Tesla Option Trading Backtesting.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Load data\n",
    "df = pd.read_csv('data/TSLA.csv')\n",
    "\n",
    "# Convert date to datetime\n",
    "df['Date'] = pd.to_datetime(df['Date'])\n",
    "\n",
    "# Set date as index\n",
    "df.set_index('Date', inplace=True)\n",
    "\n",
    "# Filter out data before 2016\n",
    "df = df[df.index.year >= 2016]\n",
    "\n",
    "# Calculate the end of week dates\n",
    "df['Week'] = df.index.to_series().dt.isocalendar().week\n",
    "df['Year'] = df.index.to_series().dt.isocalendar().year\n",
    "df['Month'] = df.index.month  # Add Month column\n",
    "df['DateStr'] = df.index.strftime('%y%m%d')\n",
    "df['TradingWeek'] = (\n",
    "    df['Year'].astype(str) + '-' \n",
    "    + df['Week'].astype(str).apply(lambda x: str(x).zfill(2))\n",
    ")\n",
    "\n",
    "# Filter out the end trading day of each week\n",
    "weekly_df = df.groupby('TradingWeek').last()\n",
    "\n",
    "# Calculate the last Friday's close price\n",
    "weekly_df['PrevClose'] = weekly_df['Adj Close'].shift(1)\n",
    "\n",
    "# Initialize the profit and investment column\n",
    "weekly_df['Profit_No_Reinvest'] = 0.0\n",
    "weekly_df['Investment_No_Reinvest'] = 1.0\n",
    "\n",
    "weekly_df['Profit_Reinvest'] = 0.0\n",
    "weekly_df['Investment_Reinvest'] = 1.0\n",
    "\n",
    "strike_factor = 1.15\n",
    "premium = 0.005\n",
    "leverage = 3\n",
    "for i in range(1, len(weekly_df)):\n",
    "    prev_close = weekly_df.loc[weekly_df.index[i-1], 'Adj Close']\n",
    "    this_close = weekly_df.loc[weekly_df.index[i], 'Adj Close']\n",
    "    if this_close <= prev_close * strike_factor:\n",
    "        profit = prev_close * premium\n",
    "    else:\n",
    "        profit = prev_close * premium - leverage * (this_close - prev_close * strike_factor)\n",
    "    \n",
    "    # Each week's profit is the investment times the premium\n",
    "    weekly_df.loc[weekly_df.index[i], 'Profit_No_Reinvest'] = weekly_df.loc[weekly_df.index[i-1], 'Investment_No_Reinvest'] * profit\n",
    "\n",
    "    # For reinvest, each week's profit is the investment times the premium, and then add the profit to the investment\n",
    "    weekly_df.loc[weekly_df.index[i], 'Profit_Reinvest'] = weekly_df.loc[weekly_df.index[i-1], 'Investment_Reinvest'] * profit\n",
    "    weekly_df.loc[weekly_df.index[i], 'Investment_Reinvest'] = weekly_df.loc[weekly_df.index[i-1], 'Investment_Reinvest'] + weekly_df.loc[weekly_df.index[i], 'Profit_Reinvest']\n",
    "\n",
    "# Calculate the current value of 1 dollar investment in TSLA stock\n",
    "weekly_df['Stock_Value'] = weekly_df['Close'] / weekly_df.loc[weekly_df.index[0], 'Close']\n",
    "\n",
    "# Select only necessary columns\n",
    "output_df = weekly_df[['DateStr', 'PrevClose', 'Close', 'Profit_No_Reinvest', 'Investment_No_Reinvest', 'Profit_Reinvest', 'Investment_Reinvest', 'Stock_Value']].reset_index()\n",
    "output_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TradingWeek</th>\n",
       "      <th>Profit_No_Reinvest</th>\n",
       "      <th>Profit_Reinvest</th>\n",
       "      <th>Investment_No_Reinvest</th>\n",
       "      <th>Investment_Reinvest</th>\n",
       "      <th>Stock_Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-02</td>\n",
       "      <td>-0.021983</td>\n",
       "      <td>-1.851423e-04</td>\n",
       "      <td>0.978017</td>\n",
       "      <td>0.999815</td>\n",
       "      <td>0.971517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-03</td>\n",
       "      <td>-0.005403</td>\n",
       "      <td>-7.735546e-05</td>\n",
       "      <td>0.972614</td>\n",
       "      <td>0.999738</td>\n",
       "      <td>0.959953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-04</td>\n",
       "      <td>-0.049535</td>\n",
       "      <td>-3.641351e-04</td>\n",
       "      <td>0.923078</td>\n",
       "      <td>0.999373</td>\n",
       "      <td>0.906161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-05</td>\n",
       "      <td>-0.143082</td>\n",
       "      <td>-9.716712e-04</td>\n",
       "      <td>0.779996</td>\n",
       "      <td>0.998402</td>\n",
       "      <td>0.770616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2016-06</td>\n",
       "      <td>-0.064595</td>\n",
       "      <td>-4.613772e-04</td>\n",
       "      <td>0.715402</td>\n",
       "      <td>0.997940</td>\n",
       "      <td>0.715829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2016-07</td>\n",
       "      <td>0.109387</td>\n",
       "      <td>6.673858e-04</td>\n",
       "      <td>0.824788</td>\n",
       "      <td>0.998608</td>\n",
       "      <td>0.789479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2016-08</td>\n",
       "      <td>0.149134</td>\n",
       "      <td>9.258313e-04</td>\n",
       "      <td>0.973922</td>\n",
       "      <td>0.999534</td>\n",
       "      <td>0.902085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2016-09</td>\n",
       "      <td>0.062715</td>\n",
       "      <td>3.652287e-04</td>\n",
       "      <td>1.036638</td>\n",
       "      <td>0.999899</td>\n",
       "      <td>0.952796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2016-10</td>\n",
       "      <td>0.038633</td>\n",
       "      <td>2.088424e-04</td>\n",
       "      <td>1.075271</td>\n",
       "      <td>1.000108</td>\n",
       "      <td>0.983412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2016-11</td>\n",
       "      <td>0.128139</td>\n",
       "      <td>7.907359e-04</td>\n",
       "      <td>1.203409</td>\n",
       "      <td>1.000898</td>\n",
       "      <td>1.103033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2016-12</td>\n",
       "      <td>-0.014940</td>\n",
       "      <td>-1.394869e-04</td>\n",
       "      <td>1.188469</td>\n",
       "      <td>1.000759</td>\n",
       "      <td>1.079384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2016-13</td>\n",
       "      <td>0.049705</td>\n",
       "      <td>2.810474e-04</td>\n",
       "      <td>1.238174</td>\n",
       "      <td>1.001040</td>\n",
       "      <td>1.126019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2016-14</td>\n",
       "      <td>0.059027</td>\n",
       "      <td>3.417836e-04</td>\n",
       "      <td>1.297202</td>\n",
       "      <td>1.001382</td>\n",
       "      <td>1.185166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2016-15</td>\n",
       "      <td>0.024255</td>\n",
       "      <td>1.155671e-04</td>\n",
       "      <td>1.321457</td>\n",
       "      <td>1.001497</td>\n",
       "      <td>1.206208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2016-16</td>\n",
       "      <td>0.003514</td>\n",
       "      <td>-1.943827e-05</td>\n",
       "      <td>1.324971</td>\n",
       "      <td>1.001478</td>\n",
       "      <td>1.202607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2016-17</td>\n",
       "      <td>-0.044692</td>\n",
       "      <td>-3.332409e-04</td>\n",
       "      <td>1.280278</td>\n",
       "      <td>1.001145</td>\n",
       "      <td>1.141043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2016-18</td>\n",
       "      <td>-0.100785</td>\n",
       "      <td>-6.981524e-04</td>\n",
       "      <td>1.179493</td>\n",
       "      <td>1.000446</td>\n",
       "      <td>1.018626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2016-19</td>\n",
       "      <td>-0.027558</td>\n",
       "      <td>-2.214732e-04</td>\n",
       "      <td>1.151936</td>\n",
       "      <td>1.000225</td>\n",
       "      <td>0.983934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2016-20</td>\n",
       "      <td>0.067528</td>\n",
       "      <td>3.967702e-04</td>\n",
       "      <td>1.219463</td>\n",
       "      <td>1.000622</td>\n",
       "      <td>1.043981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2016-21</td>\n",
       "      <td>0.019030</td>\n",
       "      <td>8.149244e-05</td>\n",
       "      <td>1.238493</td>\n",
       "      <td>1.000703</td>\n",
       "      <td>1.057062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2016-22</td>\n",
       "      <td>-0.011658</td>\n",
       "      <td>-1.181112e-04</td>\n",
       "      <td>1.226835</td>\n",
       "      <td>1.000585</td>\n",
       "      <td>1.037867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2016-23</td>\n",
       "      <td>0.005587</td>\n",
       "      <td>-5.939669e-06</td>\n",
       "      <td>1.232422</td>\n",
       "      <td>1.000579</td>\n",
       "      <td>1.036919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2016-24</td>\n",
       "      <td>-0.008674</td>\n",
       "      <td>-9.869037e-05</td>\n",
       "      <td>1.223747</td>\n",
       "      <td>1.000480</td>\n",
       "      <td>1.021185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2016-25</td>\n",
       "      <td>-0.097088</td>\n",
       "      <td>-6.736423e-04</td>\n",
       "      <td>1.126660</td>\n",
       "      <td>0.999807</td>\n",
       "      <td>0.915403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2016-26</td>\n",
       "      <td>0.127390</td>\n",
       "      <td>7.856361e-04</td>\n",
       "      <td>1.254050</td>\n",
       "      <td>1.000592</td>\n",
       "      <td>1.026066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2016-27</td>\n",
       "      <td>0.007793</td>\n",
       "      <td>8.411597e-06</td>\n",
       "      <td>1.261843</td>\n",
       "      <td>1.000601</td>\n",
       "      <td>1.027393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2016-28</td>\n",
       "      <td>0.023199</td>\n",
       "      <td>1.086083e-04</td>\n",
       "      <td>1.285042</td>\n",
       "      <td>1.000709</td>\n",
       "      <td>1.044550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2016-29</td>\n",
       "      <td>0.014985</td>\n",
       "      <td>5.518900e-05</td>\n",
       "      <td>1.300027</td>\n",
       "      <td>1.000765</td>\n",
       "      <td>1.053412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2016-30</td>\n",
       "      <td>0.062828</td>\n",
       "      <td>3.664114e-04</td>\n",
       "      <td>1.362855</td>\n",
       "      <td>1.001131</td>\n",
       "      <td>1.112749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2016-31</td>\n",
       "      <td>-0.013773</td>\n",
       "      <td>-1.319267e-04</td>\n",
       "      <td>1.349081</td>\n",
       "      <td>1.000999</td>\n",
       "      <td>1.090190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2016-32</td>\n",
       "      <td>-0.012715</td>\n",
       "      <td>-1.250213e-04</td>\n",
       "      <td>1.336367</td>\n",
       "      <td>1.000874</td>\n",
       "      <td>1.069242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2016-33</td>\n",
       "      <td>0.003796</td>\n",
       "      <td>-1.759008e-05</td>\n",
       "      <td>1.340163</td>\n",
       "      <td>1.000857</td>\n",
       "      <td>1.066351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2016-34</td>\n",
       "      <td>-0.015767</td>\n",
       "      <td>-1.448573e-04</td>\n",
       "      <td>1.324396</td>\n",
       "      <td>1.000712</td>\n",
       "      <td>1.042607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2016-35</td>\n",
       "      <td>-0.094459</td>\n",
       "      <td>-6.567016e-04</td>\n",
       "      <td>1.229937</td>\n",
       "      <td>1.000055</td>\n",
       "      <td>0.937346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2016-36</td>\n",
       "      <td>-0.010236</td>\n",
       "      <td>-1.087881e-04</td>\n",
       "      <td>1.219701</td>\n",
       "      <td>0.999946</td>\n",
       "      <td>0.921659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2016-37</td>\n",
       "      <td>0.062704</td>\n",
       "      <td>3.653063e-04</td>\n",
       "      <td>1.282405</td>\n",
       "      <td>1.000312</td>\n",
       "      <td>0.973460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2016-38</td>\n",
       "      <td>0.016481</td>\n",
       "      <td>6.489379e-05</td>\n",
       "      <td>1.298886</td>\n",
       "      <td>1.000376</td>\n",
       "      <td>0.983175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2016-39</td>\n",
       "      <td>-0.009986</td>\n",
       "      <td>-1.071987e-04</td>\n",
       "      <td>1.288900</td>\n",
       "      <td>1.000269</td>\n",
       "      <td>0.966967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2016-40</td>\n",
       "      <td>-0.029867</td>\n",
       "      <td>-2.364506e-04</td>\n",
       "      <td>1.259033</td>\n",
       "      <td>1.000033</td>\n",
       "      <td>0.931801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2016-41</td>\n",
       "      <td>0.005991</td>\n",
       "      <td>-3.305815e-06</td>\n",
       "      <td>1.265024</td>\n",
       "      <td>1.000029</td>\n",
       "      <td>0.931327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2016-42</td>\n",
       "      <td>0.024718</td>\n",
       "      <td>1.184195e-04</td>\n",
       "      <td>1.289742</td>\n",
       "      <td>1.000148</td>\n",
       "      <td>0.948294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2016-43</td>\n",
       "      <td>0.005900</td>\n",
       "      <td>-3.898822e-06</td>\n",
       "      <td>1.295642</td>\n",
       "      <td>1.000144</td>\n",
       "      <td>0.947725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2016-44</td>\n",
       "      <td>-0.040557</td>\n",
       "      <td>-3.059148e-04</td>\n",
       "      <td>1.255085</td>\n",
       "      <td>0.999838</td>\n",
       "      <td>0.903128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2016-45</td>\n",
       "      <td>-0.003995</td>\n",
       "      <td>-6.820876e-05</td>\n",
       "      <td>1.251090</td>\n",
       "      <td>0.999770</td>\n",
       "      <td>0.893649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2016-46</td>\n",
       "      <td>-0.012274</td>\n",
       "      <td>-1.220020e-04</td>\n",
       "      <td>1.238816</td>\n",
       "      <td>0.999648</td>\n",
       "      <td>0.876872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2016-47</td>\n",
       "      <td>0.069358</td>\n",
       "      <td>4.084334e-04</td>\n",
       "      <td>1.308174</td>\n",
       "      <td>1.000056</td>\n",
       "      <td>0.931990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2016-48</td>\n",
       "      <td>-0.070693</td>\n",
       "      <td>-5.017826e-04</td>\n",
       "      <td>1.237481</td>\n",
       "      <td>0.999554</td>\n",
       "      <td>0.860047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2016-49</td>\n",
       "      <td>0.065518</td>\n",
       "      <td>3.834462e-04</td>\n",
       "      <td>1.302999</td>\n",
       "      <td>0.999938</td>\n",
       "      <td>0.910806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2016-50</td>\n",
       "      <td>0.060148</td>\n",
       "      <td>3.486877e-04</td>\n",
       "      <td>1.363147</td>\n",
       "      <td>1.000287</td>\n",
       "      <td>0.959668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2016-51</td>\n",
       "      <td>0.060083</td>\n",
       "      <td>3.483890e-04</td>\n",
       "      <td>1.423230</td>\n",
       "      <td>1.000635</td>\n",
       "      <td>1.011090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2016-52</td>\n",
       "      <td>0.008141</td>\n",
       "      <td>1.067035e-05</td>\n",
       "      <td>1.431370</td>\n",
       "      <td>1.000646</td>\n",
       "      <td>1.012749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2017-01</td>\n",
       "      <td>0.078193</td>\n",
       "      <td>4.663029e-04</td>\n",
       "      <td>1.509563</td>\n",
       "      <td>1.001112</td>\n",
       "      <td>1.085355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2017-02</td>\n",
       "      <td>0.044664</td>\n",
       "      <td>2.483438e-04</td>\n",
       "      <td>1.554227</td>\n",
       "      <td>1.001360</td>\n",
       "      <td>1.126777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2017-03</td>\n",
       "      <td>0.035858</td>\n",
       "      <td>1.910897e-04</td>\n",
       "      <td>1.590086</td>\n",
       "      <td>1.001551</td>\n",
       "      <td>1.159858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2017-04</td>\n",
       "      <td>0.040088</td>\n",
       "      <td>2.186614e-04</td>\n",
       "      <td>1.630174</td>\n",
       "      <td>1.001770</td>\n",
       "      <td>1.198815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2017-05</td>\n",
       "      <td>0.000096</td>\n",
       "      <td>-4.170247e-05</td>\n",
       "      <td>1.630269</td>\n",
       "      <td>1.001728</td>\n",
       "      <td>1.191137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2017-06</td>\n",
       "      <td>0.077721</td>\n",
       "      <td>4.637380e-04</td>\n",
       "      <td>1.707990</td>\n",
       "      <td>1.002192</td>\n",
       "      <td>1.275972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2017-07</td>\n",
       "      <td>0.017643</td>\n",
       "      <td>7.258682e-05</td>\n",
       "      <td>1.725633</td>\n",
       "      <td>1.002265</td>\n",
       "      <td>1.290189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2017-08</td>\n",
       "      <td>-0.049445</td>\n",
       "      <td>-3.644682e-04</td>\n",
       "      <td>1.676188</td>\n",
       "      <td>1.001900</td>\n",
       "      <td>1.218009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2017-09</td>\n",
       "      <td>-0.014628</td>\n",
       "      <td>-1.375952e-04</td>\n",
       "      <td>1.661559</td>\n",
       "      <td>1.001763</td>\n",
       "      <td>1.192275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2017-10</td>\n",
       "      <td>-0.024823</td>\n",
       "      <td>-2.039605e-04</td>\n",
       "      <td>1.636736</td>\n",
       "      <td>1.001559</td>\n",
       "      <td>1.154929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2017-11</td>\n",
       "      <td>0.079585</td>\n",
       "      <td>4.757902e-04</td>\n",
       "      <td>1.716321</td>\n",
       "      <td>1.002034</td>\n",
       "      <td>1.239336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2017-12</td>\n",
       "      <td>0.012848</td>\n",
       "      <td>4.134677e-05</td>\n",
       "      <td>1.729169</td>\n",
       "      <td>1.002076</td>\n",
       "      <td>1.247204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2017-13</td>\n",
       "      <td>0.064031</td>\n",
       "      <td>3.747308e-04</td>\n",
       "      <td>1.793200</td>\n",
       "      <td>1.002451</td>\n",
       "      <td>1.318957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2017-14</td>\n",
       "      <td>0.093600</td>\n",
       "      <td>5.675390e-04</td>\n",
       "      <td>1.886801</td>\n",
       "      <td>1.003018</td>\n",
       "      <td>1.433839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>2017-15</td>\n",
       "      <td>0.011326</td>\n",
       "      <td>3.146232e-05</td>\n",
       "      <td>1.898126</td>\n",
       "      <td>1.003050</td>\n",
       "      <td>1.440758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2017-16</td>\n",
       "      <td>0.011763</td>\n",
       "      <td>3.431496e-05</td>\n",
       "      <td>1.909890</td>\n",
       "      <td>1.003084</td>\n",
       "      <td>1.448341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2017-17</td>\n",
       "      <td>0.034216</td>\n",
       "      <td>1.807095e-04</td>\n",
       "      <td>1.944106</td>\n",
       "      <td>1.003265</td>\n",
       "      <td>1.488483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2017-18</td>\n",
       "      <td>-0.011712</td>\n",
       "      <td>-1.187676e-04</td>\n",
       "      <td>1.932393</td>\n",
       "      <td>1.003146</td>\n",
