data_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "# connected=True means it will download the latest version of plotly javascript library.\n",
    "import plotly.plotly as py\n",
    "import plotly.graph_objs as go\n",
    "import plotly.plotly as py\n",
    "import plotly.graph_objs as go\n",
    "import plotly\n",
    "plotly.tools.set_credentials_file(username='jamesjynus', api_key='EHiMuIyiGmiECXH95m9u')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "total = pd.read_csv('total.csv', index_col = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#make lists of top 20 long/short tickers\n",
    "top20long = total[total.Strategy == 'Long'].groupby('Ticker').Ticker.count().sort_values(ascending = False).head(20)\n",
    "top20short = total[total.Strategy == 'Short'].groupby('Ticker').Ticker.count().sort_values(ascending = False).head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# returns for both long and short strategy for boxplot, excluding outliers for plotting purposes\n",
    "box_data_long = total[total.Strategy == 'Long'][['Week_Return', 'Month_Return', 'Quarter_Return', 'Semi_Return', 'Annual_Return']]\n",
    "box_data_long = box_data_long.loc[box_data_long.apply(lambda x: np.abs(x - x.mean()) / x.std() < 2.5).all(axis=1)]\n",
    "\n",
    "box_data_short = total[total.Strategy == 'Short'][['Week_Return', 'Month_Return', 'Quarter_Return', 'Semi_Return', 'Annual_Return']]\n",
    "box_data_short = box_data_short.loc[box_data_short.apply(lambda x: np.abs(x - x.mean()) / x.std() < 2.5).all(axis=1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://plot.ly/~jamesjynus/2'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#plotly boxplot - stock returns by different strategies and holding periods\n",
    "trace0 = go.Box(\n",
    "    y = box_data_long.Week_Return,\n",
    "    name = 'Long - 7days',\n",
    "    boxpoints = 'all',\n",
    "    marker = dict(\n",
    "        color='rgb(40, 180, 208)',\n",
    "    ),\n",
    "    boxmean='sd'\n",
    ")\n",
    "trace1 = go.Box(\n",
    "    y = box_data_short.Week_Return,\n",
    "    name = 'Short - 7days',\n",
    "    boxpoints = 'all',\n",
    "    marker = dict(\n",
    "        color='rgb(400, 40, 40)',\n",
    "    ),\n",
    "    boxmean='sd'\n",
    ")\n",
    "trace2 = go.Box(\n",
    "    y = box_data_long.Month_Return,\n",
    "    name = 'Long - 30days',\n",
    "    boxpoints = 'all',\n",
    "    marker = dict(\n",
    "        color='rgb(20, 150, 208)',\n",
    "    ),\n",
    "    boxmean='sd'\n",
    ")\n",
    "trace3 = go.Box(\n",
    "    y = box_data_short.Month_Return,\n",
    "    name = 'Short - 30days',\n",
    "    boxpoints = 'all',\n",
    "    marker = dict(\n",
    "        color='rgb(250, 40, 100)',\n",
    "    ),\n",
    "    boxmean='sd'\n",
    ")\n",
    "trace4 = go.Box(\n",
    "    y = box_data_long.Quarter_Return,\n",
    "    name = 'Long - 90days',\n",
    "    boxpoints = 'all',\n",
    "    marker = dict(\n",
    "        color='rgb(20, 100, 180)',\n",
    "    ),\n",
    "    boxmean='sd'\n",
    ")\n",
    "trace5 = go.Box(\n",
    "    y = box_data_short.Quarter_Return,\n",
    "    name = 'Short - 90days',\n",
    "    boxpoints = 'all',\n",
    "    marker = dict(\n",
    "        color='rgb(200, 40, 120)',\n",
    "    ),\n",
    "    boxmean='sd'\n",
    ")\n",
    "trace6 = go.Box(\n",
    "    y = box_data_long.Annual_Return,\n",
    "    name = 'Long - 360days',\n",
    "    boxpoints = 'all',\n",
    "    marker = dict(\n",
    "        color='rgb(8, 81, 156)',\n",
    "    ),\n",
    "    boxmean='sd'\n",
    ")\n",
    "trace7 = go.Box(\n",
    "    y = box_data_short.Annual_Return,\n",
    "    name = 'Short - 360days',\n",
    "    boxpoints = 'all',\n",
    "    marker = dict(\n",
    "        color='rgb(150, 40, 150)',\n",
    "    ),\n",
    "    boxmean='sd'\n",
    ")\n",
    "data = [trace0, trace1, trace2, trace3, trace4, trace5, trace6, trace7]\n",
    "layout = go.Layout(\n",
    "    title='Stock Returns by Strategy/Holding Period',\n",
    "    xaxis=dict(title = 'Strategy/Holding Period',\n",
    "              autorange=True,\n",
    "        showgrid=True,\n",
    "        zeroline=True,\n",
    "        zerolinewidth=2),\n",
    "    yaxis=dict(\n",
    "        title = 'Returns',\n",
    "        autorange=True,\n",
    "        showgrid=True,\n",
    "        zeroline=True,\n",
    "        zerolinewidth=2))\n",
    "\n",
    "fig = go.Figure(data=data, layout=layout)\n",
    "\n",
    "py.plot(fig, show_link=False, image_width=1000, image_height=800, filename = 'Long_Short_Boxplot.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "long20tickers = list(top20long.index.values)\n",
    "short20tickers = list(top20short.index.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_top20long = total.loc[total.Ticker.isin(long20tickers)]\n",
    "df_top20short = total.loc[total.Ticker.isin(short20tickers)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {
    "collapsed": true,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "df_top20long = df_top20long[['Ticker', 'StartDate', 'EndDate', 'Start_Price']]\n",
    "df_top20short = df_top20short[['Ticker', 'StartDate', 'EndDate', 'Start_Price']]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#mute new columns for stock data for both long and short dataframes\n",
    "for i in range(1, 52):\n",
    "    df_top20long['week' + str(i)] = 'wait'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for i in range(1, 52):\n",
    "    df_top20short['week' + str(i)] = 'wait'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#construct top20short/long dataframes\n",
    "df_top20long = df_top20long.reset_index(drop = True)\n",
    "df_top20short = df_top20short.reset_index(drop = True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#function to convert dates to strings\n",
    "def to_str(x):\n",
    "    return str(x)\n",
    "df_top20long.StartDate = df_top20long.StartDate.apply(to_str)\n",
    "df_top20long.EndDate = df_top20long.EndDate.apply(to_str)\n",
    "df_top20short.StartDate = df_top20short.StartDate.apply(to_str)\n",
    "df_top20short.EndDate = df_top20short.EndDate.apply(to_str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "currently on line:0\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jamesjiang/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:8: SettingWithCopyWarning:\n",
      "\n",
      "\n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
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     ]
    }
   ],
   "source": [
    "from yahoo_quote_download import yqd\n",
    "\n",
    "for i in range(419):\n",
    "    print('currently on line:' + str(i))\n",
    "    try:\n",
    "        quotes = (yqd.load_yahoo_quote(df_top20long.Ticker[i], df_top20long.StartDate[i], df_top20long.EndDate[i]))\n",
    "        for j in range(1,51):    \n",
    "            df_top20long['week' + str(j)][i] = quotes[1 + 5*j].split(',')[5]\n",
    "\n",
    "    except:\n",
    "        continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "currently on line:0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jamesjiang/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:8: SettingWithCopyWarning:\n",
      "\n",
      "\n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    }
   ],
   "source": [
    "from yahoo_quote_download import yqd\n",
    "\n",
    "for i in range(267):\n",
    "    print('currently on line:' + str(i))\n",
    "    try:\n",
    "        quotes = (yqd.load_yahoo_quote(df_top20short.Ticker[i], df_top20short.StartDate[i], df_top20short.EndDate[i]))\n",
    "        for j in range(1,51):    \n",
    "            df_top20short['week' + str(j)][i] = quotes[1 + 5*j].split(',')[5]\n",
    "\n",
    "    except:\n",
    "        continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ticker</th>\n",
       "      <th>StartDate</th>\n",
       "      <th>EndDate</th>\n",
       "      <th>Start_Price</th>\n",
       "      <th>week1</th>\n",
       "      <th>week2</th>\n",
       "      <th>week3</th>\n",
       "      <th>week4</th>\n",
       "      <th>week5</th>\n",
       "      <th>week6</th>\n",
       "      <th>...</th>\n",
       "      <th>week42</th>\n",
       "      <th>week43</th>\n",
       "      <th>week44</th>\n",
       "      <th>week45</th>\n",
       "      <th>week46</th>\n",
       "      <th>week47</th>\n",
       "      <th>week48</th>\n",
       "      <th>week49</th>\n",
       "      <th>week50</th>\n",
       "      <th>week51</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>IBM</td>\n",
       "      <td>20170131</td>\n",
       "      <td>20180126</td>\n",
       "      <td>168.003754</td>\n",
       "      <td>170.121643</td>\n",
       "      <td>173.071350</td>\n",
       "      <td>174.051376</td>\n",
       "      <td>174.820023</td>\n",
       "      <td>172.417999</td>\n",
       "      <td>168.920654</td>\n",
       "      <td>...</td>\n",
       "      <td>152.052933</td>\n",
       "      <td>152.597565</td>\n",
       "      <td>152.409424</td>\n",
       "      <td>151.458771</td>\n",
       "      <td>152.538132</td>\n",
       "      <td>160.905762</td>\n",
       "      <td>161.549423</td>\n",
       "      <td>161.014694</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20170131</td>\n",
       "      <td>20180126</td>\n",
       "      <td>251.929993</td>\n",
       "      <td>257.480011</td>\n",
       "      <td>280.980011</td>\n",
       "      <td>273.510010</td>\n",
       "      <td>250.020004</td>\n",
       "      <td>246.869995</td>\n",
       "      <td>255.729996</td>\n",
       "      <td>...</td>\n",
       "      <td>307.540009</td>\n",
       "      <td>313.260010</td>\n",
       "      <td>339.029999</td>\n",
       "      <td>328.980011</td>\n",
       "      <td>315.359985</td>\n",
       "      <td>316.579987</td>\n",
       "      <td>336.220001</td>\n",
       "      <td>351.559998</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CAT</td>\n",
       "      <td>20170130</td>\n",
       "      <td>20180125</td>\n",
       "      <td>94.301926</td>\n",
       "      <td>90.482689</td>\n",
       "      <td>95.967964</td>\n",
       "      <td>95.578255</td>\n",
       "      <td>94.175278</td>\n",
       "      <td>93.464043</td>\n",
       "      <td>89.498657</td>\n",
       "      <td>...</td>\n",
       "      <td>138.347870</td>\n",
       "      <td>139.492554</td>\n",
       "      <td>142.757401</td>\n",
       "      <td>150.212799</td>\n",
       "      <td>156.792267</td>\n",
       "      <td>158.703384</td>\n",
       "      <td>168.418289</td>\n",
       "      <td>170.410004</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20170129</td>\n",
       "      <td>20180124</td>\n",
       "      <td>250.630005</td>\n",
       "      <td>257.769989</td>\n",
       "      <td>280.600006</td>\n",
       "      <td>277.390015</td>\n",
       "      <td>249.990005</td>\n",
       "      <td>248.589996</td>\n",
       "      <td>258.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>317.549988</td>\n",
       "      <td>303.700012</td>\n",
       "      <td>341.029999</td>\n",
       "      <td>331.100006</td>\n",
       "      <td>311.640015</td>\n",
       "      <td>314.619995</td>\n",
       "      <td>337.950012</td>\n",
       "      <td>350.019989</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>QCOM</td>\n",
       "      <td>20170128</td>\n",
       "      <td>20180123</td>\n",
       "      <td>51.584133</td>\n",
       "      <td>50.881725</td>\n",
       "      <td>52.854256</td>\n",
       "      <td>54.605480</td>\n",
       "      <td>54.853764</td>\n",
       "      <td>55.096565</td>\n",
       "      <td>56.543667</td>\n",
       "      <td>...</td>\n",
       "      <td>68.379997</td>\n",
       "      <td>64.690002</td>\n",
       "      <td>64.860001</td>\n",
       "      <td>64.500000</td>\n",
       "      <td>64.540001</td>\n",
       "      <td>66.029999</td>\n",
       "      <td>65.430000</td>\n",
       "      <td>68.040001</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>AMD</td>\n",
       "      <td>20170127</td>\n",
       "      <td>20180122</td>\n",
       "      <td>10.670000</td>\n",
       "      <td>12.240000</td>\n",
       "      <td>13.580000</td>\n",
       "      <td>13.130000</td>\n",
       "      <td>15.200000</td>\n",
       "      <td>13.040000</td>\n",
       "      <td>14.280000</td>\n",
       "      <td>...</td>\n",
       "      <td>11.550000</td>\n",
       "      <td>10.030000</td>\n",
       "      <td>10.160000</td>\n",
       "      <td>10.980000</td>\n",
       "      <td>10.460000</td>\n",
       "      <td>11.550000</td>\n",
       "      <td>11.960000</td>\n",
       "      <td>12.470000</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NVDA</td>\n",
       "      <td>20170127</td>\n",
       "      <td>20180122</td>\n",
       "      <td>111.336227</td>\n",
       "      <td>113.936104</td>\n",
       "      <td>113.179062</td>\n",
       "      <td>106.813850</td>\n",
       "      <td>104.136063</td>\n",
       "      <td>97.413734</td>\n",
       "      <td>101.582771</td>\n",
       "      <td>...</td>\n",
       "      <td>214.139999</td>\n",
       "      <td>186.660004</td>\n",
       "      <td>194.660004</td>\n",
       "      <td>197.899994</td>\n",
       "      <td>197.440002</td>\n",
       "      <td>212.470001</td>\n",
       "      <td>223.679993</td>\n",
       "      <td>224.440002</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20170127</td>\n",
       "      <td>20180122</td>\n",
       "      <td>252.949997</td>\n",
       "      <td>251.330002</td>\n",
       "      <td>269.230011</td>\n",
       "      <td>272.230011</td>\n",
       "      <td>246.229996</td>\n",
       "      <td>251.210007</td>\n",
       "      <td>246.169998</td>\n",
       "      <td>...</td>\n",
       "      <td>316.809998</td>\n",
       "      <td>305.200012</td>\n",
       "      <td>328.910004</td>\n",
       "      <td>338.869995</td>\n",
       "      <td>317.290009</td>\n",
       "      <td>317.250000</td>\n",
       "      <td>334.799988</td>\n",
       "      <td>344.570007</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>QCOM</td>\n",
       "      <td>20170127</td>\n",
       "      <td>20180122</td>\n",
       "      <td>52.190331</td>\n",
       "      <td>50.977943</td>\n",
       "      <td>51.959396</td>\n",
       "      <td>54.326435</td>\n",
       "      <td>55.096565</td>\n",
       "      <td>54.824627</td>\n",
       "      <td>56.776749</td>\n",
       "      <td>...</td>\n",
       "      <td>67.570000</td>\n",
       "      <td>64.559998</td>\n",
       "      <td>65.180000</td>\n",
       "      <td>65.379997</td>\n",
       "      <td>64.300003</td>\n",
       "      <td>65.940002</td>\n",
       "      <td>65.260002</td>\n",
       "      <td>68.050003</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>QCOM</td>\n",
       "      <td>20170126</td>\n",
       "      <td>20180121</td>\n",
       "      <td>52.007507</td>\n",
       "      <td>50.670040</td>\n",
       "      <td>50.881725</td>\n",
       "      <td>54.730564</td>\n",
       "      <td>55.057720</td>\n",
       "      <td>54.814915</td>\n",
       "      <td>56.951569</td>\n",
       "      <td>...</td>\n",
       "      <td>68.333557</td>\n",
       "      <td>65.489998</td>\n",
       "      <td>64.239998</td>\n",
       "      <td>64.760002</td>\n",
       "      <td>64.730003</td>\n",
       "      <td>65.199997</td>\n",
       "      <td>65.269997</td>\n",
       "      <td>68.019997</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>AMD</td>\n",
       "      <td>20170126</td>\n",
       "      <td>20180121</td>\n",
       "      <td>10.520000</td>\n",
       "      <td>12.280000</td>\n",
       "      <td>13.420000</td>\n",
       "      <td>12.970000</td>\n",
       "      <td>14.120000</td>\n",
       "      <td>13.030000</td>\n",
       "      <td>13.910000</td>\n",
       "      <td>...</td>\n",
       "      <td>11.380000</td>\n",
       "      <td>10.730000</td>\n",
       "      <td>9.940000</td>\n",
       "      <td>10.290000</td>\n",
       "      <td>10.540000</td>\n",
       "      <td>10.980000</td>\n",
       "      <td>11.820000</td>\n",
       "      <td>12.180000</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>AMD</td>\n",
       "      <td>20170125</td>\n",
       "      <td>20180120</td>\n",
       "      <td>10.350000</td>\n",
       "      <td>12.060000</td>\n",
       "      <td>13.560000</td>\n",
       "      <td>13.300000</td>\n",
       "      <td>14.320000</td>\n",
       "      <td>13.900000</td>\n",
       "      <td>13.330000</td>\n",
       "      <td>...</td>\n",
       "      <td>11.370000</td>\n",
       "      <td>10.890000</td>\n",
       "      <td>10.040000</td>\n",
       "      <td>10.130000</td>\n",
       "      <td>10.890000</td>\n",
       "      <td>10.280000</td>\n",
       "      <td>12.280000</td>\n",
       "      <td>11.910000</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>IBM</td>\n",
       "      <td>20170125</td>\n",
       "      <td>20180120</td>\n",
       "      <td>171.632965</td>\n",
       "      <td>166.146484</td>\n",
       "      <td>169.266510</td>\n",
       "      <td>174.560593</td>\n",
       "      <td>174.531784</td>\n",
       "      <td>173.455673</td>\n",
       "      <td>170.236938</td>\n",
       "      <td>...</td>\n",
       "      <td>150.290283</td>\n",
       "      <td>152.468826</td>\n",
       "      <td>152.072739</td>\n",
       "      <td>152.498535</td>\n",
       "      <td>150.022903</td>\n",
       "      <td>151.924194</td>\n",
       "      <td>161.876205</td>\n",
       "      <td>162.252502</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20170125</td>\n",
       "      <td>20180120</td>\n",
       "      <td>254.470001</td>\n",
       "      <td>249.240005</td>\n",
       "      <td>262.079987</td>\n",
       "      <td>279.760010</td>\n",
       "      <td>255.990005</td>\n",
       "      <td>250.479996</td>\n",
       "      <td>244.899994</td>\n",
       "      <td>...</td>\n",
       "      <td>312.600006</td>\n",
       "      <td>308.850006</td>\n",
       "      <td>311.239990</td>\n",
       "      <td>337.890015</td>\n",
       "      <td>331.660004</td>\n",
       "      <td>311.350006</td>\n",
       "      <td>336.410004</td>\n",
       "      <td>340.059998</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>QCOM</td>\n",
       "      <td>20170124</td>\n",
       "      <td>20180119</td>\n",
       "      <td>52.921612</td>\n",
       "      <td>51.410934</td>\n",
       "      <td>51.256989</td>\n",
       "      <td>53.383465</td>\n",
       "      <td>54.942249</td>\n",
       "      <td>55.368504</td>\n",
       "      <td>56.106617</td>\n",
       "      <td>...</td>\n",
       "      <td>66.112297</td>\n",
       "      <td>66.519997</td>\n",
       "      <td>64.980003</td>\n",
       "      <td>64.900002</td>\n",
       "      <td>64.599998</td>\n",
       "      <td>64.379997</td>\n",
       "      <td>66.470001</td>\n",
       "      <td>65.379997</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>WFC</td>\n",
       "      <td>20170123</td>\n",
       "      <td>20180118</td>\n",
       "      <td>52.441372</td>\n",
       "      <td>54.210361</td>\n",
       "      <td>55.035957</td>\n",
       "      <td>55.551769</td>\n",
       "      <td>56.690441</td>\n",
       "      <td>56.330353</td>\n",
       "      <td>56.739105</td>\n",
       "      <td>...</td>\n",
       "      <td>53.729542</td>\n",
       "      <td>55.240532</td>\n",
       "      <td>58.202862</td>\n",
       "      <td>59.972313</td>\n",
       "      <td>60.002132</td>\n",
       "      <td>60.588634</td>\n",
       "      <td>61.960457</td>\n",
       "      <td>62.636421</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>QCOM</td>\n",
       "      <td>20170123</td>\n",
       "      <td>20180118</td>\n",
       "      <td>52.806145</td>\n",
       "      <td>51.584133</td>\n",
       "      <td>50.881725</td>\n",
       "      <td>52.854256</td>\n",
       "      <td>54.605480</td>\n",
       "      <td>54.853764</td>\n",
       "      <td>55.096565</td>\n",
       "      <td>...</td>\n",
       "      <td>65.913971</td>\n",
       "      <td>68.379997</td>\n",
       "      <td>64.690002</td>\n",
       "      <td>64.860001</td>\n",
       "      <td>64.500000</td>\n",
       "      <td>64.540001</td>\n",
       "      <td>66.029999</td>\n",
       "      <td>65.430000</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>QCOM</td>\n",
       "      <td>20170123</td>\n",
       "      <td>20180118</td>\n",
       "      <td>52.806145</td>\n",
       "      <td>51.584133</td>\n",
       "      <td>50.881725</td>\n",
       "      <td>52.854256</td>\n",
       "      <td>54.605480</td>\n",
       "      <td>54.853764</td>\n",
       "      <td>55.096565</td>\n",
       "      <td>...</td>\n",
       "      <td>65.913971</td>\n",
       "      <td>68.379997</td>\n",
       "      <td>64.690002</td>\n",
       "      <td>64.860001</td>\n",
       "      <td>64.500000</td>\n",
       "      <td>64.540001</td>\n",
       "      <td>66.029999</td>\n",
       "      <td>65.430000</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>QCOM</td>\n",
       "      <td>20170123</td>\n",
       "      <td>20180118</td>\n",
       "      <td>52.806145</td>\n",
       "      <td>51.584133</td>\n",
       "      <td>50.881725</td>\n",
       "      <td>52.854256</td>\n",
       "      <td>54.605480</td>\n",
       "      <td>54.853764</td>\n",
       "      <td>55.096565</td>\n",
       "      <td>...</td>\n",
       "      <td>65.913971</td>\n",
       "      <td>68.379997</td>\n",
       "      <td>64.690002</td>\n",
       "      <td>64.860001</td>\n",
       "      <td>64.500000</td>\n",
       "      <td>64.540001</td>\n",
       "      <td>66.029999</td>\n",
       "      <td>65.430000</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>BABA</td>\n",
       "      <td>20170122</td>\n",
       "      <td>20180117</td>\n",
       "      <td>98.410004</td>\n",
       "      <td>101.019997</td>\n",
       "      <td>100.900002</td>\n",
       "      <td>103.099998</td>\n",
       "      <td>102.120003</td>\n",
       "      <td>102.900002</td>\n",
       "      <td>102.629997</td>\n",
       "      <td>...</td>\n",
       "      <td>188.000000</td>\n",
       "      <td>186.690002</td>\n",
       "      <td>168.960007</td>\n",
       "      <td>174.639999</td>\n",
       "      <td>171.279999</td>\n",
       "      <td>172.970001</td>\n",
       "      <td>185.710007</td>\n",
       "      <td>188.750000</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>CMG</td>\n",
       "      <td>20170121</td>\n",
       "      <td>20180116</td>\n",
       "      <td>407.720001</td>\n",
       "      <td>417.950012</td>\n",
       "      <td>395.589996</td>\n",
       "      <td>414.140015</td>\n",
       "      <td>432.359985</td>\n",
       "      <td>418.739990</td>\n",
       "      <td>404.899994</td>\n",
       "      <td>...</td>\n",
       "      <td>283.250000</td>\n",
       "      <td>285.859985</td>\n",
       "      <td>315.559998</td>\n",
       "      <td>318.380005</td>\n",
       "      <td>313.170013</td>\n",
       "      <td>295.420013</td>\n",
       "      <td>307.109985</td>\n",
       "      <td>325.500000</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20170120</td>\n",
       "      <td>20180115</td>\n",
       "      <td>244.729996</td>\n",
       "      <td>252.949997</td>\n",
       "      <td>251.330002</td>\n",
       "      <td>269.230011</td>\n",
       "      <td>272.230011</td>\n",
       "      <td>246.229996</td>\n",
       "      <td>251.210007</td>\n",
       "      <td>...</td>\n",
       "      <td>315.049988</td>\n",
       "      <td>316.809998</td>\n",
       "      <td>305.200012</td>\n",
       "      <td>328.910004</td>\n",
       "      <td>338.869995</td>\n",
       "      <td>317.290009</td>\n",
       "      <td>317.250000</td>\n",
       "      <td>334.799988</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>IBM</td>\n",
       "      <td>20170119</td>\n",
       "      <td>20180114</td>\n",
       "      <td>160.581635</td>\n",
       "      <td>170.312302</td>\n",
       "      <td>166.422943</td>\n",
       "      <td>170.265793</td>\n",
       "      <td>174.320404</td>\n",
       "      <td>174.243530</td>\n",
       "      <td>172.994476</td>\n",
       "      <td>...</td>\n",
       "      <td>147.666107</td>\n",
       "      <td>150.359589</td>\n",
       "      <td>153.251114</td>\n",
       "      <td>153.300629</td>\n",
       "      <td>151.013153</td>\n",
       "      <td>151.013153</td>\n",
       "      <td>152.746094</td>\n",
       "      <td>162.232697</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>CMG</td>\n",
       "      <td>20170119</td>\n",
       "      <td>20180114</td>\n",
       "      <td>408.869995</td>\n",
       "      <td>418.730011</td>\n",
       "      <td>423.299988</td>\n",
       "      <td>415.309998</td>\n",
       "      <td>424.760010</td>\n",
       "      <td>420.899994</td>\n",
       "      <td>416.089996</td>\n",
       "      <td>...</td>\n",
       "      <td>283.700012</td>\n",
       "      <td>279.309998</td>\n",
       "      <td>307.589996</td>\n",
       "      <td>315.899994</td>\n",
       "      <td>312.119995</td>\n",
       "      <td>295.230011</td>\n",
       "      <td>292.950012</td>\n",
       "      <td>319.369995</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>QCOM</td>\n",
       "      <td>20170119</td>\n",
       "      <td>20180114</td>\n",
       "      <td>62.004887</td>\n",
       "      <td>52.007507</td>\n",
       "      <td>50.670040</td>\n",
       "      <td>50.881725</td>\n",
       "      <td>54.730564</td>\n",
       "      <td>55.057720</td>\n",
       "      <td>54.814915</td>\n",
       "      <td>...</td>\n",
       "      <td>65.556984</td>\n",
       "      <td>68.333557</td>\n",
       "      <td>65.489998</td>\n",
       "      <td>64.239998</td>\n",
       "      <td>64.760002</td>\n",
       "      <td>64.730003</td>\n",
       "      <td>65.199997</td>\n",
       "      <td>65.269997</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>NVDA</td>\n",
       "      <td>20170118</td>\n",
       "      <td>20180113</td>\n",
       "      <td>102.550461</td>\n",
       "      <td>107.371681</td>\n",
       "      <td>113.507767</td>\n",
       "      <td>118.149681</td>\n",
       "      <td>108.576988</td>\n",
       "      <td>100.226341</td>\n",
       "      <td>98.740250</td>\n",
       "      <td>...</td>\n",
       "      <td>209.834213</td>\n",
       "      <td>214.929993</td>\n",
       "      <td>200.710007</td>\n",
       "      <td>191.990005</td>\n",
       "      <td>186.470001</td>\n",
       "      <td>195.889999</td>\n",
       "      <td>193.500000</td>\n",
       "      <td>222.000000</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NFLX</td>\n",
       "      <td>20170118</td>\n",
       "      <td>20180113</td>\n",
       "      <td>133.259995</td>\n",
       "      <td>139.520004</td>\n",
       "      <td>140.779999</td>\n",
       "      <td>144.740005</td>\n",
       "      <td>142.270004</td>\n",
       "      <td>142.779999</td>\n",
       "      <td>139.529999</td>\n",
       "      <td>...</td>\n",
       "      <td>192.119995</td>\n",
       "      <td>196.320007</td>\n",
       "      <td>187.580002</td>\n",
       "      <td>185.199997</td>\n",
       "      <td>189.559998</td>\n",
       "      <td>188.619995</td>\n",
       "      <td>191.960007</td>\n",
       "      <td>212.050003</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NFLX</td>\n",
       "      <td>20170118</td>\n",
       "      <td>20180113</td>\n",
       "      <td>133.259995</td>\n",
       "      <td>139.520004</td>\n",
       "      <td>140.779999</td>\n",
       "      <td>144.740005</td>\n",
       "      <td>142.270004</td>\n",
       "      <td>142.779999</td>\n",
       "      <td>139.529999</td>\n",
       "      <td>...</td>\n",
       "      <td>192.119995</td>\n",
       "      <td>196.320007</td>\n",
       "      <td>187.580002</td>\n",
       "      <td>185.199997</td>\n",
       "      <td>189.559998</td>\n",
       "      <td>188.619995</td>\n",
       "      <td>191.960007</td>\n",
       "      <td>212.050003</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>AMD</td>\n",
       "      <td>20170118</td>\n",
       "      <td>20180113</td>\n",
       "      <td>9.880000</td>\n",
       "      <td>10.350000</td>\n",
       "      <td>12.060000</td>\n",
       "      <td>13.560000</td>\n",
       "      <td>13.300000</td>\n",
       "      <td>14.320000</td>\n",
       "      <td>13.900000</td>\n",
       "      <td>...</td>\n",
       "      <td>11.070000</td>\n",
       "      <td>11.370000</td>\n",
       "      <td>10.890000</td>\n",
       "      <td>10.040000</td>\n",
       "      <td>10.130000</td>\n",
       "      <td>10.890000</td>\n",
       "      <td>10.280000</td>\n",
       "      <td>12.280000</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>VRX</td>\n",
       "      <td>20170118</td>\n",
       "      <td>20180113</td>\n",
       "      <td>15.110000</td>\n",
       "      <td>13.990000</td>\n",
       "      <td>13.730000</td>\n",
       "      <td>14.680000</td>\n",
       "      <td>16.860001</td>\n",
       "      <td>16.580000</td>\n",
       "      <td>13.750000</td>\n",
       "      <td>...</td>\n",
       "      <td>14.450000</td>\n",
       "      <td>16.540001</td>\n",
       "      <td>16.750000</td>\n",
       "      <td>17.629999</td>\n",
       "      <td>19.680000</td>\n",
       "      <td>21.670000</td>\n",
       "      <td>20.780001</td>\n",
       "      <td>23.110001</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>P</td>\n",
       "      <td>20161213</td>\n",
       "      <td>20171208</td>\n",
       "      <td>13.490000</td>\n",
       "      <td>13.410000</td>\n",
       "      <td>13.080000</td>\n",
       "      <td>13.010000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>13.250000</td>\n",
       "      <td>13.170000</td>\n",
       "      <td>...</td>\n",
       "      <td>7.970000</td>\n",
       "      <td>7.490000</td>\n",
       "      <td>7.200000</td>\n",
       "      <td>5.590000</td>\n",
       "      <td>4.570000</td>\n",
       "      <td>5.140000</td>\n",
       "      <td>5.310000</td>\n",
       "      <td>4.770000</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>WFC</td>\n",
       "      <td>20161212</td>\n",
       "      <td>20171207</td>\n",
       "      <td>53.920361</td>\n",
       "      <td>53.379032</td>\n",
       "      <td>54.084694</td>\n",
       "      <td>54.181358</td>\n",
       "      <td>52.973030</td>\n",
       "      <td>52.760368</td>\n",
       "      <td>55.273685</td>\n",
       "      <td>...</td>\n",
       "      <td>54.501877</td>\n",
       "      <td>53.060600</td>\n",
       "      <td>54.906616</td>\n",
       "      <td>56.145138</td>\n",
       "      <td>53.679840</td>\n",
       "      <td>54.276283</td>\n",
       "      <td>53.769306</td>\n",
       "      <td>55.866798</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20161209</td>\n",
       "      <td>20171204</td>\n",
       "      <td>192.179993</td>\n",
       "      <td>202.490005</td>\n",
       "      <td>213.339996</td>\n",
       "      <td>216.990005</td>\n",
       "      <td>229.869995</td>\n",
       "      <td>238.360001</td>\n",
       "      <td>254.470001</td>\n",
       "      <td>...</td>\n",
       "      <td>354.600006</td>\n",
       "      <td>359.649994</td>\n",
       "      <td>325.839996</td>\n",
       "      <td>321.079987</td>\n",
       "      <td>304.390015</td>\n",
       "      <td>311.299988</td>\n",
       "      <td>312.600006</td>\n",
       "      <td>308.850006</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>NFLX</td>\n",
       "      <td>20161208</td>\n",
       "      <td>20171203</td>\n",
       "      <td>123.239998</td>\n",
       "      <td>125.000000</td>\n",
       "      <td>125.580002</td>\n",
       "      <td>123.800003</td>\n",
       "      <td>130.949997</td>\n",
       "      <td>132.889999</td>\n",
       "      <td>140.110001</td>\n",
       "      <td>...</td>\n",
       "      <td>195.080002</td>\n",
       "      <td>199.479996</td>\n",
       "      <td>196.020004</td>\n",
       "      <td>196.429993</td>\n",
       "      <td>195.889999</td>\n",
       "      <td>195.710007</td>\n",
       "      <td>196.229996</td>\n",
       "      <td>188.149994</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>VRX</td>\n",
       "      <td>20161208</td>\n",
       "      <td>20171203</td>\n",
       "      <td>15.440000</td>\n",
       "      <td>13.600000</td>\n",
       "      <td>14.270000</td>\n",
       "      <td>14.520000</td>\n",
       "      <td>15.350000</td>\n",
       "      <td>15.240000</td>\n",
       "      <td>13.580000</td>\n",
       "      <td>...</td>\n",
       "      <td>14.460000</td>\n",
       "      <td>12.810000</td>\n",
       "      <td>12.120000</td>\n",
       "      <td>11.690000</td>\n",
       "      <td>14.100000</td>\n",
       "      <td>14.280000</td>\n",
       "      <td>15.990000</td>\n",
       "      <td>16.450001</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>CGI</td>\n",
       "      <td>20161208</td>\n",
       "      <td>20171203</td>\n",
       "      <td>8.950694</td>\n",
       "      <td>8.503160</td>\n",
       "      <td>7.657816</td>\n",
       "      <td>7.110829</td>\n",
       "      <td>8.223600</td>\n",
       "      <td>8.622319</td>\n",
       "      <td>8.173759</td>\n",
       "      <td>...</td>\n",
       "      <td>5.150000</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>6.700000</td>\n",
       "      <td>7.350000</td>\n",
       "      <td>7.350000</td>\n",
       "      <td>7.250000</td>\n",
       "      <td>7.500000</td>\n",
       "      <td>7.600000</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>CMG</td>\n",
       "      <td>20161207</td>\n",
       "      <td>20171202</td>\n",
       "      <td>368.059998</td>\n",
       "      <td>375.700012</td>\n",
       "      <td>393.500000</td>\n",
       "      <td>376.609985</td>\n",
       "      <td>398.440002</td>\n",
       "      <td>410.750000</td>\n",
       "      <td>407.720001</td>\n",
       "      <td>...</td>\n",
       "      <td>303.920013</td>\n",
       "      <td>320.390015</td>\n",
       "      <td>320.450012</td>\n",
       "      <td>268.700012</td>\n",
       "      <td>275.769989</td>\n",
       "      <td>277.500000</td>\n",
       "      <td>283.250000</td>\n",
       "      <td>285.859985</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>CMG</td>\n",
       "      <td>20161207</td>\n",
       "      <td>20171202</td>\n",
       "      <td>368.059998</td>\n",
       "      <td>375.700012</td>\n",
       "      <td>393.500000</td>\n",
       "      <td>376.609985</td>\n",
       "      <td>398.440002</td>\n",
       "      <td>410.750000</td>\n",
       "      <td>407.720001</td>\n",
       "      <td>...</td>\n",
       "      <td>303.920013</td>\n",
       "      <td>320.390015</td>\n",
       "      <td>320.450012</td>\n",
       "      <td>268.700012</td>\n",
       "      <td>275.769989</td>\n",
       "      <td>277.500000</td>\n",
       "      <td>283.250000</td>\n",
       "      <td>285.859985</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>SDRL</td>\n",
       "      <td>20161206</td>\n",
       "      <td>20171201</td>\n",
       "      <td>3.180000</td>\n",
       "      <td>3.800000</td>\n",
       "      <td>3.720000</td>\n",
       "      <td>3.520000</td>\n",
       "      <td>3.510000</td>\n",
       "      <td>3.450000</td>\n",
       "      <td>3.070000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.380000</td>\n",
       "      <td>0.290000</td>\n",
       "      <td>0.290000</td>\n",
       "      <td>0.270000</td>\n",
       "      <td>0.270000</td>\n",
       "      <td>0.380000</td>\n",
       "      <td>0.310000</td>\n",
       "      <td>0.320000</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20161206</td>\n",
       "      <td>20171201</td>\n",
       "      <td>185.850006</td>\n",
       "      <td>198.149994</td>\n",
       "      <td>208.789993</td>\n",
       "      <td>219.740005</td>\n",
       "      <td>226.750000</td>\n",
       "      <td>229.589996</td>\n",
       "      <td>244.729996</td>\n",
       "      <td>...</td>\n",
       "      <td>356.880005</td>\n",
       "      <td>355.570007</td>\n",
       "      <td>345.100006</td>\n",
       "      <td>320.869995</td>\n",
       "      <td>306.089996</td>\n",
       "      <td>302.989990</td>\n",
       "      <td>315.049988</td>\n",
       "      <td>316.809998</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20161206</td>\n",
       "      <td>20171201</td>\n",
       "      <td>185.850006</td>\n",
       "      <td>198.149994</td>\n",
       "      <td>208.789993</td>\n",
       "      <td>219.740005</td>\n",
       "      <td>226.750000</td>\n",
       "      <td>229.589996</td>\n",
       "      <td>244.729996</td>\n",
       "      <td>...</td>\n",
       "      <td>356.880005</td>\n",
       "      <td>355.570007</td>\n",
       "      <td>345.100006</td>\n",
       "      <td>320.869995</td>\n",
       "      <td>306.089996</td>\n",
       "      <td>302.989990</td>\n",
       "      <td>315.049988</td>\n",
       "      <td>316.809998</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>SHLD</td>\n",
       "      <td>20161206</td>\n",
       "      <td>20171201</td>\n",
       "      <td>11.780000</td>\n",
       "      <td>11.400000</td>\n",
       "      <td>10.070000</td>\n",
       "      <td>8.180000</td>\n",
       "      <td>10.390000</td>\n",
       "      <td>8.810000</td>\n",
       "      <td>9.330000</td>\n",
       "      <td>...</td>\n",
       "      <td>7.110000</td>\n",
       "      <td>6.770000</td>\n",
       "      <td>6.550000</td>\n",
       "      <td>5.750000</td>\n",
       "      <td>5.170000</td>\n",
       "      <td>4.570000</td>\n",
       "      <td>4.230000</td>\n",
       "      <td>3.900000</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20161205</td>\n",
       "      <td>20171130</td>\n",
       "      <td>186.800003</td>\n",
       "      <td>192.429993</td>\n",
       "      <td>202.729996</td>\n",
       "      <td>219.529999</td>\n",
       "      <td>226.990005</td>\n",
       "      <td>229.729996</td>\n",
       "      <td>243.759995</td>\n",
       "      <td>...</td>\n",
       "      <td>355.329987</td>\n",
       "      <td>355.679993</td>\n",
       "      <td>351.809998</td>\n",
       "      <td>326.170013</td>\n",
       "      <td>299.260010</td>\n",
       "      <td>302.989990</td>\n",
       "      <td>312.500000</td>\n",
       "      <td>315.549988</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20161205</td>\n",
       "      <td>20171130</td>\n",
       "      <td>186.800003</td>\n",
       "      <td>192.429993</td>\n",
       "      <td>202.729996</td>\n",
       "      <td>219.529999</td>\n",
       "      <td>226.990005</td>\n",
       "      <td>229.729996</td>\n",
       "      <td>243.759995</td>\n",
       "      <td>...</td>\n",
       "      <td>355.329987</td>\n",
       "      <td>355.679993</td>\n",
       "      <td>351.809998</td>\n",
       "      <td>326.170013</td>\n",
       "      <td>299.260010</td>\n",
       "      <td>302.989990</td>\n",
       "      <td>312.500000</td>\n",
       "      <td>315.549988</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>P</td>\n",
       "      <td>20161205</td>\n",
       "      <td>20171130</td>\n",
       "      <td>13.370000</td>\n",
       "      <td>13.480000</td>\n",
       "      <td>13.150000</td>\n",
       "      <td>13.250000</td>\n",
       "      <td>13.010000</td>\n",
       "      <td>11.890000</td>\n",
       "      <td>13.190000</td>\n",
       "      <td>...</td>\n",
       "      <td>7.860000</td>\n",
       "      <td>7.990000</td>\n",
       "      <td>7.590000</td>\n",
       "      <td>7.270000</td>\n",
       "      <td>7.410000</td>\n",
       "      <td>4.490000</td>\n",
       "      <td>5.150000</td>\n",
       "      <td>5.260000</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20161203</td>\n",
       "      <td>20171128</td>\n",
       "      <td>186.800003</td>\n",
       "      <td>192.429993</td>\n",
       "      <td>202.729996</td>\n",
       "      <td>219.529999</td>\n",
       "      <td>226.990005</td>\n",
       "      <td>229.729996</td>\n",
       "      <td>243.759995</td>\n",
       "      <td>...</td>\n",
       "      <td>355.329987</td>\n",
       "      <td>355.679993</td>\n",
       "      <td>351.809998</td>\n",
       "      <td>326.170013</td>\n",
       "      <td>299.260010</td>\n",
       "      <td>302.989990</td>\n",
       "      <td>312.500000</td>\n",
       "      <td>315.549988</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>SDRL</td>\n",
       "      <td>20161202</td>\n",
       "      <td>20171127</td>\n",
       "      <td>2.950000</td>\n",
       "      <td>3.810000</td>\n",
       "      <td>3.670000</td>\n",
       "      <td>3.390000</td>\n",
       "      <td>3.590000</td>\n",
       "      <td>3.370000</td>\n",
       "      <td>3.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.380000</td>\n",
       "      <td>0.310000</td>\n",
       "      <td>0.270000</td>\n",
       "      <td>0.270000</td>\n",
       "      <td>0.260000</td>\n",
       "      <td>0.360000</td>\n",
       "      <td>0.310000</td>\n",
       "      <td>0.330000</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20161201</td>\n",
       "      <td>20171126</td>\n",
       "      <td>181.880005</td>\n",
       "      <td>192.289993</td>\n",
       "      <td>197.580002</td>\n",
       "      <td>208.449997</td>\n",
       "      <td>213.690002</td>\n",
       "      <td>231.279999</td>\n",
       "      <td>235.580002</td>\n",
       "      <td>...</td>\n",
       "      <td>348.140015</td>\n",
       "      <td>355.589996</td>\n",
       "      <td>355.750000</td>\n",
       "      <td>337.339996</td>\n",
       "      <td>331.529999</td>\n",
       "      <td>306.049988</td>\n",
       "      <td>308.700012</td>\n",
       "      <td>317.809998</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20161201</td>\n",
       "      <td>20171126</td>\n",
       "      <td>181.880005</td>\n",
       "      <td>192.289993</td>\n",
       "      <td>197.580002</td>\n",
       "      <td>208.449997</td>\n",
       "      <td>213.690002</td>\n",
       "      <td>231.279999</td>\n",
       "      <td>235.580002</td>\n",
       "      <td>...</td>\n",
       "      <td>348.140015</td>\n",
       "      <td>355.589996</td>\n",
       "      <td>355.750000</td>\n",
       "      <td>337.339996</td>\n",
       "      <td>331.529999</td>\n",
       "      <td>306.049988</td>\n",
       "      <td>308.700012</td>\n",
       "      <td>317.809998</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>GME</td>\n",
       "      <td>20161201</td>\n",
       "      <td>20171126</td>\n",
       "      <td>22.934605</td>\n",
       "      <td>24.172550</td>\n",
       "      <td>23.586157</td>\n",
       "      <td>23.325535</td>\n",
       "      <td>23.511692</td>\n",
       "      <td>22.794987</td>\n",
       "      <td>21.724581</td>\n",
       "      <td>...</td>\n",
       "      <td>19.816566</td>\n",
       "      <td>19.836178</td>\n",
       "      <td>19.277273</td>\n",
       "      <td>19.571434</td>\n",
       "      <td>18.326159</td>\n",
       "      <td>16.776917</td>\n",
       "      <td>15.874826</td>\n",
       "      <td>16.404312</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20161130</td>\n",
       "      <td>20171125</td>\n",
       "      <td>189.399994</td>\n",
       "      <td>193.149994</td>\n",
       "      <td>198.690002</td>\n",
       "      <td>207.699997</td>\n",
