Manipulating Data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Manipulating Data Into A Usable Format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Reading the Data\n",
    "#Creating Data Frame\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "df = pd.read_csv('Practice123.csv', low_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>thinkBack: Stock quote and option quote for SPX on 7/23/16 23:59:59</th>\n",
       "      <th>Unnamed: 1</th>\n",
       "      <th>Unnamed: 2</th>\n",
       "      <th>Unnamed: 3</th>\n",
       "      <th>Unnamed: 4</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>Unnamed: 6</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "      <th>Unnamed: 8</th>\n",
       "      <th>Unnamed: 9</th>\n",
       "      <th>...</th>\n",
       "      <th>Unnamed: 16</th>\n",
       "      <th>Unnamed: 17</th>\n",
       "      <th>Unnamed: 18</th>\n",
       "      <th>Unnamed: 19</th>\n",
       "      <th>Unnamed: 20</th>\n",
       "      <th>Unnamed: 21</th>\n",
       "      <th>Unnamed: 22</th>\n",
       "      <th>Unnamed: 23</th>\n",
       "      <th>Unnamed: 24</th>\n",
       "      <th>Unnamed: 25</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>UNDERLYING</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Last</td>\n",
       "      <td>Net Chng</td>\n",
       "      <td>Volume</td>\n",
       "      <td>Open</td>\n",
       "      <td>High</td>\n",
       "      <td>Low</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2175.03</td>\n",
       "      <td>9.86</td>\n",
       "      <td>0</td>\n",
       "      <td>2166.47</td>\n",
       "      <td>2175.11</td>\n",
       "      <td>2163.24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>22 JUL 16  (-1)  100 (Weeklys)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Impl Vol</td>\n",
       "      <td>Prob.OTM</td>\n",
       "      <td>Delta</td>\n",
       "      <td>Gamma</td>\n",
       "      <td>Theta</td>\n",
       "      <td>Vega</td>\n",
       "      <td>Volume</td>\n",
       "      <td>Open.Int</td>\n",
       "      <td>...</td>\n",
       "      <td>Impl Vol</td>\n",
       "      <td>Prob.OTM</td>\n",
       "      <td>Delta</td>\n",
       "      <td>Gamma</td>\n",
       "      <td>Theta</td>\n",
       "      <td>Vega</td>\n",
       "      <td>Volume</td>\n",
       "      <td>Open.Int</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>842.86%</td>\n",
       "      <td>99.91%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>740.17%</td>\n",
       "      <td>99.91%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>653.81%</td>\n",
       "      <td>99.92%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>551.60%</td>\n",
       "      <td>99.96%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>489.13%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1,637</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>432.82%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2,498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>381.62%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>6,428</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>335.15%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1,030</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>324.09%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2,798</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>313.20%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1,660</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>302.50%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>6,368</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>292.17%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1,091</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>281.88%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>743</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>271.81%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>8,711</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>261.88%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>7,662</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>252.15%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>4,808</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>242.64%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1,963</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>...</td>\n",
       "      <td>233.37%</td>\n",
       "      <td>99.94%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>3,219</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>224.16%</td>\n",
       "      <td>99.94%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2,180</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>...</td>\n",
       "      <td>214.97%</td>\n",
       "      <td>99.94%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>6,923</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>205.75%</td>\n",
       "      <td>99.94%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1,685</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>196.81%</td>\n",
       "      <td>99.94%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1,181</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>187.91%</td>\n",
       "      <td>99.94%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>4,402</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1916</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>24.95%</td>\n",
       "      <td>91.14%</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>1.68</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1917</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>24.28%</td>\n",
       "      <td>90.20%</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>1.84</td>\n",
       "      <td>0</td>\n",
       "      <td>162</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1918</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>23.67%</td>\n",
       "      <td>89.10%</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>2.01</td>\n",
       "      <td>1</td>\n",
       "      <td>3,235</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1919</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>--</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>23.02%</td>\n",
       "      <td>87.91%</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>2.20</td>\n",
       "      <td>0</td>\n",
       "      <td>5,011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1920</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.01%</td>\n",
       "      <td>8.02%</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>1.10</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>22.37%</td>\n",
       "      <td>86.57%</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.21</td>\n",
       "      <td>2.40</td>\n",
       "      <td>0</td>\n",
       "      <td>515</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1921</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.19%</td>\n",
       "      <td>10.28%</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>1.54</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>21.72%</td>\n",
       "      <td>85.09%</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>2.61</td>\n",
       "      <td>0</td>\n",
       "      <td>135</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1922</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.13%</td>\n",
       "      <td>12.55%</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>1.95</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>...</td>\n",
       "      <td>21.07%</td>\n",
       "      <td>83.44%</td>\n",
       "      <td>-0.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>2.83</td>\n",
       "      <td>5</td>\n",
       "      <td>666</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1923</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.94%</td>\n",
       "      <td>14.93%</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>2.34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>20.42%</td>\n",
       "      <td>81.58%</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>3.06</td>\n",
       "      <td>4</td>\n",
       "      <td>151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1924</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.66%</td>\n",
       "      <td>17.47%</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>2.72</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>...</td>\n",
       "      <td>19.76%</td>\n",
       "      <td>79.52%</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>3.31</td>\n",
       "      <td>4</td>\n",
       "      <td>1,567</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1925</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.27%</td>\n",
       "      <td>20.14%</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>3.08</td>\n",
       "      <td>0</td>\n",
       "      <td>170</td>\n",
       "      <td>...</td>\n",
       "      <td>19.11%</td>\n",
       "      <td>77.20%</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>3.57</td>\n",
       "      <td>0</td>\n",
       "      <td>603</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1926</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.83%</td>\n",
       "      <td>23.08%</td>\n",
       "      <td>0.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.18</td>\n",
       "      <td>3.45</td>\n",
       "      <td>0</td>\n",
       "      <td>124</td>\n",
       "      <td>...</td>\n",
       "      <td>18.44%</td>\n",
       "      <td>74.63%</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>3.83</td>\n",
       "      <td>0</td>\n",
       "      <td>8,230</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1927</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.34%</td>\n",
       "      <td>26.30%</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>3.80</td>\n",
       "      <td>0</td>\n",
       "      <td>258</td>\n",
       "      <td>...</td>\n",
       "      <td>17.77%</td>\n",
