pairs.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pairs trading experiment \n",
    "\n",
    "Source code can be found on [my GitHub repository](https://github.com/atwalsh/pairs).\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import data set class, pandas for data manipulation, numpy for correlation dataframe manipulation, and plotting library.\n",
    "\n",
    "See [data_set.py](https://github.com/atwalsh/pairs/blob/master/pairs/data_set.py)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pairs import DataSet\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialized the DataSet for year 2017. This will read NASDAQ and NYSE data by default.\n",
    "\n",
    "This object contains the following DataFrames for 2017:\n",
    "- Closing price\n",
    "- Trading volume (closing price * volume for each day)\n",
    "- Liquid stocks (stocks with > $1 million average trading volume for the time of the closing price set)\n",
    "- Correlation matric for liquid stocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Preparing data for 2017\n"
     ]
    }
   ],
   "source": [
    "ds = DataSet(year=2017)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Closing price DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>ticker</th>\n",
       "      <th>A</th>\n",
       "      <th>AA</th>\n",
       "      <th>AAAP</th>\n",
       "      <th>AAC</th>\n",
       "      <th>AAL</th>\n",
       "      <th>AAME</th>\n",
       "      <th>AAN</th>\n",
       "      <th>AAOI</th>\n",
       "      <th>AAON</th>\n",
       "      <th>AAP</th>\n",
       "      <th>...</th>\n",
       "      <th>ZNGA</th>\n",
       "      <th>ZNH</th>\n",
       "      <th>ZOES</th>\n",
       "      <th>ZSAN</th>\n",
       "      <th>ZTO</th>\n",
       "      <th>ZTR</th>\n",
       "      <th>ZTS</th>\n",
       "      <th>ZUMZ</th>\n",
       "      <th>ZX</th>\n",
       "      <th>ZYNE</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>46.49</td>\n",
       "      <td>28.83</td>\n",
       "      <td>27.16</td>\n",
       "      <td>7.72</td>\n",
       "      <td>46.30</td>\n",
       "      <td>4.100</td>\n",
       "      <td>31.90</td>\n",
       "      <td>23.10</td>\n",
       "      <td>33.35</td>\n",
       "      <td>170.60</td>\n",
       "      <td>...</td>\n",
       "      <td>2.65</td>\n",
       "      <td>26.210</td>\n",
       "      <td>23.48</td>\n",
       "      <td>0.780</td>\n",
       "      <td>12.19</td>\n",
       "      <td>11.83</td>\n",
       "      <td>53.59</td>\n",
       "      <td>22.000</td>\n",
       "      <td>1.23</td>\n",
       "      <td>17.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>47.10</td>\n",
       "      <td>30.26</td>\n",
       "      <td>27.25</td>\n",
       "      <td>7.69</td>\n",
       "      <td>46.70</td>\n",
       "      <td>4.100</td>\n",
       "      <td>32.57</td>\n",
       "      <td>23.51</td>\n",
       "      <td>34.10</td>\n",
       "      <td>172.00</td>\n",
       "      <td>...</td>\n",
       "      <td>2.69</td>\n",
       "      <td>27.250</td>\n",
       "      <td>24.63</td>\n",
       "      <td>0.870</td>\n",
       "      <td>12.27</td>\n",
       "      <td>11.90</td>\n",
       "      <td>54.11</td>\n",
       "      <td>22.750</td>\n",
       "      <td>1.25</td>\n",
       "      <td>18.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>46.54</td>\n",
       "      <td>30.65</td>\n",
       "      <td>27.37</td>\n",
       "      <td>7.54</td>\n",
       "      <td>45.89</td>\n",
       "      <td>3.850</td>\n",
       "      <td>31.31</td>\n",
       "      <td>22.81</td>\n",
       "      <td>33.10</td>\n",
       "      <td>171.88</td>\n",
       "      <td>...</td>\n",
       "      <td>2.65</td>\n",
       "      <td>27.650</td>\n",
       "      <td>25.55</td>\n",
       "      <td>0.970</td>\n",
       "      <td>12.97</td>\n",
       "      <td>11.31</td>\n",
       "      <td>53.93</td>\n",
       "      <td>20.600</td>\n",
       "      <td>1.29</td>\n",
       "      <td>19.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>47.99</td>\n",
       "      <td>30.68</td>\n",
       "      <td>27.51</td>\n",
       "      <td>7.54</td>\n",
       "      <td>46.21</td>\n",
       "      <td>4.100</td>\n",
       "      <td>30.86</td>\n",
       "      <td>22.42</td>\n",
       "      <td>32.70</td>\n",
       "      <td>169.63</td>\n",
       "      <td>...</td>\n",
       "      <td>2.72</td>\n",
       "      <td>27.160</td>\n",
       "      <td>25.76</td>\n",
       "      <td>1.060</td>\n",
       "      <td>13.34</td>\n",
       "      <td>11.29</td>\n",
       "      <td>54.10</td>\n",
       "      <td>19.850</td>\n",
       "      <td>1.21</td>\n",
       "      <td>18.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>48.14</td>\n",
       "      <td>29.48</td>\n",
       "      <td>28.03</td>\n",
       "      <td>7.56</td>\n",
       "      <td>47.08</td>\n",
       "      <td>3.950</td>\n",
       "      <td>31.25</td>\n",
       "      <td>22.24</td>\n",
       "      <td>32.80</td>\n",
       "      <td>169.53</td>\n",
       "      <td>...</td>\n",
       "      <td>2.66</td>\n",
       "      <td>27.190</td>\n",
       "      <td>23.66</td>\n",
       "      <td>1.100</td>\n",
       "      <td>13.00</td>\n",
       "      <td>11.26</td>\n",
       "      <td>53.95</td>\n",
       "      <td>19.950</td>\n",
       "      <td>1.22</td>\n",
       "      <td>18.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-10</th>\n",
       "      <td>48.10</td>\n",
       "      <td>30.98</td>\n",
       "      <td>28.35</td>\n",
       "      <td>7.92</td>\n",
       "      <td>48.48</td>\n",
       "      <td>4.050</td>\n",
       "      <td>32.44</td>\n",
       "      <td>22.87</td>\n",
       "      <td>33.40</td>\n",
       "      <td>169.92</td>\n",
       "      <td>...</td>\n",
       "      <td>2.60</td>\n",
       "      <td>28.850</td>\n",
       "      <td>23.64</td>\n",
       "      <td>1.030</td>\n",
       "      <td>13.53</td>\n",
       "      <td>11.25</td>\n",
       "      <td>53.93</td>\n",
       "      <td>20.200</td>\n",
       "      <td>1.17</td>\n",
       "      <td>19.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-11</th>\n",
       "      <td>49.25</td>\n",
       "      <td>31.97</td>\n",
       "      <td>28.84</td>\n",
       "      <td>8.26</td>\n",
       "      <td>48.64</td>\n",
       "      <td>4.050</td>\n",
       "      <td>32.50</td>\n",
       "      <td>22.72</td>\n",
       "      <td>33.75</td>\n",
       "      <td>173.43</td>\n",
       "      <td>...</td>\n",
       "      <td>2.63</td>\n",
       "      <td>28.280</td>\n",
       "      <td>23.05</td>\n",
       "      <td>1.070</td>\n",
       "      <td>13.65</td>\n",
       "      <td>11.23</td>\n",
       "      <td>53.31</td>\n",
       "      <td>19.750</td>\n",
       "      <td>1.19</td>\n",
       "      <td>19.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-12</th>\n",
       "      <td>48.52</td>\n",
       "      <td>33.04</td>\n",
       "      <td>29.01</td>\n",
       "      <td>8.00</td>\n",
       "      <td>48.10</td>\n",
       "      <td>3.850</td>\n",
       "      <td>32.41</td>\n",
       "      <td>29.86</td>\n",
       "      <td>32.60</td>\n",
       "      <td>174.47</td>\n",
       "      <td>...</td>\n",
       "      <td>2.67</td>\n",
       "      <td>27.900</td>\n",
       "      <td>22.53</td>\n",
       "      <td>1.290</td>\n",
       "      <td>13.26</td>\n",
       "      <td>11.18</td>\n",
       "      <td>53.39</td>\n",
       "      <td>19.600</td>\n",
       "      <td>1.17</td>\n",
       "      <td>19.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-13</th>\n",
       "      <td>48.69</td>\n",
       "      <td>33.01</td>\n",
       "      <td>29.13</td>\n",
       "      <td>8.09</td>\n",
       "      <td>47.65</td>\n",
       "      <td>3.950</td>\n",
       "      <td>32.05</td>\n",
       "      <td>28.22</td>\n",
       "      <td>32.90</td>\n",
       "      <td>174.79</td>\n",
       "      <td>...</td>\n",
       "      <td>2.64</td>\n",
       "      <td>27.840</td>\n",
       "      <td>21.90</td>\n",
       "      <td>1.200</td>\n",
       "      <td>12.84</td>\n",
       "      <td>11.23</td>\n",
       "      <td>53.74</td>\n",
       "      <td>19.850</td>\n",
       "      <td>1.20</td>\n",
       "      <td>18.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-17</th>\n",
       "      <td>48.32</td>\n",
