{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "from datetime import datetime\n", "import pandas as pd\n", "import pandas.io.data\n", "import numpy as np\n", "import scipy as sp\n", "import matplotlib.pyplot as plt\n", "pd.set_option('max_columns', 50)\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "run_console = False\n", "if run_console:\n", " %qtconsole" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "update_from_web = False\n", "if update_from_web:\n", " today = datetime.now()\n", " # http://research.stlouisfed.org/fred2/series/DJIA/downloaddata\n", " # http://measuringworth.com/DJA/\n", " # http://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=RWTC&f=D\n", " # http://www.eia.gov/dnav/pet/pet_pri_spt_s1_d.htm" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "# From http://measuringworth.com/DJA/\n", "dow = pd.read_csv('DJA.csv', skiprows=3, index_col='Date', parse_dates=True, usecols=['Date','DJIA'])\n", "# From http://research.stlouisfed.org/fred2/series/DJIA/downloaddata\n", "# dow1 = pd.read_excel('DJIA.xls', 'DJIA', skiprows=23, index_col='DATE', parse_dates=True, usecols=['DATE','VALUE'])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "# dow['5/4/1970':].plot(figsize=(10, 10))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "dow[np.isnan(dow['DJIA'])]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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DJIA
Date
NaNNaN
Citation: Samuel H. Williamson, 'Daily Closing Value of the Dow Jones Average, 1885 to Present,' MeasuringWorth, 2012. NaN
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2 rows \u00d7 1 columns

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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ " DJIA\n", "Date \n", "NaN NaN\n", "Citation: Samuel H. Williamson, 'Daily Closing Value of the Dow Jones Average, 1885 to Present,' MeasuringWorth, 2012. NaN\n", "\n", "[2 rows x 1 columns]" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "dow.dropna(inplace=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "dow.tail()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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DJIA
Date
2/28/2014 16321.71
3/3/2014 16168.03
3/4/2014 16395.88
3/5/2014 16360.18
3/6/2014 16421.89
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5 rows \u00d7 1 columns

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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ " DJIA\n", "Date \n", "2/28/2014 16321.71\n", "3/3/2014 16168.03\n", "3/4/2014 16395.88\n", "3/5/2014 16360.18\n", "3/6/2014 16421.89\n", "\n", "[5 rows x 1 columns]" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "wti = pd.read_csv('WTI.csv', skiprows=6, index_col='Day', parse_dates=True, usecols=['Day','Cushing OK WTI Spot Price FOB $/bbl'])\n", "# From http://www.eia.gov/dnav/pet/pet_pri_spt_s1_d.htm\n", "# wti1 = pd.read_excel('PET_PRI_SPT_S1_D.xls', 'Data 1', skiprows=2, index_col='Date', parse_dates=True, usecols=['Date','Cushing, OK WTI Spot Price FOB (Dollars per Barrel)'])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "wti.columns = ['WTI']\n", "wti.index.names = ['Date']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "df = pd.DataFrame()\n", "df = df.combineAdd(dow)\n", "df = df.combineAdd(wti)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "df.info()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "DatetimeIndex: 35449 entries, 1885-05-04 00:00:00 to 2014-03-06 00:00:00\n", "Data columns (total 2 columns):\n", "DJIA 35410 non-null float64\n", "WTI 7100 non-null float64\n", "dtypes: float64(2)" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "df.plot(subplots=True, figsize=(10, 10), sharex=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "array([,\n", " ], dtype=object)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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8fODu7o7MzEwIIbB9+3YsXLgQABAZGYnk5GQAwAcffIBZs2Z1pTtERERE7aqvr1ceHzp0\nyObH79evHwDAxcXF4td0uI5XdHQ0Dh48iJKSEgwbNgzr16/HkiVLlOevv/56HD9+HIMGDQIAPPfc\nc9iyZQs0Gg02bdqEuXPnAriynERcXBxqa2uxYMECbN68GcCVQB544AF88803GDx4MFJSUpThRLNO\nch0vIiIi6qJTp05hwoQJyrata4nz588jICAAVVVVGDBggNLOezUSERHRNcd0H0UTW9YSp0+fxg8/\n/IC1a9fi7Nmzrc7b3rm6NNRIXWOahEe2x2zlYbZyMFd5mK0czLVjN954IxYvXozvv/++S69j4UVE\nRERkJxxqJCIiIqckc6jRdOz58+fjv//9b6vnOMeLiIiIrikyCq/m5mbU1NTAzc2t3eNyjpeDcHxc\nHmYrD7OVg7nKw2zlYK5tc3FxMSu6uoqFFxEREZGdcKiRiIiInFLfvn3NFlHNzc2Fp6cnPD09rT5m\ny+FLoGtDjSy8iIiIyOkIIeDi4tJm/WBtTdHQ0ABXV9dOj8c5Xg7C8XF5mK08zFYO5ioPs5Wjt+da\nX1/fZpHUHRcuXOj2MVh4ERERkdOpq6tT7qXYHRUVFWhsbAQA3H777a2e//rrr7t0PA41EhERkdPR\narVobGzEmTNnMG7cOLPnulJTqFQqTJs2DV9++SXU6tbXq7KzszF27NhWr+FQIxEREV0zTFepgoOD\n8dFHH3XrWIcPH8a9997b5nNarbZLx2LhJVFvHx/vyZitPMxWDuYqD7OVozfnWlRUZLa9aNGibh/z\nww8/bLOdhRcRERFd0x577DEpx33qqacQHx9v1tbVeWSc40VERERO5eq1tkz1Q1ttXT0WAAwYMADV\n1dW44YYb8OWXX2L48OFtvoZzvIiIiIi6YP369cpj09IUfn5+AIC1a9e2WXR1hoWXRL15fLynY7by\nMFs5mKs8zFYO5gr87W9/Ux6vWrUKAPD4448DAG688Uarjtlh4bV06VJ4e3sjJCREaXvqqacwduxY\nTJgwAYsXL8bly5eV5xISEhAYGIigoCDs2bNHaT9x4gRCQkIQGBiIFStWKO319fW47777EBgYiPDw\ncFy8eNGqN0FERETUUmBgYKu2MWPGWHWsgwcPArjyDUfA+tXvOyy8lixZgvT0dLO2OXPm4MyZM/j2\n228xevRoJCQkALiyjsWOHTuQnZ2N9PR0xMfHK51avnw5kpKSoNfrodfrlWMmJSVh8ODB0Ov1WLly\nJVavXm3Vm+ipIiIiHN0Fp8Vs5WG2cjBXeZitHL0115MnT3b4fFNTk1XH/fLLLwEATzzxBABJhdf0\n6dPh5eVl1jZ79mxlAbGbb74ZBQUFAIC0tDRER0dDq9XC398fAQEByMzMRFFRESorKxEWFgYAiImJ\nQWpqKgBg165diI2NBQDcfffd2Ldvn1VvgoiIiAgAjh07pjx2c3Nr9XxDQ0O3ju/i4oKhQ4di1KhR\nVr2+W3O8tmzZggULFgAACgsLodPplOd0Oh0MBkOrdl9fXxgMBgCAwWBQJqlpNBp4eHigtLS0O13q\nUTg+Lg+zlYfZysFc5WG2cvT2XI8cOYK0tLRW7UajsVvHbWxsxM8//4xhw4ZZ9XqNtSd+9tln4erq\nivvvv9/aQ3RJXFwc/P39AQCenp4IDQ1VLoOafjl62rZJT+mPM21nZWX1qP4403ZWVlaP6o+zbJv0\nlP440zb/PuD21dvFxcUYO3YswsPDceDAAfzwww+IiIjAtGnTcPjwYVRXV8Oks+O1JTMzE6GhoWb7\nmx7n5eW1+zqF6ERubq4YP368Wds777wjpk6dKmpra5W2hIQEkZCQoGzPnTtXZGRkiKKiIhEUFKS0\nv/fee+Lhhx9W9jly5IgQQoiGhgYxZMiQNvtgQTeJiIiIRHJysnjggQdatT/33HMCgBg4cKBoaGiw\n6FgABAAxYcIE5bGpbunsde1Rd16amUtPT8cLL7yAtLQ09O3bV2mPjIxESkoKjEYjcnNzodfrERYW\nBh8fH7i7uyMzMxNCCGzfvh0LFy5UXpOcnAwA+OCDDzBr1qyudoeIiIh6qIKCAly6dMmu56ysrMTA\ngQNbtWs0Vwb5qqqqlDW5LDV79mzlccu5713VYeEVHR2NqVOn4vvvv4efnx+2bNmCxx57DFVVVZg9\nezZuuukmZen84OBgREVFITg4GPPnz0diYqKy2mtiYiIefPBBBAYGIiAgAPPmzQMALFu2DCUlJQgM\nDMTGjRuxYcOGbr2ZnqblEAPZDrOVh9nKwVzlYbZy2CJXPz8/zJw5s/udsUBzczOys7NRVVXV5qT6\nRx99FPv37wdg2TcSa2pqAFwptExfKgSsX47CpMM5Xu+//36rtqVLl7a7/7p167Bu3bpW7ZMmTcLp\n06dbtffp0wc7d+60pJ9ERETUC5WUlNjlPP/5z39w7733AgD69++P559/3uz5fv364dZbb7X4eKZ+\nDx06tNMlKrqC92okIiIiKVQqFfr166dcPZLp7bffxu9//3tlu726wTQa11ldkZWVhd/97nfIzMzE\n8OHDUVlZadHrTOdobz+rv9VIRERE1Jna2lq7nOfqhVFNU5q6Y9q0aRBCYMCAAUrRZQtdnlxPluO8\nA3mYrTzMVg7mKg+zlaM7uTY1NeH8+fNmbQ0NDcpVoMzMTJSXl3ene61cPU+8q5Pn21JTUyOlaGTh\nRURERDb1xhtvICAgQNl+8cUX4erqipSUFABAeHg4/vznP9v0nFevofXHP/7Rpse2Jc7xIiIiIpsy\nzaMy6dOnD+rr63Hdddfh4sWLUKlUuOOOO/Dxxx9LOWdHNUNHc7waGxsxZcoUfPPNN2b7WXrsq8/R\n3n684kVEREQ2c/bs2VZt9fX1AKDcnxkAdu/ebbNzfv/9911+jV6vb9X29ddfK3fvaMuqVau6fJ6W\nWHhJxHkH8jBbeZitHMxVHmYrh7W5jh07tt3nvL29rexNx6Kiorr8mrZu73Pq1CkA5hP1r1ZUVNTl\n87TEwouIiIjs4tFHH201DGmN2tpapUgSQiiPu8u0OGp7k+rbWhG/q1h4SdTRTTape5itPMxWDuYq\nD7OVoyfnGh8fjwkTJgBAl+eJmYYlm5ubWz23ceNGAMCJEycAtJ7PpdPputzXllh4ERERUa+xd+9e\nbN26Vdnu6rIUo0ePBtD2JHlTYRUXF9fma41GY5fO1RYWXhJx3oE8zFYeZisHc5WH2cohO1cPDw+L\n9jN9qzA/Px+A+bcXz549a3UxpNVqzbZ//PFHvPnmmwCAn376yew5U7FWV1dn1bmuxsKLiIiI7O7y\n5csAgKqqKjzyyCPt7nfu3DkAwHXXXQfgyj0XTcaOHavcJmjcuHF46aWXkJuba9H5NRrzm/fcfvvt\nyuOWBdYXX3wBALjpppssOnZHuI4XERER2UxXJs/X19dj4MCBZqvat3TzzTfj6NGjAFqvqWUyadIk\nHD16FGq1ZdeTVCoVTpw4gYkTJypt8+fPR3p6utl+V/fJYDBgxIgRFr0/3quRiIiIepzU1FQ0NDR0\nuI+p6AKAzz77rM19Tpw4YXHRBVy5OtZyqLFl0dWSr6+vxcfvCIcaJeK8A3mYrTzMVg7mKg+zlcPa\nXAcNGmR2u6COPPvss8pVp/auEN16663KY1vc/Bpw7EgaCy8iIiKymVGjRuG9996zaN9Tp07hgQce\nAAB4eXm1uc+lS5ds1jcTtVrdMwuvpUuXwtvbGyEhIUpbaWkpZs+ejdGjR2POnDlmX+NMSEhAYGAg\ngoKCsGfPHqX9xIkTCAkJQWBgIFasWKG019fX47777kNgYCDCw8Nx8eJFW743h+vJa6D0dsxWHmYr\nB3OVh9nKYW2uRqMRrq6urdqfeuopAEBYWJhZ+8qVKwH8OtneEt29x6NKpWpzHa+r2WposaUOC68l\nS5a0GvPcsGEDZs+ejXPnzmHWrFnYsGEDACA7Oxs7duxAdnY20tPTER8fr1STy5cvR1JSEvR6PfR6\nvXLMpKQkDB48GHq9HitXrsTq1atlvEciIiKyE6PRiD59+pi17dmzRynGgoODu3S8q79taNKysLt6\nONISlgw1enp6dumYluqw8Jo+fXqrS3+7du1SbnIZGxuL1NRUAEBaWhqio6Oh1Wrh7++PgIAAZGZm\noqioCJWVlUqFGxMTo7zm6mPdfffd2Ldvn23fnYNx3oE8zFYeZisHc5WH2cphba719fVKYWSa66XR\naJRvA9bU1AAAQkNDLT5eS1dPjBdCdLmvLQuvnJwci85rC12e41VcXKzc5NLb2xvFxcUAgMLCQrOl\n9HU6HQwGQ6t2X19fGAwGAFe+munn5wfgyh+Kh4cHSktLrX83RERE5DBCCOTl5SmFl6le6NOnj1J4\nmYb47rvvPouOWV9fjwEDBpi1mQqvOXPmWNXPlnO82roK98MPP1h17M50azkJlUplk5tdWiIuLg7+\n/v4Arlz+Cw0NVcafTZUut6+tbZOe0h9n2Ta19ZT+cJvblmyb9JT+OMN2REREl1+/atUqAFcKo7y8\nPHz55Zc4fPgwXF1dERERgTfffBP//e9/AbRewLS947/xxhuYMmUKjh07puyn1Wpx5MgRlJWV4YAV\nf1+Z5ni1/P252rvvvtul378DBw4gLy+v3eMpRCdyc3PF+PHjle0xY8aIoqIiIYQQhYWFYsyYMUII\nIRISEkRCQoKy39y5c0VGRoYoKioSQUFBSvt7770nHn74YWWfI0eOCCGEaGhoEEOGDGmzDxZ0k4iI\niBzs2WefFQDEL7/8IoQQ4ueffxYARFZWlrIPAAFAvPzyy8pj009LRqNRABAvvviiWLRokbLfZ599\n1q1+TpkyRWRkZCjbixcvFgBEeHh4u33pio5er+68NDMXGRmJ5ORkAEBycjIWLVqktKekpMBoNCI3\nNxd6vR5hYWHw8fGBu7s7MjMzIYTA9u3bsXDhwlbH+uCDDzBr1qyudqdH66iSpu5htvIwWzmYqzzM\nVg5rcjWtgmAaahw6dCiAtieqt1zAtC3PPPMMgCsr03/00UfKyFd351+1nOP1n//8BwBw5MiRbh3X\nEh0WXtHR0Zg6dSq+//57+Pn54Z133sGaNWuwd+9ejB49Gl988QXWrFkD4Mr4aFRUFIKDgzF//nwk\nJiYqw5CJiYl48MEHERgYiICAAGUBtGXLlqGkpASBgYHYuHGj8g1JIiIi6n1MN6x2c3NT2kpLSzFy\n5MhW+7Y11NjSc889B+DX2xDl5uYiIiLC7FY/1uhoHa9NmzZ169id4b0aiYiIyCZMBVJHn9mmfZKS\nkrBs2TKz51q+zrTvpk2b8Mc//tGm/Vy6dCmSkpJa9bukpASpqamt+tbV47eXAQsvIiIisomuFF6H\nDx/GtGnTMHPmTDz44IO4//772y28Ghsb4eLiIq2flvS7q8dv71hdnuNFluO8A3mYrTzMVg7mKg+z\nlUN2rlOnTgVwZcmJm266qcN9bVl0ORoLLyIiIuo2S9e9mj59OoBfry717dsXQUFBAH5dXNWeTOeU\nPbfLhIWXRKZ1Psj2mK08zFYO5ioPs5XD0lyNRiNUKhVuvPFGi/ZPTU1FXl6espCqWq02e85k9uzZ\nlne2G0zn7N+/v13O160FVImIiOjaZloQtba21qL9Bw0ahEGDBqGxsREA0NTUpDxXV1enPP78888B\nAOvXr7dVV9vUr18/AMBtt90m9TwmvOIlEecdyMNs5WG2cjBXeZitHJbkWl5ejrvuusuq45uueF13\n3XVKW1vrc/31r3+16viWMp2/rSUvZGDhRURERFa5fPlyq7b//d//tei1pjlhQ4YMUdqOHz9um45Z\nqLm5udU3G2XjchJERERklc2bN2PFihVmbZZ+Xufm5uL666+H0WiEVquVvsTD1UzHfuGFFzBt2jSs\nXLkSGRkZNj0+l5MgIiIim7Lktj/tOXHiRJvHMN0WCJA/jJyZmYmGhgblFkf2wMJLIs47kIfZysNs\n5WCu8jBbOSzJNT4+3urjFxUVtdl+8eJFpKWlYejQoQgODrb6+JbIyclBeXl5twrIruK3GomIiMgq\nXl5eKCsrs+q1HQ0hxsfH49KlS+jTp4+1XbNIXV0dFi5cKPUcLfGKl0RcW0YeZisPs5WDucrDbOWw\nJNfuXPEP4HVSAAAgAElEQVTqqPAqLCwEcGVxVZksXQLDllh4ERERkVVOnjxptp2Wlmbxa69ev6s9\nsocAq6urpR6/LSy8JOK8A3mYrTzMVg7mKg+zlcOSXD/99FP84Q9/ULZ9fHwsPr5pHa+OyF7ioa3l\nMGRj4UVERERWGz16tPK4K3OyLCm8nBELL4k470AeZisPs5WDucrDbOWwNNeDBw8qj7tSeFky1OiM\nrC68EhISMG7cOISEhOD+++9HfX09SktLMXv2bIwePRpz5sxBeXm52f6BgYEICgrCnj17lPYTJ04g\nJCQEgYGBrRZhIyIiop5FCKGsMK9Wq7F+/XosX74cAK94WcKqwisvLw9vvfUWTp48idOnT6OpqQkp\nKSnYsGEDZs+ejXPnzmHWrFnYsGEDACA7Oxs7duxAdnY20tPTER8fr3ybYfny5UhKSoJer4der0d6\nerrt3p2Dcd6BPMxWHmYrB3OVh9nK0V6uzzzzDKZMmYKSkhI0NzfDw8MDLi4uALr2LcRx48a12T5o\n0KAu97U3sarwcnd3h1arRU1NDRobG1FTU4MRI0Zg165diI2NBQDExsYiNTUVwJVvOURHR0Or1cLf\n3x8BAQHIzMxEUVERKisrERYWBgCIiYlRXkNEREQ9z/DhwwH8eo/Fvn374siRIwC6dsVr0aJFbS4p\nIXsJibZcvVq+bFYVXoMGDcITTzyB6667DiNGjICnpydmz56N4uJieHt7AwC8vb1RXFwM4Mp6HDqd\nTnm9TqeDwWBo1e7r6wuDwdCd99OjcN6BPMxWHmYrB3OVh9nK0V6uDQ0NZtseHh7K7X9sseCpaQ2v\nkSNHdvtY7Xn55ZfNtrOzs6WdqyWrCq/z589j48aNyMvLQ2FhIaqqqvDuu++a7aNSqex2p28iIiKy\nj8cee8xs++q1tmy50nxISIjNjtWZfv362e1cVt0y6Pjx45g6dSoGDx4MAFi8eDGOHDkCHx8f/PTT\nT/Dx8UFRURGGDRsG4MqVrPz8fOX1BQUF0Ol08PX1RUFBgVm7r69vm+eMi4tTLgV6enoiNDRUqcZN\n49A9bdvU1lP640zbWVlZePzxx3tMf5xpe+PGjb3i/6/etm1q6yn9caZt/n0gZ7vl7+7Vz1/tq6++\navXY2vNf7fnnn5f2/tq7MNSd/78PHDiAvLy8No9rRlghKytLjBs3TtTU1Ijm5mYRExMjXn31VfHU\nU0+JDRs2CCGESEhIEKtXrxZCCHHmzBkxYcIEUV9fLy5cuCCuv/560dzcLIQQIiwsTGRkZIjm5mYx\nf/588emnn7Y6n5XddLj9+/c7ugtOi9nKw2zlYK7yMFs52st14sSJAoDyI4Qwe2ytq48JQHz//ffd\nOl5HNm7c2Oo92FJHx7TqiteECRMQExODyZMnQ61WY+LEifjDH/6AyspKREVFISkpCf7+/ti5cycA\nIDg4GFFRUQgODoZGo0FiYqJSbSYmJiIuLg61tbVYsGAB5s2bZ02XeqS2KniyDWYrD7OVg7nKw2zl\naC/XlrcJ6o2uvuL1u9/9zr7n/v+VWY+mUqk6vJkmERER2UfLYTohhNLWnc/quLg4JCcnK9unT5/G\n+PHjrT5eRzZv3qysHZqWlobIyEibHr+jukVt0zORmbbGwsk2mK08zFYO5ioPs5XD3rlu3brVbNto\nNEo719XFo+wbcbfEwouIiIgsFhoaqizH8PHHHwMAnnjiCcTHx9vk+GPHjgVwZc1QWebPn4+JEycC\n6N5VOmtwqJGIiIgsNmbMGMTHx+Pxxx/vcDUCa6hUKsTExCApKQkajVXT0C124cIF3HDDDViyZAm2\nbNli02NzqJGIiIi6rampCefOnVPuxWxaNsqWBgwYIL3oAqDc5sjea46y8JKI8w7kYbbyMFs5mKs8\nzFaOtnLV6/UAgMbGRgBy5kcFBgba/JhtMRV3Pj4+djmfcl67no2IiIh6rb179wIApk6dKuX4dXV1\ncHV1lXLslkxF429/+1u7nM+EhZdEXFtGHmYrD7OVg7nKw2zlaCvXmpoaAMCUKVOwePFim5/Tlrcc\n6oyp8LLHsObVOLmeiIiIOnXu3DmMGTMGarUaTU1Nju5Ot1VVVcHNzQ16vR4BAQE2PTYn1zsI5x3I\nw2zlYbZyMFd5mK0cLXMtKSkBADQ3NzugN7ZnuuKlVtu3FGLhRURERJ3avn27o7tgU44qvDjUSERE\nRJ26etkFZ/lMVqlUuHDhAkaNGmXz43KokYiIiKgFew+dsvCSiPMO5GG28jBbOZirPMxWjvZytfe9\nDWWz9xcFWHgRERFRh0wLpgJAQ0ODA3tie/a+4sU5XkRERNShkydPYtKkScq2s3wmb9u2Db/97W+V\n2wfZSkd1CxdQJSIiog7Ze5FRe4mJibH7OTnUKBHnHcjDbOVhtnIwV3mYrRxX5/rzzz8DALZs2YLT\np087qEfOwerCq7y8HPfccw/Gjh2L4OBgZGZmorS0FLNnz8bo0aMxZ84c5e7lAJCQkIDAwEAEBQVh\nz549SvuJEycQEhKCwMBArFixonvvhoiIiGzONAH9lltuwfjx4x3cm97N6jlesbGxuPXWW7F06VI0\nNjaiuroazz77LIYMGYJVq1bh+eefR1lZGTZs2IDs7Gzcf//9OHbsGAwGA2677Tbo9XqoVCqEhYXh\n1VdfRVhYGBYsWIA//vGPmDdvnnknOceLiIjIYVJTU7Flyxbs2rXL0V3pFWy+jtfly5fx5ZdfYunS\npQCujP16eHhg165diI2NBXClMEtNTQUApKWlITo6GlqtFv7+/ggICEBmZiaKiopQWVmJsLAwAFfG\nWk2vISIiop7hxRdfxBdffOHobjgFqwqv3NxcDB06FEuWLMHEiRPx+9//HtXV1SguLoa3tzcAwNvb\nG8XFxQCAwsJC6HQ65fU6nQ4Gg6FVu6+vLwwGQ3feT4/CeQfyMFt5mK0czFUeZivH1bkePnwY1dXV\njuuME7HqawqNjY04efIkXn31VUyZMgWPP/44NmzYYLaPSqUyu71Ad8XFxcHf3x8A4OnpidDQUERE\nRAD49Zejp22b9JT+ONN2VlZWj+qPM21nZWX1qP44y7ZJT+mPM23z7wP+/jp62/Q4Ly8PnbFqjtdP\nP/2EW265Bbm5uQCAr776CgkJCbhw4QL2798PHx8fFBUVYcaMGTh79qxSlK1ZswYAMG/ePDzzzDMY\nOXIkZsyYgZycHADA+++/j4MHD+L111837yTneBERETmMSqXCzp07ce+99zq6K72Czed4+fj4wM/P\nD+fOnQMAfP755xg3bhzuvPNOJCcnAwCSk5OxaNEiAEBkZCRSUlJgNBqRm5sLvV6PsLAw+Pj4wN3d\nHZmZmRBCYPv27cpriIiIyLGOHj2K559/HgBaffGNrGP1txq//fZbPPjggzAajbjhhhvwzjvvoKmp\nCVFRUfjxxx/h7++PnTt3wtPTEwDw3HPPYcuWLdBoNNi0aRPmzp0L4MpyEnFxcaitrcWCBQuwefPm\n1p3spVe8Dhw4oFyOJNtitvIwWzmYqzzMVo59+/bhtttuU7abm5ttOoXImUlZuX7ChAk4duxYq/bP\nP/+8zf3XrVuHdevWtWqfNGkSF2MjIiLqYaKjo822WXTZBu/VSERERK20LLT4OWw5m8/xIiIiomuH\nl5eXo7vgNFh4SdTya7hkO8xWHmYrB3OVh9nKV1ZW5uguOA0WXkRERNSKl5cX3nrrLQDAQw895ODe\nOA/O8SIiIiIzpaWlGDx4ML744gvMmDHD0d3pdTjHi4iIiCxmWrvLaDQ6uCfOh4WXRJx3IA+zlYfZ\nysFc5WG2tvfdd98BANzd3R3cE+fDwouIiIjMTJkyBQAwduxYB/fE+XCOFxEREZl5/PHHMXLkSKxc\nudLRXemVOMeLiIiILFJfX49///vfGDZsmKO74pRYeEnEeQfyMFt5mK0czFUeZmtbffv2RWFhIY4e\nPerorjglFl5EREQEwHyh1KCgIAf2xHlxjhcREREBAPbv34+ZM2cC4L0Zu4NzvIiIiKhT//jHPwAA\n33zzjYN74rxYeEnEeQfyMFt5mK0czFUeZms7u3fvBgCEhoYyV0lYeBERERHZSbfmeDU1NWHy5MnQ\n6XT4+OOPUVpaivvuuw8XL16Ev78/du7cCU9PTwBAQkICtmzZAhcXF2zevBlz5swBAJw4cQJxcXGo\nq6vDggULsGnTptad5BwvIiIiqYQQUKvVyMjIwM033+zo7vRq0uZ4bdq0CcHBwVCpVACADRs2YPbs\n2Th37hxmzZqFDRs2AACys7OxY8cOZGdnIz09HfHx8UqHli9fjqSkJOj1euj1eqSnp3enS0RERGSF\n48ePAwCLLsmsLrwKCgrw3//+Fw8++KBSRO3atQuxsbEAgNjYWKSmpgIA0tLSEB0dDa1WC39/fwQE\nBCAzMxNFRUWorKxEWFgYACAmJkZ5jTPg+Lg8zFYeZisHc5WH2drG119/bbbNXOWwuvBauXIlXnjh\nBajVvx6iuLgY3t7eAABvb28UFxcDAAoLC6HT6ZT9dDodDAZDq3ZfX18YDAZru0RERERW+uc//+no\nLlwTNNa8aPfu3Rg2bBhuuummditilUqlDEHaQlxcHPz9/QEAnp6eCA0NRUREBIBfq3JuX1vbJj2l\nP86ybWrrKf3hNrct2TbpKf3p6dsuLi5ISEjAqlWrkJ2djTFjxkCv1yv7REREICIiosf0t6dvmx7n\n5eWhM1ZNrl+3bh22b98OjUaDuro6VFRUYPHixTh27BgOHDgAHx8fFBUVYcaMGTh79qwy12vNmjUA\ngHnz5uGZZ57ByJEjMWPGDOTk5AAA3n//fRw8eBCvv/66eSc5uZ6IiMhmTBdGcnJyMHbsWKX9888/\nx6xZsxzVLadh88n1zz33HPLz85Gbm4uUlBTMnDkT27dvR2RkJJKTkwEAycnJWLRoEQAgMjISKSkp\nMBqNyM3NhV6vR1hYGHx8fODu7o7MzEwIIbB9+3blNc6g5b/EyHaYrTzMVg7mKg+z7boBAwYAgFnR\nBQC33nqr8pi5ymHVUGNLpsp5zZo1iIqKQlJSkrKcBAAEBwcjKioKwcHB0Gg0SExMVF6TmJiIuLg4\n1NbWYsGCBZg3b54tukRERERtqKysRHV1dat2Dw8PaDQ2KQuoA7xXIxER0TWioqICHh4ebT43a9Ys\nfP7553bukXPivRqJiIiuceXl5W0WXTt37kRDQwOLLjth4SURx8flYbbyMFs5mKs8zLZz9fX18PLy\nUrYvXLiA+vp6NDY24t57721ziJG5ysHCi4iIyAndfPPNePDBB1FTU4O+ffsq7V9//TVGjRoFV1dX\nuLi4OLCH1ybO8SIiInIyZWVlGDRoUKv2ffv2YebMmQ7o0bWlo7qFhRcREZETKSwshK+vb6v2vn37\nora21gE9uvZwcr2DcHxcHmYrD7OVg7nKw2zNvfHGG8rjfv36KY9zc3O7dBzmKgcLLyIiIifR0NCA\n/Px8jB49GidPnkRFRQUAoKqqCj4+Pg7uHQEcaiQiIuqVLly4AG9vbwwYMAA///wzvL29lefuvPNO\n7Nq1y4G9u7ZxqJGIiMiJ1NTU4IYbbkB8fDwuXrxoVnQBsOhmzeQYLLwk4vi4PMxWHmYrB3OV51rM\n9m9/+xsAYNu2bcjPz2/1/OnTp7t9jmsxV3tg4UVERNQLFBQUICwsDCqVCm+//TYAYPny5WhubgYA\nJCQkQAiB7777DkVFRY7sKnWAc7yIiIgcLDU1FXfddVeHn3UqlarN9l27duGNN97A7t27ZXWPuojr\neBEREfVgpqLqzJkzCA4O7nCf9vBzsufg5HoH4fi4PMxWHmYrB3OVxxmyfeihhwAA//jHP9p8vqSk\npFVbTEyM1D45Q649EQsvIiIiBzMtejp69Og2nx8yZAgAoKKiAnv37kV2djamT5+uPD9u3Dj5nSSb\n4FAjERGRA7m7u6OyshIA8OGHH2Lx4sVmzzc2NkKr1QIwH05sbm5WbnJtMBgwYsQIO/WYOtNR3aKx\nc1+IiIjo/6upqVGKrnvuuQeNjY1mzzc3NytF188//2z2nFqtxpNPPonbbruNRVcvYtVQY35+PmbM\nmIFx48Zh/Pjx2Lx5MwCgtLQUs2fPxujRozFnzhyUl5crr0lISEBgYCCCgoKwZ88epf3EiRMICQlB\nYGAgVqxY0c2307NwfFweZisPs5WDucrTm7NdtmyZ8lij0aCpqcns+YKCAuXx0KFDW73+hRdewNy5\nc6X0rTfn2pNZVXhptVq8/PLLOHPmDDIyMvDPf/4TOTk52LBhA2bPno1z585h1qxZ2LBhAwAgOzsb\nO3bsQHZ2NtLT0xEfH69cglu+fDmSkpKg1+uh1+uRnp5uu3dHRETUg6WkpAAA/vKXv0Cj0ShXvGJj\nY+Hr64uRI0cCuPI5Ss7BJnO8Fi1ahEcffRSPPvooDh48CG9vb/z000+IiIjA2bNnkZCQALVajdWr\nVwMA5s2bh6effhojR47EzJkzkZOTA+DKL+CBAwfw+uuvm3eSc7yIiMgJqVQq3H777di9ezeWLFmC\nsWPHKp+VV+NnYO8idY5XXl4evvnmG9x8880oLi5W7hfl7e2N4uJiAEBhYSHCw8OV1+h0OhgMBmi1\nWuh0OqXd19cXBoOhu10iIiLqFby9vfHPf/4TALB169Y29/n666/t2COSrVuFV1VVFe6++25s2rQJ\nbm5uZs+pVKpOF3vriri4OPj7+wMAPD09ERoaioiICAC/jkP3tG1TW0/pjzNtZ2Vl4fHHH+8x/XGm\n7Y0bN/aK/79627apraf0x5m2e9vfB1VVVfjwww+VQisnJ0cZUrxaTEwMfve736G+vl5ps2d/W/7u\n2vv8vWnb9Niim5MLKxmNRjFnzhzx8ssvK21jxowRRUVFQgghCgsLxZgxY4QQQiQkJIiEhARlv7lz\n54qMjAxRVFQkgoKClPb33ntPPPTQQ63O1Y1uOtT+/fsd3QWnxWzlYbZyMFd5elO2paWlAoDZj8nV\nbRUVFQ7s5RW9KdeepqO6Rd15adZmsYZly5YhODhY+VcGAERGRiI5ORkAkJycjEWLFintKSkpMBqN\nyM3NhV6vR1hYGHx8fODu7o7MzEwIIbB9+3blNc7AVBGT7TFbeZitHMxVnt6U7aBBg8y2X3755Vb7\nNDU1tRpFcoTelGtvYtVQ4+HDh/Huu+/ixhtvxE033QTgynIRa9asQVRUFJKSkuDv74+dO3cCAIKD\ngxEVFYXg4GBoNBokJiYqw5CJiYmIi4tDbW0tFixYgHnz5tnorREREfVMpmUkrr54sXHjRvz4449Q\nq626JkK9BFeul+jAgQP8F4MkzFYeZisHc5Wnt2QrhIBarUZaWhoiIyMd3Z1O9ZZceyLeJJuIiMjB\nTFeyZC14Sr0Dr3gRERHZgWmKDT/PnB/v1UhEROQg+fn5eOuttwAAZWVlDu4NORqHGiW6en0Psi1m\nKw+zlYO5ytMTsp02bRrGjh1rdpPrr7/+GiqVCtdddx3+/ve/A7iyDmVv0RNydUa84kVERGSllguF\n//Wvf8XQoUPxxBNPmLUfOnQIQUFB9uwa9VCc40VERGSFe++9Fx988EGH+6xfvx5/+ctfbHonF+r5\n+K1GIiLq8V566SV88803Vr3W9CFny3+kV1VVmQ0dmjQ0NEClUilFV3NzM4QQKCgoQN++fQEATz75\nJJqbm/HXv/6VRReZYeElEcfH5WG28jBbOXp6rg0NDQCAjIwMqFQqREZGmt0j0KS5uRlGo9Gs7c9/\n/jNuv/12fPrpp/joo486PE9OTo7yWAiBZ555BpGRkVCpVHjyyScxceJEPPPMM8jOzsawYcM67ffx\n48ehUqmgVqvN/rt161Y0Nzdb8tbNfPrpp8q9ht3c3KDValv92T366KPK4+bmZqWw8vX1RW1tLYQQ\neOGFF3p9wdXTf2d7LTl3KbKtXtLNVnifK3mYrTzMVo6emOvFixfFxIkTW9078OqfH374QQghxOHD\nh83aJ02a1O5rqqqqRGVlZavzxcXFdXguDw+PVm2PPfaYWLt2rWhoaFCO09zcLP71r3+J0tJSERYW