       "      <td>71.73%</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.30</td>\n",
       "      <td>4.09</td>\n",
       "      <td>0</td>\n",
       "      <td>2,540</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1928</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.83%</td>\n",
       "      <td>29.86%</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>4.13</td>\n",
       "      <td>0</td>\n",
       "      <td>280</td>\n",
       "      <td>...</td>\n",
       "      <td>17.08%</td>\n",
       "      <td>68.53%</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.30</td>\n",
       "      <td>4.35</td>\n",
       "      <td>3,200</td>\n",
       "      <td>4,225</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1929</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.29%</td>\n",
       "      <td>33.80%</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>4.45</td>\n",
       "      <td>0</td>\n",
       "      <td>3,036</td>\n",
       "      <td>...</td>\n",
       "      <td>16.42%</td>\n",
       "      <td>64.90%</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>4.59</td>\n",
       "      <td>0</td>\n",
       "      <td>172</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1930</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.71%</td>\n",
       "      <td>38.13%</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>4.72</td>\n",
       "      <td>0</td>\n",
       "      <td>356</td>\n",
       "      <td>...</td>\n",
       "      <td>15.73%</td>\n",
       "      <td>60.89%</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.32</td>\n",
       "      <td>4.81</td>\n",
       "      <td>0</td>\n",
       "      <td>1,061</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1931</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.14%</td>\n",
       "      <td>42.94%</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.23</td>\n",
       "      <td>4.95</td>\n",
       "      <td>0</td>\n",
       "      <td>95</td>\n",
       "      <td>...</td>\n",
       "      <td>15.04%</td>\n",
       "      <td>56.43%</td>\n",
       "      <td>-0.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.32</td>\n",
       "      <td>4.99</td>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1932</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.51%</td>\n",
       "      <td>48.19%</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>5.10</td>\n",
       "      <td>100</td>\n",
       "      <td>2,302</td>\n",
       "      <td>...</td>\n",
       "      <td>14.37%</td>\n",
       "      <td>51.51%</td>\n",
       "      <td>-0.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>5.11</td>\n",
       "      <td>110</td>\n",
       "      <td>1,275</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1933</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.86%</td>\n",
       "      <td>53.92%</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>5.15</td>\n",
       "      <td>1</td>\n",
       "      <td>951</td>\n",
       "      <td>...</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>46.13%</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>5.15</td>\n",
       "      <td>109</td>\n",
       "      <td>157</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1934</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.23%</td>\n",
       "      <td>60.09%</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.21</td>\n",
       "      <td>5.08</td>\n",
       "      <td>1</td>\n",
       "      <td>1,041</td>\n",
       "      <td>...</td>\n",
       "      <td>13.05%</td>\n",
       "      <td>40.35%</td>\n",
       "      <td>-0.56</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>5.08</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1935</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.61%</td>\n",
       "      <td>66.56%</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>4.85</td>\n",
       "      <td>0</td>\n",
       "      <td>186</td>\n",
       "      <td>...</td>\n",
       "      <td>12.45%</td>\n",
       "      <td>34.31%</td>\n",
       "      <td>-0.62</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>4.88</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1936</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.05%</td>\n",
       "      <td>73.08%</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>4.45</td>\n",
       "      <td>15</td>\n",
       "      <td>13,704</td>\n",
       "      <td>...</td>\n",
       "      <td>11.94%</td>\n",
       "      <td>28.28%</td>\n",
       "      <td>-0.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>4.55</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1937</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.52%</td>\n",
       "      <td>79.33%</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>3.90</td>\n",
       "      <td>4</td>\n",
       "      <td>4,091</td>\n",
       "      <td>...</td>\n",
       "      <td>11.53%</td>\n",
       "      <td>22.59%</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.23</td>\n",
       "      <td>4.09</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1938</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.14%</td>\n",
       "      <td>84.77%</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>3.26</td>\n",
       "      <td>1</td>\n",
       "      <td>108</td>\n",
       "      <td>...</td>\n",
       "      <td>11.27%</td>\n",
       "      <td>17.63%</td>\n",
       "      <td>-0.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.21</td>\n",
       "      <td>3.57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1939</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.88%</td>\n",
       "      <td>89.16%</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>2.60</td>\n",
       "      <td>0</td>\n",
       "      <td>1,376</td>\n",
       "      <td>...</td>\n",
       "      <td>11.09%</td>\n",
       "      <td>13.41%</td>\n",
       "      <td>-0.84</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>3.01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1940</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.74%</td>\n",
       "      <td>92.44%</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>2.02</td>\n",
       "      <td>308</td>\n",
       "      <td>7,833</td>\n",
       "      <td>...</td>\n",
       "      <td>11.25%</td>\n",
       "      <td>10.56%</td>\n",
       "      <td>-0.87</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>2.58</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1941</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.80%</td>\n",
       "      <td>94.60%</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>1.57</td>\n",
       "      <td>33</td>\n",
       "      <td>63</td>\n",
       "      <td>...</td>\n",
       "      <td>11.75%</td>\n",
       "      <td>8.84%</td>\n",
       "      <td>-0.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>2.29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1942</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.95%</td>\n",
       "      <td>96.08%</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>1.23</td>\n",
       "      <td>0</td>\n",
       "      <td>283</td>\n",
       "      <td>...</td>\n",
       "      <td>12.32%</td>\n",
       "      <td>7.59%</td>\n",
       "      <td>-0.91</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>2.06</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1943</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.94%</td>\n",
       "      <td>98.71%</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.51</td>\n",
       "      <td>26</td>\n",
       "      <td>316</td>\n",
       "      <td>...</td>\n",
       "      <td>15.43%</td>\n",
       "      <td>5.44%</td>\n",
       "      <td>-0.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>1.66</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1944</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.14%</td>\n",
       "      <td>99.47%</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0</td>\n",
       "      <td>141</td>\n",
       "      <td>...</td>\n",
       "      <td>18.49%</td>\n",
       "      <td>4.38%</td>\n",
       "      <td>-0.94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>1.45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1945</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.99%</td>\n",
       "      <td>99.80%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.39%</td>\n",
       "      <td>3.69%</td>\n",
       "      <td>-0.94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>1.31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1946 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     thinkBack: Stock quote and option quote for SPX on 7/23/16 23:59:59  \\\n",
       "0                                                   NaN                    \n",
       "1                                            UNDERLYING                    \n",
       "2                                                  Last                    \n",
       "3                                               2175.03                    \n",
       "4                                                   NaN                    \n",
       "5                        22 JUL 16  (-1)  100 (Weeklys)                    \n",
       "6                                                   NaN                    \n",
       "7                                                   NaN                    \n",
       "8                                                   NaN                    \n",
       "9                                                   NaN                    \n",
       "10                                                  NaN                    \n",
       "11                                                  NaN                    \n",
       "12                                                  NaN                    \n",
       "13                                                  NaN                    \n",
