOxmtHQl8uOcwjhpaqx9Hw8ngO3m+TPaJ6vnanXAL\nGVMUAkK0/DCWzz2cKpu9yQad+1VqHr9bbyHTLtnzbq7wVHqSDkuvEE+plogn1mgaPTPOA2XX3ZZs\nr4dx+JnWThUH55nWP3Vkv6wrUxUDRbEnEMyU72fMwGrceMYEtMdT+MKsJn8H0y8bP2bFP9eb9poT\n72IRxWLkxer2tTnjcM7kIbj4Xi2gMVICPadADT6DUnqQELIEwLkA1mbZvKCs/q+zLMaDf/D8xiMH\n4RhNb9ImwZzD6bDMNDtlNXQKy0wYHn7IErFRGw3j0ukj8MCyrZa0ySJhhaA7hygdlnNo2mgtHp5d\nzzZhmUVzAZTsg7Zs8NOLwS+GpxqLhBBPqRajevbkwfjb8m1GmOgxI+rx8oYWAEBSt2T5H7T17uGX\ngueZiZBCbJFGw+ozh9x++6zcpwlR6u4AHTW0Dss3a8noGqorrCvnGY6L9n9UQ5WlAR3mstB8IQns\nThNCGnXPHoSQSgBnAsi8pE8RaKiucO0eOiXnKiWcolCcDCEv6fCTUC6cOgyThmoLZ2RakCmkEAcP\nP7tBGj2gGi9/fw5u1Oc8sDET8VjsAcms4Vvfe4nDLwZOyflu+8RkPP2NU3DnJVMAaCG6DBZWmykV\nhx+IYfAzefilJdlkQyGEm6CmOQ+XHu8c+thT2JVJcl0K/tb84LyJxrhARVj08IWxKWHfdzksMl9o\ngmzahwJYrMfxvwHgeUrp0wEeL+/UxfwZlUI7lKKkUxFWHL011j2trAhhzMBqXHvKGACax+1l8DOs\nKDkN2gKa0WcPQrYekxcNn5EpDv/J62fh9ov8pRXOF6wRFtdMPnp4PQbp4YGskQXMHotoLHou6bg/\n2ry3/OAXTsjpOIUkpBColOKXz67HG1sP4OSxDTmvR5wNcclPwGq4o+EQvn2W5sBMGFRraTyz3bNi\nzmBmBOYmUUrXADguqP0XAr8efhAavhPM+ImSjpsRZCGVbKCTPSx1lRFPA9PhEEEqrh0zFlHQnVT9\nz0JGhgkwxqCt+2/9xOEfO7KfLYKiULB74rbgPaAZlZvOnYi7F31gLIjNJ+hKccvq+YWP0nGD1etv\nnj4ecyYOct2uVAgrBKk0xb2LNwHIvTH0CqXUMqFRPNwnjxuBTx43Qi+bc/htqVKa/eISwfegbYHv\ntxiF4uatM32eSVcD9BmwYwdWo8pDtAvvxVRXhNGdTORkkEb0zxwil1nDt7730jMpBuxaZVvkhg0o\ni5JOiBn8HCsTaxcz6fKDamNY9aMzHRd5L0UUQiwNfk8SEWaDEG2MLFNGTJ4Qd59zvWeFpDSfmhLB\nb1hfoW43M4yipOMUkgmYkg6LbPjSKWNwxOBazJnYiPd2tjn+xo3qaBitHYm8DoiyPXmJw2f4TSFR\nKMz1TzPXHXb9WASVsU6DQhAHQHIUW9l1ynb8gTkkJSsWIYVYggqCHIxne+Znp2c6nkXSKe2xbwDB\navh9jkJFhTBJRxxsdvN6mf7OJJ1wSMFpRw4CIcRTigJee2SeaxADf5kkMXGgt5TyvfAYBj/L9WGO\noSjpDNLTL2caRM9EpkR4vRVFIejmctsErZxQqq0Ax8h0OMugrfTw+xaFvt1ePXyWU9wpGslpZq7I\n/decgNUfHUBtNIJr/6aldZg0rC7Lr5yZ+/njsf2AdUFq1lD60vBLbPo/gxXTaRY0D9N7kyoFIeY1\n+Me1J2Hx+r05D/AxO9XbInEyESLEkmkySMNKCAEFRZLXEDMczmlGdSkjDX4eKXQDL+q0bh7+F2Y1\n4X+WbHI0+F485dEDqm3T1wfX5SYJiHldePxIOqVq8FkETLYIL2bgU8Ki7sP7VeLKk0fnfHzWYyiF\nST75IqwQHOh0TmaWb9ie0x41fMvazdLg9y0KPdFHjMN3ShUBADedeyS+f85Ex/LlqoVnikLxCytV\npugLexx+aRp8pjW73QsG81J7MkDrhCHp9AZB2SPivd7c0u6yZX6gVNDwM7j4fCBC0NFD+aB8akUf\n4ot6HL042zCT8XZrjFgvgU8v4YVMU/dzJVODycYt7vv88Xj6G6eUXEZHBgvLdJrxzMOcwbQu6eQL\n5pgGcX+KxbfPOgJjG80eZpAzg40onQzLGPI0caHGUsPvpdxx8dGYMChzqtNi8t2zJ+K7Z0800iYz\nshkZNxZ/b46vFYWAYB66TI8Lc7jqKyM4erj3xTAKTX2ldg+yLb6tGJIOzatnyMIJSz1dgh8G1kRx\n+sRB2NyyBZ+aNhzfPXti9h/ljDnxKqwQXHzccHxtzjjXrXmpszd0qqTBd6AnGmohEXXiXOWZMQP9\nZRQE8mtQmL3zkx65VPn5J6fg5wvXYfrozAuBG4O2aTWv55Q24vBL+zr5hTkzI/pXBb50pSbpqKiv\njOBX3DrDTvCTCUUZraRywev0gjZJ4gYhBK/cdBru+pSWo8VLxE2+yGcUCBuPzWT4VA/blAJjG2sw\n7+oTso4xBCfpuC9X2Zs5RV/u8/jRwS5Mr90Lbaatl7rGB0q4DdqeedRgjOhf2PWV3ZAefi9nZEOV\n4f34zd/fE4KQDLzk0ukNA2NeYOeRVPMr6RiDtmUUpQMAJzQ14N3bzg58XVh+4pXXOj60PuaYqpzt\na97V0/NTuDwgDX4ZwDyRgnr4eZQMWNc3c5SO88pQvRV2qlpYZv73nymXTm+lUIuAs/TIXnuTS286\nzXH8qRQlHWnwywBWLwuZbiCfYX/GalYZdsmiT8rFw2fGpCeJ0pxo0PMkZVrfQOIOIZrBT6ZVz7Jl\nbxog7z0llbjCjGCuUTq5EETYnxcPv0zsvXGumoafv5MapE+Ic1uTVZIZAm2mbVqlPa7jpVhVpYdf\nBrBJPsy7KwT59Gq8SDpsYLdcPHzmPCbzLOn88PyjEFaIZYU0iX+0nlfP6riUdCSBcPLYAfjXV2bg\nqKG55bfJhbyG/XmK0imvQVs2cawjnsrrhJ0BNVHcfWnmUEKJO0zSSfmQdHoTUtIpAxSF4MQxmeO+\n800QaSQy5SIpt0FbtgjJoa5kUdbelThDwPLhl6ekIw2+xBdnHBncCkmZHhDWPS4X48gmzR3qSvaK\nGZp9BcLNgO6phy8lHUmv509XHo+OeCqv+6TIPiBravh5PXTRYKupJfOcWkHSc/yGZYqU8u0MzLcg\nhIwkhCwmhKwjhLxHCLkxqGNJCkdFWEH/gAaHM2UlLDcNv4ZLi1HRi8L6+gIUFClVzTkwIdfFawpB\nkB5+CsB3KaWrCSG1AN4khDxPKX0/wGNKeiFeHhD28JWLwee9x94Ux13uGBPi8jw/olQIzOBTSncB\n2KW/PkwIWQdgOABp8CUWmMHPZMv/cvV0PPpmM0Y2lEZOkp7CN1zllgah10N7puGXsk9SEA2fENIE\n4DgAKwpxPEnvJNNzMnpAdcBpcQsLb/AryiyzZW+G5cPX0iOXX0Mc+BkRQmoAPAbgW5TSNofvryOE\nrCKErGppaQm6OJIShJZkPEOw8M5jhfTwSwY2jpRUVYTKsCEOtKYRQiLQjP1DlNLHnbahlM6llE6n\nlE5vbGwMsjiSEsWLpFNuEEKM85UafulAiBYgwBZAKTeCjNIhAP4CYB2l9DdBHUci6a0wWUca/NJB\nIQSqoeGX330J8oxmAfg8gNMJIW/rf+cHeDxJL4VfLrovwRxIGZZZOihEW0QmpZZnaoUgo3ReRV97\ngiU50RclHYB5+LTsliPszWgevibp5KrhX3DMUDz8xnac0BTs6ly5IGfaSiRFgkk6ctC2dAgpBGmV\nQqXIOand7AmN2HrXBXkuWX6QNU1SAuipFYpcikKjyEHbkoN5+CqlZZPGg0fWNEnJUC6J0bwiPfzS\nI6Rog7ZqnhemKRVkTZMUnVLOPRIkLB10IZemlGRGITAknXJJ48EjDb6k6Bipj4taisKTVrUzryrg\n4vOSzCiKKemUo9JWhqck6a2UoUOVkXgqDcBc/UpSfEIWDb/8KqQ0+JKiQ/uoppNMa+ddKQ1+yaAQ\nM0pHavgSSQCcoC/POKJ/VZFLUhykhl86KAqgqtqgbTlG6UjxUFJ0vnrqOJx/9FA0DawudlGKgpR0\nSoeQQpBKq7qGX34WX3r4kqKjKKTPGntAevilhEII0lRKOhKJJCAqpcEvGZiGr70ucmECQBp8iaTI\nyEHb0kGTdMpr/WQeafAlkiIjPfzSQSFASlWN1+WGNPgSSZGRHn7poBBihMsqZWjxpcGXSIqMHLQt\nHUIK4Tx8afAlHjhySG2xiyDpRciwzNJBIbyGX+TCBICMw88zG+44rywriiQ4ojJbZsmgKJykU4Ye\nvjT4eUamupX4pRzjvXsrIcugbfndF2mdJBKJRKfcJZ3ADD4h5H5CyF5CyNqgjiGRSCT5RJN0VON1\nuRGkh/8ggHMD3L9EIpHklRAhSOkzbctRagvM4FNKlwLYH9T+JRKJJN8oCmRqBYlEIukL8AO1oTL0\n8IsepUMIuQ7AdQAwatSoIpdGIikcK249o88t61jq8CmRZZROAFBK51JKp1NKpzc2Nha7OBJJwRhc\nF8OgulixiyHh4I18Gdr74ht8iUQiKRV4gy89fB8QQuYDWA5gIiGkmRDypaCOJZFIJPkgpPCvy8/g\nB6bhU0qvCGrfEolEEgRS0pFIJJI+giIHbSUSiaRvEJIavkQikfQNeNk+VIbWsQxPSSKRSHJDSjoS\niUTSR+AlnROaGopYkmCQBl8ikUh0eA+/f3VFEUsSDNLgSyQSiQ6Tccp1FbLyPCuJRCLJATZQW1mm\nC8tLgy+RSCQ6zMOvLNOF5aXBl0gkEh1m8GPS4EskEkl5w/LnSIMvkUgkZQ4L0olFytM0ludZSSQS\nSQ6wsMxYWHr4EolEUtawiVcySkcikUjKHHPQtjxNY3melUQikeQC0/ClpCORSCTlTTylAgBiUtKR\nSCSS8qY7kQYgPXyJRCIpe7qTusGXGr5EIpGUN90pzeDL1Ao5QAg5lxDyASFkIyHk5iCPJZFIJD2l\nK6Fr+NLg+4MQEgJwL4DzAEwCcAUhZFJQx5NIJJKewtY/qY6Gi1uQgAjyrE4EsJFSuhkACCEPA7gI\nwPsBHlMikUhy5sYzJyAcIrj0+BHFLkogBCnpDAewnXvfrH8mkUgkJUldLIJbzjsKFXIBFN84rQBM\nbRsRch0hZBUhZFVLS0uAxZFIJJK+TZAGvxnASO79CAA7xY0opXMppdMppdMbGxsDLI5EIpH0bYI0\n+G8AmEAIGUMIqQDwGQD/CfB4EolEIslAYIO2lNIUIeQGAM8CCAG4n1L6XlDHk0gkEklmAo09opQu\nBLAwyGNIJBKJxBvlORQtkUgkEhvS4EskEkkfQRp8iUQi6SMQSm2h8UWDENICYBuAgQD2Fbk4QOmU\nAyiNspRCGQBZDhFZDit9rRyjKaWeYtpLyuAzCCGrKKXTZTlMSqEspVAGWQ5ZDlmO3JGSjkQikfQR\npMGXSCSSPkKpGvy5xS6ATqmUAyiNspRCGQBZDhFZDiuyHC6UpIYvkUgkkvxTqh6+RCKRSPINpbTH\nf9CyYi4GsA7AewBu1D9vAPA8gA/1//31z48EsBxAHMD3HPYXAvAWgKczHPNqfb8fAriaK8cSAAf0\nfe8BcEnA5VgE4CC/jV6O5QC69H2vBlCRSzkAbAXwLoC3AazKUI5zAXwAYCOAm7ly7Nb32w3gdQCR\nIpVjMbQQtbhepm8GXI77AewFsFa4L68AaNf3vR5A/xzL0Q/Ao/o+1gGYUaT70tNy5Ou+eC1HYPcF\nwES9XrC/NgDfKvR96Wk59M8JgJ8B2KBfz2/mxVbnZSfAUADT9Ne1eiEnAbibu5g3A/iF/noQgBP0\nE3IytN8B8E+4GFr9BmzW//fXX/fXy3EfgDu4cswMqhz6NmcA+ASsBn8ogOegZQithdYg/CSXckAz\ncAOzXP8QgE0AxkJrWN7Rr/9QAN/QK0+tXvGKVY7bAPwNQJ1+X04Jqhz6dqcCmAarYRkK4K/6sWoB\ntACYl2M5/grgWv11BYB+RbovPS1Hvu5L1nIU4r4I57wbWox6we9LT8qhf/cF/b4o7FjZ6ryXv7wY\nfIcTeRLAWdBarqHcTf1A2O42h4ozAsCLAE6Hu8G/AsB93Pv7AFyhv94OoLoQ5eC2nQOrwSfQvKaw\n/n4pgFU5lmMrshvaGQCe5d7fAuAWh+3ehdaAFbwcAFYCGJ+H+5K1HNy2TeAMi/4Zf8xFen3xVQ5o\nxnEL9DGwYt2XfJQjH/fFazmCvi/Cd2cDWFas56Wn5eDvSz7/8q7hE0KaABwHYAWAwZTSXQCg/x/k\nYRe/A3ATADXDNo7LJxJC+unvf0oIWQut8m4OsBxuDABwkGopopsAjANQlWM5KIDnCCFvEkKuc9km\n63KShJDx0Lqafy1SOcYBuJwQsgbaQ9ASYDkyMZhSuku/L5MA1ORQjrF6+R8ghLxFCJlHCKl22C7o\n+5KPcuTjvngtRybycV94PgNgvst3hXheeloOdl9WEUKeIYRM8HFMV/Jq8AkhNQAeg6ZXteXw+48D\n2EspfTPbpg6fUWjpnkcAeBOarvYItNY3qHJkLB93PW4DkM5xX7MopdMAnAfgekLIqW7HE6DGl1o5\nlkPzJp4tUjmi0BrPJIB7APwhwHJkhK+nOZYhDE2W+BOl9DgAHdC6+rZDOXyWz/uSj3Lk4754LUdG\n8nBf2H4qAFwI4P/cNnH4LN/PS0/LEQXQTbWZuv8Lbeyjx+TN4BNCItBu1kOU0sf1j/cQQobq3w+F\nNliTiVkALiSEbAXwMIDTCSH/IIScRAh5W/+7EO7LJ7YC6ARwFYCHAPw3tIoYVDnc2AdtEOtxvRxr\n9fL5LQcopTv1/3sBPAHgRELISK4cX81wPdh9eRuajniR/n3By6F/d65+PW4GcEyA5cjEHgBP6eVY\nrh/TbzmaATRTSlfo7x8FMK0I96XH5UB+7ovXcmQiH/eFcR6A1ZTSPfpvC/689LQc+neP6a+fgHZf\nekxeFkAhhBAAfwGwjlL6G+6r/0CLprlL//9kpv1QSm+BpmOBEDIHmi52pf71VO54DQB+Tgjpr390\nNvsdtJtxmFL6G0LINQDeh6b75r0cWWgHkNLL8Wf9mGP8lEPvFiuU0sP667MB3E4p3Q7r9QhDX04S\nwA5o3cjP6vflZWhy0hRKKZOnfN2XPJUjCSCuX4850AYIlwRRjgy/JwBSACJ6OW7Wj0n8lINSupsQ\nsp0QMpFS+gG0gfv3C31f8lSOHt8Xr+VwI1/3heMKcDJKoe9LT8uhf/1vaOOH9wP4GLT70nPyMRAA\nbWSfAlgDMxTpfGha9ovQwpleBNCgbz8EWgvWBi2CpRlAnbDPOcgcHfNFaKFMGwF8QShHO7SQyMPQ\nblCQ5XgFmn7Zpf/+HK4cndCkpYPQuna+ygFNG31H/3sPwA8zlON8aJViE9uOK0dcL18XgL8XsRxt\nehk6AFwfcDnmA9gFzaA1A/gSV47D+jU5DOCyXOoHtAd3FbQ6/2/ooXqFvC95LEeP7ovPcvx/e3es\nGkUYhWH4PYKFQkgab0KEFBYBgyBewQpaiWCjeAGSxkZE8AJEtHNLQUEQLW1srBREEEFBxEIsLIIg\nWB2L8xcBg25ksxrO+5QzU/zDwgczs/93dvt3OUg96S//IbN2+3f563WM4yvAE+rD8XNgdR5Z7U5b\nSWrCnbaS1ISBL0lNGPiS1ISBL0lNGPiS1ISBLw0RcTUiLv/m/CQiDi9yTdI8GfjS7CZUz4u0J/k/\nfLUWEVeoKo5P1Aa6F8AmcJGqrH0PnKM2Fj0e5zapOQsAt4BD1Ca7C5n5dpHrl3bCwFdbEXEUmAJr\nVM3IS+AOcDczv45rrgNfMvNmREypXdcPxrmnwKXMfBcRa8CNzDy5+DuRZjOXLh1pjzoOPMzM7wAR\n8WgcPzKCfoWq6f2lMTGqUfEYcL8qWIBqOJT+Wwa+utvuEXcKTDLz1SjgO7HNNfuomQezlulJ/5wf\nbdXZM+BURByIiCVqVCXUeLvPoyr37Jbrv41zZM17+BARZ6AaHyNidXFLl3bOd/hqbctH249U2+Eb\nqjVyYxx7DSxl5vmIWKeGUfwATlODQ25TY+/2A/cy89rCb0KakYEvSU34SkeSmjDwJakJA1+SmjDw\nJakJA1+SmjDwJakJA1+SmjDwJamJn+Buy+NCSLbkAAAAAElFTkSuQmCC\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f8a3318c860>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"plt.plot(betas[1], label = 'EWMA5')\n",
"plt.xlabel('date')\n",
@@ -98,30 +54,9 @@
},
{
"cell_type": "code",
- "execution_count": 36,
+ "execution_count": null,
"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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\nUj2f+OcvPnlY3qx3ASnEuRPRnUR0ifLydQBtRLQ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oBtLkWNwbs0jUdZ2d3Hvn+8HAZmY3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\nUiAVdxGRAqm4i4gU6AcfyqPS7pOq2gAAAABJRU5ErkJggg==\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f8a2fd0d160>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"#now look at spread rato\n",
"spreads = beta_trade.spreads_ratio()\n",
@@ -131,30 +66,9 @@
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "1.9956105001477371"
- ]
- },