\n1uExd+/erbwmMzNTABDfffeduHDhgvjhhx/ElClTxBNPPCEiIiLEsWPH2j3ObbfdJk6dOiV+/PFH\npa2srMw+f1AO0hN/Z3uLjuqWXlHR9NbCi4iop2lsbBS//e1v2y0wkpKShBBC/P3vf++woLn6JyUl\nRZSUlIinn37arP3QoUPi8uXLQgghXn75ZQFA3HnnnWb7fP7558JgMIiSkhLR0NAgqqur2z1PXV2d\nEEK0an/jjTeU92cq0FJSUizuf8sfg8Eg8vLyhBBClJWVtbnPW2+9Zc8/NuplWHgRETmxyspK8cor\nr4j77rtPhIWFiezsbLPnjxw5ImJjY4Wbm5tSOPj6+oq1a9eK5uZmZT9TkWSSkZGh7P/SSy+Jmpoa\n5bl9+/aJQ4cOterL1q1b2y1o4uPjlfO8+eabYtu2bR2+r5ZX1aKiosSrr75q1hYeHm72Hlpq2YdZ\ns2YJAEKj0Yjo6GjxySefmD2fk5PT6hh79uwRp0+fNtvPaDR22He6trHwchBeppWH2crDbOWwNtcz\nZ86YfeCnpaWJ5557Tnz77beipKSk3SLn9OnTytBay5/6+vounb9lQWaJiooKERsbq5zztdde67BA\n6kzL93D10GNn2RYWFoqXXnqpw30aGxvF2bNnre6fM+LfBdbrqG7h5Hoioh5o3bp1UKlUGDdunFn7\nwoULsW7dOkyYMAGDBw8GAGzbtg16vR7Nzc3Kt/BCQkJw8803AwDee+89NDQ0oLGxEUIIuLq6WtyP\n4OBguLu7d7n/bm5u2Lp1K1xdXZGTk4OHH364W5PNFy5cqDw+d+4cNBrLl6EcPnw4/vSnP3W4j4uL\nC8aMGWN1/4gsxXW8iIgkaW5uRk5ODvbu3YszZ87g7bffVv4+W7BgAe6//3489dRTGD58OI4dOwa1\nWo3MzEyEh4crx/juu+8wbtw4CCGgUqmQl5cHd3d3REdHo6KiAocPH1ZuvmwSFxeH5ORkAFe+RegM\nC3cKIfDuu+/i2LFj2Lx5s6O7Q9ShjuoWFl5ERDb2ySef4PXXX8d3332HvLw8s+da/n12yy234MiR\nI62O8csvvyhXtIiod+ECqg7CNVDkcfZsc3JykJaWpqwnVFJSYrdzO3u2spSVleHZZ5+FSqXCHXfc\ngd27dyM4OBj5+fnIzc3F/v37IYRQFtsUQqCpqQlff/01Tpw4gaioKGzZsgXFxcUQQrDo6gL+zsrB\nXOXoEfdqTE9Px+OPP46mpiY8+OCDWL16taO7ZBNZWVmIiIhwdDeckrNme+nSpTYXjRwyZAjc3d1R\nVVWFjz/+GPPnz5e2OKOzZmuJmpoanDlzBikpKfjhhx9QWVmJG264AdXV1XB1dUVzczPOnz8PjUaD\ngoIC3HrrraioqEBxcTG++uorTJo0Cbfffjv+9re/YcqUKWbHTk1NbZWraYhw4sSJ2LFjh73eptO5\nln9nZWKucji88GpqasKjjz6Kzz//HL6+vpgyZQoiIyMxduxYR3et28rLyx3dBafVW7I1Go3Iy8vD\nddddh/LycpSXl0OtVqOmpgY5OTl47bXX4OLigsbGRnz11VcAAHd3d7z99tuIjIyEi4sLtFotgCtD\nUp999hluv/12AMC8efOwcuVKTJs2DQMGDLBJfxsbG/Hjjz8iNzcXu3btQl5eHlQqFfz9/ZGfn48/\n/vGP8PPzU/YvLy9HY2MjvLy84OLigtLSUqhUKgwYMABardZmxaEQAtXV1cjJyUFFRQXOnz+PTz/9\nFHq9Hl5eXjh58iSCgoKwfPlyGI1GNDY2orm5GWq1GgMHDsTZs2chhMCwYcOgVqtx/fXXo7KyEgcO\nHMBPP/2E77//HhcuXFDON336dJSXl+OWW26Bp6cndDodKioqoNPpcNNNN2H8+PH48ccfUVVVhcLC\nQvzhD3/A5MmTMWjQoHbfQ2/5ne2NmK0czFUOhxdeR48eRUBAAPz9/QEAv/nNb5CWluYUhVdvZPpW\nlEajaTVh15LXAujy6yxVV1eH48eP48KFC/jmm2+wdetWqFQqXLx4Ef369YOPjw+EEPDx8UFoaCgu\nX76MyspKCCFQV1cHrVaLzMxMZGVlQavVok+fPrj++uvh6+sLnU6H4cOHK7cb8fb2RmFhIYqLi1Fb\nW4u6ujrlp76+XiksqqurYTQa0a9fP+Tm5iof4pWVlbh48SKKi4uV26toNBoMHz4cLi4uGDhwIEaM\nGIFx48ZBp9PhhhtuwKpVq+Dm5tbqX5iXLl2C0WjEiBEjUFpainPnzuGWW25Beno60tPTAQCenp54\n/vnnMXv2bPj7++Py5cvw8PBAXV0d1q1bh6NHj2LUqFEIDQ1VMqqtrUVlZSXq6uqUqzymCdyJiYkY\nO3YsQkJCMHz4cJw6dQr79+/Hiy++2O6fj6enp/IXtWl+w9ChQwEAo0aNgre3N9RqNRobG+Hr6wt/\nf3+o1WqUl5ejuLgY33//PU6dOgWNRoP+/ftDrVajvr4e1dXVqK2tRZ8+feDp6YkxY8bAy8sL48eP\nx4033ojp06djx44dePvtt7Fnzx40NDTAy8sLAwcORENDA8rLy9G/f380NjairKwMVVVVOHDgAAYM\nGIAxY8bgjjvuwJgxY1BWVobJkyejT58+vf5WL0TUczm88DIYDGb/gtbpdMjMzGy13yOPPIKKigqo\nVCq4uLigrq5OuVGpEAIajQYajQYuLi5wcXGBSqVCXV2d2TGu/sv06seurq5oampS5lw0NDSgvr5e\nmV9jOmb//v0xcOBA5Saopv1NP83NzcpjrVaLQ4cOobKyUnl9U1MTVCqV8gHg6uoKtVoNo9GI2tpa\nNDU1oaSkBD///DNUKhUaGhrg5uYGDw8P5YpGSUkJ6urqlOP26dNHOf7V71+j0cDV1RVeXl5wd3dX\nPvO7CVIAACAASURBVPxrampQVFSEsrIys0LC9FNZWQmNRoOmpib07dsX/fr1g4eHB2644QZotVql\nf9XV1coNZE3v3aRv374YOHAghBBwcXExm2BoyvTqPwO1Wq18Nby6uhrNzc1mP6Y/k6amJvj4+GDG\njBk4c+YMvLy80NTUBC8vL/z000/KvidPnsTPP/+MESNGwM3NDSqVClqtFk1NTQgJCcHQoUPRr18/\nnD9/HgUFBaiurkZRURFOnToFX19fNDU1Ka/38fFB//790bdvX+VHrVajsrISzc3NcHNzg0ajQXV1\nNUaNGoWhQ4di6tSpcHNzw5gxY+Dn5wcXFxdUV1dj4MCBVvwfcmWY0WTQoEEIDw9XMj1z5gxOnTqF\n+++/Hw899BCAK1+dLyoqMjtG//79UVFRgcGDB+OXX35RMndzc4Orqyvmzp2LRx55BJMmTcJDDz2k\nFLVXE0JgzZo10Gq1OHPmDH7/+98jMDAQAQEByM7OhlarxaBBgzBkyBAIIfDZZ5+hpKQEI0eOhBAC\nxcXFynkLCgqQm5uLpqYmDBo0CFOnTsVvfvMbjB49GlqtFrW1tVCr1ejfvz8GDBiA/v37w8XFpd2M\nbrvtNrz11ltW5WsvLSfZk+0wWzmYqxwO/1bjhx9+iPT0dOUvzXfffReZmZl45ZVXlH1CQ0Px7bff\nOqqLRERERBabMGECsrKy2nzO4Ve8fH19kZ+fr2zn5+dDp9OZ7dNe54mIiIh6E4cvJzF58mTo9Xrk\n5eXBaDRix44diIyMdHS3iIiIiGzO4Ve8NBoNXn31VcydOxdNTU1YtmwZJ9YTERGRU3L4HC8iIiKi\na4XDhxqJiIiIrhUsvIiIiIjshIUXERERkZ2w8CIiIiKyExZeRERERHbCwouIiIjITlh4EREREdkJ\nCy8iIiIiO2HhRURERGQnLLyIiIiI7ISFFxEREZGdsPAiIiIishMWXkRERER2wsKLiIiIyE5YeBER\nERHZCQsvIiIiIjth4UVERERkJyy8iIiIiOyEhRcRERGRnbDwIiIiIrITFl5EREREdsLCi4iIiMhO\nWHgRERER2QkLLyIiIiI7YeFFREREZCcsvIiIiIjshIUXERERkZ2w8CIiIiKyExZeRERERHbCwouI\niIjITlh4EREREdkJCy8iIiIiO2HhRURERGQnLLyIiIiI7ISFFxEREZGdsPAiIiIishMWXkRERER2\nYvPCa+nSpfD29kZISIhZ+yuvvIKxY8di/PjxWL16tdKekJCAwMBABAUFYc+ePbbuDhEREVGPobH1\nAZcsWYLHHnsMMTExStv+/fuxa9cunDp1ClqtFpcuXQIAZGdnY8eOHcjOzobBYMBtt92Gc+fOQa3m\nhTgiIiJyPjavcKZPnw4vLy+zttdeew1r166FVqsFAAwdOhQAkJaWhujoaGi1Wvj7+yMgIABHjx61\ndZeIiIiIegS7XFrS6/U4dOgQwsPDERERgePHjwMACgsLodPplP10Oh0MBoM9ukRERERkdzYfamxL\nY2MjysrKkJGRgWPHjiEqKgoXLlxoc1+VStWqLSAgAOfPn5fdTSIiIqJumzBhArKystp8zi6Fl06n\nw+LFiwEAU6ZMgVqtxi+//AJfX1/k5+cr+xUUFMDX17fV68+fPw8hhD26alNxcXHYunWro7vhlJit\nPMxWDuYqD7OVg7lar62LSCZ2GWpctGgRvvjiCwDAuXPnYDQaMWTIEERGRiIlJQVGoxG5ubnQ6/UI\nCwuzR5fswt/f39FdcFrMVh5mKwdzlYfZysFc5bD5Fa/o6GgcPHgQJSUl8PPzw/r1/6+9e4+Lqs7/\nB/6aEfASysUKUkxMVERRNO+KlxRvfTW7LIqlouVWZnlb85I9SleT1srcLbcyTdKSvGxJ/VpTUhSz\nNEvUVAQTUhEwBUQDuQyf3x/sOc3AADM4n7kcXs/Ho8fOOXPmzJvXTvDufD7zOcswbdo0TJs2DaGh\nofDw8MDHH38MAAgJCUFkZCRCQkLg5uaGtWvX1tglEhEREbkymzdeW7ZsMbt/06ZNZvcvXrwYixcv\ntnUZTsHb29vRJWgWs5WH2crBXOVhtnIwVzm4YJZEYWFhji5Bs5itPMxWDuYqD7OVg7nKoRMuMGtd\np9OZnVzv6+uLvLw8B1TkPHx8fJCbm+voMoiIiOh/qutbABdvvGr6weoLZkBERORcavrbzKFGckmJ\niYmOLkGzmK0czFUeZisHc5WDjRcRERGRnXCo0cUxAyIiIufCoUYiIiIiJ8DGi1wS5x7Iw2zlYK7y\nMFs5mKscbLwkWblyJUaPHm2yr127dlX2tWnTBu7u7mjatCmaNm0KvV4PT09PNG3aFM2aNcPBgwcR\nHR2Nl19+2Z7lExERkQSc4yXJoUOHMHr0aOTl5UGn0yErKwv9+vVDcXExLl26BL1ej6ysLLRs2RKX\nL1+Gv78/AECv1+PcuXO477771HNNnTpVvf1SZc6cARERUX3EOV4O0KNHD5SWliI5ORkAkJSUhCFD\nhqB9+/Ym+9q2bas2XTVhc0VEROT62HhJ4uHhgd69e2P//v0AgAMHDiA8PBwDBgzAgQMH1H2DBg1y\nZJkui3MP5GG2cjBXeZitHMxVDs03Xjqd7rb/qatBgwapTdbBgwcxcOBAhIeHq/uSkpLYeBEREdUj\nmm+8hBC3/U9dDRw4EAcPHkReXh5+//13tG3bFn379sWhQ4eQl5eHU6dOYeDAgTb8aeuPwYMHO7oE\nzWK2cjBXeZitHMxVDs03Xo7Up08fXL9+HevWrUP//v0BAM2aNUOLFi3wwQcfoEWLFmjdurWDqyQi\nIiJ7YeMlUePGjdGjRw+89dZbJle2BgwYgLfeesviYUZOrK+Kcw/kYbZyMFd5mK0cWs317NmzDv27\nysZLskGDBuH333/HgAED1H3h4eG4evWq2WFGc3PKbneuGREREVUIDg7GvHnzHPb+XMfLxTEDIiIi\ny+l0OgwZMgR79+6V+h5cx4uIiIjIwdh4kUvS6twDZ8Bs5WCu8jBbOZirHDZvvKZNmwY/Pz+EhoZW\nee7NN9+EXq9Hbm6uum/lypVo164dgoODsXv3bluXQ0RERGTCkVN0bD7HKykpCZ6enpg8eTJOnjyp\n7r948SKmT5+Os2fP4qeffoKvry9Onz6NiRMn4scff0RmZiaGDRuG1NRU6PWm/SDneFWPGRAREVlO\np9Nh0KBBUq/o2XWOV3h4OHx8fKrsnzt3Lv7xj3+Y7Nu5cyeioqLg7u6OwMBABAUF4ciRI7YuiYiI\niEil+eUkdu7ciYCAAHTp0sVk/+XLlxEQEKBuBwQEIDMz0x4lkYvj3AN5mK0czFUeZisHc5XDTfYb\nFBYW4rXXXsOePXvUfTV1mtWtVxUdHY3AwEAAgLe3N8LCwuDj41Pv17fy8fFR/+VQbu9QH7aTk5Od\nqh4tbScnJztVPVrZVjhLPVra5u8Dbjv630flcUZGBmojZR2vjIwMjBkzBidPnsTJkycxbNgwNGnS\nBABw6dIltGzZEocPH8ZHH30EAFi4cCEAYOTIkVi6dCl69+5tWiTnMREREdFtKigogJeXF8LDw3Hg\nwAFp7+PQdbxCQ0ORk5OD9PR0pKenIyAgAD///DP8/PwwduxYxMXFoaSkBOnp6UhLS0OvXr1kl0RE\nRET10I4dOxxdgu0br6ioKPTr1w+pqalo1aqVelVLYTw0GBISgsjISISEhGDUqFFYu3atpoYOK1/S\nJNthtvIwWzmYqzzMVg4t5urmVjHDypGjaDaf47Vly5Yanz9//rzJ9uLFi7F48WJbl0FERERkwmAw\nOLoE175XIxEREZGl1qxZg9mzZ2PcuHH4/PPPpb0P79VIRERE9Z4y1PjII484rAY2XhJpcXzcWTBb\neZitHMxVHmYrhxZz9fDwAFD90lX2wMaLiIiI6gV/f38Ajm28OMeLiIiI6oWYmBgsWrQIcXFxGD9+\nvLT34RwvIiIiqvcWLVoEANDrHdf+sPGSSIvj486C2crDbOVgrvIwWzm0mKvScGn+JtlEREREjtao\nUSMAjm28OMeLiIiI6oUmTZqgqKgIn376KaKioqS9D+d4EREREf0Phxo1Sovj486C2crDbOVgrvIw\nWzm0mKuyjAQbLyIiIiI74RyvWnCOFxEREd2uO+64A4WFhfj4448xadIkae/DOV5ERERE/7N9+3aH\nvTcbL4m0OD7uLJitPMxWDuYqD7OVQ8u5xsfHO+y92XgRERFRveAM05Y4x4uIiIjqBWUdL0BuE8Y5\nXkREREROgI2XRFoeH3c0ZisPs5WDucrDbOVgrnLYvPGaNm0a/Pz8EBoaqu6bP38+OnbsiK5du+KR\nRx7B9evX1edWrlyJdu3aITg4GLt377Z1OURERERV5OfnO+R9bT7HKykpCZ6enpg8eTJOnjwJANiz\nZw+GDh0KvV6PhQsXAgBiYmJw+vRpTJw4ET/++CMyMzMxbNgwpKamqncPV4vkHC8iIiK6TZMmTcLm\nzZsBACdOnDC5SGRLdp3jFR4eDh8fH5N9ERERajPVu3dvXLp0CQCwc+dOREVFwd3dHYGBgQgKCsKR\nI0dsXRIRERER7rnnHvWxoy7o2H2O14YNGzB69GgAwOXLlxEQEKA+FxAQgMzMTHuXJA3Hx+VhtvIw\nWzmYqzzMVg4t5mowGBxdAtzs+WYrVqyAh4cHJk6cWO0xyg0sK4uOjkZgYCAAwNvbG2FhYRg8eDCA\nPz8czratcJZ6tLSdnJzsVPVoaTs5Odmp6tHKtsJZ6tHSNn8fcNvS7c8++wzGbPnvd2JiIjIyMlAb\nKet4ZWRkYMyYMeocLwDYuHEj1q1bh2+//RaNGjUCUDHPC4A672vkyJFYunQpevfubVok53gRERHR\nbTK+uHP8+HF06dJF2vs4dB2vXbt2YdWqVdi5c6fadAHA2LFjERcXh5KSEqSnpyMtLQ29evWyR0lE\nREREdmfzxisqKgr9+vXD2bNn0apVK2zYsAHPP/88bt68iYiICHTr1g0zZswAAISEhCAyMhIhISEY\nNWoU1q5dW+1QoyuqPMRAtsNs5WG2cjBXeZitHMxVDpvP8dqyZUuVfdOmTav2+MWLF2Px4sW2LoOI\niIioWo6awsR7NRIREVG9YDyqlpycjK5du0p7H96rkYiIiMjB2HhJxPFxeZitPMxWDuYqD7OVg7nK\nwcaLiIiIyE44x4uIiIjqBeM5XseOHUNYWFitr9m6dSu6dOmC4OBgq96Hc7yIiIiIrDR+/HjMnTvX\nZudj4yURx8flYbbyMFs5mKs8zFYOrea6bNkyq1+TnZ1ts/dn40VERET1QnBwMEJCQqx+3dWrV21W\nAxsviZSbaJLtMVt5mK0czFUeZiuHFnM1GAxwc6tYO96auePKa2qyf/9+7Nixo/ZzWfyuRERERC5q\n//79SEtLg4eHh9WvtaTxUhrV2ho6XvGSSKvj486A2crDbOVgrvIwWzm0lmtqaioAwN3d3erX6vUV\n7VJubm6dGjeTc93Wq4mIiIhciCVXrypTmrWsrCyUlpbe1vuz8ZJIi+PjzoLZysNs5WCu8jBbObSa\nqzVXvJRhQ+U1DRo0AAAcPHjQ5LiSkhKLz8nGi4iIiDTvxo0bAKxrvAwGA4A/F15VGq8DBw6YHFdU\nVGTxOdl4SaS18XFnwmzlYbZyMFd5mK0cWsu1rKwMwJ+NlyXfalReo8zrUhqv5ORkk+Os+YYkGy8i\nIiLSPKU5smaOlzKfq1mzZib7t23bZrKtXBmzBBsvibQ6Pu4MmK08zFYO5ioPs5VDq7kqV60suUr1\nr3/9CwDwwAMPAKi+wWLjRURERGSGNY3XyZMnTY4tLy83e5wyJGkJNl4SaW183JkwW3mYrRzMVR5m\nK4fWcq08Qd4SSkOlNFzVXdkybrwuX75c4znZeBEREZHmKVetlMVQLbnipTRaGRkZEEKgU6dOZo8z\nbrxGjBhR4zlt3nhNmzYNfn5+CA0NVffl5uYiIiIC7du3x/Dhw5Gfn68+t3LlSrRr1w7BwcHYvXu3\nrctxKK2OjzsDZisPs5WDucrDbOXQWq7KVSvlypc1jde6devw3nvvVXucceM1atSoGs9p88Zr6tSp\n2LVrl8m+mJgYREREIDU1FUOHDkVMTAwA4PTp0