       "      <td>32.64</td>\n",
       "      <td>28.37</td>\n",
       "      <td>8.00</td>\n",
       "      <td>46.75</td>\n",
       "      <td>4.000</td>\n",
       "      <td>32.02</td>\n",
       "      <td>30.44</td>\n",
       "      <td>32.40</td>\n",
       "      <td>173.00</td>\n",
       "      <td>...</td>\n",
       "      <td>2.63</td>\n",
       "      <td>28.000</td>\n",
       "      <td>21.24</td>\n",
       "      <td>1.170</td>\n",
       "      <td>12.92</td>\n",
       "      <td>11.20</td>\n",
       "      <td>53.22</td>\n",
       "      <td>20.400</td>\n",
       "      <td>1.16</td>\n",
       "      <td>19.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-18</th>\n",
       "      <td>48.25</td>\n",
       "      <td>34.81</td>\n",
       "      <td>28.41</td>\n",
       "      <td>7.97</td>\n",
       "      <td>47.64</td>\n",
       "      <td>3.980</td>\n",
       "      <td>32.31</td>\n",
       "      <td>30.84</td>\n",
       "      <td>32.20</td>\n",
       "      <td>173.98</td>\n",
       "      <td>...</td>\n",
       "      <td>2.61</td>\n",
       "      <td>28.370</td>\n",
       "      <td>21.39</td>\n",
       "      <td>1.150</td>\n",
       "      <td>13.21</td>\n",
       "      <td>11.23</td>\n",
       "      <td>53.30</td>\n",
       "      <td>20.250</td>\n",
       "      <td>1.24</td>\n",
       "      <td>22.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-19</th>\n",
       "      <td>47.64</td>\n",
       "      <td>35.42</td>\n",
       "      <td>28.47</td>\n",
       "      <td>7.85</td>\n",
       "      <td>47.26</td>\n",
       "      <td>4.000</td>\n",
       "      <td>29.19</td>\n",
       "      <td>30.48</td>\n",
       "      <td>32.25</td>\n",
       "      <td>171.72</td>\n",
       "      <td>...</td>\n",
       "      <td>2.63</td>\n",
       "      <td>28.280</td>\n",
       "      <td>21.43</td>\n",
       "      <td>1.140</td>\n",
       "      <td>13.57</td>\n",
       "      <td>11.18</td>\n",
       "      <td>53.50</td>\n",
       "      <td>19.700</td>\n",
       "      <td>1.27</td>\n",
       "      <td>18.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-20</th>\n",
       "      <td>47.62</td>\n",
       "      <td>35.66</td>\n",
       "      <td>28.61</td>\n",
       "      <td>8.05</td>\n",
       "      <td>48.00</td>\n",
       "      <td>3.750</td>\n",
       "      <td>30.31</td>\n",
       "      <td>30.58</td>\n",
       "      <td>32.70</td>\n",
       "      <td>171.50</td>\n",
       "      <td>...</td>\n",
       "      <td>2.64</td>\n",
       "      <td>28.820</td>\n",
       "      <td>21.69</td>\n",
       "      <td>1.120</td>\n",
       "      <td>13.60</td>\n",
       "      <td>11.21</td>\n",
       "      <td>53.97</td>\n",
       "      <td>19.750</td>\n",
       "      <td>1.43</td>\n",
       "      <td>18.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-23</th>\n",
       "      <td>47.39</td>\n",
       "      <td>36.29</td>\n",
       "      <td>28.91</td>\n",
       "      <td>7.95</td>\n",
       "      <td>46.94</td>\n",
       "      <td>3.850</td>\n",
       "      <td>30.65</td>\n",
       "      <td>31.29</td>\n",
       "      <td>32.80</td>\n",
       "      <td>167.78</td>\n",
       "      <td>...</td>\n",
       "      <td>2.60</td>\n",
       "      <td>28.970</td>\n",
       "      <td>21.36</td>\n",
       "      <td>1.130</td>\n",
       "      <td>13.46</td>\n",
       "      <td>11.21</td>\n",
       "      <td>53.75</td>\n",
       "      <td>19.050</td>\n",
       "      <td>1.32</td>\n",
       "      <td>18.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-24</th>\n",
       "      <td>47.35</td>\n",
       "      <td>37.50</td>\n",
       "      <td>29.20</td>\n",
       "      <td>8.17</td>\n",
       "      <td>47.54</td>\n",
       "      <td>3.880</td>\n",
       "      <td>31.50</td>\n",
       "      <td>32.00</td>\n",
       "      <td>33.90</td>\n",
       "      <td>168.29</td>\n",
       "      <td>...</td>\n",
       "      <td>2.55</td>\n",
       "      <td>29.590</td>\n",
       "      <td>21.48</td>\n",
       "      <td>1.130</td>\n",
       "      <td>13.29</td>\n",
       "      <td>11.30</td>\n",
       "      <td>53.78</td>\n",
       "      <td>19.850</td>\n",
       "      <td>1.29</td>\n",
       "      <td>18.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-25</th>\n",
       "      <td>48.41</td>\n",
       "      <td>36.53</td>\n",
       "      <td>30.66</td>\n",
       "      <td>8.16</td>\n",
       "      <td>47.91</td>\n",
       "      <td>3.880</td>\n",
       "      <td>31.54</td>\n",
       "      <td>31.71</td>\n",
       "      <td>34.65</td>\n",
       "      <td>167.50</td>\n",
       "      <td>...</td>\n",
       "      <td>2.60</td>\n",
       "      <td>29.400</td>\n",
       "      <td>22.34</td>\n",
       "      <td>1.140</td>\n",
       "      <td>12.89</td>\n",
       "      <td>11.32</td>\n",
       "      <td>54.00</td>\n",
       "      <td>20.050</td>\n",
       "      <td>1.29</td>\n",
       "      <td>18.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-26</th>\n",
       "      <td>48.17</td>\n",
       "      <td>36.30</td>\n",
       "      <td>30.69</td>\n",
       "      <td>8.08</td>\n",
       "      <td>49.59</td>\n",
       "      <td>3.650</td>\n",
       "      <td>30.95</td>\n",
       "      <td>31.28</td>\n",
       "      <td>34.85</td>\n",
       "      <td>165.50</td>\n",
       "      <td>...</td>\n",
       "      <td>2.57</td>\n",
       "      <td>29.300</td>\n",
       "      <td>21.97</td>\n",
       "      <td>1.120</td>\n",
       "      <td>12.31</td>\n",
       "      <td>11.33</td>\n",
       "      <td>53.84</td>\n",
       "      <td>19.500</td>\n",
       "      <td>1.32</td>\n",
       "      <td>18.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-27</th>\n",
       "      <td>48.65</td>\n",
       "      <td>36.67</td>\n",
       "      <td>31.50</td>\n",
       "      <td>8.11</td>\n",
       "      <td>46.95</td>\n",
       "      <td>3.700</td>\n",
       "      <td>30.54</td>\n",
       "      <td>31.15</td>\n",
       "      <td>35.00</td>\n",
       "      <td>164.37</td>\n",
       "      <td>...</td>\n",
       "      <td>2.57</td>\n",
       "      <td>28.860</td>\n",
       "      <td>21.76</td>\n",
       "      <td>1.140</td>\n",
       "      <td>12.42</td>\n",
       "      <td>11.35</td>\n",
       "      <td>54.65</td>\n",
       "      <td>18.850</td>\n",
       "      <td>1.36</td>\n",
       "      <td>17.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-30</th>\n",
       "      <td>47.67</td>\n",
       "      <td>36.55</td>\n",
       "      <td>31.49</td>\n",
       "      <td>7.95</td>\n",
       "      <td>44.90</td>\n",
       "      <td>3.700</td>\n",
       "      <td>30.67</td>\n",
       "      <td>30.41</td>\n",
       "      <td>33.90</td>\n",
       "      <td>164.63</td>\n",
       "      <td>...</td>\n",
       "      <td>2.60</td>\n",
       "      <td>28.810</td>\n",
       "      <td>21.73</td>\n",
       "      <td>1.170</td>\n",
       "      <td>12.34</td>\n",
       "      <td>11.28</td>\n",
       "      <td>54.27</td>\n",
       "      <td>19.600</td>\n",
       "      <td>1.36</td>\n",
       "      <td>17.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-31</th>\n",
       "      <td>48.97</td>\n",
       "      <td>36.45</td>\n",
       "      <td>32.37</td>\n",
       "      <td>7.95</td>\n",
       "      <td>44.25</td>\n",
       "      <td>3.750</td>\n",
       "      <td>30.94</td>\n",
       "      <td>30.76</td>\n",
       "      <td>33.95</td>\n",
       "      <td>164.24</td>\n",
       "      <td>...</td>\n",
       "      <td>2.52</td>\n",
       "      <td>28.960</td>\n",
       "      <td>21.83</td>\n",
       "      <td>1.200</td>\n",
       "      <td>12.47</td>\n",
       "      <td>11.28</td>\n",
       "      <td>54.94</td>\n",
       "      <td>20.050</td>\n",
       "      <td>1.33</td>\n",
       "      <td>17.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-01</th>\n",
       "      <td>49.26</td>\n",
       "      <td>36.26</td>\n",
       "      <td>32.94</td>\n",
       "      <td>8.01</td>\n",
       "      <td>44.05</td>\n",
       "      <td>3.800</td>\n",
       "      <td>30.80</td>\n",
       "      <td>30.93</td>\n",
       "      <td>33.90</td>\n",
       "      <td>160.59</td>\n",
       "      <td>...</td>\n",
       "      <td>2.55</td>\n",
       "      <td>28.830</td>\n",