       "14                                                  NaN                    \n",
       "15                                                  NaN                    \n",
       "16                                                  NaN                    \n",
       "17                                                  NaN                    \n",
       "18                                                  NaN                    \n",
       "19                                                  NaN                    \n",
       "20                                                  NaN                    \n",
       "21                                                  NaN                    \n",
       "22                                                  NaN                    \n",
       "23                                                  NaN                    \n",
       "24                                                  NaN                    \n",
       "25                                                  NaN                    \n",
       "26                                                  NaN                    \n",
       "27                                                  NaN                    \n",
       "28                                                  NaN                    \n",
       "29                                                  NaN                    \n",
       "...                                                 ...                    \n",
       "1916                                                NaN                    \n",
       "1917                                                NaN                    \n",
       "1918                                                NaN                    \n",
       "1919                                                NaN                    \n",
       "1920                                                NaN                    \n",
       "1921                                                NaN                    \n",
       "1922                                                NaN                    \n",
       "1923                                                NaN                    \n",
       "1924                                                NaN                    \n",
       "1925                                                NaN                    \n",
       "1926                                                NaN                    \n",
       "1927                                                NaN                    \n",
       "1928                                                NaN                    \n",
       "1929                                                NaN                    \n",
       "1930                                                NaN                    \n",
       "1931                                                NaN                    \n",
       "1932                                                NaN                    \n",
       "1933                                                NaN                    \n",
       "1934                                                NaN                    \n",
       "1935                                                NaN                    \n",
       "1936                                                NaN                    \n",
       "1937                                                NaN                    \n",
       "1938                                                NaN                    \n",
       "1939                                                NaN                    \n",
       "1940                                                NaN                    \n",
       "1941                                                NaN                    \n",
       "1942                                                NaN                    \n",
       "1943                                                NaN                    \n",
       "1944                                                NaN                    \n",
       "1945                                                NaN                    \n",
       "\n",
       "     Unnamed: 1 Unnamed: 2 Unnamed: 3 Unnamed: 4 Unnamed: 5 Unnamed: 6  \\\n",
       "0           NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "1           NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "2      Net Chng     Volume       Open       High        Low        NaN   \n",
       "3          9.86          0    2166.47    2175.11    2163.24        NaN   \n",
       "4           NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "5           NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "6           NaN   Impl Vol   Prob.OTM      Delta      Gamma      Theta   \n",
       "7           NaN         --      0.00%       1.00       0.00      -0.01   \n",
       "8           NaN         --      0.00%       1.00       0.00      -0.02   \n",
       "9           NaN         --      0.00%       1.00       0.00      -0.02   \n",
       "10          NaN         --      0.00%       1.00       0.00      -0.02   \n",
       "11          NaN         --      0.00%       1.00       0.00      -0.02   \n",
       "12          NaN         --      0.00%       1.00       0.00      -0.03   \n",
       "13          NaN         --      0.00%       1.00       0.00      -0.03   \n",
       "14          NaN         --      0.00%       1.00       0.00      -0.03   \n",
       "15          NaN         --      0.00%       1.00       0.00      -0.03   \n",
       "16          NaN         --      0.00%       1.00       0.00      -0.03   \n",
       "17          NaN         --      0.00%       1.00       0.00      -0.03   \n",
       "18          NaN         --      0.00%       1.00       0.00      -0.04   \n",
       "19          NaN         --      0.00%       1.00       0.00      -0.04   \n",
       "20          NaN         --      0.00%       1.00       0.00      -0.04   \n",
       "21          NaN         --      0.00%       1.00       0.00      -0.04   \n",
       "22          NaN         --      0.00%       1.00       0.00      -0.04   \n",
       "23          NaN         --      0.00%       1.00       0.00      -0.04   \n",
       "24          NaN         --      0.00%       1.00       0.00      -0.04   \n",
       "25          NaN         --      0.00%       1.00       0.00      -0.04   \n",
       "26          NaN         --      0.00%       1.00       0.00      -0.04   \n",
       "27          NaN         --      0.00%       1.00       0.00      -0.04   \n",
       "28          NaN         --      0.00%       1.00       0.00      -0.04   \n",
       "29          NaN         --      0.00%       1.00       0.00      -0.04   \n",
       "...         ...        ...        ...        ...        ...        ...   \n",
       "1916        NaN         --      0.00%       1.00       0.00       0.00   \n",
       "1917        NaN         --      0.00%       1.00       0.00       0.00   \n",
       "1918        NaN         --      0.00%       1.00       0.00       0.00   \n",
       "1919        NaN         --      0.00%       1.00       0.00       0.00   \n",
       "1920        NaN     18.01%      8.02%       0.95       0.00      -0.06   \n",
       "1921        NaN     18.19%     10.28%       0.93       0.00      -0.08   \n",
       "1922        NaN     18.13%     12.55%       0.91       0.00      -0.10   \n",
       "1923        NaN     17.94%     14.93%       0.89       0.00      -0.12   \n",
       "1924        NaN     17.66%     17.47%       0.87       0.00      -0.14   \n",
       "1925        NaN     17.27%     20.14%       0.84       0.00      -0.16   \n",
       "1926        NaN     16.83%     23.08%       0.81       0.00      -0.18   \n",
       "1927        NaN     16.34%     26.30%       0.78       0.00      -0.19   \n",
       "1928        NaN     15.83%     29.86%       0.74       0.00      -0.20   \n",
       "1929        NaN     15.29%     33.80%       0.70       0.00      -0.22   \n",
       "1930        NaN     14.71%     38.13%       0.66       0.00      -0.22   \n",
       "1931        NaN     14.14%     42.94%       0.61       0.00      -0.23   \n",
       "1932        NaN     13.51%     48.19%       0.55       0.00      -0.22   \n",
       "1933        NaN     12.86%     53.92%       0.49       0.00      -0.22   \n",
       "1934        NaN     12.23%     60.09%       0.43       0.00      -0.21   \n",
       "1935        NaN     11.61%     66.56%       0.36       0.00      -0.19   \n",
       "1936        NaN     11.05%     73.08%       0.29       0.00      -0.17   \n",
       "1937        NaN     10.52%     79.33%       0.22       0.00      -0.14   \n",
       "1938        NaN     10.14%     84.77%       0.17       0.00      -0.11   \n",
       "1939        NaN      9.88%     89.16%       0.12       0.00      -0.09   \n",
       "1940        NaN      9.74%     92.44%       0.08       0.00      -0.07   \n",
       "1941        NaN      9.80%     94.60%       0.06       0.00      -0.05   \n",
       "1942        NaN      9.95%     96.08%       0.04       0.00      -0.04   \n",
       "1943        NaN     10.94%     98.71%       0.02       0.00      -0.02   \n",
       "1944        NaN     12.14%     99.47%       0.01       0.00      -0.01   \n",
       "1945        NaN     12.99%     99.80%       0.00       0.00       0.00   \n",
       "\n",
       "     Unnamed: 7 Unnamed: 8 Unnamed: 9  ... Unnamed: 16 Unnamed: 17  \\\n",
       "0           NaN        NaN        NaN  ...         NaN         NaN   \n",
       "1           NaN        NaN        NaN  ...         NaN         NaN   \n",
       "2           NaN        NaN        NaN  ...         NaN         NaN   \n",
       "3           NaN        NaN        NaN  ...         NaN         NaN   \n",
       "4           NaN        NaN        NaN  ...         NaN         NaN   \n",
       "5           NaN        NaN        NaN  ...         NaN         NaN   \n",
       "6          Vega     Volume   Open.Int  ...    Impl Vol    Prob.OTM   \n",