       "      <td>214.679993</td>\n",
       "      <td>229.009995</td>\n",
       "      <td>237.750000</td>\n",
       "      <td>...</td>\n",
       "      <td>341.529999</td>\n",
       "      <td>342.940002</td>\n",
       "      <td>350.600006</td>\n",
       "      <td>337.019989</td>\n",
       "      <td>320.079987</td>\n",
       "      <td>302.779999</td>\n",
       "      <td>315.399994</td>\n",
       "      <td>308.739990</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20161130</td>\n",
       "      <td>20171125</td>\n",
       "      <td>189.399994</td>\n",
       "      <td>193.149994</td>\n",
       "      <td>198.690002</td>\n",
       "      <td>207.699997</td>\n",
       "      <td>214.679993</td>\n",
       "      <td>229.009995</td>\n",
       "      <td>237.750000</td>\n",
       "      <td>...</td>\n",
       "      <td>341.529999</td>\n",
       "      <td>342.940002</td>\n",
       "      <td>350.600006</td>\n",
       "      <td>337.019989</td>\n",
       "      <td>320.079987</td>\n",
       "      <td>302.779999</td>\n",
       "      <td>315.399994</td>\n",
       "      <td>308.739990</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>IBM</td>\n",
       "      <td>20161130</td>\n",
       "      <td>20171125</td>\n",
       "      <td>156.163010</td>\n",
       "      <td>157.090347</td>\n",
       "      <td>160.636551</td>\n",
       "      <td>159.511688</td>\n",
       "      <td>158.815811</td>\n",
       "      <td>161.608887</td>\n",
       "      <td>159.521210</td>\n",
       "      <td>...</td>\n",
       "      <td>143.792847</td>\n",
       "      <td>144.508575</td>\n",
       "      <td>143.959518</td>\n",
       "      <td>156.430862</td>\n",
       "      <td>151.342316</td>\n",
       "      <td>147.891129</td>\n",
       "      <td>146.953125</td>\n",
       "      <td>149.042557</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20161129</td>\n",
       "      <td>20171124</td>\n",
       "      <td>189.570007</td>\n",
       "      <td>185.850006</td>\n",
       "      <td>198.149994</td>\n",
       "      <td>208.789993</td>\n",
       "      <td>219.740005</td>\n",
       "      <td>226.750000</td>\n",
       "      <td>229.589996</td>\n",
       "      <td>...</td>\n",
       "      <td>341.100006</td>\n",
       "      <td>356.880005</td>\n",
       "      <td>355.570007</td>\n",
       "      <td>345.100006</td>\n",
       "      <td>320.869995</td>\n",
       "      <td>306.089996</td>\n",
       "      <td>302.989990</td>\n",
       "      <td>315.049988</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20161129</td>\n",
       "      <td>20171124</td>\n",
       "      <td>189.570007</td>\n",
       "      <td>185.850006</td>\n",
       "      <td>198.149994</td>\n",
       "      <td>208.789993</td>\n",
       "      <td>219.740005</td>\n",
       "      <td>226.750000</td>\n",
       "      <td>229.589996</td>\n",
       "      <td>...</td>\n",
       "      <td>341.100006</td>\n",
       "      <td>356.880005</td>\n",
       "      <td>355.570007</td>\n",
       "      <td>345.100006</td>\n",
       "      <td>320.869995</td>\n",
       "      <td>306.089996</td>\n",
       "      <td>302.989990</td>\n",
       "      <td>315.049988</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20161129</td>\n",
       "      <td>20171124</td>\n",
       "      <td>189.570007</td>\n",
       "      <td>185.850006</td>\n",
       "      <td>198.149994</td>\n",
       "      <td>208.789993</td>\n",
       "      <td>219.740005</td>\n",
       "      <td>226.750000</td>\n",
       "      <td>229.589996</td>\n",
       "      <td>...</td>\n",
       "      <td>341.100006</td>\n",
       "      <td>356.880005</td>\n",
       "      <td>355.570007</td>\n",
       "      <td>345.100006</td>\n",
       "      <td>320.869995</td>\n",
       "      <td>306.089996</td>\n",
       "      <td>302.989990</td>\n",
       "      <td>315.049988</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>CAT</td>\n",
       "      <td>20161129</td>\n",
       "      <td>20171124</td>\n",
       "      <td>90.868645</td>\n",
       "      <td>92.008858</td>\n",
       "      <td>92.781868</td>\n",
       "      <td>91.158524</td>\n",
       "      <td>90.008667</td>\n",
       "      <td>89.863708</td>\n",
       "      <td>90.820328</td>\n",
       "      <td>...</td>\n",
       "      <td>123.397812</td>\n",
       "      <td>125.594460</td>\n",
       "      <td>129.334686</td>\n",
       "      <td>130.753113</td>\n",
       "      <td>137.173309</td>\n",
       "      <td>135.998779</td>\n",
       "      <td>135.849457</td>\n",
       "      <td>135.501083</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>TSLA</td>\n",
       "      <td>20161129</td>\n",
       "      <td>20171124</td>\n",
       "      <td>189.570007</td>\n",
       "      <td>185.850006</td>\n",
       "      <td>198.149994</td>\n",
       "      <td>208.789993</td>\n",
       "      <td>219.740005</td>\n",
       "      <td>226.750000</td>\n",
       "      <td>229.589996</td>\n",
       "      <td>...</td>\n",
       "      <td>341.100006</td>\n",
       "      <td>356.880005</td>\n",
       "      <td>355.570007</td>\n",
       "      <td>345.100006</td>\n",
       "      <td>320.869995</td>\n",
       "      <td>306.089996</td>\n",
       "      <td>302.989990</td>\n",
       "      <td>315.049988</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>VRX</td>\n",
       "      <td>20161129</td>\n",
       "      <td>20171124</td>\n",
       "      <td>17.160000</td>\n",
       "      <td>15.630000</td>\n",
       "      <td>14.780000</td>\n",
       "      <td>14.650000</td>\n",
       "      <td>14.230000</td>\n",
       "      <td>15.710000</td>\n",
       "      <td>15.630000</td>\n",
       "      <td>...</td>\n",
       "      <td>14.330000</td>\n",
       "      <td>14.460000</td>\n",
       "      <td>13.390000</td>\n",
       "      <td>12.130000</td>\n",
       "      <td>11.410000</td>\n",
       "      <td>11.490000</td>\n",
       "      <td>15.380000</td>\n",
       "      <td>14.690000</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>CMG</td>\n",
       "      <td>20161128</td>\n",
       "      <td>20171123</td>\n",
       "      <td>399.390015</td>\n",
       "      <td>396.269989</td>\n",
       "      <td>382.480011</td>\n",
       "      <td>389.500000</td>\n",
       "      <td>388.750000</td>\n",
       "      <td>381.859985</td>\n",
       "      <td>413.929993</td>\n",
       "      <td>...</td>\n",
       "      <td>316.529999</td>\n",
       "      <td>310.350006</td>\n",
       "      <td>314.170013</td>\n",
       "      <td>325.269989</td>\n",
       "      <td>281.519989</td>\n",
       "      <td>279.459991</td>\n",
       "      <td>275.000000</td>\n",
       "      <td>283.700012</td>\n",
       "      <td>wait</td>\n",
       "      <td>wait</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>267 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Ticker StartDate   EndDate  Start_Price       week1       week2  \\\n",
       "0      IBM  20170131  20180126   168.003754  170.121643  173.071350   \n",
       "1     TSLA  20170131  20180126   251.929993  257.480011  280.980011   \n",
       "2      CAT  20170130  20180125    94.301926   90.482689   95.967964   \n",
       "3     TSLA  20170129  20180124   250.630005  257.769989  280.600006   \n",
       "4     QCOM  20170128  20180123    51.584133   50.881725   52.854256   \n",
       "5      AMD  20170127  20180122    10.670000   12.240000   13.580000   \n",
       "6     NVDA  20170127  20180122   111.336227  113.936104  113.179062   \n",
       "7     TSLA  20170127  20180122   252.949997  251.330002  269.230011   \n",
       "8     QCOM  20170127  20180122    52.190331   50.977943   51.959396   \n",
       "9     QCOM  20170126  20180121    52.007507   50.670040   50.881725   \n",
       "10     AMD  20170126  20180121    10.520000   12.280000   13.420000   \n",
       "11     AMD  20170125  20180120    10.350000   12.060000   13.560000   \n",
       "12     IBM  20170125  20180120   171.632965  166.146484  169.266510   \n",
       "13    TSLA  20170125  20180120   254.470001  249.240005  262.079987   \n",
       "14    QCOM  20170124  20180119    52.921612   51.410934   51.256989   \n",
       "15     WFC  20170123  20180118    52.441372   54.210361   55.035957   \n",
       "16    QCOM  20170123  20180118    52.806145   51.584133   50.881725   \n",
       "17    QCOM  20170123  20180118    52.806145   51.584133   50.881725   \n",
       "18    QCOM  20170123  20180118    52.806145   51.584133   50.881725   \n",
       "19    BABA  20170122  20180117    98.410004  101.019997  100.900002   \n",
       "20     CMG  20170121  20180116   407.720001  417.950012  395.589996   \n",
       "21    TSLA  20170120  20180115   244.729996  252.949997  251.330002   \n",
       "22     IBM  20170119  20180114   160.581635  170.312302  166.422943   \n",
       "23     CMG  20170119  20180114   408.869995  418.730011  423.299988   \n",
       "24    QCOM  20170119  20180114    62.004887   52.007507   50.670040   \n",
       "25    NVDA  20170118  20180113   102.550461  107.371681  113.507767   \n",
       "26    NFLX  20170118  20180113   133.259995  139.520004  140.779999   \n",
       "27    NFLX  20170118  20180113   133.259995  139.520004  140.779999   \n",
       "28     AMD  20170118  20180113     9.880000   10.350000   12.060000   \n",
       "29     VRX  20170118  20180113    15.110000   13.990000   13.730000   \n",
       "..     ...       ...       ...          ...         ...         ...   \n",
       "237      P  20161213  20171208    13.490000   13.410000   13.080000   \n",
       "238    WFC  20161212  20171207    53.920361   53.379032   54.084694   \n",
       "239   TSLA  20161209  20171204   192.179993  202.490005  213.339996   \n",
       "240   NFLX  20161208  20171203   123.239998  125.000000  125.580002   \n",
       "241    VRX  20161208  20171203    15.440000   13.600000   14.270000   \n",
       "242    CGI  20161208  20171203     8.950694    8.503160    7.657816   \n",
       "243    CMG  20161207  20171202   368.059998  375.700012  393.500000   \n",
       "244    CMG  20161207  20171202   368.059998  375.700012  393.500000   \n",
       "245   SDRL  20161206  20171201     3.180000    3.800000    3.720000   \n",
       "246   TSLA  20161206  20171201   185.850006  198.149994  208.789993   \n",
       "247   TSLA  20161206  20171201   185.850006  198.149994  208.789993   \n",
       "248   SHLD  20161206  20171201    11.780000   11.400000   10.070000   \n",
       "249   TSLA  20161205  20171130   186.800003  192.429993  202.729996   \n",
       "250   TSLA  20161205  20171130   186.800003  192.429993  202.729996   \n",
       "251      P  20161205  20171130    13.370000   13.480000   13.150000   \n",
       "252   TSLA  20161203  20171128   186.800003  192.429993  202.729996   \n",
       "253   SDRL  20161202  20171127     2.950000    3.810000    3.670000   \n",
       "254   TSLA  20161201  20171126   181.880005  192.289993  197.580002   \n",
       "255   TSLA  20161201  20171126   181.880005  192.289993  197.580002   \n",
       "256    GME  20161201  20171126    22.934605   24.172550   23.586157   \n",
       "257   TSLA  20161130  20171125   189.399994  193.149994  198.690002   \n",
       "258   TSLA  20161130  20171125   189.399994  193.149994  198.690002   \n",
       "259    IBM  20161130  20171125   156.163010  157.090347  160.636551   \n",
       "260   TSLA  20161129  20171124   189.570007  185.850006  198.149994   \n",
       "261   TSLA  20161129  20171124   189.570007  185.850006  198.149994   \n",
       "262   TSLA  20161129  20171124   189.570007  185.850006  198.149994   \n",
       "263    CAT  20161129  20171124    90.868645   92.008858   92.781868   \n",
       "264   TSLA  20161129  20171124   189.570007  185.850006  198.149994   \n",
       "265    VRX  20161129  20171124    17.160000   15.630000   14.780000   \n",
       "266    CMG  20161128  20171123   399.390015  396.269989  382.480011   \n",
       "\n",
       "          week3       week4       week5       week6  ...        week42  \\\n",
       "0    174.051376  174.820023  172.417999  168.920654  ...    152.052933   \n",
       "1    273.510010  250.020004  246.869995  255.729996  ...    307.540009   \n",
       "2     95.578255   94.175278   93.464043   89.498657  ...    138.347870   \n",
       "3    277.390015  249.990005  248.589996  258.000000  ...    317.549988   \n",
       "4     54.605480   54.853764   55.096565   56.543667  ...     68.379997   \n",
       "5     13.130000   15.200000   13.040000   14.280000  ...     11.550000   \n",
       "6    106.813850  104.136063   97.413734  101.582771  ...    214.139999   \n",
       "7    272.230011  246.229996  251.210007  246.169998  ...    316.809998   \n",
       "8     54.326435   55.096565   54.824627   56.776749  ...     67.570000   \n",
       "9     54.730564   55.057720   54.814915   56.951569  ...     68.333557   \n",
       "10    12.970000   14.120000   13.030000   13.910000  ...     11.380000   \n",
       "11    13.300000   14.320000   13.900000   13.330000  ...     11.370000   \n",
       "12   174.560593  174.531784  173.455673  170.236938  ...    150.290283   \n",
       "13   279.760010  255.990005  250.479996  244.899994  ...    312.600006   \n",
       "14    53.383465   54.942249   55.368504   56.106617  ...     66.112297   \n",
       "15    55.551769   56.690441   56.330353   56.739105  ...     53.729542   \n",
       "16    52.854256   54.605480   54.853764   55.096565  ...     65.913971   \n",
       "17    52.854256   54.605480   54.853764   55.096565  ...     65.913971   \n",
       "18    52.854256   54.605480   54.853764   55.096565  ...     65.913971   \n",
       "19   103.099998  102.120003  102.900002  102.629997  ...    188.000000   \n",
       "20   414.140015  432.359985  418.739990  404.899994  ...    283.250000   \n",
       "21   269.230011  272.230011  246.229996  251.210007  ...    315.049988   \n",
       "22   170.265793  174.320404  174.243530  172.994476  ...    147.666107   \n",
       "23   415.309998  424.760010  420.899994  416.089996  ...    283.700012   \n",
       "24    50.881725   54.730564   55.057720   54.814915  ...     65.556984   \n",
       "25   118.149681  108.576988  100.226341   98.740250  ...    209.834213   \n",
       "26   144.740005  142.270004  142.779999  139.529999  ...    192.119995   \n",
       "27   144.740005  142.270004  142.779999  139.529999  ...    192.119995   \n",
       "28    13.560000   13.300000   14.320000   13.900000  ...     11.070000   \n",
       "29    14.680000   16.860001   16.580000   13.750000  ...     14.450000   \n",
       "..          ...         ...         ...         ...  ...           ...   \n",
       "237   13.010000   12.000000   13.250000   13.170000  ...      7.970000   \n",
       "238   54.181358   52.973030   52.760368   55.273685  ...     54.501877   \n",
       "239  216.990005  229.869995  238.360001  254.470001  ...    354.600006   \n",
       "240  123.800003  130.949997  132.889999  140.110001  ...    195.080002   \n",
       "241   14.520000   15.350000   15.240000   13.580000  ...     14.460000   \n",
       "242    7.110829    8.223600    8.622319    8.173759  ...      5.150000   \n",
       "243  376.609985  398.440002  410.750000  407.720001  ...    303.920013   \n",
       "244  376.609985  398.440002  410.750000  407.720001  ...    303.920013   \n",
       "245    3.520000    3.510000    3.450000    3.070000  ...      0.380000   \n",
       "246  219.740005  226.750000  229.589996  244.729996  ...    356.880005   \n",
       "247  219.740005  226.750000  229.589996  244.729996  ...    356.880005   \n",
       "248    8.180000   10.390000    8.810000    9.330000  ...      7.110000   \n",
       "249  219.529999  226.990005  229.729996  243.759995  ...    355.329987   \n",
       "250  219.529999  226.990005  229.729996  243.759995  ...    355.329987   \n",
       "251   13.250000   13.010000   11.890000   13.190000  ...      7.860000   \n",
       "252  219.529999  226.990005  229.729996  243.759995  ...    355.329987   \n",
       "253    3.390000    3.590000    3.370000    3.250000  ...      0.380000   \n",
       "254  208.449997  213.690002  231.279999  235.580002  ...    348.140015   \n",
       "255  208.449997  213.690002  231.279999  235.580002  ...    348.140015   \n",
       "256   23.325535   23.511692   22.794987   21.724581  ...     19.816566   \n",
       "257  207.699997  214.679993  229.009995  237.750000  ...    341.529999   \n",
       "258  207.699997  214.679993  229.009995  237.750000  ...    341.529999   \n",
       "259  159.511688  158.815811  161.608887  159.521210  ...    143.792847   \n",
       "260  208.789993  219.740005  226.750000  229.589996  ...    341.100006   \n",
       "261  208.789993  219.740005  226.750000  229.589996  ...    341.100006   \n",
       "262  208.789993  219.740005  226.750000  229.589996  ...    341.100006   \n",
       "263   91.158524   90.008667   89.863708   90.820328  ...    123.397812   \n",
       "264  208.789993  219.740005  226.750000  229.589996  ...    341.100006   \n",
       "265   14.650000   14.230000   15.710000   15.630000  ...     14.330000   \n",
       "266  389.500000  388.750000  381.859985  413.929993  ...    316.529999   \n",
       "\n",
       "         week43      week44      week45      week46      week47      week48  \\\n",
       "0    152.597565  152.409424  151.458771  152.538132  160.905762  161.549423   \n",
       "1    313.260010  339.029999  328.980011  315.359985  316.579987  336.220001   \n",
       "2    139.492554  142.757401  150.212799  156.792267  158.703384  168.418289   \n",
       "3    303.700012  341.029999  331.100006  311.640015  314.619995  337.950012   \n",
       "4     64.690002   64.860001   64.500000   64.540001   66.029999   65.430000   \n",
       "5     10.030000   10.160000   10.980000   10.460000   11.550000   11.960000   \n",
       "6    186.660004  194.660004  197.899994  197.440002  212.470001  223.679993   \n",
       "7    305.200012  328.910004  338.869995  317.290009  317.250000  334.799988   \n",
       "8     64.559998   65.180000   65.379997   64.300003   65.940002   65.260002   \n",
       "9     65.489998   64.239998   64.760002   64.730003   65.199997   65.269997   \n",
       "10    10.730000    9.940000   10.290000   10.540000   10.980000   11.820000   \n",
       "11    10.890000   10.040000   10.130000   10.890000   10.280000   12.280000   \n",
       "12   152.468826  152.072739  152.498535  150.022903  151.924194  161.876205   \n",
       "13   308.850006  311.239990  337.890015  331.660004  311.350006  336.410004   \n",
       "14    66.519997   64.980003   64.900002   64.599998   64.379997   66.470001   \n",
       "15    55.240532   58.202862   59.972313   60.002132   60.588634   61.960457   \n",
       "16    68.379997   64.690002   64.860001   64.500000   64.540001   66.029999   \n",
       "17    68.379997   64.690002   64.860001   64.500000   64.540001   66.029999   \n",
       "18    68.379997   64.690002   64.860001   64.500000   64.540001   66.029999   \n",
       "19   186.690002  168.960007  174.639999  171.279999  172.970001  185.710007   \n",
       "20   285.859985  315.559998  318.380005  313.170013  295.420013  307.109985   \n",
       "21   316.809998  305.200012  328.910004  338.869995  317.290009  317.250000   \n",
       "22   150.359589  153.251114  153.300629  151.013153  151.013153  152.746094   \n",
       "23   279.309998  307.589996  315.899994  312.119995  295.230011  292.950012   \n",
       "24    68.333557   65.489998   64.239998   64.760002   64.730003   65.199997   \n",
       "25   214.929993  200.710007  191.990005  186.470001  195.889999  193.500000   \n",
       "26   196.320007  187.580002  185.199997  189.559998  188.619995  191.960007   \n",
       "27   196.320007  187.580002  185.199997  189.559998  188.619995  191.960007   \n",
       "28    11.370000   10.890000   10.040000   10.130000   10.890000   10.280000   \n",
       "29    16.540001   16.750000   17.629999   19.680000   21.670000   20.780001   \n",
       "..          ...         ...         ...         ...         ...         ...   \n",
       "237    7.490000    7.200000    5.590000    4.570000    5.140000    5.310000   \n",
       "238   53.060600   54.906616   56.145138   53.679840   54.276283   53.769306   \n",
       "239  359.649994  325.839996  321.079987  304.390015  311.299988  312.600006   \n",
       "240  199.479996  196.020004  196.429993  195.889999  195.710007  196.229996   \n",
       "241   12.810000   12.120000   11.690000   14.100000   14.280000   15.990000   \n",
       "242    5.500000    6.700000    7.350000    7.350000    7.250000    7.500000   \n",
       "243  320.390015  320.450012  268.700012  275.769989  277.500000  283.250000   \n",
       "244  320.390015  320.450012  268.700012  275.769989  277.500000  283.250000   \n",
       "245    0.290000    0.290000    0.270000    0.270000    0.380000    0.310000   \n",
       "246  355.570007  345.100006  320.869995  306.089996  302.989990  315.049988   \n",
       "247  355.570007  345.100006  320.869995  306.089996  302.989990  315.049988   \n",
       "248    6.770000    6.550000    5.750000    5.170000    4.570000    4.230000   \n",
       "249  355.679993  351.809998  326.170013  299.260010  302.989990  312.500000   \n",
       "250  355.679993  351.809998  326.170013  299.260010  302.989990  312.500000   \n",
       "251    7.990000    7.590000    7.270000    7.410000    4.490000    5.150000   \n",
       "252  355.679993  351.809998  326.170013  299.260010  302.989990  312.500000   \n",
       "253    0.310000    0.270000    0.270000    0.260000    0.360000    0.310000   \n",
       "254  355.589996  355.750000  337.339996  331.529999  306.049988  308.700012   \n",
       "255  355.589996  355.750000  337.339996  331.529999  306.049988  308.700012   \n",
       "256   19.836178   19.277273   19.571434   18.326159   16.776917   15.874826   \n",
       "257  342.940002  350.600006  337.019989  320.079987  302.779999  315.399994   \n",
       "258  342.940002  350.600006  337.019989  320.079987  302.779999  315.399994   \n",
       "259  144.508575  143.959518  156.430862  151.342316  147.891129  146.953125   \n",
       "260  356.880005  355.570007  345.100006  320.869995  306.089996  302.989990   \n",
       "261  356.880005  355.570007  345.100006  320.869995  306.089996  302.989990   \n",
       "262  356.880005  355.570007  345.100006  320.869995  306.089996  302.989990   \n",
       "263  125.594460  129.334686  130.753113  137.173309  135.998779  135.849457   \n",
       "264  356.880005  355.570007  345.100006  320.869995  306.089996  302.989990   \n",
       "265   14.460000   13.390000   12.130000   11.410000   11.490000   15.380000   \n",
       "266  310.350006  314.170013  325.269989  281.519989  279.459991  275.000000   \n",
       "\n",
       "         week49 week50 week51  \n",
       "0    161.014694   wait   wait  \n",
       "1    351.559998   wait   wait  \n",
       "2    170.410004   wait   wait  \n",
       "3    350.019989   wait   wait  \n",
       "4     68.040001   wait   wait  \n",
       "5     12.470000   wait   wait  \n",
       "6    224.440002   wait   wait  \n",
       "7    344.570007   wait   wait  \n",
       "8     68.050003   wait   wait  \n",
       "9     68.019997   wait   wait  \n",
       "10    12.180000   wait   wait  \n",
       "11    11.910000   wait   wait  \n",
       "12   162.252502   wait   wait  \n",
       "13   340.059998   wait   wait  \n",
       "14    65.379997   wait   wait  \n",
       "15    62.636421   wait   wait  \n",
       "16    65.430000   wait   wait  \n",
       "17    65.430000   wait   wait  \n",
       "18    65.430000   wait   wait  \n",
       "19   188.750000   wait   wait  \n",
       "20   325.500000   wait   wait  \n",
       "21   334.799988   wait   wait  \n",
       "22   162.232697   wait   wait  \n",
       "23   319.369995   wait   wait  \n",
       "24    65.269997   wait   wait  \n",
       "25   222.000000   wait   wait  \n",
       "26   212.050003   wait   wait  \n",
       "27   212.050003   wait   wait  \n",
       "28    12.280000   wait   wait  \n",
       "29    23.110001   wait   wait  \n",
       "..          ...    ...    ...  \n",
       "237    4.770000   wait   wait  \n",
       "238   55.866798   wait   wait  \n",
       "239  308.850006   wait   wait  \n",
       "240  188.149994   wait   wait  \n",
       "241   16.450001   wait   wait  \n",
       "242    7.600000   wait   wait  \n",
       "243  285.859985   wait   wait  \n",
       "244  285.859985   wait   wait  \n",
       "245    0.320000   wait   wait  \n",
       "246  316.809998   wait   wait  \n",
       "247  316.809998   wait   wait  \n",
       "248    3.900000   wait   wait  \n",
       "249  315.549988   wait   wait  \n",
       "250  315.549988   wait   wait  \n",
       "251    5.260000   wait   wait  \n",
       "252  315.549988   wait   wait  \n",
       "253    0.330000   wait   wait  \n",
       "254  317.809998   wait   wait  \n",
       "255  317.809998   wait   wait  \n",
       "256   16.404312   wait   wait  \n",
       "257  308.739990   wait   wait  \n",
       "258  308.739990   wait   wait  \n",
       "259  149.042557   wait   wait  \n",
       "260  315.049988   wait   wait  \n",
       "261  315.049988   wait   wait  \n",
       "262  315.049988   wait   wait  \n",
       "263  135.501083   wait   wait  \n",
       "264  315.049988   wait   wait  \n",
       "265   14.690000   wait   wait  \n",
       "266  283.700012   wait   wait  \n",
       "\n",
       "[267 rows x 55 columns]"
      ]
     },
     "execution_count": 278,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_top20short"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 340,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_top20long.to_csv(\"top20long.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_top20short.to_csv(\"top20short.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#define convert_float function\n",
    "def convert_float(x):\n",
    "    return float(x)\n",
    "\n",
    "#convert all price columns into floats\n",
    "for i in range(1, 50):\n",
    "    df_top20long['week' + str(i)] = df_top20long['week' + str(i)].apply(convert_float)\n",
    "    df_top20short['week' + str(i)] = df_top20short['week' + str(i)].apply(convert_float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#dropping unnecessary columns\n",
    "df_top20long = df_top20long.drop(['week50', 'week51'], axis = 1)\n",
    "df_top20short = df_top20short.drop(['week50', 'week51'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "currently on week1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jamesjiang/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:5: SettingWithCopyWarning:\n",
      "\n",
      "\n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "currently on week2\n",
      "currently on week3\n",
      "currently on week4\n",
      "currently on week5\n",
      "currently on week6\n",
      "currently on week7\n",
      "currently on week8\n",
      "currently on week9\n",
      "currently on week10\n",
      "currently on week11\n",
      "currently on week12\n",
      "currently on week13\n",
      "currently on week14\n",
      "currently on week15\n",
      "currently on week16\n",
      "currently on week17\n",
      "currently on week18\n",
      "currently on week19\n",
      "currently on week20\n",
      "currently on week21\n",
      "currently on week22\n",
      "currently on week23\n",
      "currently on week24\n",
      "currently on week25\n",
      "currently on week26\n",
      "currently on week27\n",
      "currently on week28\n",
      "currently on week29\n",
      "currently on week30\n",
      "currently on week31\n",
      "currently on week32\n",
      "currently on week33\n",
      "currently on week34\n",
      "currently on week35\n",
      "currently on week36\n",
      "currently on week37\n",
      "currently on week38\n",
      "currently on week39\n",
      "currently on week40\n",
      "currently on week41\n",
      "currently on week42\n",
      "currently on week43\n",
      "currently on week44\n",
      "currently on week45\n",
      "currently on week46\n",
      "currently on week47\n",
      "currently on week48\n",
      "currently on week49\n"
     ]
    }
   ],
   "source": [
    "#add new columns for returns for week1-week49\n",
    "for i in range(1, 50):\n",
    "    df_top20long['week' + str(i) +'_Return'] = 'wait'\n",
    "    print('currently on week' + str(i))\n",
    "    for j in range(419):\n",
    "        df_top20long['week' + str(i) +'_Return'][j] = (df_top20long['week' + str(i)][j] - df_top20long['Start_Price'][j]) / df_top20long['Start_Price'][j]\n",
    "    \n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 337,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "currently on week1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jamesjiang/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:5: SettingWithCopyWarning:\n",
      "\n",
      "\n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "currently on week2\n",
      "currently on week3\n",
      "currently on week4\n",
      "currently on week5\n",
      "currently on week6\n",
      "currently on week7\n",
      "currently on week8\n",
      "currently on week9\n",
      "currently on week10\n",
      "currently on week11\n",
      "currently on week12\n",
      "currently on week13\n",
      "currently on week14\n",
      "currently on week15\n",
      "currently on week16\n",
      "currently on week17\n",
      "currently on week18\n",
      "currently on week19\n",
      "currently on week20\n",
      "currently on week21\n",
      "currently on week22\n",
      "currently on week23\n",
      "currently on week24\n",
      "currently on week25\n",
      "currently on week26\n",
      "currently on week27\n",
      "currently on week28\n",
      "currently on week29\n",
      "currently on week30\n",
      "currently on week31\n",
      "currently on week32\n",
      "currently on week33\n",
      "currently on week34\n",
      "currently on week35\n",
      "currently on week36\n",
      "currently on week37\n",
      "currently on week38\n",
      "currently on week39\n",
      "currently on week40\n",
      "currently on week41\n",
      "currently on week42\n",
      "currently on week43\n",
      "currently on week44\n",
      "currently on week45\n",
      "currently on week46\n",
      "currently on week47\n",
      "currently on week48\n",
      "currently on week49\n"
     ]
    }
   ],
   "source": [
    "#add new columns for returns for week1-week49\n",
    "for i in range(1, 50):\n",
    "    df_top20short['week' + str(i) +'_Return'] = 'wait'\n",
    "    print('currently on week' + str(i))\n",
    "    for j in range(267):\n",
    "        df_top20short['week' + str(i) +'_Return'][j] = (df_top20short['week' + str(i)][j] - df_top20short['Start_Price'][j]) / df_top20short['Start_Price'][j]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 414,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "long_return = df_top20long.copy()\n",
    "for i in range(1,50):\n",
    "    long_return = long_return.drop(['week' + str(i)], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 418,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "long_return = long_return.drop(['StartDate', 'EndDate', 'Start_Price'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 427,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "short_return = df_top20short.copy()\n",
    "for i in range(1,50):\n",
    "    short_return = short_return.drop(['week' + str(i)], axis = 1)\n",
    "\n",
    "short_return = short_return.drop(['StartDate', 'EndDate', 'Start_Price'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 465,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "long_return = pd.read_csv('long_return.csv')\n",
    "short_return = pd.read_csv('short_return.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 472,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "long_return = long_return.set_index('Ticker').T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 475,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'Ticker'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2441\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2442\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2443\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'Ticker'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-475-351c9d942c14>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mshort_return\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mshort_return\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Ticker'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mT\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mset_index\u001b[0;34m(self, keys, drop, append, inplace, verify_integrity)\u001b[0m\n\u001b[1;32m   2828\u001b[0m                 \u001b[0mnames\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2829\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2830\u001b[0;31m                 \u001b[0mlevel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mframe\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcol\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2831\u001b[0m                 \u001b[0mnames\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcol\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2832\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mdrop\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   1962\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1963\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1964\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1965\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1966\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_getitem_column\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   1969\u001b[0m         \u001b[0;31m# get column\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1970\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1971\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_item_cache\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1972\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1973\u001b[0m         \u001b[0;31m# duplicate columns & possible reduce dimensionality\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_get_item_cache\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m   1643\u001b[0m         \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1644\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mres\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1645\u001b[0;31m             \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1646\u001b[0m             \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_box_item_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1647\u001b[0m             \u001b[0mcache\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pandas/core/internals.py\u001b[0m in \u001b[0;36mget\u001b[0;34m(self, item, fastpath)\u001b[0m\n\u001b[1;32m   3588\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3589\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misnull\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3590\u001b[0;31m                 \u001b[0mloc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3591\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3592\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0misnull\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2442\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2443\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2444\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2445\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2446\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'Ticker'"
     ]
    }
   ],
   "source": [
    "short_return = short_return.set_index('Ticker').T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 483,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Ticker</th>\n",
       "      <th>index</th>\n",
       "      <th>ALXN</th>\n",
       "      <th>AMD</th>\n",
       "      <th>BABA</th>\n",
       "      <th>BB</th>\n",
       "      <th>CAT</th>\n",
       "      <th>CGI</th>\n",
       "      <th>CMG</th>\n",
       "      <th>GME</th>\n",
       "      <th>IBM</th>\n",
       "      <th>...</th>\n",
       "      <th>NVDA</th>\n",
       "      <th>P</th>\n",
       "      <th>QCOM</th>\n",
       "      <th>SDRL</th>\n",
       "      <th>SHLD</th>\n",
       "      <th>STRP</th>\n",
       "      <th>TSLA</th>\n",
       "      <th>VRX</th>\n",
       "      <th>WATT</th>\n",
       "      <th>WFC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>week1</td>\n",
       "      <td>0.030247</td>\n",
       "      <td>0.025051</td>\n",
       "      <td>0.034106</td>\n",
       "      <td>-0.020533</td>\n",
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       "      <td>0.016989</td>\n",
       "      <td>-0.002301</td>\n",
       "      <td>...</td>\n",
       "      <td>0.010574</td>\n",
       "      <td>0.001458</td>\n",
       "      <td>-0.036976</td>\n",
       "      <td>0.047838</td>\n",
       "      <td>0.013383</td>\n",
       "      <td>-0.046830</td>\n",
       "      <td>0.038137</td>\n",
       "      <td>0.009200</td>\n",
       "      <td>0.014311</td>\n",
       "      <td>0.005396</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>week2</td>\n",
       "      <td>0.089015</td>\n",
       "      <td>0.034677</td>\n",
       "      <td>0.050866</td>\n",
       "      <td>-0.020480</td>\n",
       "      <td>0.007286</td>\n",
       "      <td>0.039188</td>\n",
       "      <td>0.026485</td>\n",
       "      <td>0.025230</td>\n",
       "      <td>0.015416</td>\n",
       "      <td>...</td>\n",
       "      <td>0.031726</td>\n",
       "      <td>-0.003485</td>\n",
       "      <td>-0.046460</td>\n",
       "      <td>0.065717</td>\n",
       "      <td>-0.151468</td>\n",
       "      <td>0.038066</td>\n",
       "      <td>0.084137</td>\n",
       "      <td>-0.012561</td>\n",
       "      <td>-0.089512</td>\n",
       "      <td>0.010142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>week3</td>\n",
       "      <td>0.191280</td>\n",
       "      <td>0.057905</td>\n",
       "      <td>0.080025</td>\n",
       "      <td>-0.015859</td>\n",
       "      <td>0.009760</td>\n",
       "      <td>0.018444</td>\n",
       "      <td>0.014061</td>\n",
       "      <td>0.038235</td>\n",
       "      <td>0.021615</td>\n",
       "      <td>...</td>\n",
       "      <td>0.049190</td>\n",
       "      <td>-0.007701</td>\n",
       "      <td>-0.035575</td>\n",
       "      <td>-0.035277</td>\n",
       "      <td>-0.262336</td>\n",
       "      <td>0.051248</td>\n",
       "      <td>0.127904</td>\n",
       "      <td>-0.020953</td>\n",
       "      <td>-0.005417</td>\n",
       "      <td>0.011258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>week4</td>\n",
       "      <td>0.127817</td>\n",
       "      <td>0.108394</td>\n",
       "      <td>0.098440</td>\n",
       "      <td>-0.020000</td>\n",
       "      <td>-0.000108</td>\n",
       "      <td>0.004159</td>\n",
       "      <td>0.038591</td>\n",
       "      <td>0.068341</td>\n",
       "      <td>0.041512</td>\n",
       "      <td>...</td>\n",
       "      <td>0.057731</td>\n",
       "      <td>-0.025859</td>\n",
       "      <td>-0.027198</td>\n",
       "      <td>-0.121271</td>\n",
       "      <td>-0.163993</td>\n",
       "      <td>0.030128</td>\n",
       "      <td>0.146627</td>\n",
       "      <td>-0.027104</td>\n",
       "      <td>-0.013752</td>\n",
       "      <td>0.014847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>week5</td>\n",
       "      <td>0.103828</td>\n",
       "      <td>0.130793</td>\n",
       "      <td>0.111319</td>\n",
       "      <td>-0.009751</td>\n",
       "      <td>0.017160</td>\n",
       "      <td>0.051378</td>\n",
       "      <td>0.055662</td>\n",
       "      <td>0.092446</td>\n",
       "      <td>0.049657</td>\n",
       "      <td>...</td>\n",
       "      <td>0.048227</td>\n",
       "      <td>-0.021947</td>\n",
       "      <td>-0.024153</td>\n",
       "      <td>-0.202286</td>\n",
       "      <td>-0.198138</td>\n",
       "      <td>0.046806</td>\n",
       "      <td>0.180990</td>\n",
       "      <td>-0.006939</td>\n",
       "      <td>-0.173519</td>\n",
       "      <td>0.031703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>week6</td>\n",
       "      <td>0.080447</td>\n",
       "      <td>0.189758</td>\n",
       "      <td>0.116979</td>\n",
       "      <td>-0.016573</td>\n",
       "      <td>0.006816</td>\n",
       "      <td>-0.032566</td>\n",
       "      <td>0.052944</td>\n",
       "      <td>0.038451</td>\n",
       "      <td>0.048040</td>\n",
       "      <td>...</td>\n",
       "      <td>0.015569</td>\n",
       "      <td>-0.016795</td>\n",
       "      <td>-0.027282</td>\n",
       "      <td>-0.251067</td>\n",
       "      <td>-0.147690</td>\n",
       "      <td>0.021619</td>\n",
       "      <td>0.205821</td>\n",
       "      <td>0.011707</td>\n",
       "      <td>-0.139855</td>\n",
       "      <td>0.039723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>week7</td>\n",
       "      <td>0.087159</td>\n",
       "      <td>0.233243</td>\n",
       "      <td>0.118809</td>\n",
       "      <td>-0.020578</td>\n",
       "      <td>0.002329</td>\n",
       "      <td>-0.027191</td>\n",
       "      <td>0.040473</td>\n",
       "      <td>0.048602</td>\n",
       "      <td>0.054951</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004098</td>\n",
       "      <td>-0.048091</td>\n",
       "      <td>-0.022916</td>\n",
       "      <td>-0.285392</td>\n",
       "      <td>-0.258272</td>\n",
       "      <td>-0.013592</td>\n",
       "      <td>0.205674</td>\n",
       "      <td>0.014499</td>\n",
       "      <td>-0.136934</td>\n",
       "      <td>0.051235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>week8</td>\n",
       "      <td>0.086921</td>\n",
       "      <td>0.254463</td>\n",
       "      <td>0.127379</td>\n",
       "      <td>-0.028342</td>\n",
       "      <td>0.017633</td>\n",
       "      <td>-0.052899</td>\n",
       "      <td>0.029683</td>\n",
       "      <td>0.053068</td>\n",
       "      <td>0.052158</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.005529</td>\n",
       "      <td>-0.068069</td>\n",
       "      <td>-0.030668</td>\n",
       "      <td>-0.420682</td>\n",
       "      <td>-0.184711</td>\n",
       "      <td>-0.016750</td>\n",
       "      <td>0.205939</td>\n",
       "      <td>-0.044063</td>\n",
       "      <td>-0.103367</td>\n",
       "      <td>0.054975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>week9</td>\n",
       "      <td>0.103497</td>\n",
       "      <td>0.268277</td>\n",
       "      <td>0.135035</td>\n",
       "      <td>-0.035833</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.001725</td>\n",
       "      <td>0.050313</td>\n",
       "      <td>0.038492</td>\n",
       "      <td>0.043897</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.006838</td>\n",
       "      <td>-0.061395</td>\n",
       "      <td>-0.025215</td>\n",
       "      <td>-0.515175</td>\n",
       "      <td>-0.183585</td>\n",
       "      <td>-0.017340</td>\n",
       "      <td>0.217899</td>\n",
       "      <td>-0.102300</td>\n",
       "      <td>-0.146624</td>\n",
       "      <td>0.056154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>week10</td>\n",
       "      <td>0.100398</td>\n",
       "      <td>0.271671</td>\n",
       "      <td>0.153410</td>\n",
       "      <td>-0.044182</td>\n",
       "      <td>0.019856</td>\n",
       "      <td>-0.105495</td>\n",
       "      <td>0.079929</td>\n",
       "      <td>-0.025638</td>\n",
       "      <td>0.039989</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.000201</td>\n",