- "execution_count": 37,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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Pb8fPrzqhrG0aDiUjTzwSUiZPjTejYshVYw9FlT6dTYrpHtGnADau94jE4hiPxDXJK1eY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\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f8a33650320>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"z = zscore(spreads.ratio)\n",
"plt.plot(z)\n",
@@ -164,9 +78,7 @@
{
"cell_type": "code",
"execution_count": null,
- "metadata": {
- "collapsed": true
- },
+ "metadata": {},
"outputs": [],
"source": []
}
diff --git a/python/notebooks/Realized Vol.ipynb b/python/notebooks/Realized Vol.ipynb
index 69be93a5..a67654c5 100644
--- a/python/notebooks/Realized Vol.ipynb
+++ b/python/notebooks/Realized Vol.ipynb
@@ -2,10 +2,8 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": null,
+ "metadata": {},
"outputs": [],
"source": [
"import warnings\n",
@@ -24,7 +22,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -33,10 +31,8 @@
},
{
"cell_type": "code",
- "execution_count": 11,
- "metadata": {
- "scrolled": true
- },
+ "execution_count": null,
+ "metadata": {},
"outputs": [],
"source": [
"HY28Vol = ot.realized_vol(\"HY\", 28,\"5yr\", years = 3)\n",
@@ -45,62 +41,18 @@
},
{
"cell_type": "code",
- "execution_count": 12,
- "metadata": {
- "scrolled": true
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7f3a9a7c5668>"
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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skckk0gUC5BYvVBWYmk3W47CoxiRp6TdCbmOTHjPIZD2xhGTMOS7E5XTALTqY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8x8D8HBwYSGhlJUVMSECRO4cOECxcXFhISEcPToUVJTUxk4cCCurq6Wl2d+fj5eXl4olUrKy8ut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\nrkJggg==\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f3a9a7dd5c0>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
"source": [
"HY28Vol[0].plot()"
]
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7f3a9a65e320>"
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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E0l0geuDAATQ1NQEAamtr0dXVBZ/PBwCw2+149dVXYTab4fP54PF44HQ6R33M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\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f3a9a66f9e8>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"IG28Vol[0].plot()"
]
@@ -108,9 +60,7 @@
{
"cell_type": "code",
"execution_count": null,
- "metadata": {
- "collapsed": true
- },
+ "metadata": {},
"outputs": [],
"source": []
}