       "7          0.00          0          0  ...     842.86%      99.91%   \n",
       "8          0.00          0          0  ...     740.17%      99.91%   \n",
       "9          0.00          0          0  ...     653.81%      99.92%   \n",
       "10         0.00          0          0  ...     551.60%      99.96%   \n",
       "11         0.00          0          0  ...     489.13%      99.95%   \n",
       "12         0.00          0          0  ...     432.82%      99.95%   \n",
       "13         0.00          0          1  ...     381.62%      99.95%   \n",
       "14         0.00          0         19  ...     335.15%      99.95%   \n",
       "15         0.00          0          0  ...     324.09%      99.95%   \n",
       "16         0.00          0          0  ...     313.20%      99.95%   \n",
       "17         0.00          0          0  ...     302.50%      99.95%   \n",
       "18         0.00          0         10  ...     292.17%      99.95%   \n",
       "19         0.00          0         10  ...     281.88%      99.95%   \n",
       "20         0.00          0          0  ...     271.81%      99.95%   \n",
       "21         0.00          0          0  ...     261.88%      99.95%   \n",
       "22         0.00          0          2  ...     252.15%      99.95%   \n",
       "23         0.00          0          0  ...     242.64%      99.95%   \n",
       "24         0.00          0         29  ...     233.37%      99.94%   \n",
       "25         0.00          0          1  ...     224.16%      99.94%   \n",
       "26         0.00          0         23  ...     214.97%      99.94%   \n",
       "27         0.00          0          1  ...     205.75%      99.94%   \n",
       "28         0.00          0         28  ...     196.81%      99.94%   \n",
       "29         0.00          0          0  ...     187.91%      99.94%   \n",
       "...         ...        ...        ...  ...         ...         ...   \n",
       "1916       0.00          0         19  ...      24.95%      91.14%   \n",
       "1917       0.00          0          6  ...      24.28%      90.20%   \n",
       "1918       0.00          0         10  ...      23.67%      89.10%   \n",
       "1919       0.00          0          7  ...      23.02%      87.91%   \n",
       "1920       1.10          0         10  ...      22.37%      86.57%   \n",
       "1921       1.54          0          1  ...      21.72%      85.09%   \n",
       "1922       1.95          0         23  ...      21.07%      83.44%   \n",
       "1923       2.34          0          0  ...      20.42%      81.58%   \n",
       "1924       2.72          0         16  ...      19.76%      79.52%   \n",
       "1925       3.08          0        170  ...      19.11%      77.20%   \n",
       "1926       3.45          0        124  ...      18.44%      74.63%   \n",
       "1927       3.80          0        258  ...      17.77%      71.73%   \n",
       "1928       4.13          0        280  ...      17.08%      68.53%   \n",
       "1929       4.45          0      3,036  ...      16.42%      64.90%   \n",
       "1930       4.72          0        356  ...      15.73%      60.89%   \n",
       "1931       4.95          0         95  ...      15.04%      56.43%   \n",
       "1932       5.10        100      2,302  ...      14.37%      51.51%   \n",
       "1933       5.15          1        951  ...      13.68%      46.13%   \n",
       "1934       5.08          1      1,041  ...      13.05%      40.35%   \n",
       "1935       4.85          0        186  ...      12.45%      34.31%   \n",
       "1936       4.45         15     13,704  ...      11.94%      28.28%   \n",
       "1937       3.90          4      4,091  ...      11.53%      22.59%   \n",
       "1938       3.26          1        108  ...      11.27%      17.63%   \n",
       "1939       2.60          0      1,376  ...      11.09%      13.41%   \n",
       "1940       2.02        308      7,833  ...      11.25%      10.56%   \n",
       "1941       1.57         33         63  ...      11.75%       8.84%   \n",
       "1942       1.23          0        283  ...      12.32%       7.59%   \n",
       "1943       0.51         26        316  ...      15.43%       5.44%   \n",
       "1944       0.24          0        141  ...      18.49%       4.38%   \n",
       "1945       0.11          0          0  ...      21.39%       3.69%   \n",
       "\n",
       "     Unnamed: 18 Unnamed: 19 Unnamed: 20 Unnamed: 21 Unnamed: 22 Unnamed: 23  \\\n",
       "0            NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "1            NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "2            NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "3            NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "4            NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "5            NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "6          Delta       Gamma       Theta        Vega      Volume    Open.Int   \n",
       "7           0.00        0.00       -0.05        0.00           0           0   \n",
       "8           0.00        0.00       -0.05        0.00           0           0   \n",
       "9           0.00        0.00       -0.05        0.00           0           0   \n",
       "10          0.00        0.00       -0.03        0.00           0         100   \n",
       "11          0.00        0.00       -0.03        0.00           0       1,637   \n",
       "12          0.00        0.00       -0.03        0.00           0       2,498   \n",
       "13          0.00        0.00       -0.03        0.00           0       6,428   \n",
       "14          0.00        0.00       -0.03        0.00           0       1,030   \n",
       "15          0.00        0.00       -0.03        0.00           0       2,798   \n",
       "16          0.00        0.00       -0.03        0.00           0       1,660   \n",
       "17          0.00        0.00       -0.03        0.00           0       6,368   \n",
       "18          0.00        0.00       -0.03        0.00           0       1,091   \n",
       "19          0.00        0.00       -0.03        0.00           0         743   \n",
       "20          0.00        0.00       -0.03        0.00           0       8,711   \n",
       "21          0.00        0.00       -0.03        0.00           0       7,662   \n",
       "22          0.00        0.00       -0.03        0.00           0       4,808   \n",
       "23          0.00        0.00       -0.03        0.00           0       1,963   \n",
       "24          0.00        0.00       -0.03        0.00           0       3,219   \n",
       "25          0.00        0.00       -0.03        0.00           0       2,180   \n",
       "26          0.00        0.00       -0.03        0.00           0       6,923   \n",
       "27          0.00        0.00       -0.03        0.00           0       1,685   \n",
       "28          0.00        0.00       -0.02        0.00           0       1,181   \n",
       "29          0.00        0.00       -0.02        0.00           0       4,402   \n",
       "...          ...         ...         ...         ...         ...         ...   \n",
       "1916       -0.07        0.00       -0.16        1.68           0          30   \n",
       "1917       -0.07        0.00       -0.17        1.84           0         162   \n",
       "1918       -0.08        0.00       -0.19        2.01           1       3,235   \n",
       "1919       -0.09        0.00       -0.20        2.20           0       5,011   \n",
       "1920       -0.11        0.00       -0.21        2.40           0         515   \n",
       "1921       -0.12        0.00       -0.22        2.61           0         135   \n",
       "1922       -0.13        0.00       -0.24        2.83           5         666   \n",
       "1923       -0.15        0.00       -0.25        3.06           4         151   \n",
       "1924       -0.17        0.00       -0.26        3.31           4       1,567   \n",
       "1925       -0.19        0.00       -0.27        3.57           0         603   \n",
       "1926       -0.22        0.00       -0.28        3.83           0       8,230   \n",
       "1927       -0.25        0.00       -0.30        4.09           0       2,540   \n",
       "1928       -0.28        0.00       -0.30        4.35       3,200       4,225   \n",
       "1929       -0.31        0.00       -0.31        4.59           0         172   \n",
       "1930       -0.35        0.00       -0.32        4.81           0       1,061   \n",
       "1931       -0.40        0.00       -0.32        4.99           0         111   \n",
       "1932       -0.45        0.00       -0.31        5.11         110       1,275   \n",
       "1933       -0.50        0.00       -0.31        5.15         109         157   \n",
       "1934       -0.56        0.00       -0.29        5.08           0           7   \n",
       "1935       -0.62        0.00       -0.28        4.88           0           3   \n",
       "1936       -0.69        0.00       -0.26        4.55           0           2   \n",
       "1937       -0.75        0.00       -0.23        4.09           0           0   \n",
       "1938       -0.80        0.00       -0.21        3.57           0           0   \n",
       "1939       -0.84        0.00       -0.19        3.01           0           0   \n",
       "1940       -0.87        0.00       -0.17        2.58           0           0   \n",
       "1941       -0.89        0.00       -0.16        2.29           0           0   \n",
       "1942       -0.91        0.00       -0.16        2.06           0           0   \n",
       "1943       -0.93        0.00       -0.16        1.66           0           4   \n",
       "1944       -0.94        0.00       -0.16        1.45           0           0   \n",
       "1945       -0.94        0.00       -0.16        1.31           0           0   \n",
       "\n",
       "     Unnamed: 24 Unnamed: 25  \n",