       "      <td>1.461374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2017-19</td>\n",
       "      <td>0.059881</td>\n",
       "      <td>3.480669e-04</td>\n",
       "      <td>1.992274</td>\n",
       "      <td>1.003494</td>\n",
       "      <td>1.539384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2017-20</td>\n",
       "      <td>-0.036541</td>\n",
       "      <td>-2.807407e-04</td>\n",
       "      <td>1.955733</td>\n",
       "      <td>1.003213</td>\n",
       "      <td>1.473128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>2017-21</td>\n",
       "      <td>0.052538</td>\n",
       "      <td>3.002090e-04</td>\n",
       "      <td>2.008271</td>\n",
       "      <td>1.003513</td>\n",
       "      <td>1.540948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2017-22</td>\n",
       "      <td>0.051742</td>\n",
       "      <td>2.951066e-04</td>\n",
       "      <td>2.060014</td>\n",
       "      <td>1.003808</td>\n",
       "      <td>1.610664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>2017-23</td>\n",
       "      <td>0.057905</td>\n",
       "      <td>3.354047e-04</td>\n",
       "      <td>2.117918</td>\n",
       "      <td>1.004144</td>\n",
       "      <td>1.693460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>2017-24</td>\n",
       "      <td>0.045904</td>\n",
       "      <td>2.571904e-04</td>\n",
       "      <td>2.163823</td>\n",
       "      <td>1.004401</td>\n",
       "      <td>1.760190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2017-25</td>\n",
       "      <td>0.038945</td>\n",
       "      <td>2.118195e-04</td>\n",
       "      <td>2.202768</td>\n",
       "      <td>1.004613</td>\n",
       "      <td>1.817299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>2017-26</td>\n",
       "      <td>-0.050457</td>\n",
       "      <td>-3.719260e-04</td>\n",
       "      <td>2.152311</td>\n",
       "      <td>1.004241</td>\n",
       "      <td>1.713791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2017-27</td>\n",
       "      <td>-0.127318</td>\n",
       "      <td>-8.735072e-04</td>\n",
       "      <td>2.024993</td>\n",
       "      <td>1.003367</td>\n",
       "      <td>1.484455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>2017-28</td>\n",
       "      <td>0.052985</td>\n",
       "      <td>3.031694e-04</td>\n",
       "      <td>2.077978</td>\n",
       "      <td>1.003671</td>\n",
       "      <td>1.553460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2017-29</td>\n",
       "      <td>0.008392</td>\n",
       "      <td>1.234016e-05</td>\n",
       "      <td>2.086369</td>\n",
       "      <td>1.003683</td>\n",
       "      <td>1.556398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>2017-30</td>\n",
       "      <td>0.026811</td>\n",
       "      <td>1.325049e-04</td>\n",
       "      <td>2.113180</td>\n",
       "      <td>1.003815</td>\n",
       "      <td>1.588009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>2017-31</td>\n",
       "      <td>0.071681</td>\n",
       "      <td>4.252898e-04</td>\n",
       "      <td>2.184860</td>\n",
       "      <td>1.004241</td>\n",
       "      <td>1.691517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>2017-32</td>\n",
       "      <td>0.009190</td>\n",
       "      <td>1.755727e-05</td>\n",
       "      <td>2.194050</td>\n",
       "      <td>1.004258</td>\n",
       "      <td>1.696066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>2017-33</td>\n",
       "      <td>-0.022589</td>\n",
       "      <td>-1.898822e-04</td>\n",
       "      <td>2.171461</td>\n",
       "      <td>1.004068</td>\n",
       "      <td>1.646730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2017-34</td>\n",
       "      <td>0.008198</td>\n",
       "      <td>1.108205e-05</td>\n",
       "      <td>2.179659</td>\n",
       "      <td>1.004079</td>\n",
       "      <td>1.649526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2017-35</td>\n",
       "      <td>0.027618</td>\n",
       "      <td>1.378247e-04</td>\n",
       "      <td>2.207277</td>\n",
       "      <td>1.004217</td>\n",
       "      <td>1.684360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2017-36</td>\n",
       "      <td>-0.027265</td>\n",
       "      <td>-2.203966e-04</td>\n",
       "      <td>2.180012</td>\n",
       "      <td>1.003997</td>\n",
       "      <td>1.627488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>2017-37</td>\n",
       "      <td>0.112528</td>\n",
       "      <td>6.919365e-04</td>\n",
       "      <td>2.292540</td>\n",
       "      <td>1.004689</td>\n",
       "      <td>1.800047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>2017-38</td>\n",
       "      <td>-0.069117</td>\n",
       "      <td>-4.938136e-04</td>\n",
       "      <td>2.223423</td>\n",
       "      <td>1.004195</td>\n",
       "      <td>1.663934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>2017-39</td>\n",
       "      <td>-0.021954</td>\n",
       "      <td>-1.857285e-04</td>\n",
       "      <td>2.201469</td>\n",
       "      <td>1.004009</td>\n",
       "      <td>1.616588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>2017-40</td>\n",
       "      <td>0.052762</td>\n",
       "      <td>3.019092e-04</td>\n",
       "      <td>2.254231</td>\n",
       "      <td>1.004311</td>\n",
       "      <td>1.691374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>2017-41</td>\n",
       "      <td>0.002829</td>\n",
       "      <td>-2.396261e-05</td>\n",
       "      <td>2.257061</td>\n",
       "      <td>1.004287</td>\n",
       "      <td>1.685166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>2017-42</td>\n",
       "      <td>-0.022946</td>\n",
       "      <td>-1.922175e-04</td>\n",
       "      <td>2.234115</td>\n",
       "      <td>1.004095</td>\n",
       "      <td>1.635545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>2017-43</td>\n",
       "      <td>-0.063712</td>\n",
       "      <td>-4.582438e-04</td>\n",
       "      <td>2.170403</td>\n",
       "      <td>1.003637</td>\n",
       "      <td>1.520711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>2017-44</td>\n",
       "      <td>-0.039562</td>\n",
       "      <td>-3.004935e-04</td>\n",
       "      <td>2.130841</td>\n",
       "      <td>1.003336</td>\n",
       "      <td>1.450663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>2017-45</td>\n",
       "      <td>-0.003628</td>\n",
       "      <td>-6.605005e-05</td>\n",
       "      <td>2.127213</td>\n",
       "      <td>1.003270</td>\n",
       "      <td>1.435972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>2017-46</td>\n",
       "      <td>0.046303</td>\n",
       "      <td>2.595672e-04</td>\n",
       "      <td>2.173517</td>\n",
       "      <td>1.003530</td>\n",
       "      <td>1.493128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>2017-47</td>\n",
       "      <td>0.008087</td>\n",
       "      <td>1.035275e-05</td>\n",
       "      <td>2.181604</td>\n",
       "      <td>1.003540</td>\n",
       "      <td>1.495498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>2017-48</td>\n",
       "      <td>-0.022085</td>\n",
       "      <td>-1.864605e-04</td>\n",
       "      <td>2.159519</td>\n",
       "      <td>1.003354</td>\n",
       "      <td>1.452749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>2017-49</td>\n",
       "      <td>0.034556</td>\n",
       "      <td>1.829757e-04</td>\n",
       "      <td>2.194075</td>\n",
       "      <td>1.003537</td>\n",
       "      <td>1.493507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>2017-50</td>\n",
       "      <td>0.096368</td>\n",
       "      <td>5.862058e-04</td>\n",
       "      <td>2.290442</td>\n",
       "      <td>1.004123</td>\n",
       "      <td>1.627725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>2017-51</td>\n",
       "      <td>-0.046637</td>\n",
       "      <td>-3.468164e-04</td>\n",
       "      <td>2.243805</td>\n",
       "      <td>1.003776</td>\n",
       "      <td>1.541232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>2017-52</td>\n",
       "      <td>-0.036089</td>\n",
       "      <td>-2.778752e-04</td>\n",
       "      <td>2.207716</td>\n",
       "      <td>1.003498</td>\n",
       "      <td>1.475592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>2018-01</td>\n",
       "      <td>0.023298</td>\n",
       "      <td>1.095679e-04</td>\n",
       "      <td>2.231014</td>\n",
       "      <td>1.003608</td>\n",
       "      <td>1.500379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>2018-02</td>\n",
       "      <td>0.068538</td>\n",
       "      <td>4.047022e-04</td>\n",
       "      <td>2.299552</td>\n",
       "      <td>1.004012</td>\n",
       "      <td>1.593460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>2018-03</td>\n",
       "      <td>0.047545</td>\n",
       "      <td>2.678601e-04</td>\n",
       "      <td>2.347096</td>\n",
       "      <td>1.004280</td>\n",
       "      <td>1.658863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>2018-04</td>\n",
       "      <td>-0.013985</td>\n",
       "      <td>-1.337195e-04</td>\n",
       "      <td>2.333112</td>\n",
       "      <td>1.004147</td>\n",
       "      <td>1.624882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>2018-05</td>\n",
       "      <td>0.009125</td>\n",
       "      <td>1.713389e-05</td>\n",
       "      <td>2.342237</td>\n",
       "      <td>1.004164</td>\n",
       "      <td>1.629147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>2018-06</td>\n",
       "      <td>-0.090460</td>\n",
       "      <td>-6.328641e-04</td>\n",
       "      <td>2.251777</td>\n",
       "      <td>1.003531</td>\n",
       "      <td>1.471185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>2018-07</td>\n",
       "      <td>0.087261</td>\n",
       "      <td>5.268028e-04</td>\n",
       "      <td>2.339038</td>\n",
       "      <td>1.004058</td>\n",
       "      <td>1.590000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>2018-08</td>\n",
       "      <td>0.055861</td>\n",
       "      <td>3.221460e-04</td>\n",
       "      <td>2.394899</td>\n",
       "      <td>1.004380</td>\n",
       "      <td>1.668483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>2018-09</td>\n",
       "      <td>-0.041590</td>\n",
       "      <td>-3.139523e-04</td>\n",
       "      <td>2.353309</td>\n",
       "      <td>1.004066</td>\n",
       "      <td>1.588246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>2018-10</td>\n",
       "      <td>-0.017223</td>\n",
       "      <td>-1.548255e-04</td>\n",
       "      <td>2.336086</td>\n",
       "      <td>1.003911</td>\n",
       "      <td>1.550569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>2018-11</td>\n",
       "      <td>-0.011289</td>\n",
       "      <td>-1.160805e-04</td>\n",
       "      <td>2.324797</td>\n",
       "      <td>1.003795</td>\n",
       "      <td>1.522986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>2018-12</td>\n",
       "      <td>-0.055146</td>\n",
       "      <td>-4.022203e-04</td>\n",
       "      <td>2.269651</td>\n",
       "      <td>1.003393</td>\n",
       "      <td>1.429100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>2018-13</td>\n",
       "      <td>-0.110930</td>\n",
       "      <td>-7.658879e-04</td>\n",
       "      <td>2.158721</td>\n",
       "      <td>1.002627</td>\n",
       "      <td>1.261280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>2018-14</td>\n",
       "      <td>0.131138</td>\n",
       "      <td>8.122768e-04</td>\n",
       "      <td>2.289859</td>\n",
       "      <td>1.003439</td>\n",
       "      <td>1.418483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>2018-15</td>\n",
       "      <td>0.009975</td>\n",
       "      <td>2.266393e-05</td>\n",
       "      <td>2.299834</td>\n",
       "      <td>1.003462</td>\n",
       "      <td>1.423412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>2018-16</td>\n",
       "      <td>-0.027129</td>\n",
       "      <td>-2.193425e-04</td>\n",
       "      <td>2.272705</td>\n",
       "      <td>1.003242</td>\n",
       "      <td>1.375545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>2018-17</td>\n",
       "      <td>0.019730</td>\n",
       "      <td>8.627664e-05</td>\n",
       "      <td>2.292436</td>\n",
       "      <td>1.003329</td>\n",
       "      <td>1.393744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>2018-18</td>\n",
       "      <td>0.006534</td>\n",
       "      <td>2.222076e-07</td>\n",
       "      <td>2.298970</td>\n",
       "      <td>1.003329</td>\n",
       "      <td>1.393792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>2018-19</td>\n",
       "      <td>0.030200</td>\n",
       "      <td>1.545641e-04</td>\n",
       "      <td>2.329170</td>\n",
       "      <td>1.003484</td>\n",
       "      <td>1.426825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>2018-20</td>\n",
       "      <td>-0.074016</td>\n",
       "      <td>-5.251743e-04</td>\n",
       "      <td>2.255154</td>\n",
       "      <td>1.002958</td>\n",
       "      <td>1.311943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>2018-21</td>\n",
       "      <td>0.013833</td>\n",
       "      <td>4.780760e-05</td>\n",
       "      <td>2.268988</td>\n",
       "      <td>1.003006</td>\n",
       "      <td>1.321564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>2018-22</td>\n",
       "      <td>0.053012</td>\n",
       "      <td>3.032396e-04</td>\n",
       "      <td>2.322000</td>\n",
       "      <td>1.003309</td>\n",
       "      <td>1.383033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>2018-23</td>\n",
       "      <td>0.095048</td>\n",
       "      <td>5.774655e-04</td>\n",
       "      <td>2.417048</td>\n",
       "      <td>1.003887</td>\n",
       "      <td>1.505498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>2018-24</td>\n",
       "      <td>0.134026</td>\n",
       "      <td>8.321425e-04</td>\n",
       "      <td>2.551074</td>\n",
       "      <td>1.004719</td>\n",
       "      <td>1.697488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>2018-25</td>\n",
       "      <td>-0.062015</td>\n",
       "      <td>-4.474485e-04</td>\n",
       "      <td>2.489059</td>\n",
       "      <td>1.004272</td>\n",
       "      <td>1.581185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>2018-26</td>\n",
       "      <td>0.034435</td>\n",
       "      <td>1.823536e-04</td>\n",
       "      <td>2.523494</td>\n",
       "      <td>1.004454</td>\n",
       "      <td>1.625355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>2018-27</td>\n",
       "      <td>-0.092786</td>\n",
       "      <td>-6.482311e-04</td>\n",
       "      <td>2.430709</td>\n",
       "      <td>1.003806</td>\n",
       "      <td>1.463981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>2018-28</td>\n",
       "      <td>0.038776</td>\n",
       "      <td>2.105913e-04</td>\n",
       "      <td>2.469485</td>\n",
       "      <td>1.004016</td>\n",
       "      <td>1.511232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>2018-29</td>\n",
       "      <td>-0.010090</td>\n",
       "      <td>-1.082668e-04</td>\n",
       "      <td>2.459395</td>\n",
       "      <td>1.003908</td>\n",
       "      <td>1.486161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>2018-30</td>\n",
       "      <td>-0.045799</td>\n",
       "      <td>-3.412736e-04</td>\n",
       "      <td>2.413596</td>\n",
       "      <td>1.003567</td>\n",
       "      <td>1.408436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>2018-31</td>\n",
       "      <td>0.171579</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.585175</td>\n",
       "      <td>1.003567</td>\n",
       "      <td>1.650095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>2018-32</td>\n",
       "      <td>0.027524</td>\n",
       "      <td>1.371451e-04</td>\n",
       "      <td>2.612699</td>\n",
       "      <td>1.003704</td>\n",
       "      <td>1.684787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>2018-33</td>\n",
       "      <td>-0.134123</td>\n",
       "      <td>-9.174336e-04</td>\n",
       "      <td>2.478577</td>\n",
       "      <td>1.002786</td>\n",
       "      <td>1.447867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>2018-34</td>\n",
       "      <td>0.063194</td>\n",
       "      <td>3.695376e-04</td>\n",
       "      <td>2.541770</td>\n",
       "      <td>1.003156</td>\n",
       "      <td>1.529953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>2018-35</td>\n",
       "      <td>-0.059047</td>\n",
       "      <td>-4.274029e-04</td>\n",
       "      <td>2.482723</td>\n",
       "      <td>1.002729</td>\n",
       "      <td>1.429668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>2018-36</td>\n",
       "      <td>-0.120862</td>\n",
       "      <td>-8.301110e-04</td>\n",
       "      <td>2.361861</td>\n",
       "      <td>1.001898</td>\n",
       "      <td>1.247583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>2018-37</td>\n",
       "      <td>0.127910</td>\n",
       "      <td>7.906637e-04</td>\n",
       "      <td>2.489771</td>\n",
       "      <td>1.002689</td>\n",
       "      <td>1.399052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>2018-38</td>\n",
       "      <td>0.019711</td>\n",
       "      <td>8.610524e-05</td>\n",
       "      <td>2.509483</td>\n",
       "      <td>1.002775</td>\n",
       "      <td>1.417536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>2018-39</td>\n",
       "      <td>-0.108278</td>\n",
       "      <td>-7.481257e-04</td>\n",
       "      <td>2.401205</td>\n",
       "      <td>1.002027</td>\n",
       "      <td>1.254834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2018-40</td>\n",
       "      <td>-0.004151</td>\n",
       "      <td>-6.937024e-05</td>\n",
       "      <td>2.397054</td>\n",
       "      <td>1.001958</td>\n",
       "      <td>1.241469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>2018-41</td>\n",
       "      <td>-0.005601</td>\n",
       "      <td>-7.881355e-05</td>\n",
       "      <td>2.391453</td>\n",
       "      <td>1.001879</td>\n",
       "      <td>1.226446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>2018-42</td>\n",
       "      <td>0.011214</td>\n",
       "      <td>3.070049e-05</td>\n",
       "      <td>2.402667</td>\n",
       "      <td>1.001910</td>\n",
       "      <td>1.232227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>2018-43</td>\n",
       "      <td>0.272692</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.675359</td>\n",
       "      <td>1.001910</td>\n",
       "      <td>1.568246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>2018-44</td>\n",
       "      <td>0.053372</td>\n",
       "      <td>3.052512e-04</td>\n",
       "      <td>2.728732</td>\n",
       "      <td>1.002215</td>\n",
       "      <td>1.641754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>2018-45</td>\n",
       "      <td>0.018336</td>\n",
       "      <td>7.710198e-05</td>\n",
       "      <td>2.747067</td>\n",
       "      <td>1.002292</td>\n",
       "      <td>1.661185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>2018-46</td>\n",
       "      <td>0.017341</td>\n",
       "      <td>7.063073e-05</td>\n",
       "      <td>2.764409</td>\n",
       "      <td>1.002363</td>\n",
       "      <td>1.679194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>2018-47</td>\n",
       "      <td>-0.073882</td>\n",
       "      <td>-5.237148e-04</td>\n",
       "      <td>2.690527</td>\n",
       "      <td>1.001839</td>\n",
       "      <td>1.544218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>2018-48</td>\n",
       "      <td>0.082153</td>\n",
       "      <td>4.926486e-04</td>\n",
       "      <td>2.772680</td>\n",
       "      <td>1.002332</td>\n",
       "      <td>1.661043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>2018-49</td>\n",