       "      <td>21.37</td>\n",
       "      <td>1.190</td>\n",
       "      <td>12.77</td>\n",
       "      <td>11.28</td>\n",
       "      <td>55.32</td>\n",
       "      <td>19.550</td>\n",
       "      <td>1.37</td>\n",
       "      <td>18.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-02</th>\n",
       "      <td>48.90</td>\n",
       "      <td>37.68</td>\n",
       "      <td>33.76</td>\n",
       "      <td>8.03</td>\n",
       "      <td>44.01</td>\n",
       "      <td>3.850</td>\n",
       "      <td>30.66</td>\n",
       "      <td>31.31</td>\n",
       "      <td>33.50</td>\n",
       "      <td>162.34</td>\n",
       "      <td>...</td>\n",
       "      <td>2.54</td>\n",
       "      <td>28.310</td>\n",
       "      <td>21.59</td>\n",
       "      <td>1.140</td>\n",
       "      <td>12.53</td>\n",
       "      <td>11.30</td>\n",
       "      <td>55.70</td>\n",
       "      <td>20.500</td>\n",
       "      <td>1.36</td>\n",
       "      <td>17.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-03</th>\n",
       "      <td>49.38</td>\n",
       "      <td>36.86</td>\n",
       "      <td>34.25</td>\n",
       "      <td>8.17</td>\n",
       "      <td>44.20</td>\n",
       "      <td>3.850</td>\n",
       "      <td>29.93</td>\n",
       "      <td>32.60</td>\n",
       "      <td>34.00</td>\n",
       "      <td>162.75</td>\n",
       "      <td>...</td>\n",
       "      <td>2.55</td>\n",
       "      <td>28.270</td>\n",
       "      <td>21.79</td>\n",
       "      <td>1.090</td>\n",
       "      <td>12.24</td>\n",
       "      <td>11.36</td>\n",
       "      <td>55.92</td>\n",
       "      <td>21.150</td>\n",
       "      <td>1.36</td>\n",
       "      <td>18.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-06</th>\n",
       "      <td>49.27</td>\n",
       "      <td>37.75</td>\n",
       "      <td>34.90</td>\n",
       "      <td>7.97</td>\n",
       "      <td>45.30</td>\n",
       "      <td>3.650</td>\n",
       "      <td>29.79</td>\n",
       "      <td>31.79</td>\n",
       "      <td>33.60</td>\n",
       "      <td>160.27</td>\n",
       "      <td>...</td>\n",
       "      <td>2.54</td>\n",
       "      <td>28.200</td>\n",
       "      <td>22.01</td>\n",
       "      <td>1.150</td>\n",
       "      <td>12.39</td>\n",
       "      <td>11.35</td>\n",
       "      <td>55.77</td>\n",
       "      <td>20.450</td>\n",
       "      <td>1.33</td>\n",
       "      <td>18.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-07</th>\n",
       "      <td>49.64</td>\n",
       "      <td>37.97</td>\n",
       "      <td>34.89</td>\n",
       "      <td>7.95</td>\n",
       "      <td>45.17</td>\n",
       "      <td>3.650</td>\n",
       "      <td>29.70</td>\n",
       "      <td>31.56</td>\n",
       "      <td>34.00</td>\n",
       "      <td>159.18</td>\n",
       "      <td>...</td>\n",
       "      <td>2.57</td>\n",
       "      <td>27.910</td>\n",
       "      <td>21.74</td>\n",
       "      <td>1.180</td>\n",
       "      <td>12.64</td>\n",
       "      <td>11.38</td>\n",
       "      <td>55.98</td>\n",
       "      <td>20.100</td>\n",
       "      <td>1.44</td>\n",
       "      <td>18.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-08</th>\n",
       "      <td>49.93</td>\n",
       "      <td>37.54</td>\n",
       "      <td>34.99</td>\n",
       "      <td>7.79</td>\n",
       "      <td>45.06</td>\n",
       "      <td>3.700</td>\n",
       "      <td>29.70</td>\n",
       "      <td>31.34</td>\n",
       "      <td>33.95</td>\n",
       "      <td>162.73</td>\n",
       "      <td>...</td>\n",
       "      <td>2.50</td>\n",
       "      <td>28.950</td>\n",
       "      <td>21.96</td>\n",
       "      <td>1.200</td>\n",
       "      <td>12.58</td>\n",
       "      <td>11.39</td>\n",
       "      <td>55.96</td>\n",
       "      <td>19.950</td>\n",
       "      <td>1.43</td>\n",
       "      <td>18.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-09</th>\n",
       "      <td>50.47</td>\n",
       "      <td>37.42</td>\n",
       "      <td>35.25</td>\n",
       "      <td>7.90</td>\n",
       "      <td>46.30</td>\n",
       "      <td>3.700</td>\n",
       "      <td>29.97</td>\n",
       "      <td>31.75</td>\n",
       "      <td>34.35</td>\n",
       "      <td>164.83</td>\n",
       "      <td>...</td>\n",
       "      <td>2.52</td>\n",
       "      <td>29.530</td>\n",
       "      <td>23.06</td>\n",
       "      <td>1.230</td>\n",
       "      <td>12.26</td>\n",
       "      <td>11.37</td>\n",
       "      <td>55.96</td>\n",
       "      <td>20.650</td>\n",
       "      <td>1.46</td>\n",
       "      <td>19.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-10</th>\n",
       "      <td>50.36</td>\n",
       "      <td>38.30</td>\n",
       "      <td>37.16</td>\n",
       "      <td>7.90</td>\n",
       "      <td>46.45</td>\n",
       "      <td>3.750</td>\n",
       "      <td>30.05</td>\n",
       "      <td>32.66</td>\n",
       "      <td>34.35</td>\n",
       "      <td>164.05</td>\n",
       "      <td>...</td>\n",
       "      <td>2.58</td>\n",
       "      <td>30.010</td>\n",
       "      <td>23.48</td>\n",
       "      <td>1.200</td>\n",
       "      <td>12.41</td>\n",
       "      <td>11.39</td>\n",
       "      <td>55.73</td>\n",
       "      <td>20.950</td>\n",
       "      <td>1.48</td>\n",
       "      <td>20.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-13</th>\n",
       "      <td>50.52</td>\n",
       "      <td>38.48</td>\n",
       "      <td>36.69</td>\n",
       "      <td>7.78</td>\n",
       "      <td>47.41</td>\n",
       "      <td>3.700</td>\n",
       "      <td>29.51</td>\n",
       "      <td>33.92</td>\n",
       "      <td>35.00</td>\n",
       "      <td>162.39</td>\n",
       "      <td>...</td>\n",
       "      <td>2.63</td>\n",
       "      <td>30.440</td>\n",
       "      <td>22.90</td>\n",
       "      <td>1.700</td>\n",
       "      <td>13.04</td>\n",
       "      <td>11.42</td>\n",
       "      <td>55.14</td>\n",
       "      <td>20.250</td>\n",
       "      <td>1.49</td>\n",
       "      <td>21.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-14</th>\n",
       "      <td>50.39</td>\n",
       "      <td>38.56</td>\n",
       "      <td>35.60</td>\n",
       "      <td>7.92</td>\n",
       "      <td>46.57</td>\n",
       "      <td>3.950</td>\n",
       "      <td>29.41</td>\n",
       "      <td>36.38</td>\n",
       "      <td>34.45</td>\n",
       "      <td>164.37</td>\n",
       "      <td>...</td>\n",
       "      <td>2.70</td>\n",
       "      <td>30.720</td>\n",
       "      <td>22.83</td>\n",
       "      <td>2.020</td>\n",
       "      <td>13.08</td>\n",
       "      <td>11.40</td>\n",
       "      <td>55.02</td>\n",
       "      <td>20.450</td>\n",
       "      <td>1.48</td>\n",
       "      <td>22.74</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>2017-11-16</th>\n",
       "      <td>68.74</td>\n",
       "      <td>42.30</td>\n",
       "      <td>81.24</td>\n",
       "      <td>9.93</td>\n",
       "      <td>47.68</td>\n",
       "      <td>3.650</td>\n",
       "      <td>36.50</td>\n",
       "      <td>44.80</td>\n",
       "      <td>34.25</td>\n",
       "      <td>90.50</td>\n",
       "      <td>...</td>\n",
       "      <td>3.90</td>\n",
       "      <td>41.970</td>\n",
       "      <td>12.94</td>\n",
       "      <td>0.650</td>\n",
       "      <td>16.86</td>\n",
       "      <td>13.03</td>\n",
       "      <td>70.41</td>\n",
       "      <td>18.300</td>\n",
       "      <td>1.60</td>\n",
       "      <td>13.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-17</th>\n",
       "      <td>68.79</td>\n",
       "      <td>43.40</td>\n",
       "      <td>81.20</td>\n",
       "      <td>9.82</td>\n",
       "      <td>47.39</td>\n",
       "      <td>3.600</td>\n",
       "      <td>36.46</td>\n",
       "      <td>45.04</td>\n",
       "      <td>34.45</td>\n",
       "      <td>89.27</td>\n",
       "      <td>...</td>\n",
       "      <td>3.94</td>\n",
       "      <td>42.100</td>\n",
       "      <td>13.10</td>\n",
       "      <td>0.685</td>\n",
       "      <td>16.83</td>\n",
       "      <td>13.14</td>\n",
       "      <td>70.79</td>\n",
       "      <td>18.900</td>\n",
       "      <td>1.54</td>\n",
       "      <td>13.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-20</th>\n",
       "      <td>69.96</td>\n",
       "      <td>42.21</td>\n",
       "      <td>81.16</td>\n",