       "0            NaN         NaN  \n",
       "1            NaN         NaN  \n",
       "2            NaN         NaN  \n",
       "3            NaN         NaN  \n",
       "4            NaN         NaN  \n",
       "5            NaN         NaN  \n",
       "6            NaN         NaN  \n",
       "7            NaN         NaN  \n",
       "8            NaN         NaN  \n",
       "9            NaN         NaN  \n",
       "10           NaN         NaN  \n",
       "11           NaN         NaN  \n",
       "12           NaN         NaN  \n",
       "13           NaN         NaN  \n",
       "14           NaN         NaN  \n",
       "15           NaN         NaN  \n",
       "16           NaN         NaN  \n",
       "17           NaN         NaN  \n",
       "18           NaN         NaN  \n",
       "19           NaN         NaN  \n",
       "20           NaN         NaN  \n",
       "21           NaN         NaN  \n",
       "22           NaN         NaN  \n",
       "23           NaN         NaN  \n",
       "24           NaN         NaN  \n",
       "25           NaN         NaN  \n",
       "26           NaN         NaN  \n",
       "27           NaN         NaN  \n",
       "28           NaN         NaN  \n",
       "29           NaN         NaN  \n",
       "...          ...         ...  \n",
       "1916         NaN         NaN  \n",
       "1917         NaN         NaN  \n",
       "1918         NaN         NaN  \n",
       "1919         NaN         NaN  \n",
       "1920         NaN         NaN  \n",
       "1921         NaN         NaN  \n",
       "1922         NaN         NaN  \n",
       "1923         NaN         NaN  \n",
       "1924         NaN         NaN  \n",
       "1925         NaN         NaN  \n",
       "1926         NaN         NaN  \n",
       "1927         NaN         NaN  \n",
       "1928         NaN         NaN  \n",
       "1929         NaN         NaN  \n",
       "1930         NaN         NaN  \n",
       "1931         NaN         NaN  \n",
       "1932         NaN         NaN  \n",
       "1933         NaN         NaN  \n",
       "1934         NaN         NaN  \n",
       "1935         NaN         NaN  \n",
       "1936         NaN         NaN  \n",
       "1937         NaN         NaN  \n",
       "1938         NaN         NaN  \n",
       "1939         NaN         NaN  \n",
       "1940         NaN         NaN  \n",
       "1941         NaN         NaN  \n",
       "1942         NaN         NaN  \n",
       "1943         NaN         NaN  \n",
       "1944         NaN         NaN  \n",
       "1945         NaN         NaN  \n",
       "\n",
       "[1946 rows x 26 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#The original data\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "origdata = df.copy()\n",
    "df2 = origdata.iloc[:6, :]\n",
    "df = origdata.iloc[6:, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop(columns=['thinkBack: Stock quote and option quote for SPX on 7/23/16 23:59:59','Unnamed: 1','Unnamed: 2','Unnamed: 24','Unnamed: 25'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.rename(columns=df.iloc[0])\n",
    "df = df[1:]\n",
    "df = df.reset_index()\n",
    "df = df.drop(columns=['index'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Prob.OTM</th>\n",
       "      <th>Delta</th>\n",
       "      <th>Gamma</th>\n",
       "      <th>Theta</th>\n",
       "      <th>Vega</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Open.Int</th>\n",
       "      <th>Bid</th>\n",
       "      <th>Ask</th>\n",
       "      <th>Exp</th>\n",
       "      <th>...</th>\n",
       "      <th>Bid</th>\n",
       "      <th>Ask</th>\n",
       "      <th>Impl Vol</th>\n",
       "      <th>Prob.OTM</th>\n",
       "      <th>Delta</th>\n",
       "      <th>Gamma</th>\n",
       "      <th>Theta</th>\n",
       "      <th>Vega</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Open.Int</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1667.70</td>\n",
       "      <td>1679.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.10</td>\n",
       "      <td>842.86%</td>\n",
       "      <td>99.91%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1567.70</td>\n",
       "      <td>1579.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.10</td>\n",
       "      <td>740.17%</td>\n",
       "      <td>99.91%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1467.70</td>\n",
       "      <td>1479.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.10</td>\n",
       "      <td>653.81%</td>\n",
       "      <td>99.92%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1367.70</td>\n",
       "      <td>1379.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>551.60%</td>\n",
       "      <td>99.96%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1267.70</td>\n",
       "      <td>1279.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>489.13%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1,637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1167.70</td>\n",
       "      <td>1179.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>432.82%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2,498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1067.70</td>\n",
       "      <td>1079.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>381.62%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>6,428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>967.70</td>\n",
       "      <td>979.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>335.15%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1,030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>942.70</td>\n",
       "      <td>954.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>324.09%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2,798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>917.70</td>\n",
       "      <td>929.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>313.20%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1,660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>892.70</td>\n",
       "      <td>904.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>302.50%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>6,368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>867.70</td>\n",
       "      <td>879.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>292.17%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1,091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>842.70</td>\n",
       "      <td>854.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>281.88%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>817.70</td>\n",
       "      <td>829.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>271.81%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>8,711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>792.70</td>\n",
       "      <td>804.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>261.88%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>7,662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>767.70</td>\n",
       "      <td>779.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>252.15%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>4,808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>742.70</td>\n",
       "      <td>754.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>242.64%</td>\n",
       "      <td>99.95%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1,963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>717.70</td>\n",
       "      <td>729.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>233.37%</td>\n",
       "      <td>99.94%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>3,219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>692.80</td>\n",
       "      <td>704.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>224.16%</td>\n",
       "      <td>99.94%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2,180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>667.80</td>\n",
       "      <td>679.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>214.97%</td>\n",
       "      <td>99.94%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>6,923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>642.80</td>\n",
       "      <td>654.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>205.75%</td>\n",
       "      <td>99.94%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1,685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>617.80</td>\n",
       "      <td>629.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>196.81%</td>\n",
       "      <td>99.94%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1,181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>592.80</td>\n",
       "      <td>604.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>187.91%</td>\n",
       "      <td>99.94%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>4,402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>567.80</td>\n",
       "      <td>579.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>179.68%</td>\n",
       "      <td>99.94%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>3,993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>542.80</td>\n",
       "      <td>554.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>171.25%</td>\n",
       "      <td>99.93%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>527.80</td>\n",
       "      <td>539.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>166.07%</td>\n",
       "      <td>99.93%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>517.80</td>\n",
       "      <td>529.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>162.72%</td>\n",
       "      <td>99.93%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1,646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>507.80</td>\n",
       "      <td>519.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>159.40%</td>\n",
       "      <td>99.93%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>497.80</td>\n",