       "      <td>0.027871</td>\n",
       "      <td>1.392336e-04</td>\n",
       "      <td>2.800551</td>\n",
       "      <td>1.002471</td>\n",
       "      <td>1.696540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>2018-50</td>\n",
       "      <td>0.028122</td>\n",
       "      <td>1.408895e-04</td>\n",
       "      <td>2.828673</td>\n",
       "      <td>1.002612</td>\n",
       "      <td>1.733223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>2018-51</td>\n",
       "      <td>-0.119119</td>\n",
       "      <td>-8.186536e-04</td>\n",
       "      <td>2.709554</td>\n",
       "      <td>1.001793</td>\n",
       "      <td>1.515498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>2018-52</td>\n",
       "      <td>0.050594</td>\n",
       "      <td>2.871255e-04</td>\n",
       "      <td>2.760148</td>\n",
       "      <td>1.002080</td>\n",
       "      <td>1.582322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>2019-01</td>\n",
       "      <td>-0.041962</td>\n",
       "      <td>-3.156579e-04</td>\n",
       "      <td>2.718186</td>\n",
       "      <td>1.001764</td>\n",
       "      <td>1.505640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>2019-02</td>\n",
       "      <td>0.099578</td>\n",
       "      <td>6.060758e-04</td>\n",
       "      <td>2.817764</td>\n",
       "      <td>1.002371</td>\n",
       "      <td>1.645782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>2019-03</td>\n",
       "      <td>-0.123086</td>\n",
       "      <td>-8.443051e-04</td>\n",
       "      <td>2.694678</td>\n",
       "      <td>1.001526</td>\n",
       "      <td>1.432512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>2019-04</td>\n",
       "      <td>-0.010770</td>\n",
       "      <td>-1.124254e-04</td>\n",
       "      <td>2.683909</td>\n",
       "      <td>1.001414</td>\n",
       "      <td>1.407773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>2019-05</td>\n",
       "      <td>0.057570</td>\n",
       "      <td>3.324272e-04</td>\n",
       "      <td>2.741479</td>\n",
       "      <td>1.001746</td>\n",
       "      <td>1.479668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>2019-06</td>\n",
       "      <td>-0.014031</td>\n",
       "      <td>-1.336845e-04</td>\n",
       "      <td>2.727448</td>\n",
       "      <td>1.001613</td>\n",
       "      <td>1.449289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>2019-07</td>\n",
       "      <td>0.013302</td>\n",
       "      <td>4.428298e-05</td>\n",
       "      <td>2.740750</td>\n",
       "      <td>1.001657</td>\n",
       "      <td>1.459147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>2019-08</td>\n",
       "      <td>-0.036276</td>\n",
       "      <td>-2.785073e-04</td>\n",
       "      <td>2.704473</td>\n",
       "      <td>1.001378</td>\n",
       "      <td>1.396730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>2019-09</td>\n",
       "      <td>0.006771</td>\n",
       "      <td>1.766768e-06</td>\n",
       "      <td>2.711245</td>\n",
       "      <td>1.001380</td>\n",
       "      <td>1.397109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>2019-10</td>\n",
       "      <td>-0.029627</td>\n",
       "      <td>-2.351519e-04</td>\n",
       "      <td>2.681617</td>\n",
       "      <td>1.001145</td>\n",
       "      <td>1.346635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>2019-11</td>\n",
       "      <td>-0.024154</td>\n",
       "      <td>-1.994786e-04</td>\n",
       "      <td>2.657464</td>\n",
       "      <td>1.000945</td>\n",
       "      <td>1.305355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>2019-12</td>\n",
       "      <td>-0.033075</td>\n",
       "      <td>-2.574778e-04</td>\n",
       "      <td>2.624389</td>\n",
       "      <td>1.000688</td>\n",
       "      <td>1.253697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>2019-13</td>\n",
       "      <td>0.064452</td>\n",
       "      <td>3.769465e-04</td>\n",
       "      <td>2.688841</td>\n",
       "      <td>1.001065</td>\n",
       "      <td>1.326351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>2019-14</td>\n",
       "      <td>-0.011009</td>\n",
       "      <td>-1.139279e-04</td>\n",
       "      <td>2.677832</td>\n",
       "      <td>1.000951</td>\n",
       "      <td>1.303128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>2019-15</td>\n",
       "      <td>-0.019904</td>\n",
       "      <td>-1.717885e-04</td>\n",
       "      <td>2.657928</td>\n",
       "      <td>1.000779</td>\n",
       "      <td>1.268720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>2019-16</td>\n",
       "      <td>0.027270</td>\n",
       "      <td>1.351072e-04</td>\n",
       "      <td>2.685198</td>\n",
       "      <td>1.000914</td>\n",
       "      <td>1.295071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>2019-17</td>\n",
       "      <td>-0.133001</td>\n",
       "      <td>-9.075845e-04</td>\n",
       "      <td>2.552197</td>\n",
       "      <td>1.000007</td>\n",
       "      <td>1.114408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>2019-18</td>\n",
       "      <td>0.091088</td>\n",
       "      <td>5.498255e-04</td>\n",
       "      <td>2.643285</td>\n",
       "      <td>1.000557</td>\n",
       "      <td>1.208673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>2019-19</td>\n",
       "      <td>-0.054316</td>\n",
       "      <td>-3.955268e-04</td>\n",
       "      <td>2.588969</td>\n",
       "      <td>1.000161</td>\n",
       "      <td>1.135166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>2019-20</td>\n",
       "      <td>-0.112446</td>\n",
       "      <td>-7.732749e-04</td>\n",
       "      <td>2.476522</td>\n",
       "      <td>0.999388</td>\n",
       "      <td>1.000142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>2019-21</td>\n",
       "      <td>-0.090169</td>\n",
       "      <td>-6.279620e-04</td>\n",
       "      <td>2.386354</td>\n",
       "      <td>0.998760</td>\n",
       "      <td>0.903460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>2019-22</td>\n",
       "      <td>-0.022194</td>\n",
       "      <td>-1.862820e-04</td>\n",
       "      <td>2.364159</td>\n",
       "      <td>0.998574</td>\n",
       "      <td>0.877536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>2019-23</td>\n",
       "      <td>0.110950</td>\n",
       "      <td>6.779577e-04</td>\n",
       "      <td>2.475109</td>\n",
       "      <td>0.999251</td>\n",
       "      <td>0.969194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>2019-24</td>\n",
       "      <td>0.057454</td>\n",
       "      <td>3.309503e-04</td>\n",
       "      <td>2.532563</td>\n",
       "      <td>0.999582</td>\n",
       "      <td>1.018578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>2019-25</td>\n",
       "      <td>0.038791</td>\n",
       "      <td>2.098046e-04</td>\n",
       "      <td>2.571354</td>\n",
       "      <td>0.999792</td>\n",
       "      <td>1.051469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>2019-26</td>\n",
       "      <td>0.013712</td>\n",
       "      <td>4.686638e-05</td>\n",
       "      <td>2.585066</td>\n",
       "      <td>0.999839</td>\n",
       "      <td>1.059052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>2019-27</td>\n",
       "      <td>0.049640</td>\n",
       "      <td>2.803632e-04</td>\n",
       "      <td>2.634706</td>\n",
       "      <td>1.000119</td>\n",
       "      <td>1.104739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>2019-28</td>\n",
       "      <td>0.057894</td>\n",
       "      <td>3.341027e-04</td>\n",
       "      <td>2.692600</td>\n",
       "      <td>1.000454</td>\n",
       "      <td>1.161517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>2019-29</td>\n",
       "      <td>0.059952</td>\n",
       "      <td>3.475950e-04</td>\n",
       "      <td>2.752552</td>\n",
       "      <td>1.000801</td>\n",
       "      <td>1.223602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>2019-30</td>\n",
       "      <td>-0.110240</td>\n",
       "      <td>-7.594195e-04</td>\n",
       "      <td>2.642312</td>\n",
       "      <td>1.000042</td>\n",
       "      <td>1.080758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>2019-31</td>\n",
       "      <td>0.034127</td>\n",
       "      <td>1.795813e-04</td>\n",
       "      <td>2.676438</td>\n",
       "      <td>1.000221</td>\n",
       "      <td>1.110616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>2019-32</td>\n",
       "      <td>0.009359</td>\n",
       "      <td>1.858794e-05</td>\n",
       "      <td>2.685797</td>\n",
       "      <td>1.000240</td>\n",
       "      <td>1.113791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>2019-33</td>\n",
       "      <td>-0.057625</td>\n",
       "      <td>-4.169118e-04</td>\n",
       "      <td>2.628172</td>\n",
       "      <td>0.999823</td>\n",
       "      <td>1.042370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>2019-34</td>\n",
       "      <td>-0.032329</td>\n",
       "      <td>-2.523426e-04</td>\n",
       "      <td>2.595844</td>\n",
       "      <td>0.999571</td>\n",
       "      <td>1.001896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>2019-35</td>\n",
       "      <td>0.073719</td>\n",
       "      <td>4.367333e-04</td>\n",
       "      <td>2.669562</td>\n",
       "      <td>1.000007</td>\n",
       "      <td>1.069242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>2019-36</td>\n",
       "      <td>0.014656</td>\n",
       "      <td>5.301194e-05</td>\n",
       "      <td>2.684218</td>\n",
       "      <td>1.000060</td>\n",
       "      <td>1.077962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>2019-37</td>\n",
       "      <td>0.084539</td>\n",
       "      <td>5.072849e-04</td>\n",
       "      <td>2.768757</td>\n",
       "      <td>1.000568</td>\n",
       "      <td>1.162085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>2019-38</td>\n",
       "      <td>-0.012179</td>\n",
       "      <td>-1.214803e-04</td>\n",
       "      <td>2.756578</td>\n",
       "      <td>1.000446</td>\n",
       "      <td>1.140379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>2019-39</td>\n",
       "      <td>0.012776</td>\n",
       "      <td>4.080920e-05</td>\n",
       "      <td>2.769354</td>\n",
       "      <td>1.000487</td>\n",
       "      <td>1.147536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>2019-40</td>\n",
       "      <td>-0.037691</td>\n",
       "      <td>-2.873822e-04</td>\n",
       "      <td>2.731663</td>\n",
       "      <td>1.000200</td>\n",
       "      <td>1.096825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>2019-41</td>\n",
       "      <td>0.077623</td>\n",
       "      <td>4.623913e-04</td>\n",
       "      <td>2.809286</td>\n",
       "      <td>1.000662</td>\n",
       "      <td>1.174834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>2019-42</td>\n",
       "      <td>0.043048</td>\n",
       "      <td>2.377223e-04</td>\n",
       "      <td>2.852334</td>\n",
       "      <td>1.000900</td>\n",
       "      <td>1.217772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>2019-43</td>\n",
       "      <td>0.277019</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>3.129353</td>\n",
       "      <td>1.000900</td>\n",
       "      <td>1.555118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>2019-44</td>\n",
       "      <td>-0.038665</td>\n",
       "      <td>-2.938371e-04</td>\n",
       "      <td>3.090688</td>\n",
       "      <td>1.000606</td>\n",
       "      <td>1.484881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>2019-45</td>\n",
       "      <td>0.082559</td>\n",
       "      <td>4.946822e-04</td>\n",
       "      <td>3.173247</td>\n",
       "      <td>1.001101</td>\n",
       "      <td>1.597820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>2019-46</td>\n",
       "      <td>0.051081</td>\n",
       "      <td>2.900950e-04</td>\n",
       "      <td>3.224328</td>\n",
       "      <td>1.001391</td>\n",
       "      <td>1.669052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>2019-47</td>\n",
       "      <td>-0.047820</td>\n",
       "      <td>-3.535735e-04</td>\n",
       "      <td>3.176507</td>\n",
       "      <td>1.001037</td>\n",
       "      <td>1.578389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>2019-48</td>\n",
       "      <td>-0.002808</td>\n",
       "      <td>-6.056609e-05</td>\n",
       "      <td>3.173699</td>\n",
       "      <td>1.000977</td>\n",
       "      <td>1.563697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>2019-49</td>\n",
       "      <td>0.024534</td>\n",
       "      <td>1.173331e-04</td>\n",
       "      <td>3.198233</td>\n",
       "      <td>1.001094</td>\n",
       "      <td>1.591896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>2019-50</td>\n",
       "      <td>0.073486</td>\n",
       "      <td>4.358867e-04</td>\n",
       "      <td>3.271719</td>\n",
       "      <td>1.001530</td>\n",
       "      <td>1.698531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>2019-51</td>\n",
       "      <td>0.138200</td>\n",
       "      <td>8.573597e-04</td>\n",
       "      <td>3.409919</td>\n",
       "      <td>1.002387</td>\n",
       "      <td>1.922227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>2019-52</td>\n",
       "      <td>0.067621</td>\n",
       "      <td>3.982337e-04</td>\n",
       "      <td>3.477540</td>\n",
       "      <td>1.002785</td>\n",
       "      <td>2.039716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>2020-01</td>\n",
       "      <td>0.035846</td>\n",
       "      <td>1.912816e-04</td>\n",
       "      <td>3.513386</td>\n",
       "      <td>1.002977</td>\n",
       "      <td>2.099573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>2020-02</td>\n",
       "      <td>0.085821</td>\n",
       "      <td>5.171214e-04</td>\n",
       "      <td>3.599207</td>\n",
       "      <td>1.003494</td>\n",
       "      <td>2.266114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>2020-03</td>\n",
       "      <td>0.074157</td>\n",
       "      <td>4.413042e-04</td>\n",
       "      <td>3.673364</td>\n",
       "      <td>1.003935</td>\n",
       "      <td>2.419431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>2020-04</td>\n",
       "      <td>0.112906</td>\n",
       "      <td>6.943574e-04</td>\n",
       "      <td>3.786269</td>\n",
       "      <td>1.004629</td>\n",
       "      <td>2.676872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>2020-05</td>\n",
       "      <td>0.151818</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>3.938087</td>\n",
       "      <td>1.004629</td>\n",
       "      <td>3.083270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>2020-06</td>\n",
       "      <td>0.156369</td>\n",
       "      <td>9.786555e-04</td>\n",
       "      <td>4.094456</td>\n",
       "      <td>1.005608</td>\n",
       "      <td>3.545355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>2020-07</td>\n",
       "      <td>0.075959</td>\n",
       "      <td>4.540139e-04</td>\n",
       "      <td>4.170415</td>\n",
       "      <td>1.006062</td>\n",
       "      <td>3.791611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>2020-08</td>\n",
       "      <td>0.132708</td>\n",
       "      <td>8.253232e-04</td>\n",
       "      <td>4.303123</td>\n",
       "      <td>1.006887</td>\n",
       "      <td>4.270142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>2020-09</td>\n",
       "      <td>-0.252113</td>\n",
       "      <td>-1.692560e-03</td>\n",
       "      <td>4.051010</td>\n",
       "      <td>1.005195</td>\n",
       "      <td>3.165829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>2020-10</td>\n",
       "      <td>0.059630</td>\n",
       "      <td>3.471362e-04</td>\n",
       "      <td>4.110639</td>\n",
       "      <td>1.005542</td>\n",
       "      <td>3.334028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>2020-11</td>\n",
       "      <td>-0.216477</td>\n",
       "      <td>-1.457384e-03</td>\n",
       "      <td>3.894162</td>\n",
       "      <td>1.004085</td>\n",
       "      <td>2.590616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>2020-12</td>\n",
       "      <td>-0.211366</td>\n",
       "      <td>-1.421914e-03</td>\n",
       "      <td>3.682796</td>\n",
       "      <td>1.002663</td>\n",
       "      <td>2.026209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>2020-13</td>\n",
       "      <td>0.203097</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>3.885893</td>\n",
       "      <td>1.002663</td>\n",
       "      <td>2.437725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>2020-14</td>\n",
       "      <td>-0.060282</td>\n",
       "      <td>-4.352390e-04</td>\n",
       "      <td>3.825611</td>\n",
       "      <td>1.002227</td>\n",
       "      <td>2.274929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>2020-15</td>\n",
       "      <td>0.193725</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.019336</td>\n",
       "      <td>1.002227</td>\n",
       "      <td>2.715640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>2020-16</td>\n",
       "      <td>0.315689</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.335025</td>\n",
       "      <td>1.002227</td>\n",
       "      <td>3.572938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>2020-17</td>\n",
       "      <td>-0.031622</td>\n",
       "      <td>-2.483468e-04</td>\n",
       "      <td>4.303403</td>\n",
       "      <td>1.001979</td>\n",
       "      <td>3.436730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>2020-18</td>\n",
       "      <td>-0.026362</td>\n",
       "      <td>-2.140271e-04</td>\n",
       "      <td>4.277041</td>\n",
       "      <td>1.001765</td>\n",
       "      <td>3.323791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>2020-19</td>\n",
       "      <td>0.168397</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.445438</td>\n",
       "      <td>1.001765</td>\n",
       "      <td>3.883507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>2020-20</td>\n",
       "      <td>-0.018213</td>\n",
       "      <td>-1.609152e-04</td>\n",
       "      <td>4.427225</td>\n",
       "      <td>1.001604</td>\n",
       "      <td>3.787535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>2020-21</td>\n",
       "      <td>0.028661</td>\n",
       "      <td>1.442744e-04</td>\n",
       "      <td>4.455886</td>\n",
       "      <td>1.001748</td>\n",
       "      <td>3.871469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>2020-22</td>\n",
       "      <td>0.028682</td>\n",
       "      <td>1.444348e-04</td>\n",
       "      <td>4.484568</td>\n",
       "      <td>1.001893</td>\n",
       "      <td>3.957346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>2020-23</td>\n",
       "      <td>0.067171</td>\n",
       "      <td>3.951055e-04</td>\n",
       "      <td>4.551738</td>\n",
       "      <td>1.002288</td>\n",
       "      <td>4.197441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>2020-24</td>\n",
       "      <td>0.062526</td>\n",
       "      <td>3.650025e-04</td>\n",
       "      <td>4.614264</td>\n",
       "      <td>1.002653</td>\n",
       "      <td>4.432607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>2020-25</td>\n",
       "      <td>0.076661</td>\n",
       "      <td>4.572553e-04</td>\n",
       "      <td>4.690925</td>\n",
       "      <td>1.003110</td>\n",
       "      <td>4.743602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>2020-26</td>\n",
       "      <td>-0.034623</td>\n",
       "      <td>-2.681311e-04</td>\n",
       "      <td>4.656302</td>\n",
       "      <td>1.002842</td>\n",
       "      <td>4.548531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>2020-27</td>\n",
       "      <td>0.259362</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.915664</td>\n",