       "      <td>8.89</td>\n",
       "      <td>47.69</td>\n",
       "      <td>3.790</td>\n",
       "      <td>36.74</td>\n",
       "      <td>43.48</td>\n",
       "      <td>34.95</td>\n",
       "      <td>91.43</td>\n",
       "      <td>...</td>\n",
       "      <td>4.02</td>\n",
       "      <td>43.330</td>\n",
       "      <td>13.38</td>\n",
       "      <td>0.680</td>\n",
       "      <td>17.00</td>\n",
       "      <td>13.22</td>\n",
       "      <td>70.95</td>\n",
       "      <td>19.350</td>\n",
       "      <td>1.81</td>\n",
       "      <td>13.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-21</th>\n",
       "      <td>69.91</td>\n",
       "      <td>41.39</td>\n",
       "      <td>81.18</td>\n",
       "      <td>9.10</td>\n",
       "      <td>48.65</td>\n",
       "      <td>3.600</td>\n",
       "      <td>36.20</td>\n",
       "      <td>42.90</td>\n",
       "      <td>35.80</td>\n",
       "      <td>88.93</td>\n",
       "      <td>...</td>\n",
       "      <td>4.11</td>\n",
       "      <td>43.670</td>\n",
       "      <td>13.51</td>\n",
       "      <td>0.620</td>\n",
       "      <td>17.04</td>\n",
       "      <td>13.40</td>\n",
       "      <td>71.36</td>\n",
       "      <td>19.350</td>\n",
       "      <td>1.69</td>\n",
       "      <td>14.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-22</th>\n",
       "      <td>68.69</td>\n",
       "      <td>42.64</td>\n",
       "      <td>81.20</td>\n",
       "      <td>9.04</td>\n",
       "      <td>48.66</td>\n",
       "      <td>3.700</td>\n",
       "      <td>35.60</td>\n",
       "      <td>41.95</td>\n",
       "      <td>35.70</td>\n",
       "      <td>89.62</td>\n",
       "      <td>...</td>\n",
       "      <td>4.06</td>\n",
       "      <td>47.270</td>\n",
       "      <td>13.45</td>\n",
       "      <td>0.640</td>\n",
       "      <td>17.01</td>\n",
       "      <td>13.37</td>\n",
       "      <td>71.07</td>\n",
       "      <td>18.600</td>\n",
       "      <td>1.62</td>\n",
       "      <td>14.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-24</th>\n",
       "      <td>69.36</td>\n",
       "      <td>42.21</td>\n",
       "      <td>81.22</td>\n",
       "      <td>9.01</td>\n",
       "      <td>48.56</td>\n",
       "      <td>3.700</td>\n",
       "      <td>35.45</td>\n",
       "      <td>42.22</td>\n",
       "      <td>35.85</td>\n",
       "      <td>89.23</td>\n",
       "      <td>...</td>\n",
       "      <td>4.08</td>\n",
       "      <td>47.995</td>\n",
       "      <td>13.37</td>\n",
       "      <td>0.640</td>\n",
       "      <td>16.47</td>\n",
       "      <td>13.45</td>\n",
       "      <td>71.29</td>\n",
       "      <td>19.050</td>\n",
       "      <td>1.63</td>\n",
       "      <td>14.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-27</th>\n",
       "      <td>69.31</td>\n",
       "      <td>42.04</td>\n",
       "      <td>81.35</td>\n",
       "      <td>8.59</td>\n",
       "      <td>48.42</td>\n",
       "      <td>3.600</td>\n",
       "      <td>35.57</td>\n",
       "      <td>41.24</td>\n",
       "      <td>35.25</td>\n",
       "      <td>89.87</td>\n",
       "      <td>...</td>\n",
       "      <td>4.17</td>\n",
       "      <td>44.480</td>\n",
       "      <td>13.47</td>\n",
       "      <td>0.623</td>\n",
       "      <td>16.20</td>\n",
       "      <td>13.50</td>\n",
       "      <td>71.54</td>\n",
       "      <td>19.200</td>\n",
       "      <td>1.59</td>\n",
       "      <td>13.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-28</th>\n",
       "      <td>70.59</td>\n",
       "      <td>43.30</td>\n",
       "      <td>81.26</td>\n",
       "      <td>8.98</td>\n",
       "      <td>49.22</td>\n",
       "      <td>3.630</td>\n",
       "      <td>37.01</td>\n",
       "      <td>42.68</td>\n",
       "      <td>36.00</td>\n",
       "      <td>92.84</td>\n",
       "      <td>...</td>\n",
       "      <td>4.28</td>\n",
       "      <td>45.870</td>\n",
       "      <td>14.11</td>\n",
       "      <td>0.640</td>\n",
       "      <td>16.00</td>\n",
       "      <td>13.49</td>\n",
       "      <td>71.39</td>\n",
       "      <td>20.100</td>\n",
       "      <td>1.57</td>\n",
       "      <td>13.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-29</th>\n",
       "      <td>68.69</td>\n",
       "      <td>41.24</td>\n",
       "      <td>81.30</td>\n",
       "      <td>9.09</td>\n",
       "      <td>49.25</td>\n",
       "      <td>3.700</td>\n",
       "      <td>38.00</td>\n",
       "      <td>43.30</td>\n",
       "      <td>36.75</td>\n",
       "      <td>99.95</td>\n",
       "      <td>...</td>\n",
       "      <td>4.05</td>\n",
       "      <td>45.570</td>\n",
       "      <td>15.43</td>\n",
       "      <td>0.655</td>\n",
       "      <td>15.91</td>\n",
       "      <td>13.38</td>\n",
       "      <td>71.61</td>\n",
       "      <td>20.850</td>\n",
       "      <td>1.58</td>\n",
       "      <td>13.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-30</th>\n",
       "      <td>69.24</td>\n",
       "      <td>41.51</td>\n",
       "      <td>81.35</td>\n",
       "      <td>9.13</td>\n",
       "      <td>50.49</td>\n",
       "      <td>3.600</td>\n",
       "      <td>37.72</td>\n",
       "      <td>43.66</td>\n",
       "      <td>36.45</td>\n",
       "      <td>101.00</td>\n",
       "      <td>...</td>\n",
       "      <td>4.10</td>\n",
       "      <td>44.970</td>\n",
       "      <td>15.98</td>\n",
       "      <td>0.610</td>\n",
       "      <td>16.06</td>\n",
       "      <td>13.33</td>\n",
       "      <td>72.29</td>\n",
       "      <td>21.800</td>\n",
       "      <td>1.60</td>\n",
       "      <td>13.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-01</th>\n",
       "      <td>68.69</td>\n",
       "      <td>41.64</td>\n",
       "      <td>81.34</td>\n",
       "      <td>8.97</td>\n",
       "      <td>49.00</td>\n",
       "      <td>3.700</td>\n",
       "      <td>39.19</td>\n",
       "      <td>43.38</td>\n",
       "      <td>36.35</td>\n",
       "      <td>99.28</td>\n",
       "      <td>...</td>\n",
       "      <td>3.96</td>\n",
       "      <td>43.840</td>\n",
       "      <td>15.59</td>\n",
       "      <td>0.620</td>\n",
       "      <td>16.00</td>\n",
       "      <td>13.28</td>\n",
       "      <td>72.30</td>\n",
       "      <td>19.950</td>\n",
       "      <td>1.50</td>\n",
       "      <td>14.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-04</th>\n",
       "      <td>66.24</td>\n",
       "      <td>41.79</td>\n",
       "      <td>81.27</td>\n",
       "      <td>8.84</td>\n",
       "      <td>49.93</td>\n",
       "      <td>3.600</td>\n",
       "      <td>37.65</td>\n",
       "      <td>44.05</td>\n",
       "      <td>37.45</td>\n",
       "      <td>104.02</td>\n",
       "      <td>...</td>\n",
       "      <td>3.80</td>\n",
       "      <td>45.710</td>\n",
       "      <td>16.12</td>\n",
       "      <td>0.580</td>\n",
       "      <td>15.83</td>\n",
       "      <td>13.43</td>\n",
       "      <td>71.02</td>\n",
       "      <td>21.350</td>\n",
       "      <td>1.38</td>\n",
       "      <td>13.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-05</th>\n",
       "      <td>65.83</td>\n",
       "      <td>41.18</td>\n",
       "      <td>81.36</td>\n",
       "      <td>8.44</td>\n",
       "      <td>49.47</td>\n",
       "      <td>3.500</td>\n",
       "      <td>37.51</td>\n",
       "      <td>42.46</td>\n",
       "      <td>37.55</td>\n",
       "      <td>101.15</td>\n",
       "      <td>...</td>\n",
       "      <td>3.77</td>\n",
       "      <td>45.090</td>\n",
       "      <td>16.29</td>\n",
       "      <td>0.630</td>\n",
       "      <td>15.61</td>\n",
       "      <td>13.40</td>\n",
       "      <td>70.85</td>\n",
       "      <td>20.650</td>\n",
       "      <td>1.37</td>\n",
       "      <td>13.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-06</th>\n",
       "      <td>65.89</td>\n",
       "      <td>41.31</td>\n",
       "      <td>81.46</td>\n",
       "      <td>8.50</td>\n",
       "      <td>49.61</td>\n",
       "      <td>3.625</td>\n",
       "      <td>37.72</td>\n",
       "      <td>40.74</td>\n",
       "      <td>36.30</td>\n",
       "      <td>97.50</td>\n",
       "      <td>...</td>\n",
       "      <td>3.70</td>\n",
       "      <td>43.900</td>\n",
       "      <td>16.18</td>\n",
       "      <td>0.599</td>\n",