       "      <td>509.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>156.12%</td>\n",
       "      <td>99.93%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>3,617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>492.80</td>\n",
       "      <td>504.90</td>\n",
       "      <td>22 JUL 16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>154.44%</td>\n",
       "      <td>99.93%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1,608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1909</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>419.20</td>\n",
       "      <td>420.80</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>9.90</td>\n",
       "      <td>10.20</td>\n",
       "      <td>24.95%</td>\n",
       "      <td>91.14%</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>1.68</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1910</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>395.40</td>\n",
       "      <td>397.10</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>11.00</td>\n",
       "      <td>11.40</td>\n",
       "      <td>24.28%</td>\n",
       "      <td>90.20%</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>1.84</td>\n",
       "      <td>0</td>\n",
       "      <td>162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1911</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>371.90</td>\n",
       "      <td>373.50</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>12.40</td>\n",
       "      <td>12.80</td>\n",
       "      <td>23.67%</td>\n",
       "      <td>89.10%</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>2.01</td>\n",
       "      <td>1</td>\n",
       "      <td>3,235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1912</th>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>348.50</td>\n",
       "      <td>350.00</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>13.90</td>\n",
       "      <td>14.30</td>\n",
       "      <td>23.02%</td>\n",
       "      <td>87.91%</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>2.20</td>\n",
       "      <td>0</td>\n",
       "      <td>5,011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1913</th>\n",
       "      <td>8.02%</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>1.10</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>325.30</td>\n",
       "      <td>326.80</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>15.60</td>\n",
       "      <td>16.00</td>\n",
       "      <td>22.37%</td>\n",
       "      <td>86.57%</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.21</td>\n",
       "      <td>2.40</td>\n",
       "      <td>0</td>\n",
       "      <td>515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1914</th>\n",
       "      <td>10.28%</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>1.54</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>302.30</td>\n",
       "      <td>303.70</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>17.50</td>\n",
       "      <td>17.90</td>\n",
       "      <td>21.72%</td>\n",
       "      <td>85.09%</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>2.61</td>\n",
       "      <td>0</td>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1915</th>\n",
       "      <td>12.55%</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>1.95</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>279.50</td>\n",
       "      <td>280.90</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>19.70</td>\n",
       "      <td>20.00</td>\n",
       "      <td>21.07%</td>\n",
       "      <td>83.44%</td>\n",
       "      <td>-0.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>2.83</td>\n",
       "      <td>5</td>\n",
       "      <td>666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1916</th>\n",
       "      <td>14.93%</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>2.34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>257.00</td>\n",
       "      <td>258.40</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>22.10</td>\n",
       "      <td>22.50</td>\n",
       "      <td>20.42%</td>\n",
       "      <td>81.58%</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>3.06</td>\n",
       "      <td>4</td>\n",
       "      <td>151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1917</th>\n",
       "      <td>17.47%</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>2.72</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>234.90</td>\n",
       "      <td>236.20</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>24.90</td>\n",
       "      <td>25.20</td>\n",
       "      <td>19.76%</td>\n",
       "      <td>79.52%</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>3.31</td>\n",
       "      <td>4</td>\n",
       "      <td>1,567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1918</th>\n",
       "      <td>20.14%</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>3.08</td>\n",
       "      <td>0</td>\n",
       "      <td>170</td>\n",
       "      <td>213.00</td>\n",
       "      <td>214.30</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>28.00</td>\n",
       "      <td>28.40</td>\n",
       "      <td>19.11%</td>\n",
       "      <td>77.20%</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>3.57</td>\n",
       "      <td>0</td>\n",
       "      <td>603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1919</th>\n",
       "      <td>23.08%</td>\n",
       "      <td>0.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.18</td>\n",
       "      <td>3.45</td>\n",
       "      <td>0</td>\n",
       "      <td>124</td>\n",
       "      <td>191.50</td>\n",
       "      <td>192.90</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>31.50</td>\n",
       "      <td>31.90</td>\n",
       "      <td>18.44%</td>\n",
       "      <td>74.63%</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>3.83</td>\n",
       "      <td>0</td>\n",
       "      <td>8,230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1920</th>\n",
       "      <td>26.30%</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>3.80</td>\n",
       "      <td>0</td>\n",
       "      <td>258</td>\n",
       "      <td>170.50</td>\n",
       "      <td>172.00</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>35.50</td>\n",
       "      <td>36.00</td>\n",
       "      <td>17.77%</td>\n",
       "      <td>71.73%</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.30</td>\n",
       "      <td>4.09</td>\n",
       "      <td>0</td>\n",
       "      <td>2,540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1921</th>\n",
       "      <td>29.86%</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>4.13</td>\n",
       "      <td>0</td>\n",
       "      <td>280</td>\n",
       "      <td>150.20</td>\n",
       "      <td>151.60</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>39.90</td>\n",
       "      <td>40.60</td>\n",
       "      <td>17.08%</td>\n",
       "      <td>68.53%</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.30</td>\n",
       "      <td>4.35</td>\n",
       "      <td>3,200</td>\n",
       "      <td>4,225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1922</th>\n",
       "      <td>33.80%</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>4.45</td>\n",
       "      <td>0</td>\n",
       "      <td>3,036</td>\n",
       "      <td>130.60</td>\n",
       "      <td>131.90</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>45.30</td>\n",
       "      <td>45.90</td>\n",
       "      <td>16.42%</td>\n",
       "      <td>64.90%</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>4.59</td>\n",
       "      <td>0</td>\n",
       "      <td>172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1923</th>\n",
       "      <td>38.13%</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>4.72</td>\n",
       "      <td>0</td>\n",
       "      <td>356</td>\n",
       "      <td>111.70</td>\n",
       "      <td>113.00</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>51.30</td>\n",
       "      <td>51.90</td>\n",
       "      <td>15.73%</td>\n",
       "      <td>60.89%</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.32</td>\n",
       "      <td>4.81</td>\n",
       "      <td>0</td>\n",
       "      <td>1,061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1924</th>\n",
       "      <td>42.94%</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.23</td>\n",
       "      <td>4.95</td>\n",
       "      <td>0</td>\n",
       "      <td>95</td>\n",
       "      <td>94.10</td>\n",
       "      <td>95.00</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>58.10</td>\n",
       "      <td>58.90</td>\n",
       "      <td>15.04%</td>\n",
       "      <td>56.43%</td>\n",
       "      <td>-0.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.32</td>\n",
       "      <td>4.99</td>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1925</th>\n",
       "      <td>48.19%</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>5.10</td>\n",
       "      <td>100</td>\n",
       "      <td>2,302</td>\n",
       "      <td>77.10</td>\n",
       "      <td>78.10</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>66.10</td>\n",
       "      <td>67.00</td>\n",
       "      <td>14.37%</td>\n",
       "      <td>51.51%</td>\n",
       "      <td>-0.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>5.11</td>\n",
       "      <td>110</td>\n",
       "      <td>1,275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1926</th>\n",
       "      <td>53.92%</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>5.15</td>\n",
       "      <td>1</td>\n",
       "      <td>951</td>\n",
       "      <td>61.40</td>\n",
       "      <td>62.40</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>75.30</td>\n",
       "      <td>76.20</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>46.13%</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>5.15</td>\n",
       "      <td>109</td>\n",