       "      <td>1.002842</td>\n",
       "      <td>5.728246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>2020-28</td>\n",
       "      <td>0.277986</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>5.193650</td>\n",
       "      <td>1.002842</td>\n",
       "      <td>7.320616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>2020-29</td>\n",
       "      <td>-0.021862</td>\n",
       "      <td>-1.848798e-04</td>\n",
       "      <td>5.171787</td>\n",
       "      <td>1.002657</td>\n",
       "      <td>7.112986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>2020-30</td>\n",
       "      <td>-0.049362</td>\n",
       "      <td>-3.640682e-04</td>\n",
       "      <td>5.122425</td>\n",
       "      <td>1.002293</td>\n",
       "      <td>6.715640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>2020-31</td>\n",
       "      <td>0.016211</td>\n",
       "      <td>6.326419e-05</td>\n",
       "      <td>5.138636</td>\n",
       "      <td>1.002356</td>\n",
       "      <td>6.780853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>2020-32</td>\n",
       "      <td>0.021841</td>\n",
       "      <td>9.995469e-05</td>\n",
       "      <td>5.160477</td>\n",
       "      <td>1.002456</td>\n",
       "      <td>6.884882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>2020-33</td>\n",
       "      <td>0.142797</td>\n",
       "      <td>8.881064e-04</td>\n",
       "      <td>5.303274</td>\n",
       "      <td>1.003345</td>\n",
       "      <td>7.823270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>2020-34</td>\n",
       "      <td>0.241878</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>5.545152</td>\n",
       "      <td>1.003345</td>\n",
       "      <td>9.715544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>2020-35</td>\n",
       "      <td>0.086218</td>\n",
       "      <td>5.198992e-04</td>\n",
       "      <td>5.631370</td>\n",
       "      <td>1.003864</td>\n",
       "      <td>10.490047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>2020-36</td>\n",
       "      <td>-0.048528</td>\n",
       "      <td>-3.590671e-04</td>\n",
       "      <td>5.582841</td>\n",
       "      <td>1.003505</td>\n",
       "      <td>9.912796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>2020-37</td>\n",
       "      <td>-0.102507</td>\n",
       "      <td>-7.110324e-04</td>\n",
       "      <td>5.480334</td>\n",
       "      <td>1.002794</td>\n",
       "      <td>8.832227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>2020-38</td>\n",
       "      <td>0.186279</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>5.666613</td>\n",
       "      <td>1.002794</td>\n",
       "      <td>10.477488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>2020-39</td>\n",
       "      <td>-0.072229</td>\n",
       "      <td>-5.131680e-04</td>\n",
       "      <td>5.594384</td>\n",
       "      <td>1.002281</td>\n",
       "      <td>9.652606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>2020-40</td>\n",
       "      <td>0.025526</td>\n",
       "      <td>1.239500e-04</td>\n",
       "      <td>5.619910</td>\n",
       "      <td>1.002405</td>\n",
       "      <td>9.836255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>2020-41</td>\n",
       "      <td>0.052056</td>\n",
       "      <td>2.968293e-04</td>\n",
       "      <td>5.671966</td>\n",
       "      <td>1.002702</td>\n",
       "      <td>10.284360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>2020-42</td>\n",
       "      <td>0.019565</td>\n",
       "      <td>8.514875e-05</td>\n",
       "      <td>5.691531</td>\n",
       "      <td>1.002787</td>\n",
       "      <td>10.418720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>2020-43</td>\n",
       "      <td>-0.036805</td>\n",
       "      <td>-2.822682e-04</td>\n",
       "      <td>5.654726</td>\n",
       "      <td>1.002505</td>\n",
       "      <td>9.967536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>2020-44</td>\n",
       "      <td>-0.070979</td>\n",
       "      <td>-5.048755e-04</td>\n",
       "      <td>5.583747</td>\n",
       "      <td>1.002000</td>\n",
       "      <td>9.195260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>2020-45</td>\n",
       "      <td>0.114504</td>\n",
       "      <td>7.034323e-04</td>\n",
       "      <td>5.698251</td>\n",
       "      <td>1.002703</td>\n",
       "      <td>10.188388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>2020-46</td>\n",
       "      <td>-0.043389</td>\n",
       "      <td>-3.251583e-04</td>\n",
       "      <td>5.654862</td>\n",
       "      <td>1.002378</td>\n",
       "      <td>9.680095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>2020-47</td>\n",
       "      <td>0.198556</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>5.853417</td>\n",
       "      <td>1.002378</td>\n",
       "      <td>11.602133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>2020-48</td>\n",
       "      <td>0.196381</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>6.049798</td>\n",
       "      <td>1.002378</td>\n",
       "      <td>13.880568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>2020-49</td>\n",
       "      <td>0.029171</td>\n",
       "      <td>1.477146e-04</td>\n",
       "      <td>6.078969</td>\n",
       "      <td>1.002526</td>\n",
       "      <td>14.195260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>2020-50</td>\n",
       "      <td>0.024779</td>\n",
       "      <td>1.191155e-04</td>\n",
       "      <td>6.103749</td>\n",
       "      <td>1.002645</td>\n",
       "      <td>14.454739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>2020-51</td>\n",
       "      <td>0.145863</td>\n",
       "      <td>9.082552e-04</td>\n",
       "      <td>6.249612</td>\n",
       "      <td>1.003553</td>\n",
       "      <td>16.469194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>2020-52</td>\n",
       "      <td>-0.041313</td>\n",
       "      <td>-3.118887e-04</td>\n",
       "      <td>6.208299</td>\n",
       "      <td>1.003241</td>\n",
       "      <td>15.681753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>2020-53</td>\n",
       "      <td>0.072837</td>\n",
       "      <td>4.325897e-04</td>\n",
       "      <td>6.281136</td>\n",
       "      <td>1.003674</td>\n",
       "      <td>16.722037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>2021-01</td>\n",
       "      <td>0.247070</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>6.528206</td>\n",
       "      <td>1.003674</td>\n",
       "      <td>20.853554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>2021-02</td>\n",
       "      <td>-0.054703</td>\n",
       "      <td>-3.992822e-04</td>\n",
       "      <td>6.473503</td>\n",
       "      <td>1.003275</td>\n",
       "      <td>19.577250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>2021-03</td>\n",
       "      <td>0.031289</td>\n",
       "      <td>1.616585e-04</td>\n",
       "      <td>6.504792</td>\n",
       "      <td>1.003436</td>\n",
       "      <td>20.062558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>2021-04</td>\n",
       "      <td>-0.056230</td>\n",
       "      <td>-4.091477e-04</td>\n",
       "      <td>6.448562</td>\n",
       "      <td>1.003027</td>\n",
       "      <td>18.804029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>2021-05</td>\n",
       "      <td>0.080473</td>\n",
       "      <td>4.822813e-04</td>\n",
       "      <td>6.529035</td>\n",
       "      <td>1.003509</td>\n",
       "      <td>20.195023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>2021-06</td>\n",
       "      <td>-0.035871</td>\n",
       "      <td>-2.763789e-04</td>\n",
       "      <td>6.493164</td>\n",
       "      <td>1.003233</td>\n",
       "      <td>19.339337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>2021-07</td>\n",
       "      <td>-0.036165</td>\n",
       "      <td>-2.782216e-04</td>\n",
       "      <td>6.456999</td>\n",
       "      <td>1.002955</td>\n",
       "      <td>18.514217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>2021-08</td>\n",
       "      <td>-0.128915</td>\n",
       "      <td>-8.828001e-04</td>\n",
       "      <td>6.328083</td>\n",
       "      <td>1.002072</td>\n",
       "      <td>16.007109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>2021-09</td>\n",
       "      <td>-0.108304</td>\n",
       "      <td>-7.477714e-04</td>\n",
       "      <td>6.219780</td>\n",
       "      <td>1.001324</td>\n",
       "      <td>14.169431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>2021-10</td>\n",
       "      <td>0.160181</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>6.379960</td>\n",
       "      <td>1.001324</td>\n",
       "      <td>16.439099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>2021-11</td>\n",
       "      <td>-0.049516</td>\n",
       "      <td>-3.645865e-04</td>\n",
       "      <td>6.330444</td>\n",
       "      <td>1.000960</td>\n",
       "      <td>15.518246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>2021-12</td>\n",
       "      <td>-0.048717</td>\n",
       "      <td>-3.592553e-04</td>\n",
       "      <td>6.281727</td>\n",
       "      <td>1.000600</td>\n",
       "      <td>14.661374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>2021-13</td>\n",
       "      <td>0.076064</td>\n",
       "      <td>4.524380e-04</td>\n",
       "      <td>6.357791</td>\n",
       "      <td>1.001053</td>\n",
       "      <td>15.681279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>2021-14</td>\n",
       "      <td>0.029575</td>\n",
       "      <td>1.501469e-04</td>\n",
       "      <td>6.387366</td>\n",
       "      <td>1.001203</td>\n",
       "      <td>16.043128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>2021-15</td>\n",
       "      <td>0.099200</td>\n",
       "      <td>6.032772e-04</td>\n",
       "      <td>6.486567</td>\n",
       "      <td>1.001806</td>\n",
       "      <td>17.530332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>2021-16</td>\n",
       "      <td>-0.007531</td>\n",
       "      <td>-9.136772e-05</td>\n",
       "      <td>6.479035</td>\n",
       "      <td>1.001715</td>\n",
       "      <td>17.284360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>2021-17</td>\n",
       "      <td>-0.020865</td>\n",
       "      <td>-1.781773e-04</td>\n",
       "      <td>6.458171</td>\n",
       "      <td>1.001537</td>\n",
       "      <td>16.811374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>2021-18</td>\n",
       "      <td>-0.045752</td>\n",
       "      <td>-3.401629e-04</td>\n",
       "      <td>6.412418</td>\n",
       "      <td>1.001197</td>\n",
       "      <td>15.932938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>2021-19</td>\n",
       "      <td>-0.116394</td>\n",
       "      <td>-7.997646e-04</td>\n",
       "      <td>6.296024</td>\n",
       "      <td>1.000397</td>\n",
       "      <td>13.974881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>2021-20</td>\n",
       "      <td>-0.008524</td>\n",
       "      <td>-9.769214e-05</td>\n",
       "      <td>6.287501</td>\n",
       "      <td>1.000299</td>\n",
       "      <td>13.764928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>2021-21</td>\n",
       "      <td>0.082832</td>\n",
       "      <td>4.963094e-04</td>\n",
       "      <td>6.370333</td>\n",
       "      <td>1.000795</td>\n",
       "      <td>14.815639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>2021-22</td>\n",
       "      <td>-0.035357</td>\n",
       "      <td>-2.722885e-04</td>\n",
       "      <td>6.334976</td>\n",
       "      <td>1.000523</td>\n",
       "      <td>14.195497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>2021-23</td>\n",
       "      <td>0.024595</td>\n",
       "      <td>1.176809e-04</td>\n",
       "      <td>6.359571</td>\n",
       "      <td>1.000641</td>\n",
       "      <td>14.452369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>2021-24</td>\n",
       "      <td>0.028504</td>\n",
       "      <td>1.431178e-04</td>\n",
       "      <td>6.388075</td>\n",
       "      <td>1.000784</td>\n",
       "      <td>14.770379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>2021-25</td>\n",
       "      <td>0.084407</td>\n",
       "      <td>5.067901e-04</td>\n",
       "      <td>6.472482</td>\n",
       "      <td>1.001291</td>\n",
       "      <td>15.921090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>2021-26</td>\n",
       "      <td>0.016963</td>\n",
       "      <td>6.809959e-05</td>\n",
       "      <td>6.489445</td>\n",
       "      <td>1.001359</td>\n",
       "      <td>16.087678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>2021-27</td>\n",
       "      <td>-0.025832</td>\n",
       "      <td>-2.104417e-04</td>\n",
       "      <td>6.463614</td>\n",
       "      <td>1.001148</td>\n",
       "      <td>15.567535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>2021-28</td>\n",
       "      <td>-0.012877</td>\n",
       "      <td>-1.260979e-04</td>\n",
       "      <td>6.450736</td>\n",
       "      <td>1.001022</td>\n",
       "      <td>15.265877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>2021-29</td>\n",
       "      <td>0.005196</td>\n",
       "      <td>-8.483969e-06</td>\n",
       "      <td>6.455932</td>\n",
       "      <td>1.001014</td>\n",
       "      <td>15.245972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>2021-30</td>\n",
       "      <td>0.074609</td>\n",
       "      <td>4.431574e-04</td>\n",
       "      <td>6.530541</td>\n",
       "      <td>1.001457</td>\n",
       "      <td>16.284360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>2021-31</td>\n",
       "      <td>0.023817</td>\n",
       "      <td>1.127224e-04</td>\n",
       "      <td>6.554358</td>\n",
       "      <td>1.001570</td>\n",
       "      <td>16.566351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>2021-32</td>\n",
       "      <td>0.032348</td>\n",
       "      <td>1.682725e-04</td>\n",
       "      <td>6.586705</td>\n",
       "      <td>1.001738</td>\n",
       "      <td>16.994550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>2021-33</td>\n",
       "      <td>-0.044966</td>\n",
       "      <td>-3.351119e-04</td>\n",
       "      <td>6.541739</td>\n",
       "      <td>1.001403</td>\n",
       "      <td>16.119904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>2021-34</td>\n",
       "      <td>0.053041</td>\n",
       "      <td>3.029414e-04</td>\n",
       "      <td>6.594780</td>\n",
       "      <td>1.001706</td>\n",
       "      <td>16.870142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>2021-35</td>\n",
       "      <td>0.036911</td>\n",
       "      <td>1.980067e-04</td>\n",
       "      <td>6.631691</td>\n",
       "      <td>1.001904</td>\n",
       "      <td>17.383175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>2021-36</td>\n",
       "      <td>0.010181</td>\n",
       "      <td>2.396988e-05</td>\n",
       "      <td>6.641872</td>\n",
       "      <td>1.001928</td>\n",
       "      <td>17.447156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>2021-37</td>\n",
       "      <td>0.038037</td>\n",
       "      <td>2.053877e-04</td>\n",
       "      <td>6.679909</td>\n",
       "      <td>1.002133</td>\n",
       "      <td>17.997393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>2021-38</td>\n",
       "      <td>0.026118</td>\n",
       "      <td>1.277920e-04</td>\n",
       "      <td>6.706027</td>\n",
       "      <td>1.002261</td>\n",
       "      <td>18.350474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>2021-39</td>\n",
       "      <td>0.007572</td>\n",
       "      <td>6.982660e-06</td>\n",
       "      <td>6.713599</td>\n",
       "      <td>1.002268</td>\n",
       "      <td>18.370142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>2021-40</td>\n",
       "      <td>0.019748</td>\n",
       "      <td>8.630575e-05</td>\n",
       "      <td>6.733347</td>\n",
       "      <td>1.002354</td>\n",
       "      <td>18.613506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>2021-41</td>\n",
       "      <td>0.079754</td>\n",
       "      <td>4.772702e-04</td>\n",
       "      <td>6.813101</td>\n",
       "      <td>1.002832</td>\n",
       "      <td>19.977014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>2021-42</td>\n",
       "      <td>0.085560</td>\n",
       "      <td>5.153449e-04</td>\n",
       "      <td>6.898661</td>\n",
       "      <td>1.003347</td>\n",
       "      <td>21.556397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>2021-43</td>\n",
       "      <td>0.224607</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>7.123267</td>\n",
       "      <td>1.003347</td>\n",
       "      <td>26.398104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>2021-44</td>\n",
       "      <td>0.103529</td>\n",
       "      <td>6.327975e-04</td>\n",
       "      <td>7.226796</td>\n",
       "      <td>1.003980</td>\n",
       "      <td>28.959479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>2021-45</td>\n",
       "      <td>-0.147883</td>\n",
       "      <td>-1.007484e-03</td>\n",
       "      <td>7.078913</td>\n",
       "      <td>1.002972</td>\n",
       "      <td>24.488625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>2021-46</td>\n",
       "      <td>0.106788</td>\n",
       "      <td>6.538118e-04</td>\n",
       "      <td>7.185701</td>\n",
       "      <td>1.003626</td>\n",
       "      <td>26.944548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>2021-47</td>\n",
       "      <td>-0.041993</td>\n",
       "      <td>-3.163502e-04</td>\n",
       "      <td>7.143708</td>\n",
       "      <td>1.003310</td>\n",
       "      <td>25.637915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>2021-48</td>\n",
       "      <td>-0.055381</td>\n",
       "      <td>-4.035562e-04</td>\n",
       "      <td>7.088327</td>\n",
       "      <td>1.002906</td>\n",
       "      <td>24.051421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>2021-49</td>\n",
       "      <td>0.008530</td>\n",
       "      <td>1.323103e-05</td>\n",
       "      <td>7.096857</td>\n",
       "      <td>1.002919</td>\n",
       "      <td>24.100237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>2021-50</td>\n",
       "      <td>-0.076546</td>\n",
       "      <td>-5.413734e-04</td>\n",
       "      <td>7.020311</td>\n",
       "      <td>1.002378</td>\n",
       "      <td>22.098814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>2021-51</td>\n",
       "      <td>0.150650</td>\n",
       "      <td>9.392033e-04</td>\n",
       "      <td>7.170961</td>\n",
       "      <td>1.003317</td>\n",
       "      <td>25.284359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>2021-52</td>\n",
       "      <td>-0.003078</td>\n",
       "      <td>-6.246482e-05</td>\n",
       "      <td>7.167883</td>\n",
       "      <td>1.003255</td>\n",
       "      <td>25.042180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>2022-01</td>\n",
       "      <td>-0.021718</td>\n",
       "      <td>-1.840127e-04</td>\n",
       "      <td>7.146165</td>\n",
       "      <td>1.003071</td>\n",
       "      <td>24.335545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>2022-02</td>\n",
       "      <td>0.028555</td>\n",
       "      <td>1.438000e-04</td>\n",
       "      <td>7.174720</td>\n",
       "      <td>1.003215</td>\n",
       "      <td>24.872274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>2022-03</td>\n",
       "      <td>-0.094214</td>\n",
       "      <td>-6.567427e-04</td>\n",
       "      <td>7.080507</td>\n",
       "      <td>1.002558</td>\n",
       "      <td>22.367298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>2022-04</td>\n",
       "      <td>-0.096848</td>\n",
       "      <td>-6.734789e-04</td>\n",
       "      <td>6.983659</td>\n",
       "      <td>1.001884</td>\n",