       "      <td>-0.059640</td>\n",
       "      <td>-0.028291</td>\n",
       "      <td>-0.501040</td>\n",
       "      <td>-0.144779</td>\n",
       "      <td>0.263695</td>\n",
       "      <td>0.246344</td>\n",
       "      <td>-0.164203</td>\n",
       "      <td>-0.160505</td>\n",
       "      <td>0.053794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>week11</td>\n",
       "      <td>0.064047</td>\n",
       "      <td>0.253437</td>\n",
       "      <td>0.168467</td>\n",
       "      <td>-0.030179</td>\n",
       "      <td>-0.001295</td>\n",
       "      <td>-0.173648</td>\n",
       "      <td>0.094760</td>\n",
       "      <td>-0.051396</td>\n",
       "      <td>0.030333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005747</td>\n",
       "      <td>-0.078216</td>\n",
       "      <td>-0.060673</td>\n",
       "      <td>-0.505243</td>\n",
       "      <td>0.008680</td>\n",
       "      <td>0.379085</td>\n",
       "      <td>0.256882</td>\n",
       "      <td>-0.236227</td>\n",
       "      <td>-0.171732</td>\n",
       "      <td>0.048432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>week12</td>\n",
       "      <td>0.021045</td>\n",
       "      <td>0.251123</td>\n",
       "      <td>0.178652</td>\n",
       "      <td>0.029736</td>\n",
       "      <td>0.026372</td>\n",
       "      <td>-0.200776</td>\n",
       "      <td>0.105004</td>\n",
       "      <td>-0.044960</td>\n",
       "      <td>0.016207</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.007010</td>\n",
       "      <td>-0.101261</td>\n",
       "      <td>-0.074774</td>\n",
       "      <td>-0.609049</td>\n",
       "      <td>-0.004311</td>\n",
       "      <td>0.910209</td>\n",
       "      <td>0.277145</td>\n",
       "      <td>-0.261130</td>\n",
       "      <td>-0.147081</td>\n",
       "      <td>0.037376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>week13</td>\n",
       "      <td>0.011473</td>\n",
       "      <td>0.225903</td>\n",
       "      <td>0.197266</td>\n",
       "      <td>0.072433</td>\n",
       "      <td>0.019474</td>\n",
       "      <td>-0.339777</td>\n",
       "      <td>0.128508</td>\n",
       "      <td>-0.016753</td>\n",
       "      <td>-0.000044</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.021750</td>\n",
       "      <td>-0.136804</td>\n",
       "      <td>-0.073548</td>\n",
       "      <td>-0.642007</td>\n",
       "      <td>0.185325</td>\n",
       "      <td>1.063125</td>\n",
       "      <td>0.319592</td>\n",
       "      <td>-0.312083</td>\n",
       "      <td>-0.152736</td>\n",
       "      <td>0.009935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>week14</td>\n",
       "      <td>-0.004469</td>\n",
       "      <td>0.194798</td>\n",
       "      <td>0.218808</td>\n",
       "      <td>0.133110</td>\n",
       "      <td>0.014064</td>\n",
       "      <td>-0.428663</td>\n",
       "      <td>0.148614</td>\n",
       "      <td>0.000886</td>\n",
       "      <td>-0.027520</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.024014</td>\n",
       "      <td>-0.147723</td>\n",
       "      <td>-0.062125</td>\n",
       "      <td>-0.647048</td>\n",
       "      <td>0.029825</td>\n",
       "      <td>2.061981</td>\n",
       "      <td>0.358964</td>\n",
       "      <td>-0.334884</td>\n",
       "      <td>-0.174900</td>\n",
       "      <td>0.009594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>week15</td>\n",
       "      <td>-0.010531</td>\n",
       "      <td>0.169063</td>\n",
       "      <td>0.236343</td>\n",
       "      <td>0.182300</td>\n",
       "      <td>0.050276</td>\n",
       "      <td>-0.469485</td>\n",
       "      <td>0.160854</td>\n",
       "      <td>0.011517</td>\n",
       "      <td>-0.039582</td>\n",
       "      <td>...</td>\n",
       "      <td>0.023634</td>\n",
       "      <td>-0.155139</td>\n",
       "      <td>-0.056307</td>\n",
       "      <td>-0.677364</td>\n",
       "      <td>0.008087</td>\n",
       "      <td>2.199868</td>\n",
       "      <td>0.382171</td>\n",
       "      <td>-0.360783</td>\n",
       "      <td>-0.207931</td>\n",
       "      <td>0.001826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>week16</td>\n",
       "      <td>-0.023366</td>\n",
       "      <td>0.113616</td>\n",
       "      <td>0.266386</td>\n",
       "      <td>0.234942</td>\n",
       "      <td>0.047102</td>\n",
       "      <td>-0.500034</td>\n",
       "      <td>0.187226</td>\n",
       "      <td>0.026779</td>\n",
       "      <td>-0.055673</td>\n",
       "      <td>...</td>\n",
       "      <td>0.044265</td>\n",
       "      <td>-0.194720</td>\n",
       "      <td>-0.032454</td>\n",
       "      <td>-0.704882</td>\n",
       "      <td>0.096200</td>\n",
       "      <td>2.886166</td>\n",
       "      <td>0.420319</td>\n",
       "      <td>-0.344261</td>\n",
       "      <td>-0.214685</td>\n",
       "      <td>-0.013128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>week17</td>\n",
       "      <td>0.027782</td>\n",
       "      <td>0.074279</td>\n",
       "      <td>0.288317</td>\n",
       "      <td>0.283699</td>\n",
       "      <td>0.054312</td>\n",
       "      <td>-0.551656</td>\n",
       "      <td>0.198184</td>\n",
       "      <td>0.014426</td>\n",
       "      <td>-0.068941</td>\n",
       "      <td>...</td>\n",
       "      <td>0.121562</td>\n",
       "      <td>-0.226527</td>\n",
       "      <td>-0.020737</td>\n",
       "      <td>-0.785253</td>\n",
       "      <td>-0.021867</td>\n",
       "      <td>3.538040</td>\n",
       "      <td>0.460298</td>\n",
       "      <td>-0.310155</td>\n",
       "      <td>-0.218226</td>\n",
       "      <td>-0.023269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>week18</td>\n",
       "      <td>0.054606</td>\n",
       "      <td>0.083115</td>\n",
       "      <td>0.313640</td>\n",
       "      <td>0.333909</td>\n",
       "      <td>0.095665</td>\n",
       "      <td>-0.649047</td>\n",
       "      <td>0.205078</td>\n",
       "      <td>-0.001179</td>\n",
       "      <td>-0.073840</td>\n",
       "      <td>...</td>\n",
       "      <td>0.213013</td>\n",
       "      <td>-0.250948</td>\n",
       "      <td>-0.012938</td>\n",
       "      <td>-0.795824</td>\n",
       "      <td>0.035347</td>\n",
       "      <td>3.537249</td>\n",
       "      <td>0.490193</td>\n",
       "      <td>-0.228607</td>\n",
       "      <td>-0.227751</td>\n",
       "      <td>-0.013461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>week19</td>\n",
       "      <td>0.069438</td>\n",
       "      <td>0.034889</td>\n",
       "      <td>0.354210</td>\n",
       "      <td>0.410848</td>\n",
       "      <td>0.089091</td>\n",
       "      <td>-0.641618</td>\n",
       "      <td>0.210112</td>\n",
       "      <td>-0.015812</td>\n",
       "      <td>-0.080795</td>\n",
       "      <td>...</td>\n",
       "      <td>0.288007</td>\n",
       "      <td>-0.253937</td>\n",
       "      <td>-0.017135</td>\n",
       "      <td>-0.801502</td>\n",
       "      <td>-0.101813</td>\n",
       "      <td>4.143838</td>\n",
       "      <td>0.498946</td>\n",
       "      <td>-0.185629</td>\n",
       "      <td>-0.223842</td>\n",
       "      <td>-0.007337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>week20</td>\n",
       "      <td>-0.006486</td>\n",
       "      <td>0.057054</td>\n",
       "      <td>0.372039</td>\n",
       "      <td>0.446544</td>\n",
       "      <td>0.104741</td>\n",
       "      <td>-0.717992</td>\n",
       "      <td>0.192461</td>\n",
       "      <td>-0.042930</td>\n",
       "      <td>-0.084806</td>\n",
       "      <td>...</td>\n",
       "      <td>0.346886</td>\n",
       "      <td>-0.293001</td>\n",
       "      <td>-0.019707</td>\n",
       "      <td>-0.822979</td>\n",
       "      <td>-0.147005</td>\n",
       "      <td>3.885493</td>\n",
       "      <td>0.544448</td>\n",
       "      <td>-0.161672</td>\n",
       "      <td>-0.147966</td>\n",
       "      <td>-0.013614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>week21</td>\n",
       "      <td>-0.069649</td>\n",
       "      <td>0.081340</td>\n",
       "      <td>0.397451</td>\n",
       "      <td>0.508265</td>\n",
       "      <td>0.104422</td>\n",
       "      <td>-0.694383</td>\n",
       "      <td>0.172454</td>\n",
       "      <td>-0.072821</td>\n",
       "      <td>-0.080490</td>\n",
       "      <td>...</td>\n",
       "      <td>0.399942</td>\n",
       "      <td>-0.324997</td>\n",
       "      <td>-0.027085</td>\n",
       "      <td>-0.829963</td>\n",
       "      <td>-0.155070</td>\n",
       "      <td>4.639901</td>\n",
       "      <td>0.579446</td>\n",
       "      <td>-0.144315</td>\n",
       "      <td>-0.103319</td>\n",
       "      <td>-0.026883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>week22</td>\n",
       "      <td>-0.155552</td>\n",
       "      <td>0.115192</td>\n",
       "      <td>0.433973</td>\n",
       "      <td>0.472280</td>\n",
       "      <td>0.122515</td>\n",
       "      <td>-0.715490</td>\n",
       "      <td>0.132980</td>\n",
       "      <td>-0.081235</td>\n",
       "      <td>-0.080965</td>\n",
       "      <td>...</td>\n",
       "      <td>0.436133</td>\n",
       "      <td>-0.336610</td>\n",
       "      <td>-0.036284</td>\n",
       "      <td>-0.840849</td>\n",
       "      <td>-0.281933</td>\n",
       "      <td>4.267768</td>\n",
       "      <td>0.610784</td>\n",
       "      <td>-0.125801</td>\n",
       "      <td>-0.146504</td>\n",
       "      <td>-0.022329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>week23</td>\n",
       "      <td>-0.133697</td>\n",
       "      <td>0.144122</td>\n",
       "      <td>0.492004</td>\n",
       "      <td>0.462419</td>\n",
       "      <td>0.127965</td>\n",
       "      <td>-0.674955</td>\n",
       "      <td>0.120099</td>\n",
       "      <td>-0.059813</td>\n",
       "      <td>-0.082017</td>\n",
       "      <td>...</td>\n",
       "      <td>0.444133</td>\n",
       "      <td>-0.330621</td>\n",
       "      <td>-0.028761</td>\n",
       "      <td>-0.844368</td>\n",
       "      <td>-0.215182</td>\n",
       "      <td>4.270290</td>\n",
       "      <td>0.632139</td>\n",
       "      <td>-0.094819</td>\n",
       "      <td>-0.115897</td>\n",
       "      <td>-0.020938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>week24</td>\n",
       "      <td>-0.092366</td>\n",
       "      <td>0.188334</td>\n",
       "      <td>0.557339</td>\n",
       "      <td>0.437316</td>\n",
       "      <td>0.136982</td>\n",
       "      <td>-0.617917</td>\n",
       "      <td>0.097894</td>\n",
       "      <td>-0.073999</td>\n",
       "      <td>-0.084284</td>\n",
       "      <td>...</td>\n",
       "      <td>0.452602</td>\n",
       "      <td>-0.321092</td>\n",
       "      <td>-0.029615</td>\n",
       "      <td>-0.852852</td>\n",
       "      <td>-0.236276</td>\n",
       "      <td>4.262507</td>\n",
       "      <td>0.640067</td>\n",
       "      <td>-0.010295</td>\n",
       "      <td>-0.097112</td>\n",
       "      <td>-0.004471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>week25</td>\n",
       "      <td>-0.000177</td>\n",
       "      <td>0.207744</td>\n",
       "      <td>0.569177</td>\n",
       "      <td>0.404272</td>\n",
       "      <td>0.166273</td>\n",
       "      <td>-0.585893</td>\n",
       "      <td>0.048030</td>\n",
       "      <td>-0.072366</td>\n",
       "      <td>-0.092213</td>\n",
       "      <td>...</td>\n",
       "      <td>0.477697</td>\n",
       "      <td>-0.340270</td>\n",
       "      <td>-0.057030</td>\n",
       "      <td>-0.868167</td>\n",
       "      <td>-0.237225</td>\n",
       "      <td>4.263168</td>\n",
       "      <td>0.633095</td>\n",
       "      <td>0.034988</td>\n",
       "      <td>-0.123590</td>\n",
       "      <td>-0.000342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>week26</td>\n",
       "      <td>0.048072</td>\n",
       "      <td>0.240025</td>\n",
       "      <td>0.607400</td>\n",
       "      <td>0.380603</td>\n",
       "      <td>0.152775</td>\n",
       "      <td>-0.543245</td>\n",
       "      <td>-0.012118</td>\n",
       "      <td>-0.086008</td>\n",
       "      <td>-0.102279</td>\n",
       "      <td>...</td>\n",
       "      <td>0.516378</td>\n",
       "      <td>-0.367165</td>\n",
       "      <td>-0.071282</td>\n",
       "      <td>-0.870861</td>\n",
       "      <td>-0.157202</td>\n",
       "      <td>4.267976</td>\n",
       "      <td>0.626125</td>\n",
       "      <td>0.090373</td>\n",
       "      <td>-0.116463</td>\n",
       "      <td>-0.012208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>week27</td>\n",
       "      <td>0.032837</td>\n",
       "      <td>0.236799</td>\n",
       "      <td>0.637946</td>\n",
       "      <td>0.361975</td>\n",
       "      <td>0.170882</td>\n",
       "      <td>-0.584616</td>\n",
       "      <td>-0.040256</td>\n",
       "      <td>-0.068504</td>\n",
       "      <td>-0.114373</td>\n",
       "      <td>...</td>\n",
       "      <td>0.557823</td>\n",
       "      <td>-0.347249</td>\n",
       "      <td>-0.075936</td>\n",
       "      <td>-0.866041</td>\n",
       "      <td>-0.199270</td>\n",
       "      <td>4.261569</td>\n",
       "      <td>0.625723</td>\n",
       "      <td>0.139205</td>\n",
       "      <td>-0.109961</td>\n",
       "      <td>0.007930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>week28</td>\n",
       "      <td>0.047078</td>\n",
       "      <td>0.231542</td>\n",
       "      <td>0.665345</td>\n",
       "      <td>0.339748</td>\n",
       "      <td>0.183980</td>\n",
       "      <td>-0.529499</td>\n",
       "      <td>-0.064957</td>\n",
       "      <td>-0.051646</td>\n",
       "      <td>-0.118251</td>\n",
       "      <td>...</td>\n",
       "      <td>0.557153</td>\n",
       "      <td>-0.330519</td>\n",
       "      <td>-0.081516</td>\n",
       "      <td>-0.881232</td>\n",
       "      <td>-0.167962</td>\n",
       "      <td>4.259802</td>\n",
       "      <td>0.619625</td>\n",
       "      <td>0.135266</td>\n",
       "      <td>-0.123024</td>\n",
       "      <td>0.006829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>week29</td>\n",
       "      <td>0.070327</td>\n",
       "      <td>0.226462</td>\n",
       "      <td>0.698600</td>\n",
       "      <td>0.325763</td>\n",
       "      <td>0.195960</td>\n",
       "      <td>-0.500520</td>\n",
       "      <td>-0.102312</td>\n",
       "      <td>-0.051430</td>\n",
       "      <td>-0.127586</td>\n",
       "      <td>...</td>\n",
       "      <td>0.584102</td>\n",
       "      <td>-0.339792</td>\n",
       "      <td>-0.087743</td>\n",
       "      <td>-0.888559</td>\n",
       "      <td>-0.166818</td>\n",
       "      <td>4.261518</td>\n",
       "      <td>0.597084</td>\n",
       "      <td>0.114602</td>\n",
       "      <td>-0.178187</td>\n",
       "      <td>-0.003534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>week30</td>\n",
       "      <td>0.121530</td>\n",
       "      <td>0.208069</td>\n",
       "      <td>0.714899</td>\n",
       "      <td>0.282645</td>\n",
       "      <td>0.208576</td>\n",
       "      <td>-0.426194</td>\n",
       "      <td>-0.141109</td>\n",
       "      <td>-0.075745</td>\n",
       "      <td>-0.133684</td>\n",
       "      <td>...</td>\n",
       "      <td>0.591863</td>\n",
       "      <td>-0.341652</td>\n",
       "      <td>-0.085064</td>\n",
       "      <td>-0.884476</td>\n",
       "      <td>-0.186997</td>\n",
       "      <td>4.250278</td>\n",
       "      <td>0.601864</td>\n",
       "      <td>0.066282</td>\n",
       "      <td>-0.227049</td>\n",
       "      <td>-0.008303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>week31</td>\n",
       "      <td>0.154000</td>\n",
       "      <td>0.179134</td>\n",
       "      <td>0.748432</td>\n",
       "      <td>0.244574</td>\n",
       "      <td>0.230734</td>\n",
       "      <td>-0.413875</td>\n",
       "      <td>-0.164882</td>\n",
       "      <td>-0.135424</td>\n",
       "      <td>-0.133458</td>\n",
       "      <td>...</td>\n",
       "      <td>0.585626</td>\n",
       "      <td>-0.321329</td>\n",
       "      <td>-0.102084</td>\n",
       "      <td>-0.885951</td>\n",
       "      <td>-0.107286</td>\n",
       "      <td>4.262690</td>\n",
       "      <td>0.617057</td>\n",
       "      <td>0.014129</td>\n",
       "      <td>-0.269785</td>\n",
       "      <td>-0.021099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>week32</td>\n",
       "      <td>0.150689</td>\n",
       "      <td>0.168147</td>\n",
       "      <td>0.813678</td>\n",
       "      <td>0.224422</td>\n",
       "      <td>0.250425</td>\n",
       "      <td>-0.355278</td>\n",
       "      <td>-0.174498</td>\n",
       "      <td>-0.157336</td>\n",
       "      <td>-0.133565</td>\n",
       "      <td>...</td>\n",
       "      <td>0.585900</td>\n",
       "      <td>-0.349782</td>\n",
       "      <td>-0.101228</td>\n",
       "      <td>-0.887171</td>\n",
       "      <td>-0.139315</td>\n",
       "      <td>4.254224</td>\n",
       "      <td>0.635182</td>\n",
       "      <td>-0.019175</td>\n",
       "      <td>-0.343552</td>\n",
       "      <td>-0.031559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>week33</td>\n",
       "      <td>0.135149</td>\n",
       "      <td>0.163726</td>\n",
       "      <td>0.862986</td>\n",
       "      <td>0.227263</td>\n",
       "      <td>0.264909</td>\n",
       "      <td>-0.357529</td>\n",
       "      <td>-0.197174</td>\n",
       "      <td>-0.137547</td>\n",
       "      <td>-0.132982</td>\n",
       "      <td>...</td>\n",
       "      <td>0.615107</td>\n",
       "      <td>-0.368863</td>\n",
       "      <td>-0.093953</td>\n",
       "      <td>-0.894537</td>\n",
       "      <td>-0.198973</td>\n",
       "      <td>4.265582</td>\n",
       "      <td>0.633189</td>\n",
       "      <td>-0.062775</td>\n",
       "      <td>-0.359625</td>\n",
       "      <td>-0.033719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>week34</td>\n",
       "      <td>0.135487</td>\n",
       "      <td>0.163020</td>\n",
       "      <td>0.882312</td>\n",
       "      <td>0.239550</td>\n",
       "      <td>0.270991</td>\n",
       "      <td>-0.353276</td>\n",
       "      <td>-0.204794</td>\n",
       "      <td>-0.105546</td>\n",
       "      <td>-0.128136</td>\n",
       "      <td>...</td>\n",
       "      <td>0.637010</td>\n",
       "      <td>-0.365582</td>\n",
       "      <td>-0.094866</td>\n",
       "      <td>-0.901722</td>\n",
       "      <td>-0.194442</td>\n",
       "      <td>4.270862</td>\n",
       "      <td>0.658299</td>\n",
       "      <td>-0.074647</td>\n",
       "      <td>-0.422316</td>\n",
       "      <td>-0.031466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>week35</td>\n",
       "      <td>0.181274</td>\n",
       "      <td>0.166232</td>\n",
       "      <td>0.885700</td>\n",
       "      <td>0.255690</td>\n",
       "      <td>0.294637</td>\n",
       "      <td>-0.381034</td>\n",
       "      <td>-0.204914</td>\n",
       "      <td>-0.086319</td>\n",
       "      <td>-0.126081</td>\n",
       "      <td>...</td>\n",
       "      <td>0.662538</td>\n",
       "      <td>-0.370851</td>\n",
       "      <td>-0.093752</td>\n",
       "      <td>-0.900914</td>\n",
       "      <td>-0.248434</td>\n",
       "      <td>4.276209</td>\n",
       "      <td>0.682145</td>\n",
       "      <td>-0.064296</td>\n",
       "      <td>-0.406417</td>\n",
       "      <td>-0.029357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>week36</td>\n",
       "      <td>0.220271</td>\n",
       "      <td>0.193226</td>\n",
       "      <td>0.917947</td>\n",
       "      <td>0.283967</td>\n",
       "      <td>0.318976</td>\n",
       "      <td>-0.348990</td>\n",
       "      <td>-0.215962</td>\n",
       "      <td>-0.097547</td>\n",
       "      <td>-0.121580</td>\n",
       "      <td>...</td>\n",
       "      <td>0.713089</td>\n",
       "      <td>-0.378437</td>\n",
       "      <td>-0.080665</td>\n",
       "      <td>-0.912419</td>\n",
       "      <td>-0.222795</td>\n",
       "      <td>4.299843</td>\n",
       "      <td>0.676761</td>\n",
       "      <td>-0.066716</td>\n",
       "      <td>-0.306769</td>\n",
       "      <td>-0.034979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>week37</td>\n",
       "      <td>0.205760</td>\n",
       "      <td>0.204862</td>\n",
       "      <td>0.933033</td>\n",
       "      <td>0.376785</td>\n",
       "      <td>0.334442</td>\n",
       "      <td>-0.258079</td>\n",
       "      <td>-0.215708</td>\n",
       "      <td>-0.107003</td>\n",
       "      <td>-0.105742</td>\n",
       "      <td>...</td>\n",
       "      <td>0.724526</td>\n",
       "      <td>-0.392339</td>\n",
       "      <td>-0.085709</td>\n",
       "      <td>-0.905637</td>\n",
       "      <td>-0.248009</td>\n",
       "      <td>4.297999</td>\n",
       "      <td>0.652438</td>\n",
       "      <td>-0.052601</td>\n",
       "      <td>-0.322796</td>\n",
       "      <td>-0.023844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>week38</td>\n",
       "      <td>0.195209</td>\n",
       "      <td>0.198520</td>\n",
       "      <td>0.925853</td>\n",
       "      <td>0.428287</td>\n",
       "      <td>0.378578</td>\n",
       "      <td>-0.185491</td>\n",
       "      <td>-0.197895</td>\n",
       "      <td>-0.128160</td>\n",
       "      <td>-0.100411</td>\n",
       "      <td>...</td>\n",
       "      <td>0.773577</td>\n",
       "      <td>-0.391275</td>\n",
       "      <td>-0.070396</td>\n",
       "      <td>-0.903874</td>\n",
       "      <td>-0.291924</td>\n",
       "      <td>4.314156</td>\n",
       "      <td>0.649025</td>\n",
       "      <td>-0.058218</td>\n",
       "      <td>-0.329623</td>\n",
       "      <td>0.000229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>week39</td>\n",
       "      <td>0.193708</td>\n",
       "      <td>0.202243</td>\n",
       "      <td>0.930841</td>\n",
       "      <td>0.505917</td>\n",
       "      <td>0.387392</td>\n",
       "      <td>-0.197937</td>\n",
       "      <td>-0.213927</td>\n",
       "      <td>-0.115942</td>\n",
       "      <td>-0.090101</td>\n",
       "      <td>...</td>\n",
       "      <td>0.841306</td>\n",
       "      <td>-0.402139</td>\n",
       "      <td>-0.033459</td>\n",
       "      <td>-0.892055</td>\n",
       "      <td>-0.303560</td>\n",
       "      <td>4.305278</td>\n",
       "      <td>0.641920</td>\n",
       "      <td>-0.069994</td>\n",
       "      <td>-0.309691</td>\n",
       "      <td>0.010350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>week40</td>\n",
       "      <td>0.188031</td>\n",
       "      <td>0.173184</td>\n",
       "      <td>0.957355</td>\n",
       "      <td>0.531229</td>\n",
       "      <td>0.404356</td>\n",
       "      <td>-0.217558</td>\n",
       "      <td>-0.253213</td>\n",
       "      <td>-0.149917</td>\n",
       "      <td>-0.085298</td>\n",
       "      <td>...</td>\n",
       "      <td>0.870577</td>\n",
       "      <td>-0.459961</td>\n",
       "      <td>0.042429</td>\n",
       "      <td>-0.882303</td>\n",
       "      <td>-0.371884</td>\n",
       "      <td>4.315853</td>\n",
       "      <td>0.638455</td>\n",
       "      <td>-0.111957</td>\n",
       "      <td>-0.300859</td>\n",
       "      <td>0.026296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>week41</td>\n",
       "      <td>0.192823</td>\n",
       "      <td>0.151900</td>\n",
       "      <td>0.965520</td>\n",
       "      <td>0.525903</td>\n",
       "      <td>0.428397</td>\n",
       "      <td>-0.223676</td>\n",
       "      <td>-0.265942</td>\n",
       "      <td>-0.197616</td>\n",
       "      <td>-0.084771</td>\n",
       "      <td>...</td>\n",
       "      <td>0.916242</td>\n",
       "      <td>-0.481279</td>\n",
       "      <td>0.099101</td>\n",
       "      <td>-0.894984</td>\n",
       "      <td>-0.396736</td>\n",
       "      <td>4.318362</td>\n",
       "      <td>0.571258</td>\n",
       "      <td>-0.132870</td>\n",
       "      <td>-0.405183</td>\n",
       "      <td>0.027583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>week42</td>\n",
       "      <td>0.168431</td>\n",
       "      <td>0.123756</td>\n",
       "      <td>0.972288</td>\n",
       "      <td>0.502564</td>\n",
       "      <td>0.441323</td>\n",
       "      <td>-0.151490</td>\n",
       "      <td>-0.259658</td>\n",
       "      <td>-0.247016</td>\n",
       "      <td>-0.085730</td>\n",
       "      <td>...</td>\n",
       "      <td>0.963827</td>\n",
       "      <td>-0.504621</td>\n",
       "      <td>0.119805</td>\n",
       "      <td>-0.891699</td>\n",
       "      <td>-0.438853</td>\n",
       "      <td>4.323504</td>\n",
       "      <td>0.545656</td>\n",
       "      <td>-0.149184</td>\n",
       "      <td>-0.396335</td>\n",
       "      <td>0.009547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>week43</td>\n",
       "      <td>0.091503</td>\n",
       "      <td>0.084119</td>\n",
       "      <td>0.994189</td>\n",
       "      <td>0.472585</td>\n",
       "      <td>0.474073</td>\n",
       "      <td>-0.187670</td>\n",
       "      <td>-0.259988</td>\n",
       "      <td>-0.242304</td>\n",
       "      <td>-0.078445</td>\n",
       "      <td>...</td>\n",
       "      <td>0.986576</td>\n",
       "      <td>-0.525126</td>\n",
       "      <td>0.134978</td>\n",
       "      <td>-0.900604</td>\n",
       "      <td>-0.472580</td>\n",
       "      <td>4.330722</td>\n",
       "      <td>0.520387</td>\n",
       "      <td>-0.102033</td>\n",
       "      <td>-0.458931</td>\n",
       "      <td>0.024698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>week44</td>\n",
       "      <td>0.019490</td>\n",
       "      <td>0.028695</td>\n",
       "      <td>1.006583</td>\n",
       "      <td>0.466147</td>\n",
       "      <td>0.490022</td>\n",
       "      <td>-0.175156</td>\n",
       "      <td>-0.248195</td>\n",
       "      <td>-0.166124</td>\n",
       "      <td>-0.075828</td>\n",
       "      <td>...</td>\n",
       "      <td>0.996662</td>\n",
       "      <td>-0.530268</td>\n",
       "      <td>0.124627</td>\n",
       "      <td>-0.901320</td>\n",
       "      <td>-0.500647</td>\n",
       "      <td>4.332853</td>\n",
       "      <td>0.516727</td>\n",
       "      <td>-0.062116</td>\n",
       "      <td>-0.531269</td>\n",
       "      <td>0.042269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>week45</td>\n",
       "      <td>-0.034997</td>\n",
       "      <td>0.008258</td>\n",
       "      <td>1.007252</td>\n",
       "      <td>0.460023</td>\n",
       "      <td>0.520889</td>\n",
       "      <td>-0.151400</td>\n",
       "      <td>-0.246263</td>\n",
       "      <td>-0.141909</td>\n",
       "      <td>-0.067316</td>\n",
       "      <td>...</td>\n",
       "      <td>0.967680</td>\n",
       "      <td>-0.551271</td>\n",
       "      <td>0.125597</td>\n",
       "      <td>-0.903474</td>\n",
       "      <td>-0.532900</td>\n",
       "      <td>4.326660</td>\n",
       "      <td>0.499960</td>\n",
       "      <td>0.001149</td>\n",
       "      <td>-0.529854</td>\n",
       "      <td>0.049765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>week46</td>\n",
       "      <td>-0.070741</td>\n",
       "      <td>-0.008317</td>\n",
       "      <td>0.972215</td>\n",
       "      <td>0.441079</td>\n",
       "      <td>0.554263</td>\n",
       "      <td>-0.136039</td>\n",
       "      <td>-0.242584</td>\n",
       "      <td>-0.149432</td>\n",
       "      <td>-0.065804</td>\n",
       "      <td>...</td>\n",
       "      <td>0.915499</td>\n",
       "      <td>-0.608257</td>\n",
       "      <td>0.140793</td>\n",
       "      <td>-0.906471</td>\n",
       "      <td>-0.539357</td>\n",
       "      <td>4.330549</td>\n",
       "      <td>0.474058</td>\n",
       "      <td>0.098631</td>\n",
       "      <td>-0.514713</td>\n",
       "      <td>0.047247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>week47</td>\n",
       "      <td>-0.085026</td>\n",
       "      <td>-0.009811</td>\n",
       "      <td>0.936714</td>\n",
       "      <td>0.475384</td>\n",
       "      <td>0.565292</td>\n",
       "      <td>-0.133374</td>\n",
       "      <td>-0.252295</td>\n",
       "      <td>-0.172770</td>\n",
       "      <td>-0.061034</td>\n",
       "      <td>...</td>\n",
       "      <td>0.893404</td>\n",
       "      <td>-0.627035</td>\n",
       "      <td>0.148055</td>\n",
       "      <td>-0.895692</td>\n",
       "      <td>-0.583553</td>\n",
       "      <td>4.319307</td>\n",
       "      <td>0.476712</td>\n",
       "      <td>0.169911</td>\n",
       "      <td>-0.508857</td>\n",
       "      <td>0.058206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>week48</td>\n",
       "      <td>-0.096054</td>\n",
       "      <td>-0.002517</td>\n",
       "      <td>0.940078</td>\n",
       "      <td>0.506108</td>\n",
       "      <td>0.618899</td>\n",
       "      <td>-0.150749</td>\n",
       "      <td>-0.258047</td>\n",
       "      <td>-0.186255</td>\n",
       "      <td>-0.056532</td>\n",
       "      <td>...</td>\n",
       "      <td>0.907390</td>\n",
       "      <td>-0.619080</td>\n",
       "      <td>0.155965</td>\n",
       "      <td>-0.905815</td>\n",
       "      <td>-0.606497</td>\n",
       "      <td>4.333870</td>\n",
       "      <td>0.510727</td>\n",
       "      <td>0.275447</td>\n",
       "      <td>-0.533033</td>\n",
       "      <td>0.082282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>week49</td>\n",
       "      <td>-0.071313</td>\n",
       "      <td>0.003901</td>\n",
       "      <td>0.929617</td>\n",
       "      <td>0.525055</td>\n",
       "      <td>0.643804</td>\n",
       "      <td>-0.189925</td>\n",
       "      <td>-0.228261</td>\n",
       "      <td>-0.173142</td>\n",
       "      <td>-0.043277</td>\n",
       "      <td>...</td>\n",
       "      <td>0.939257</td>\n",
       "      <td>-0.628510</td>\n",
       "      <td>0.172343</td>\n",
       "      <td>-0.906257</td>\n",
       "      <td>-0.621071</td>\n",
       "      <td>4.343770</td>\n",
       "      <td>0.519689</td>\n",
       "      <td>0.342995</td>\n",
       "      <td>-0.272583</td>\n",
       "      <td>0.120573</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>49 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Ticker   index      ALXN       AMD      BABA        BB       CAT       CGI  \\\n",
       "0        week1  0.030247  0.025051  0.034106 -0.020533 -0.007982  0.079387   \n",
       "1        week2  0.089015  0.034677  0.050866 -0.020480  0.007286  0.039188   \n",
       "2        week3  0.191280  0.057905  0.080025 -0.015859  0.009760  0.018444   \n",
       "3        week4  0.127817  0.108394  0.098440 -0.020000 -0.000108  0.004159   \n",
       "4        week5  0.103828  0.130793  0.111319 -0.009751  0.017160  0.051378   \n",
       "5        week6  0.080447  0.189758  0.116979 -0.016573  0.006816 -0.032566   \n",
       "6        week7  0.087159  0.233243  0.118809 -0.020578  0.002329 -0.027191   \n",
       "7        week8  0.086921  0.254463  0.127379 -0.028342  0.017633 -0.052899   \n",
       "8        week9  0.103497  0.268277  0.135035 -0.035833  0.005000  0.001725   \n",
       "9       week10  0.100398  0.271671  0.153410 -0.044182  0.019856 -0.105495   \n",
       "10      week11  0.064047  0.253437  0.168467 -0.030179 -0.001295 -0.173648   \n",
       "11      week12  0.021045  0.251123  0.178652  0.029736  0.026372 -0.200776   \n",
       "12      week13  0.011473  0.225903  0.197266  0.072433  0.019474 -0.339777   \n",
       "13      week14 -0.004469  0.194798  0.218808  0.133110  0.014064 -0.428663   \n",
       "14      week15 -0.010531  0.169063  0.236343  0.182300  0.050276 -0.469485   \n",
       "15      week16 -0.023366  0.113616  0.266386  0.234942  0.047102 -0.500034   \n",
       "16      week17  0.027782  0.074279  0.288317  0.283699  0.054312 -0.551656   \n",
       "17      week18  0.054606  0.083115  0.313640  0.333909  0.095665 -0.649047   \n",
       "18      week19  0.069438  0.034889  0.354210  0.410848  0.089091 -0.641618   \n",
       "19      week20 -0.006486  0.057054  0.372039  0.446544  0.104741 -0.717992   \n",
       "20      week21 -0.069649  0.081340  0.397451  0.508265  0.104422 -0.694383   \n",
       "21      week22 -0.155552  0.115192  0.433973  0.472280  0.122515 -0.715490   \n",
       "22      week23 -0.133697  0.144122  0.492004  0.462419  0.127965 -0.674955   \n",
       "23      week24 -0.092366  0.188334  0.557339  0.437316  0.136982 -0.617917   \n",
       "24      week25 -0.000177  0.207744  0.569177  0.404272  0.166273 -0.585893   \n",
       "25      week26  0.048072  0.240025  0.607400  0.380603  0.152775 -0.543245   \n",
       "26      week27  0.032837  0.236799  0.637946  0.361975  0.170882 -0.584616   \n",
       "27      week28  0.047078  0.231542  0.665345  0.339748  0.183980 -0.529499   \n",
       "28      week29  0.070327  0.226462  0.698600  0.325763  0.195960 -0.500520   \n",
       "29      week30  0.121530  0.208069  0.714899  0.282645  0.208576 -0.426194   \n",
       "30      week31  0.154000  0.179134  0.748432  0.244574  0.230734 -0.413875   \n",
       "31      week32  0.150689  0.168147  0.813678  0.224422  0.250425 -0.355278   \n",
       "32      week33  0.135149  0.163726  0.862986  0.227263  0.264909 -0.357529   \n",
       "33      week34  0.135487  0.163020  0.882312  0.239550  0.270991 -0.353276   \n",
       "34      week35  0.181274  0.166232  0.885700  0.255690  0.294637 -0.381034   \n",
       "35      week36  0.220271  0.193226  0.917947  0.283967  0.318976 -0.348990   \n",
       "36      week37  0.205760  0.204862  0.933033  0.376785  0.334442 -0.258079   \n",
       "37      week38  0.195209  0.198520  0.925853  0.428287  0.378578 -0.185491   \n",
       "38      week39  0.193708  0.202243  0.930841  0.505917  0.387392 -0.197937   \n",
       "39      week40  0.188031  0.173184  0.957355  0.531229  0.404356 -0.217558   \n",
       "40      week41  0.192823  0.151900  0.965520  0.525903  0.428397 -0.223676   \n",
       "41      week42  0.168431  0.123756  0.972288  0.502564  0.441323 -0.151490   \n",
       "42      week43  0.091503  0.084119  0.994189  0.472585  0.474073 -0.187670   \n",
       "43      week44  0.019490  0.028695  1.006583  0.466147  0.490022 -0.175156   \n",
       "44      week45 -0.034997  0.008258  1.007252  0.460023  0.520889 -0.151400   \n",
       "45      week46 -0.070741 -0.008317  0.972215  0.441079  0.554263 -0.136039   \n",
       "46      week47 -0.085026 -0.009811  0.936714  0.475384  0.565292 -0.133374   \n",
       "47      week48 -0.096054 -0.002517  0.940078  0.506108  0.618899 -0.150749   \n",
       "48      week49 -0.071313  0.003901  0.929617  0.525055  0.643804 -0.189925   \n",
       "\n",
       "Ticker       CMG       GME       IBM    ...         NVDA         P      QCOM  \\\n",
       "0       0.013790  0.016989 -0.002301    ...     0.010574  0.001458 -0.036976   \n",
       "1       0.026485  0.025230  0.015416    ...     0.031726 -0.003485 -0.046460   \n",
       "2       0.014061  0.038235  0.021615    ...     0.049190 -0.007701 -0.035575   \n",
       "3       0.038591  0.068341  0.041512    ...     0.057731 -0.025859 -0.027198   \n",
       "4       0.055662  0.092446  0.049657    ...     0.048227 -0.021947 -0.024153   \n",
       "5       0.052944  0.038451  0.048040    ...     0.015569 -0.016795 -0.027282   \n",
       "6       0.040473  0.048602  0.054951    ...     0.004098 -0.048091 -0.022916   \n",
       "7       0.029683  0.053068  0.052158    ...    -0.005529 -0.068069 -0.030668   \n",
       "8       0.050313  0.038492  0.043897    ...    -0.006838 -0.061395 -0.025215   \n",
       "9       0.079929 -0.025638  0.039989    ...    -0.000201 -0.059640 -0.028291   \n",
       "10      0.094760 -0.051396  0.030333    ...     0.005747 -0.078216 -0.060673   \n",
       "11      0.105004 -0.044960  0.016207    ...    -0.007010 -0.101261 -0.074774   \n",
       "12      0.128508 -0.016753 -0.000044    ...    -0.021750 -0.136804 -0.073548   \n",
       "13      0.148614  0.000886 -0.027520    ...    -0.024014 -0.147723 -0.062125   \n",
       "14      0.160854  0.011517 -0.039582    ...     0.023634 -0.155139 -0.056307   \n",
       "15      0.187226  0.026779 -0.055673    ...     0.044265 -0.194720 -0.032454   \n",
       "16      0.198184  0.014426 -0.068941    ...     0.121562 -0.226527 -0.020737   \n",
       "17      0.205078 -0.001179 -0.073840    ...     0.213013 -0.250948 -0.012938   \n",
       "18      0.210112 -0.015812 -0.080795    ...     0.288007 -0.253937 -0.017135   \n",
       "19      0.192461 -0.042930 -0.084806    ...     0.346886 -0.293001 -0.019707   \n",
       "20      0.172454 -0.072821 -0.080490    ...     0.399942 -0.324997 -0.027085   \n",
       "21      0.132980 -0.081235 -0.080965    ...     0.436133 -0.336610 -0.036284   \n",
       "22      0.120099 -0.059813 -0.082017    ...     0.444133 -0.330621 -0.028761   \n",
       "23      0.097894 -0.073999 -0.084284    ...     0.452602 -0.321092 -0.029615   \n",
       "24      0.048030 -0.072366 -0.092213    ...     0.477697 -0.340270 -0.057030   \n",
       "25     -0.012118 -0.086008 -0.102279    ...     0.516378 -0.367165 -0.071282   \n",
       "26     -0.040256 -0.068504 -0.114373    ...     0.557823 -0.347249 -0.075936   \n",
       "27     -0.064957 -0.051646 -0.118251    ...     0.557153 -0.330519 -0.081516   \n",
       "28     -0.102312 -0.051430 -0.127586    ...     0.584102 -0.339792 -0.087743   \n",
       "29     -0.141109 -0.075745 -0.133684    ...     0.591863 -0.341652 -0.085064   \n",
       "30     -0.164882 -0.135424 -0.133458    ...     0.585626 -0.321329 -0.102084   \n",
       "31     -0.174498 -0.157336 -0.133565    ...     0.585900 -0.349782 -0.101228   \n",
       "32     -0.197174 -0.137547 -0.132982    ...     0.615107 -0.368863 -0.093953   \n",
       "33     -0.204794 -0.105546 -0.128136    ...     0.637010 -0.365582 -0.094866   \n",
       "34     -0.204914 -0.086319 -0.126081    ...     0.662538 -0.370851 -0.093752   \n",
       "35     -0.215962 -0.097547 -0.121580    ...     0.713089 -0.378437 -0.080665   \n",
       "36     -0.215708 -0.107003 -0.105742    ...     0.724526 -0.392339 -0.085709   \n",
       "37     -0.197895 -0.128160 -0.100411    ...     0.773577 -0.391275 -0.070396   \n",
       "38     -0.213927 -0.115942 -0.090101    ...     0.841306 -0.402139 -0.033459   \n",
       "39     -0.253213 -0.149917 -0.085298    ...     0.870577 -0.459961  0.042429   \n",
       "40     -0.265942 -0.197616 -0.084771    ...     0.916242 -0.481279  0.099101   \n",
       "41     -0.259658 -0.247016 -0.085730    ...     0.963827 -0.504621  0.119805   \n",
       "42     -0.259988 -0.242304 -0.078445    ...     0.986576 -0.525126  0.134978   \n",
       "43     -0.248195 -0.166124 -0.075828    ...     0.996662 -0.530268  0.124627   \n",
       "44     -0.246263 -0.141909 -0.067316    ...     0.967680 -0.551271  0.125597   \n",
       "45     -0.242584 -0.149432 -0.065804    ...     0.915499 -0.608257  0.140793   \n",
       "46     -0.252295 -0.172770 -0.061034    ...     0.893404 -0.627035  0.148055   \n",
       "47     -0.258047 -0.186255 -0.056532    ...     0.907390 -0.619080  0.155965   \n",
       "48     -0.228261 -0.173142 -0.043277    ...     0.939257 -0.628510  0.172343   \n",
       "\n",
       "Ticker      SDRL      SHLD      STRP      TSLA       VRX      WATT       WFC  \n",
       "0       0.047838  0.013383 -0.046830  0.038137  0.009200  0.014311  0.005396  \n",
       "1       0.065717 -0.151468  0.038066  0.084137 -0.012561 -0.089512  0.010142  \n",
       "2      -0.035277 -0.262336  0.051248  0.127904 -0.020953 -0.005417  0.011258  \n",
       "3      -0.121271 -0.163993  0.030128  0.146627 -0.027104 -0.013752  0.014847  \n",
       "4      -0.202286 -0.198138  0.046806  0.180990 -0.006939 -0.173519  0.031703  \n",
       "5      -0.251067 -0.147690  0.021619  0.205821  0.011707 -0.139855  0.039723  \n",
       "6      -0.285392 -0.258272 -0.013592  0.205674  0.014499 -0.136934  0.051235  \n",
       "7      -0.420682 -0.184711 -0.016750  0.205939 -0.044063 -0.103367  0.054975  \n",
       "8      -0.515175 -0.183585 -0.017340  0.217899 -0.102300 -0.146624  0.056154  \n",
       "9      -0.501040 -0.144779  0.263695  0.246344 -0.164203 -0.160505  0.053794  \n",
       "10     -0.505243  0.008680  0.379085  0.256882 -0.236227 -0.171732  0.048432  \n",
       "11     -0.609049 -0.004311  0.910209  0.277145 -0.261130 -0.147081  0.037376  \n",
       "12     -0.642007  0.185325  1.063125  0.319592 -0.312083 -0.152736  0.009935  \n",
       "13     -0.647048  0.029825  2.061981  0.358964 -0.334884 -0.174900  0.009594  \n",
       "14     -0.677364  0.008087  2.199868  0.382171 -0.360783 -0.207931  0.001826  \n",
       "15     -0.704882  0.096200  2.886166  0.420319 -0.344261 -0.214685 -0.013128  \n",
       "16     -0.785253 -0.021867  3.538040  0.460298 -0.310155 -0.218226 -0.023269  \n",
       "17     -0.795824  0.035347  3.537249  0.490193 -0.228607 -0.227751 -0.013461  \n",
       "18     -0.801502 -0.101813  4.143838  0.498946 -0.185629 -0.223842 -0.007337  \n",
       "19     -0.822979 -0.147005  3.885493  0.544448 -0.161672 -0.147966 -0.013614  \n",
       "20     -0.829963 -0.155070  4.639901  0.579446 -0.144315 -0.103319 -0.026883  \n",
       "21     -0.840849 -0.281933  4.267768  0.610784 -0.125801 -0.146504 -0.022329  \n",
       "22     -0.844368 -0.215182  4.270290  0.632139 -0.094819 -0.115897 -0.020938  \n",
       "23     -0.852852 -0.236276  4.262507  0.640067 -0.010295 -0.097112 -0.004471  \n",
       "24     -0.868167 -0.237225  4.263168  0.633095  0.034988 -0.123590 -0.000342  \n",
       "25     -0.870861 -0.157202  4.267976  0.626125  0.090373 -0.116463 -0.012208  \n",
       "26     -0.866041 -0.199270  4.261569  0.625723  0.139205 -0.109961  0.007930  \n",
       "27     -0.881232 -0.167962  4.259802  0.619625  0.135266 -0.123024  0.006829  \n",
       "28     -0.888559 -0.166818  4.261518  0.597084  0.114602 -0.178187 -0.003534  \n",
       "29     -0.884476 -0.186997  4.250278  0.601864  0.066282 -0.227049 -0.008303  \n",
       "30     -0.885951 -0.107286  4.262690  0.617057  0.014129 -0.269785 -0.021099  \n",
       "31     -0.887171 -0.139315  4.254224  0.635182 -0.019175 -0.343552 -0.031559  \n",
       "32     -0.894537 -0.198973  4.265582  0.633189 -0.062775 -0.359625 -0.033719  \n",
       "33     -0.901722 -0.194442  4.270862  0.658299 -0.074647 -0.422316 -0.031466  \n",
       "34     -0.900914 -0.248434  4.276209  0.682145 -0.064296 -0.406417 -0.029357  \n",
       "35     -0.912419 -0.222795  4.299843  0.676761 -0.066716 -0.306769 -0.034979  \n",
       "36     -0.905637 -0.248009  4.297999  0.652438 -0.052601 -0.322796 -0.023844  \n",
       "37     -0.903874 -0.291924  4.314156  0.649025 -0.058218 -0.329623  0.000229  \n",
       "38     -0.892055 -0.303560  4.305278  0.641920 -0.069994 -0.309691  0.010350  \n",
       "39     -0.882303 -0.371884  4.315853  0.638455 -0.111957 -0.300859  0.026296  \n",
       "40     -0.894984 -0.396736  4.318362  0.571258 -0.132870 -0.405183  0.027583  \n",
       "41     -0.891699 -0.438853  4.323504  0.545656 -0.149184 -0.396335  0.009547  \n",
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       "\n",
       "[49 rows x 21 columns]"
      ]
     },
     "execution_count": 483,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "short_return.reset_index(drop=False)"
   ]
  },
  {
   "cell_type": "code",
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   "source": [
    "trace0 = go.Scatter(\n",
    "    x = long_return.index,\n",
    "    y = long_return.AAPL,\n",
    "    mode = 'lines',\n",
    "    name = 'lines'\n",
    ")\n",
    "\n",
    "data = [trace0]\n",
    "plotly.offline.iplot(data, filename='scatter-mode')"
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  {
   "cell_type": "code",
   "execution_count": 492,
   "metadata": {},
   "outputs": [
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       "week49    0.493131\n",
       "Name: AAPL, dtype: float64"
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     },
     "execution_count": 492,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "long_return.AAPL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 497,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "trace0 = go.Scatter(\n",
    "    x = long_return.index,\n",
    "    y = long_return.AAPL,\n",
    "    mode = 'lines',\n",
    "    name = 'lines'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 502,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "SPY_quotes = (yqd.load_yahoo_quote('SPY', '20170101', '20180101'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 549,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "market_index = df_top20long.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 550,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "market_index = market_index.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 551,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jamesjiang/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning:\n",
      "\n",
      "\n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "\n",
      "/Users/jamesjiang/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:3: SettingWithCopyWarning:\n",
      "\n",
      "\n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "\n",
      "/Users/jamesjiang/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:4: SettingWithCopyWarning:\n",
      "\n",
      "\n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "\n",
      "/Users/jamesjiang/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:5: SettingWithCopyWarning:\n",
      "\n",
      "\n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "\n"
     ]
    }
   ],
   "source": [
    "market_index.Ticker[0] = 'SPY'\n",
    "market_index.Ticker[1] = 'QQQ'\n",
    "market_index.Ticker[2] = 'DIA'\n",
    "market_index.Ticker[3] = 'XLF'\n",
    "market_index.Ticker[4] = 'VGT'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'market_index' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-7-f904706f77ed>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmarket_index\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'market_index' is not defined"
     ]
    }
   ],
   "source": [
    "market_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 553,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "currently on line:0\n",
      "currently on line:1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jamesjiang/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:7: SettingWithCopyWarning:\n",
      "\n",
      "\n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "\n",
      "/Users/jamesjiang/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:9: SettingWithCopyWarning:\n",
      "\n",
      "\n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "currently on line:2\n",
      "currently on line:3\n",
      "currently on line:4\n"
     ]
    }
   ],
   "source": [
    "from yahoo_quote_download import yqd\n",
    "\n",
    "for i in range(5):\n",
    "    print('currently on line:' + str(i))\n",
    "    try:\n",
    "        quotes = (yqd.load_yahoo_quote(market_index.Ticker[i], market_index.StartDate[i], market_index.EndDate[i]))\n",
    "        market_index['Start_Price'][i] = quotes[1].split(',')[5]\n",
    "        for j in range(1,51):    \n",
    "            market_index['week' + str(j)][i] = quotes[1 + 5*j].split(',')[5]\n",
    "\n",
    "    except:\n",
    "        continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 554,
   "metadata": {},
   "outputs": [
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       "      <th>week5</th>\n",
       "      <th>week6</th>\n",
       "      <th>...</th>\n",
       "      <th>week40_Return</th>\n",
       "      <th>week41_Return</th>\n",
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       "      <th>week43_Return</th>\n",
       "      <th>week44_Return</th>\n",
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       "      <th>week47_Return</th>\n",
       "      <th>week48_Return</th>\n",
       "      <th>week49_Return</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>QQQ</td>\n",
       "      <td>20170131</td>\n",
       "      <td>20180126</td>\n",
       "      <td>123.444786</td>\n",
       "      <td>125.149246</td>\n",
       "      <td>127.369003</td>\n",
       "      <td>129.321213</td>\n",
       "      <td>130.252747</td>\n",
       "      <td>129.559052</td>\n",
       "      <td>130.906784</td>\n",
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       "      <td>0.0396752</td>\n",
       "      <td>0.0734566</td>\n",
       "      <td>0.0829847</td>\n",
       "      <td>0.0920178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>DIA</td>\n",
       "      <td>20170131</td>\n",
       "      <td>20180126</td>\n",
       "      <td>194.052307</td>\n",
       "      <td>196.224091</td>\n",
       "      <td>200.714432</td>\n",
       "      <td>203.497772</td>\n",
       "      <td>206.999786</td>\n",
       "      <td>204.635681</td>\n",
       "      <td>205.587219</td>\n",
       "      <td>...</td>\n",
       "      <td>0.22534</td>\n",
       "      <td>0.261501</td>\n",
       "      <td>0.220736</td>\n",
       "      <td>0.243441</td>\n",
       "      <td>0.345731</td>\n",
       "      <td>0.305839</td>\n",
       "      <td>0.251776</td>\n",
       "      <td>0.256619</td>\n",
       "      <td>0.334577</td>\n",
       "      <td>0.395467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>XLF</td>\n",
       "      <td>20170131</td>\n",
       "      <td>20180126</td>\n",
       "      <td>22.936110</td>\n",
       "      <td>23.172260</td>\n",
       "      <td>23.939749</td>\n",
       "      <td>24.215256</td>\n",
       "      <td>24.835152</td>\n",
       "      <td>24.323492</td>\n",
       "      <td>24.343170</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.303318</td>\n",
       "      <td>-0.345972</td>\n",
       "      <td>-0.298578</td>\n",
       "      <td>-0.298578</td>\n",
       "      <td>-0.35545</td>\n",
       "      <td>-0.350711</td>\n",
       "      <td>-0.369668</td>\n",
       "      <td>-0.473934</td>\n",
       "      <td>-0.490521</td>\n",
       "      <td>-0.509479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>VGT</td>\n",
       "      <td>20170131</td>\n",
       "      <td>20180126</td>\n",
       "      <td>125.350830</td>\n",
       "      <td>127.951996</td>\n",
       "      <td>130.276245</td>\n",
       "      <td>132.363129</td>\n",
       "      <td>133.391724</td>\n",
       "      <td>132.649948</td>\n",
       "      <td>133.915909</td>\n",
       "      <td>...</td>\n",
       "      <td>0.380531</td>\n",
       "      <td>0.383749</td>\n",
       "      <td>0.410198</td>\n",
       "      <td>0.399366</td>\n",
       "      <td>0.413671</td>\n",
       "      <td>0.430053</td>\n",
       "      <td>0.440351</td>\n",
       "      <td>0.492617</td>\n",
       "      <td>0.584981</td>\n",
       "      <td>0.61183</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 102 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Ticker StartDate   EndDate  Start_Price       week1       week2       week3  \\\n",
       "0    SPY  20170201  20180127   223.279175  224.868286  230.439957  231.930984   \n",
       "1    QQQ  20170131  20180126   123.444786  125.149246  127.369003  129.321213   \n",
       "2    DIA  20170131  20180126   194.052307  196.224091  200.714432  203.497772   \n",
       "3    XLF  20170131  20180126    22.936110   23.172260   23.939749   24.215256   \n",
       "4    VGT  20170131  20180126   125.350830  127.951996  130.276245  132.363129   \n",
       "\n",
       "        week4       week5       week6      ...        week40_Return  \\\n",
       "0  233.726074  232.342972  233.932053      ...             0.183828   \n",
       "1  130.252747  129.559052  130.906784      ...            0.0176492   \n",
       "2  206.999786  204.635681  205.587219      ...              0.22534   \n",
       "3   24.835152   24.323492   24.343170      ...            -0.303318   \n",
       "4  133.391724  132.649948  133.915909      ...             0.380531   \n",
       "\n",
       "   week41_Return  week42_Return  week43_Return  week44_Return  week45_Return  \\\n",
       "0       0.178083       0.250113       0.277184       0.274965       0.323336   \n",
       "1    0.000696726      0.0180204      0.0181442      0.0285385       0.025445   \n",
       "2       0.261501       0.220736       0.243441       0.345731       0.305839   \n",
       "3      -0.345972      -0.298578      -0.298578       -0.35545      -0.350711   \n",
       "4       0.383749       0.410198       0.399366       0.413671       0.430053   \n",
       "\n",
       "   week46_Return  week47_Return  week48_Return  week49_Return  \n",
       "0       0.310023        0.33665       0.386352       0.416529  \n",
       "1      0.0396752      0.0734566      0.0829847      0.0920178  \n",
       "2       0.251776       0.256619       0.334577       0.395467  \n",
       "3      -0.369668      -0.473934      -0.490521      -0.509479  \n",
       "4       0.440351       0.492617       0.584981        0.61183  \n",
       "\n",
       "[5 rows x 102 columns]"
      ]
     },
     "execution_count": 554,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "market_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 555,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "currently on week1\n",
      "currently on week2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jamesjiang/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:5: SettingWithCopyWarning:\n",
      "\n",
      "\n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "currently on week3\n",
      "currently on week4\n",
      "currently on week5\n",
      "currently on week6\n",
      "currently on week7\n",
      "currently on week8\n",
      "currently on week9\n",
      "currently on week10\n",
      "currently on week11\n",
      "currently on week12\n",
      "currently on week13\n",
      "currently on week14\n",
      "currently on week15\n",
      "currently on week16\n",
      "currently on week17\n",
      "currently on week18\n",
      "currently on week19\n",
      "currently on week20\n",
      "currently on week21\n",
      "currently on week22\n",
      "currently on week23\n",
      "currently on week24\n",
      "currently on week25\n",
      "currently on week26\n",
      "currently on week27\n",
      "currently on week28\n",
      "currently on week29\n",
      "currently on week30\n",
      "currently on week31\n",
      "currently on week32\n",
      "currently on week33\n",
      "currently on week34\n",
      "currently on week35\n",
      "currently on week36\n",
      "currently on week37\n",
      "currently on week38\n",
      "currently on week39\n",
      "currently on week40\n",
      "currently on week41\n",
      "currently on week42\n",
      "currently on week43\n",
      "currently on week44\n",
      "currently on week45\n",
      "currently on week46\n",
      "currently on week47\n",
      "currently on week48\n",
      "currently on week49\n"
     ]
    }
   ],
   "source": [
    "for i in range(1, 50):\n",
    "    market_index['week' + str(i) +'_Return'] = 'wait'\n",
    "    print('currently on week' + str(i))\n",
    "    for j in range(5):\n",
    "        market_index['week' + str(i) +'_Return'][j] = (market_index['week' + str(i)][j] - market_index['Start_Price'][j]) / market_index['Start_Price'][j]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 556,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ticker</th>\n",
       "      <th>StartDate</th>\n",
       "      <th>EndDate</th>\n",
       "      <th>Start_Price</th>\n",
       "      <th>week1</th>\n",
       "      <th>week2</th>\n",
       "      <th>week3</th>\n",
       "      <th>week4</th>\n",
       "      <th>week5</th>\n",
       "      <th>week6</th>\n",
       "      <th>...</th>\n",
       "      <th>week40_Return</th>\n",
       "      <th>week41_Return</th>\n",
       "      <th>week42_Return</th>\n",
       "      <th>week43_Return</th>\n",
       "      <th>week44_Return</th>\n",
       "      <th>week45_Return</th>\n",
       "      <th>week46_Return</th>\n",
       "      <th>week47_Return</th>\n",
       "      <th>week48_Return</th>\n",
       "      <th>week49_Return</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SPY</td>\n",
       "      <td>20170201</td>\n",
       "      <td>20180127</td>\n",
       "      <td>223.279175</td>\n",
       "      <td>224.868286</td>\n",
       "      <td>230.439957</td>\n",
       "      <td>231.930984</td>\n",
       "      <td>233.726074</td>\n",
       "      <td>232.342972</td>\n",
       "      <td>233.932053</td>\n",
       "      <td>...</td>\n",
       "      <td>0.142677</td>\n",
       "      <td>0.15747</td>\n",
       "      <td>0.180864</td>\n",
       "      <td>0.176675</td>\n",
       "      <td>0.18376</td>\n",
       "      <td>0.19841</td>\n",
       "      <td>0.195185</td>\n",
       "      <td>0.226805</td>\n",
       "      <td>0.240465</td>\n",
       "      <td>0.26877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>QQQ</td>\n",
       "      <td>20170131</td>\n",
       "      <td>20180126</td>\n",
       "      <td>123.444786</td>\n",
       "      <td>125.149246</td>\n",
       "      <td>127.369003</td>\n",
       "      <td>129.321213</td>\n",
       "      <td>130.252747</td>\n",
       "      <td>129.559052</td>\n",
       "      <td>130.906784</td>\n",
       "      <td>...</td>\n",
       "      <td>0.23934</td>\n",
       "      <td>0.257044</td>\n",
       "      <td>0.243786</td>\n",
       "      <td>0.240876</td>\n",
       "      <td>0.261005</td>\n",
       "      <td>0.276117</td>\n",
       "      <td>0.269636</td>\n",
       "      <td>0.31168</td>\n",
       "      <td>0.332499</td>\n",
       "      <td>0.361904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>DIA</td>\n",
       "      <td>20170131</td>\n",
       "      <td>20180126</td>\n",
       "      <td>194.052307</td>\n",
       "      <td>196.224091</td>\n",
       "      <td>200.714432</td>\n",
       "      <td>203.497772</td>\n",
       "      <td>206.999786</td>\n",
       "      <td>204.635681</td>\n",
       "      <td>205.587219</td>\n",
       "      <td>...</td>\n",
       "      <td>0.200998</td>\n",
       "      <td>0.21133</td>\n",
       "      <td>0.230291</td>\n",
       "      <td>0.241596</td>\n",
       "      <td>0.265645</td>\n",
       "      <td>0.272509</td>\n",
       "      <td>0.277968</td>\n",
       "      <td>0.301608</td>\n",
       "      <td>0.328339</td>\n",
       "      <td>0.350048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>XLF</td>\n",
       "      <td>20170131</td>\n",
       "      <td>20180126</td>\n",
       "      <td>22.936110</td>\n",
       "      <td>23.172260</td>\n",
       "      <td>23.939749</td>\n",
       "      <td>24.215256</td>\n",
       "      <td>24.835152</td>\n",
       "      <td>24.323492</td>\n",
       "      <td>24.343170</td>\n",
       "      <td>...</td>\n",
       "      <td>0.133117</td>\n",
       "      <td>0.143967</td>\n",
       "      <td>0.186497</td>\n",
       "      <td>0.20429</td>\n",
       "      <td>0.209498</td>\n",
       "      <td>0.215986</td>\n",
       "      <td>0.225578</td>\n",
       "      <td>0.238658</td>\n",
       "      <td>0.27441</td>\n",
       "      <td>0.298389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>VGT</td>\n",
       "      <td>20170131</td>\n",
       "      <td>20180126</td>\n",
       "      <td>125.350830</td>\n",
       "      <td>127.951996</td>\n",
       "      <td>130.276245</td>\n",
       "      <td>132.363129</td>\n",
       "      <td>133.391724</td>\n",
       "      <td>132.649948</td>\n",
       "      <td>133.915909</td>\n",
       "      <td>...</td>\n",
       "      <td>0.308685</td>\n",
       "      <td>0.330725</td>\n",
       "      <td>0.302081</td>\n",
       "      <td>0.29142</td>\n",
       "      <td>0.314096</td>\n",
       "      <td>0.331942</td>\n",
       "      <td>0.321012</td>\n",
       "      <td>0.36816</td>\n",
       "      <td>0.383557</td>\n",
       "      <td>0.414989</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 102 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Ticker StartDate   EndDate  Start_Price       week1       week2       week3  \\\n",
       "0    SPY  20170201  20180127   223.279175  224.868286  230.439957  231.930984   \n",
       "1    QQQ  20170131  20180126   123.444786  125.149246  127.369003  129.321213   \n",
       "2    DIA  20170131  20180126   194.052307  196.224091  200.714432  203.497772   \n",
       "3    XLF  20170131  20180126    22.936110   23.172260   23.939749   24.215256   \n",
       "4    VGT  20170131  20180126   125.350830  127.951996  130.276245  132.363129   \n",
       "\n",
       "        week4       week5       week6      ...        week40_Return  \\\n",
       "0  233.726074  232.342972  233.932053      ...             0.142677   \n",
       "1  130.252747  129.559052  130.906784      ...              0.23934   \n",
       "2  206.999786  204.635681  205.587219      ...             0.200998   \n",
       "3   24.835152   24.323492   24.343170      ...             0.133117   \n",
       "4  133.391724  132.649948  133.915909      ...             0.308685   \n",
       "\n",
       "   week41_Return  week42_Return  week43_Return  week44_Return  week45_Return  \\\n",
       "0        0.15747       0.180864       0.176675        0.18376        0.19841   \n",
       "1       0.257044       0.243786       0.240876       0.261005       0.276117   \n",
       "2        0.21133       0.230291       0.241596       0.265645       0.272509   \n",
       "3       0.143967       0.186497        0.20429       0.209498       0.215986   \n",
       "4       0.330725       0.302081        0.29142       0.314096       0.331942   \n",
       "\n",
       "   week46_Return  week47_Return  week48_Return  week49_Return  \n",
       "0       0.195185       0.226805       0.240465        0.26877  \n",
       "1       0.269636        0.31168       0.332499       0.361904  \n",
       "2       0.277968       0.301608       0.328339       0.350048  \n",
       "3       0.225578       0.238658        0.27441       0.298389  \n",
       "4       0.321012        0.36816       0.383557       0.414989  \n",
       "\n",
       "[5 rows x 102 columns]"
      ]
     },
     "execution_count": 556,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "market_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 557,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for i in range(1,50):\n",
    "    market_index = market_index.drop(['week' + str(i)], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 558,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "market_index = market_index.drop(['StartDate', 'EndDate', 'Start_Price'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 559,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "market_index = market_index.set_index('Ticker').T.reset_index(drop = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 564,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "market_index['Time'] = ''\n",
    "for i in range(1,51):\n",
    "    market_index['Time'][i-1] = 'week' + str(i) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 565,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Ticker</th>\n",
       "      <th>SPY</th>\n",
       "      <th>QQQ</th>\n",
       "      <th>DIA</th>\n",
       "      <th>XLF</th>\n",
       "      <th>VGT</th>\n",
       "      <th>Time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.00711715</td>\n",
       "      <td>0.0138075</td>\n",
       "      <td>0.0111917</td>\n",
       "      <td>0.010296</td>\n",
       "      <td>0.0207511</td>\n",
       "      <td>week1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.032071</td>\n",
       "      <td>0.0317892</td>\n",
       "      <td>0.0343316</td>\n",
       "      <td>0.043758</td>\n",
       "      <td>0.039293</td>\n",
       "      <td>week2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0387488</td>\n",
       "      <td>0.0476037</td>\n",
       "      <td>0.0486748</td>\n",
       "      <td>0.05577</td>\n",
       "      <td>0.0559414</td>\n",
       "      <td>week3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0467885</td>\n",
       "      <td>0.0551498</td>\n",
       "      <td>0.0667216</td>\n",
       "      <td>0.082797</td>\n",
       "      <td>0.0641471</td>\n",
       "      <td>week4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.040594</td>\n",
       "      <td>0.0495304</td>\n",
       "      <td>0.0545388</td>\n",
       "      <td>0.060489</td>\n",
       "      <td>0.0582295</td>\n",
       "      <td>week5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.047711</td>\n",
       "      <td>0.0604481</td>\n",
       "      <td>0.0594423</td>\n",
       "      <td>0.0613469</td>\n",
       "      <td>0.0683289</td>\n",
       "      <td>week6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.0326339</td>\n",
       "      <td>0.0513112</td>\n",
       "      <td>0.0454543</td>\n",
       "      <td>0.012605</td>\n",
       "      <td>0.0635157</td>\n",
       "      <td>week7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.0426059</td>\n",
       "      <td>0.0638601</td>\n",
       "      <td>0.0449477</td>\n",
       "      <td>0.0169102</td>\n",
       "      <td>0.0723284</td>\n",
       "      <td>week8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.0388555</td>\n",
       "      <td>0.0616078</td>\n",
       "      <td>0.0446945</td>\n",
       "      <td>0.0104523</td>\n",
       "      <td>0.0653663</td>\n",
       "      <td>week9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.0259271</td>\n",
       "      <td>0.0531612</td>\n",
       "      <td>0.0417061</td>\n",
       "      <td>-0.00117199</td>\n",
       "      <td>0.0553977</td>\n",
       "      <td>week10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.0351048</td>\n",
       "      <td>0.0665953</td>\n",
       "      <td>0.041858</td>\n",
       "      <td>0.00743866</td>\n",
       "      <td>0.0720911</td>\n",
       "      <td>week11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.0505041</td>\n",
       "      <td>0.0920154</td>\n",
       "      <td>0.0623486</td>\n",
       "      <td>0.0229377</td>\n",
       "      <td>0.0964585</td>\n",
       "      <td>week12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.0576522</td>\n",
       "      <td>0.102392</td>\n",
       "      <td>0.060473</td>\n",
       "      <td>0.028104</td>\n",
       "      <td>0.10975</td>\n",
       "      <td>week13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.0544753</td>\n",
       "      <td>0.112448</td>\n",
       "      <td>0.0609294</td>\n",
       "      <td>0.0186324</td>\n",
       "      <td>0.123832</td>\n",
       "      <td>week14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.051519</td>\n",
       "      <td>0.104162</td>\n",
       "      <td>0.0491683</td>\n",
       "      <td>-0.00332463</td>\n",
       "      <td>0.113389</td>\n",
       "      <td>week15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.0665211</td>\n",
       "      <td>0.134007</td>\n",
       "      <td>0.0706648</td>\n",
       "      <td>0.0169102</td>\n",
       "      <td>0.146855</td>\n",
       "      <td>week16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.0765815</td>\n",
       "      <td>0.154037</td>\n",
       "      <td>0.0774272</td>\n",
       "      <td>0.0095913</td>\n",
       "      <td>0.162678</td>\n",
       "      <td>week17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.0738016</td>\n",
       "      <td>0.126043</td>\n",
       "      <td>0.0812913</td>\n",
       "      <td>0.0457558</td>\n",
       "      <td>0.136807</td>\n",
       "      <td>week18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.0848022</td>\n",
       "      <td>0.114349</td>\n",
       "      <td>0.087822</td>\n",
       "      <td>0.0497553</td>\n",
       "      <td>0.124307</td>\n",
       "      <td>week19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.0787277</td>\n",
       "      <td>0.139274</td>\n",
       "      <td>0.088739</td>\n",
       "      <td>0.0324682</td>\n",
       "      <td>0.149861</td>\n",
       "      <td>week20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.0739392</td>\n",
       "      <td>0.110235</td>\n",
       "      <td>0.0861921</td>\n",
       "      <td>0.0661779</td>\n",
       "      <td>0.117451</td>\n",
       "      <td>week21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.0738504</td>\n",
       "      <td>0.118463</td>\n",
       "      <td>0.0900124</td>\n",
       "      <td>0.0813041</td>\n",
       "      <td>0.132447</td>\n",
       "      <td>week22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.0892361</td>\n",
       "      <td>0.146937</td>\n",
       "      <td>0.101371</td>\n",
       "      <td>0.0735249</td>\n",
       "      <td>0.165295</td>\n",
       "      <td>week23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.0970398</td>\n",
       "      <td>0.167748</td>\n",
       "      <td>0.0968129</td>\n",
       "      <td>0.0765501</td>\n",
       "      <td>0.181163</td>\n",
       "      <td>week24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.0965965</td>\n",
       "      <td>0.155326</td>\n",
       "      <td>0.115221</td>\n",
       "      <td>0.0843293</td>\n",
       "      <td>0.163629</td>\n",
       "      <td>week25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.0963304</td>\n",
       "      <td>0.166054</td>\n",
       "      <td>0.126185</td>\n",
       "      <td>0.0955659</td>\n",
       "      <td>0.176958</td>\n",
       "      <td>week26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.0930049</td>\n",
       "      <td>0.160972</td>\n",
       "      <td>0.121698</td>\n",
       "      <td>0.0834649</td>\n",
       "      <td>0.177117</td>\n",
       "      <td>week27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.0882607</td>\n",
       "      <td>0.137741</td>\n",
       "      <td>0.107918</td>\n",
       "      <td>0.0609918</td>\n",
       "      <td>0.158313</td>\n",
       "      <td>week28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.0856447</td>\n",
       "      <td>0.148711</td>\n",
       "      <td>0.114052</td>\n",
       "      <td>0.0653136</td>\n",
       "      <td>0.175292</td>\n",
       "      <td>week29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.0947341</td>\n",
       "      <td>0.167102</td>\n",
       "      <td>0.112672</td>\n",
       "      <td>0.0475943</td>\n",
       "      <td>0.18878</td>\n",
       "      <td>week30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0.109233</td>\n",
       "      <td>0.179444</td>\n",
       "      <td>0.131841</td>\n",
       "      <td>0.0722283</td>\n",
       "      <td>0.206553</td>\n",
       "      <td>week31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0.114248</td>\n",
       "      <td>0.17863</td>\n",
       "      <td>0.145241</td>\n",
       "      <td>0.0957952</td>\n",
       "      <td>0.209885</td>\n",
       "      <td>week32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0.114203</td>\n",
       "      <td>0.157369</td>\n",
       "      <td>0.140682</td>\n",
       "      <td>0.101871</td>\n",
       "      <td>0.185606</td>\n",
       "      <td>week33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0.128061</td>\n",
       "      <td>0.179358</td>\n",
       "      <td>0.158866</td>\n",
       "      <td>0.135721</td>\n",
       "      <td>0.215833</td>\n",
       "      <td>week34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0.136349</td>\n",
       "      <td>0.193181</td>\n",
       "      <td>0.169213</td>\n",
       "      <td>0.144401</td>\n",
       "      <td>0.233815</td>\n",
       "      <td>week35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0.139468</td>\n",
       "      <td>0.204822</td>\n",
       "      <td>0.177358</td>\n",
       "      <td>0.135721</td>\n",
       "      <td>0.248136</td>\n",
       "      <td>week36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0.137552</td>\n",
       "      <td>0.196334</td>\n",
       "      <td>0.20105</td>\n",
       "      <td>0.163496</td>\n",
       "      <td>0.256172</td>\n",
       "      <td>week37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0.147355</td>\n",
       "      <td>0.229963</td>\n",
       "      <td>0.197666</td>\n",
       "      <td>0.154382</td>\n",
       "      <td>0.29874</td>\n",
       "      <td>week38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>0.154574</td>\n",
       "      <td>0.243948</td>\n",
       "      <td>0.206842</td>\n",
       "      <td>0.144835</td>\n",
       "      <td>0.314891</td>\n",
       "      <td>week39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0.142677</td>\n",
       "      <td>0.23934</td>\n",
       "      <td>0.200998</td>\n",
       "      <td>0.133117</td>\n",
       "      <td>0.308685</td>\n",
       "      <td>week40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0.15747</td>\n",
       "      <td>0.257044</td>\n",
       "      <td>0.21133</td>\n",
       "      <td>0.143967</td>\n",
       "      <td>0.330725</td>\n",
       "      <td>week41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.180864</td>\n",
       "      <td>0.243786</td>\n",
       "      <td>0.230291</td>\n",
       "      <td>0.186497</td>\n",
       "      <td>0.302081</td>\n",
       "      <td>week42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0.176675</td>\n",
       "      <td>0.240876</td>\n",
       "      <td>0.241596</td>\n",
       "      <td>0.20429</td>\n",
       "      <td>0.29142</td>\n",
       "      <td>week43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0.18376</td>\n",
       "      <td>0.261005</td>\n",
       "      <td>0.265645</td>\n",
       "      <td>0.209498</td>\n",
       "      <td>0.314096</td>\n",
       "      <td>week44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0.19841</td>\n",
       "      <td>0.276117</td>\n",
       "      <td>0.272509</td>\n",
       "      <td>0.215986</td>\n",
       "      <td>0.331942</td>\n",
       "      <td>week45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0.195185</td>\n",
       "      <td>0.269636</td>\n",
       "      <td>0.277968</td>\n",
       "      <td>0.225578</td>\n",
       "      <td>0.321012</td>\n",
       "      <td>week46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0.226805</td>\n",
       "      <td>0.31168</td>\n",
       "      <td>0.301608</td>\n",
       "      <td>0.238658</td>\n",
       "      <td>0.36816</td>\n",
       "      <td>week47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0.240465</td>\n",
       "      <td>0.332499</td>\n",
       "      <td>0.328339</td>\n",
       "      <td>0.27441</td>\n",
       "      <td>0.383557</td>\n",
       "      <td>week48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0.26877</td>\n",
       "      <td>0.361904</td>\n",
       "      <td>0.350048</td>\n",
       "      <td>0.298389</td>\n",
       "      <td>0.414989</td>\n",
       "      <td>week49</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Ticker         SPY        QQQ        DIA         XLF        VGT    Time\n",
       "0       0.00711715  0.0138075  0.0111917    0.010296  0.0207511   week1\n",
       "1         0.032071  0.0317892  0.0343316    0.043758   0.039293   week2\n",
       "2        0.0387488  0.0476037  0.0486748     0.05577  0.0559414   week3\n",
       "3        0.0467885  0.0551498  0.0667216    0.082797  0.0641471   week4\n",
       "4         0.040594  0.0495304  0.0545388    0.060489  0.0582295   week5\n",
       "5         0.047711  0.0604481  0.0594423   0.0613469  0.0683289   week6\n",
       "6        0.0326339  0.0513112  0.0454543    0.012605  0.0635157   week7\n",
       "7        0.0426059  0.0638601  0.0449477   0.0169102  0.0723284   week8\n",
       "8        0.0388555  0.0616078  0.0446945   0.0104523  0.0653663   week9\n",
       "9        0.0259271  0.0531612  0.0417061 -0.00117199  0.0553977  week10\n",
       "10       0.0351048  0.0665953   0.041858  0.00743866  0.0720911  week11\n",
       "11       0.0505041  0.0920154  0.0623486   0.0229377  0.0964585  week12\n",
       "12       0.0576522   0.102392   0.060473    0.028104    0.10975  week13\n",
       "13       0.0544753   0.112448  0.0609294   0.0186324   0.123832  week14\n",
       "14        0.051519   0.104162  0.0491683 -0.00332463   0.113389  week15\n",
       "15       0.0665211   0.134007  0.0706648   0.0169102   0.146855  week16\n",
       "16       0.0765815   0.154037  0.0774272   0.0095913   0.162678  week17\n",
       "17       0.0738016   0.126043  0.0812913   0.0457558   0.136807  week18\n",
       "18       0.0848022   0.114349   0.087822   0.0497553   0.124307  week19\n",
       "19       0.0787277   0.139274   0.088739   0.0324682   0.149861  week20\n",
       "20       0.0739392   0.110235  0.0861921   0.0661779   0.117451  week21\n",
       "21       0.0738504   0.118463  0.0900124   0.0813041   0.132447  week22\n",
       "22       0.0892361   0.146937   0.101371   0.0735249   0.165295  week23\n",
       "23       0.0970398   0.167748  0.0968129   0.0765501   0.181163  week24\n",
       "24       0.0965965   0.155326   0.115221   0.0843293   0.163629  week25\n",
       "25       0.0963304   0.166054   0.126185   0.0955659   0.176958  week26\n",
       "26       0.0930049   0.160972   0.121698   0.0834649   0.177117  week27\n",
       "27       0.0882607   0.137741   0.107918   0.0609918   0.158313  week28\n",
       "28       0.0856447   0.148711   0.114052   0.0653136   0.175292  week29\n",
       "29       0.0947341   0.167102   0.112672   0.0475943    0.18878  week30\n",
       "30        0.109233   0.179444   0.131841   0.0722283   0.206553  week31\n",
       "31        0.114248    0.17863   0.145241   0.0957952   0.209885  week32\n",
       "32        0.114203   0.157369   0.140682    0.101871   0.185606  week33\n",
       "33        0.128061   0.179358   0.158866    0.135721   0.215833  week34\n",
       "34        0.136349   0.193181   0.169213    0.144401   0.233815  week35\n",
       "35        0.139468   0.204822   0.177358    0.135721   0.248136  week36\n",
       "36        0.137552   0.196334    0.20105    0.163496   0.256172  week37\n",
       "37        0.147355   0.229963   0.197666    0.154382    0.29874  week38\n",
       "38        0.154574   0.243948   0.206842    0.144835   0.314891  week39\n",
       "39        0.142677    0.23934   0.200998    0.133117   0.308685  week40\n",
       "40         0.15747   0.257044    0.21133    0.143967   0.330725  week41\n",
       "41        0.180864   0.243786   0.230291    0.186497   0.302081  week42\n",
       "42        0.176675   0.240876   0.241596     0.20429    0.29142  week43\n",
       "43         0.18376   0.261005   0.265645    0.209498   0.314096  week44\n",
       "44         0.19841   0.276117   0.272509    0.215986   0.331942  week45\n",
       "45        0.195185   0.269636   0.277968    0.225578   0.321012  week46\n",
       "46        0.226805    0.31168   0.301608    0.238658    0.36816  week47\n",
       "47        0.240465   0.332499   0.328339     0.27441   0.383557  week48\n",
       "48         0.26877   0.361904   0.350048    0.298389   0.414989  week49"
      ]
     },
     "execution_count": 565,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "market_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 574,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Ticker</th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AGN</th>\n",
       "      <th>AMD</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAC</th>\n",
       "      <th>CHK</th>\n",
       "      <th>COP</th>\n",
       "      <th>F</th>\n",
       "      <th>FB</th>\n",
       "      <th>...</th>\n",
       "      <th>FNMA</th>\n",
       "      <th>GE</th>\n",
       "      <th>NKE</th>\n",
       "      <th>NVDA</th>\n",
       "      <th>QCOM</th>\n",
       "      <th>SBUX</th>\n",
       "      <th>TSLA</th>\n",
       "      <th>VRX</th>\n",
       "      <th>XOM</th>\n",
       "      <th>Time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>week1</th>\n",
       "      <td>0.016380</td>\n",
       "      <td>0.024431</td>\n",
       "      <td>0.025051</td>\n",
       "      <td>0.010606</td>\n",
       "      <td>-0.005171</td>\n",
       "      <td>0.006660</td>\n",
       "      <td>-0.021693</td>\n",
       "      <td>0.003339</td>\n",
       "      <td>-0.007363</td>\n",
       "      <td>0.012165</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005281</td>\n",
       "      <td>-0.001764</td>\n",
       "      <td>0.002772</td>\n",
       "      <td>0.010574</td>\n",
       "      <td>-0.036976</td>\n",
       "      <td>-0.005563</td>\n",
       "      <td>0.038137</td>\n",
       "      <td>0.009200</td>\n",
       "      <td>-0.004895</td>\n",
       "      <td>week1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week2</th>\n",
       "      <td>0.033127</td>\n",
       "      <td>0.046413</td>\n",
       "      <td>0.034677</td>\n",
       "      <td>0.021175</td>\n",
       "      <td>0.012116</td>\n",
       "      <td>0.006998</td>\n",
       "      <td>-0.038917</td>\n",
       "      <td>-0.002268</td>\n",
       "      <td>-0.000230</td>\n",
       "      <td>0.030155</td>\n",
       "      <td>...</td>\n",
       "      <td>0.019868</td>\n",
       "      <td>-0.010990</td>\n",
       "      <td>0.011395</td>\n",
       "      <td>0.031726</td>\n",
       "      <td>-0.046460</td>\n",
       "      <td>-0.004469</td>\n",
       "      <td>0.084137</td>\n",
       "      <td>-0.012561</td>\n",
       "      <td>-0.015766</td>\n",
       "      <td>week2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week3</th>\n",
       "      <td>0.058040</td>\n",
       "      <td>0.058569</td>\n",
       "      <td>0.057905</td>\n",
       "      <td>0.032673</td>\n",
       "      <td>0.027771</td>\n",
       "      <td>0.021702</td>\n",
       "      <td>-0.056283</td>\n",
       "      <td>-0.009599</td>\n",
       "      <td>-0.003034</td>\n",
       "      <td>0.045124</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.021666</td>\n",
       "      <td>-0.017116</td>\n",
       "      <td>0.017667</td>\n",
       "      <td>0.049190</td>\n",
       "      <td>-0.035575</td>\n",
       "      <td>-0.012309</td>\n",
       "      <td>0.127904</td>\n",
       "      <td>-0.020953</td>\n",
       "      <td>-0.031237</td>\n",
       "      <td>week3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week4</th>\n",
       "      <td>0.084250</td>\n",
       "      <td>0.090047</td>\n",
       "      <td>0.108394</td>\n",
       "      <td>0.047340</td>\n",
       "      <td>0.058733</td>\n",
       "      <td>0.037064</td>\n",
       "      <td>-0.081730</td>\n",
       "      <td>-0.021205</td>\n",
       "      <td>-0.001538</td>\n",
       "      <td>0.065164</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.072003</td>\n",
       "      <td>-0.029938</td>\n",
       "      <td>0.029937</td>\n",
       "      <td>0.057731</td>\n",
       "      <td>-0.027198</td>\n",
       "      <td>-0.003661</td>\n",
       "      <td>0.146627</td>\n",
       "      <td>-0.027104</td>\n",
       "      <td>-0.032092</td>\n",
       "      <td>week4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week5</th>\n",
       "      <td>0.108474</td>\n",
       "      <td>0.126834</td>\n",
       "      <td>0.130793</td>\n",
       "      <td>0.058915</td>\n",
       "      <td>0.061590</td>\n",
       "      <td>0.045293</td>\n",
       "      <td>-0.113743</td>\n",
       "      <td>-0.033405</td>\n",
       "      <td>-0.000397</td>\n",
       "      <td>0.077307</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.115877</td>\n",
       "      <td>-0.043572</td>\n",
       "      <td>0.041498</td>\n",
       "      <td>0.048227</td>\n",
       "      <td>-0.024153</td>\n",
       "      <td>-0.011301</td>\n",
       "      <td>0.180990</td>\n",
       "      <td>-0.006939</td>\n",
       "      <td>-0.041358</td>\n",
       "      <td>week5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week6</th>\n",
       "      <td>0.131268</td>\n",
       "      <td>0.157609</td>\n",
       "      <td>0.189758</td>\n",
       "      <td>0.072738</td>\n",
       "      <td>0.073057</td>\n",
       "      <td>0.073863</td>\n",
       "      <td>-0.149018</td>\n",
       "      <td>-0.039615</td>\n",
       "      <td>0.006615</td>\n",
       "      <td>0.089483</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.108518</td>\n",
       "      <td>-0.043410</td>\n",
       "      <td>0.051024</td>\n",
       "      <td>0.015569</td>\n",
       "      <td>-0.027282</td>\n",
       "      <td>-0.012308</td>\n",
       "      <td>0.205821</td>\n",
       "      <td>0.011707</td>\n",
       "      <td>-0.046159</td>\n",
       "      <td>week6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week7</th>\n",
       "      <td>0.155934</td>\n",
       "      <td>0.178472</td>\n",
       "      <td>0.233243</td>\n",
       "      <td>0.072953</td>\n",
       "      <td>0.077610</td>\n",
       "      <td>0.068629</td>\n",
       "      <td>-0.171009</td>\n",
       "      <td>-0.054837</td>\n",
       "      <td>0.007797</td>\n",
       "      <td>0.095359</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.138695</td>\n",
       "      <td>-0.041014</td>\n",
       "      <td>0.067853</td>\n",
       "      <td>0.004098</td>\n",
       "      <td>-0.022916</td>\n",
       "      <td>-0.019882</td>\n",
       "      <td>0.205674</td>\n",
       "      <td>0.014499</td>\n",
       "      <td>-0.045116</td>\n",
       "      <td>week7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week8</th>\n",
       "      <td>0.173705</td>\n",
       "      <td>0.172677</td>\n",
       "      <td>0.254463</td>\n",
       "      <td>0.075427</td>\n",
       "      <td>0.089173</td>\n",
       "      <td>0.068694</td>\n",
       "      <td>-0.210878</td>\n",
       "      <td>-0.065993</td>\n",
       "      <td>0.003151</td>\n",
       "      <td>0.109752</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.172123</td>\n",
       "      <td>-0.035659</td>\n",
       "      <td>0.081767</td>\n",
       "      <td>-0.005529</td>\n",
       "      <td>-0.030668</td>\n",
       "      <td>-0.011277</td>\n",
       "      <td>0.205939</td>\n",
       "      <td>-0.044063</td>\n",
       "      <td>-0.048126</td>\n",
       "      <td>week8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week9</th>\n",
       "      <td>0.189207</td>\n",
       "      <td>0.168034</td>\n",
       "      <td>0.268277</td>\n",
       "      <td>0.092041</td>\n",
       "      <td>0.112340</td>\n",
       "      <td>0.072102</td>\n",
       "      <td>-0.215480</td>\n",
       "      <td>-0.066775</td>\n",
       "      <td>-0.006571</td>\n",
       "      <td>0.115135</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.221428</td>\n",
       "      <td>-0.036864</td>\n",
       "      <td>0.094587</td>\n",
       "      <td>-0.006838</td>\n",
       "      <td>-0.025215</td>\n",
       "      <td>-0.008084</td>\n",
       "      <td>0.217899</td>\n",
       "      <td>-0.102300</td>\n",
       "      <td>-0.048678</td>\n",
       "      <td>week9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week10</th>\n",
       "      <td>0.197424</td>\n",
       "      <td>0.153001</td>\n",
       "      <td>0.271671</td>\n",