       "      <td>157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1927</th>\n",
       "      <td>60.09%</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.21</td>\n",
       "      <td>5.08</td>\n",
       "      <td>1</td>\n",
       "      <td>1,041</td>\n",
       "      <td>47.40</td>\n",
       "      <td>48.30</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>86.10</td>\n",
       "      <td>87.20</td>\n",
       "      <td>13.05%</td>\n",
       "      <td>40.35%</td>\n",
       "      <td>-0.56</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>5.08</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1928</th>\n",
       "      <td>66.56%</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>4.85</td>\n",
       "      <td>0</td>\n",
       "      <td>186</td>\n",
       "      <td>35.20</td>\n",
       "      <td>35.90</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>98.60</td>\n",
       "      <td>99.90</td>\n",
       "      <td>12.45%</td>\n",
       "      <td>34.31%</td>\n",
       "      <td>-0.62</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>4.88</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1929</th>\n",
       "      <td>73.08%</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>4.45</td>\n",
       "      <td>15</td>\n",
       "      <td>13,704</td>\n",
       "      <td>25.00</td>\n",
       "      <td>25.70</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>113.20</td>\n",
       "      <td>114.70</td>\n",
       "      <td>11.94%</td>\n",
       "      <td>28.28%</td>\n",
       "      <td>-0.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>4.55</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1930</th>\n",
       "      <td>79.33%</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>3.90</td>\n",
       "      <td>4</td>\n",
       "      <td>4,091</td>\n",
       "      <td>16.90</td>\n",
       "      <td>17.50</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>129.90</td>\n",
       "      <td>131.60</td>\n",
       "      <td>11.53%</td>\n",
       "      <td>22.59%</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.23</td>\n",
       "      <td>4.09</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1931</th>\n",
       "      <td>84.77%</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>3.26</td>\n",
       "      <td>1</td>\n",
       "      <td>108</td>\n",
       "      <td>11.10</td>\n",
       "      <td>11.60</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>148.80</td>\n",
       "      <td>150.60</td>\n",
       "      <td>11.27%</td>\n",
       "      <td>17.63%</td>\n",
       "      <td>-0.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.21</td>\n",
       "      <td>3.57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1932</th>\n",
       "      <td>89.16%</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>2.60</td>\n",
       "      <td>0</td>\n",
       "      <td>1,376</td>\n",
       "      <td>7.20</td>\n",
       "      <td>7.50</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>162.80</td>\n",
       "      <td>177.50</td>\n",
       "      <td>11.09%</td>\n",
       "      <td>13.41%</td>\n",
       "      <td>-0.84</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>3.01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1933</th>\n",
       "      <td>92.44%</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>2.02</td>\n",
       "      <td>308</td>\n",
       "      <td>7,833</td>\n",
       "      <td>4.60</td>\n",
       "      <td>4.90</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>185.20</td>\n",
       "      <td>199.90</td>\n",
       "      <td>11.25%</td>\n",
       "      <td>10.56%</td>\n",
       "      <td>-0.87</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>2.58</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1934</th>\n",
       "      <td>94.60%</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>1.57</td>\n",
       "      <td>33</td>\n",
       "      <td>63</td>\n",
       "      <td>3.10</td>\n",
       "      <td>3.40</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>208.60</td>\n",
       "      <td>223.90</td>\n",
       "      <td>11.75%</td>\n",
       "      <td>8.84%</td>\n",
       "      <td>-0.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>2.29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1935</th>\n",
       "      <td>96.08%</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>1.23</td>\n",
       "      <td>0</td>\n",
       "      <td>283</td>\n",
       "      <td>2.20</td>\n",
       "      <td>2.40</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>232.60</td>\n",
       "      <td>248.10</td>\n",
       "      <td>12.32%</td>\n",
       "      <td>7.59%</td>\n",
       "      <td>-0.91</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>2.06</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1936</th>\n",
       "      <td>98.71%</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.51</td>\n",
       "      <td>26</td>\n",
       "      <td>316</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.80</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>330.40</td>\n",
       "      <td>348.20</td>\n",
       "      <td>15.43%</td>\n",
       "      <td>5.44%</td>\n",
       "      <td>-0.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>1.66</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1937</th>\n",
       "      <td>99.47%</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0</td>\n",
       "      <td>141</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.40</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>429.90</td>\n",
       "      <td>447.70</td>\n",
       "      <td>18.49%</td>\n",
       "      <td>4.38%</td>\n",
       "      <td>-0.94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>1.45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1938</th>\n",
       "      <td>99.80%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.20</td>\n",
       "      <td>30 NOV 16</td>\n",
       "      <td>...</td>\n",
       "      <td>529.50</td>\n",
       "      <td>547.30</td>\n",
       "      <td>21.39%</td>\n",
       "      <td>3.69%</td>\n",
       "      <td>-0.94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>1.31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1939 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Prob.OTM Delta Gamma  Theta  Vega Volume Open.Int      Bid      Ask  \\\n",
       "0       0.00%  1.00  0.00  -0.01  0.00      0        0  1667.70  1679.90   \n",
       "1       0.00%  1.00  0.00  -0.02  0.00      0        0  1567.70  1579.90   \n",
       "2       0.00%  1.00  0.00  -0.02  0.00      0        0  1467.70  1479.90   \n",
       "3       0.00%  1.00  0.00  -0.02  0.00      0        0  1367.70  1379.90   \n",
       "4       0.00%  1.00  0.00  -0.02  0.00      0        0  1267.70  1279.90   \n",
       "5       0.00%  1.00  0.00  -0.03  0.00      0        0  1167.70  1179.90   \n",
       "6       0.00%  1.00  0.00  -0.03  0.00      0        1  1067.70  1079.90   \n",
       "7       0.00%  1.00  0.00  -0.03  0.00      0       19   967.70   979.90   \n",
       "8       0.00%  1.00  0.00  -0.03  0.00      0        0   942.70   954.90   \n",
       "9       0.00%  1.00  0.00  -0.03  0.00      0        0   917.70   929.90   \n",
       "10      0.00%  1.00  0.00  -0.03  0.00      0        0   892.70   904.90   \n",
       "11      0.00%  1.00  0.00  -0.04  0.00      0       10   867.70   879.90   \n",
       "12      0.00%  1.00  0.00  -0.04  0.00      0       10   842.70   854.90   \n",
       "13      0.00%  1.00  0.00  -0.04  0.00      0        0   817.70   829.90   \n",
       "14      0.00%  1.00  0.00  -0.04  0.00      0        0   792.70   804.90   \n",
       "15      0.00%  1.00  0.00  -0.04  0.00      0        2   767.70   779.90   \n",
       "16      0.00%  1.00  0.00  -0.04  0.00      0        0   742.70   754.90   \n",
       "17      0.00%  1.00  0.00  -0.04  0.00      0       29   717.70   729.90   \n",
       "18      0.00%  1.00  0.00  -0.04  0.00      0        1   692.80   704.90   \n",
       "19      0.00%  1.00  0.00  -0.04  0.00      0       23   667.80   679.90   \n",
       "20      0.00%  1.00  0.00  -0.04  0.00      0        1   642.80   654.90   \n",
       "21      0.00%  1.00  0.00  -0.04  0.00      0       28   617.80   629.90   \n",
       "22      0.00%  1.00  0.00  -0.04  0.00      0        0   592.80   604.90   \n",
       "23      0.00%  1.00  0.00  -0.04  0.00      0       39   567.80   579.90   \n",
       "24      0.00%  1.00  0.00  -0.04  0.00      0        1   542.80   554.90   \n",
       "25      0.00%  1.00  0.00  -0.04  0.00      0        0   527.80   539.90   \n",
       "26      0.00%  1.00  0.00  -0.05  0.00      0        1   517.80   529.90   \n",
       "27      0.00%  1.00  0.00  -0.05  0.00      0        0   507.80   519.90   \n",
       "28      0.00%  1.00  0.00  -0.05  0.00      0        0   497.80   509.90   \n",
       "29      0.00%  1.00  0.00  -0.05  0.00      0       11   492.80   504.90   \n",
       "...       ...   ...   ...    ...   ...    ...      ...      ...      ...   \n",
       "1909    0.00%  1.00  0.00   0.00  0.00      0       19   419.20   420.80   \n",
       "1910    0.00%  1.00  0.00   0.00  0.00      0        6   395.40   397.10   \n",
       "1911    0.00%  1.00  0.00   0.00  0.00      0       10   371.90   373.50   \n",
       "1912    0.00%  1.00  0.00   0.00  0.00      0        7   348.50   350.00   \n",
       "1913    8.02%  0.95  0.00  -0.06  1.10      0       10   325.30   326.80   \n",
       "1914   10.28%  0.93  0.00  -0.08  1.54      0        1   302.30   303.70   \n",
       "1915   12.55%  0.91  0.00  -0.10  1.95      0       23   279.50   280.90   \n",
       "1916   14.93%  0.89  0.00  -0.12  2.34      0        0   257.00   258.40   \n",
       "1917   17.47%  0.87  0.00  -0.14  2.72      0       16   234.90   236.20   \n",
       "1918   20.14%  0.84  0.00  -0.16  3.08      0      170   213.00   214.30   \n",