       "      <td>15.77</td>\n",
       "      <td>13.41</td>\n",
       "      <td>70.97</td>\n",
       "      <td>21.050</td>\n",
       "      <td>1.26</td>\n",
       "      <td>11.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-07</th>\n",
       "      <td>66.71</td>\n",
       "      <td>40.60</td>\n",
       "      <td>81.60</td>\n",
       "      <td>8.89</td>\n",
       "      <td>50.88</td>\n",
       "      <td>3.500</td>\n",
       "      <td>38.43</td>\n",
       "      <td>38.84</td>\n",
       "      <td>36.25</td>\n",
       "      <td>97.61</td>\n",
       "      <td>...</td>\n",
       "      <td>3.82</td>\n",
       "      <td>44.240</td>\n",
       "      <td>16.30</td>\n",
       "      <td>0.571</td>\n",
       "      <td>16.02</td>\n",
       "      <td>13.40</td>\n",
       "      <td>71.64</td>\n",
       "      <td>21.150</td>\n",
       "      <td>1.30</td>\n",
       "      <td>11.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-08</th>\n",
       "      <td>67.38</td>\n",
       "      <td>41.40</td>\n",
       "      <td>81.60</td>\n",
       "      <td>8.85</td>\n",
       "      <td>51.02</td>\n",
       "      <td>3.450</td>\n",
       "      <td>38.98</td>\n",
       "      <td>38.69</td>\n",
       "      <td>35.70</td>\n",
       "      <td>100.31</td>\n",
       "      <td>...</td>\n",
       "      <td>3.78</td>\n",
       "      <td>46.500</td>\n",
       "      <td>16.69</td>\n",
       "      <td>0.580</td>\n",
       "      <td>15.28</td>\n",
       "      <td>13.18</td>\n",
       "      <td>71.88</td>\n",
       "      <td>21.200</td>\n",
       "      <td>1.30</td>\n",
       "      <td>11.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-11</th>\n",
       "      <td>67.00</td>\n",
       "      <td>42.24</td>\n",
       "      <td>81.61</td>\n",
       "      <td>8.80</td>\n",
       "      <td>51.30</td>\n",
       "      <td>3.350</td>\n",
       "      <td>37.08</td>\n",
       "      <td>40.52</td>\n",
       "      <td>35.05</td>\n",
       "      <td>100.85</td>\n",
       "      <td>...</td>\n",
       "      <td>3.93</td>\n",
       "      <td>49.800</td>\n",
       "      <td>16.95</td>\n",
       "      <td>0.620</td>\n",
       "      <td>15.52</td>\n",
       "      <td>13.19</td>\n",
       "      <td>71.77</td>\n",
       "      <td>20.950</td>\n",
       "      <td>1.25</td>\n",
       "      <td>11.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-12</th>\n",
       "      <td>67.06</td>\n",
       "      <td>42.40</td>\n",
       "      <td>81.58</td>\n",
       "      <td>9.11</td>\n",
       "      <td>50.47</td>\n",
       "      <td>3.100</td>\n",
       "      <td>36.02</td>\n",
       "      <td>40.15</td>\n",
       "      <td>34.85</td>\n",
       "      <td>103.03</td>\n",
       "      <td>...</td>\n",
       "      <td>3.98</td>\n",
       "      <td>46.230</td>\n",
       "      <td>16.43</td>\n",
       "      <td>0.590</td>\n",
       "      <td>14.91</td>\n",
       "      <td>13.11</td>\n",
       "      <td>72.23</td>\n",
       "      <td>20.550</td>\n",
       "      <td>1.21</td>\n",
       "      <td>11.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-13</th>\n",
       "      <td>66.68</td>\n",
       "      <td>41.86</td>\n",
       "      <td>81.70</td>\n",
       "      <td>8.62</td>\n",
       "      <td>50.09</td>\n",
       "      <td>3.150</td>\n",
       "      <td>37.54</td>\n",
       "      <td>40.35</td>\n",
       "      <td>35.15</td>\n",
       "      <td>102.50</td>\n",
       "      <td>...</td>\n",
       "      <td>4.01</td>\n",
       "      <td>48.000</td>\n",
       "      <td>16.94</td>\n",
       "      <td>0.630</td>\n",
       "      <td>14.98</td>\n",
       "      <td>13.11</td>\n",
       "      <td>72.38</td>\n",
       "      <td>20.350</td>\n",
       "      <td>1.44</td>\n",
       "      <td>11.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-14</th>\n",
       "      <td>66.51</td>\n",
       "      <td>42.35</td>\n",
       "      <td>81.59</td>\n",
       "      <td>8.48</td>\n",
       "      <td>50.21</td>\n",
       "      <td>3.400</td>\n",
       "      <td>36.01</td>\n",
       "      <td>39.09</td>\n",
       "      <td>34.55</td>\n",
       "      <td>100.20</td>\n",
       "      <td>...</td>\n",
       "      <td>4.00</td>\n",
       "      <td>49.000</td>\n",
       "      <td>16.91</td>\n",
       "      <td>0.670</td>\n",
       "      <td>15.10</td>\n",
       "      <td>13.16</td>\n",
       "      <td>71.76</td>\n",
       "      <td>20.000</td>\n",
       "      <td>1.36</td>\n",
       "      <td>11.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-15</th>\n",
       "      <td>67.61</td>\n",
       "      <td>42.61</td>\n",
       "      <td>81.53</td>\n",
       "      <td>8.42</td>\n",
       "      <td>51.06</td>\n",
       "      <td>3.550</td>\n",
       "      <td>36.93</td>\n",
       "      <td>38.99</td>\n",
       "      <td>35.20</td>\n",
       "      <td>100.70</td>\n",
       "      <td>...</td>\n",
       "      <td>4.04</td>\n",
       "      <td>48.130</td>\n",
       "      <td>16.94</td>\n",
       "      <td>0.711</td>\n",
       "      <td>14.95</td>\n",
       "      <td>13.20</td>\n",
       "      <td>71.96</td>\n",
       "      <td>20.100</td>\n",
       "      <td>1.35</td>\n",
       "      <td>11.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-18</th>\n",
       "      <td>67.66</td>\n",
       "      <td>44.57</td>\n",
       "      <td>81.62</td>\n",
       "      <td>8.60</td>\n",
       "      <td>51.49</td>\n",
       "      <td>3.700</td>\n",
       "      <td>38.28</td>\n",
       "      <td>39.27</td>\n",
       "      <td>35.95</td>\n",
       "      <td>102.71</td>\n",
       "      <td>...</td>\n",
       "      <td>4.06</td>\n",
       "      <td>47.670</td>\n",
       "      <td>16.63</td>\n",
       "      <td>0.730</td>\n",
       "      <td>14.70</td>\n",
       "      <td>13.34</td>\n",
       "      <td>72.63</td>\n",
       "      <td>21.300</td>\n",
       "      <td>1.28</td>\n",
       "      <td>11.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-19</th>\n",
       "      <td>67.75</td>\n",
       "      <td>46.52</td>\n",
       "      <td>81.56</td>\n",
       "      <td>8.43</td>\n",
       "      <td>51.44</td>\n",
       "      <td>3.750</td>\n",
       "      <td>40.71</td>\n",
       "      <td>42.07</td>\n",
       "      <td>35.35</td>\n",
       "      <td>99.73</td>\n",
       "      <td>...</td>\n",
       "      <td>3.97</td>\n",
       "      <td>48.980</td>\n",
       "      <td>17.00</td>\n",
       "      <td>0.700</td>\n",
       "      <td>14.99</td>\n",
       "      <td>13.25</td>\n",
       "      <td>72.80</td>\n",
       "      <td>21.200</td>\n",
       "      <td>1.30</td>\n",
       "      <td>11.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-20</th>\n",
       "      <td>67.40</td>\n",
       "      <td>49.26</td>\n",
       "      <td>81.56</td>\n",
       "      <td>8.49</td>\n",
       "      <td>51.92</td>\n",
       "      <td>3.450</td>\n",
       "      <td>40.15</td>\n",
       "      <td>41.30</td>\n",
       "      <td>35.95</td>\n",
       "      <td>98.59</td>\n",
       "      <td>...</td>\n",
       "      <td>3.96</td>\n",
       "      <td>51.790</td>\n",
       "      <td>17.21</td>\n",
       "      <td>0.640</td>\n",
       "      <td>15.65</td>\n",
       "      <td>13.23</td>\n",
       "      <td>72.71</td>\n",
       "      <td>21.200</td>\n",
       "      <td>1.29</td>\n",
       "      <td>11.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-21</th>\n",
       "      <td>67.52</td>\n",
       "      <td>48.99</td>\n",
       "      <td>81.65</td>\n",
       "      <td>8.70</td>\n",
       "      <td>52.79</td>\n",
       "      <td>3.850</td>\n",
       "      <td>40.55</td>\n",
       "      <td>40.52</td>\n",
       "      <td>36.50</td>\n",
       "      <td>100.13</td>\n",
       "      <td>...</td>\n",
       "      <td>4.02</td>\n",
       "      <td>51.930</td>\n",
       "      <td>17.21</td>\n",
       "      <td>0.670</td>\n",
       "      <td>15.88</td>\n",
       "      <td>13.23</td>\n",
       "      <td>72.28</td>\n",
       "      <td>21.500</td>\n",
       "      <td>1.22</td>\n",
       "      <td>11.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-22</th>\n",
       "      <td>67.35</td>\n",
       "      <td>49.99</td>\n",
       "      <td>81.60</td>\n",
       "      <td>9.07</td>\n",