       "      <td>0.096185</td>\n",
       "      <td>0.122834</td>\n",
       "      <td>0.073976</td>\n",
       "      <td>-0.218850</td>\n",
       "      <td>-0.049692</td>\n",
       "      <td>-0.026004</td>\n",
       "      <td>0.122370</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.304290</td>\n",
       "      <td>-0.036000</td>\n",
       "      <td>0.086254</td>\n",
       "      <td>-0.000201</td>\n",
       "      <td>-0.028291</td>\n",
       "      <td>-0.004605</td>\n",
       "      <td>0.246344</td>\n",
       "      <td>-0.164203</td>\n",
       "      <td>-0.044435</td>\n",
       "      <td>week10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week11</th>\n",
       "      <td>0.205279</td>\n",
       "      <td>0.155996</td>\n",
       "      <td>0.253437</td>\n",
       "      <td>0.102961</td>\n",
       "      <td>0.129052</td>\n",
       "      <td>0.052253</td>\n",
       "      <td>-0.221943</td>\n",
       "      <td>-0.038804</td>\n",
       "      <td>-0.041253</td>\n",
       "      <td>0.133159</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.337040</td>\n",
       "      <td>-0.039956</td>\n",
       "      <td>0.088561</td>\n",
       "      <td>0.005747</td>\n",
       "      <td>-0.060673</td>\n",
       "      <td>0.006408</td>\n",
       "      <td>0.256882</td>\n",
       "      <td>-0.236227</td>\n",
       "      <td>-0.051496</td>\n",
       "      <td>week11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week12</th>\n",
       "      <td>0.207017</td>\n",
       "      <td>0.146592</td>\n",
       "      <td>0.251123</td>\n",
       "      <td>0.120695</td>\n",
       "      <td>0.130306</td>\n",
       "      <td>0.059250</td>\n",
       "      <td>-0.234601</td>\n",
       "      <td>-0.048668</td>\n",
       "      <td>-0.069006</td>\n",
       "      <td>0.139068</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.336513</td>\n",
       "      <td>-0.042514</td>\n",
       "      <td>0.086168</td>\n",
       "      <td>-0.007010</td>\n",
       "      <td>-0.074774</td>\n",
       "      <td>0.013773</td>\n",
       "      <td>0.277145</td>\n",
       "      <td>-0.261130</td>\n",
       "      <td>-0.049364</td>\n",
       "      <td>week12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week13</th>\n",
       "      <td>0.216035</td>\n",
       "      <td>0.152932</td>\n",
       "      <td>0.225903</td>\n",
       "      <td>0.129610</td>\n",
       "      <td>0.131741</td>\n",
       "      <td>0.051323</td>\n",
       "      <td>-0.214414</td>\n",
       "      <td>-0.051352</td>\n",
       "      <td>-0.069449</td>\n",
       "      <td>0.152810</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.324346</td>\n",
       "      <td>-0.042262</td>\n",
       "      <td>0.086261</td>\n",
       "      <td>-0.021750</td>\n",
       "      <td>-0.073548</td>\n",
       "      <td>0.025303</td>\n",
       "      <td>0.319592</td>\n",
       "      <td>-0.312083</td>\n",
       "      <td>-0.050712</td>\n",
       "      <td>week13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week14</th>\n",
       "      <td>0.232112</td>\n",
       "      <td>0.150630</td>\n",
       "      <td>0.194798</td>\n",
       "      <td>0.137254</td>\n",
       "      <td>0.137398</td>\n",
       "      <td>0.032284</td>\n",
       "      <td>-0.208629</td>\n",
       "      <td>-0.037748</td>\n",
       "      <td>-0.086298</td>\n",
       "      <td>0.165577</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.335563</td>\n",
       "      <td>-0.046103</td>\n",
       "      <td>0.071016</td>\n",
       "      <td>-0.024014</td>\n",
       "      <td>-0.062125</td>\n",
       "      <td>0.042318</td>\n",
       "      <td>0.358964</td>\n",
       "      <td>-0.334884</td>\n",
       "      <td>-0.048111</td>\n",
       "      <td>week14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week15</th>\n",
       "      <td>0.242046</td>\n",
       "      <td>0.154106</td>\n",
       "      <td>0.169063</td>\n",
       "      <td>0.160699</td>\n",
       "      <td>0.130915</td>\n",
       "      <td>0.041676</td>\n",
       "      <td>-0.197290</td>\n",
       "      <td>-0.047100</td>\n",
       "      <td>-0.080574</td>\n",
       "      <td>0.175191</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.350980</td>\n",
       "      <td>-0.051158</td>\n",
       "      <td>0.064857</td>\n",
       "      <td>0.023634</td>\n",
       "      <td>-0.056307</td>\n",
       "      <td>0.044931</td>\n",
       "      <td>0.382171</td>\n",
       "      <td>-0.360783</td>\n",
       "      <td>-0.046167</td>\n",
       "      <td>week15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week16</th>\n",
       "      <td>0.257157</td>\n",
       "      <td>0.149933</td>\n",
       "      <td>0.113616</td>\n",
       "      <td>0.186494</td>\n",
       "      <td>0.145447</td>\n",
       "      <td>0.036236</td>\n",
       "      <td>-0.212624</td>\n",
       "      <td>-0.046020</td>\n",
       "      <td>-0.093304</td>\n",
       "      <td>0.188898</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.342905</td>\n",
       "      <td>-0.059854</td>\n",
       "      <td>0.060113</td>\n",
       "      <td>0.044265</td>\n",
       "      <td>-0.032454</td>\n",
       "      <td>0.060041</td>\n",
       "      <td>0.420319</td>\n",
       "      <td>-0.344261</td>\n",
       "      <td>-0.043705</td>\n",
       "      <td>week16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week17</th>\n",
       "      <td>0.270540</td>\n",
       "      <td>0.138132</td>\n",
       "      <td>0.074279</td>\n",
       "      <td>0.196411</td>\n",
       "      <td>0.154902</td>\n",
       "      <td>0.024701</td>\n",
       "      <td>-0.222293</td>\n",
       "      <td>-0.061010</td>\n",
       "      <td>-0.090157</td>\n",
       "      <td>0.194308</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.359314</td>\n",
       "      <td>-0.066980</td>\n",
       "      <td>0.050959</td>\n",
       "      <td>0.121562</td>\n",
       "      <td>-0.020737</td>\n",
       "      <td>0.070761</td>\n",
       "      <td>0.460298</td>\n",
       "      <td>-0.310155</td>\n",
       "      <td>-0.048661</td>\n",
       "      <td>week17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week18</th>\n",
       "      <td>0.285560</td>\n",
       "      <td>0.122518</td>\n",
       "      <td>0.083115</td>\n",
       "      <td>0.212299</td>\n",
       "      <td>0.169141</td>\n",
       "      <td>0.037885</td>\n",
       "      <td>-0.243359</td>\n",
       "      <td>-0.077741</td>\n",
       "      <td>-0.099386</td>\n",
       "      <td>0.213612</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.341516</td>\n",
       "      <td>-0.079665</td>\n",
       "      <td>0.042999</td>\n",
       "      <td>0.213013</td>\n",
       "      <td>-0.012938</td>\n",
       "      <td>0.081101</td>\n",
       "      <td>0.490193</td>\n",
       "      <td>-0.228607</td>\n",
       "      <td>-0.046478</td>\n",
       "      <td>week18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week19</th>\n",
       "      <td>0.294326</td>\n",
       "      <td>0.103434</td>\n",
       "      <td>0.034889</td>\n",
       "      <td>0.228854</td>\n",
       "      <td>0.183686</td>\n",
       "      <td>0.029514</td>\n",
       "      <td>-0.249631</td>\n",
       "      <td>-0.085717</td>\n",
       "      <td>-0.099717</td>\n",
       "      <td>0.215609</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.344658</td>\n",
       "      <td>-0.086288</td>\n",
       "      <td>0.036171</td>\n",
       "      <td>0.288007</td>\n",
       "      <td>-0.017135</td>\n",
       "      <td>0.081337</td>\n",
       "      <td>0.498946</td>\n",
       "      <td>-0.185629</td>\n",
       "      <td>-0.042214</td>\n",
       "      <td>week19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week20</th>\n",
       "      <td>0.297148</td>\n",
       "      <td>0.093190</td>\n",
       "      <td>0.057054</td>\n",
       "      <td>0.247850</td>\n",
       "      <td>0.202017</td>\n",
       "      <td>0.042720</td>\n",
       "      <td>-0.256934</td>\n",
       "      <td>-0.080430</td>\n",
       "      <td>-0.101160</td>\n",
       "      <td>0.220946</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.362324</td>\n",
       "      <td>-0.092794</td>\n",
       "      <td>0.022614</td>\n",
       "      <td>0.346886</td>\n",
       "      <td>-0.019707</td>\n",
       "      <td>0.081287</td>\n",
       "      <td>0.544448</td>\n",
       "      <td>-0.161672</td>\n",
       "      <td>-0.043156</td>\n",
       "      <td>week20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week21</th>\n",
       "      <td>0.282069</td>\n",
       "      <td>0.106984</td>\n",
       "      <td>0.081340</td>\n",
       "      <td>0.254214</td>\n",
       "      <td>0.202053</td>\n",
       "      <td>0.034407</td>\n",
       "      <td>-0.283232</td>\n",
       "      <td>-0.085896</td>\n",
       "      <td>-0.096842</td>\n",
       "      <td>0.209180</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.361955</td>\n",
       "      <td>-0.106223</td>\n",
       "      <td>0.016765</td>\n",
       "      <td>0.399942</td>\n",
       "      <td>-0.027085</td>\n",
       "      <td>0.071595</td>\n",
       "      <td>0.579446</td>\n",
       "      <td>-0.144315</td>\n",
       "      <td>-0.042617</td>\n",
       "      <td>week21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week22</th>\n",
       "      <td>0.276830</td>\n",
       "      <td>0.124427</td>\n",
       "      <td>0.115192</td>\n",
       "      <td>0.250910</td>\n",
       "      <td>0.217886</td>\n",
       "      <td>0.041731</td>\n",
       "      <td>-0.286947</td>\n",
       "      <td>-0.107514</td>\n",
       "      <td>-0.090506</td>\n",
       "      <td>0.222856</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.387937</td>\n",
       "      <td>-0.102623</td>\n",
       "      <td>0.018715</td>\n",
       "      <td>0.436133</td>\n",
       "      <td>-0.036284</td>\n",
       "      <td>0.068551</td>\n",
       "      <td>0.610784</td>\n",
       "      <td>-0.125801</td>\n",
       "      <td>-0.048935</td>\n",
       "      <td>week22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week23</th>\n",
       "      <td>0.267802</td>\n",
       "      <td>0.148137</td>\n",
       "      <td>0.144122</td>\n",
       "      <td>0.272234</td>\n",
       "      <td>0.245737</td>\n",
       "      <td>0.055221</td>\n",
       "      <td>-0.312762</td>\n",
       "      <td>-0.113256</td>\n",
       "      <td>-0.094371</td>\n",
       "      <td>0.237942</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.385587</td>\n",
       "      <td>-0.100370</td>\n",
       "      <td>0.031543</td>\n",
       "      <td>0.444133</td>\n",
       "      <td>-0.028761</td>\n",
       "      <td>0.062349</td>\n",
       "      <td>0.632139</td>\n",
       "      <td>-0.094819</td>\n",
       "      <td>-0.048937</td>\n",
       "      <td>week23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week24</th>\n",
       "      <td>0.264350</td>\n",
       "      <td>0.164710</td>\n",
       "      <td>0.188334</td>\n",
       "      <td>0.270516</td>\n",
       "      <td>0.268263</td>\n",
       "      <td>0.044608</td>\n",
       "      <td>-0.318241</td>\n",
       "      <td>-0.114747</td>\n",
       "      <td>-0.080852</td>\n",
       "      <td>0.239580</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.386756</td>\n",
       "      <td>-0.106433</td>\n",
       "      <td>0.051454</td>\n",
       "      <td>0.452602</td>\n",
       "      <td>-0.029615</td>\n",
       "      <td>0.047876</td>\n",
       "      <td>0.640067</td>\n",
       "      <td>-0.010295</td>\n",
       "      <td>-0.050929</td>\n",
       "      <td>week24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week25</th>\n",
       "      <td>0.256789</td>\n",
       "      <td>0.182217</td>\n",
       "      <td>0.207744</td>\n",
       "      <td>0.262202</td>\n",
       "      <td>0.338807</td>\n",
       "      <td>0.068209</td>\n",
       "      <td>-0.328377</td>\n",
       "      <td>-0.109159</td>\n",
       "      <td>-0.077323</td>\n",
       "      <td>0.272092</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.388768</td>\n",
       "      <td>-0.113524</td>\n",
       "      <td>0.062439</td>\n",
       "      <td>0.477697</td>\n",
       "      <td>-0.057030</td>\n",
       "      <td>0.026143</td>\n",
       "      <td>0.633095</td>\n",
       "      <td>0.034988</td>\n",
       "      <td>-0.054389</td>\n",
       "      <td>week25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week26</th>\n",
       "      <td>0.268442</td>\n",
       "      <td>0.188566</td>\n",
       "      <td>0.240025</td>\n",
       "      <td>0.273018</td>\n",
       "      <td>0.363481</td>\n",
       "      <td>0.072312</td>\n",
       "      <td>-0.320010</td>\n",
       "      <td>-0.112447</td>\n",
       "      <td>-0.073277</td>\n",
       "      <td>0.290832</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.376165</td>\n",
       "      <td>-0.130704</td>\n",
       "      <td>0.073366</td>\n",
       "      <td>0.516378</td>\n",
       "      <td>-0.071282</td>\n",
       "      <td>0.019253</td>\n",
       "      <td>0.626125</td>\n",
       "      <td>0.090373</td>\n",
       "      <td>-0.053160</td>\n",
       "      <td>week26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week27</th>\n",
       "      <td>0.281692</td>\n",
       "      <td>0.193044</td>\n",
       "      <td>0.236799</td>\n",
       "      <td>0.279280</td>\n",
       "      <td>0.379218</td>\n",
       "      <td>0.067466</td>\n",
       "      <td>-0.344438</td>\n",
       "      <td>-0.104294</td>\n",
       "      <td>-0.076728</td>\n",
       "      <td>0.313237</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.373360</td>\n",
       "      <td>-0.143166</td>\n",
       "      <td>0.096504</td>\n",
       "      <td>0.557823</td>\n",
       "      <td>-0.075936</td>\n",
       "      <td>-0.005485</td>\n",
       "      <td>0.625723</td>\n",
       "      <td>0.139205</td>\n",
       "      <td>-0.062364</td>\n",
       "      <td>week27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week28</th>\n",
       "      <td>0.297415</td>\n",
       "      <td>0.198581</td>\n",
       "      <td>0.231542</td>\n",
       "      <td>0.273838</td>\n",
       "      <td>0.391350</td>\n",
       "      <td>0.084947</td>\n",
       "      <td>-0.349623</td>\n",
       "      <td>-0.111831</td>\n",
       "      <td>-0.076511</td>\n",
       "      <td>0.331822</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.359522</td>\n",
       "      <td>-0.156534</td>\n",
       "      <td>0.125426</td>\n",
       "      <td>0.557153</td>\n",
       "      <td>-0.081516</td>\n",
       "      <td>-0.011891</td>\n",
       "      <td>0.619625</td>\n",
       "      <td>0.135266</td>\n",
       "      <td>-0.068602</td>\n",
       "      <td>week28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week29</th>\n",
       "      <td>0.323552</td>\n",
       "      <td>0.188518</td>\n",
       "      <td>0.226462</td>\n",
       "      <td>0.267430</td>\n",
       "      <td>0.425139</td>\n",
       "      <td>0.076346</td>\n",
       "      <td>-0.364840</td>\n",
       "      <td>-0.110909</td>\n",
       "      <td>-0.087511</td>\n",
       "      <td>0.344643</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.354725</td>\n",
       "      <td>-0.165195</td>\n",
       "      <td>0.131939</td>\n",
       "      <td>0.584102</td>\n",
       "      <td>-0.087743</td>\n",
       "      <td>-0.014909</td>\n",
       "      <td>0.597084</td>\n",
       "      <td>0.114602</td>\n",
       "      <td>-0.072688</td>\n",
       "      <td>week29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week30</th>\n",
       "      <td>0.342408</td>\n",
       "      <td>0.163791</td>\n",
       "      <td>0.208069</td>\n",
       "      <td>0.271176</td>\n",
       "      <td>0.457335</td>\n",
       "      <td>0.072399</td>\n",
       "      <td>-0.385622</td>\n",
       "      <td>-0.112118</td>\n",
       "      <td>-0.094813</td>\n",
       "      <td>0.357176</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.338859</td>\n",
       "      <td>-0.175450</td>\n",
       "      <td>0.126923</td>\n",
       "      <td>0.591863</td>\n",
       "      <td>-0.085064</td>\n",
       "      <td>-0.028061</td>\n",
       "      <td>0.601864</td>\n",
       "      <td>0.066282</td>\n",
       "      <td>-0.078321</td>\n",
       "      <td>week30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week31</th>\n",
       "      <td>0.356313</td>\n",
       "      <td>0.131328</td>\n",
       "      <td>0.179134</td>\n",
       "      <td>0.265945</td>\n",
       "      <td>0.491960</td>\n",
       "      <td>0.072248</td>\n",
       "      <td>-0.407321</td>\n",
       "      <td>-0.104060</td>\n",
       "      <td>-0.099459</td>\n",
       "      <td>0.362702</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.332433</td>\n",
       "      <td>-0.180298</td>\n",
       "      <td>0.113486</td>\n",
       "      <td>0.585626</td>\n",
       "      <td>-0.102084</td>\n",
       "      <td>-0.033821</td>\n",
       "      <td>0.617057</td>\n",
       "      <td>0.014129</td>\n",
       "      <td>-0.075926</td>\n",
       "      <td>week31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week32</th>\n",
       "      <td>0.367320</td>\n",
       "      <td>0.110808</td>\n",
       "      <td>0.168147</td>\n",
       "      <td>0.244749</td>\n",
       "      <td>0.545699</td>\n",
       "      <td>0.069192</td>\n",
       "      <td>-0.428730</td>\n",
       "      <td>-0.094043</td>\n",
       "      <td>-0.100513</td>\n",
       "      <td>0.368145</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.326158</td>\n",
       "      <td>-0.189810</td>\n",
       "      <td>0.102471</td>\n",
       "      <td>0.585900</td>\n",
       "      <td>-0.101228</td>\n",
       "      <td>-0.038409</td>\n",
       "      <td>0.635182</td>\n",
       "      <td>-0.019175</td>\n",
       "      <td>-0.071689</td>\n",
       "      <td>week32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week33</th>\n",
       "      <td>0.366164</td>\n",
       "      <td>0.096764</td>\n",
       "      <td>0.163726</td>\n",
       "      <td>0.238480</td>\n",
       "      <td>0.556563</td>\n",
       "      <td>0.081271</td>\n",
       "      <td>-0.443600</td>\n",
       "      <td>-0.078789</td>\n",
       "      <td>-0.089492</td>\n",
       "      <td>0.361505</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.324858</td>\n",
       "      <td>-0.195348</td>\n",
       "      <td>0.074345</td>\n",
       "      <td>0.615107</td>\n",
       "      <td>-0.093953</td>\n",
       "      <td>-0.041649</td>\n",
       "      <td>0.633189</td>\n",
       "      <td>-0.062775</td>\n",
       "      <td>-0.065518</td>\n",
       "      <td>week33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week34</th>\n",
       "      <td>0.364395</td>\n",
       "      <td>0.091235</td>\n",
       "      <td>0.163020</td>\n",
       "      <td>0.239089</td>\n",
       "      <td>0.564711</td>\n",
       "      <td>0.082633</td>\n",
       "      <td>-0.445565</td>\n",
       "      <td>-0.058982</td>\n",
       "      <td>-0.070915</td>\n",
       "      <td>0.373025</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.305667</td>\n",
       "      <td>-0.202180</td>\n",
       "      <td>0.053535</td>\n",
       "      <td>0.637010</td>\n",
       "      <td>-0.094866</td>\n",
       "      <td>-0.045020</td>\n",
       "      <td>0.658299</td>\n",
       "      <td>-0.074647</td>\n",
       "      <td>-0.061022</td>\n",
       "      <td>week34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week35</th>\n",
       "      <td>0.356721</td>\n",
       "      <td>0.072274</td>\n",
       "      <td>0.166232</td>\n",
       "      <td>0.240460</td>\n",
       "      <td>0.570169</td>\n",
       "      <td>0.092695</td>\n",
       "      <td>-0.445050</td>\n",
       "      <td>-0.041485</td>\n",
       "      <td>-0.051647</td>\n",
       "      <td>0.366592</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.282992</td>\n",
       "      <td>-0.206138</td>\n",
       "      <td>0.034390</td>\n",
       "      <td>0.662538</td>\n",
       "      <td>-0.093752</td>\n",
       "      <td>-0.031345</td>\n",
       "      <td>0.682145</td>\n",
       "      <td>-0.064296</td>\n",
       "      <td>-0.054385</td>\n",
       "      <td>week35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week36</th>\n",
       "      <td>0.357585</td>\n",
       "      <td>0.054513</td>\n",
       "      <td>0.193226</td>\n",
       "      <td>0.236331</td>\n",
       "      <td>0.589454</td>\n",
       "      <td>0.111959</td>\n",
       "      <td>-0.441113</td>\n",
       "      <td>-0.027477</td>\n",
       "      <td>-0.036173</td>\n",
       "      <td>0.375625</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.278412</td>\n",
       "      <td>-0.207880</td>\n",
       "      <td>0.026474</td>\n",
       "      <td>0.713089</td>\n",
       "      <td>-0.080665</td>\n",
       "      <td>-0.035436</td>\n",
       "      <td>0.676761</td>\n",
       "      <td>-0.066716</td>\n",
       "      <td>-0.043743</td>\n",
       "      <td>week36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week37</th>\n",
       "      <td>0.347524</td>\n",
       "      <td>0.026022</td>\n",
       "      <td>0.204862</td>\n",
       "      <td>0.243561</td>\n",
       "      <td>0.608922</td>\n",
       "      <td>0.123844</td>\n",
       "      <td>-0.439310</td>\n",
       "      <td>-0.011585</td>\n",
       "      <td>-0.020467</td>\n",
       "      <td>0.374942</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.285800</td>\n",
       "      <td>-0.212751</td>\n",
       "      <td>0.021770</td>\n",
       "      <td>0.724526</td>\n",
       "      <td>-0.085709</td>\n",
       "      <td>-0.038325</td>\n",
       "      <td>0.652438</td>\n",
       "      <td>-0.052601</td>\n",
       "      <td>-0.036650</td>\n",
       "      <td>week37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week38</th>\n",
       "      <td>0.352718</td>\n",
       "      <td>-0.001018</td>\n",
       "      <td>0.198520</td>\n",
       "      <td>0.268640</td>\n",
       "      <td>0.618458</td>\n",
       "      <td>0.150776</td>\n",
       "      <td>-0.439382</td>\n",
       "      <td>0.009889</td>\n",
       "      <td>-0.004827</td>\n",
       "      <td>0.397278</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.273213</td>\n",
       "      <td>-0.221119</td>\n",
       "      <td>0.021548</td>\n",
       "      <td>0.773577</td>\n",
       "      <td>-0.070396</td>\n",
       "      <td>-0.028687</td>\n",
       "      <td>0.649025</td>\n",
       "      <td>-0.058218</td>\n",
       "      <td>-0.029556</td>\n",
       "      <td>week38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week39</th>\n",
       "      <td>0.362670</td>\n",
       "      <td>-0.024415</td>\n",
       "      <td>0.202243</td>\n",
       "      <td>0.274729</td>\n",
       "      <td>0.651082</td>\n",
       "      <td>0.170805</td>\n",
       "      <td>-0.433910</td>\n",
       "      <td>0.030915</td>\n",
       "      <td>0.000502</td>\n",
       "      <td>0.397718</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.256455</td>\n",
       "      <td>-0.231004</td>\n",
       "      <td>0.018211</td>\n",
       "      <td>0.841306</td>\n",
       "      <td>-0.033459</td>\n",
       "      <td>-0.025444</td>\n",
       "      <td>0.641920</td>\n",
       "      <td>-0.069994</td>\n",
       "      <td>-0.024100</td>\n",
       "      <td>week39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week40</th>\n",
       "      <td>0.382696</td>\n",
       "      <td>-0.059973</td>\n",
       "      <td>0.173184</td>\n",
       "      <td>0.290775</td>\n",
       "      <td>0.657184</td>\n",
       "      <td>0.182548</td>\n",
       "      <td>-0.434015</td>\n",
       "      <td>0.035800</td>\n",
       "      <td>0.012275</td>\n",
       "      <td>0.409862</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.247715</td>\n",
       "      <td>-0.258026</td>\n",
       "      <td>0.022077</td>\n",
       "      <td>0.870577</td>\n",
       "      <td>0.042429</td>\n",
       "      <td>-0.021709</td>\n",
       "      <td>0.638455</td>\n",
       "      <td>-0.111957</td>\n",
       "      <td>-0.020243</td>\n",
       "      <td>week40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week41</th>\n",
       "      <td>0.405607</td>\n",
       "      <td>-0.096796</td>\n",
       "      <td>0.151900</td>\n",
       "      <td>0.322612</td>\n",
       "      <td>0.666005</td>\n",
       "      <td>0.194675</td>\n",
       "      <td>-0.447208</td>\n",
       "      <td>0.042662</td>\n",
       "      <td>0.009864</td>\n",
       "      <td>0.423419</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.256558</td>\n",
       "      <td>-0.279874</td>\n",
       "      <td>0.026901</td>\n",
       "      <td>0.916242</td>\n",
       "      <td>0.099101</td>\n",
       "      <td>-0.012027</td>\n",
       "      <td>0.571258</td>\n",
       "      <td>-0.132870</td>\n",
       "      <td>-0.022362</td>\n",
       "      <td>week41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week42</th>\n",
       "      <td>0.424073</td>\n",
       "      <td>-0.124525</td>\n",
       "      <td>0.123756</td>\n",
       "      <td>0.367104</td>\n",
       "      <td>0.677491</td>\n",
       "      <td>0.196166</td>\n",
       "      <td>-0.457343</td>\n",
       "      <td>0.035010</td>\n",
       "      <td>0.012955</td>\n",
       "      <td>0.432489</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.249021</td>\n",
       "      <td>-0.318225</td>\n",
       "      <td>0.046455</td>\n",
       "      <td>0.963827</td>\n",
       "      <td>0.119805</td>\n",
       "      <td>-0.004473</td>\n",
       "      <td>0.545656</td>\n",
       "      <td>-0.149184</td>\n",
       "      <td>-0.020443</td>\n",
       "      <td>week42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week43</th>\n",
       "      <td>0.440722</td>\n",
       "      <td>-0.138770</td>\n",
       "      <td>0.084119</td>\n",
       "      <td>0.386147</td>\n",
       "      <td>0.705632</td>\n",
       "      <td>0.215282</td>\n",
       "      <td>-0.459660</td>\n",
       "      <td>0.033653</td>\n",
       "      <td>0.009340</td>\n",
       "      <td>0.418784</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.258251</td>\n",
       "      <td>-0.341088</td>\n",
       "      <td>0.074685</td>\n",
       "      <td>0.986576</td>\n",
       "      <td>0.134978</td>\n",
       "      <td>0.006873</td>\n",
       "      <td>0.520387</td>\n",
       "      <td>-0.102033</td>\n",
       "      <td>-0.020450</td>\n",
       "      <td>week43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week44</th>\n",
       "      <td>0.465757</td>\n",
       "      <td>-0.156988</td>\n",
       "      <td>0.028695</td>\n",
       "      <td>0.404633</td>\n",
       "      <td>0.735028</td>\n",
       "      <td>0.238742</td>\n",
       "      <td>-0.457612</td>\n",
       "      <td>0.049024</td>\n",
       "      <td>0.018073</td>\n",
       "      <td>0.432982</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.257234</td>\n",
       "      <td>-0.370409</td>\n",
       "      <td>0.096001</td>\n",
       "      <td>0.996662</td>\n",
       "      <td>0.124627</td>\n",
       "      <td>0.016804</td>\n",
       "      <td>0.516727</td>\n",
       "      <td>-0.062116</td>\n",
       "      <td>-0.015986</td>\n",
       "      <td>week44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week45</th>\n",
       "      <td>0.480123</td>\n",
       "      <td>-0.159790</td>\n",
       "      <td>0.008258</td>\n",
       "      <td>0.460915</td>\n",
       "      <td>0.769090</td>\n",
       "      <td>0.249705</td>\n",
       "      <td>-0.449103</td>\n",
       "      <td>0.055983</td>\n",
       "      <td>0.025839</td>\n",
       "      <td>0.427810</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.274885</td>\n",
       "      <td>-0.389646</td>\n",
       "      <td>0.118058</td>\n",
       "      <td>0.967680</td>\n",
       "      <td>0.125597</td>\n",
       "      <td>0.016826</td>\n",
       "      <td>0.499960</td>\n",
       "      <td>0.001149</td>\n",
       "      <td>-0.014059</td>\n",
       "      <td>week45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week46</th>\n",
       "      <td>0.488152</td>\n",
       "      <td>-0.167974</td>\n",
       "      <td>-0.008317</td>\n",
       "      <td>0.471183</td>\n",
       "      <td>0.777261</td>\n",
       "      <td>0.260950</td>\n",
       "      <td>-0.453548</td>\n",
       "      <td>0.054916</td>\n",
       "      <td>0.034388</td>\n",
       "      <td>0.436275</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.284302</td>\n",
       "      <td>-0.404158</td>\n",
       "      <td>0.143765</td>\n",
       "      <td>0.915499</td>\n",
       "      <td>0.140793</td>\n",
       "      <td>0.030473</td>\n",
       "      <td>0.474058</td>\n",
       "      <td>0.098631</td>\n",
       "      <td>-0.012508</td>\n",
       "      <td>week46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week47</th>\n",
       "      <td>0.484362</td>\n",
       "      <td>-0.167973</td>\n",
       "      <td>-0.009811</td>\n",
       "      <td>0.490565</td>\n",
       "      <td>0.798759</td>\n",
       "      <td>0.275779</td>\n",
       "      <td>-0.453068</td>\n",
       "      <td>0.085256</td>\n",
       "      <td>0.035114</td>\n",
       "      <td>0.450652</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.312265</td>\n",
       "      <td>-0.411442</td>\n",
       "      <td>0.173199</td>\n",
       "      <td>0.893404</td>\n",
       "      <td>0.148055</td>\n",
       "      <td>0.034422</td>\n",
       "      <td>0.476712</td>\n",
       "      <td>0.169911</td>\n",
       "      <td>0.000372</td>\n",
       "      <td>week47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week48</th>\n",
       "      <td>0.487747</td>\n",
       "      <td>-0.181859</td>\n",
       "      <td>-0.002517</td>\n",
       "      <td>0.511118</td>\n",
       "      <td>0.881973</td>\n",
       "      <td>0.294655</td>\n",
       "      <td>-0.457555</td>\n",
       "      <td>0.114385</td>\n",
       "      <td>0.045929</td>\n",
       "      <td>0.445787</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.348698</td>\n",
       "      <td>-0.408522</td>\n",
       "      <td>0.192599</td>\n",
       "      <td>0.907390</td>\n",
       "      <td>0.155965</td>\n",
       "      <td>0.039029</td>\n",
       "      <td>0.510727</td>\n",
       "      <td>0.275447</td>\n",
       "      <td>0.004022</td>\n",
       "      <td>week48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week49</th>\n",
       "      <td>0.493131</td>\n",
       "      <td>-0.174505</td>\n",
       "      <td>0.003901</td>\n",
       "      <td>0.526421</td>\n",
       "      <td>0.955043</td>\n",
       "      <td>0.331694</td>\n",
       "      <td>-0.451373</td>\n",
       "      <td>0.129831</td>\n",
       "      <td>0.056109</td>\n",
       "      <td>0.453396</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.353765</td>\n",
       "      <td>-0.416818</td>\n",
       "      <td>0.213994</td>\n",
       "      <td>0.939257</td>\n",
       "      <td>0.171616</td>\n",
       "      <td>0.049188</td>\n",
       "      <td>0.519689</td>\n",
       "      <td>0.342995</td>\n",
       "      <td>0.014628</td>\n",
       "      <td>week49</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>49 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Ticker      AAPL       AGN       AMD      AMZN        BA       BAC       CHK  \\\n",
       "week1   0.016380  0.024431  0.025051  0.010606 -0.005171  0.006660 -0.021693   \n",
       "week2   0.033127  0.046413  0.034677  0.021175  0.012116  0.006998 -0.038917   \n",
       "week3   0.058040  0.058569  0.057905  0.032673  0.027771  0.021702 -0.056283   \n",
       "week4   0.084250  0.090047  0.108394  0.047340  0.058733  0.037064 -0.081730   \n",
       "week5   0.108474  0.126834  0.130793  0.058915  0.061590  0.045293 -0.113743   \n",
       "week6   0.131268  0.157609  0.189758  0.072738  0.073057  0.073863 -0.149018   \n",
       "week7   0.155934  0.178472  0.233243  0.072953  0.077610  0.068629 -0.171009   \n",
       "week8   0.173705  0.172677  0.254463  0.075427  0.089173  0.068694 -0.210878   \n",
       "week9   0.189207  0.168034  0.268277  0.092041  0.112340  0.072102 -0.215480   \n",
       "week10  0.197424  0.153001  0.271671  0.096185  0.122834  0.073976 -0.218850   \n",
       "week11  0.205279  0.155996  0.253437  0.102961  0.129052  0.052253 -0.221943   \n",
       "week12  0.207017  0.146592  0.251123  0.120695  0.130306  0.059250 -0.234601   \n",
       "week13  0.216035  0.152932  0.225903  0.129610  0.131741  0.051323 -0.214414   \n",
       "week14  0.232112  0.150630  0.194798  0.137254  0.137398  0.032284 -0.208629   \n",
       "week15  0.242046  0.154106  0.169063  0.160699  0.130915  0.041676 -0.197290   \n",
       "week16  0.257157  0.149933  0.113616  0.186494  0.145447  0.036236 -0.212624   \n",
       "week17  0.270540  0.138132  0.074279  0.196411  0.154902  0.024701 -0.222293   \n",
       "week18  0.285560  0.122518  0.083115  0.212299  0.169141  0.037885 -0.243359   \n",
       "week19  0.294326  0.103434  0.034889  0.228854  0.183686  0.029514 -0.249631   \n",
       "week20  0.297148  0.093190  0.057054  0.247850  0.202017  0.042720 -0.256934   \n",
       "week21  0.282069  0.106984  0.081340  0.254214  0.202053  0.034407 -0.283232   \n",
       "week22  0.276830  0.124427  0.115192  0.250910  0.217886  0.041731 -0.286947   \n",
       "week23  0.267802  0.148137  0.144122  0.272234  0.245737  0.055221 -0.312762   \n",
       "week24  0.264350  0.164710  0.188334  0.270516  0.268263  0.044608 -0.318241   \n",
       "week25  0.256789  0.182217  0.207744  0.262202  0.338807  0.068209 -0.328377   \n",
       "week26  0.268442  0.188566  0.240025  0.273018  0.363481  0.072312 -0.320010   \n",
       "week27  0.281692  0.193044  0.236799  0.279280  0.379218  0.067466 -0.344438   \n",
       "week28  0.297415  0.198581  0.231542  0.273838  0.391350  0.084947 -0.349623   \n",
       "week29  0.323552  0.188518  0.226462  0.267430  0.425139  0.076346 -0.364840   \n",
       "week30  0.342408  0.163791  0.208069  0.271176  0.457335  0.072399 -0.385622   \n",
       "week31  0.356313  0.131328  0.179134  0.265945  0.491960  0.072248 -0.407321   \n",
       "week32  0.367320  0.110808  0.168147  0.244749  0.545699  0.069192 -0.428730   \n",
       "week33  0.366164  0.096764  0.163726  0.238480  0.556563  0.081271 -0.443600   \n",
       "week34  0.364395  0.091235  0.163020  0.239089  0.564711  0.082633 -0.445565   \n",
       "week35  0.356721  0.072274  0.166232  0.240460  0.570169  0.092695 -0.445050   \n",
       "week36  0.357585  0.054513  0.193226  0.236331  0.589454  0.111959 -0.441113   \n",
       "week37  0.347524  0.026022  0.204862  0.243561  0.608922  0.123844 -0.439310   \n",
       "week38  0.352718 -0.001018  0.198520  0.268640  0.618458  0.150776 -0.439382   \n",
       "week39  0.362670 -0.024415  0.202243  0.274729  0.651082  0.170805 -0.433910   \n",
       "week40  0.382696 -0.059973  0.173184  0.290775  0.657184  0.182548 -0.434015   \n",
       "week41  0.405607 -0.096796  0.151900  0.322612  0.666005  0.194675 -0.447208   \n",
       "week42  0.424073 -0.124525  0.123756  0.367104  0.677491  0.196166 -0.457343   \n",
       "week43  0.440722 -0.138770  0.084119  0.386147  0.705632  0.215282 -0.459660   \n",
       "week44  0.465757 -0.156988  0.028695  0.404633  0.735028  0.238742 -0.457612   \n",
       "week45  0.480123 -0.159790  0.008258  0.460915  0.769090  0.249705 -0.449103   \n",
       "week46  0.488152 -0.167974 -0.008317  0.471183  0.777261  0.260950 -0.453548   \n",
       "week47  0.484362 -0.167973 -0.009811  0.490565  0.798759  0.275779 -0.453068   \n",
       "week48  0.487747 -0.181859 -0.002517  0.511118  0.881973  0.294655 -0.457555   \n",
       "week49  0.493131 -0.174505  0.003901  0.526421  0.955043  0.331694 -0.451373   \n",
       "\n",
       "Ticker       COP         F        FB   ...        FNMA        GE       NKE  \\\n",
       "week1   0.003339 -0.007363  0.012165   ...    0.005281 -0.001764  0.002772   \n",
       "week2  -0.002268 -0.000230  0.030155   ...    0.019868 -0.010990  0.011395   \n",
       "week3  -0.009599 -0.003034  0.045124   ...   -0.021666 -0.017116  0.017667   \n",
       "week4  -0.021205 -0.001538  0.065164   ...   -0.072003 -0.029938  0.029937   \n",
       "week5  -0.033405 -0.000397  0.077307   ...   -0.115877 -0.043572  0.041498   \n",
       "week6  -0.039615  0.006615  0.089483   ...   -0.108518 -0.043410  0.051024   \n",
       "week7  -0.054837  0.007797  0.095359   ...   -0.138695 -0.041014  0.067853   \n",
       "week8  -0.065993  0.003151  0.109752   ...   -0.172123 -0.035659  0.081767   \n",
       "week9  -0.066775 -0.006571  0.115135   ...   -0.221428 -0.036864  0.094587   \n",
       "week10 -0.049692 -0.026004  0.122370   ...   -0.304290 -0.036000  0.086254   \n",
       "week11 -0.038804 -0.041253  0.133159   ...   -0.337040 -0.039956  0.088561   \n",
       "week12 -0.048668 -0.069006  0.139068   ...   -0.336513 -0.042514  0.086168   \n",
       "week13 -0.051352 -0.069449  0.152810   ...   -0.324346 -0.042262  0.086261   \n",
       "week14 -0.037748 -0.086298  0.165577   ...   -0.335563 -0.046103  0.071016   \n",
       "week15 -0.047100 -0.080574  0.175191   ...   -0.350980 -0.051158  0.064857   \n",
       "week16 -0.046020 -0.093304  0.188898   ...   -0.342905 -0.059854  0.060113   \n",
       "week17 -0.061010 -0.090157  0.194308   ...   -0.359314 -0.066980  0.050959   \n",
       "week18 -0.077741 -0.099386  0.213612   ...   -0.341516 -0.079665  0.042999   \n",
       "week19 -0.085717 -0.099717  0.215609   ...   -0.344658 -0.086288  0.036171   \n",
       "week20 -0.080430 -0.101160  0.220946   ...   -0.362324 -0.092794  0.022614   \n",
       "week21 -0.085896 -0.096842  0.209180   ...   -0.361955 -0.106223  0.016765   \n",
       "week22 -0.107514 -0.090506  0.222856   ...   -0.387937 -0.102623  0.018715   \n",
       "week23 -0.113256 -0.094371  0.237942   ...   -0.385587 -0.100370  0.031543   \n",
       "week24 -0.114747 -0.080852  0.239580   ...   -0.386756 -0.106433  0.051454   \n",
       "week25 -0.109159 -0.077323  0.272092   ...   -0.388768 -0.113524  0.062439   \n",
       "week26 -0.112447 -0.073277  0.290832   ...   -0.376165 -0.130704  0.073366   \n",
       "week27 -0.104294 -0.076728  0.313237   ...   -0.373360 -0.143166  0.096504   \n",
       "week28 -0.111831 -0.076511  0.331822   ...   -0.359522 -0.156534  0.125426   \n",
       "week29 -0.110909 -0.087511  0.344643   ...   -0.354725 -0.165195  0.131939   \n",
       "week30 -0.112118 -0.094813  0.357176   ...   -0.338859 -0.175450  0.126923   \n",
       "week31 -0.104060 -0.099459  0.362702   ...   -0.332433 -0.180298  0.113486   \n",
       "week32 -0.094043 -0.100513  0.368145   ...   -0.326158 -0.189810  0.102471   \n",
       "week33 -0.078789 -0.089492  0.361505   ...   -0.324858 -0.195348  0.074345   \n",
       "week34 -0.058982 -0.070915  0.373025   ...   -0.305667 -0.202180  0.053535   \n",
       "week35 -0.041485 -0.051647  0.366592   ...   -0.282992 -0.206138  0.034390   \n",
       "week36 -0.027477 -0.036173  0.375625   ...   -0.278412 -0.207880  0.026474   \n",
       "week37 -0.011585 -0.020467  0.374942   ...   -0.285800 -0.212751  0.021770   \n",
       "week38  0.009889 -0.004827  0.397278   ...   -0.273213 -0.221119  0.021548   \n",
       "week39  0.030915  0.000502  0.397718   ...   -0.256455 -0.231004  0.018211   \n",
       "week40  0.035800  0.012275  0.409862   ...   -0.247715 -0.258026  0.022077   \n",
       "week41  0.042662  0.009864  0.423419   ...   -0.256558 -0.279874  0.026901   \n",
       "week42  0.035010  0.012955  0.432489   ...   -0.249021 -0.318225  0.046455   \n",
       "week43  0.033653  0.009340  0.418784   ...   -0.258251 -0.341088  0.074685   \n",
       "week44  0.049024  0.018073  0.432982   ...   -0.257234 -0.370409  0.096001   \n",
       "week45  0.055983  0.025839  0.427810   ...   -0.274885 -0.389646  0.118058   \n",
       "week46  0.054916  0.034388  0.436275   ...   -0.284302 -0.404158  0.143765   \n",
       "week47  0.085256  0.035114  0.450652   ...   -0.312265 -0.411442  0.173199   \n",
       "week48  0.114385  0.045929  0.445787   ...   -0.348698 -0.408522  0.192599   \n",
       "week49  0.129831  0.056109  0.453396   ...   -0.353765 -0.416818  0.213994   \n",
       "\n",
       "Ticker      NVDA      QCOM      SBUX      TSLA       VRX       XOM    Time  \n",
       "week1   0.010574 -0.036976 -0.005563  0.038137  0.009200 -0.004895   week1  \n",
       "week2   0.031726 -0.046460 -0.004469  0.084137 -0.012561 -0.015766   week2  \n",
       "week3   0.049190 -0.035575 -0.012309  0.127904 -0.020953 -0.031237   week3  \n",
       "week4   0.057731 -0.027198 -0.003661  0.146627 -0.027104 -0.032092   week4  \n",
       "week5   0.048227 -0.024153 -0.011301  0.180990 -0.006939 -0.041358   week5  \n",
       "week6   0.015569 -0.027282 -0.012308  0.205821  0.011707 -0.046159   week6  \n",
       "week7   0.004098 -0.022916 -0.019882  0.205674  0.014499 -0.045116   week7  \n",
       "week8  -0.005529 -0.030668 -0.011277  0.205939 -0.044063 -0.048126   week8  \n",
       "week9  -0.006838 -0.025215 -0.008084  0.217899 -0.102300 -0.048678   week9  \n",
       "week10 -0.000201 -0.028291 -0.004605  0.246344 -0.164203 -0.044435  week10  \n",
       "week11  0.005747 -0.060673  0.006408  0.256882 -0.236227 -0.051496  week11  \n",
       "week12 -0.007010 -0.074774  0.013773  0.277145 -0.261130 -0.049364  week12  \n",
       "week13 -0.021750 -0.073548  0.025303  0.319592 -0.312083 -0.050712  week13  \n",
       "week14 -0.024014 -0.062125  0.042318  0.358964 -0.334884 -0.048111  week14  \n",
       "week15  0.023634 -0.056307  0.044931  0.382171 -0.360783 -0.046167  week15  \n",
       "week16  0.044265 -0.032454  0.060041  0.420319 -0.344261 -0.043705  week16  \n",
       "week17  0.121562 -0.020737  0.070761  0.460298 -0.310155 -0.048661  week17  \n",
       "week18  0.213013 -0.012938  0.081101  0.490193 -0.228607 -0.046478  week18  \n",
       "week19  0.288007 -0.017135  0.081337  0.498946 -0.185629 -0.042214  week19  \n",
       "week20  0.346886 -0.019707  0.081287  0.544448 -0.161672 -0.043156  week20  \n",
       "week21  0.399942 -0.027085  0.071595  0.579446 -0.144315 -0.042617  week21  \n",
       "week22  0.436133 -0.036284  0.068551  0.610784 -0.125801 -0.048935  week22  \n",
       "week23  0.444133 -0.028761  0.062349  0.632139 -0.094819 -0.048937  week23  \n",
       "week24  0.452602 -0.029615  0.047876  0.640067 -0.010295 -0.050929  week24  \n",
       "week25  0.477697 -0.057030  0.026143  0.633095  0.034988 -0.054389  week25  \n",
       "week26  0.516378 -0.071282  0.019253  0.626125  0.090373 -0.053160  week26  \n",
       "week27  0.557823 -0.075936 -0.005485  0.625723  0.139205 -0.062364  week27  \n",
       "week28  0.557153 -0.081516 -0.011891  0.619625  0.135266 -0.068602  week28  \n",
       "week29  0.584102 -0.087743 -0.014909  0.597084  0.114602 -0.072688  week29  \n",
       "week30  0.591863 -0.085064 -0.028061  0.601864  0.066282 -0.078321  week30  \n",
       "week31  0.585626 -0.102084 -0.033821  0.617057  0.014129 -0.075926  week31  \n",
       "week32  0.585900 -0.101228 -0.038409  0.635182 -0.019175 -0.071689  week32  \n",
       "week33  0.615107 -0.093953 -0.041649  0.633189 -0.062775 -0.065518  week33  \n",
       "week34  0.637010 -0.094866 -0.045020  0.658299 -0.074647 -0.061022  week34  \n",