/jss89w+vRp7Nq1CzNmzKh2/JSIiIiorpo0aQLg\nz8bLEsar1Cu3HDKnrKwMLVu2BPDnFbXq2LzxCg8Ph4+Pj8m++Ph4TJkyBQAwZcoUfPHFFwCAnTt3\nIioqCu7u7ggMDERQUBCOHDli65IcRmvj486E2crDbOVgrvIwWzm0lutPP/0E4M/lJKxZxwsA8vLy\najxO6X0KCgpqPKdd5njl5OTAz88PAODn54ecnBwAFRPQAgIC1OMCAgKQmZlpj5KIiIioHtm0aRMA\nwNPTE4BljZfxKFxhYaH6uHfv3ibHGQwGtaH7/vvvazyn9XeKvE06na7Gy3zVPRcdHY3AwEAAgLe3\nN8LCwtTxZ6Ur53b92lY4Sz1a2Vb2OUs93Oa2JdsKZ6lHC9uDBw92qnpuZzskJASK7777Tn1c2+uv\nXbumHmu8aKoy90s5PiUlRb2oVHlV+8p0wpp17i2UkZGBMWPGqOtfBAcHIzExEf7+/sjKysKQIUOQ\nkpKizvVauHAhAGDkyJFYunRplU5Sp9NZtRw/ERERkaJBgwbq1auCggI0a9YMhw4dQt++fWt83eDB\ng7F///4q+7t37w53d3fMmTMH48ePx759+/Dcc8/hzJkz6jHV9S362/g5LDZ27FjExsYCAGJjYzFu\n3Dh1f1xcHEpKSpCeno60tDT06tXLHiXZReX/EiPbYbbyMFs5mKs8zFYOLeWqNF0dO3as03IS5vYf\nPnwY8fHx2LRpEyZPnmzSdNXE5kONUVFR2L9/P65evYpWrVph2bJlWLhwISIjI7F+/XoEBgZi69at\nACou/UVGRiIkJARubm5Yu3atVd82ICIiIrJUZGSkVctJVLfSgrL/2rVrmDx5slU1SBlqtDUONRIR\nEVFdKc3WK6+8goULF6Jx48Y4ePAg+vfvX+PrVq9ejblz51bZ36lTJ5w6dQrh4eFISkoy+1qHDjUS\nEREROZoQwqqRtTvuuKPKviZNmqhDkNU1XTVh4yWRlsbHnQ2zlYfZysFc5WG2cmgx1/LycqvmeJWX\nlyMyMtJk34YNG25rsXc2XkRERFQvGDdelh7v7u4O4M+FV/V6vbqifYcOHayugY2XRMo6IGR7zFYe\nZisHc5WH2cqhxVyNhxotveKlNFyNGzcGUDFf7NatWwCAs2fPWl0DGy8iIiKqF8rLy+vceCnzutq2\nbYusrKw618DGSyItjo87C2YrD7OVg7nKw2zl0GKuubm5VjdeDRo0AFDReM2bNw933nmn2WPbtGlj\nUQ1svIiIiKheWLdunfrYkgnyc+bMUYcVlatfHh4eZo8NCwvDs88+W+s5uY4XERERaZrxEhLKPK8D\nBw4gPDy82tfk5uaiefPmaNeuHdLS0qDX67Fo0SLMmzcPvr6+VY7PycnB3XffXesVNV7xIiIionql\nb9++tX67sbCwEACQlpYG4M8rXsq3HCvz8vICUPsQJhsvibQ4Pu4smK08zFYO5ioPs5VDy7laMpL2\nxx9/qI+ffvppAIC7u3u1Q40NGza06L3ZeBEREVG9YknjNXv2bPXxzZs3AcDsFa8uXbpY996c40VE\nRERaVnmOV3h4OFasWIGBAwdW+5rWrVvjwoULAICmTZvixo0beOCBB/Dtt9+ave2QcZ9SU9/CK15E\nRERUr1hyQUdpugDgxo0bAIC9e/fe9nuz8ZJIy+PjjsZs5WG2cjBXeZitHFrMNSYmBkD1jZcQwmRu\nlwxsvIiIiEjTvLy8kJubiwULFgCovvFav349PD09UVJSYtX5J0yYYPGxbLwk0uJ9rpwFs5WH2crB\nXOVhtnJoKVeDwaDe+geovvFShhKzs7PNnmfRokVV9nXv3h1btmyxuBY2XkRERKRpZWVl6q1/gOob\nr2PHjqnPmxMUFFRl36xZs6yqhY2XRFocH3cWzFYeZisHc5WH2cqhlVxLSkpw69Ytixqv4uJiAKh2\ncdXKr2nevDkmT55sVT1svIiIiEiz3njjDQCotfEqKSlB69atAZg2Xk2bNlUfV37N1atXra6HjZdE\nWhofdzbMVh5mKwdzlYfZyqGVXPPz8wHU3ngtWbJEvcq3fft2df+aNWvUx7ZYU9SujdfKlSvRqVMn\nhIaGYuLEiSguLkZubi4iIiLQvn17DB8+XA2IiIiI6HYpV6+M522Za7yuXbumPn7hhRfUx1OnTlUf\nG7+mQ4cOdaunTq+qg4yMDKxbtw4///wzTp48CYPBgLi4OMTExCAiIgKpqakYOnSousaGFmhlfNwZ\nMVt5mK0czFUeZiuHVnI1N1/r6NGj+P3339Vtg8GAixcvVnsOPz8/ABU3ylbcc889daunTq+qg2bN\nmsHd3R2FhYUoKytDYWEhWrRogfj4eEyZMgUAMGXKFHzxxRf2KomIiIg0zlzjlZeXhxkzZqjbGzdu\nxJ49e6o9h3K1zLjxMn5sVT11elUd+Pr6Yt68ebj33nvRokULeHt7IyIiAjk5OWon6efnh5ycHHuV\nJJ1WxsedEbOVh9nKwVzlYbZyaCXX6r6haDAY1MdpaWlmj9m0aZPJtvFQY10bL7faD7GNX3/9FW+/\n/TYyMjLg5eWFv/zlL9i8ebPJMTqdrtq1M6KjoxEYGAgA8Pb2RlhYmPqhUC6Hcpvb3OY2t7nNbW4b\nbxvfc1F5HqhoopTtsrIymOPr64vExER07twZ2dnZSE1NVV9TXl5ucr7ExERkZGSYPY8JYSdxcXHi\nySefVLc//vhjMWPGDBEcHCyysrKEEEJcvnxZdOjQocpr7VimTe3bt8/RJWgWs5WH2crBXOVhtnJo\nJdcVK1ZU6SMAiEaNGqnbc+fOFQCq/KMoKioSAMQ///lP9fV9+vSp9j1r6lv0tbdmthEcHIwffvgB\nRUVFEEIgISEBISEhGDNmDGJjYwEAsbGxGDdunL1KIiIiIo176aWX0L179xqPqW60TdGoUSOb1WO3\nocauXbti8uTJ6NGjB/R6Pbp3746//vWvuHHjBiIjI7F+/XoEBgZi69at9ipJOuVSJ9kes5WH2crB\nXOVhtnK4Yq4FBQV477338OKLL5rsV1akNzZ69Gj1cW2Nl0L8b47X0aNHcffdd9epRrs1XgDw4osv\nVgnD19cXCQkJ9iyDiIiINKhdu3a4cuVKlV7Dw8PDZHvSpEkYNmyYut2vXz+r3uf++++vc412G2qs\nj4wn3ZFtMVt5mK0czFUeZiuHK+Z65coVk+3S0lIAVRsvvV5v8q1EYeGK9JYeVxM2XkREROTyzDVF\nyhCju7u7yX6dTmf1mlzh4eF44IEHbrNKOw811jeuOD7uKpitPMxWDuYqD7OVw9Vy/eijj6rsU5aJ\nML5PI1Bxxcu4UTNe06s6Bw4cuM0K//feNjkLERERkQPNnz+/yr6SkhKT/1VUHmqcMGGC3OKM39tu\n71QPueL4uKtgtvIwWzmYqzzMVg5XyzU3N7fKvps3bwIAvv/+e5P9xkONKSkp8oszwsaLiIiINOXq\n1asAgB07dph93niosWPHjnarCwB0whZT9CXT6XQ2+SYBERERaZPxWlznz59HmzZt8MMPP6Bv374A\nTCffP/vsswgNDcWMGTNqXMOrrr1HTX0Lr3gRERGRpvXu3dtku/LkenO2bdsmpRY2XhK52vi4K2G2\n8jBbOZirPMxWDlfItby8HL/88ovZ/cCf32ps2LChyfNr167FzJkzq7yuR48eAIBp06bhscces3W5\nANh4ERERkYv6z3/+g9DQ0Cr7lYVTb9y4AcCydboAwN/f33bFVYNzvIiIiMglbdy4EVOnToXBYDBZ\nq+vEiRMIDQ1F+/btkZaWhrS0NAQFBanPK/O6hBAmc7xu3LiBpk2bYurUqdiwYUOd6+IcLyIiItIc\npbkxbro8PT3VIcb09HQAMGm6auLp6WlyXhnYeEnkCuPjrorZysNs5WCu8jBbOVwhV3MNUnBwsDrU\nOGXKFIvPZXzli40XERERUSU7d+402R48eDDc3d3Vxmv9+vUWn8vLy0t9LLPx4hwvIiIicknm1uAa\nOHAgli5dit9++w3R0dEAqjZS5uZ4+fn5ITs7GzqdDk888QQ2bdp0W3VxjhcRERFp2sKFC9UrXnFx\ncVa99tNPP1Ufc6jRRbnC+LirYrbyMFs5mKs8zFYOV8y1T58+auNV04r05jzwwAMAAB8fH3W1exnc\npJ2ZiIiIyI4aNGgANzc3lJWVwWAw1Okc5m62bUuc40VEREQuqUGDBiaLo86fPx/79u3D0aNHTY6z\nZI6XLfsMp5njlZ+fj8ceewwdO3ZESEgIDh8+jNzcXERERKB9+/YYPnw48vPz7VkSERERuaglS5aY\nbGdmZlZpuqKioqp9vaUr2tuSXRuvWbNmYfTo0Thz5gxOnDiB4OBgxMTEICIiAqmpqRg6dChiYmLs\nWZJUrjg+7iqYrTzMVg7mKg+zlcMVcrWkcXr66aerfa6uw5G3w26N1/Xr15GUlIRp06YBANzc3ODl\n5YX4+Hh1gbMpU6bgiy++sFdJRERE5MKWL19usm2uEevSpUuVfbGxsYiMjNR245Weno677roLU6dO\nRffu3TF9+nT88ccfyMnJgZ+fH4CKNTRycnLsVZJ0gwcPdnQJmsVs5WG2cjBXeZitHK6Ya0ZGRpV9\nPj4+Vfa5u7tDr9ertxayJ7t9q7GsrAw///wz3nnnHfTs2ROzZ8+uMqyo0+mq/fpndHQ0AgMDAQDe\n3t4ICwtTPxTK5VBuc5vb3OY2t7ldf7YrGzlyJH744QeTfYmJiVVer9frUV5erm4bH1uXepTH5hq/\nyuz2rcbs7Gz07dtXvWHlwYMHsXLlSpw/fx779u2Dv78/srKyMGTIEKSkpJgW6aLfajT+P5tsz/Mb\nDwAAHZBJREFUi9nKw2zlYK7yMFs5nD3X0tJSeHh4mOwz/pai8b7Ktm7dim3btuHdd9+Fn58fUlNT\n0a5dO5vV5hTfavT390erVq2QmpoKAEhISECnTp0wZswYxMbGAqgYcx03bpy9SiIiIiIXVVxcXOfX\n6vV6CCEQHx8PADZtumpj13W8jh8/jqeeegolJSVo27YtPvroIxgMBkRGRuLChQsIDAzE1q1b4e3t\nbVqki17xIiIiIjnOnDmDkJAQk32WXvHasWMHNm7ciJEjR2LmzJk27zFq6lu4gCoRERG5lFu3bqFx\n48Ym+44cOYKePXti+fLlePnll9X95vqHiIgIJCQkYM2aNZg1a5ZdGy+7DTXWR5Un7ZHtMFt5mK0c\nzFUeZiuHs+aq0+nw3nvvqduRkZEAgJ49ewKoWDNUMXz4cLPnUOaS33fffbLKrBYbLyIiInIpynzx\nBg0a4JNPPsG5c+fU55o2bao+/uabb8y+fs6cOQCAu+66S23Y7IWNl0TO/G0QV8ds5WG2cjBXeZit\nHM6cq3LFyt3dHW5ubmjbtq3J8xs2bKjx9aWlpQAqlrq6fv26nCKrwcaLiIiIXMq+ffsAVMz1qos/\n/vgDADBz5kz16pm9sPGSyFnHx7WA2crDbOVgrvIwWzmcMVdLb/Fj6WT55OTk2ymnTth4ERERkUso\nKSkBADzxxBM1Hrd161Z7lFMnbLwkcubxcVfHbOVhtnIwV3mYrRzOmKuyaGphYWGNx/3666/2KKdO\n2HgRERGRS1CueClztKqzePFie5RTJ2y8JHLG8XGtYLbyMFs5mKs8zFYOZ8zV0sbLeEkJcyqvbm9P\nbLyIiIjIJShDjQcPHqzxuIceegh79+61R0lW4y2DiIiIyCVUd39Ga73yyitYtmzZbZ2jJrxlEBER\nEbm8/v372+Q8DzzwgE3OUxdsvCRyxvFxrWC28jBbOZirPMxWDmfMNS8vzybn6dy5s03OUxdsvIiI\niKheceTkes7xIiIiIpdQuWH66aef0L17d6vPk5eXB19fX3Wbc7yIiIiIatCqVas6NV0Al5PQLGcc\nH9cKZisPs5WDucrDbOVw9lznzp1b59caN15ZWVm2KMdibLyIiIjI5Tz99NN1fq1x4+Xp6WmLcix/\nb87xIiIiIldg3DAVFxfDw8OjTucpKCiAl5cXgIpV8Js0aWKT+hSc40V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h4+ODPn364M6dO1q/OUIIIYSQusrOzubDRzQEjYnX5MmTkZiYqFJ+79497N+/H+3ateNl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\nQFHiK43nz59j//798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PMoDs6jOLKzs+nNmzeUn59PREQ7duygOXPmEBFRly5dyNfXl4iI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\n4cUYY4wxVkH+H7lJP76SkR1DAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "# df.diff().plot(xlim=datetime(2006,01,02), figsize=(10, 10))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "# df.pct_change().plot(subplots=True, xlim=datetime(2006,01,02), figsize=(10, 10), sharex=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "# df.pct_change().plot(subplots=True, figsize=(10, 10), xlim=datetime(1986,01,02), sharex=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "# pd.rolling_max(df,100).plot(subplots=True, figsize=(10, 10), xlim=datetime(1999,01,02), sharex=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "# pd.rolling_max(df['WTI'],100).plot(figsize=(10, 10), xlim=datetime(1999,01,02))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "# pd.rolling_min(df['DJIA'],100).plot(figsize=(10, 10), xlim=datetime(1999,01,02))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "df['DOW_WTI30'] = df.DJIA[df.WTI>30]\n", "df['DOW_WTI70'] = df.DJIA[df.WTI>70]\n", "df['DOW_WTI100'] = df.DJIA[df.WTI>100]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "df['1987':][df.columns.drop('WTI')].plot(figsize=(10, 10))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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XF/P1119z4sQJkpKSCAgIoGvXrlpZbGwsMTExur7XwsJCwsLCnMpCQkLIzs4G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/1Dhw5l27Zt9S2GEAHptVu5ufD66+4hHzTNPdq8w6EStKQktX3ggJr+5+hR93VWrYJXXoElS9z7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\nfTUHvr7Kd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XEREReVVFhRhidObFF8VjfVMeZTFb0Kc6G72vG+LyehZjMKR6+6HGhpoGWKCH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\ndW0mIqLOa/9+MXE3tT0mXi0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1Nst+dHod8sMH2O0Lq7oAAIiJUZ+0yFMHyUwmoEfTRPnN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\nXHvttaiqq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"text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "df1 = df.drop(['DOW_WTI30', 'DOW_WTI70', 'DOW_WTI100'],axis=1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure()\n", "df1['1995':].plot(secondary_y=['WTI'], figsize=(10, 10))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 36, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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PPQWj0aibKNpXnvLFb5i78cYbsXHjRt2xrVu3YsOGDdi/fz9++OEH3H333QCAgwcP4s03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\nC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GHWs2fsFlstqy8DIE4I8AStzwaIY+ZO1JzADyd+CO7gwsTAdgOxo4z0kGxOlrlOuQko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\nuzc7d+7k0qVLpm52seT1M9U2YFlYWNCqVSv27NmjLyg3xw1Lu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