       "      <td>20.055687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>2022-05</td>\n",
       "      <td>0.097443</td>\n",
       "      <td>5.922466e-04</td>\n",
       "      <td>7.081102</td>\n",
       "      <td>1.002477</td>\n",
       "      <td>21.879621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>2022-06</td>\n",
       "      <td>-0.062079</td>\n",
       "      <td>-4.468654e-04</td>\n",
       "      <td>7.019024</td>\n",
       "      <td>1.002030</td>\n",
       "      <td>20.379146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>2022-07</td>\n",
       "      <td>0.002988</td>\n",
       "      <td>-2.287158e-05</td>\n",
       "      <td>7.022012</td>\n",
       "      <td>1.002007</td>\n",
       "      <td>20.307583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>2022-08</td>\n",
       "      <td>-0.048472</td>\n",
       "      <td>-3.580359e-04</td>\n",
       "      <td>6.973540</td>\n",
       "      <td>1.001649</td>\n",
       "      <td>19.191232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>2022-09</td>\n",
       "      <td>0.041592</td>\n",
       "      <td>2.284743e-04</td>\n",
       "      <td>7.015132</td>\n",
       "      <td>1.001877</td>\n",
       "      <td>19.864691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>2022-10</td>\n",
       "      <td>-0.044723</td>\n",
       "      <td>-3.335764e-04</td>\n",
       "      <td>6.970409</td>\n",
       "      <td>1.001544</td>\n",
       "      <td>18.847156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>2022-11</td>\n",
       "      <td>0.144854</td>\n",
       "      <td>9.006902e-04</td>\n",
       "      <td>7.115263</td>\n",
       "      <td>1.002444</td>\n",
       "      <td>21.454738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>2022-12</td>\n",
       "      <td>0.122748</td>\n",
       "      <td>7.574608e-04</td>\n",
       "      <td>7.238011</td>\n",
       "      <td>1.003202</td>\n",
       "      <td>23.948815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>2022-13</td>\n",
       "      <td>0.079671</td>\n",
       "      <td>4.771372e-04</td>\n",
       "      <td>7.317683</td>\n",
       "      <td>1.003679</td>\n",
       "      <td>25.701184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>2022-14</td>\n",
       "      <td>-0.047991</td>\n",
       "      <td>-3.554924e-04</td>\n",
       "      <td>7.269692</td>\n",
       "      <td>1.003323</td>\n",
       "      <td>24.300709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>2022-15</td>\n",
       "      <td>-0.032983</td>\n",
       "      <td>-2.574957e-04</td>\n",
       "      <td>7.236708</td>\n",
       "      <td>1.003066</td>\n",
       "      <td>23.341232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>2022-16</td>\n",
       "      <td>0.026855</td>\n",
       "      <td>1.327150e-04</td>\n",
       "      <td>7.263564</td>\n",
       "      <td>1.003199</td>\n",
       "      <td>23.816350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>2022-17</td>\n",
       "      <td>-0.127115</td>\n",
       "      <td>-8.712772e-04</td>\n",
       "      <td>7.136449</td>\n",
       "      <td>1.002327</td>\n",
       "      <td>20.634122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>2022-18</td>\n",
       "      <td>0.000632</td>\n",
       "      <td>-3.823372e-05</td>\n",
       "      <td>7.137080</td>\n",
       "      <td>1.002289</td>\n",
       "      <td>20.513032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>2022-19</td>\n",
       "      <td>-0.104469</td>\n",
       "      <td>-7.229471e-04</td>\n",
       "      <td>7.032611</td>\n",
       "      <td>1.001566</td>\n",
       "      <td>18.236729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>2022-20</td>\n",
       "      <td>-0.130833</td>\n",
       "      <td>-8.940616e-04</td>\n",
       "      <td>6.901779</td>\n",
       "      <td>1.000672</td>\n",
       "      <td>15.732227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>2022-21</td>\n",
       "      <td>0.150693</td>\n",
       "      <td>9.378872e-04</td>\n",
       "      <td>7.052472</td>\n",
       "      <td>1.001610</td>\n",
       "      <td>18.000711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>2022-22</td>\n",
       "      <td>-0.067325</td>\n",
       "      <td>-4.806381e-04</td>\n",
       "      <td>6.985147</td>\n",
       "      <td>1.001129</td>\n",
       "      <td>16.671800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>2022-23</td>\n",
       "      <td>-0.003251</td>\n",
       "      <td>-6.345017e-05</td>\n",
       "      <td>6.981896</td>\n",
       "      <td>1.001066</td>\n",
       "      <td>16.509241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>2022-24</td>\n",
       "      <td>-0.060115</td>\n",
       "      <td>-4.334590e-04</td>\n",
       "      <td>6.921781</td>\n",
       "      <td>1.000632</td>\n",
       "      <td>15.409478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>2022-25</td>\n",
       "      <td>0.140042</td>\n",
       "      <td>8.685752e-04</td>\n",
       "      <td>7.061824</td>\n",
       "      <td>1.001501</td>\n",
       "      <td>17.467298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>2022-26</td>\n",
       "      <td>-0.068562</td>\n",
       "      <td>-4.886379e-04</td>\n",
       "      <td>6.993261</td>\n",
       "      <td>1.001012</td>\n",
       "      <td>16.156161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>2022-27</td>\n",
       "      <td>0.109904</td>\n",
       "      <td>6.728083e-04</td>\n",
       "      <td>7.103165</td>\n",
       "      <td>1.001685</td>\n",
       "      <td>17.826777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>2022-28</td>\n",
       "      <td>-0.036156</td>\n",
       "      <td>-2.777341e-04</td>\n",
       "      <td>7.067009</td>\n",
       "      <td>1.001408</td>\n",
       "      <td>17.066350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>2022-29</td>\n",
       "      <td>0.140532</td>\n",
       "      <td>8.724360e-04</td>\n",
       "      <td>7.207541</td>\n",
       "      <td>1.002280</td>\n",
       "      <td>19.353792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>2022-30</td>\n",
       "      <td>0.097987</td>\n",
       "      <td>5.960194e-04</td>\n",
       "      <td>7.305528</td>\n",
       "      <td>1.002876</td>\n",
       "      <td>21.124407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>2022-31</td>\n",
       "      <td>-0.023720</td>\n",
       "      <td>-1.969973e-04</td>\n",
       "      <td>7.281808</td>\n",
       "      <td>1.002679</td>\n",
       "      <td>20.486019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>2022-32</td>\n",
       "      <td>0.047656</td>\n",
       "      <td>2.682320e-04</td>\n",
       "      <td>7.329464</td>\n",
       "      <td>1.002947</td>\n",
       "      <td>21.329146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>2022-33</td>\n",
       "      <td>-0.004710</td>\n",
       "      <td>-7.307989e-05</td>\n",
       "      <td>7.324754</td>\n",
       "      <td>1.002874</td>\n",
       "      <td>21.090046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>2022-34</td>\n",
       "      <td>-0.022410</td>\n",
       "      <td>-1.884557e-04</td>\n",
       "      <td>7.302344</td>\n",
       "      <td>1.002686</td>\n",
       "      <td>20.480331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>2022-35</td>\n",
       "      <td>-0.055564</td>\n",
       "      <td>-4.044992e-04</td>\n",
       "      <td>7.246780</td>\n",
       "      <td>1.002281</td>\n",
       "      <td>19.209241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>2022-36</td>\n",
       "      <td>0.115563</td>\n",
       "      <td>7.105288e-04</td>\n",
       "      <td>7.362343</td>\n",
       "      <td>1.002992</td>\n",
       "      <td>21.304264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>2022-37</td>\n",
       "      <td>0.018746</td>\n",
       "      <td>7.984000e-05</td>\n",
       "      <td>7.381090</td>\n",
       "      <td>1.003072</td>\n",
       "      <td>21.565166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>2022-38</td>\n",
       "      <td>-0.085869</td>\n",
       "      <td>-6.022401e-04</td>\n",
       "      <td>7.295221</td>\n",
       "      <td>1.002469</td>\n",
       "      <td>19.573221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>2022-39</td>\n",
       "      <td>-0.030111</td>\n",
       "      <td>-2.385563e-04</td>\n",
       "      <td>7.265110</td>\n",
       "      <td>1.002231</td>\n",
       "      <td>18.856635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>2022-40</td>\n",
       "      <td>-0.152520</td>\n",
       "      <td>-1.035934e-03</td>\n",
       "      <td>7.112591</td>\n",
       "      <td>1.001195</td>\n",
       "      <td>15.858057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>2022-41</td>\n",
       "      <td>-0.074551</td>\n",
       "      <td>-5.274596e-04</td>\n",
       "      <td>7.038040</td>\n",
       "      <td>1.000667</td>\n",
       "      <td>14.572749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>2022-42</td>\n",
       "      <td>0.052600</td>\n",
       "      <td>2.998486e-04</td>\n",
       "      <td>7.090640</td>\n",
       "      <td>1.000967</td>\n",
       "      <td>15.244550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>2022-43</td>\n",
       "      <td>0.072159</td>\n",
       "      <td>4.271989e-04</td>\n",
       "      <td>7.162799</td>\n",
       "      <td>1.001394</td>\n",
       "      <td>16.245498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>2022-44</td>\n",
       "      <td>-0.085614</td>\n",
       "      <td>-5.995790e-04</td>\n",
       "      <td>7.077184</td>\n",
       "      <td>1.000795</td>\n",
       "      <td>14.749052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>2022-45</td>\n",
       "      <td>-0.048930</td>\n",
       "      <td>-3.605794e-04</td>\n",
       "      <td>7.028255</td>\n",
       "      <td>1.000434</td>\n",
       "      <td>13.931516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>2022-46</td>\n",
       "      <td>-0.074023</td>\n",
       "      <td>-5.236237e-04</td>\n",
       "      <td>6.954232</td>\n",
       "      <td>0.999911</td>\n",
       "      <td>12.809715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>2022-47</td>\n",
       "      <td>0.021318</td>\n",
       "      <td>9.630635e-05</td>\n",
       "      <td>6.975550</td>\n",
       "      <td>1.000007</td>\n",
       "      <td>12.999526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>2022-48</td>\n",
       "      <td>0.072124</td>\n",
       "      <td>4.265588e-04</td>\n",
       "      <td>7.047674</td>\n",
       "      <td>1.000433</td>\n",
       "      <td>13.852606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>2022-49</td>\n",
       "      <td>-0.074635</td>\n",
       "      <td>-5.276072e-04</td>\n",
       "      <td>6.973039</td>\n",
       "      <td>0.999906</td>\n",
       "      <td>12.728673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>2022-50</td>\n",
       "      <td>-0.154461</td>\n",
       "      <td>-1.046146e-03</td>\n",
       "      <td>6.818578</td>\n",
       "      <td>0.998860</td>\n",
       "      <td>10.679857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>2022-51</td>\n",
       "      <td>-0.173757</td>\n",
       "      <td>-1.170334e-03</td>\n",
       "      <td>6.644821</td>\n",
       "      <td>0.997689</td>\n",
       "      <td>8.754739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>2022-52</td>\n",
       "      <td>0.006744</td>\n",
       "      <td>1.579671e-06</td>\n",
       "      <td>6.651565</td>\n",
       "      <td>0.997691</td>\n",
       "      <td>8.756872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>2023-01</td>\n",
       "      <td>-0.075656</td>\n",
       "      <td>-5.327823e-04</td>\n",
       "      <td>6.575909</td>\n",
       "      <td>0.997158</td>\n",
       "      <td>8.037440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>2023-02</td>\n",
       "      <td>0.089111</td>\n",
       "      <td>5.354458e-04</td>\n",
       "      <td>6.665020</td>\n",
       "      <td>0.997694</td>\n",
       "      <td>8.701422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>2023-03</td>\n",
       "      <td>0.096533</td>\n",
       "      <td>5.838625e-04</td>\n",
       "      <td>6.761552</td>\n",
       "      <td>0.998277</td>\n",
       "      <td>9.484834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>2023-04</td>\n",
       "      <td>0.333383</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>7.094936</td>\n",
       "      <td>0.998277</td>\n",
       "      <td>12.646919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>2023-05</td>\n",
       "      <td>0.074403</td>\n",
       "      <td>4.406114e-04</td>\n",
       "      <td>7.169339</td>\n",
       "      <td>0.998718</td>\n",
       "      <td>13.505687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>2023-06</td>\n",
       "      <td>0.042872</td>\n",
       "      <td>2.361167e-04</td>\n",
       "      <td>7.212211</td>\n",
       "      <td>0.998954</td>\n",
       "      <td>13.996919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>2023-07</td>\n",
       "      <td>0.064502</td>\n",
       "      <td>3.766182e-04</td>\n",
       "      <td>7.276713</td>\n",
       "      <td>0.999331</td>\n",
       "      <td>14.808767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>2023-08</td>\n",
       "      <td>-0.048370</td>\n",
       "      <td>-3.564171e-04</td>\n",
       "      <td>7.228343</td>\n",
       "      <td>0.998974</td>\n",
       "      <td>13.996209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>2023-09</td>\n",
       "      <td>0.011122</td>\n",
       "      <td>3.001247e-05</td>\n",
       "      <td>7.239465</td>\n",
       "      <td>0.999004</td>\n",
       "      <td>14.060900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>2023-10</td>\n",
       "      <td>-0.116610</td>\n",
       "      <td>-7.994205e-04</td>\n",
       "      <td>7.122855</td>\n",
       "      <td>0.998205</td>\n",
       "      <td>12.329858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>2023-11</td>\n",
       "      <td>0.045072</td>\n",
       "      <td>2.502708e-04</td>\n",
       "      <td>7.167927</td>\n",
       "      <td>0.998455</td>\n",
       "      <td>12.805450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>2023-12</td>\n",
       "      <td>0.063570</td>\n",
       "      <td>3.703812e-04</td>\n",
       "      <td>7.231497</td>\n",
       "      <td>0.998826</td>\n",
       "      <td>13.536256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>2023-13</td>\n",
       "      <td>0.096044</td>\n",
       "      <td>5.813501e-04</td>\n",
       "      <td>7.327541</td>\n",
       "      <td>0.999407</td>\n",
       "      <td>14.748341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>2023-14</td>\n",
       "      <td>-0.101473</td>\n",
       "      <td>-7.014061e-04</td>\n",
       "      <td>7.226068</td>\n",
       "      <td>0.998706</td>\n",
       "      <td>13.155924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>2023-15</td>\n",
       "      <td>0.006176</td>\n",
       "      <td>-2.104627e-06</td>\n",
       "      <td>7.232244</td>\n",
       "      <td>0.998703</td>\n",
       "      <td>13.151658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>2023-16</td>\n",
       "      <td>-0.101176</td>\n",
       "      <td>-6.989844e-04</td>\n",
       "      <td>7.131068</td>\n",
       "      <td>0.998005</td>\n",
       "      <td>11.735545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>2023-17</td>\n",
       "      <td>0.001836</td>\n",
       "      <td>-3.025829e-05</td>\n",
       "      <td>7.132904</td>\n",
       "      <td>0.997974</td>\n",
       "      <td>11.680805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>2023-18</td>\n",
       "      <td>0.041495</td>\n",
       "      <td>2.270056e-04</td>\n",
       "      <td>7.174398</td>\n",
       "      <td>0.998201</td>\n",
       "      <td>12.089573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>2023-19</td>\n",
       "      <td>-0.005731</td>\n",
       "      <td>-7.935843e-05</td>\n",
       "      <td>7.168667</td>\n",
       "      <td>0.998122</td>\n",
       "      <td>11.941706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>2023-20</td>\n",
       "      <td>0.078890</td>\n",
       "      <td>4.696486e-04</td>\n",
       "      <td>7.247557</td>\n",
       "      <td>0.998592</td>\n",
       "      <td>12.806161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>2023-21</td>\n",
       "      <td>0.078833</td>\n",
       "      <td>4.694999e-04</td>\n",
       "      <td>7.326390</td>\n",
       "      <td>0.999061</td>\n",
       "      <td>13.732464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>2023-22</td>\n",
       "      <td>0.114177</td>\n",
       "      <td>6.992446e-04</td>\n",
       "      <td>7.440567</td>\n",
       "      <td>0.999760</td>\n",
       "      <td>15.211137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>2023-23</td>\n",
       "      <td>0.148716</td>\n",
       "      <td>9.241835e-04</td>\n",
       "      <td>7.589283</td>\n",
       "      <td>1.000684</td>\n",
       "      <td>17.374407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>2023-24</td>\n",
       "      <td>0.072539</td>\n",
       "      <td>4.295495e-04</td>\n",
       "      <td>7.661822</td>\n",
       "      <td>1.001114</td>\n",
       "      <td>18.521801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>2023-25</td>\n",
       "      <td>-0.008622</td>\n",
       "      <td>-9.840542e-05</td>\n",
       "      <td>7.653200</td>\n",
       "      <td>1.001016</td>\n",
       "      <td>18.241706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>2023-26</td>\n",
       "      <td>0.026648</td>\n",
       "      <td>1.310952e-04</td>\n",
       "      <td>7.679848</td>\n",
       "      <td>1.001147</td>\n",
       "      <td>18.609240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>2023-27</td>\n",
       "      <td>0.054863</td>\n",
       "      <td>3.147205e-04</td>\n",
       "      <td>7.734711</td>\n",
       "      <td>1.001461</td>\n",
       "      <td>19.509241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>2023-28</td>\n",
       "      <td>0.031825</td>\n",
       "      <td>1.648548e-04</td>\n",
       "      <td>7.766536</td>\n",
       "      <td>1.001626</td>\n",
       "      <td>20.003317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>2023-29</td>\n",
       "      <td>0.041613</td>\n",
       "      <td>2.286036e-04</td>\n",
       "      <td>7.808149</td>\n",
       "      <td>1.001855</td>\n",
       "      <td>20.705687</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    TradingWeek  Profit_No_Reinvest  Profit_Reinvest  Investment_No_Reinvest  \\\n",
       "0       2016-01            0.000000     0.000000e+00                1.000000   \n",
       "1       2016-02           -0.021983    -1.851423e-04                0.978017   \n",
       "2       2016-03           -0.005403    -7.735546e-05                0.972614   \n",
       "3       2016-04           -0.049535    -3.641351e-04                0.923078   \n",
       "4       2016-05           -0.143082    -9.716712e-04                0.779996   \n",
       "5       2016-06           -0.064595    -4.613772e-04                0.715402   \n",
       "6       2016-07            0.109387     6.673858e-04                0.824788   \n",
       "7       2016-08            0.149134     9.258313e-04                0.973922   \n",
       "8       2016-09            0.062715     3.652287e-04                1.036638   \n",
       "9       2016-10            0.038633     2.088424e-04                1.075271   \n",
       "10      2016-11            0.128139     7.907359e-04                1.203409   \n",