       "week35  0.662538 -0.093752 -0.031345  0.682145 -0.064296 -0.054385  week35  \n",
       "week36  0.713089 -0.080665 -0.035436  0.676761 -0.066716 -0.043743  week36  \n",
       "week37  0.724526 -0.085709 -0.038325  0.652438 -0.052601 -0.036650  week37  \n",
       "week38  0.773577 -0.070396 -0.028687  0.649025 -0.058218 -0.029556  week38  \n",
       "week39  0.841306 -0.033459 -0.025444  0.641920 -0.069994 -0.024100  week39  \n",
       "week40  0.870577  0.042429 -0.021709  0.638455 -0.111957 -0.020243  week40  \n",
       "week41  0.916242  0.099101 -0.012027  0.571258 -0.132870 -0.022362  week41  \n",
       "week42  0.963827  0.119805 -0.004473  0.545656 -0.149184 -0.020443  week42  \n",
       "week43  0.986576  0.134978  0.006873  0.520387 -0.102033 -0.020450  week43  \n",
       "week44  0.996662  0.124627  0.016804  0.516727 -0.062116 -0.015986  week44  \n",
       "week45  0.967680  0.125597  0.016826  0.499960  0.001149 -0.014059  week45  \n",
       "week46  0.915499  0.140793  0.030473  0.474058  0.098631 -0.012508  week46  \n",
       "week47  0.893404  0.148055  0.034422  0.476712  0.169911  0.000372  week47  \n",
       "week48  0.907390  0.155965  0.039029  0.510727  0.275447  0.004022  week48  \n",
       "week49  0.939257  0.171616  0.049188  0.519689  0.342995  0.014628  week49  \n",
       "\n",
       "[49 rows x 21 columns]"
      ]
     },
     "execution_count": 574,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "long_return['Time'] = long_return.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 572,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "short_return['Time'] = short_return.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 618,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Ticker</th>\n",
       "      <th>ALXN</th>\n",
       "      <th>AMD</th>\n",
       "      <th>BABA</th>\n",
       "      <th>BB</th>\n",
       "      <th>CAT</th>\n",
       "      <th>CGI</th>\n",
       "      <th>CMG</th>\n",
       "      <th>GME</th>\n",
       "      <th>IBM</th>\n",
       "      <th>NFLX</th>\n",
       "      <th>...</th>\n",
       "      <th>QCOM</th>\n",
       "      <th>SDRL</th>\n",
       "      <th>SHLD</th>\n",
       "      <th>STRP</th>\n",
       "      <th>TSLA</th>\n",
       "      <th>VRX</th>\n",
       "      <th>WATT</th>\n",
       "      <th>WFC</th>\n",
       "      <th>Time</th>\n",
       "      <th>Short_Portfolio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>week1</th>\n",
       "      <td>0.030247</td>\n",
       "      <td>0.025051</td>\n",
       "      <td>0.034106</td>\n",
       "      <td>-0.020533</td>\n",
       "      <td>-0.007982</td>\n",
       "      <td>0.079387</td>\n",
       "      <td>0.013790</td>\n",
       "      <td>0.016989</td>\n",
       "      <td>-0.002301</td>\n",
       "      <td>0.024246</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.036976</td>\n",
       "      <td>0.047838</td>\n",
       "      <td>0.013383</td>\n",
       "      <td>-0.046830</td>\n",
       "      <td>0.038137</td>\n",
       "      <td>0.009200</td>\n",
       "      <td>0.014311</td>\n",
       "      <td>0.005396</td>\n",
       "      <td>week1</td>\n",
       "      <td>0.012475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week2</th>\n",
       "      <td>0.089015</td>\n",
       "      <td>0.034677</td>\n",
       "      <td>0.050866</td>\n",
       "      <td>-0.020480</td>\n",
       "      <td>0.007286</td>\n",
       "      <td>0.039188</td>\n",
       "      <td>0.026485</td>\n",
       "      <td>0.025230</td>\n",
       "      <td>0.015416</td>\n",
       "      <td>0.050571</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.046460</td>\n",
       "      <td>0.065717</td>\n",
       "      <td>-0.151468</td>\n",
       "      <td>0.038066</td>\n",
       "      <td>0.084137</td>\n",
       "      <td>-0.012561</td>\n",
       "      <td>-0.089512</td>\n",
       "      <td>0.010142</td>\n",
       "      <td>week2</td>\n",
       "      <td>0.012228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week3</th>\n",
       "      <td>0.191280</td>\n",
       "      <td>0.057905</td>\n",
       "      <td>0.080025</td>\n",
       "      <td>-0.015859</td>\n",
       "      <td>0.009760</td>\n",
       "      <td>0.018444</td>\n",
       "      <td>0.014061</td>\n",
       "      <td>0.038235</td>\n",
       "      <td>0.021615</td>\n",
       "      <td>0.069560</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.035575</td>\n",
       "      <td>-0.035277</td>\n",
       "      <td>-0.262336</td>\n",
       "      <td>0.051248</td>\n",
       "      <td>0.127904</td>\n",
       "      <td>-0.020953</td>\n",
       "      <td>-0.005417</td>\n",
       "      <td>0.011258</td>\n",
       "      <td>week3</td>\n",
       "      <td>0.017868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week4</th>\n",
       "      <td>0.127817</td>\n",
       "      <td>0.108394</td>\n",
       "      <td>0.098440</td>\n",
       "      <td>-0.020000</td>\n",
       "      <td>-0.000108</td>\n",
       "      <td>0.004159</td>\n",
       "      <td>0.038591</td>\n",
       "      <td>0.068341</td>\n",
       "      <td>0.041512</td>\n",
       "      <td>0.080091</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.027198</td>\n",
       "      <td>-0.121271</td>\n",
       "      <td>-0.163993</td>\n",
       "      <td>0.030128</td>\n",
       "      <td>0.146627</td>\n",
       "      <td>-0.027104</td>\n",
       "      <td>-0.013752</td>\n",
       "      <td>0.014847</td>\n",
       "      <td>week4</td>\n",
       "      <td>0.020870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week5</th>\n",
       "      <td>0.103828</td>\n",
       "      <td>0.130793</td>\n",
       "      <td>0.111319</td>\n",
       "      <td>-0.009751</td>\n",
       "      <td>0.017160</td>\n",
       "      <td>0.051378</td>\n",
       "      <td>0.055662</td>\n",
       "      <td>0.092446</td>\n",
       "      <td>0.049657</td>\n",
       "      <td>0.094137</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.024153</td>\n",
       "      <td>-0.202286</td>\n",
       "      <td>-0.198138</td>\n",
       "      <td>0.046806</td>\n",
       "      <td>0.180990</td>\n",
       "      <td>-0.006939</td>\n",
       "      <td>-0.173519</td>\n",
       "      <td>0.031703</td>\n",
       "      <td>week5</td>\n",
       "      <td>0.018869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week6</th>\n",
       "      <td>0.080447</td>\n",
       "      <td>0.189758</td>\n",
       "      <td>0.116979</td>\n",
       "      <td>-0.016573</td>\n",
       "      <td>0.006816</td>\n",
       "      <td>-0.032566</td>\n",
       "      <td>0.052944</td>\n",
       "      <td>0.038451</td>\n",
       "      <td>0.048040</td>\n",
       "      <td>0.093278</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.027282</td>\n",
       "      <td>-0.251067</td>\n",
       "      <td>-0.147690</td>\n",
       "      <td>0.021619</td>\n",
       "      <td>0.205821</td>\n",
       "      <td>0.011707</td>\n",
       "      <td>-0.139855</td>\n",
       "      <td>0.039723</td>\n",
       "      <td>week6</td>\n",
       "      <td>0.014466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week7</th>\n",
       "      <td>0.087159</td>\n",
       "      <td>0.233243</td>\n",
       "      <td>0.118809</td>\n",
       "      <td>-0.020578</td>\n",
       "      <td>0.002329</td>\n",
       "      <td>-0.027191</td>\n",
       "      <td>0.040473</td>\n",
       "      <td>0.048602</td>\n",
       "      <td>0.054951</td>\n",
       "      <td>0.094992</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.022916</td>\n",
       "      <td>-0.285392</td>\n",
       "      <td>-0.258272</td>\n",
       "      <td>-0.013592</td>\n",
       "      <td>0.205674</td>\n",
       "      <td>0.014499</td>\n",
       "      <td>-0.136934</td>\n",
       "      <td>0.051235</td>\n",
       "      <td>week7</td>\n",
       "      <td>0.007155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week8</th>\n",
       "      <td>0.086921</td>\n",
       "      <td>0.254463</td>\n",
       "      <td>0.127379</td>\n",
       "      <td>-0.028342</td>\n",
       "      <td>0.017633</td>\n",
       "      <td>-0.052899</td>\n",
       "      <td>0.029683</td>\n",
       "      <td>0.053068</td>\n",
       "      <td>0.052158</td>\n",
       "      <td>0.103437</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.030668</td>\n",
       "      <td>-0.420682</td>\n",
       "      <td>-0.184711</td>\n",
       "      <td>-0.016750</td>\n",
       "      <td>0.205939</td>\n",
       "      <td>-0.044063</td>\n",
       "      <td>-0.103367</td>\n",
       "      <td>0.054975</td>\n",
       "      <td>week8</td>\n",
       "      <td>0.001529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week9</th>\n",
       "      <td>0.103497</td>\n",
       "      <td>0.268277</td>\n",
       "      <td>0.135035</td>\n",
       "      <td>-0.035833</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.001725</td>\n",
       "      <td>0.050313</td>\n",
       "      <td>0.038492</td>\n",
       "      <td>0.043897</td>\n",
       "      <td>0.104303</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.025215</td>\n",
       "      <td>-0.515175</td>\n",
       "      <td>-0.183585</td>\n",
       "      <td>-0.017340</td>\n",
       "      <td>0.217899</td>\n",
       "      <td>-0.102300</td>\n",
       "      <td>-0.146624</td>\n",
       "      <td>0.056154</td>\n",
       "      <td>week9</td>\n",
       "      <td>-0.003486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week10</th>\n",
       "      <td>0.100398</td>\n",
       "      <td>0.271671</td>\n",
       "      <td>0.153410</td>\n",
       "      <td>-0.044182</td>\n",
       "      <td>0.019856</td>\n",
       "      <td>-0.105495</td>\n",
       "      <td>0.079929</td>\n",
       "      <td>-0.025638</td>\n",
       "      <td>0.039989</td>\n",
       "      <td>0.115806</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.028291</td>\n",
       "      <td>-0.501040</td>\n",
       "      <td>-0.144779</td>\n",
       "      <td>0.263695</td>\n",
       "      <td>0.246344</td>\n",
       "      <td>-0.164203</td>\n",
       "      <td>-0.160505</td>\n",
       "      <td>0.053794</td>\n",
       "      <td>week10</td>\n",
       "      <td>0.005546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week11</th>\n",
       "      <td>0.064047</td>\n",
       "      <td>0.253437</td>\n",
       "      <td>0.168467</td>\n",
       "      <td>-0.030179</td>\n",
       "      <td>-0.001295</td>\n",
       "      <td>-0.173648</td>\n",
       "      <td>0.094760</td>\n",
       "      <td>-0.051396</td>\n",
       "      <td>0.030333</td>\n",
       "      <td>0.111170</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.060673</td>\n",
       "      <td>-0.505243</td>\n",
       "      <td>0.008680</td>\n",
       "      <td>0.379085</td>\n",
       "      <td>0.256882</td>\n",
       "      <td>-0.236227</td>\n",
       "      <td>-0.171732</td>\n",
       "      <td>0.048432</td>\n",
       "      <td>week11</td>\n",
       "      <td>0.005622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week12</th>\n",
       "      <td>0.021045</td>\n",
       "      <td>0.251123</td>\n",
       "      <td>0.178652</td>\n",
       "      <td>0.029736</td>\n",
       "      <td>0.026372</td>\n",
       "      <td>-0.200776</td>\n",
       "      <td>0.105004</td>\n",
       "      <td>-0.044960</td>\n",
       "      <td>0.016207</td>\n",
       "      <td>0.114464</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.074774</td>\n",
       "      <td>-0.609049</td>\n",
       "      <td>-0.004311</td>\n",
       "      <td>0.910209</td>\n",
       "      <td>0.277145</td>\n",
       "      <td>-0.261130</td>\n",
       "      <td>-0.147081</td>\n",
       "      <td>0.037376</td>\n",
       "      <td>week12</td>\n",
       "      <td>0.025849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week13</th>\n",
       "      <td>0.011473</td>\n",
       "      <td>0.225903</td>\n",
       "      <td>0.197266</td>\n",
       "      <td>0.072433</td>\n",
       "      <td>0.019474</td>\n",
       "      <td>-0.339777</td>\n",
       "      <td>0.128508</td>\n",
       "      <td>-0.016753</td>\n",
       "      <td>-0.000044</td>\n",
       "      <td>0.110680</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.073548</td>\n",
       "      <td>-0.642007</td>\n",
       "      <td>0.185325</td>\n",
       "      <td>1.063125</td>\n",
       "      <td>0.319592</td>\n",
       "      <td>-0.312083</td>\n",
       "      <td>-0.152736</td>\n",
       "      <td>0.009935</td>\n",
       "      <td>week13</td>\n",
       "      <td>0.032411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week14</th>\n",
       "      <td>-0.004469</td>\n",
       "      <td>0.194798</td>\n",
       "      <td>0.218808</td>\n",
       "      <td>0.133110</td>\n",
       "      <td>0.014064</td>\n",
       "      <td>-0.428663</td>\n",
       "      <td>0.148614</td>\n",
       "      <td>0.000886</td>\n",
       "      <td>-0.027520</td>\n",
       "      <td>0.125560</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.062125</td>\n",
       "      <td>-0.647048</td>\n",
       "      <td>0.029825</td>\n",
       "      <td>2.061981</td>\n",
       "      <td>0.358964</td>\n",
       "      <td>-0.334884</td>\n",
       "      <td>-0.174900</td>\n",
       "      <td>0.009594</td>\n",
       "      <td>week14</td>\n",
       "      <td>0.072243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week15</th>\n",
       "      <td>-0.010531</td>\n",
       "      <td>0.169063</td>\n",
       "      <td>0.236343</td>\n",
       "      <td>0.182300</td>\n",
       "      <td>0.050276</td>\n",
       "      <td>-0.469485</td>\n",
       "      <td>0.160854</td>\n",
       "      <td>0.011517</td>\n",
       "      <td>-0.039582</td>\n",
       "      <td>0.166159</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.056307</td>\n",
       "      <td>-0.677364</td>\n",
       "      <td>0.008087</td>\n",
       "      <td>2.199868</td>\n",
       "      <td>0.382171</td>\n",
       "      <td>-0.360783</td>\n",
       "      <td>-0.207931</td>\n",
       "      <td>0.001826</td>\n",
       "      <td>week15</td>\n",
       "      <td>0.080749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week16</th>\n",
       "      <td>-0.023366</td>\n",
       "      <td>0.113616</td>\n",
       "      <td>0.266386</td>\n",
       "      <td>0.234942</td>\n",
       "      <td>0.047102</td>\n",
       "      <td>-0.500034</td>\n",
       "      <td>0.187226</td>\n",
       "      <td>0.026779</td>\n",
       "      <td>-0.055673</td>\n",
       "      <td>0.189550</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.032454</td>\n",
       "      <td>-0.704882</td>\n",
       "      <td>0.096200</td>\n",
       "      <td>2.886166</td>\n",
       "      <td>0.420319</td>\n",
       "      <td>-0.344261</td>\n",
       "      <td>-0.214685</td>\n",
       "      <td>-0.013128</td>\n",
       "      <td>week16</td>\n",
       "      <td>0.121467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week17</th>\n",
       "      <td>0.027782</td>\n",
       "      <td>0.074279</td>\n",
       "      <td>0.288317</td>\n",
       "      <td>0.283699</td>\n",
       "      <td>0.054312</td>\n",
       "      <td>-0.551656</td>\n",
       "      <td>0.198184</td>\n",
       "      <td>0.014426</td>\n",
       "      <td>-0.068941</td>\n",
       "      <td>0.194106</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.020737</td>\n",
       "      <td>-0.785253</td>\n",
       "      <td>-0.021867</td>\n",
       "      <td>3.538040</td>\n",
       "      <td>0.460298</td>\n",
       "      <td>-0.310155</td>\n",
       "      <td>-0.218226</td>\n",
       "      <td>-0.023269</td>\n",
       "      <td>week17</td>\n",
       "      <td>0.151419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week18</th>\n",
       "      <td>0.054606</td>\n",
       "      <td>0.083115</td>\n",
       "      <td>0.313640</td>\n",
       "      <td>0.333909</td>\n",
       "      <td>0.095665</td>\n",
       "      <td>-0.649047</td>\n",
       "      <td>0.205078</td>\n",
       "      <td>-0.001179</td>\n",
       "      <td>-0.073840</td>\n",
       "      <td>0.205190</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.012938</td>\n",
       "      <td>-0.795824</td>\n",
       "      <td>0.035347</td>\n",
       "      <td>3.537249</td>\n",
       "      <td>0.490193</td>\n",
       "      <td>-0.228607</td>\n",
       "      <td>-0.227751</td>\n",
       "      <td>-0.013461</td>\n",
       "      <td>week18</td>\n",
       "      <td>0.165670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week19</th>\n",
       "      <td>0.069438</td>\n",
       "      <td>0.034889</td>\n",
       "      <td>0.354210</td>\n",
       "      <td>0.410848</td>\n",
       "      <td>0.089091</td>\n",
       "      <td>-0.641618</td>\n",
       "      <td>0.210112</td>\n",
       "      <td>-0.015812</td>\n",
       "      <td>-0.080795</td>\n",
       "      <td>0.236621</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.017135</td>\n",
       "      <td>-0.801502</td>\n",
       "      <td>-0.101813</td>\n",
       "      <td>4.143838</td>\n",
       "      <td>0.498946</td>\n",
       "      <td>-0.185629</td>\n",
       "      <td>-0.223842</td>\n",
       "      <td>-0.007337</td>\n",
       "      <td>week19</td>\n",
       "      <td>0.200329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week20</th>\n",
       "      <td>-0.006486</td>\n",
       "      <td>0.057054</td>\n",
       "      <td>0.372039</td>\n",
       "      <td>0.446544</td>\n",
       "      <td>0.104741</td>\n",
       "      <td>-0.717992</td>\n",
       "      <td>0.192461</td>\n",
       "      <td>-0.042930</td>\n",
       "      <td>-0.084806</td>\n",
       "      <td>0.233966</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.019707</td>\n",
       "      <td>-0.822979</td>\n",
       "      <td>-0.147005</td>\n",
       "      <td>3.885493</td>\n",
       "      <td>0.544448</td>\n",
       "      <td>-0.161672</td>\n",
       "      <td>-0.147966</td>\n",
       "      <td>-0.013614</td>\n",
       "      <td>week20</td>\n",
       "      <td>0.186274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week21</th>\n",
       "      <td>-0.069649</td>\n",
       "      <td>0.081340</td>\n",
       "      <td>0.397451</td>\n",
       "      <td>0.508265</td>\n",
       "      <td>0.104422</td>\n",
       "      <td>-0.694383</td>\n",
       "      <td>0.172454</td>\n",
       "      <td>-0.072821</td>\n",
       "      <td>-0.080490</td>\n",
       "      <td>0.225483</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.027085</td>\n",
       "      <td>-0.829963</td>\n",
       "      <td>-0.155070</td>\n",
       "      <td>4.639901</td>\n",
       "      <td>0.579446</td>\n",
       "      <td>-0.144315</td>\n",
       "      <td>-0.103319</td>\n",
       "      <td>-0.026883</td>\n",
       "      <td>week21</td>\n",
       "      <td>0.228986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week22</th>\n",
       "      <td>-0.155552</td>\n",
       "      <td>0.115192</td>\n",
       "      <td>0.433973</td>\n",
       "      <td>0.472280</td>\n",
       "      <td>0.122515</td>\n",
       "      <td>-0.715490</td>\n",
       "      <td>0.132980</td>\n",
       "      <td>-0.081235</td>\n",
       "      <td>-0.080965</td>\n",
       "      <td>0.203810</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.036284</td>\n",
       "      <td>-0.840849</td>\n",
       "      <td>-0.281933</td>\n",
       "      <td>4.267768</td>\n",
       "      <td>0.610784</td>\n",
       "      <td>-0.125801</td>\n",
       "      <td>-0.146504</td>\n",
       "      <td>-0.022329</td>\n",
       "      <td>week22</td>\n",
       "      <td>0.198594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week23</th>\n",
       "      <td>-0.133697</td>\n",
       "      <td>0.144122</td>\n",
       "      <td>0.492004</td>\n",
       "      <td>0.462419</td>\n",
       "      <td>0.127965</td>\n",
       "      <td>-0.674955</td>\n",
       "      <td>0.120099</td>\n",
       "      <td>-0.059813</td>\n",
       "      <td>-0.082017</td>\n",
       "      <td>0.206087</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.028761</td>\n",
       "      <td>-0.844368</td>\n",
       "      <td>-0.215182</td>\n",
       "      <td>4.270290</td>\n",
       "      <td>0.632139</td>\n",
       "      <td>-0.094819</td>\n",
       "      <td>-0.115897</td>\n",
       "      <td>-0.020938</td>\n",
       "      <td>week23</td>\n",
       "      <td>0.214909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week24</th>\n",
       "      <td>-0.092366</td>\n",
       "      <td>0.188334</td>\n",
       "      <td>0.557339</td>\n",
       "      <td>0.437316</td>\n",
       "      <td>0.136982</td>\n",
       "      <td>-0.617917</td>\n",
       "      <td>0.097894</td>\n",
       "      <td>-0.073999</td>\n",
       "      <td>-0.084284</td>\n",
       "      <td>0.198013</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.029615</td>\n",
       "      <td>-0.852852</td>\n",
       "      <td>-0.236276</td>\n",
       "      <td>4.262507</td>\n",
       "      <td>0.640067</td>\n",
       "      <td>-0.010295</td>\n",
       "      <td>-0.097112</td>\n",
       "      <td>-0.004471</td>\n",
       "      <td>week24</td>\n",
       "      <td>0.227539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week25</th>\n",
       "      <td>-0.000177</td>\n",
       "      <td>0.207744</td>\n",
       "      <td>0.569177</td>\n",
       "      <td>0.404272</td>\n",
       "      <td>0.166273</td>\n",
       "      <td>-0.585893</td>\n",
       "      <td>0.048030</td>\n",
       "      <td>-0.072366</td>\n",
       "      <td>-0.092213</td>\n",
       "      <td>0.224171</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.057030</td>\n",
       "      <td>-0.868167</td>\n",
       "      <td>-0.237225</td>\n",
       "      <td>4.263168</td>\n",
       "      <td>0.633095</td>\n",
       "      <td>0.034988</td>\n",
       "      <td>-0.123590</td>\n",
       "      <td>-0.000342</td>\n",
       "      <td>week25</td>\n",
       "      <td>0.232567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week26</th>\n",
       "      <td>0.048072</td>\n",
       "      <td>0.240025</td>\n",
       "      <td>0.607400</td>\n",
       "      <td>0.380603</td>\n",
       "      <td>0.152775</td>\n",
       "      <td>-0.543245</td>\n",
       "      <td>-0.012118</td>\n",
       "      <td>-0.086008</td>\n",
       "      <td>-0.102279</td>\n",
       "      <td>0.289707</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.071282</td>\n",
       "      <td>-0.870861</td>\n",
       "      <td>-0.157202</td>\n",
       "      <td>4.267976</td>\n",
       "      <td>0.626125</td>\n",
       "      <td>0.090373</td>\n",
       "      <td>-0.116463</td>\n",
       "      <td>-0.012208</td>\n",
       "      <td>week26</td>\n",
       "      <td>0.244030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week27</th>\n",
       "      <td>0.032837</td>\n",
       "      <td>0.236799</td>\n",
       "      <td>0.637946</td>\n",
       "      <td>0.361975</td>\n",
       "      <td>0.170882</td>\n",
       "      <td>-0.584616</td>\n",
       "      <td>-0.040256</td>\n",
       "      <td>-0.068504</td>\n",
       "      <td>-0.114373</td>\n",
       "      <td>0.357574</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.075936</td>\n",
       "      <td>-0.866041</td>\n",
       "      <td>-0.199270</td>\n",
       "      <td>4.261569</td>\n",
       "      <td>0.625723</td>\n",
       "      <td>0.139205</td>\n",
       "      <td>-0.109961</td>\n",
       "      <td>0.007930</td>\n",
       "      <td>week27</td>\n",
       "      <td>0.249203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week28</th>\n",
       "      <td>0.047078</td>\n",
       "      <td>0.231542</td>\n",
       "      <td>0.665345</td>\n",
       "      <td>0.339748</td>\n",
       "      <td>0.183980</td>\n",
       "      <td>-0.529499</td>\n",
       "      <td>-0.064957</td>\n",
       "      <td>-0.051646</td>\n",
       "      <td>-0.118251</td>\n",
       "      <td>0.342382</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.081516</td>\n",
       "      <td>-0.881232</td>\n",
       "      <td>-0.167962</td>\n",
       "      <td>4.259802</td>\n",
       "      <td>0.619625</td>\n",
       "      <td>0.135266</td>\n",
       "      <td>-0.123024</td>\n",
       "      <td>0.006829</td>\n",
       "      <td>week28</td>\n",
       "      <td>0.252007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week29</th>\n",
       "      <td>0.070327</td>\n",
       "      <td>0.226462</td>\n",
       "      <td>0.698600</td>\n",
       "      <td>0.325763</td>\n",
       "      <td>0.195960</td>\n",
       "      <td>-0.500520</td>\n",
       "      <td>-0.102312</td>\n",
       "      <td>-0.051430</td>\n",
       "      <td>-0.127586</td>\n",
       "      <td>0.339394</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.087743</td>\n",
       "      <td>-0.888559</td>\n",
       "      <td>-0.166818</td>\n",
       "      <td>4.261518</td>\n",
       "      <td>0.597084</td>\n",
       "      <td>0.114602</td>\n",
       "      <td>-0.178187</td>\n",
       "      <td>-0.003534</td>\n",
       "      <td>week29</td>\n",
       "      <td>0.248367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week30</th>\n",
       "      <td>0.121530</td>\n",
       "      <td>0.208069</td>\n",
       "      <td>0.714899</td>\n",
       "      <td>0.282645</td>\n",
       "      <td>0.208576</td>\n",
       "      <td>-0.426194</td>\n",
       "      <td>-0.141109</td>\n",
       "      <td>-0.075745</td>\n",
       "      <td>-0.133684</td>\n",
       "      <td>0.336867</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.085064</td>\n",
       "      <td>-0.884476</td>\n",
       "      <td>-0.186997</td>\n",
       "      <td>4.250278</td>\n",
       "      <td>0.601864</td>\n",
       "      <td>0.066282</td>\n",
       "      <td>-0.227049</td>\n",
       "      <td>-0.008303</td>\n",
       "      <td>week30</td>\n",
       "      <td>0.243630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week31</th>\n",
       "      <td>0.154000</td>\n",
       "      <td>0.179134</td>\n",
       "      <td>0.748432</td>\n",
       "      <td>0.244574</td>\n",
       "      <td>0.230734</td>\n",
       "      <td>-0.413875</td>\n",
       "      <td>-0.164882</td>\n",
       "      <td>-0.135424</td>\n",
       "      <td>-0.133458</td>\n",
       "      <td>0.338683</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.102084</td>\n",
       "      <td>-0.885951</td>\n",
       "      <td>-0.107286</td>\n",
       "      <td>4.262690</td>\n",
       "      <td>0.617057</td>\n",
       "      <td>0.014129</td>\n",
       "      <td>-0.269785</td>\n",
       "      <td>-0.021099</td>\n",
       "      <td>week31</td>\n",
       "      <td>0.240994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week32</th>\n",
       "      <td>0.150689</td>\n",
       "      <td>0.168147</td>\n",
       "      <td>0.813678</td>\n",
       "      <td>0.224422</td>\n",
       "      <td>0.250425</td>\n",
       "      <td>-0.355278</td>\n",
       "      <td>-0.174498</td>\n",
       "      <td>-0.157336</td>\n",
       "      <td>-0.133565</td>\n",
       "      <td>0.345088</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.101228</td>\n",
       "      <td>-0.887171</td>\n",
       "      <td>-0.139315</td>\n",
       "      <td>4.254224</td>\n",
       "      <td>0.635182</td>\n",
       "      <td>-0.019175</td>\n",
       "      <td>-0.343552</td>\n",
       "      <td>-0.031559</td>\n",
       "      <td>week32</td>\n",
       "      <td>0.236765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week33</th>\n",
       "      <td>0.135149</td>\n",
       "      <td>0.163726</td>\n",
       "      <td>0.862986</td>\n",
       "      <td>0.227263</td>\n",
       "      <td>0.264909</td>\n",
       "      <td>-0.357529</td>\n",
       "      <td>-0.197174</td>\n",
       "      <td>-0.137547</td>\n",
       "      <td>-0.132982</td>\n",
       "      <td>0.372933</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.093953</td>\n",
       "      <td>-0.894537</td>\n",
       "      <td>-0.198973</td>\n",
       "      <td>4.265582</td>\n",
       "      <td>0.633189</td>\n",
       "      <td>-0.062775</td>\n",
       "      <td>-0.359625</td>\n",
       "      <td>-0.033719</td>\n",
       "      <td>week33</td>\n",
       "      <td>0.235158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week34</th>\n",
       "      <td>0.135487</td>\n",
       "      <td>0.163020</td>\n",
       "      <td>0.882312</td>\n",
       "      <td>0.239550</td>\n",
       "      <td>0.270991</td>\n",
       "      <td>-0.353276</td>\n",
       "      <td>-0.204794</td>\n",
       "      <td>-0.105546</td>\n",
       "      <td>-0.128136</td>\n",
       "      <td>0.387199</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.094866</td>\n",
       "      <td>-0.901722</td>\n",
       "      <td>-0.194442</td>\n",
       "      <td>4.270862</td>\n",
       "      <td>0.658299</td>\n",
       "      <td>-0.074647</td>\n",
       "      <td>-0.422316</td>\n",
       "      <td>-0.031466</td>\n",
       "      <td>week34</td>\n",
       "      <td>0.238397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week35</th>\n",
       "      <td>0.181274</td>\n",
       "      <td>0.166232</td>\n",
       "      <td>0.885700</td>\n",
       "      <td>0.255690</td>\n",
       "      <td>0.294637</td>\n",
       "      <td>-0.381034</td>\n",
       "      <td>-0.204914</td>\n",
       "      <td>-0.086319</td>\n",
       "      <td>-0.126081</td>\n",
       "      <td>0.389225</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.093752</td>\n",
       "      <td>-0.900914</td>\n",
       "      <td>-0.248434</td>\n",
       "      <td>4.276209</td>\n",
       "      <td>0.682145</td>\n",
       "      <td>-0.064296</td>\n",
       "      <td>-0.406417</td>\n",
       "      <td>-0.029357</td>\n",
       "      <td>week35</td>\n",
       "      <td>0.244064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week36</th>\n",
       "      <td>0.220271</td>\n",
       "      <td>0.193226</td>\n",
       "      <td>0.917947</td>\n",
       "      <td>0.283967</td>\n",
       "      <td>0.318976</td>\n",
       "      <td>-0.348990</td>\n",
       "      <td>-0.215962</td>\n",
       "      <td>-0.097547</td>\n",
       "      <td>-0.121580</td>\n",
       "      <td>0.393755</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.080665</td>\n",
       "      <td>-0.912419</td>\n",
       "      <td>-0.222795</td>\n",
       "      <td>4.299843</td>\n",
       "      <td>0.676761</td>\n",
       "      <td>-0.066716</td>\n",
       "      <td>-0.306769</td>\n",
       "      <td>-0.034979</td>\n",
       "      <td>week36</td>\n",
       "      <td>0.261549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week37</th>\n",
       "      <td>0.205760</td>\n",
       "      <td>0.204862</td>\n",
       "      <td>0.933033</td>\n",
       "      <td>0.376785</td>\n",
       "      <td>0.334442</td>\n",
       "      <td>-0.258079</td>\n",
       "      <td>-0.215708</td>\n",
       "      <td>-0.107003</td>\n",
       "      <td>-0.105742</td>\n",
       "      <td>0.424104</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.085709</td>\n",
       "      <td>-0.905637</td>\n",
       "      <td>-0.248009</td>\n",
       "      <td>4.297999</td>\n",
       "      <td>0.652438</td>\n",
       "      <td>-0.052601</td>\n",
       "      <td>-0.322796</td>\n",
       "      <td>-0.023844</td>\n",
       "      <td>week37</td>\n",
       "      <td>0.271824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week38</th>\n",
       "      <td>0.195209</td>\n",
       "      <td>0.198520</td>\n",
       "      <td>0.925853</td>\n",
       "      <td>0.428287</td>\n",
       "      <td>0.378578</td>\n",
       "      <td>-0.185491</td>\n",
       "      <td>-0.197895</td>\n",
       "      <td>-0.128160</td>\n",
       "      <td>-0.100411</td>\n",
       "      <td>0.488324</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.070396</td>\n",
       "      <td>-0.903874</td>\n",
       "      <td>-0.291924</td>\n",
       "      <td>4.314156</td>\n",
       "      <td>0.649025</td>\n",
       "      <td>-0.058218</td>\n",
       "      <td>-0.329623</td>\n",
       "      <td>0.000229</td>\n",
       "      <td>week38</td>\n",
       "      <td>0.284725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week39</th>\n",
       "      <td>0.193708</td>\n",
       "      <td>0.202243</td>\n",
       "      <td>0.930841</td>\n",
       "      <td>0.505917</td>\n",
       "      <td>0.387392</td>\n",
       "      <td>-0.197937</td>\n",
       "      <td>-0.213927</td>\n",
       "      <td>-0.115942</td>\n",
       "      <td>-0.090101</td>\n",
       "      <td>0.498628</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.033459</td>\n",
       "      <td>-0.892055</td>\n",
       "      <td>-0.303560</td>\n",
       "      <td>4.305278</td>\n",
       "      <td>0.641920</td>\n",
       "      <td>-0.069994</td>\n",
       "      <td>-0.309691</td>\n",
       "      <td>0.010350</td>\n",
       "      <td>week39</td>\n",
       "      <td>0.294439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week40</th>\n",
       "      <td>0.188031</td>\n",
       "      <td>0.173184</td>\n",
       "      <td>0.957355</td>\n",
       "      <td>0.531229</td>\n",
       "      <td>0.404356</td>\n",
       "      <td>-0.217558</td>\n",
       "      <td>-0.253213</td>\n",
       "      <td>-0.149917</td>\n",
       "      <td>-0.085298</td>\n",
       "      <td>0.489995</td>\n",
       "      <td>...</td>\n",
       "      <td>0.042429</td>\n",
       "      <td>-0.882303</td>\n",
       "      <td>-0.371884</td>\n",
       "      <td>4.315853</td>\n",
       "      <td>0.638455</td>\n",
       "      <td>-0.111957</td>\n",
       "      <td>-0.300859</td>\n",
       "      <td>0.026296</td>\n",
       "      <td>week40</td>\n",
       "      <td>0.290241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week41</th>\n",
       "      <td>0.192823</td>\n",
       "      <td>0.151900</td>\n",
       "      <td>0.965520</td>\n",
       "      <td>0.525903</td>\n",
       "      <td>0.428397</td>\n",
       "      <td>-0.223676</td>\n",
       "      <td>-0.265942</td>\n",
       "      <td>-0.197616</td>\n",
       "      <td>-0.084771</td>\n",
       "      <td>0.508340</td>\n",
       "      <td>...</td>\n",
       "      <td>0.099101</td>\n",
       "      <td>-0.894984</td>\n",
       "      <td>-0.396736</td>\n",
       "      <td>4.318362</td>\n",
       "      <td>0.571258</td>\n",
       "      <td>-0.132870</td>\n",
       "      <td>-0.405183</td>\n",
       "      <td>0.027583</td>\n",
       "      <td>week41</td>\n",
       "      <td>0.281119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week42</th>\n",
       "      <td>0.168431</td>\n",
       "      <td>0.123756</td>\n",
       "      <td>0.972288</td>\n",
       "      <td>0.502564</td>\n",
       "      <td>0.441323</td>\n",
       "      <td>-0.151490</td>\n",
       "      <td>-0.259658</td>\n",
       "      <td>-0.247016</td>\n",
       "      <td>-0.085730</td>\n",
       "      <td>0.517698</td>\n",
       "      <td>...</td>\n",
       "      <td>0.119805</td>\n",
       "      <td>-0.891699</td>\n",
       "      <td>-0.438853</td>\n",
       "      <td>4.323504</td>\n",
       "      <td>0.545656</td>\n",
       "      <td>-0.149184</td>\n",
       "      <td>-0.396335</td>\n",
       "      <td>0.009547</td>\n",
       "      <td>week42</td>\n",
       "      <td>0.278191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week43</th>\n",
       "      <td>0.091503</td>\n",
       "      <td>0.084119</td>\n",
       "      <td>0.994189</td>\n",
       "      <td>0.472585</td>\n",
       "      <td>0.474073</td>\n",
       "      <td>-0.187670</td>\n",
       "      <td>-0.259988</td>\n",
       "      <td>-0.242304</td>\n",
       "      <td>-0.078445</td>\n",
       "      <td>0.513273</td>\n",
       "      <td>...</td>\n",
       "      <td>0.134978</td>\n",
       "      <td>-0.900604</td>\n",
       "      <td>-0.472580</td>\n",
       "      <td>4.330722</td>\n",
       "      <td>0.520387</td>\n",
       "      <td>-0.102033</td>\n",
       "      <td>-0.458931</td>\n",
       "      <td>0.024698</td>\n",
       "      <td>week43</td>\n",
       "      <td>0.269971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week44</th>\n",
       "      <td>0.019490</td>\n",
       "      <td>0.028695</td>\n",
       "      <td>1.006583</td>\n",
       "      <td>0.466147</td>\n",
       "      <td>0.490022</td>\n",
       "      <td>-0.175156</td>\n",
       "      <td>-0.248195</td>\n",
       "      <td>-0.166124</td>\n",
       "      <td>-0.075828</td>\n",
       "      <td>0.496661</td>\n",
       "      <td>...</td>\n",
       "      <td>0.124627</td>\n",
       "      <td>-0.901320</td>\n",
       "      <td>-0.500647</td>\n",
       "      <td>4.332853</td>\n",
       "      <td>0.516727</td>\n",
       "      <td>-0.062116</td>\n",
       "      <td>-0.531269</td>\n",
       "      <td>0.042269</td>\n",
       "      <td>week44</td>\n",
       "      <td>0.266491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week45</th>\n",
       "      <td>-0.034997</td>\n",
       "      <td>0.008258</td>\n",
       "      <td>1.007252</td>\n",
       "      <td>0.460023</td>\n",
       "      <td>0.520889</td>\n",
       "      <td>-0.151400</td>\n",
       "      <td>-0.246263</td>\n",
       "      <td>-0.141909</td>\n",
       "      <td>-0.067316</td>\n",
       "      <td>0.486948</td>\n",
       "      <td>...</td>\n",
       "      <td>0.125597</td>\n",
       "      <td>-0.903474</td>\n",
       "      <td>-0.532900</td>\n",
       "      <td>4.326660</td>\n",
       "      <td>0.499960</td>\n",
       "      <td>0.001149</td>\n",
       "      <td>-0.529854</td>\n",
       "      <td>0.049765</td>\n",
       "      <td>week45</td>\n",
       "      <td>0.264740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week46</th>\n",
       "      <td>-0.070741</td>\n",
       "      <td>-0.008317</td>\n",
       "      <td>0.972215</td>\n",
       "      <td>0.441079</td>\n",
       "      <td>0.554263</td>\n",
       "      <td>-0.136039</td>\n",
       "      <td>-0.242584</td>\n",
       "      <td>-0.149432</td>\n",
       "      <td>-0.065804</td>\n",
       "      <td>0.463552</td>\n",
       "      <td>...</td>\n",
       "      <td>0.140793</td>\n",
       "      <td>-0.906471</td>\n",
       "      <td>-0.539357</td>\n",
       "      <td>4.330549</td>\n",
       "      <td>0.474058</td>\n",
       "      <td>0.098631</td>\n",
       "      <td>-0.514713</td>\n",
       "      <td>0.047247</td>\n",
       "      <td>week46</td>\n",
       "      <td>0.259808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week47</th>\n",
       "      <td>-0.085026</td>\n",
       "      <td>-0.009811</td>\n",
       "      <td>0.936714</td>\n",
       "      <td>0.475384</td>\n",
       "      <td>0.565292</td>\n",
       "      <td>-0.133374</td>\n",
       "      <td>-0.252295</td>\n",
       "      <td>-0.172770</td>\n",
       "      <td>-0.061034</td>\n",
       "      <td>0.469848</td>\n",
       "      <td>...</td>\n",
       "      <td>0.148055</td>\n",
       "      <td>-0.895692</td>\n",
       "      <td>-0.583553</td>\n",
       "      <td>4.319307</td>\n",
       "      <td>0.476712</td>\n",
       "      <td>0.169911</td>\n",
       "      <td>-0.508857</td>\n",
       "      <td>0.058206</td>\n",
       "      <td>week47</td>\n",
       "      <td>0.259169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week48</th>\n",
       "      <td>-0.096054</td>\n",
       "      <td>-0.002517</td>\n",
       "      <td>0.940078</td>\n",
       "      <td>0.506108</td>\n",
       "      <td>0.618899</td>\n",
       "      <td>-0.150749</td>\n",
       "      <td>-0.258047</td>\n",
       "      <td>-0.186255</td>\n",
       "      <td>-0.056532</td>\n",
       "      <td>0.478065</td>\n",
       "      <td>...</td>\n",
       "      <td>0.155965</td>\n",
       "      <td>-0.905815</td>\n",
       "      <td>-0.606497</td>\n",
       "      <td>4.333870</td>\n",
       "      <td>0.510727</td>\n",
       "      <td>0.275447</td>\n",
       "      <td>-0.533033</td>\n",
       "      <td>0.082282</td>\n",
       "      <td>week48</td>\n",
       "      <td>0.269713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week49</th>\n",
       "      <td>-0.071313</td>\n",
       "      <td>0.003901</td>\n",
       "      <td>0.929617</td>\n",
       "      <td>0.525055</td>\n",
       "      <td>0.643804</td>\n",
       "      <td>-0.189925</td>\n",
       "      <td>-0.228261</td>\n",
       "      <td>-0.173142</td>\n",
       "      <td>-0.043277</td>\n",
       "      <td>0.507966</td>\n",
       "      <td>...</td>\n",
       "      <td>0.172343</td>\n",
       "      <td>-0.906257</td>\n",
       "      <td>-0.621071</td>\n",
       "      <td>4.343770</td>\n",
       "      <td>0.519689</td>\n",
       "      <td>0.342995</td>\n",
       "      <td>-0.272583</td>\n",
       "      <td>0.120573</td>\n",
       "      <td>week49</td>\n",
       "      <td>0.295732</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>49 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Ticker      ALXN       AMD      BABA        BB       CAT       CGI       CMG  \\\n",
       "week1   0.030247  0.025051  0.034106 -0.020533 -0.007982  0.079387  0.013790   \n",
       "week2   0.089015  0.034677  0.050866 -0.020480  0.007286  0.039188  0.026485   \n",
       "week3   0.191280  0.057905  0.080025 -0.015859  0.009760  0.018444  0.014061   \n",
       "week4   0.127817  0.108394  0.098440 -0.020000 -0.000108  0.004159  0.038591   \n",
       "week5   0.103828  0.130793  0.111319 -0.009751  0.017160  0.051378  0.055662   \n",
       "week6   0.080447  0.189758  0.116979 -0.016573  0.006816 -0.032566  0.052944   \n",
       "week7   0.087159  0.233243  0.118809 -0.020578  0.002329 -0.027191  0.040473   \n",
       "week8   0.086921  0.254463  0.127379 -0.028342  0.017633 -0.052899  0.029683   \n",
       "week9   0.103497  0.268277  0.135035 -0.035833  0.005000  0.001725  0.050313   \n",
       "week10  0.100398  0.271671  0.153410 -0.044182  0.019856 -0.105495  0.079929   \n",
       "week11  0.064047  0.253437  0.168467 -0.030179 -0.001295 -0.173648  0.094760   \n",
       "week12  0.021045  0.251123  0.178652  0.029736  0.026372 -0.200776  0.105004   \n",
       "week13  0.011473  0.225903  0.197266  0.072433  0.019474 -0.339777  0.128508   \n",
       "week14 -0.004469  0.194798  0.218808  0.133110  0.014064 -0.428663  0.148614   \n",
       "week15 -0.010531  0.169063  0.236343  0.182300  0.050276 -0.469485  0.160854   \n",
       "week16 -0.023366  0.113616  0.266386  0.234942  0.047102 -0.500034  0.187226   \n",
       "week17  0.027782  0.074279  0.288317  0.283699  0.054312 -0.551656  0.198184   \n",
       "week18  0.054606  0.083115  0.313640  0.333909  0.095665 -0.649047  0.205078   \n",
       "week19  0.069438  0.034889  0.354210  0.410848  0.089091 -0.641618  0.210112   \n",
       "week20 -0.006486  0.057054  0.372039  0.446544  0.104741 -0.717992  0.192461   \n",
       "week21 -0.069649  0.081340  0.397451  0.508265  0.104422 -0.694383  0.172454   \n",
       "week22 -0.155552  0.115192  0.433973  0.472280  0.122515 -0.715490  0.132980   \n",
       "week23 -0.133697  0.144122  0.492004  0.462419  0.127965 -0.674955  0.120099   \n",
       "week24 -0.092366  0.188334  0.557339  0.437316  0.136982 -0.617917  0.097894   \n",