       "1919   23.08%  0.81  0.00  -0.18  3.45      0      124   191.50   192.90   \n",
       "1920   26.30%  0.78  0.00  -0.19  3.80      0      258   170.50   172.00   \n",
       "1921   29.86%  0.74  0.00  -0.20  4.13      0      280   150.20   151.60   \n",
       "1922   33.80%  0.70  0.00  -0.22  4.45      0    3,036   130.60   131.90   \n",
       "1923   38.13%  0.66  0.00  -0.22  4.72      0      356   111.70   113.00   \n",
       "1924   42.94%  0.61  0.00  -0.23  4.95      0       95    94.10    95.00   \n",
       "1925   48.19%  0.55  0.00  -0.22  5.10    100    2,302    77.10    78.10   \n",
       "1926   53.92%  0.49  0.00  -0.22  5.15      1      951    61.40    62.40   \n",
       "1927   60.09%  0.43  0.00  -0.21  5.08      1    1,041    47.40    48.30   \n",
       "1928   66.56%  0.36  0.00  -0.19  4.85      0      186    35.20    35.90   \n",
       "1929   73.08%  0.29  0.00  -0.17  4.45     15   13,704    25.00    25.70   \n",
       "1930   79.33%  0.22  0.00  -0.14  3.90      4    4,091    16.90    17.50   \n",
       "1931   84.77%  0.17  0.00  -0.11  3.26      1      108    11.10    11.60   \n",
       "1932   89.16%  0.12  0.00  -0.09  2.60      0    1,376     7.20     7.50   \n",
       "1933   92.44%  0.08  0.00  -0.07  2.02    308    7,833     4.60     4.90   \n",
       "1934   94.60%  0.06  0.00  -0.05  1.57     33       63     3.10     3.40   \n",
       "1935   96.08%  0.04  0.00  -0.04  1.23      0      283     2.20     2.40   \n",
       "1936   98.71%  0.02  0.00  -0.02  0.51     26      316     0.70     0.80   \n",
       "1937   99.47%  0.01  0.00  -0.01  0.24      0      141     0.25     0.40   \n",
       "1938   99.80%  0.00  0.00   0.00  0.11      0        0     0.05     0.20   \n",
       "\n",
       "            Exp  ...     Bid     Ask Impl Vol Prob.OTM  Delta Gamma  Theta  \\\n",
       "0     22 JUL 16  ...       0    0.10  842.86%   99.91%   0.00  0.00  -0.05   \n",
       "1     22 JUL 16  ...       0    0.10  740.17%   99.91%   0.00  0.00  -0.05   \n",
       "2     22 JUL 16  ...       0    0.10  653.81%   99.92%   0.00  0.00  -0.05   \n",
       "3     22 JUL 16  ...       0    0.05  551.60%   99.96%   0.00  0.00  -0.03   \n",
       "4     22 JUL 16  ...       0    0.05  489.13%   99.95%   0.00  0.00  -0.03   \n",
       "5     22 JUL 16  ...       0    0.05  432.82%   99.95%   0.00  0.00  -0.03   \n",
       "6     22 JUL 16  ...       0    0.05  381.62%   99.95%   0.00  0.00  -0.03   \n",
       "7     22 JUL 16  ...       0    0.05  335.15%   99.95%   0.00  0.00  -0.03   \n",
       "8     22 JUL 16  ...       0    0.05  324.09%   99.95%   0.00  0.00  -0.03   \n",
       "9     22 JUL 16  ...       0    0.05  313.20%   99.95%   0.00  0.00  -0.03   \n",
       "10    22 JUL 16  ...       0    0.05  302.50%   99.95%   0.00  0.00  -0.03   \n",
       "11    22 JUL 16  ...       0    0.05  292.17%   99.95%   0.00  0.00  -0.03   \n",
       "12    22 JUL 16  ...       0    0.05  281.88%   99.95%   0.00  0.00  -0.03   \n",
       "13    22 JUL 16  ...       0    0.05  271.81%   99.95%   0.00  0.00  -0.03   \n",
       "14    22 JUL 16  ...       0    0.05  261.88%   99.95%   0.00  0.00  -0.03   \n",
       "15    22 JUL 16  ...       0    0.05  252.15%   99.95%   0.00  0.00  -0.03   \n",
       "16    22 JUL 16  ...       0    0.05  242.64%   99.95%   0.00  0.00  -0.03   \n",
       "17    22 JUL 16  ...       0    0.05  233.37%   99.94%   0.00  0.00  -0.03   \n",
       "18    22 JUL 16  ...       0    0.05  224.16%   99.94%   0.00  0.00  -0.03   \n",
       "19    22 JUL 16  ...       0    0.05  214.97%   99.94%   0.00  0.00  -0.03   \n",
       "20    22 JUL 16  ...       0    0.05  205.75%   99.94%   0.00  0.00  -0.03   \n",
       "21    22 JUL 16  ...       0    0.05  196.81%   99.94%   0.00  0.00  -0.02   \n",
       "22    22 JUL 16  ...       0    0.05  187.91%   99.94%   0.00  0.00  -0.02   \n",
       "23    22 JUL 16  ...       0    0.05  179.68%   99.94%   0.00  0.00  -0.03   \n",
       "24    22 JUL 16  ...       0    0.05  171.25%   99.93%   0.00  0.00  -0.03   \n",
       "25    22 JUL 16  ...       0    0.05  166.07%   99.93%   0.00  0.00  -0.03   \n",
       "26    22 JUL 16  ...       0    0.05  162.72%   99.93%   0.00  0.00  -0.03   \n",
       "27    22 JUL 16  ...       0    0.05  159.40%   99.93%   0.00  0.00  -0.03   \n",
       "28    22 JUL 16  ...       0    0.05  156.12%   99.93%   0.00  0.00  -0.03   \n",
       "29    22 JUL 16  ...       0    0.05  154.44%   99.93%   0.00  0.00  -0.03   \n",
       "...         ...  ...     ...     ...      ...      ...    ...   ...    ...   \n",
       "1909  30 NOV 16  ...    9.90   10.20   24.95%   91.14%  -0.07  0.00  -0.16   \n",
       "1910  30 NOV 16  ...   11.00   11.40   24.28%   90.20%  -0.07  0.00  -0.17   \n",
       "1911  30 NOV 16  ...   12.40   12.80   23.67%   89.10%  -0.08  0.00  -0.19   \n",
       "1912  30 NOV 16  ...   13.90   14.30   23.02%   87.91%  -0.09  0.00  -0.20   \n",
       "1913  30 NOV 16  ...   15.60   16.00   22.37%   86.57%  -0.11  0.00  -0.21   \n",
       "1914  30 NOV 16  ...   17.50   17.90   21.72%   85.09%  -0.12  0.00  -0.22   \n",
       "1915  30 NOV 16  ...   19.70   20.00   21.07%   83.44%  -0.13  0.00  -0.24   \n",
       "1916  30 NOV 16  ...   22.10   22.50   20.42%   81.58%  -0.15  0.00  -0.25   \n",
       "1917  30 NOV 16  ...   24.90   25.20   19.76%   79.52%  -0.17  0.00  -0.26   \n",
       "1918  30 NOV 16  ...   28.00   28.40   19.11%   77.20%  -0.19  0.00  -0.27   \n",
       "1919  30 NOV 16  ...   31.50   31.90   18.44%   74.63%  -0.22  0.00  -0.28   \n",
       "1920  30 NOV 16  ...   35.50   36.00   17.77%   71.73%  -0.25  0.00  -0.30   \n",
       "1921  30 NOV 16  ...   39.90   40.60   17.08%   68.53%  -0.28  0.00  -0.30   \n",
       "1922  30 NOV 16  ...   45.30   45.90   16.42%   64.90%  -0.31  0.00  -0.31   \n",
       "1923  30 NOV 16  ...   51.30   51.90   15.73%   60.89%  -0.35  0.00  -0.32   \n",
       "1924  30 NOV 16  ...   58.10   58.90   15.04%   56.43%  -0.40  0.00  -0.32   \n",
       "1925  30 NOV 16  ...   66.10   67.00   14.37%   51.51%  -0.45  0.00  -0.31   \n",
       "1926  30 NOV 16  ...   75.30   76.20   13.68%   46.13%  -0.50  0.00  -0.31   \n",
       "1927  30 NOV 16  ...   86.10   87.20   13.05%   40.35%  -0.56  0.00  -0.29   \n",
       "1928  30 NOV 16  ...   98.60   99.90   12.45%   34.31%  -0.62  0.00  -0.28   \n",
       "1929  30 NOV 16  ...  113.20  114.70   11.94%   28.28%  -0.69  0.00  -0.26   \n",
       "1930  30 NOV 16  ...  129.90  131.60   11.53%   22.59%  -0.75  0.00  -0.23   \n",
       "1931  30 NOV 16  ...  148.80  150.60   11.27%   17.63%  -0.80  0.00  -0.21   \n",
       "1932  30 NOV 16  ...  162.80  177.50   11.09%   13.41%  -0.84  0.00  -0.19   \n",
       "1933  30 NOV 16  ...  185.20  199.90   11.25%   10.56%  -0.87  0.00  -0.17   \n",
       "1934  30 NOV 16  ...  208.60  223.90   11.75%    8.84%  -0.89  0.00  -0.16   \n",
       "1935  30 NOV 16  ...  232.60  248.10   12.32%    7.59%  -0.91  0.00  -0.16   \n",
       "1936  30 NOV 16  ...  330.40  348.20   15.43%    5.44%  -0.93  0.00  -0.16   \n",
       "1937  30 NOV 16  ...  429.90  447.70   18.49%    4.38%  -0.94  0.00  -0.16   \n",
       "1938  30 NOV 16  ...  529.50  547.30   21.39%    3.69%  -0.94  0.00  -0.16   \n",
       "\n",
       "      Vega Volume Open.Int  \n",
       "0     0.00      0        0  \n",
       "1     0.00      0        0  \n",
       "2     0.00      0        0  \n",
       "3     0.00      0      100  \n",
       "4     0.00      0    1,637  \n",
       "5     0.00      0    2,498  \n",
       "6     0.00      0    6,428  \n",
       "7     0.00      0    1,030  \n",
       "8     0.00      0    2,798  \n",
       "9     0.00      0    1,660  \n",
       "10    0.00      0    6,368  \n",
       "11    0.00      0    1,091  \n",
       "12    0.00      0      743  \n",
       "13    0.00      0    8,711  \n",
       "14    0.00      0    7,662  \n",
       "15    0.00      0    4,808  \n",
       "16    0.00      0    1,963  \n",
       "17    0.00      0    3,219  \n",
       "18    0.00      0    2,180  \n",
       "19    0.00      0    6,923  \n",
       "20    0.00      0    1,685  \n",
       "21    0.00      0    1,181  \n",
       "22    0.00      0    4,402  \n",
       "23    0.00      0    3,993  \n",
       "24    0.00      0      802  \n",
       "25    0.00      0      714  \n",
       "26    0.00      0    1,646  \n",
       "27    0.00      0      287  \n",
       "28    0.00      0    3,617  \n",
       "29    0.00      0    1,608  \n",
       "...    ...    ...      ...  \n",
       "1909  1.68      0       30  \n",
       "1910  1.84      0      162  \n",
       "1911  2.01      1    3,235  \n",
       "1912  2.20      0    5,011  \n",
       "1913  2.40      0      515  \n",
       "1914  2.61      0      135  \n",
       "1915  2.83      5      666  \n",
       "1916  3.06      4      151  \n",
       "1917  3.31      4    1,567  \n",
       "1918  3.57      0      603  \n",
       "1919  3.83      0    8,230  \n",
       "1920  4.09      0    2,540  \n",
       "1921  4.35  3,200    4,225  \n",
       "1922  4.59      0      172  \n",
       "1923  4.81      0    1,061  \n",
       "1924  4.99      0      111  \n",
       "1925  5.11    110    1,275  \n",
       "1926  5.15    109      157  \n",
       "1927  5.08      0        7  \n",
       "1928  4.88      0        3  \n",
       "1929  4.55      0        2  \n",
       "1930  4.09      0        0  \n",
       "1931  3.57      0        0  \n",
       "1932  3.01      0        0  \n",
       "1933  2.58      0        0  \n",
       "1934  2.29      0        0  \n",
       "1935  2.06      0        0  \n",
       "1936  1.66      0        4  \n",
       "1937  1.45      0        0  \n",
       "1938  1.31      0        0  \n",
       "\n",
       "[1939 rows x 21 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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