       "11      2016-12           -0.014940    -1.394869e-04                1.188469   \n",
       "12      2016-13            0.049705     2.810474e-04                1.238174   \n",
       "13      2016-14            0.059027     3.417836e-04                1.297202   \n",
       "14      2016-15            0.024255     1.155671e-04                1.321457   \n",
       "15      2016-16            0.003514    -1.943827e-05                1.324971   \n",
       "16      2016-17           -0.044692    -3.332409e-04                1.280278   \n",
       "17      2016-18           -0.100785    -6.981524e-04                1.179493   \n",
       "18      2016-19           -0.027558    -2.214732e-04                1.151936   \n",
       "19      2016-20            0.067528     3.967702e-04                1.219463   \n",
       "20      2016-21            0.019030     8.149244e-05                1.238493   \n",
       "21      2016-22           -0.011658    -1.181112e-04                1.226835   \n",
       "22      2016-23            0.005587    -5.939669e-06                1.232422   \n",
       "23      2016-24           -0.008674    -9.869037e-05                1.223747   \n",
       "24      2016-25           -0.097088    -6.736423e-04                1.126660   \n",
       "25      2016-26            0.127390     7.856361e-04                1.254050   \n",
       "26      2016-27            0.007793     8.411597e-06                1.261843   \n",
       "27      2016-28            0.023199     1.086083e-04                1.285042   \n",
       "28      2016-29            0.014985     5.518900e-05                1.300027   \n",
       "29      2016-30            0.062828     3.664114e-04                1.362855   \n",
       "30      2016-31           -0.013773    -1.319267e-04                1.349081   \n",
       "31      2016-32           -0.012715    -1.250213e-04                1.336367   \n",
       "32      2016-33            0.003796    -1.759008e-05                1.340163   \n",
       "33      2016-34           -0.015767    -1.448573e-04                1.324396   \n",
       "34      2016-35           -0.094459    -6.567016e-04                1.229937   \n",
       "35      2016-36           -0.010236    -1.087881e-04                1.219701   \n",
       "36      2016-37            0.062704     3.653063e-04                1.282405   \n",
       "37      2016-38            0.016481     6.489379e-05                1.298886   \n",
       "38      2016-39           -0.009986    -1.071987e-04                1.288900   \n",
       "39      2016-40           -0.029867    -2.364506e-04                1.259033   \n",
       "40      2016-41            0.005991    -3.305815e-06                1.265024   \n",
       "41      2016-42            0.024718     1.184195e-04                1.289742   \n",
       "42      2016-43            0.005900    -3.898822e-06                1.295642   \n",
       "43      2016-44           -0.040557    -3.059148e-04                1.255085   \n",
       "44      2016-45           -0.003995    -6.820876e-05                1.251090   \n",
       "45      2016-46           -0.012274    -1.220020e-04                1.238816   \n",
       "46      2016-47            0.069358     4.084334e-04                1.308174   \n",
       "47      2016-48           -0.070693    -5.017826e-04                1.237481   \n",
       "48      2016-49            0.065518     3.834462e-04                1.302999   \n",
       "49      2016-50            0.060148     3.486877e-04                1.363147   \n",
       "50      2016-51            0.060083     3.483890e-04                1.423230   \n",
       "51      2016-52            0.008141     1.067035e-05                1.431370   \n",
       "52      2017-01            0.078193     4.663029e-04                1.509563   \n",
       "53      2017-02            0.044664     2.483438e-04                1.554227   \n",
       "54      2017-03            0.035858     1.910897e-04                1.590086   \n",
       "55      2017-04            0.040088     2.186614e-04                1.630174   \n",
       "56      2017-05            0.000096    -4.170247e-05                1.630269   \n",
       "57      2017-06            0.077721     4.637380e-04                1.707990   \n",
       "58      2017-07            0.017643     7.258682e-05                1.725633   \n",
       "59      2017-08           -0.049445    -3.644682e-04                1.676188   \n",
       "60      2017-09           -0.014628    -1.375952e-04                1.661559   \n",
       "61      2017-10           -0.024823    -2.039605e-04                1.636736   \n",
       "62      2017-11            0.079585     4.757902e-04                1.716321   \n",
       "63      2017-12            0.012848     4.134677e-05                1.729169   \n",
       "64      2017-13            0.064031     3.747308e-04                1.793200   \n",
       "65      2017-14            0.093600     5.675390e-04                1.886801   \n",
       "66      2017-15            0.011326     3.146232e-05                1.898126   \n",
       "67      2017-16            0.011763     3.431496e-05                1.909890   \n",
       "68      2017-17            0.034216     1.807095e-04                1.944106   \n",
       "69      2017-18           -0.011712    -1.187676e-04                1.932393   \n",
       "70      2017-19            0.059881     3.480669e-04                1.992274   \n",
       "71      2017-20           -0.036541    -2.807407e-04                1.955733   \n",
       "72      2017-21            0.052538     3.002090e-04                2.008271   \n",
       "73      2017-22            0.051742     2.951066e-04                2.060014   \n",
       "74      2017-23            0.057905     3.354047e-04                2.117918   \n",
       "75      2017-24            0.045904     2.571904e-04                2.163823   \n",
       "76      2017-25            0.038945     2.118195e-04                2.202768   \n",
       "77      2017-26           -0.050457    -3.719260e-04                2.152311   \n",
       "78      2017-27           -0.127318    -8.735072e-04                2.024993   \n",
       "79      2017-28            0.052985     3.031694e-04                2.077978   \n",
       "80      2017-29            0.008392     1.234016e-05                2.086369   \n",
       "81      2017-30            0.026811     1.325049e-04                2.113180   \n",
       "82      2017-31            0.071681     4.252898e-04                2.184860   \n",
       "83      2017-32            0.009190     1.755727e-05                2.194050   \n",
       "84      2017-33           -0.022589    -1.898822e-04                2.171461   \n",
       "85      2017-34            0.008198     1.108205e-05                2.179659   \n",
       "86      2017-35            0.027618     1.378247e-04                2.207277   \n",
       "87      2017-36           -0.027265    -2.203966e-04                2.180012   \n",
       "88      2017-37            0.112528     6.919365e-04                2.292540   \n",
       "89      2017-38           -0.069117    -4.938136e-04                2.223423   \n",
       "90      2017-39           -0.021954    -1.857285e-04                2.201469   \n",
       "91      2017-40            0.052762     3.019092e-04                2.254231   \n",
       "92      2017-41            0.002829    -2.396261e-05                2.257061   \n",
       "93      2017-42           -0.022946    -1.922175e-04                2.234115   \n",
       "94      2017-43           -0.063712    -4.582438e-04                2.170403   \n",
       "95      2017-44           -0.039562    -3.004935e-04                2.130841   \n",
       "96      2017-45           -0.003628    -6.605005e-05                2.127213   \n",
       "97      2017-46            0.046303     2.595672e-04                2.173517   \n",
       "98      2017-47            0.008087     1.035275e-05                2.181604   \n",
       "99      2017-48           -0.022085    -1.864605e-04                2.159519   \n",
       "100     2017-49            0.034556     1.829757e-04                2.194075   \n",
       "101     2017-50            0.096368     5.862058e-04                2.290442   \n",
       "102     2017-51           -0.046637    -3.468164e-04                2.243805   \n",
       "103     2017-52           -0.036089    -2.778752e-04                2.207716   \n",
       "104     2018-01            0.023298     1.095679e-04                2.231014   \n",
       "105     2018-02            0.068538     4.047022e-04                2.299552   \n",
       "106     2018-03            0.047545     2.678601e-04                2.347096   \n",
       "107     2018-04           -0.013985    -1.337195e-04                2.333112   \n",
       "108     2018-05            0.009125     1.713389e-05                2.342237   \n",
       "109     2018-06           -0.090460    -6.328641e-04                2.251777   \n",
       "110     2018-07            0.087261     5.268028e-04                2.339038   \n",
       "111     2018-08            0.055861     3.221460e-04                2.394899   \n",
       "112     2018-09           -0.041590    -3.139523e-04                2.353309   \n",
       "113     2018-10           -0.017223    -1.548255e-04                2.336086   \n",
       "114     2018-11           -0.011289    -1.160805e-04                2.324797   \n",
       "115     2018-12           -0.055146    -4.022203e-04                2.269651   \n",
       "116     2018-13           -0.110930    -7.658879e-04                2.158721   \n",
       "117     2018-14            0.131138     8.122768e-04                2.289859   \n",
       "118     2018-15            0.009975     2.266393e-05                2.299834   \n",
       "119     2018-16           -0.027129    -2.193425e-04                2.272705   \n",
       "120     2018-17            0.019730     8.627664e-05                2.292436   \n",
       "121     2018-18            0.006534     2.222076e-07                2.298970   \n",
       "122     2018-19            0.030200     1.545641e-04                2.329170   \n",
       "123     2018-20           -0.074016    -5.251743e-04                2.255154   \n",
       "124     2018-21            0.013833     4.780760e-05                2.268988   \n",
       "125     2018-22            0.053012     3.032396e-04                2.322000   \n",
       "126     2018-23            0.095048     5.774655e-04                2.417048   \n",
       "127     2018-24            0.134026     8.321425e-04                2.551074   \n",
       "128     2018-25           -0.062015    -4.474485e-04                2.489059   \n",
       "129     2018-26            0.034435     1.823536e-04                2.523494   \n",
       "130     2018-27           -0.092786    -6.482311e-04                2.430709   \n",
       "131     2018-28            0.038776     2.105913e-04                2.469485   \n",
       "132     2018-29           -0.010090    -1.082668e-04                2.459395   \n",
       "133     2018-30           -0.045799    -3.412736e-04                2.413596   \n",
       "134     2018-31            0.171579     0.000000e+00                2.585175   \n",
       "135     2018-32            0.027524     1.371451e-04                2.612699   \n",
       "136     2018-33           -0.134123    -9.174336e-04                2.478577   \n",
       "137     2018-34            0.063194     3.695376e-04                2.541770   \n",
       "138     2018-35           -0.059047    -4.274029e-04                2.482723   \n",
       "139     2018-36           -0.120862    -8.301110e-04                2.361861   \n",
       "140     2018-37            0.127910     7.906637e-04                2.489771   \n",
       "141     2018-38            0.019711     8.610524e-05                2.509483   \n",
       "142     2018-39           -0.108278    -7.481257e-04                2.401205   \n",
       "143     2018-40           -0.004151    -6.937024e-05                2.397054   \n",
       "144     2018-41           -0.005601    -7.881355e-05                2.391453   \n",
       "145     2018-42            0.011214     3.070049e-05                2.402667   \n",
       "146     2018-43            0.272692     0.000000e+00                2.675359   \n",
       "147     2018-44            0.053372     3.052512e-04                2.728732   \n",
       "148     2018-45            0.018336     7.710198e-05                2.747067   \n",
       "149     2018-46            0.017341     7.063073e-05                2.764409   \n",
       "150     2018-47           -0.073882    -5.237148e-04                2.690527   \n",
       "151     2018-48            0.082153     4.926486e-04                2.772680   \n",
       "152     2018-49            0.027871     1.392336e-04                2.800551   \n",
       "153     2018-50            0.028122     1.408895e-04                2.828673   \n",
       "154     2018-51           -0.119119    -8.186536e-04                2.709554   \n",
       "155     2018-52            0.050594     2.871255e-04                2.760148   \n",
       "156     2019-01           -0.041962    -3.156579e-04                2.718186   \n",
       "157     2019-02            0.099578     6.060758e-04                2.817764   \n",
       "158     2019-03           -0.123086    -8.443051e-04                2.694678   \n",
       "159     2019-04           -0.010770    -1.124254e-04                2.683909   \n",
       "160     2019-05            0.057570     3.324272e-04                2.741479   \n",
       "161     2019-06           -0.014031    -1.336845e-04                2.727448   \n",
       "162     2019-07            0.013302     4.428298e-05                2.740750   \n",
       "163     2019-08           -0.036276    -2.785073e-04                2.704473   \n",
       "164     2019-09            0.006771     1.766768e-06                2.711245   \n",
       "165     2019-10           -0.029627    -2.351519e-04                2.681617   \n",
       "166     2019-11           -0.024154    -1.994786e-04                2.657464   \n",
       "167     2019-12           -0.033075    -2.574778e-04                2.624389   \n",
       "168     2019-13            0.064452     3.769465e-04                2.688841   \n",
       "169     2019-14           -0.011009    -1.139279e-04                2.677832   \n",
       "170     2019-15           -0.019904    -1.717885e-04                2.657928   \n",
       "171     2019-16            0.027270     1.351072e-04                2.685198   \n",
       "172     2019-17           -0.133001    -9.075845e-04                2.552197   \n",
       "173     2019-18            0.091088     5.498255e-04                2.643285   \n",
       "174     2019-19           -0.054316    -3.955268e-04                2.588969   \n",
       "175     2019-20           -0.112446    -7.732749e-04                2.476522   \n",
       "176     2019-21           -0.090169    -6.279620e-04                2.386354   \n",
       "177     2019-22           -0.022194    -1.862820e-04                2.364159   \n",
       "178     2019-23            0.110950     6.779577e-04                2.475109   \n",
       "179     2019-24            0.057454     3.309503e-04                2.532563   \n",
       "180     2019-25            0.038791     2.098046e-04                2.571354   \n",
       "181     2019-26            0.013712     4.686638e-05                2.585066   \n",
       "182     2019-27            0.049640     2.803632e-04                2.634706   \n",
       "183     2019-28            0.057894     3.341027e-04                2.692600   \n",
       "184     2019-29            0.059952     3.475950e-04                2.752552   \n",
       "185     2019-30           -0.110240    -7.594195e-04                2.642312   \n",
       "186     2019-31            0.034127     1.795813e-04                2.676438   \n",
       "187     2019-32            0.009359     1.858794e-05                2.685797   \n",
       "188     2019-33           -0.057625    -4.169118e-04                2.628172   \n",
       "189     2019-34           -0.032329    -2.523426e-04                2.595844   \n",
       "190     2019-35            0.073719     4.367333e-04                2.669562   \n",
       "191     2019-36            0.014656     5.301194e-05                2.684218   \n",
       "192     2019-37            0.084539     5.072849e-04                2.768757   \n",
       "193     2019-38           -0.012179    -1.214803e-04                2.756578   \n",
       "194     2019-39            0.012776     4.080920e-05                2.769354   \n",
       "195     2019-40           -0.037691    -2.873822e-04                2.731663   \n",
       "196     2019-41            0.077623     4.623913e-04                2.809286   \n",
       "197     2019-42            0.043048     2.377223e-04                2.852334   \n",
       "198     2019-43            0.277019     0.000000e+00                3.129353   \n",
       "199     2019-44           -0.038665    -2.938371e-04                3.090688   \n",
       "200     2019-45            0.082559     4.946822e-04                3.173247   \n",
       "201     2019-46            0.051081     2.900950e-04                3.224328   \n",
       "202     2019-47           -0.047820    -3.535735e-04                3.176507   \n",
       "203     2019-48           -0.002808    -6.056609e-05                3.173699   \n",
       "204     2019-49            0.024534     1.173331e-04                3.198233   \n",
       "205     2019-50            0.073486     4.358867e-04                3.271719   \n",
       "206     2019-51            0.138200     8.573597e-04                3.409919   \n",
       "207     2019-52            0.067621     3.982337e-04                3.477540   \n",
       "208     2020-01            0.035846     1.912816e-04                3.513386   \n",
       "209     2020-02            0.085821     5.171214e-04                3.599207   \n",
       "210     2020-03            0.074157     4.413042e-04                3.673364   \n",
       "211     2020-04            0.112906     6.943574e-04                3.786269   \n",
       "212     2020-05            0.151818     0.000000e+00                3.938087   \n",
       "213     2020-06            0.156369     9.786555e-04                4.094456   \n",
       "214     2020-07            0.075959     4.540139e-04                4.170415   \n",
       "215     2020-08            0.132708     8.253232e-04                4.303123   \n",
       "216     2020-09           -0.252113    -1.692560e-03                4.051010   \n",
       "217     2020-10            0.059630     3.471362e-04                4.110639   \n",
       "218     2020-11           -0.216477    -1.457384e-03                3.894162   \n",
       "219     2020-12           -0.211366    -1.421914e-03                3.682796   \n",
       "220     2020-13            0.203097     0.000000e+00                3.885893   \n",
       "221     2020-14           -0.060282    -4.352390e-04                3.825611   \n",
       "222     2020-15            0.193725     0.000000e+00                4.019336   \n",
       "223     2020-16            0.315689     0.000000e+00                4.335025   \n",
       "224     2020-17           -0.031622    -2.483468e-04                4.303403   \n",
       "225     2020-18           -0.026362    -2.140271e-04                4.277041   \n",
       "226     2020-19            0.168397     0.000000e+00                4.445438   \n",
       "227     2020-20           -0.018213    -1.609152e-04                4.427225   \n",
       "228     2020-21            0.028661     1.442744e-04                4.455886   \n",
       "229     2020-22            0.028682     1.444348e-04                4.484568   \n",