       "      <td>52.59</td>\n",
       "      <td>3.850</td>\n",
       "      <td>40.26</td>\n",
       "      <td>39.96</td>\n",
       "      <td>36.75</td>\n",
       "      <td>100.55</td>\n",
       "      <td>...</td>\n",
       "      <td>4.00</td>\n",
       "      <td>52.880</td>\n",
       "      <td>17.19</td>\n",
       "      <td>0.650</td>\n",
       "      <td>15.92</td>\n",
       "      <td>13.29</td>\n",
       "      <td>71.99</td>\n",
       "      <td>21.450</td>\n",
       "      <td>1.22</td>\n",
       "      <td>12.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-26</th>\n",
       "      <td>67.25</td>\n",
       "      <td>50.38</td>\n",
       "      <td>81.59</td>\n",
       "      <td>9.02</td>\n",
       "      <td>52.85</td>\n",
       "      <td>3.600</td>\n",
       "      <td>40.36</td>\n",
       "      <td>38.91</td>\n",
       "      <td>36.60</td>\n",
       "      <td>101.96</td>\n",
       "      <td>...</td>\n",
       "      <td>3.95</td>\n",
       "      <td>54.520</td>\n",
       "      <td>17.07</td>\n",
       "      <td>0.590</td>\n",
       "      <td>15.93</td>\n",
       "      <td>13.36</td>\n",
       "      <td>72.34</td>\n",
       "      <td>21.850</td>\n",
       "      <td>1.20</td>\n",
       "      <td>12.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-27</th>\n",
       "      <td>67.30</td>\n",
       "      <td>51.84</td>\n",
       "      <td>81.61</td>\n",
       "      <td>9.04</td>\n",
       "      <td>52.40</td>\n",
       "      <td>3.350</td>\n",
       "      <td>40.60</td>\n",
       "      <td>38.66</td>\n",
       "      <td>36.50</td>\n",
       "      <td>99.77</td>\n",
       "      <td>...</td>\n",
       "      <td>4.01</td>\n",
       "      <td>51.060</td>\n",
       "      <td>17.57</td>\n",
       "      <td>0.530</td>\n",
       "      <td>15.92</td>\n",
       "      <td>13.34</td>\n",
       "      <td>72.45</td>\n",
       "      <td>21.150</td>\n",
       "      <td>1.21</td>\n",
       "      <td>12.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-28</th>\n",
       "      <td>67.45</td>\n",
       "      <td>54.14</td>\n",
       "      <td>81.62</td>\n",
       "      <td>9.01</td>\n",
       "      <td>52.46</td>\n",
       "      <td>3.250</td>\n",
       "      <td>40.24</td>\n",
       "      <td>38.86</td>\n",
       "      <td>36.80</td>\n",
       "      <td>99.71</td>\n",
       "      <td>...</td>\n",
       "      <td>3.97</td>\n",
       "      <td>50.590</td>\n",
       "      <td>17.29</td>\n",
       "      <td>0.550</td>\n",
       "      <td>15.91</td>\n",
       "      <td>13.38</td>\n",
       "      <td>72.39</td>\n",
       "      <td>21.200</td>\n",
       "      <td>1.31</td>\n",
       "      <td>13.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-29</th>\n",
       "      <td>66.97</td>\n",
       "      <td>53.87</td>\n",
       "      <td>81.62</td>\n",
       "      <td>9.00</td>\n",
       "      <td>52.03</td>\n",
       "      <td>3.400</td>\n",
       "      <td>39.85</td>\n",
       "      <td>37.82</td>\n",
       "      <td>36.70</td>\n",
       "      <td>99.69</td>\n",
       "      <td>...</td>\n",
       "      <td>4.00</td>\n",
       "      <td>51.820</td>\n",
       "      <td>16.72</td>\n",
       "      <td>0.520</td>\n",
       "      <td>15.85</td>\n",
       "      <td>13.40</td>\n",
       "      <td>72.04</td>\n",
       "      <td>20.825</td>\n",
       "      <td>1.22</td>\n",
       "      <td>12.52</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>251 rows × 5627 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "ticker          A     AA   AAAP   AAC    AAL   AAME    AAN   AAOI   AAON  \\\n",
       "date                                                                       \n",
       "2017-01-03  46.49  28.83  27.16  7.72  46.30  4.100  31.90  23.10  33.35   \n",
       "2017-01-04  47.10  30.26  27.25  7.69  46.70  4.100  32.57  23.51  34.10   \n",
       "2017-01-05  46.54  30.65  27.37  7.54  45.89  3.850  31.31  22.81  33.10   \n",
       "2017-01-06  47.99  30.68  27.51  7.54  46.21  4.100  30.86  22.42  32.70   \n",
       "2017-01-09  48.14  29.48  28.03  7.56  47.08  3.950  31.25  22.24  32.80   \n",
       "2017-01-10  48.10  30.98  28.35  7.92  48.48  4.050  32.44  22.87  33.40   \n",
       "2017-01-11  49.25  31.97  28.84  8.26  48.64  4.050  32.50  22.72  33.75   \n",
       "2017-01-12  48.52  33.04  29.01  8.00  48.10  3.850  32.41  29.86  32.60   \n",
       "2017-01-13  48.69  33.01  29.13  8.09  47.65  3.950  32.05  28.22  32.90   \n",
       "2017-01-17  48.32  32.64  28.37  8.00  46.75  4.000  32.02  30.44  32.40   \n",
       "2017-01-18  48.25  34.81  28.41  7.97  47.64  3.980  32.31  30.84  32.20   \n",
       "2017-01-19  47.64  35.42  28.47  7.85  47.26  4.000  29.19  30.48  32.25   \n",
       "2017-01-20  47.62  35.66  28.61  8.05  48.00  3.750  30.31  30.58  32.70   \n",
       "2017-01-23  47.39  36.29  28.91  7.95  46.94  3.850  30.65  31.29  32.80   \n",
       "2017-01-24  47.35  37.50  29.20  8.17  47.54  3.880  31.50  32.00  33.90   \n",
       "2017-01-25  48.41  36.53  30.66  8.16  47.91  3.880  31.54  31.71  34.65   \n",
       "2017-01-26  48.17  36.30  30.69  8.08  49.59  3.650  30.95  31.28  34.85   \n",
       "2017-01-27  48.65  36.67  31.50  8.11  46.95  3.700  30.54  31.15  35.00   \n",
       "2017-01-30  47.67  36.55  31.49  7.95  44.90  3.700  30.67  30.41  33.90   \n",
       "2017-01-31  48.97  36.45  32.37  7.95  44.25  3.750  30.94  30.76  33.95   \n",
       "2017-02-01  49.26  36.26  32.94  8.01  44.05  3.800  30.80  30.93  33.90   \n",
       "2017-02-02  48.90  37.68  33.76  8.03  44.01  3.850  30.66  31.31  33.50   \n",
       "2017-02-03  49.38  36.86  34.25  8.17  44.20  3.850  29.93  32.60  34.00   \n",
       "2017-02-06  49.27  37.75  34.90  7.97  45.30  3.650  29.79  31.79  33.60   \n",
       "2017-02-07  49.64  37.97  34.89  7.95  45.17  3.650  29.70  31.56  34.00   \n",
       "2017-02-08  49.93  37.54  34.99  7.79  45.06  3.700  29.70  31.34  33.95   \n",
       "2017-02-09  50.47  37.42  35.25  7.90  46.30  3.700  29.97  31.75  34.35   \n",
       "2017-02-10  50.36  38.30  37.16  7.90  46.45  3.750  30.05  32.66  34.35   \n",
       "2017-02-13  50.52  38.48  36.69  7.78  47.41  3.700  29.51  33.92  35.00   \n",
       "2017-02-14  50.39  38.56  35.60  7.92  46.57  3.950  29.41  36.38  34.45   \n",
       "...           ...    ...    ...   ...    ...    ...    ...    ...    ...   \n",
       "2017-11-16  68.74  42.30  81.24  9.93  47.68  3.650  36.50  44.80  34.25   \n",
       "2017-11-17  68.79  43.40  81.20  9.82  47.39  3.600  36.46  45.04  34.45   \n",
       "2017-11-20  69.96  42.21  81.16  8.89  47.69  3.790  36.74  43.48  34.95   \n",
       "2017-11-21  69.91  41.39  81.18  9.10  48.65  3.600  36.20  42.90  35.80   \n",
       "2017-11-22  68.69  42.64  81.20  9.04  48.66  3.700  35.60  41.95  35.70   \n",
       "2017-11-24  69.36  42.21  81.22  9.01  48.56  3.700  35.45  42.22  35.85   \n",
       "2017-11-27  69.31  42.04  81.35  8.59  48.42  3.600  35.57  41.24  35.25   \n",
       "2017-11-28  70.59  43.30  81.26  8.98  49.22  3.630  37.01  42.68  36.00   \n",
       "2017-11-29  68.69  41.24  81.30  9.09  49.25  3.700  38.00  43.30  36.75   \n",
       "2017-11-30  69.24  41.51  81.35  9.13  50.49  3.600  37.72  43.66  36.45   \n",
       "2017-12-01  68.69  41.64  81.34  8.97  49.00  3.700  39.19  43.38  36.35   \n",
       "2017-12-04  66.24  41.79  81.27  8.84  49.93  3.600  37.65  44.05  37.45   \n",
       "2017-12-05  65.83  41.18  81.36  8.44  49.47  3.500  37.51  42.46  37.55   \n",
       "2017-12-06  65.89  41.31  81.46  8.50  49.61  3.625  37.72  40.74  36.30   \n",
       "2017-12-07  66.71  40.60  81.60  8.89  50.88  3.500  38.43  38.84  36.25   \n",
       "2017-12-08  67.38  41.40  81.60  8.85  51.02  3.450  38.98  38.69  35.70   \n",
       "2017-12-11  67.00  42.24  81.61  8.80  51.30  3.350  37.08  40.52  35.05   \n",
       "2017-12-12  67.06  42.40  81.58  9.11  50.47  3.100  36.02  40.15  34.85   \n",
       "2017-12-13  66.68  41.86  81.70  8.62  50.09  3.150  37.54  40.35  35.15   \n",
       "2017-12-14  66.51  42.35  81.59  8.48  50.21  3.400  36.01  39.09  34.55   \n",
       "2017-12-15  67.61  42.61  81.53  8.42  51.06  3.550  36.93  38.99  35.20   \n",
       "2017-12-18  67.66  44.57  81.62  8.60  51.49  3.700  38.28  39.27  35.95   \n",
       "2017-12-19  67.75  46.52  81.56  8.43  51.44  3.750  40.71  42.07  35.35   \n",