       "week25 -0.000177  0.207744  0.569177  0.404272  0.166273 -0.585893  0.048030   \n",
       "week26  0.048072  0.240025  0.607400  0.380603  0.152775 -0.543245 -0.012118   \n",
       "week27  0.032837  0.236799  0.637946  0.361975  0.170882 -0.584616 -0.040256   \n",
       "week28  0.047078  0.231542  0.665345  0.339748  0.183980 -0.529499 -0.064957   \n",
       "week29  0.070327  0.226462  0.698600  0.325763  0.195960 -0.500520 -0.102312   \n",
       "week30  0.121530  0.208069  0.714899  0.282645  0.208576 -0.426194 -0.141109   \n",
       "week31  0.154000  0.179134  0.748432  0.244574  0.230734 -0.413875 -0.164882   \n",
       "week32  0.150689  0.168147  0.813678  0.224422  0.250425 -0.355278 -0.174498   \n",
       "week33  0.135149  0.163726  0.862986  0.227263  0.264909 -0.357529 -0.197174   \n",
       "week34  0.135487  0.163020  0.882312  0.239550  0.270991 -0.353276 -0.204794   \n",
       "week35  0.181274  0.166232  0.885700  0.255690  0.294637 -0.381034 -0.204914   \n",
       "week36  0.220271  0.193226  0.917947  0.283967  0.318976 -0.348990 -0.215962   \n",
       "week37  0.205760  0.204862  0.933033  0.376785  0.334442 -0.258079 -0.215708   \n",
       "week38  0.195209  0.198520  0.925853  0.428287  0.378578 -0.185491 -0.197895   \n",
       "week39  0.193708  0.202243  0.930841  0.505917  0.387392 -0.197937 -0.213927   \n",
       "week40  0.188031  0.173184  0.957355  0.531229  0.404356 -0.217558 -0.253213   \n",
       "week41  0.192823  0.151900  0.965520  0.525903  0.428397 -0.223676 -0.265942   \n",
       "week42  0.168431  0.123756  0.972288  0.502564  0.441323 -0.151490 -0.259658   \n",
       "week43  0.091503  0.084119  0.994189  0.472585  0.474073 -0.187670 -0.259988   \n",
       "week44  0.019490  0.028695  1.006583  0.466147  0.490022 -0.175156 -0.248195   \n",
       "week45 -0.034997  0.008258  1.007252  0.460023  0.520889 -0.151400 -0.246263   \n",
       "week46 -0.070741 -0.008317  0.972215  0.441079  0.554263 -0.136039 -0.242584   \n",
       "week47 -0.085026 -0.009811  0.936714  0.475384  0.565292 -0.133374 -0.252295   \n",
       "week48 -0.096054 -0.002517  0.940078  0.506108  0.618899 -0.150749 -0.258047   \n",
       "week49 -0.071313  0.003901  0.929617  0.525055  0.643804 -0.189925 -0.228261   \n",
       "\n",
       "Ticker       GME       IBM      NFLX       ...             QCOM      SDRL  \\\n",
       "week1   0.016989 -0.002301  0.024246       ...        -0.036976  0.047838   \n",
       "week2   0.025230  0.015416  0.050571       ...        -0.046460  0.065717   \n",
       "week3   0.038235  0.021615  0.069560       ...        -0.035575 -0.035277   \n",
       "week4   0.068341  0.041512  0.080091       ...        -0.027198 -0.121271   \n",
       "week5   0.092446  0.049657  0.094137       ...        -0.024153 -0.202286   \n",
       "week6   0.038451  0.048040  0.093278       ...        -0.027282 -0.251067   \n",
       "week7   0.048602  0.054951  0.094992       ...        -0.022916 -0.285392   \n",
       "week8   0.053068  0.052158  0.103437       ...        -0.030668 -0.420682   \n",
       "week9   0.038492  0.043897  0.104303       ...        -0.025215 -0.515175   \n",
       "week10 -0.025638  0.039989  0.115806       ...        -0.028291 -0.501040   \n",
       "week11 -0.051396  0.030333  0.111170       ...        -0.060673 -0.505243   \n",
       "week12 -0.044960  0.016207  0.114464       ...        -0.074774 -0.609049   \n",
       "week13 -0.016753 -0.000044  0.110680       ...        -0.073548 -0.642007   \n",
       "week14  0.000886 -0.027520  0.125560       ...        -0.062125 -0.647048   \n",
       "week15  0.011517 -0.039582  0.166159       ...        -0.056307 -0.677364   \n",
       "week16  0.026779 -0.055673  0.189550       ...        -0.032454 -0.704882   \n",
       "week17  0.014426 -0.068941  0.194106       ...        -0.020737 -0.785253   \n",
       "week18 -0.001179 -0.073840  0.205190       ...        -0.012938 -0.795824   \n",
       "week19 -0.015812 -0.080795  0.236621       ...        -0.017135 -0.801502   \n",
       "week20 -0.042930 -0.084806  0.233966       ...        -0.019707 -0.822979   \n",
       "week21 -0.072821 -0.080490  0.225483       ...        -0.027085 -0.829963   \n",
       "week22 -0.081235 -0.080965  0.203810       ...        -0.036284 -0.840849   \n",
       "week23 -0.059813 -0.082017  0.206087       ...        -0.028761 -0.844368   \n",
       "week24 -0.073999 -0.084284  0.198013       ...        -0.029615 -0.852852   \n",
       "week25 -0.072366 -0.092213  0.224171       ...        -0.057030 -0.868167   \n",
       "week26 -0.086008 -0.102279  0.289707       ...        -0.071282 -0.870861   \n",
       "week27 -0.068504 -0.114373  0.357574       ...        -0.075936 -0.866041   \n",
       "week28 -0.051646 -0.118251  0.342382       ...        -0.081516 -0.881232   \n",
       "week29 -0.051430 -0.127586  0.339394       ...        -0.087743 -0.888559   \n",
       "week30 -0.075745 -0.133684  0.336867       ...        -0.085064 -0.884476   \n",
       "week31 -0.135424 -0.133458  0.338683       ...        -0.102084 -0.885951   \n",
       "week32 -0.157336 -0.133565  0.345088       ...        -0.101228 -0.887171   \n",
       "week33 -0.137547 -0.132982  0.372933       ...        -0.093953 -0.894537   \n",
       "week34 -0.105546 -0.128136  0.387199       ...        -0.094866 -0.901722   \n",
       "week35 -0.086319 -0.126081  0.389225       ...        -0.093752 -0.900914   \n",
       "week36 -0.097547 -0.121580  0.393755       ...        -0.080665 -0.912419   \n",
       "week37 -0.107003 -0.105742  0.424104       ...        -0.085709 -0.905637   \n",
       "week38 -0.128160 -0.100411  0.488324       ...        -0.070396 -0.903874   \n",
       "week39 -0.115942 -0.090101  0.498628       ...        -0.033459 -0.892055   \n",
       "week40 -0.149917 -0.085298  0.489995       ...         0.042429 -0.882303   \n",
       "week41 -0.197616 -0.084771  0.508340       ...         0.099101 -0.894984   \n",
       "week42 -0.247016 -0.085730  0.517698       ...         0.119805 -0.891699   \n",
       "week43 -0.242304 -0.078445  0.513273       ...         0.134978 -0.900604   \n",
       "week44 -0.166124 -0.075828  0.496661       ...         0.124627 -0.901320   \n",
       "week45 -0.141909 -0.067316  0.486948       ...         0.125597 -0.903474   \n",
       "week46 -0.149432 -0.065804  0.463552       ...         0.140793 -0.906471   \n",
       "week47 -0.172770 -0.061034  0.469848       ...         0.148055 -0.895692   \n",
       "week48 -0.186255 -0.056532  0.478065       ...         0.155965 -0.905815   \n",
       "week49 -0.173142 -0.043277  0.507966       ...         0.172343 -0.906257   \n",
       "\n",
       "Ticker      SHLD      STRP      TSLA       VRX      WATT       WFC    Time  \\\n",
       "week1   0.013383 -0.046830  0.038137  0.009200  0.014311  0.005396   week1   \n",
       "week2  -0.151468  0.038066  0.084137 -0.012561 -0.089512  0.010142   week2   \n",
       "week3  -0.262336  0.051248  0.127904 -0.020953 -0.005417  0.011258   week3   \n",
       "week4  -0.163993  0.030128  0.146627 -0.027104 -0.013752  0.014847   week4   \n",
       "week5  -0.198138  0.046806  0.180990 -0.006939 -0.173519  0.031703   week5   \n",
       "week6  -0.147690  0.021619  0.205821  0.011707 -0.139855  0.039723   week6   \n",
       "week7  -0.258272 -0.013592  0.205674  0.014499 -0.136934  0.051235   week7   \n",
       "week8  -0.184711 -0.016750  0.205939 -0.044063 -0.103367  0.054975   week8   \n",
       "week9  -0.183585 -0.017340  0.217899 -0.102300 -0.146624  0.056154   week9   \n",
       "week10 -0.144779  0.263695  0.246344 -0.164203 -0.160505  0.053794  week10   \n",
       "week11  0.008680  0.379085  0.256882 -0.236227 -0.171732  0.048432  week11   \n",
       "week12 -0.004311  0.910209  0.277145 -0.261130 -0.147081  0.037376  week12   \n",
       "week13  0.185325  1.063125  0.319592 -0.312083 -0.152736  0.009935  week13   \n",
       "week14  0.029825  2.061981  0.358964 -0.334884 -0.174900  0.009594  week14   \n",
       "week15  0.008087  2.199868  0.382171 -0.360783 -0.207931  0.001826  week15   \n",
       "week16  0.096200  2.886166  0.420319 -0.344261 -0.214685 -0.013128  week16   \n",
       "week17 -0.021867  3.538040  0.460298 -0.310155 -0.218226 -0.023269  week17   \n",
       "week18  0.035347  3.537249  0.490193 -0.228607 -0.227751 -0.013461  week18   \n",
       "week19 -0.101813  4.143838  0.498946 -0.185629 -0.223842 -0.007337  week19   \n",
       "week20 -0.147005  3.885493  0.544448 -0.161672 -0.147966 -0.013614  week20   \n",
       "week21 -0.155070  4.639901  0.579446 -0.144315 -0.103319 -0.026883  week21   \n",
       "week22 -0.281933  4.267768  0.610784 -0.125801 -0.146504 -0.022329  week22   \n",
       "week23 -0.215182  4.270290  0.632139 -0.094819 -0.115897 -0.020938  week23   \n",
       "week24 -0.236276  4.262507  0.640067 -0.010295 -0.097112 -0.004471  week24   \n",
       "week25 -0.237225  4.263168  0.633095  0.034988 -0.123590 -0.000342  week25   \n",
       "week26 -0.157202  4.267976  0.626125  0.090373 -0.116463 -0.012208  week26   \n",
       "week27 -0.199270  4.261569  0.625723  0.139205 -0.109961  0.007930  week27   \n",
       "week28 -0.167962  4.259802  0.619625  0.135266 -0.123024  0.006829  week28   \n",
       "week29 -0.166818  4.261518  0.597084  0.114602 -0.178187 -0.003534  week29   \n",
       "week30 -0.186997  4.250278  0.601864  0.066282 -0.227049 -0.008303  week30   \n",
       "week31 -0.107286  4.262690  0.617057  0.014129 -0.269785 -0.021099  week31   \n",
       "week32 -0.139315  4.254224  0.635182 -0.019175 -0.343552 -0.031559  week32   \n",
       "week33 -0.198973  4.265582  0.633189 -0.062775 -0.359625 -0.033719  week33   \n",
       "week34 -0.194442  4.270862  0.658299 -0.074647 -0.422316 -0.031466  week34   \n",
       "week35 -0.248434  4.276209  0.682145 -0.064296 -0.406417 -0.029357  week35   \n",
       "week36 -0.222795  4.299843  0.676761 -0.066716 -0.306769 -0.034979  week36   \n",
       "week37 -0.248009  4.297999  0.652438 -0.052601 -0.322796 -0.023844  week37   \n",
       "week38 -0.291924  4.314156  0.649025 -0.058218 -0.329623  0.000229  week38   \n",
       "week39 -0.303560  4.305278  0.641920 -0.069994 -0.309691  0.010350  week39   \n",
       "week40 -0.371884  4.315853  0.638455 -0.111957 -0.300859  0.026296  week40   \n",
       "week41 -0.396736  4.318362  0.571258 -0.132870 -0.405183  0.027583  week41   \n",
       "week42 -0.438853  4.323504  0.545656 -0.149184 -0.396335  0.009547  week42   \n",
       "week43 -0.472580  4.330722  0.520387 -0.102033 -0.458931  0.024698  week43   \n",
       "week44 -0.500647  4.332853  0.516727 -0.062116 -0.531269  0.042269  week44   \n",
       "week45 -0.532900  4.326660  0.499960  0.001149 -0.529854  0.049765  week45   \n",
       "week46 -0.539357  4.330549  0.474058  0.098631 -0.514713  0.047247  week46   \n",
       "week47 -0.583553  4.319307  0.476712  0.169911 -0.508857  0.058206  week47   \n",
       "week48 -0.606497  4.333870  0.510727  0.275447 -0.533033  0.082282  week48   \n",
       "week49 -0.621071  4.343770  0.519689  0.342995 -0.272583  0.120573  week49   \n",
       "\n",
       "Ticker  Short_Portfolio  \n",
       "week1          0.012475  \n",
       "week2          0.012228  \n",
       "week3          0.017868  \n",
       "week4          0.020870  \n",
       "week5          0.018869  \n",
       "week6          0.014466  \n",
       "week7          0.007155  \n",
       "week8          0.001529  \n",
       "week9         -0.003486  \n",
       "week10         0.005546  \n",
       "week11         0.005622  \n",
       "week12         0.025849  \n",
       "week13         0.032411  \n",
       "week14         0.072243  \n",
       "week15         0.080749  \n",
       "week16         0.121467  \n",
       "week17         0.151419  \n",
       "week18         0.165670  \n",
       "week19         0.200329  \n",
       "week20         0.186274  \n",
       "week21         0.228986  \n",
       "week22         0.198594  \n",
       "week23         0.214909  \n",
       "week24         0.227539  \n",
       "week25         0.232567  \n",
       "week26         0.244030  \n",
       "week27         0.249203  \n",
       "week28         0.252007  \n",
       "week29         0.248367  \n",
       "week30         0.243630  \n",
       "week31         0.240994  \n",
       "week32         0.236765  \n",
       "week33         0.235158  \n",
       "week34         0.238397  \n",
       "week35         0.244064  \n",
       "week36         0.261549  \n",
       "week37         0.271824  \n",
       "week38         0.284725  \n",
       "week39         0.294439  \n",
       "week40         0.290241  \n",
       "week41         0.281119  \n",
       "week42         0.278191  \n",
       "week43         0.269971  \n",
       "week44         0.266491  \n",
       "week45         0.264740  \n",
       "week46         0.259808  \n",
       "week47         0.259169  \n",
       "week48         0.269713  \n",
       "week49         0.295732  \n",
       "\n",
       "[49 rows x 22 columns]"
      ]
     },
     "execution_count": 618,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "short_return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 616,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "week1     0.005126\n",
       "week2     0.011130\n",
       "week3     0.015248\n",
       "week4     0.021933\n",
       "week5     0.023701\n",
       "week6     0.031098\n",
       "week7     0.030640\n",
       "week8     0.025701\n",
       "week9     0.023915\n",
       "week10    0.018520\n",
       "week11    0.010935\n",
       "week12    0.008091\n",
       "week13    0.009153\n",
       "week14    0.009066\n",
       "week15    0.011051\n",
       "week16    0.015795\n",
       "week17    0.019030\n",
       "week18    0.030997\n",
       "week19    0.033763\n",
       "week20    0.041161\n",
       "week21    0.043369\n",
       "week22    0.049373\n",
       "week23    0.057632\n",
       "week24    0.067161\n",
       "week25    0.077041\n",
       "week26    0.087420\n",
       "week27    0.093477\n",
       "week28    0.096995\n",
       "week29    0.097999\n",
       "week30    0.095523\n",
       "week31    0.091050\n",
       "week32    0.089657\n",
       "week33    0.087458\n",
       "week34    0.091700\n",
       "week35    0.096925\n",
       "week36    0.104241\n",
       "week37    0.105226\n",
       "week38    0.113692\n",
       "week39    0.122555\n",
       "week40    0.126580\n",
       "week41    0.127275\n",
       "week42    0.128481\n",
       "week43    0.132855\n",
       "week44    0.138011\n",
       "week45    0.145564\n",
       "week46    0.151500\n",
       "week47    0.162139\n",
       "week48    0.179861\n",
       "week49    0.198894\n",
       "Name: Long_Portfolio, dtype: float64"
      ]
     },
     "execution_count": 616,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "long_return.Long_Portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 577,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Ticker</th>\n",
       "      <th>SPY</th>\n",
       "      <th>QQQ</th>\n",
       "      <th>DIA</th>\n",
       "      <th>XLF</th>\n",
       "      <th>VGT</th>\n",
       "      <th>Time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.00711715</td>\n",
       "      <td>0.0138075</td>\n",
       "      <td>0.0111917</td>\n",
       "      <td>0.010296</td>\n",
       "      <td>0.0207511</td>\n",
       "      <td>week1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.032071</td>\n",
       "      <td>0.0317892</td>\n",
       "      <td>0.0343316</td>\n",
       "      <td>0.043758</td>\n",
       "      <td>0.039293</td>\n",
       "      <td>week2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0387488</td>\n",
       "      <td>0.0476037</td>\n",
       "      <td>0.0486748</td>\n",
       "      <td>0.05577</td>\n",
       "      <td>0.0559414</td>\n",
       "      <td>week3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0467885</td>\n",
       "      <td>0.0551498</td>\n",
       "      <td>0.0667216</td>\n",
       "      <td>0.082797</td>\n",
       "      <td>0.0641471</td>\n",
       "      <td>week4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.040594</td>\n",
       "      <td>0.0495304</td>\n",
       "      <td>0.0545388</td>\n",
       "      <td>0.060489</td>\n",
       "      <td>0.0582295</td>\n",
       "      <td>week5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.047711</td>\n",
       "      <td>0.0604481</td>\n",
       "      <td>0.0594423</td>\n",
       "      <td>0.0613469</td>\n",
       "      <td>0.0683289</td>\n",
       "      <td>week6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.0326339</td>\n",
       "      <td>0.0513112</td>\n",
       "      <td>0.0454543</td>\n",
       "      <td>0.012605</td>\n",
       "      <td>0.0635157</td>\n",
       "      <td>week7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.0426059</td>\n",
       "      <td>0.0638601</td>\n",
       "      <td>0.0449477</td>\n",
       "      <td>0.0169102</td>\n",
       "      <td>0.0723284</td>\n",
       "      <td>week8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.0388555</td>\n",
       "      <td>0.0616078</td>\n",
       "      <td>0.0446945</td>\n",
       "      <td>0.0104523</td>\n",
       "      <td>0.0653663</td>\n",
       "      <td>week9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.0259271</td>\n",
       "      <td>0.0531612</td>\n",
       "      <td>0.0417061</td>\n",
       "      <td>-0.00117199</td>\n",
       "      <td>0.0553977</td>\n",
       "      <td>week10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.0351048</td>\n",
       "      <td>0.0665953</td>\n",
       "      <td>0.041858</td>\n",
       "      <td>0.00743866</td>\n",
       "      <td>0.0720911</td>\n",
       "      <td>week11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.0505041</td>\n",
       "      <td>0.0920154</td>\n",
       "      <td>0.0623486</td>\n",
       "      <td>0.0229377</td>\n",
       "      <td>0.0964585</td>\n",
       "      <td>week12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.0576522</td>\n",
       "      <td>0.102392</td>\n",
       "      <td>0.060473</td>\n",
       "      <td>0.028104</td>\n",
       "      <td>0.10975</td>\n",
       "      <td>week13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.0544753</td>\n",
       "      <td>0.112448</td>\n",
       "      <td>0.0609294</td>\n",
       "      <td>0.0186324</td>\n",
       "      <td>0.123832</td>\n",
       "      <td>week14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.051519</td>\n",
       "      <td>0.104162</td>\n",
       "      <td>0.0491683</td>\n",
       "      <td>-0.00332463</td>\n",
       "      <td>0.113389</td>\n",
       "      <td>week15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.0665211</td>\n",
       "      <td>0.134007</td>\n",
       "      <td>0.0706648</td>\n",
       "      <td>0.0169102</td>\n",
       "      <td>0.146855</td>\n",
       "      <td>week16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.0765815</td>\n",
       "      <td>0.154037</td>\n",
       "      <td>0.0774272</td>\n",
       "      <td>0.0095913</td>\n",
       "      <td>0.162678</td>\n",
       "      <td>week17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.0738016</td>\n",
       "      <td>0.126043</td>\n",
       "      <td>0.0812913</td>\n",
       "      <td>0.0457558</td>\n",
       "      <td>0.136807</td>\n",
       "      <td>week18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.0848022</td>\n",
       "      <td>0.114349</td>\n",
       "      <td>0.087822</td>\n",
       "      <td>0.0497553</td>\n",
       "      <td>0.124307</td>\n",
       "      <td>week19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.0787277</td>\n",
       "      <td>0.139274</td>\n",
       "      <td>0.088739</td>\n",
       "      <td>0.0324682</td>\n",
       "      <td>0.149861</td>\n",
       "      <td>week20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.0739392</td>\n",
       "      <td>0.110235</td>\n",
       "      <td>0.0861921</td>\n",
       "      <td>0.0661779</td>\n",
       "      <td>0.117451</td>\n",
       "      <td>week21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.0738504</td>\n",
       "      <td>0.118463</td>\n",
       "      <td>0.0900124</td>\n",
       "      <td>0.0813041</td>\n",
       "      <td>0.132447</td>\n",
       "      <td>week22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.0892361</td>\n",
       "      <td>0.146937</td>\n",
       "      <td>0.101371</td>\n",
       "      <td>0.0735249</td>\n",
       "      <td>0.165295</td>\n",
       "      <td>week23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.0970398</td>\n",
       "      <td>0.167748</td>\n",
       "      <td>0.0968129</td>\n",
       "      <td>0.0765501</td>\n",
       "      <td>0.181163</td>\n",
       "      <td>week24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.0965965</td>\n",
       "      <td>0.155326</td>\n",
       "      <td>0.115221</td>\n",
       "      <td>0.0843293</td>\n",
       "      <td>0.163629</td>\n",
       "      <td>week25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.0963304</td>\n",
       "      <td>0.166054</td>\n",
       "      <td>0.126185</td>\n",
       "      <td>0.0955659</td>\n",
       "      <td>0.176958</td>\n",
       "      <td>week26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.0930049</td>\n",
       "      <td>0.160972</td>\n",
       "      <td>0.121698</td>\n",
       "      <td>0.0834649</td>\n",
       "      <td>0.177117</td>\n",
       "      <td>week27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.0882607</td>\n",
       "      <td>0.137741</td>\n",
       "      <td>0.107918</td>\n",
       "      <td>0.0609918</td>\n",
       "      <td>0.158313</td>\n",
       "      <td>week28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.0856447</td>\n",
       "      <td>0.148711</td>\n",
       "      <td>0.114052</td>\n",
       "      <td>0.0653136</td>\n",
       "      <td>0.175292</td>\n",
       "      <td>week29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.0947341</td>\n",
       "      <td>0.167102</td>\n",
       "      <td>0.112672</td>\n",
       "      <td>0.0475943</td>\n",
       "      <td>0.18878</td>\n",
       "      <td>week30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0.109233</td>\n",
       "      <td>0.179444</td>\n",
       "      <td>0.131841</td>\n",
       "      <td>0.0722283</td>\n",
       "      <td>0.206553</td>\n",
       "      <td>week31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0.114248</td>\n",
       "      <td>0.17863</td>\n",
       "      <td>0.145241</td>\n",
       "      <td>0.0957952</td>\n",
       "      <td>0.209885</td>\n",
       "      <td>week32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0.114203</td>\n",
       "      <td>0.157369</td>\n",
       "      <td>0.140682</td>\n",
       "      <td>0.101871</td>\n",
       "      <td>0.185606</td>\n",
       "      <td>week33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0.128061</td>\n",
       "      <td>0.179358</td>\n",
       "      <td>0.158866</td>\n",
       "      <td>0.135721</td>\n",
       "      <td>0.215833</td>\n",
       "      <td>week34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0.136349</td>\n",
       "      <td>0.193181</td>\n",
       "      <td>0.169213</td>\n",
       "      <td>0.144401</td>\n",
       "      <td>0.233815</td>\n",
       "      <td>week35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0.139468</td>\n",
       "      <td>0.204822</td>\n",
       "      <td>0.177358</td>\n",
       "      <td>0.135721</td>\n",
       "      <td>0.248136</td>\n",
       "      <td>week36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0.137552</td>\n",
       "      <td>0.196334</td>\n",
       "      <td>0.20105</td>\n",
       "      <td>0.163496</td>\n",
       "      <td>0.256172</td>\n",
       "      <td>week37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0.147355</td>\n",
       "      <td>0.229963</td>\n",
       "      <td>0.197666</td>\n",
       "      <td>0.154382</td>\n",
       "      <td>0.29874</td>\n",
       "      <td>week38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>0.154574</td>\n",
       "      <td>0.243948</td>\n",
       "      <td>0.206842</td>\n",
       "      <td>0.144835</td>\n",
       "      <td>0.314891</td>\n",
       "      <td>week39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0.142677</td>\n",
       "      <td>0.23934</td>\n",
       "      <td>0.200998</td>\n",
       "      <td>0.133117</td>\n",
       "      <td>0.308685</td>\n",
       "      <td>week40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0.15747</td>\n",
       "      <td>0.257044</td>\n",
       "      <td>0.21133</td>\n",
       "      <td>0.143967</td>\n",
       "      <td>0.330725</td>\n",
       "      <td>week41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.180864</td>\n",
       "      <td>0.243786</td>\n",
       "      <td>0.230291</td>\n",
       "      <td>0.186497</td>\n",
       "      <td>0.302081</td>\n",
       "      <td>week42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0.176675</td>\n",
       "      <td>0.240876</td>\n",
       "      <td>0.241596</td>\n",
       "      <td>0.20429</td>\n",
       "      <td>0.29142</td>\n",
       "      <td>week43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0.18376</td>\n",
       "      <td>0.261005</td>\n",
       "      <td>0.265645</td>\n",
       "      <td>0.209498</td>\n",
       "      <td>0.314096</td>\n",
       "      <td>week44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0.19841</td>\n",
       "      <td>0.276117</td>\n",
       "      <td>0.272509</td>\n",
       "      <td>0.215986</td>\n",
       "      <td>0.331942</td>\n",
       "      <td>week45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0.195185</td>\n",
       "      <td>0.269636</td>\n",
       "      <td>0.277968</td>\n",
       "      <td>0.225578</td>\n",
       "      <td>0.321012</td>\n",
       "      <td>week46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0.226805</td>\n",
       "      <td>0.31168</td>\n",
       "      <td>0.301608</td>\n",
       "      <td>0.238658</td>\n",
       "      <td>0.36816</td>\n",
       "      <td>week47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0.240465</td>\n",
       "      <td>0.332499</td>\n",
       "      <td>0.328339</td>\n",
       "      <td>0.27441</td>\n",
       "      <td>0.383557</td>\n",
       "      <td>week48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0.26877</td>\n",
       "      <td>0.361904</td>\n",
       "      <td>0.350048</td>\n",
       "      <td>0.298389</td>\n",
       "      <td>0.414989</td>\n",
       "      <td>week49</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Ticker         SPY        QQQ        DIA         XLF        VGT    Time\n",
       "0       0.00711715  0.0138075  0.0111917    0.010296  0.0207511   week1\n",
       "1         0.032071  0.0317892  0.0343316    0.043758   0.039293   week2\n",
       "2        0.0387488  0.0476037  0.0486748     0.05577  0.0559414   week3\n",
       "3        0.0467885  0.0551498  0.0667216    0.082797  0.0641471   week4\n",
       "4         0.040594  0.0495304  0.0545388    0.060489  0.0582295   week5\n",
       "5         0.047711  0.0604481  0.0594423   0.0613469  0.0683289   week6\n",
       "6        0.0326339  0.0513112  0.0454543    0.012605  0.0635157   week7\n",
       "7        0.0426059  0.0638601  0.0449477   0.0169102  0.0723284   week8\n",
       "8        0.0388555  0.0616078  0.0446945   0.0104523  0.0653663   week9\n",
       "9        0.0259271  0.0531612  0.0417061 -0.00117199  0.0553977  week10\n",
       "10       0.0351048  0.0665953   0.041858  0.00743866  0.0720911  week11\n",
       "11       0.0505041  0.0920154  0.0623486   0.0229377  0.0964585  week12\n",
       "12       0.0576522   0.102392   0.060473    0.028104    0.10975  week13\n",
       "13       0.0544753   0.112448  0.0609294   0.0186324   0.123832  week14\n",
       "14        0.051519   0.104162  0.0491683 -0.00332463   0.113389  week15\n",
       "15       0.0665211   0.134007  0.0706648   0.0169102   0.146855  week16\n",
       "16       0.0765815   0.154037  0.0774272   0.0095913   0.162678  week17\n",
       "17       0.0738016   0.126043  0.0812913   0.0457558   0.136807  week18\n",
       "18       0.0848022   0.114349   0.087822   0.0497553   0.124307  week19\n",
       "19       0.0787277   0.139274   0.088739   0.0324682   0.149861  week20\n",
       "20       0.0739392   0.110235  0.0861921   0.0661779   0.117451  week21\n",
       "21       0.0738504   0.118463  0.0900124   0.0813041   0.132447  week22\n",
       "22       0.0892361   0.146937   0.101371   0.0735249   0.165295  week23\n",
       "23       0.0970398   0.167748  0.0968129   0.0765501   0.181163  week24\n",
       "24       0.0965965   0.155326   0.115221   0.0843293   0.163629  week25\n",
       "25       0.0963304   0.166054   0.126185   0.0955659   0.176958  week26\n",
       "26       0.0930049   0.160972   0.121698   0.0834649   0.177117  week27\n",
       "27       0.0882607   0.137741   0.107918   0.0609918   0.158313  week28\n",
       "28       0.0856447   0.148711   0.114052   0.0653136   0.175292  week29\n",
       "29       0.0947341   0.167102   0.112672   0.0475943    0.18878  week30\n",
       "30        0.109233   0.179444   0.131841   0.0722283   0.206553  week31\n",
       "31        0.114248    0.17863   0.145241   0.0957952   0.209885  week32\n",
       "32        0.114203   0.157369   0.140682    0.101871   0.185606  week33\n",
       "33        0.128061   0.179358   0.158866    0.135721   0.215833  week34\n",
       "34        0.136349   0.193181   0.169213    0.144401   0.233815  week35\n",
       "35        0.139468   0.204822   0.177358    0.135721   0.248136  week36\n",
       "36        0.137552   0.196334    0.20105    0.163496   0.256172  week37\n",
       "37        0.147355   0.229963   0.197666    0.154382    0.29874  week38\n",
       "38        0.154574   0.243948   0.206842    0.144835   0.314891  week39\n",
       "39        0.142677    0.23934   0.200998    0.133117   0.308685  week40\n",
       "40         0.15747   0.257044    0.21133    0.143967   0.330725  week41\n",
       "41        0.180864   0.243786   0.230291    0.186497   0.302081  week42\n",
       "42        0.176675   0.240876   0.241596     0.20429    0.29142  week43\n",
       "43         0.18376   0.261005   0.265645    0.209498   0.314096  week44\n",
       "44         0.19841   0.276117   0.272509    0.215986   0.331942  week45\n",
       "45        0.195185   0.269636   0.277968    0.225578   0.321012  week46\n",
       "46        0.226805    0.31168   0.301608    0.238658    0.36816  week47\n",
       "47        0.240465   0.332499   0.328339     0.27441   0.383557  week48\n",
       "48         0.26877   0.361904   0.350048    0.298389   0.414989  week49"
      ]
     },
     "execution_count": 577,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "market_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DataFrame' object has no attribute 'Long_Portfolio'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-18-e71709dbb9e6>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mshort_return\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'short_return.csv'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mmarket_index\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'market_index.csv'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mlong_return\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mLong_Portfolio\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m   3079\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3080\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3081\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3082\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3083\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'Long_Portfolio'"
     ]
    }
   ],
   "source": [
    "long_return=pd.read_csv('long_return.csv')\n",
    "short_return=pd.read_csv('short_return.csv')\n",
    "market_index=pd.read_csv('market_index.csv')\n",
    "long_return.Long_Portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://plot.ly/~jamesjynus/4'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trace0 = go.Scatter(\n",
    "    x = long_return.Time,\n",
    "    y = long_return.Long_Portfolio,\n",
    "    mode = 'lines',\n",
    "    name = 'Top 20 Long Portfolio'\n",
    ")\n",
    "trace1 = go.Scatter(\n",
    "    x = short_return.Time,\n",
    "    y = short_return.Short_Portfolio,\n",
    "    mode = 'lines',\n",
    "    name = 'Top 20Short Portfolio'\n",
    ")\n",
    "trace2 = go.Scatter(\n",
    "    x = market_index.Time,\n",
    "    y = market_index.SPY,\n",
    "    mode = 'lines',\n",
    "    name = 'S&P500'\n",
    ")\n",
    "trace3 = go.Scatter(\n",
    "    x = market_index.Time,\n",
    "    y = market_index.QQQ,\n",
    "    mode = 'lines',\n",
    "    name = 'Nasdaq'\n",
    ")\n",
    "trace4 = go.Scatter(\n",
    "    x = market_index.Time,\n",
    "    y = market_index.DIA,\n",
    "    mode = 'lines',\n",
    "    name = 'DowJones'\n",
    ")\n",
    "\n",
    "data = [trace0, trace1, trace2, trace3, trace4]\n",
    "layout = go.Layout(\n",
    "    title='Stock Returns',\n",
    "    xaxis=dict(title = 'Time',\n",
    "              autorange=True,\n",
    "        showgrid=True,\n",
    "        zeroline=True,\n",
    "        zerolinewidth=2),\n",
    "    yaxis=dict(\n",
    "        title = 'Returns',\n",
    "        autorange=True,\n",
    "        showgrid=True,\n",
    "        zeroline=True,\n",
    "        zerolinewidth=2))\n",
    "\n",
    "fig = go.Figure(data=data, layout=layout)\n",
    "\n",
    "py.plot(fig, show_link=False, image_width=1000, image_height=800, filename = 'stock_return_lineplot.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "long_return = long_return.assign(Long_Portfolio = (long_return.AAPL+long_return.AGN+long_return.AMD+long_return.AMZN+long_return.BA+\n",
    "                                    long_return.BAC+long_return.CHK+long_return.COP+long_return.F+long_return.FB+\n",
    "                                    long_return.FCX+long_return.FNMA+long_return.GE+long_return.NKE+long_return.NVDA+\n",
    "                                    long_return.QCOM+long_return.SBUX+long_return.TSLA+long_return.VRX+long_return.XOM)/20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "short_return = short_return.assign(Short_Portfolio = (short_return.ALXN+short_return.AMD+short_return.BABA+short_return.BB+short_return.CAT+\n",
    "                                                      short_return.CGI+short_return.CMG+short_return.GME+short_return.IBM+short_return.NFLX+\n",
    "                                                      short_return.NVDA+short_return.P+short_return.QCOM+short_return.SDRL+short_return.SHLD+\n",
    "                                                      short_return.STRP+short_return.TSLA+short_return.VRX+short_return.WATT+short_return.WFC)/20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AGN</th>\n",
       "      <th>AMD</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAC</th>\n",
       "      <th>CHK</th>\n",
       "      <th>COP</th>\n",
       "      <th>F</th>\n",
       "      <th>...</th>\n",
       "      <th>NKE</th>\n",
       "      <th>NVDA</th>\n",
       "      <th>QCOM</th>\n",
       "      <th>SBUX</th>\n",
       "      <th>TSLA</th>\n",
       "      <th>VRX</th>\n",
       "      <th>XOM</th>\n",
       "      <th>time</th>\n",
       "      <th>Time</th>\n",
       "      <th>Long_Portfolio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>week1</td>\n",
       "      <td>0.016380</td>\n",
       "      <td>0.024431</td>\n",
       "      <td>0.025051</td>\n",
       "      <td>0.010606</td>\n",
       "      <td>-0.005171</td>\n",
       "      <td>0.006660</td>\n",
       "      <td>-0.021693</td>\n",
       "      <td>0.003339</td>\n",
       "      <td>-0.007363</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002772</td>\n",
       "      <td>0.010574</td>\n",
       "      <td>-0.036976</td>\n",
       "      <td>-0.005563</td>\n",
       "      <td>0.038137</td>\n",
       "      <td>0.009200</td>\n",
       "      <td>-0.004895</td>\n",
       "      <td>week1</td>\n",
       "      <td>week1</td>\n",
       "      <td>0.005126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>week2</td>\n",
       "      <td>0.033127</td>\n",
       "      <td>0.046413</td>\n",
       "      <td>0.034677</td>\n",
       "      <td>0.021175</td>\n",
       "      <td>0.012116</td>\n",
       "      <td>0.006998</td>\n",
       "      <td>-0.038917</td>\n",
       "      <td>-0.002268</td>\n",
       "      <td>-0.000230</td>\n",
       "      <td>...</td>\n",
       "      <td>0.011395</td>\n",
       "      <td>0.031726</td>\n",
       "      <td>-0.046460</td>\n",
       "      <td>-0.004469</td>\n",
       "      <td>0.084137</td>\n",
       "      <td>-0.012561</td>\n",
       "      <td>-0.015766</td>\n",
       "      <td>week2</td>\n",
       "      <td>week2</td>\n",
       "      <td>0.011130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>week3</td>\n",
       "      <td>0.058040</td>\n",
       "      <td>0.058569</td>\n",
       "      <td>0.057905</td>\n",
       "      <td>0.032673</td>\n",
       "      <td>0.027771</td>\n",
       "      <td>0.021702</td>\n",
       "      <td>-0.056283</td>\n",
       "      <td>-0.009599</td>\n",
       "      <td>-0.003034</td>\n",
       "      <td>...</td>\n",
       "      <td>0.017667</td>\n",
       "      <td>0.049190</td>\n",
       "      <td>-0.035575</td>\n",
       "      <td>-0.012309</td>\n",
       "      <td>0.127904</td>\n",
       "      <td>-0.020953</td>\n",
       "      <td>-0.031237</td>\n",
       "      <td>week3</td>\n",
       "      <td>week3</td>\n",
       "      <td>0.015248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>week4</td>\n",
       "      <td>0.084250</td>\n",
       "      <td>0.090047</td>\n",
       "      <td>0.108394</td>\n",
       "      <td>0.047340</td>\n",
       "      <td>0.058733</td>\n",
       "      <td>0.037064</td>\n",
       "      <td>-0.081730</td>\n",
       "      <td>-0.021205</td>\n",
       "      <td>-0.001538</td>\n",
       "      <td>...</td>\n",
       "      <td>0.029937</td>\n",
       "      <td>0.057731</td>\n",
       "      <td>-0.027198</td>\n",
       "      <td>-0.003661</td>\n",
       "      <td>0.146627</td>\n",
       "      <td>-0.027104</td>\n",
       "      <td>-0.032092</td>\n",
       "      <td>week4</td>\n",
       "      <td>week4</td>\n",
       "      <td>0.021933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>week5</td>\n",
       "      <td>0.108474</td>\n",
       "      <td>0.126834</td>\n",
       "      <td>0.130793</td>\n",
       "      <td>0.058915</td>\n",
       "      <td>0.061590</td>\n",
       "      <td>0.045293</td>\n",
       "      <td>-0.113743</td>\n",
       "      <td>-0.033405</td>\n",
       "      <td>-0.000397</td>\n",
       "      <td>...</td>\n",
       "      <td>0.041498</td>\n",
       "      <td>0.048227</td>\n",
       "      <td>-0.024153</td>\n",
       "      <td>-0.011301</td>\n",
       "      <td>0.180990</td>\n",
       "      <td>-0.006939</td>\n",
       "      <td>-0.041358</td>\n",
       "      <td>week5</td>\n",
       "      <td>week5</td>\n",
       "      <td>0.023701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>week6</td>\n",
       "      <td>0.131268</td>\n",
       "      <td>0.157609</td>\n",
       "      <td>0.189758</td>\n",
       "      <td>0.072738</td>\n",
       "      <td>0.073057</td>\n",
       "      <td>0.073863</td>\n",
       "      <td>-0.149018</td>\n",
       "      <td>-0.039615</td>\n",
       "      <td>0.006615</td>\n",
       "      <td>...</td>\n",
       "      <td>0.051024</td>\n",
       "      <td>0.015569</td>\n",
       "      <td>-0.027282</td>\n",
       "      <td>-0.012308</td>\n",
       "      <td>0.205821</td>\n",
       "      <td>0.011707</td>\n",
       "      <td>-0.046159</td>\n",
       "      <td>week6</td>\n",
       "      <td>week6</td>\n",
       "      <td>0.031098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>week7</td>\n",
       "      <td>0.155934</td>\n",
       "      <td>0.178472</td>\n",
       "      <td>0.233243</td>\n",
       "      <td>0.072953</td>\n",
       "      <td>0.077610</td>\n",
       "      <td>0.068629</td>\n",
       "      <td>-0.171009</td>\n",
       "      <td>-0.054837</td>\n",
       "      <td>0.007797</td>\n",
       "      <td>...</td>\n",
       "      <td>0.067853</td>\n",
       "      <td>0.004098</td>\n",
       "      <td>-0.022916</td>\n",
       "      <td>-0.019882</td>\n",
       "      <td>0.205674</td>\n",
       "      <td>0.014499</td>\n",
       "      <td>-0.045116</td>\n",
       "      <td>week7</td>\n",
       "      <td>week7</td>\n",
       "      <td>0.030640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>week8</td>\n",
       "      <td>0.173705</td>\n",
       "      <td>0.172677</td>\n",
       "      <td>0.254463</td>\n",
       "      <td>0.075427</td>\n",
       "      <td>0.089173</td>\n",
       "      <td>0.068694</td>\n",
       "      <td>-0.210878</td>\n",
       "      <td>-0.065993</td>\n",
       "      <td>0.003151</td>\n",
       "      <td>...</td>\n",
       "      <td>0.081767</td>\n",
       "      <td>-0.005529</td>\n",
       "      <td>-0.030668</td>\n",
       "      <td>-0.011277</td>\n",
       "      <td>0.205939</td>\n",
       "      <td>-0.044063</td>\n",
       "      <td>-0.048126</td>\n",
       "      <td>week8</td>\n",
       "      <td>week8</td>\n",
       "      <td>0.025701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>week9</td>\n",
       "      <td>0.189207</td>\n",
       "      <td>0.168034</td>\n",
       "      <td>0.268277</td>\n",
       "      <td>0.092041</td>\n",
       "      <td>0.112340</td>\n",
       "      <td>0.072102</td>\n",
       "      <td>-0.215480</td>\n",
       "      <td>-0.066775</td>\n",
       "      <td>-0.006571</td>\n",
       "      <td>...</td>\n",
       "      <td>0.094587</td>\n",
       "      <td>-0.006838</td>\n",
       "      <td>-0.025215</td>\n",
       "      <td>-0.008084</td>\n",
       "      <td>0.217899</td>\n",
       "      <td>-0.102300</td>\n",
       "      <td>-0.048678</td>\n",
       "      <td>week9</td>\n",
       "      <td>week9</td>\n",
       "      <td>0.023915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>week10</td>\n",
       "      <td>0.197424</td>\n",
       "      <td>0.153001</td>\n",
       "      <td>0.271671</td>\n",
       "      <td>0.096185</td>\n",
       "      <td>0.122834</td>\n",
       "      <td>0.073976</td>\n",
       "      <td>-0.218850</td>\n",
       "      <td>-0.049692</td>\n",
       "      <td>-0.026004</td>\n",
       "      <td>...</td>\n",
       "      <td>0.086254</td>\n",
       "      <td>-0.000201</td>\n",
       "      <td>-0.028291</td>\n",
       "      <td>-0.004605</td>\n",
       "      <td>0.246344</td>\n",
       "      <td>-0.164203</td>\n",
       "      <td>-0.044435</td>\n",
       "      <td>week10</td>\n",
       "      <td>week10</td>\n",
       "      <td>0.018520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>week11</td>\n",
       "      <td>0.205279</td>\n",
       "      <td>0.155996</td>\n",
       "      <td>0.253437</td>\n",
       "      <td>0.102961</td>\n",
       "      <td>0.129052</td>\n",
       "      <td>0.052253</td>\n",
       "      <td>-0.221943</td>\n",
       "      <td>-0.038804</td>\n",
       "      <td>-0.041253</td>\n",
       "      <td>...</td>\n",
       "      <td>0.088561</td>\n",
       "      <td>0.005747</td>\n",
       "      <td>-0.060673</td>\n",
       "      <td>0.006408</td>\n",