       "230     2020-23            0.067171     3.951055e-04                4.551738   \n",
       "231     2020-24            0.062526     3.650025e-04                4.614264   \n",
       "232     2020-25            0.076661     4.572553e-04                4.690925   \n",
       "233     2020-26           -0.034623    -2.681311e-04                4.656302   \n",
       "234     2020-27            0.259362     0.000000e+00                4.915664   \n",
       "235     2020-28            0.277986     0.000000e+00                5.193650   \n",
       "236     2020-29           -0.021862    -1.848798e-04                5.171787   \n",
       "237     2020-30           -0.049362    -3.640682e-04                5.122425   \n",
       "238     2020-31            0.016211     6.326419e-05                5.138636   \n",
       "239     2020-32            0.021841     9.995469e-05                5.160477   \n",
       "240     2020-33            0.142797     8.881064e-04                5.303274   \n",
       "241     2020-34            0.241878     0.000000e+00                5.545152   \n",
       "242     2020-35            0.086218     5.198992e-04                5.631370   \n",
       "243     2020-36           -0.048528    -3.590671e-04                5.582841   \n",
       "244     2020-37           -0.102507    -7.110324e-04                5.480334   \n",
       "245     2020-38            0.186279     0.000000e+00                5.666613   \n",
       "246     2020-39           -0.072229    -5.131680e-04                5.594384   \n",
       "247     2020-40            0.025526     1.239500e-04                5.619910   \n",
       "248     2020-41            0.052056     2.968293e-04                5.671966   \n",
       "249     2020-42            0.019565     8.514875e-05                5.691531   \n",
       "250     2020-43           -0.036805    -2.822682e-04                5.654726   \n",
       "251     2020-44           -0.070979    -5.048755e-04                5.583747   \n",
       "252     2020-45            0.114504     7.034323e-04                5.698251   \n",
       "253     2020-46           -0.043389    -3.251583e-04                5.654862   \n",
       "254     2020-47            0.198556     0.000000e+00                5.853417   \n",
       "255     2020-48            0.196381     0.000000e+00                6.049798   \n",
       "256     2020-49            0.029171     1.477146e-04                6.078969   \n",
       "257     2020-50            0.024779     1.191155e-04                6.103749   \n",
       "258     2020-51            0.145863     9.082552e-04                6.249612   \n",
       "259     2020-52           -0.041313    -3.118887e-04                6.208299   \n",
       "260     2020-53            0.072837     4.325897e-04                6.281136   \n",
       "261     2021-01            0.247070     0.000000e+00                6.528206   \n",
       "262     2021-02           -0.054703    -3.992822e-04                6.473503   \n",
       "263     2021-03            0.031289     1.616585e-04                6.504792   \n",
       "264     2021-04           -0.056230    -4.091477e-04                6.448562   \n",
       "265     2021-05            0.080473     4.822813e-04                6.529035   \n",
       "266     2021-06           -0.035871    -2.763789e-04                6.493164   \n",
       "267     2021-07           -0.036165    -2.782216e-04                6.456999   \n",
       "268     2021-08           -0.128915    -8.828001e-04                6.328083   \n",
       "269     2021-09           -0.108304    -7.477714e-04                6.219780   \n",
       "270     2021-10            0.160181     0.000000e+00                6.379960   \n",
       "271     2021-11           -0.049516    -3.645865e-04                6.330444   \n",
       "272     2021-12           -0.048717    -3.592553e-04                6.281727   \n",
       "273     2021-13            0.076064     4.524380e-04                6.357791   \n",
       "274     2021-14            0.029575     1.501469e-04                6.387366   \n",
       "275     2021-15            0.099200     6.032772e-04                6.486567   \n",
       "276     2021-16           -0.007531    -9.136772e-05                6.479035   \n",
       "277     2021-17           -0.020865    -1.781773e-04                6.458171   \n",
       "278     2021-18           -0.045752    -3.401629e-04                6.412418   \n",
       "279     2021-19           -0.116394    -7.997646e-04                6.296024   \n",
       "280     2021-20           -0.008524    -9.769214e-05                6.287501   \n",
       "281     2021-21            0.082832     4.963094e-04                6.370333   \n",
       "282     2021-22           -0.035357    -2.722885e-04                6.334976   \n",
       "283     2021-23            0.024595     1.176809e-04                6.359571   \n",
       "284     2021-24            0.028504     1.431178e-04                6.388075   \n",
       "285     2021-25            0.084407     5.067901e-04                6.472482   \n",
       "286     2021-26            0.016963     6.809959e-05                6.489445   \n",
       "287     2021-27           -0.025832    -2.104417e-04                6.463614   \n",
       "288     2021-28           -0.012877    -1.260979e-04                6.450736   \n",
       "289     2021-29            0.005196    -8.483969e-06                6.455932   \n",
       "290     2021-30            0.074609     4.431574e-04                6.530541   \n",
       "291     2021-31            0.023817     1.127224e-04                6.554358   \n",
       "292     2021-32            0.032348     1.682725e-04                6.586705   \n",
       "293     2021-33           -0.044966    -3.351119e-04                6.541739   \n",
       "294     2021-34            0.053041     3.029414e-04                6.594780   \n",
       "295     2021-35            0.036911     1.980067e-04                6.631691   \n",
       "296     2021-36            0.010181     2.396988e-05                6.641872   \n",
       "297     2021-37            0.038037     2.053877e-04                6.679909   \n",
       "298     2021-38            0.026118     1.277920e-04                6.706027   \n",
       "299     2021-39            0.007572     6.982660e-06                6.713599   \n",
       "300     2021-40            0.019748     8.630575e-05                6.733347   \n",
       "301     2021-41            0.079754     4.772702e-04                6.813101   \n",
       "302     2021-42            0.085560     5.153449e-04                6.898661   \n",
       "303     2021-43            0.224607     0.000000e+00                7.123267   \n",
       "304     2021-44            0.103529     6.327975e-04                7.226796   \n",
       "305     2021-45           -0.147883    -1.007484e-03                7.078913   \n",
       "306     2021-46            0.106788     6.538118e-04                7.185701   \n",
       "307     2021-47           -0.041993    -3.163502e-04                7.143708   \n",
       "308     2021-48           -0.055381    -4.035562e-04                7.088327   \n",
       "309     2021-49            0.008530     1.323103e-05                7.096857   \n",
       "310     2021-50           -0.076546    -5.413734e-04                7.020311   \n",
       "311     2021-51            0.150650     9.392033e-04                7.170961   \n",
       "312     2021-52           -0.003078    -6.246482e-05                7.167883   \n",
       "313     2022-01           -0.021718    -1.840127e-04                7.146165   \n",
       "314     2022-02            0.028555     1.438000e-04                7.174720   \n",
       "315     2022-03           -0.094214    -6.567427e-04                7.080507   \n",
       "316     2022-04           -0.096848    -6.734789e-04                6.983659   \n",
       "317     2022-05            0.097443     5.922466e-04                7.081102   \n",
       "318     2022-06           -0.062079    -4.468654e-04                7.019024   \n",
       "319     2022-07            0.002988    -2.287158e-05                7.022012   \n",
       "320     2022-08           -0.048472    -3.580359e-04                6.973540   \n",
       "321     2022-09            0.041592     2.284743e-04                7.015132   \n",
       "322     2022-10           -0.044723    -3.335764e-04                6.970409   \n",
       "323     2022-11            0.144854     9.006902e-04                7.115263   \n",
       "324     2022-12            0.122748     7.574608e-04                7.238011   \n",
       "325     2022-13            0.079671     4.771372e-04                7.317683   \n",
       "326     2022-14           -0.047991    -3.554924e-04                7.269692   \n",
       "327     2022-15           -0.032983    -2.574957e-04                7.236708   \n",
       "328     2022-16            0.026855     1.327150e-04                7.263564   \n",
       "329     2022-17           -0.127115    -8.712772e-04                7.136449   \n",
       "330     2022-18            0.000632    -3.823372e-05                7.137080   \n",
       "331     2022-19           -0.104469    -7.229471e-04                7.032611   \n",
       "332     2022-20           -0.130833    -8.940616e-04                6.901779   \n",
       "333     2022-21            0.150693     9.378872e-04                7.052472   \n",
       "334     2022-22           -0.067325    -4.806381e-04                6.985147   \n",
       "335     2022-23           -0.003251    -6.345017e-05                6.981896   \n",
       "336     2022-24           -0.060115    -4.334590e-04                6.921781   \n",
       "337     2022-25            0.140042     8.685752e-04                7.061824   \n",
       "338     2022-26           -0.068562    -4.886379e-04                6.993261   \n",
       "339     2022-27            0.109904     6.728083e-04                7.103165   \n",
       "340     2022-28           -0.036156    -2.777341e-04                7.067009   \n",
       "341     2022-29            0.140532     8.724360e-04                7.207541   \n",
       "342     2022-30            0.097987     5.960194e-04                7.305528   \n",
       "343     2022-31           -0.023720    -1.969973e-04                7.281808   \n",
       "344     2022-32            0.047656     2.682320e-04                7.329464   \n",
       "345     2022-33           -0.004710    -7.307989e-05                7.324754   \n",
       "346     2022-34           -0.022410    -1.884557e-04                7.302344   \n",
       "347     2022-35           -0.055564    -4.044992e-04                7.246780   \n",
       "348     2022-36            0.115563     7.105288e-04                7.362343   \n",
       "349     2022-37            0.018746     7.984000e-05                7.381090   \n",
       "350     2022-38           -0.085869    -6.022401e-04                7.295221   \n",
       "351     2022-39           -0.030111    -2.385563e-04                7.265110   \n",
       "352     2022-40           -0.152520    -1.035934e-03                7.112591   \n",
       "353     2022-41           -0.074551    -5.274596e-04                7.038040   \n",
       "354     2022-42            0.052600     2.998486e-04                7.090640   \n",
       "355     2022-43            0.072159     4.271989e-04                7.162799   \n",
       "356     2022-44           -0.085614    -5.995790e-04                7.077184   \n",
       "357     2022-45           -0.048930    -3.605794e-04                7.028255   \n",
       "358     2022-46           -0.074023    -5.236237e-04                6.954232   \n",
       "359     2022-47            0.021318     9.630635e-05                6.975550   \n",
       "360     2022-48            0.072124     4.265588e-04                7.047674   \n",
       "361     2022-49           -0.074635    -5.276072e-04                6.973039   \n",
       "362     2022-50           -0.154461    -1.046146e-03                6.818578   \n",
       "363     2022-51           -0.173757    -1.170334e-03                6.644821   \n",
       "364     2022-52            0.006744     1.579671e-06                6.651565   \n",
       "365     2023-01           -0.075656    -5.327823e-04                6.575909   \n",
       "366     2023-02            0.089111     5.354458e-04                6.665020   \n",
       "367     2023-03            0.096533     5.838625e-04                6.761552   \n",
       "368     2023-04            0.333383     0.000000e+00                7.094936   \n",
       "369     2023-05            0.074403     4.406114e-04                7.169339   \n",
       "370     2023-06            0.042872     2.361167e-04                7.212211   \n",
       "371     2023-07            0.064502     3.766182e-04                7.276713   \n",
       "372     2023-08           -0.048370    -3.564171e-04                7.228343   \n",
       "373     2023-09            0.011122     3.001247e-05                7.239465   \n",
       "374     2023-10           -0.116610    -7.994205e-04                7.122855   \n",
       "375     2023-11            0.045072     2.502708e-04                7.167927   \n",
       "376     2023-12            0.063570     3.703812e-04                7.231497   \n",
       "377     2023-13            0.096044     5.813501e-04                7.327541   \n",
       "378     2023-14           -0.101473    -7.014061e-04                7.226068   \n",
       "379     2023-15            0.006176    -2.104627e-06                7.232244   \n",
       "380     2023-16           -0.101176    -6.989844e-04                7.131068   \n",
       "381     2023-17            0.001836    -3.025829e-05                7.132904   \n",
       "382     2023-18            0.041495     2.270056e-04                7.174398   \n",
       "383     2023-19           -0.005731    -7.935843e-05                7.168667   \n",
       "384     2023-20            0.078890     4.696486e-04                7.247557   \n",
       "385     2023-21            0.078833     4.694999e-04                7.326390   \n",
       "386     2023-22            0.114177     6.992446e-04                7.440567   \n",
       "387     2023-23            0.148716     9.241835e-04                7.589283   \n",
       "388     2023-24            0.072539     4.295495e-04                7.661822   \n",
       "389     2023-25           -0.008622    -9.840542e-05                7.653200   \n",
       "390     2023-26            0.026648     1.310952e-04                7.679848   \n",
       "391     2023-27            0.054863     3.147205e-04                7.734711   \n",
       "392     2023-28            0.031825     1.648548e-04                7.766536   \n",
       "393     2023-29            0.041613     2.286036e-04                7.808149   \n",
       "\n",
       "     Investment_Reinvest  Stock_Value  \n",
       "0               1.000000     1.000000  \n",
       "1               0.999815     0.971517  \n",
       "2               0.999738     0.959953  \n",
       "3               0.999373     0.906161  \n",
       "4               0.998402     0.770616  \n",
       "5               0.997940     0.715829  \n",
       "6               0.998608     0.789479  \n",
       "7               0.999534     0.902085  \n",
       "8               0.999899     0.952796  \n",
       "9               1.000108     0.983412  \n",
       "10              1.000898     1.103033  \n",
       "11              1.000759     1.079384  \n",
       "12              1.001040     1.126019  \n",
       "13              1.001382     1.185166  \n",
       "14              1.001497     1.206208  \n",
       "15              1.001478     1.202607  \n",
       "16              1.001145     1.141043  \n",
       "17              1.000446     1.018626  \n",
       "18              1.000225     0.983934  \n",
       "19              1.000622     1.043981  \n",
       "20              1.000703     1.057062  \n",
       "21              1.000585     1.037867  \n",
       "22              1.000579     1.036919  \n",
       "23              1.000480     1.021185  \n",
       "24              0.999807     0.915403  \n",
       "25              1.000592     1.026066  \n",
       "26              1.000601     1.027393  \n",
       "27              1.000709     1.044550  \n",
       "28              1.000765     1.053412  \n",
       "29              1.001131     1.112749  \n",
       "30              1.000999     1.090190  \n",
       "31              1.000874     1.069242  \n",
       "32              1.000857     1.066351  \n",
       "33              1.000712     1.042607  \n",
       "34              1.000055     0.937346  \n",
       "35              0.999946     0.921659  \n",
       "36              1.000312     0.973460  \n",
       "37              1.000376     0.983175  \n",
       "38              1.000269     0.966967  \n",
       "39              1.000033     0.931801  \n",
       "40              1.000029     0.931327  \n",
       "41              1.000148     0.948294  \n",
       "42              1.000144     0.947725  \n",
       "43              0.999838     0.903128  \n",
       "44              0.999770     0.893649  \n",
       "45              0.999648     0.876872  \n",
       "46              1.000056     0.931990  \n",
       "47              0.999554     0.860047  \n",
       "48              0.999938     0.910806  \n",
       "49              1.000287     0.959668  \n",
       "50              1.000635     1.011090  \n",
       "51              1.000646     1.012749  \n",
       "52              1.001112     1.085355  \n",
       "53              1.001360     1.126777  \n",
       "54              1.001551     1.159858  \n",
       "55              1.001770     1.198815  \n",
       "56              1.001728     1.191137  \n",
       "57              1.002192     1.275972  \n",
       "58              1.002265     1.290189  \n",
       "59              1.001900     1.218009  \n",
       "60              1.001763     1.192275  \n",
       "61              1.001559     1.154929  \n",
       "62              1.002034     1.239336  \n",
       "63              1.002076     1.247204  \n",
       "64              1.002451     1.318957  \n",
       "65              1.003018     1.433839  \n",
       "66              1.003050     1.440758  \n",
       "67              1.003084     1.448341  \n",
       "68              1.003265     1.488483  \n",
       "69              1.003146     1.461374  \n",
       "70              1.003494     1.539384  \n",
       "71              1.003213     1.473128  \n",
       "72              1.003513     1.540948  \n",
       "73              1.003808     1.610664  \n",
       "74              1.004144     1.693460  \n",
       "75              1.004401     1.760190  \n",
       "76              1.004613     1.817299  \n",
       "77              1.004241     1.713791  \n",
       "78              1.003367     1.484455  \n",
       "79              1.003671     1.553460  \n",
       "80              1.003683     1.556398  \n",
       "81              1.003815     1.588009  \n",
       "82              1.004241     1.691517  \n",
       "83              1.004258     1.696066  \n",
       "84              1.004068     1.646730  \n",
       "85              1.004079     1.649526  \n",
       "86              1.004217     1.684360  \n",
       "87              1.003997     1.627488  \n",
       "88              1.004689     1.800047  \n",
       "89              1.004195     1.663934  \n",
       "90              1.004009     1.616588  \n",
       "91              1.004311     1.691374  \n",
       "92              1.004287     1.685166  \n",
       "93              1.004095     1.635545  \n",
       "94              1.003637     1.520711  \n",
       "95              1.003336     1.450663  \n",
       "96              1.003270     1.435972  \n",