       "2017-12-20  67.40  49.26  81.56  8.49  51.92  3.450  40.15  41.30  35.95   \n",
       "2017-12-21  67.52  48.99  81.65  8.70  52.79  3.850  40.55  40.52  36.50   \n",
       "2017-12-22  67.35  49.99  81.60  9.07  52.59  3.850  40.26  39.96  36.75   \n",
       "2017-12-26  67.25  50.38  81.59  9.02  52.85  3.600  40.36  38.91  36.60   \n",
       "2017-12-27  67.30  51.84  81.61  9.04  52.40  3.350  40.60  38.66  36.50   \n",
       "2017-12-28  67.45  54.14  81.62  9.01  52.46  3.250  40.24  38.86  36.80   \n",
       "2017-12-29  66.97  53.87  81.62  9.00  52.03  3.400  39.85  37.82  36.70   \n",
       "\n",
       "ticker         AAP  ...    ZNGA     ZNH   ZOES   ZSAN    ZTO    ZTR    ZTS  \\\n",
       "date                ...                                                      \n",
       "2017-01-03  170.60  ...    2.65  26.210  23.48  0.780  12.19  11.83  53.59   \n",
       "2017-01-04  172.00  ...    2.69  27.250  24.63  0.870  12.27  11.90  54.11   \n",
       "2017-01-05  171.88  ...    2.65  27.650  25.55  0.970  12.97  11.31  53.93   \n",
       "2017-01-06  169.63  ...    2.72  27.160  25.76  1.060  13.34  11.29  54.10   \n",
       "2017-01-09  169.53  ...    2.66  27.190  23.66  1.100  13.00  11.26  53.95   \n",
       "2017-01-10  169.92  ...    2.60  28.850  23.64  1.030  13.53  11.25  53.93   \n",
       "2017-01-11  173.43  ...    2.63  28.280  23.05  1.070  13.65  11.23  53.31   \n",
       "2017-01-12  174.47  ...    2.67  27.900  22.53  1.290  13.26  11.18  53.39   \n",
       "2017-01-13  174.79  ...    2.64  27.840  21.90  1.200  12.84  11.23  53.74   \n",
       "2017-01-17  173.00  ...    2.63  28.000  21.24  1.170  12.92  11.20  53.22   \n",
       "2017-01-18  173.98  ...    2.61  28.370  21.39  1.150  13.21  11.23  53.30   \n",
       "2017-01-19  171.72  ...    2.63  28.280  21.43  1.140  13.57  11.18  53.50   \n",
       "2017-01-20  171.50  ...    2.64  28.820  21.69  1.120  13.60  11.21  53.97   \n",
       "2017-01-23  167.78  ...    2.60  28.970  21.36  1.130  13.46  11.21  53.75   \n",
       "2017-01-24  168.29  ...    2.55  29.590  21.48  1.130  13.29  11.30  53.78   \n",
       "2017-01-25  167.50  ...    2.60  29.400  22.34  1.140  12.89  11.32  54.00   \n",
       "2017-01-26  165.50  ...    2.57  29.300  21.97  1.120  12.31  11.33  53.84   \n",
       "2017-01-27  164.37  ...    2.57  28.860  21.76  1.140  12.42  11.35  54.65   \n",
       "2017-01-30  164.63  ...    2.60  28.810  21.73  1.170  12.34  11.28  54.27   \n",
       "2017-01-31  164.24  ...    2.52  28.960  21.83  1.200  12.47  11.28  54.94   \n",
       "2017-02-01  160.59  ...    2.55  28.830  21.37  1.190  12.77  11.28  55.32   \n",
       "2017-02-02  162.34  ...    2.54  28.310  21.59  1.140  12.53  11.30  55.70   \n",
       "2017-02-03  162.75  ...    2.55  28.270  21.79  1.090  12.24  11.36  55.92   \n",
       "2017-02-06  160.27  ...    2.54  28.200  22.01  1.150  12.39  11.35  55.77   \n",
       "2017-02-07  159.18  ...    2.57  27.910  21.74  1.180  12.64  11.38  55.98   \n",
       "2017-02-08  162.73  ...    2.50  28.950  21.96  1.200  12.58  11.39  55.96   \n",
       "2017-02-09  164.83  ...    2.52  29.530  23.06  1.230  12.26  11.37  55.96   \n",
       "2017-02-10  164.05  ...    2.58  30.010  23.48  1.200  12.41  11.39  55.73   \n",
       "2017-02-13  162.39  ...    2.63  30.440  22.90  1.700  13.04  11.42  55.14   \n",
       "2017-02-14  164.37  ...    2.70  30.720  22.83  2.020  13.08  11.40  55.02   \n",
       "...            ...  ...     ...     ...    ...    ...    ...    ...    ...   \n",
       "2017-11-16   90.50  ...    3.90  41.970  12.94  0.650  16.86  13.03  70.41   \n",
       "2017-11-17   89.27  ...    3.94  42.100  13.10  0.685  16.83  13.14  70.79   \n",
       "2017-11-20   91.43  ...    4.02  43.330  13.38  0.680  17.00  13.22  70.95   \n",
       "2017-11-21   88.93  ...    4.11  43.670  13.51  0.620  17.04  13.40  71.36   \n",
       "2017-11-22   89.62  ...    4.06  47.270  13.45  0.640  17.01  13.37  71.07   \n",
       "2017-11-24   89.23  ...    4.08  47.995  13.37  0.640  16.47  13.45  71.29   \n",
       "2017-11-27   89.87  ...    4.17  44.480  13.47  0.623  16.20  13.50  71.54   \n",
       "2017-11-28   92.84  ...    4.28  45.870  14.11  0.640  16.00  13.49  71.39   \n",
       "2017-11-29   99.95  ...    4.05  45.570  15.43  0.655  15.91  13.38  71.61   \n",
       "2017-11-30  101.00  ...    4.10  44.970  15.98  0.610  16.06  13.33  72.29   \n",
       "2017-12-01   99.28  ...    3.96  43.840  15.59  0.620  16.00  13.28  72.30   \n",
       "2017-12-04  104.02  ...    3.80  45.710  16.12  0.580  15.83  13.43  71.02   \n",
       "2017-12-05  101.15  ...    3.77  45.090  16.29  0.630  15.61  13.40  70.85   \n",
       "2017-12-06   97.50  ...    3.70  43.900  16.18  0.599  15.77  13.41  70.97   \n",
       "2017-12-07   97.61  ...    3.82  44.240  16.30  0.571  16.02  13.40  71.64   \n",
       "2017-12-08  100.31  ...    3.78  46.500  16.69  0.580  15.28  13.18  71.88   \n",
       "2017-12-11  100.85  ...    3.93  49.800  16.95  0.620  15.52  13.19  71.77   \n",
       "2017-12-12  103.03  ...    3.98  46.230  16.43  0.590  14.91  13.11  72.23   \n",
       "2017-12-13  102.50  ...    4.01  48.000  16.94  0.630  14.98  13.11  72.38   \n",
       "2017-12-14  100.20  ...    4.00  49.000  16.91  0.670  15.10  13.16  71.76   \n",
       "2017-12-15  100.70  ...    4.04  48.130  16.94  0.711  14.95  13.20  71.96   \n",
       "2017-12-18  102.71  ...    4.06  47.670  16.63  0.730  14.70  13.34  72.63   \n",
       "2017-12-19   99.73  ...    3.97  48.980  17.00  0.700  14.99  13.25  72.80   \n",
       "2017-12-20   98.59  ...    3.96  51.790  17.21  0.640  15.65  13.23  72.71   \n",
       "2017-12-21  100.13  ...    4.02  51.930  17.21  0.670  15.88  13.23  72.28   \n",
       "2017-12-22  100.55  ...    4.00  52.880  17.19  0.650  15.92  13.29  71.99   \n",
       "2017-12-26  101.96  ...    3.95  54.520  17.07  0.590  15.93  13.36  72.34   \n",
       "2017-12-27   99.77  ...    4.01  51.060  17.57  0.530  15.92  13.34  72.45   \n",
       "2017-12-28   99.71  ...    3.97  50.590  17.29  0.550  15.91  13.38  72.39   \n",
       "2017-12-29   99.69  ...    4.00  51.820  16.72  0.520  15.85  13.40  72.04   \n",
       "\n",
       "ticker        ZUMZ    ZX   ZYNE  \n",
       "date                             \n",
       "2017-01-03  22.000  1.23  17.95  \n",
       "2017-01-04  22.750  1.25  18.85  \n",
       "2017-01-05  20.600  1.29  19.20  \n",
       "2017-01-06  19.850  1.21  18.32  \n",
       "2017-01-09  19.950  1.22  18.08  \n",
       "2017-01-10  20.200  1.17  19.80  \n",
       "2017-01-11  19.750  1.19  19.11  \n",
       "2017-01-12  19.600  1.17  19.29  \n",
       "2017-01-13  19.850  1.20  18.69  \n",
       "2017-01-17  20.400  1.16  19.50  \n",
       "2017-01-18  20.250  1.24  22.46  \n",
       "2017-01-19  19.700  1.27  18.11  \n",
       "2017-01-20  19.750  1.43  18.12  \n",
       "2017-01-23  19.050  1.32  18.03  \n",
       "2017-01-24  19.850  1.29  18.06  \n",
       "2017-01-25  20.050  1.29  18.22  \n",
       "2017-01-26  19.500  1.32  18.13  \n",
       "2017-01-27  18.850  1.36  17.39  \n",
       "2017-01-30  19.600  1.36  17.01  \n",
       "2017-01-31  20.050  1.33  17.24  \n",
       "2017-02-01  19.550  1.37  18.03  \n",
       "2017-02-02  20.500  1.36  17.88  \n",
       "2017-02-03  21.150  1.36  18.05  \n",
       "2017-02-06  20.450  1.33  18.47  \n",
       "2017-02-07  20.100  1.44  18.78  \n",
       "2017-02-08  19.950  1.43  18.82  \n",
       "2017-02-09  20.650  1.46  19.15  \n",
       "2017-02-10  20.950  1.48  20.16  \n",
       "2017-02-13  20.250  1.49  21.23  \n",
       "2017-02-14  20.450  1.48  22.74  \n",
       "...            ...   ...    ...  \n",
       "2017-11-16  18.300  1.60  13.16  \n",
       "2017-11-17  18.900  1.54  13.88  \n",
       "2017-11-20  19.350  1.81  13.44  \n",
       "2017-11-21  19.350  1.69  14.17  \n",
       "2017-11-22  18.600  1.62  14.59  \n",
       "2017-11-24  19.050  1.63  14.20  \n",
       "2017-11-27  19.200  1.59  13.61  \n",
       "2017-11-28  20.100  1.57  13.95  \n",
       "2017-11-29  20.850  1.58  13.76  \n",
       "2017-11-30  21.800  1.60  13.77  \n",
       "2017-12-01  19.950  1.50  14.58  \n",
       "2017-12-04  21.350  1.38  13.37  \n",
       "2017-12-05  20.650  1.37  13.01  \n",
       "2017-12-06  21.050  1.26  11.56  \n",
       "2017-12-07  21.150  1.30  11.78  \n",
       "2017-12-08  21.200  1.30  11.90  \n",
       "2017-12-11  20.950  1.25  11.40  \n",