       "      <td>0.256882</td>\n",
       "      <td>-0.236227</td>\n",
       "      <td>-0.051496</td>\n",
       "      <td>week11</td>\n",
       "      <td>week11</td>\n",
       "      <td>0.010935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>week12</td>\n",
       "      <td>0.207017</td>\n",
       "      <td>0.146592</td>\n",
       "      <td>0.251123</td>\n",
       "      <td>0.120695</td>\n",
       "      <td>0.130306</td>\n",
       "      <td>0.059250</td>\n",
       "      <td>-0.234601</td>\n",
       "      <td>-0.048668</td>\n",
       "      <td>-0.069006</td>\n",
       "      <td>...</td>\n",
       "      <td>0.086168</td>\n",
       "      <td>-0.007010</td>\n",
       "      <td>-0.074774</td>\n",
       "      <td>0.013773</td>\n",
       "      <td>0.277145</td>\n",
       "      <td>-0.261130</td>\n",
       "      <td>-0.049364</td>\n",
       "      <td>week12</td>\n",
       "      <td>week12</td>\n",
       "      <td>0.008091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>week13</td>\n",
       "      <td>0.216035</td>\n",
       "      <td>0.152932</td>\n",
       "      <td>0.225903</td>\n",
       "      <td>0.129610</td>\n",
       "      <td>0.131741</td>\n",
       "      <td>0.051323</td>\n",
       "      <td>-0.214414</td>\n",
       "      <td>-0.051352</td>\n",
       "      <td>-0.069449</td>\n",
       "      <td>...</td>\n",
       "      <td>0.086261</td>\n",
       "      <td>-0.021750</td>\n",
       "      <td>-0.073548</td>\n",
       "      <td>0.025303</td>\n",
       "      <td>0.319592</td>\n",
       "      <td>-0.312083</td>\n",
       "      <td>-0.050712</td>\n",
       "      <td>week13</td>\n",
       "      <td>week13</td>\n",
       "      <td>0.009153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>week14</td>\n",
       "      <td>0.232112</td>\n",
       "      <td>0.150630</td>\n",
       "      <td>0.194798</td>\n",
       "      <td>0.137254</td>\n",
       "      <td>0.137398</td>\n",
       "      <td>0.032284</td>\n",
       "      <td>-0.208629</td>\n",
       "      <td>-0.037748</td>\n",
       "      <td>-0.086298</td>\n",
       "      <td>...</td>\n",
       "      <td>0.071016</td>\n",
       "      <td>-0.024014</td>\n",
       "      <td>-0.062125</td>\n",
       "      <td>0.042318</td>\n",
       "      <td>0.358964</td>\n",
       "      <td>-0.334884</td>\n",
       "      <td>-0.048111</td>\n",
       "      <td>week14</td>\n",
       "      <td>week14</td>\n",
       "      <td>0.009066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>week15</td>\n",
       "      <td>0.242046</td>\n",
       "      <td>0.154106</td>\n",
       "      <td>0.169063</td>\n",
       "      <td>0.160699</td>\n",
       "      <td>0.130915</td>\n",
       "      <td>0.041676</td>\n",
       "      <td>-0.197290</td>\n",
       "      <td>-0.047100</td>\n",
       "      <td>-0.080574</td>\n",
       "      <td>...</td>\n",
       "      <td>0.064857</td>\n",
       "      <td>0.023634</td>\n",
       "      <td>-0.056307</td>\n",
       "      <td>0.044931</td>\n",
       "      <td>0.382171</td>\n",
       "      <td>-0.360783</td>\n",
       "      <td>-0.046167</td>\n",
       "      <td>week15</td>\n",
       "      <td>week15</td>\n",
       "      <td>0.011051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>week16</td>\n",
       "      <td>0.257157</td>\n",
       "      <td>0.149933</td>\n",
       "      <td>0.113616</td>\n",
       "      <td>0.186494</td>\n",
       "      <td>0.145447</td>\n",
       "      <td>0.036236</td>\n",
       "      <td>-0.212624</td>\n",
       "      <td>-0.046020</td>\n",
       "      <td>-0.093304</td>\n",
       "      <td>...</td>\n",
       "      <td>0.060113</td>\n",
       "      <td>0.044265</td>\n",
       "      <td>-0.032454</td>\n",
       "      <td>0.060041</td>\n",
       "      <td>0.420319</td>\n",
       "      <td>-0.344261</td>\n",
       "      <td>-0.043705</td>\n",
       "      <td>week16</td>\n",
       "      <td>week16</td>\n",
       "      <td>0.015795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>week17</td>\n",
       "      <td>0.270540</td>\n",
       "      <td>0.138132</td>\n",
       "      <td>0.074279</td>\n",
       "      <td>0.196411</td>\n",
       "      <td>0.154902</td>\n",
       "      <td>0.024701</td>\n",
       "      <td>-0.222293</td>\n",
       "      <td>-0.061010</td>\n",
       "      <td>-0.090157</td>\n",
       "      <td>...</td>\n",
       "      <td>0.050959</td>\n",
       "      <td>0.121562</td>\n",
       "      <td>-0.020737</td>\n",
       "      <td>0.070761</td>\n",
       "      <td>0.460298</td>\n",
       "      <td>-0.310155</td>\n",
       "      <td>-0.048661</td>\n",
       "      <td>week17</td>\n",
       "      <td>week17</td>\n",
       "      <td>0.019030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>week18</td>\n",
       "      <td>0.285560</td>\n",
       "      <td>0.122518</td>\n",
       "      <td>0.083115</td>\n",
       "      <td>0.212299</td>\n",
       "      <td>0.169141</td>\n",
       "      <td>0.037885</td>\n",
       "      <td>-0.243359</td>\n",
       "      <td>-0.077741</td>\n",
       "      <td>-0.099386</td>\n",
       "      <td>...</td>\n",
       "      <td>0.042999</td>\n",
       "      <td>0.213013</td>\n",
       "      <td>-0.012938</td>\n",
       "      <td>0.081101</td>\n",
       "      <td>0.490193</td>\n",
       "      <td>-0.228607</td>\n",
       "      <td>-0.046478</td>\n",
       "      <td>week18</td>\n",
       "      <td>week18</td>\n",
       "      <td>0.030997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>week19</td>\n",
       "      <td>0.294326</td>\n",
       "      <td>0.103434</td>\n",
       "      <td>0.034889</td>\n",
       "      <td>0.228854</td>\n",
       "      <td>0.183686</td>\n",
       "      <td>0.029514</td>\n",
       "      <td>-0.249631</td>\n",
       "      <td>-0.085717</td>\n",
       "      <td>-0.099717</td>\n",
       "      <td>...</td>\n",
       "      <td>0.036171</td>\n",
       "      <td>0.288007</td>\n",
       "      <td>-0.017135</td>\n",
       "      <td>0.081337</td>\n",
       "      <td>0.498946</td>\n",
       "      <td>-0.185629</td>\n",
       "      <td>-0.042214</td>\n",
       "      <td>week19</td>\n",
       "      <td>week19</td>\n",
       "      <td>0.033763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>week20</td>\n",
       "      <td>0.297148</td>\n",
       "      <td>0.093190</td>\n",
       "      <td>0.057054</td>\n",
       "      <td>0.247850</td>\n",
       "      <td>0.202017</td>\n",
       "      <td>0.042720</td>\n",
       "      <td>-0.256934</td>\n",
       "      <td>-0.080430</td>\n",
       "      <td>-0.101160</td>\n",
       "      <td>...</td>\n",
       "      <td>0.022614</td>\n",
       "      <td>0.346886</td>\n",
       "      <td>-0.019707</td>\n",
       "      <td>0.081287</td>\n",
       "      <td>0.544448</td>\n",
       "      <td>-0.161672</td>\n",
       "      <td>-0.043156</td>\n",
       "      <td>week20</td>\n",
       "      <td>week20</td>\n",
       "      <td>0.041161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>week21</td>\n",
       "      <td>0.282069</td>\n",
       "      <td>0.106984</td>\n",
       "      <td>0.081340</td>\n",
       "      <td>0.254214</td>\n",
       "      <td>0.202053</td>\n",
       "      <td>0.034407</td>\n",
       "      <td>-0.283232</td>\n",
       "      <td>-0.085896</td>\n",
       "      <td>-0.096842</td>\n",
       "      <td>...</td>\n",
       "      <td>0.016765</td>\n",
       "      <td>0.399942</td>\n",
       "      <td>-0.027085</td>\n",
       "      <td>0.071595</td>\n",
       "      <td>0.579446</td>\n",
       "      <td>-0.144315</td>\n",
       "      <td>-0.042617</td>\n",
       "      <td>week21</td>\n",
       "      <td>week21</td>\n",
       "      <td>0.043369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>week22</td>\n",
       "      <td>0.276830</td>\n",
       "      <td>0.124427</td>\n",
       "      <td>0.115192</td>\n",
       "      <td>0.250910</td>\n",
       "      <td>0.217886</td>\n",
       "      <td>0.041731</td>\n",
       "      <td>-0.286947</td>\n",
       "      <td>-0.107514</td>\n",
       "      <td>-0.090506</td>\n",
       "      <td>...</td>\n",
       "      <td>0.018715</td>\n",
       "      <td>0.436133</td>\n",
       "      <td>-0.036284</td>\n",
       "      <td>0.068551</td>\n",
       "      <td>0.610784</td>\n",
       "      <td>-0.125801</td>\n",
       "      <td>-0.048935</td>\n",
       "      <td>week22</td>\n",
       "      <td>week22</td>\n",
       "      <td>0.049373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>week23</td>\n",
       "      <td>0.267802</td>\n",
       "      <td>0.148137</td>\n",
       "      <td>0.144122</td>\n",
       "      <td>0.272234</td>\n",
       "      <td>0.245737</td>\n",
       "      <td>0.055221</td>\n",
       "      <td>-0.312762</td>\n",
       "      <td>-0.113256</td>\n",
       "      <td>-0.094371</td>\n",
       "      <td>...</td>\n",
       "      <td>0.031543</td>\n",
       "      <td>0.444133</td>\n",
       "      <td>-0.028761</td>\n",
       "      <td>0.062349</td>\n",
       "      <td>0.632139</td>\n",
       "      <td>-0.094819</td>\n",
       "      <td>-0.048937</td>\n",
       "      <td>week23</td>\n",
       "      <td>week23</td>\n",
       "      <td>0.057632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>week24</td>\n",
       "      <td>0.264350</td>\n",
       "      <td>0.164710</td>\n",
       "      <td>0.188334</td>\n",
       "      <td>0.270516</td>\n",
       "      <td>0.268263</td>\n",
       "      <td>0.044608</td>\n",
       "      <td>-0.318241</td>\n",
       "      <td>-0.114747</td>\n",
       "      <td>-0.080852</td>\n",
       "      <td>...</td>\n",
       "      <td>0.051454</td>\n",
       "      <td>0.452602</td>\n",
       "      <td>-0.029615</td>\n",
       "      <td>0.047876</td>\n",
       "      <td>0.640067</td>\n",
       "      <td>-0.010295</td>\n",
       "      <td>-0.050929</td>\n",
       "      <td>week24</td>\n",
       "      <td>week24</td>\n",
       "      <td>0.067161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>week25</td>\n",
       "      <td>0.256789</td>\n",
       "      <td>0.182217</td>\n",
       "      <td>0.207744</td>\n",
       "      <td>0.262202</td>\n",
       "      <td>0.338807</td>\n",
       "      <td>0.068209</td>\n",
       "      <td>-0.328377</td>\n",
       "      <td>-0.109159</td>\n",
       "      <td>-0.077323</td>\n",
       "      <td>...</td>\n",
       "      <td>0.062439</td>\n",
       "      <td>0.477697</td>\n",
       "      <td>-0.057030</td>\n",
       "      <td>0.026143</td>\n",
       "      <td>0.633095</td>\n",
       "      <td>0.034988</td>\n",
       "      <td>-0.054389</td>\n",
       "      <td>week25</td>\n",
       "      <td>week25</td>\n",
       "      <td>0.077041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>week26</td>\n",
       "      <td>0.268442</td>\n",
       "      <td>0.188566</td>\n",
       "      <td>0.240025</td>\n",
       "      <td>0.273018</td>\n",
       "      <td>0.363481</td>\n",
       "      <td>0.072312</td>\n",
       "      <td>-0.320010</td>\n",
       "      <td>-0.112447</td>\n",
       "      <td>-0.073277</td>\n",
       "      <td>...</td>\n",
       "      <td>0.073366</td>\n",
       "      <td>0.516378</td>\n",
       "      <td>-0.071282</td>\n",
       "      <td>0.019253</td>\n",
       "      <td>0.626125</td>\n",
       "      <td>0.090373</td>\n",
       "      <td>-0.053160</td>\n",
       "      <td>week26</td>\n",
       "      <td>week26</td>\n",
       "      <td>0.087420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>week27</td>\n",
       "      <td>0.281692</td>\n",
       "      <td>0.193044</td>\n",
       "      <td>0.236799</td>\n",
       "      <td>0.279280</td>\n",
       "      <td>0.379218</td>\n",
       "      <td>0.067466</td>\n",
       "      <td>-0.344438</td>\n",
       "      <td>-0.104294</td>\n",
       "      <td>-0.076728</td>\n",
       "      <td>...</td>\n",
       "      <td>0.096504</td>\n",
       "      <td>0.557823</td>\n",
       "      <td>-0.075936</td>\n",
       "      <td>-0.005485</td>\n",
       "      <td>0.625723</td>\n",
       "      <td>0.139205</td>\n",
       "      <td>-0.062364</td>\n",
       "      <td>week27</td>\n",
       "      <td>week27</td>\n",
       "      <td>0.093477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>week28</td>\n",
       "      <td>0.297415</td>\n",
       "      <td>0.198581</td>\n",
       "      <td>0.231542</td>\n",
       "      <td>0.273838</td>\n",
       "      <td>0.391350</td>\n",
       "      <td>0.084947</td>\n",
       "      <td>-0.349623</td>\n",
       "      <td>-0.111831</td>\n",
       "      <td>-0.076511</td>\n",
       "      <td>...</td>\n",
       "      <td>0.125426</td>\n",
       "      <td>0.557153</td>\n",
       "      <td>-0.081516</td>\n",
       "      <td>-0.011891</td>\n",
       "      <td>0.619625</td>\n",
       "      <td>0.135266</td>\n",
       "      <td>-0.068602</td>\n",
       "      <td>week28</td>\n",
       "      <td>week28</td>\n",
       "      <td>0.096995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>week29</td>\n",
       "      <td>0.323552</td>\n",
       "      <td>0.188518</td>\n",
       "      <td>0.226462</td>\n",
       "      <td>0.267430</td>\n",
       "      <td>0.425139</td>\n",
       "      <td>0.076346</td>\n",
       "      <td>-0.364840</td>\n",
       "      <td>-0.110909</td>\n",
       "      <td>-0.087511</td>\n",
       "      <td>...</td>\n",
       "      <td>0.131939</td>\n",
       "      <td>0.584102</td>\n",
       "      <td>-0.087743</td>\n",
       "      <td>-0.014909</td>\n",
       "      <td>0.597084</td>\n",
       "      <td>0.114602</td>\n",
       "      <td>-0.072688</td>\n",
       "      <td>week29</td>\n",
       "      <td>week29</td>\n",
       "      <td>0.097999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>week30</td>\n",
       "      <td>0.342408</td>\n",
       "      <td>0.163791</td>\n",
       "      <td>0.208069</td>\n",
       "      <td>0.271176</td>\n",
       "      <td>0.457335</td>\n",
       "      <td>0.072399</td>\n",
       "      <td>-0.385622</td>\n",
       "      <td>-0.112118</td>\n",
       "      <td>-0.094813</td>\n",
       "      <td>...</td>\n",
       "      <td>0.126923</td>\n",
       "      <td>0.591863</td>\n",
       "      <td>-0.085064</td>\n",
       "      <td>-0.028061</td>\n",
       "      <td>0.601864</td>\n",
       "      <td>0.066282</td>\n",
       "      <td>-0.078321</td>\n",
       "      <td>week30</td>\n",
       "      <td>week30</td>\n",
       "      <td>0.095523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>week31</td>\n",
       "      <td>0.356313</td>\n",
       "      <td>0.131328</td>\n",
       "      <td>0.179134</td>\n",
       "      <td>0.265945</td>\n",
       "      <td>0.491960</td>\n",
       "      <td>0.072248</td>\n",
       "      <td>-0.407321</td>\n",
       "      <td>-0.104060</td>\n",
       "      <td>-0.099459</td>\n",
       "      <td>...</td>\n",
       "      <td>0.113486</td>\n",
       "      <td>0.585626</td>\n",
       "      <td>-0.102084</td>\n",
       "      <td>-0.033821</td>\n",
       "      <td>0.617057</td>\n",
       "      <td>0.014129</td>\n",
       "      <td>-0.075926</td>\n",
       "      <td>week31</td>\n",
       "      <td>week31</td>\n",
       "      <td>0.091050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>week32</td>\n",
       "      <td>0.367320</td>\n",
       "      <td>0.110808</td>\n",
       "      <td>0.168147</td>\n",
       "      <td>0.244749</td>\n",
       "      <td>0.545699</td>\n",
       "      <td>0.069192</td>\n",
       "      <td>-0.428730</td>\n",
       "      <td>-0.094043</td>\n",
       "      <td>-0.100513</td>\n",
       "      <td>...</td>\n",
       "      <td>0.102471</td>\n",
       "      <td>0.585900</td>\n",
       "      <td>-0.101228</td>\n",
       "      <td>-0.038409</td>\n",
       "      <td>0.635182</td>\n",
       "      <td>-0.019175</td>\n",
       "      <td>-0.071689</td>\n",
       "      <td>week32</td>\n",
       "      <td>week32</td>\n",
       "      <td>0.089657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>week33</td>\n",
       "      <td>0.366164</td>\n",
       "      <td>0.096764</td>\n",
       "      <td>0.163726</td>\n",
       "      <td>0.238480</td>\n",
       "      <td>0.556563</td>\n",
       "      <td>0.081271</td>\n",
       "      <td>-0.443600</td>\n",
       "      <td>-0.078789</td>\n",
       "      <td>-0.089492</td>\n",
       "      <td>...</td>\n",
       "      <td>0.074345</td>\n",
       "      <td>0.615107</td>\n",
       "      <td>-0.093953</td>\n",
       "      <td>-0.041649</td>\n",
       "      <td>0.633189</td>\n",
       "      <td>-0.062775</td>\n",
       "      <td>-0.065518</td>\n",
       "      <td>week33</td>\n",
       "      <td>week33</td>\n",
       "      <td>0.087458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>week34</td>\n",
       "      <td>0.364395</td>\n",
       "      <td>0.091235</td>\n",
       "      <td>0.163020</td>\n",
       "      <td>0.239089</td>\n",
       "      <td>0.564711</td>\n",
       "      <td>0.082633</td>\n",
       "      <td>-0.445565</td>\n",
       "      <td>-0.058982</td>\n",
       "      <td>-0.070915</td>\n",
       "      <td>...</td>\n",
       "      <td>0.053535</td>\n",
       "      <td>0.637010</td>\n",
       "      <td>-0.094866</td>\n",
       "      <td>-0.045020</td>\n",
       "      <td>0.658299</td>\n",
       "      <td>-0.074647</td>\n",
       "      <td>-0.061022</td>\n",
       "      <td>week34</td>\n",
       "      <td>week34</td>\n",
       "      <td>0.091700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>week35</td>\n",
       "      <td>0.356721</td>\n",
       "      <td>0.072274</td>\n",
       "      <td>0.166232</td>\n",
       "      <td>0.240460</td>\n",
       "      <td>0.570169</td>\n",
       "      <td>0.092695</td>\n",
       "      <td>-0.445050</td>\n",
       "      <td>-0.041485</td>\n",
       "      <td>-0.051647</td>\n",
       "      <td>...</td>\n",
       "      <td>0.034390</td>\n",
       "      <td>0.662538</td>\n",
       "      <td>-0.093752</td>\n",
       "      <td>-0.031345</td>\n",
       "      <td>0.682145</td>\n",
       "      <td>-0.064296</td>\n",
       "      <td>-0.054385</td>\n",
       "      <td>week35</td>\n",
       "      <td>week35</td>\n",
       "      <td>0.096925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>week36</td>\n",
       "      <td>0.357585</td>\n",
       "      <td>0.054513</td>\n",
       "      <td>0.193226</td>\n",
       "      <td>0.236331</td>\n",
       "      <td>0.589454</td>\n",
       "      <td>0.111959</td>\n",
       "      <td>-0.441113</td>\n",
       "      <td>-0.027477</td>\n",
       "      <td>-0.036173</td>\n",
       "      <td>...</td>\n",
       "      <td>0.026474</td>\n",
       "      <td>0.713089</td>\n",
       "      <td>-0.080665</td>\n",
       "      <td>-0.035436</td>\n",
       "      <td>0.676761</td>\n",
       "      <td>-0.066716</td>\n",
       "      <td>-0.043743</td>\n",
       "      <td>week36</td>\n",
       "      <td>week36</td>\n",
       "      <td>0.104241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>week37</td>\n",
       "      <td>0.347524</td>\n",
       "      <td>0.026022</td>\n",
       "      <td>0.204862</td>\n",
       "      <td>0.243561</td>\n",
       "      <td>0.608922</td>\n",
       "      <td>0.123844</td>\n",
       "      <td>-0.439310</td>\n",
       "      <td>-0.011585</td>\n",
       "      <td>-0.020467</td>\n",
       "      <td>...</td>\n",
       "      <td>0.021770</td>\n",
       "      <td>0.724526</td>\n",
       "      <td>-0.085709</td>\n",
       "      <td>-0.038325</td>\n",
       "      <td>0.652438</td>\n",
       "      <td>-0.052601</td>\n",
       "      <td>-0.036650</td>\n",
       "      <td>week37</td>\n",
       "      <td>week37</td>\n",
       "      <td>0.105226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>week38</td>\n",
       "      <td>0.352718</td>\n",
       "      <td>-0.001018</td>\n",
       "      <td>0.198520</td>\n",
       "      <td>0.268640</td>\n",
       "      <td>0.618458</td>\n",
       "      <td>0.150776</td>\n",
       "      <td>-0.439382</td>\n",
       "      <td>0.009889</td>\n",
       "      <td>-0.004827</td>\n",
       "      <td>...</td>\n",
       "      <td>0.021548</td>\n",
       "      <td>0.773577</td>\n",
       "      <td>-0.070396</td>\n",
       "      <td>-0.028687</td>\n",
       "      <td>0.649025</td>\n",
       "      <td>-0.058218</td>\n",
       "      <td>-0.029556</td>\n",
       "      <td>week38</td>\n",
       "      <td>week38</td>\n",
       "      <td>0.113692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>week39</td>\n",
       "      <td>0.362670</td>\n",
       "      <td>-0.024415</td>\n",
       "      <td>0.202243</td>\n",
       "      <td>0.274729</td>\n",
       "      <td>0.651082</td>\n",
       "      <td>0.170805</td>\n",
       "      <td>-0.433910</td>\n",
       "      <td>0.030915</td>\n",
       "      <td>0.000502</td>\n",
       "      <td>...</td>\n",
       "      <td>0.018211</td>\n",
       "      <td>0.841306</td>\n",
       "      <td>-0.033459</td>\n",
       "      <td>-0.025444</td>\n",
       "      <td>0.641920</td>\n",
       "      <td>-0.069994</td>\n",
       "      <td>-0.024100</td>\n",
       "      <td>week39</td>\n",
       "      <td>week39</td>\n",
       "      <td>0.122555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>week40</td>\n",
       "      <td>0.382696</td>\n",
       "      <td>-0.059973</td>\n",
       "      <td>0.173184</td>\n",
       "      <td>0.290775</td>\n",
       "      <td>0.657184</td>\n",
       "      <td>0.182548</td>\n",
       "      <td>-0.434015</td>\n",
       "      <td>0.035800</td>\n",
       "      <td>0.012275</td>\n",
       "      <td>...</td>\n",
       "      <td>0.022077</td>\n",
       "      <td>0.870577</td>\n",
       "      <td>0.042429</td>\n",
       "      <td>-0.021709</td>\n",
       "      <td>0.638455</td>\n",
       "      <td>-0.111957</td>\n",
       "      <td>-0.020243</td>\n",
       "      <td>week40</td>\n",
       "      <td>week40</td>\n",
       "      <td>0.126580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>week41</td>\n",
       "      <td>0.405607</td>\n",
       "      <td>-0.096796</td>\n",
       "      <td>0.151900</td>\n",
       "      <td>0.322612</td>\n",
       "      <td>0.666005</td>\n",
       "      <td>0.194675</td>\n",
       "      <td>-0.447208</td>\n",
       "      <td>0.042662</td>\n",
       "      <td>0.009864</td>\n",
       "      <td>...</td>\n",
       "      <td>0.026901</td>\n",
       "      <td>0.916242</td>\n",
       "      <td>0.099101</td>\n",
       "      <td>-0.012027</td>\n",
       "      <td>0.571258</td>\n",
       "      <td>-0.132870</td>\n",
       "      <td>-0.022362</td>\n",
       "      <td>week41</td>\n",
       "      <td>week41</td>\n",
       "      <td>0.127275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>week42</td>\n",
       "      <td>0.424073</td>\n",
       "      <td>-0.124525</td>\n",
       "      <td>0.123756</td>\n",
       "      <td>0.367104</td>\n",
       "      <td>0.677491</td>\n",
       "      <td>0.196166</td>\n",
       "      <td>-0.457343</td>\n",
       "      <td>0.035010</td>\n",
       "      <td>0.012955</td>\n",
       "      <td>...</td>\n",
       "      <td>0.046455</td>\n",
       "      <td>0.963827</td>\n",
       "      <td>0.119805</td>\n",
       "      <td>-0.004473</td>\n",
       "      <td>0.545656</td>\n",
       "      <td>-0.149184</td>\n",
       "      <td>-0.020443</td>\n",
       "      <td>week42</td>\n",
       "      <td>week42</td>\n",
       "      <td>0.128481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>week43</td>\n",
       "      <td>0.440722</td>\n",
       "      <td>-0.138770</td>\n",
       "      <td>0.084119</td>\n",
       "      <td>0.386147</td>\n",
       "      <td>0.705632</td>\n",
       "      <td>0.215282</td>\n",
       "      <td>-0.459660</td>\n",
       "      <td>0.033653</td>\n",
       "      <td>0.009340</td>\n",
       "      <td>...</td>\n",
       "      <td>0.074685</td>\n",
       "      <td>0.986576</td>\n",
       "      <td>0.134978</td>\n",
       "      <td>0.006873</td>\n",
       "      <td>0.520387</td>\n",
       "      <td>-0.102033</td>\n",
       "      <td>-0.020450</td>\n",
       "      <td>week43</td>\n",
       "      <td>week43</td>\n",
       "      <td>0.132855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>week44</td>\n",
       "      <td>0.465757</td>\n",
       "      <td>-0.156988</td>\n",
       "      <td>0.028695</td>\n",
       "      <td>0.404633</td>\n",
       "      <td>0.735028</td>\n",
       "      <td>0.238742</td>\n",
       "      <td>-0.457612</td>\n",
       "      <td>0.049024</td>\n",
       "      <td>0.018073</td>\n",
       "      <td>...</td>\n",
       "      <td>0.096001</td>\n",
       "      <td>0.996662</td>\n",
       "      <td>0.124627</td>\n",
       "      <td>0.016804</td>\n",
       "      <td>0.516727</td>\n",
       "      <td>-0.062116</td>\n",
       "      <td>-0.015986</td>\n",
       "      <td>week44</td>\n",
       "      <td>week44</td>\n",
       "      <td>0.138011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>week45</td>\n",
       "      <td>0.480123</td>\n",
       "      <td>-0.159790</td>\n",
       "      <td>0.008258</td>\n",
       "      <td>0.460915</td>\n",
       "      <td>0.769090</td>\n",
       "      <td>0.249705</td>\n",
       "      <td>-0.449103</td>\n",
       "      <td>0.055983</td>\n",
       "      <td>0.025839</td>\n",
       "      <td>...</td>\n",
       "      <td>0.118058</td>\n",
       "      <td>0.967680</td>\n",
       "      <td>0.125597</td>\n",
       "      <td>0.016826</td>\n",
       "      <td>0.499960</td>\n",
       "      <td>0.001149</td>\n",
       "      <td>-0.014059</td>\n",
       "      <td>week45</td>\n",
       "      <td>week45</td>\n",
       "      <td>0.145564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>week46</td>\n",
       "      <td>0.488152</td>\n",
       "      <td>-0.167974</td>\n",
       "      <td>-0.008317</td>\n",
       "      <td>0.471183</td>\n",
       "      <td>0.777261</td>\n",
       "      <td>0.260950</td>\n",
       "      <td>-0.453548</td>\n",
       "      <td>0.054916</td>\n",
       "      <td>0.034388</td>\n",
       "      <td>...</td>\n",
       "      <td>0.143765</td>\n",
       "      <td>0.915499</td>\n",
       "      <td>0.140793</td>\n",
       "      <td>0.030473</td>\n",
       "      <td>0.474058</td>\n",
       "      <td>0.098631</td>\n",
       "      <td>-0.012508</td>\n",
       "      <td>week46</td>\n",
       "      <td>week46</td>\n",
       "      <td>0.151500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>week47</td>\n",
       "      <td>0.484362</td>\n",
       "      <td>-0.167973</td>\n",
       "      <td>-0.009811</td>\n",
       "      <td>0.490565</td>\n",
       "      <td>0.798759</td>\n",
       "      <td>0.275779</td>\n",
       "      <td>-0.453068</td>\n",
       "      <td>0.085256</td>\n",
       "      <td>0.035114</td>\n",
       "      <td>...</td>\n",
       "      <td>0.173199</td>\n",
       "      <td>0.893404</td>\n",
       "      <td>0.148055</td>\n",
       "      <td>0.034422</td>\n",
       "      <td>0.476712</td>\n",
       "      <td>0.169911</td>\n",
       "      <td>0.000372</td>\n",
       "      <td>week47</td>\n",
       "      <td>week47</td>\n",
       "      <td>0.162139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>week48</td>\n",
       "      <td>0.487747</td>\n",
       "      <td>-0.181859</td>\n",
       "      <td>-0.002517</td>\n",
       "      <td>0.511118</td>\n",
       "      <td>0.881973</td>\n",
       "      <td>0.294655</td>\n",
       "      <td>-0.457555</td>\n",
       "      <td>0.114385</td>\n",
       "      <td>0.045929</td>\n",
       "      <td>...</td>\n",
       "      <td>0.192599</td>\n",
       "      <td>0.907390</td>\n",
       "      <td>0.155965</td>\n",
       "      <td>0.039029</td>\n",
       "      <td>0.510727</td>\n",
       "      <td>0.275447</td>\n",
       "      <td>0.004022</td>\n",
       "      <td>week48</td>\n",
       "      <td>week48</td>\n",
       "      <td>0.179861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>week49</td>\n",
       "      <td>0.493131</td>\n",
       "      <td>-0.174505</td>\n",
       "      <td>0.003901</td>\n",
       "      <td>0.526421</td>\n",
       "      <td>0.955043</td>\n",
       "      <td>0.331694</td>\n",
       "      <td>-0.451373</td>\n",
       "      <td>0.129831</td>\n",
       "      <td>0.056109</td>\n",
       "      <td>...</td>\n",
       "      <td>0.213994</td>\n",
       "      <td>0.939257</td>\n",
       "      <td>0.171616</td>\n",
       "      <td>0.049188</td>\n",
       "      <td>0.519689</td>\n",
       "      <td>0.342995</td>\n",
       "      <td>0.014628</td>\n",
       "      <td>week49</td>\n",
       "      <td>week49</td>\n",
       "      <td>0.198894</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>49 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0      AAPL       AGN       AMD      AMZN        BA       BAC  \\\n",
       "0       week1  0.016380  0.024431  0.025051  0.010606 -0.005171  0.006660   \n",
       "1       week2  0.033127  0.046413  0.034677  0.021175  0.012116  0.006998   \n",
       "2       week3  0.058040  0.058569  0.057905  0.032673  0.027771  0.021702   \n",
       "3       week4  0.084250  0.090047  0.108394  0.047340  0.058733  0.037064   \n",
       "4       week5  0.108474  0.126834  0.130793  0.058915  0.061590  0.045293   \n",
       "5       week6  0.131268  0.157609  0.189758  0.072738  0.073057  0.073863   \n",
       "6       week7  0.155934  0.178472  0.233243  0.072953  0.077610  0.068629   \n",
       "7       week8  0.173705  0.172677  0.254463  0.075427  0.089173  0.068694   \n",
       "8       week9  0.189207  0.168034  0.268277  0.092041  0.112340  0.072102   \n",
       "9      week10  0.197424  0.153001  0.271671  0.096185  0.122834  0.073976   \n",
       "10     week11  0.205279  0.155996  0.253437  0.102961  0.129052  0.052253   \n",
       "11     week12  0.207017  0.146592  0.251123  0.120695  0.130306  0.059250   \n",
       "12     week13  0.216035  0.152932  0.225903  0.129610  0.131741  0.051323   \n",
       "13     week14  0.232112  0.150630  0.194798  0.137254  0.137398  0.032284   \n",
       "14     week15  0.242046  0.154106  0.169063  0.160699  0.130915  0.041676   \n",
       "15     week16  0.257157  0.149933  0.113616  0.186494  0.145447  0.036236   \n",
       "16     week17  0.270540  0.138132  0.074279  0.196411  0.154902  0.024701   \n",
       "17     week18  0.285560  0.122518  0.083115  0.212299  0.169141  0.037885   \n",
       "18     week19  0.294326  0.103434  0.034889  0.228854  0.183686  0.029514   \n",
       "19     week20  0.297148  0.093190  0.057054  0.247850  0.202017  0.042720   \n",
       "20     week21  0.282069  0.106984  0.081340  0.254214  0.202053  0.034407   \n",
       "21     week22  0.276830  0.124427  0.115192  0.250910  0.217886  0.041731   \n",
       "22     week23  0.267802  0.148137  0.144122  0.272234  0.245737  0.055221   \n",
       "23     week24  0.264350  0.164710  0.188334  0.270516  0.268263  0.044608   \n",
       "24     week25  0.256789  0.182217  0.207744  0.262202  0.338807  0.068209   \n",
       "25     week26  0.268442  0.188566  0.240025  0.273018  0.363481  0.072312   \n",
       "26     week27  0.281692  0.193044  0.236799  0.279280  0.379218  0.067466   \n",
       "27     week28  0.297415  0.198581  0.231542  0.273838  0.391350  0.084947   \n",
       "28     week29  0.323552  0.188518  0.226462  0.267430  0.425139  0.076346   \n",
       "29     week30  0.342408  0.163791  0.208069  0.271176  0.457335  0.072399   \n",
       "30     week31  0.356313  0.131328  0.179134  0.265945  0.491960  0.072248   \n",
       "31     week32  0.367320  0.110808  0.168147  0.244749  0.545699  0.069192   \n",
       "32     week33  0.366164  0.096764  0.163726  0.238480  0.556563  0.081271   \n",
       "33     week34  0.364395  0.091235  0.163020  0.239089  0.564711  0.082633   \n",
       "34     week35  0.356721  0.072274  0.166232  0.240460  0.570169  0.092695   \n",
       "35     week36  0.357585  0.054513  0.193226  0.236331  0.589454  0.111959   \n",
       "36     week37  0.347524  0.026022  0.204862  0.243561  0.608922  0.123844   \n",
       "37     week38  0.352718 -0.001018  0.198520  0.268640  0.618458  0.150776   \n",
       "38     week39  0.362670 -0.024415  0.202243  0.274729  0.651082  0.170805   \n",
       "39     week40  0.382696 -0.059973  0.173184  0.290775  0.657184  0.182548   \n",
       "40     week41  0.405607 -0.096796  0.151900  0.322612  0.666005  0.194675   \n",
       "41     week42  0.424073 -0.124525  0.123756  0.367104  0.677491  0.196166   \n",
       "42     week43  0.440722 -0.138770  0.084119  0.386147  0.705632  0.215282   \n",
       "43     week44  0.465757 -0.156988  0.028695  0.404633  0.735028  0.238742   \n",
       "44     week45  0.480123 -0.159790  0.008258  0.460915  0.769090  0.249705   \n",
       "45     week46  0.488152 -0.167974 -0.008317  0.471183  0.777261  0.260950   \n",
       "46     week47  0.484362 -0.167973 -0.009811  0.490565  0.798759  0.275779   \n",
       "47     week48  0.487747 -0.181859 -0.002517  0.511118  0.881973  0.294655   \n",
       "48     week49  0.493131 -0.174505  0.003901  0.526421  0.955043  0.331694   \n",
       "\n",
       "         CHK       COP         F       ...             NKE      NVDA  \\\n",
       "0  -0.021693  0.003339 -0.007363       ...        0.002772  0.010574   \n",
       "1  -0.038917 -0.002268 -0.000230       ...        0.011395  0.031726   \n",
       "2  -0.056283 -0.009599 -0.003034       ...        0.017667  0.049190   \n",
       "3  -0.081730 -0.021205 -0.001538       ...        0.029937  0.057731   \n",
       "4  -0.113743 -0.033405 -0.000397       ...        0.041498  0.048227   \n",
       "5  -0.149018 -0.039615  0.006615       ...        0.051024  0.015569   \n",
       "6  -0.171009 -0.054837  0.007797       ...        0.067853  0.004098   \n",
       "7  -0.210878 -0.065993  0.003151       ...        0.081767 -0.005529   \n",
       "8  -0.215480 -0.066775 -0.006571       ...        0.094587 -0.006838   \n",
       "9  -0.218850 -0.049692 -0.026004       ...        0.086254 -0.000201   \n",
       "10 -0.221943 -0.038804 -0.041253       ...        0.088561  0.005747   \n",
       "11 -0.234601 -0.048668 -0.069006       ...        0.086168 -0.007010   \n",
       "12 -0.214414 -0.051352 -0.069449       ...        0.086261 -0.021750   \n",
       "13 -0.208629 -0.037748 -0.086298       ...        0.071016 -0.024014   \n",
       "14 -0.197290 -0.047100 -0.080574       ...        0.064857  0.023634   \n",
       "15 -0.212624 -0.046020 -0.093304       ...        0.060113  0.044265   \n",
       "16 -0.222293 -0.061010 -0.090157       ...        0.050959  0.121562   \n",
       "17 -0.243359 -0.077741 -0.099386       ...        0.042999  0.213013   \n",
       "18 -0.249631 -0.085717 -0.099717       ...        0.036171  0.288007   \n",
       "19 -0.256934 -0.080430 -0.101160       ...        0.022614  0.346886   \n",
       "20 -0.283232 -0.085896 -0.096842       ...        0.016765  0.399942   \n",
       "21 -0.286947 -0.107514 -0.090506       ...        0.018715  0.436133   \n",
       "22 -0.312762 -0.113256 -0.094371       ...        0.031543  0.444133   \n",
       "23 -0.318241 -0.114747 -0.080852       ...        0.051454  0.452602   \n",
       "24 -0.328377 -0.109159 -0.077323       ...        0.062439  0.477697   \n",
       "25 -0.320010 -0.112447 -0.073277       ...        0.073366  0.516378   \n",
       "26 -0.344438 -0.104294 -0.076728       ...        0.096504  0.557823   \n",
       "27 -0.349623 -0.111831 -0.076511       ...        0.125426  0.557153   \n",
       "28 -0.364840 -0.110909 -0.087511       ...        0.131939  0.584102   \n",
       "29 -0.385622 -0.112118 -0.094813       ...        0.126923  0.591863   \n",
       "30 -0.407321 -0.104060 -0.099459       ...        0.113486  0.585626   \n",
       "31 -0.428730 -0.094043 -0.100513       ...        0.102471  0.585900   \n",
       "32 -0.443600 -0.078789 -0.089492       ...        0.074345  0.615107   \n",
       "33 -0.445565 -0.058982 -0.070915       ...        0.053535  0.637010   \n",
       "34 -0.445050 -0.041485 -0.051647       ...        0.034390  0.662538   \n",
       "35 -0.441113 -0.027477 -0.036173       ...        0.026474  0.713089   \n",
       "36 -0.439310 -0.011585 -0.020467       ...        0.021770  0.724526   \n",
       "37 -0.439382  0.009889 -0.004827       ...        0.021548  0.773577   \n",
       "38 -0.433910  0.030915  0.000502       ...        0.018211  0.841306   \n",
       "39 -0.434015  0.035800  0.012275       ...        0.022077  0.870577   \n",
       "40 -0.447208  0.042662  0.009864       ...        0.026901  0.916242   \n",
       "41 -0.457343  0.035010  0.012955       ...        0.046455  0.963827   \n",
       "42 -0.459660  0.033653  0.009340       ...        0.074685  0.986576   \n",
       "43 -0.457612  0.049024  0.018073       ...        0.096001  0.996662   \n",
       "44 -0.449103  0.055983  0.025839       ...        0.118058  0.967680   \n",
       "45 -0.453548  0.054916  0.034388       ...        0.143765  0.915499   \n",
       "46 -0.453068  0.085256  0.035114       ...        0.173199  0.893404   \n",
       "47 -0.457555  0.114385  0.045929       ...        0.192599  0.907390   \n",
       "48 -0.451373  0.129831  0.056109       ...        0.213994  0.939257   \n",
       "\n",
       "        QCOM      SBUX      TSLA       VRX       XOM    time    Time  \\\n",
       "0  -0.036976 -0.005563  0.038137  0.009200 -0.004895   week1   week1   \n",
       "1  -0.046460 -0.004469  0.084137 -0.012561 -0.015766   week2   week2   \n",
       "2  -0.035575 -0.012309  0.127904 -0.020953 -0.031237   week3   week3   \n",
       "3  -0.027198 -0.003661  0.146627 -0.027104 -0.032092   week4   week4   \n",
       "4  -0.024153 -0.011301  0.180990 -0.006939 -0.041358   week5   week5   \n",
       "5  -0.027282 -0.012308  0.205821  0.011707 -0.046159   week6   week6   \n",
       "6  -0.022916 -0.019882  0.205674  0.014499 -0.045116   week7   week7   \n",
       "7  -0.030668 -0.011277  0.205939 -0.044063 -0.048126   week8   week8   \n",
       "8  -0.025215 -0.008084  0.217899 -0.102300 -0.048678   week9   week9   \n",
       "9  -0.028291 -0.004605  0.246344 -0.164203 -0.044435  week10  week10   \n",
       "10 -0.060673  0.006408  0.256882 -0.236227 -0.051496  week11  week11   \n",
       "11 -0.074774  0.013773  0.277145 -0.261130 -0.049364  week12  week12   \n",
       "12 -0.073548  0.025303  0.319592 -0.312083 -0.050712  week13  week13   \n",
       "13 -0.062125  0.042318  0.358964 -0.334884 -0.048111  week14  week14   \n",
       "14 -0.056307  0.044931  0.382171 -0.360783 -0.046167  week15  week15   \n",
       "15 -0.032454  0.060041  0.420319 -0.344261 -0.043705  week16  week16   \n",
       "16 -0.020737  0.070761  0.460298 -0.310155 -0.048661  week17  week17   \n",
       "17 -0.012938  0.081101  0.490193 -0.228607 -0.046478  week18  week18   \n",
       "18 -0.017135  0.081337  0.498946 -0.185629 -0.042214  week19  week19   \n",
       "19 -0.019707  0.081287  0.544448 -0.161672 -0.043156  week20  week20   \n",
       "20 -0.027085  0.071595  0.579446 -0.144315 -0.042617  week21  week21   \n",
       "21 -0.036284  0.068551  0.610784 -0.125801 -0.048935  week22  week22   \n",
       "22 -0.028761  0.062349  0.632139 -0.094819 -0.048937  week23  week23   \n",
       "23 -0.029615  0.047876  0.640067 -0.010295 -0.050929  week24  week24   \n",
       "24 -0.057030  0.026143  0.633095  0.034988 -0.054389  week25  week25   \n",
       "25 -0.071282  0.019253  0.626125  0.090373 -0.053160  week26  week26   \n",
       "26 -0.075936 -0.005485  0.625723  0.139205 -0.062364  week27  week27   \n",
       "27 -0.081516 -0.011891  0.619625  0.135266 -0.068602  week28  week28   \n",
       "28 -0.087743 -0.014909  0.597084  0.114602 -0.072688  week29  week29   \n",
       "29 -0.085064 -0.028061  0.601864  0.066282 -0.078321  week30  week30   \n",
       "30 -0.102084 -0.033821  0.617057  0.014129 -0.075926  week31  week31   \n",
       "31 -0.101228 -0.038409  0.635182 -0.019175 -0.071689  week32  week32   \n",
       "32 -0.093953 -0.041649  0.633189 -0.062775 -0.065518  week33  week33   \n",
       "33 -0.094866 -0.045020  0.658299 -0.074647 -0.061022  week34  week34   \n",
       "34 -0.093752 -0.031345  0.682145 -0.064296 -0.054385  week35  week35   \n",
       "35 -0.080665 -0.035436  0.676761 -0.066716 -0.043743  week36  week36   \n",
       "36 -0.085709 -0.038325  0.652438 -0.052601 -0.036650  week37  week37   \n",
       "37 -0.070396 -0.028687  0.649025 -0.058218 -0.029556  week38  week38   \n",
       "38 -0.033459 -0.025444  0.641920 -0.069994 -0.024100  week39  week39   \n",
       "39  0.042429 -0.021709  0.638455 -0.111957 -0.020243  week40  week40   \n",
       "40  0.099101 -0.012027  0.571258 -0.132870 -0.022362  week41  week41   \n",
       "41  0.119805 -0.004473  0.545656 -0.149184 -0.020443  week42  week42   \n",
       "42  0.134978  0.006873  0.520387 -0.102033 -0.020450  week43  week43   \n",
       "43  0.124627  0.016804  0.516727 -0.062116 -0.015986  week44  week44   \n",
       "44  0.125597  0.016826  0.499960  0.001149 -0.014059  week45  week45   \n",
       "45  0.140793  0.030473  0.474058  0.098631 -0.012508  week46  week46   \n",
       "46  0.148055  0.034422  0.476712  0.169911  0.000372  week47  week47   \n",
       "47  0.155965  0.039029  0.510727  0.275447  0.004022  week48  week48   \n",
       "48  0.171616  0.049188  0.519689  0.342995  0.014628  week49  week49   \n",
       "\n",
       "    Long_Portfolio  \n",
       "0         0.005126  \n",
       "1         0.011130  \n",
       "2         0.015248  \n",
       "3         0.021933  \n",
       "4         0.023701  \n",
       "5         0.031098  \n",
       "6         0.030640  \n",
       "7         0.025701  \n",
       "8         0.023915  \n",
       "9         0.018520  \n",
       "10        0.010935  \n",
       "11        0.008091  \n",
       "12        0.009153  \n",
       "13        0.009066  \n",
       "14        0.011051  \n",
       "15        0.015795  \n",
       "16        0.019030  \n",
       "17        0.030997  \n",
       "18        0.033763  \n",
       "19        0.041161  \n",
       "20        0.043369  \n",
       "21        0.049373  \n",
       "22        0.057632  \n",
       "23        0.067161  \n",
       "24        0.077041  \n",
       "25        0.087420  \n",
       "26        0.093477  \n",
       "27        0.096995  \n",
       "28        0.097999  \n",
       "29        0.095523  \n",
       "30        0.091050  \n",
       "31        0.089657  \n",
       "32        0.087458  \n",
       "33        0.091700  \n",
       "34        0.096925  \n",
       "35        0.104241  \n",
       "36        0.105226  \n",
       "37        0.113692  \n",
       "38        0.122555  \n",
       "39        0.126580  \n",
       "40        0.127275  \n",
       "41        0.128481  \n",
       "42        0.132855  \n",
       "43        0.138011  \n",
       "44        0.145564  \n",
       "45        0.151500  \n",
       "46        0.162139  \n",
       "47        0.179861  \n",
       "48        0.198894  \n",
       "\n",
       "[49 rows x 24 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "long_return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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