       "97              1.003530     1.493128  \n",
       "98              1.003540     1.495498  \n",
       "99              1.003354     1.452749  \n",
       "100             1.003537     1.493507  \n",
       "101             1.004123     1.627725  \n",
       "102             1.003776     1.541232  \n",
       "103             1.003498     1.475592  \n",
       "104             1.003608     1.500379  \n",
       "105             1.004012     1.593460  \n",
       "106             1.004280     1.658863  \n",
       "107             1.004147     1.624882  \n",
       "108             1.004164     1.629147  \n",
       "109             1.003531     1.471185  \n",
       "110             1.004058     1.590000  \n",
       "111             1.004380     1.668483  \n",
       "112             1.004066     1.588246  \n",
       "113             1.003911     1.550569  \n",
       "114             1.003795     1.522986  \n",
       "115             1.003393     1.429100  \n",
       "116             1.002627     1.261280  \n",
       "117             1.003439     1.418483  \n",
       "118             1.003462     1.423412  \n",
       "119             1.003242     1.375545  \n",
       "120             1.003329     1.393744  \n",
       "121             1.003329     1.393792  \n",
       "122             1.003484     1.426825  \n",
       "123             1.002958     1.311943  \n",
       "124             1.003006     1.321564  \n",
       "125             1.003309     1.383033  \n",
       "126             1.003887     1.505498  \n",
       "127             1.004719     1.697488  \n",
       "128             1.004272     1.581185  \n",
       "129             1.004454     1.625355  \n",
       "130             1.003806     1.463981  \n",
       "131             1.004016     1.511232  \n",
       "132             1.003908     1.486161  \n",
       "133             1.003567     1.408436  \n",
       "134             1.003567     1.650095  \n",
       "135             1.003704     1.684787  \n",
       "136             1.002786     1.447867  \n",
       "137             1.003156     1.529953  \n",
       "138             1.002729     1.429668  \n",
       "139             1.001898     1.247583  \n",
       "140             1.002689     1.399052  \n",
       "141             1.002775     1.417536  \n",
       "142             1.002027     1.254834  \n",
       "143             1.001958     1.241469  \n",
       "144             1.001879     1.226446  \n",
       "145             1.001910     1.232227  \n",
       "146             1.001910     1.568246  \n",
       "147             1.002215     1.641754  \n",
       "148             1.002292     1.661185  \n",
       "149             1.002363     1.679194  \n",
       "150             1.001839     1.544218  \n",
       "151             1.002332     1.661043  \n",
       "152             1.002471     1.696540  \n",
       "153             1.002612     1.733223  \n",
       "154             1.001793     1.515498  \n",
       "155             1.002080     1.582322  \n",
       "156             1.001764     1.505640  \n",
       "157             1.002371     1.645782  \n",
       "158             1.001526     1.432512  \n",
       "159             1.001414     1.407773  \n",
       "160             1.001746     1.479668  \n",
       "161             1.001613     1.449289  \n",
       "162             1.001657     1.459147  \n",
       "163             1.001378     1.396730  \n",
       "164             1.001380     1.397109  \n",
       "165             1.001145     1.346635  \n",
       "166             1.000945     1.305355  \n",
       "167             1.000688     1.253697  \n",
       "168             1.001065     1.326351  \n",
       "169             1.000951     1.303128  \n",
       "170             1.000779     1.268720  \n",
       "171             1.000914     1.295071  \n",
       "172             1.000007     1.114408  \n",
       "173             1.000557     1.208673  \n",
       "174             1.000161     1.135166  \n",
       "175             0.999388     1.000142  \n",
       "176             0.998760     0.903460  \n",
       "177             0.998574     0.877536  \n",
       "178             0.999251     0.969194  \n",
       "179             0.999582     1.018578  \n",
       "180             0.999792     1.051469  \n",
       "181             0.999839     1.059052  \n",
       "182             1.000119     1.104739  \n",
       "183             1.000454     1.161517  \n",
       "184             1.000801     1.223602  \n",
       "185             1.000042     1.080758  \n",
       "186             1.000221     1.110616  \n",
       "187             1.000240     1.113791  \n",
       "188             0.999823     1.042370  \n",
       "189             0.999571     1.001896  \n",
       "190             1.000007     1.069242  \n",
       "191             1.000060     1.077962  \n",
       "192             1.000568     1.162085  \n",
       "193             1.000446     1.140379  \n",
       "194             1.000487     1.147536  \n",
       "195             1.000200     1.096825  \n",
       "196             1.000662     1.174834  \n",
       "197             1.000900     1.217772  \n",
       "198             1.000900     1.555118  \n",
       "199             1.000606     1.484881  \n",
       "200             1.001101     1.597820  \n",
       "201             1.001391     1.669052  \n",
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       "204             1.001094     1.591896  \n",
       "205             1.001530     1.698531  \n",
       "206             1.002387     1.922227  \n",
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       "208             1.002977     2.099573  \n",
       "209             1.003494     2.266114  \n",
       "210             1.003935     2.419431  \n",
       "211             1.004629     2.676872  \n",
       "212             1.004629     3.083270  \n",
       "213             1.005608     3.545355  \n",
       "214             1.006062     3.791611  \n",
       "215             1.006887     4.270142  \n",
       "216             1.005195     3.165829  \n",
       "217             1.005542     3.334028  \n",
       "218             1.004085     2.590616  \n",
       "219             1.002663     2.026209  \n",
       "220             1.002663     2.437725  \n",
       "221             1.002227     2.274929  \n",
       "222             1.002227     2.715640  \n",
       "223             1.002227     3.572938  \n",
       "224             1.001979     3.436730  \n",
       "225             1.001765     3.323791  \n",
       "226             1.001765     3.883507  \n",
       "227             1.001604     3.787535  \n",
       "228             1.001748     3.871469  \n",
       "229             1.001893     3.957346  \n",
       "230             1.002288     4.197441  \n",
       "231             1.002653     4.432607  \n",
       "232             1.003110     4.743602  \n",
       "233             1.002842     4.548531  \n",
       "234             1.002842     5.728246  \n",
       "235             1.002842     7.320616  \n",
       "236             1.002657     7.112986  \n",
       "237             1.002293     6.715640  \n",
       "238             1.002356     6.780853  \n",
       "239             1.002456     6.884882  \n",
       "240             1.003345     7.823270  \n",
       "241             1.003345     9.715544  \n",
       "242             1.003864    10.490047  \n",
       "243             1.003505     9.912796  \n",
       "244             1.002794     8.832227  \n",
       "245             1.002794    10.477488  \n",
       "246             1.002281     9.652606  \n",
       "247             1.002405     9.836255  \n",
       "248             1.002702    10.284360  \n",
       "249             1.002787    10.418720  \n",
       "250             1.002505     9.967536  \n",
       "251             1.002000     9.195260  \n",
       "252             1.002703    10.188388  \n",
       "253             1.002378     9.680095  \n",
       "254             1.002378    11.602133  \n",
       "255             1.002378    13.880568  \n",
       "256             1.002526    14.195260  \n",
       "257             1.002645    14.454739  \n",
       "258             1.003553    16.469194  \n",
       "259             1.003241    15.681753  \n",
       "260             1.003674    16.722037  \n",
       "261             1.003674    20.853554  \n",
       "262             1.003275    19.577250  \n",
       "263             1.003436    20.062558  \n",
       "264             1.003027    18.804029  \n",
       "265             1.003509    20.195023  \n",
       "266             1.003233    19.339337  \n",
       "267             1.002955    18.514217  \n",
       "268             1.002072    16.007109  \n",
       "269             1.001324    14.169431  \n",
       "270             1.001324    16.439099  \n",
       "271             1.000960    15.518246  \n",
       "272             1.000600    14.661374  \n",
       "273             1.001053    15.681279  \n",
       "274             1.001203    16.043128  \n",
       "275             1.001806    17.530332  \n",
       "276             1.001715    17.284360  \n",
       "277             1.001537    16.811374  \n",
       "278             1.001197    15.932938  \n",
       "279             1.000397    13.974881  \n",
       "280             1.000299    13.764928  \n",
       "281             1.000795    14.815639  \n",
       "282             1.000523    14.195497  \n",
       "283             1.000641    14.452369  \n",
       "284             1.000784    14.770379  \n",
       "285             1.001291    15.921090  \n",
       "286             1.001359    16.087678  \n",
       "287             1.001148    15.567535  \n",
       "288             1.001022    15.265877  \n",
       "289             1.001014    15.245972  \n",
       "290             1.001457    16.284360  \n",
       "291             1.001570    16.566351  \n",
       "292             1.001738    16.994550  \n",
       "293             1.001403    16.119904  \n",
       "294             1.001706    16.870142  \n",
       "295             1.001904    17.383175  \n",
       "296             1.001928    17.447156  \n",
       "297             1.002133    17.997393  \n",
       "298             1.002261    18.350474  \n",
       "299             1.002268    18.370142  \n",
       "300             1.002354    18.613506  \n",
       "301             1.002832    19.977014  \n",
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       "304             1.003980    28.959479  \n",
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       "306             1.003626    26.944548  \n",
       "307             1.003310    25.637915  \n",
       "308             1.002906    24.051421  \n",
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       "310             1.002378    22.098814  \n",
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       "312             1.003255    25.042180  \n",
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       "314             1.003215    24.872274  \n",
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       "316             1.001884    20.055687  \n",
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       "319             1.002007    20.307583  \n",
       "320             1.001649    19.191232  \n",
       "321             1.001877    19.864691  \n",
       "322             1.001544    18.847156  \n",
       "323             1.002444    21.454738  \n",
       "324             1.003202    23.948815  \n",
       "325             1.003679    25.701184  \n",
       "326             1.003323    24.300709  \n",
       "327             1.003066    23.341232  \n",
       "328             1.003199    23.816350  \n",
       "329             1.002327    20.634122  \n",
       "330             1.002289    20.513032  \n",
       "331             1.001566    18.236729  \n",
       "332             1.000672    15.732227  \n",
       "333             1.001610    18.000711  \n",
       "334             1.001129    16.671800  \n",
       "335             1.001066    16.509241  \n",
       "336             1.000632    15.409478  \n",
       "337             1.001501    17.467298  \n",
       "338             1.001012    16.156161  \n",
       "339             1.001685    17.826777  \n",
       "340             1.001408    17.066350  \n",
       "341             1.002280    19.353792  \n",
       "342             1.002876    21.124407  \n",
       "343             1.002679    20.486019  \n",
       "344             1.002947    21.329146  \n",
       "345             1.002874    21.090046  \n",
       "346             1.002686    20.480331  \n",
       "347             1.002281    19.209241  \n",
       "348             1.002992    21.304264  \n",
       "349             1.003072    21.565166  \n",
       "350             1.002469    19.573221  \n",
       "351             1.002231    18.856635  \n",
       "352             1.001195    15.858057  \n",
       "353             1.000667    14.572749  \n",
       "354             1.000967    15.244550  \n",
       "355             1.001394    16.245498  \n",
       "356             1.000795    14.749052  \n",
       "357             1.000434    13.931516  \n",
       "358             0.999911    12.809715  \n",
       "359             1.000007    12.999526  \n",
       "360             1.000433    13.852606  \n",
       "361             0.999906    12.728673  \n",
       "362             0.998860    10.679857  \n",
       "363             0.997689     8.754739  \n",
       "364             0.997691     8.756872  \n",
       "365             0.997158     8.037440  \n",
       "366             0.997694     8.701422  \n",
       "367             0.998277     9.484834  \n",
       "368             0.998277    12.646919  \n",
       "369             0.998718    13.505687  \n",
       "370             0.998954    13.996919  \n",
       "371             0.999331    14.808767  \n",
       "372             0.998974    13.996209  \n",
       "373             0.999004    14.060900  \n",
       "374             0.998205    12.329858  \n",
       "375             0.998455    12.805450  \n",
       "376             0.998826    13.536256  \n",
       "377             0.999407    14.748341  \n",
       "378             0.998706    13.155924  \n",
       "379             0.998703    13.151658  \n",
       "380             0.998005    11.735545  \n",
       "381             0.997974    11.680805  \n",
       "382             0.998201    12.089573  \n",
       "383             0.998122    11.941706  \n",
       "384             0.998592    12.806161  \n",
       "385             0.999061    13.732464  \n",
       "386             0.999760    15.211137  \n",
       "387             1.000684    17.374407  \n",
       "388             1.001114    18.521801  \n",
       "389             1.001016    18.241706  \n",
       "390             1.001147    18.609240  \n",
       "391             1.001461    19.509241  \n",
       "392             1.001626    20.003317  \n",
       "393             1.001855    20.705687  "
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Initialize the profit and investment column\n",
    "pd.set_option('display.max_rows', 500)\n",
    "\n",
    "init_invest = 1.0\n",
    "weekly_df['Profit_No_Reinvest'] = 0.0\n",
    "weekly_df['Investment_No_Reinvest'] = init_invest # The initial investment is $1\n",
    "\n",
    "weekly_df['Profit_Reinvest'] = 0.0\n",
    "weekly_df['Investment_Reinvest'] = init_invest  # The initial investment is $1\n",
    "\n",
    "strike_factor = 1.15  # Adjust strike factor to 1.3\n",
    "premium = 0.0065\n",
    "leverage = 5\n",
    "for i in range(1, len(weekly_df)):\n",
    "    prev_close = weekly_df.loc[weekly_df.index[i-1], 'Adj Close']\n",
    "    this_close = weekly_df.loc[weekly_df.index[i], 'Adj Close']\n",
    "    strike_price = prev_close * strike_factor\n",
    "    # Calculate One Share Profit\n",
    "    if this_close < strike_price:\n",
    "        profit = prev_close * premium\n",
    "    else:\n",
    "         # calculate loss in the future\n",
    "        profit = 0 #prev_close * premium - leverage * (this_close - strike_price) \n",
    "   \n",
    "    # percentage profit, as we use $1 to evaluate each week. \n",
    "    weekly_option_return = profit / weekly_df.loc[weekly_df.index[i-1], 'Adj Close']\n",
    "    weekly_stock_return = (this_close - prev_close) / prev_close\n",
    "    # No Re-invest\n",
    "    # Each week's profit is the calculated profit x initial_invest\n",
    "    # Investment_No_Reinvest is the cum sum of each week profit\n",
    "    weekly_df.loc[weekly_df.index[i], 'Profit_No_Reinvest'] = weekly_option_return + weekly_stock_return\n",
    "    weekly_df.loc[weekly_df.index[i], 'Investment_No_Reinvest'] = (\n",
    "        weekly_df.loc[weekly_df.index[i-1], 'Investment_No_Reinvest'] + # Previous Investment \n",
    "        weekly_df.loc[weekly_df.index[i], 'Profit_No_Reinvest'] # Option Trading Profit \n",
    "    )\n",
    "\n",
    "    # Re-invest\n",
    "    # For reinvest, each week's profit is the total value of all stocks at the end of the week times the premium\n",
    "    weekly_df.loc[weekly_df.index[i], 'Profit_Reinvest'] = (\n",
    "        weekly_option_return * weekly_df.loc[weekly_df.index[i-1], 'Investment_Reinvest'] * weekly_stock_return\n",
    "    )\n",
    "    weekly_df.loc[weekly_df.index[i], 'Investment_Reinvest'] = (\n",
    "        weekly_df.loc[weekly_df.index[i-1], 'Investment_Reinvest'] +\n",
    "        weekly_df.loc[weekly_df.index[i], 'Profit_Reinvest']\n",
    "    )\n",
    "    \n",
    "\n",
    "# Calculate the current value of 1 dollar investment in TSLA stock\n",
    "weekly_df['Stock_Value'] = weekly_df['Close'] / weekly_df.loc[weekly_df.index[0], 'Close']\n",
    "\n",
    "# Select only necessary columns\n",
    "output_df = weekly_df[[\n",
    "    'Profit_No_Reinvest',\n",
    "    'Profit_Reinvest',\n",
    "    'Investment_No_Reinvest', \n",
    "    'Investment_Reinvest', \n",
    "    'Stock_Value'\n",
    "    ]].reset_index()\n",
    "output_df\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Optimize Trading Strategy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Earnings dates\n",
    "earnings_dates = pd.to_datetime([\n",
    "    '7/19/23', '4/19/23', '1/25/23', '10/19/22', '7/20/22', '4/20/22', '1/26/22', '10/20/21', \n",
    "    '7/26/21', '4/26/21', '1/27/21', '10/21/20', '7/22/20', '4/29/20', '1/29/20', '10/23/19', \n",
    "    '6/24/19', '4/24/19', '1/30/19', '10/24/18', '8/1/18', '5/2/18', '2/7/18', '11/1/17', \n",
    "    '8/2/17', '5/3/17', '2/22/17', '10/26/16', '8/3/16', '5/4/16'\n",
    "])\n",
    "\n",
    "# Function to get the first week in the data that is after each earnings date\n",
    "def first_week_after_date(date):\n",
    "    if date > weekly_data.index[-1]:\n",
    "        return None\n",
    "    return weekly_data[date:].index[0]\n",
    "\n",
    "# Apply the function to the earnings dates\n",
    "earnings_weeks = earnings_dates.map(first_week_after_date)\n",
    "\n",
    "# Weeks that are both high return weeks and have earnings dates\n",
    "high_return_earnings_weeks = weekly_data.loc[high_return_weeks.index.intersection(earnings_weeks)]\n",
    "\n",
    "# Plot the weekly returns, highlighting the earnings weeks\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(weekly_data.index, weekly_data['Weekly Return %'], label='All weeks')\n",
    "plt.scatter(high_return_earnings_weeks.index, high_return_earnings_weeks['Weekly Return %'], \n",
    "            color='red', label='High return earnings weeks', marker='x', s=100)\n",
    "plt.title('Weekly Returns of Tesla Shares')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Weekly Return %')\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  }
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