       "2017-12-12  20.550  1.21  11.17  \n",
       "2017-12-13  20.350  1.44  11.72  \n",
       "2017-12-14  20.000  1.36  11.42  \n",
       "2017-12-15  20.100  1.35  11.47  \n",
       "2017-12-18  21.300  1.28  11.98  \n",
       "2017-12-19  21.200  1.30  11.78  \n",
       "2017-12-20  21.200  1.29  11.95  \n",
       "2017-12-21  21.500  1.22  11.96  \n",
       "2017-12-22  21.450  1.22  12.06  \n",
       "2017-12-26  21.850  1.20  12.65  \n",
       "2017-12-27  21.150  1.21  12.65  \n",
       "2017-12-28  21.200  1.31  13.14  \n",
       "2017-12-29  20.825  1.22  12.52  \n",
       "\n",
       "[251 rows x 5627 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.closing_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Trading volume DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>ticker</th>\n",
       "      <th>A</th>\n",
       "      <th>AA</th>\n",
       "      <th>AAAP</th>\n",
       "      <th>AAC</th>\n",
       "      <th>AAL</th>\n",
       "      <th>AAME</th>\n",
       "      <th>AAN</th>\n",
       "      <th>AAOI</th>\n",
       "      <th>AAON</th>\n",
       "      <th>AAP</th>\n",
       "      <th>...</th>\n",
       "      <th>ZNGA</th>\n",
       "      <th>ZNH</th>\n",
       "      <th>ZOES</th>\n",
       "      <th>ZSAN</th>\n",
       "      <th>ZTO</th>\n",
       "      <th>ZTR</th>\n",
       "      <th>ZTS</th>\n",
       "      <th>ZUMZ</th>\n",
       "      <th>ZX</th>\n",
       "      <th>ZYNE</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>80878653.0</td>\n",
       "      <td>79184478.0</td>\n",
       "      <td>1757252.0</td>\n",
       "      <td>1685276.0</td>\n",
       "      <td>311955510.0</td>\n",
       "      <td>40590.0</td>\n",
       "      <td>24256760.0</td>\n",
       "      <td>6193110.0</td>\n",
       "      <td>4588960.0</td>\n",
       "      <td>117969900.0</td>\n",
       "      <td>...</td>\n",
       "      <td>51985315.0</td>\n",
       "      <td>398392.0</td>\n",
       "      <td>13442300.0</td>\n",
       "      <td>43134.0</td>\n",
       "      <td>27958984.0</td>\n",
       "      <td>1516606.0</td>\n",
       "      <td>191868277.0</td>\n",
       "      <td>14951200.0</td>\n",
       "      <td>12054.0</td>\n",
       "      <td>7368475.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>85778520.0</td>\n",
       "      <td>101053270.0</td>\n",
       "      <td>1994700.0</td>\n",
       "      <td>1980944.0</td>\n",
       "      <td>273643320.0</td>\n",
       "      <td>18450.0</td>\n",
       "      <td>18923170.0</td>\n",
       "      <td>4680841.0</td>\n",
       "      <td>4941090.0</td>\n",
       "      <td>110475600.0</td>\n",
       "      <td>...</td>\n",
       "      <td>25854397.0</td>\n",
       "      <td>1354325.0</td>\n",
       "      <td>9711609.0</td>\n",
       "      <td>169476.0</td>\n",
       "      <td>24236931.0</td>\n",
       "      <td>4510100.0</td>\n",
       "      <td>179444993.0</td>\n",
       "      <td>12728625.0</td>\n",
       "      <td>3125.0</td>\n",
       "      <td>10904725.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>69982198.0</td>\n",
       "      <td>74923925.0</td>\n",
       "      <td>1776313.0</td>\n",
       "      <td>1900080.0</td>\n",
       "      <td>313213017.0</td>\n",
       "      <td>26565.0</td>\n",
       "      <td>15748930.0</td>\n",
       "      <td>3665567.0</td>\n",
       "      <td>4849150.0</td>\n",
       "      <td>147971492.0</td>\n",
       "      <td>...</td>\n",
       "      <td>15782340.0</td>\n",
       "      <td>904155.0</td>\n",
       "      <td>10610915.0</td>\n",
       "      <td>169944.0</td>\n",
       "      <td>53084913.0</td>\n",
       "      <td>2777736.0</td>\n",
       "      <td>133158563.0</td>\n",
       "      <td>17019720.0</td>\n",
       "      <td>11610.0</td>\n",
       "      <td>8375040.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>138374366.0</td>\n",
       "      <td>64007684.0</td>\n",
       "      <td>3114132.0</td>\n",
       "      <td>738166.0</td>\n",
       "      <td>335489221.0</td>\n",
       "      <td>4100.0</td>\n",
       "      <td>21277970.0</td>\n",
       "      <td>4963788.0</td>\n",
       "      <td>2619270.0</td>\n",
       "      <td>140436677.0</td>\n",
       "      <td>...</td>\n",
       "      <td>16309120.0</td>\n",
       "      <td>385672.0</td>\n",
       "      <td>15680112.0</td>\n",
       "      <td>611090.0</td>\n",
       "      <td>29514750.0</td>\n",
       "      <td>1970105.0</td>\n",
       "      <td>153952370.0</td>\n",
       "      <td>9039690.0</td>\n",
       "      <td>6292.0</td>\n",
       "      <td>5968656.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>123974942.0</td>\n",
       "      <td>123963400.0</td>\n",
       "      <td>1398697.0</td>\n",
       "      <td>1102248.0</td>\n",
       "      <td>223116828.0</td>\n",
       "      <td>26860.0</td>\n",
       "      <td>20706250.0</td>\n",
       "      <td>7726176.0</td>\n",
       "      <td>8570640.0</td>\n",
       "      <td>94953753.0</td>\n",
       "      <td>...</td>\n",
       "      <td>28194404.0</td>\n",
       "      <td>296371.0</td>\n",
       "      <td>35284158.0</td>\n",
       "      <td>180290.0</td>\n",
       "      <td>15949700.0</td>\n",
       "      <td>2018918.0</td>\n",
       "      <td>114552035.0</td>\n",
       "      <td>10713150.0</td>\n",
       "      <td>10980.0</td>\n",
       "      <td>3852848.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-10</th>\n",
       "      <td>75060050.0</td>\n",
       "      <td>118479912.0</td>\n",
       "      <td>703080.0</td>\n",
       "      <td>1109592.0</td>\n",
       "      <td>362809776.0</td>\n",
       "      <td>19440.0</td>\n",
       "      <td>31933936.0</td>\n",
       "      <td>4523686.0</td>\n",
       "      <td>6158960.0</td>\n",
       "      <td>105571296.0</td>\n",
       "      <td>...</td>\n",
       "      <td>24431160.0</td>\n",
       "      <td>1249205.0</td>\n",
       "      <td>13058736.0</td>\n",
       "      <td>186327.0</td>\n",
       "      <td>29721351.0</td>\n",
       "      <td>1894500.0</td>\n",
       "      <td>112551910.0</td>\n",
       "      <td>12107880.0</td>\n",
       "      <td>16380.0</td>\n",
       "      <td>9373320.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-11</th>\n",
       "      <td>276996775.0</td>\n",
       "      <td>98090354.0</td>\n",
       "      <td>1493912.0</td>\n",
       "      <td>1561966.0</td>\n",
       "      <td>336866048.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41187250.0</td>\n",
       "      <td>8556352.0</td>\n",
       "      <td>5082750.0</td>\n",
       "      <td>154179270.0</td>\n",
       "      <td>...</td>\n",
       "      <td>23181346.0</td>\n",
       "      <td>263004.0</td>\n",
       "      <td>12380155.0</td>\n",
       "      <td>181793.0</td>\n",
       "      <td>25432680.0</td>\n",
       "      <td>2316749.0</td>\n",
       "      <td>181280655.0</td>\n",
       "      <td>6876950.0</td>\n",
       "      <td>16660.0</td>\n",
       "      <td>5706246.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-12</th>\n",
       "      <td>158995188.0</td>\n",
       "      <td>149396968.0</td>\n",
       "      <td>4368906.0</td>\n",
       "      <td>1390400.0</td>\n",
       "      <td>262048800.0</td>\n",
       "      <td>6930.0</td>\n",
       "      <td>21766556.0</td>\n",
       "      <td>131796068.0</td>\n",
       "      <td>3885920.0</td>\n",
       "      <td>130329090.0</td>\n",
       "      <td>...</td>\n",
       "      <td>20235663.0</td>\n",
       "      <td>167400.0</td>\n",
       "      <td>13272423.0</td>\n",
       "      <td>2101668.0</td>\n",
       "      <td>17077554.0</td>\n",
       "      <td>2135380.0</td>\n",
       "      <td>80811104.0</td>\n",
       "      <td>5180280.0</td>\n",
       "      <td>9009.0</td>\n",
       "      <td>3246507.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-13</th>\n",
       "      <td>76389741.0</td>\n",
       "      <td>99908066.0</td>\n",
       "      <td>1392414.0</td>\n",
       "      <td>478928.0</td>\n",
       "      <td>168771535.0</td>\n",
       "      <td>18960.0</td>\n",
       "      <td>17528145.0</td>\n",
       "      <td>43249972.0</td>\n",
       "      <td>3905230.0</td>\n",
       "      <td>209066319.0</td>\n",
       "      <td>...</td>\n",
       "      <td>27270408.0</td>\n",
       "      <td>161472.0</td>\n",
       "      <td>13361190.0</td>\n",
       "      <td>315720.0</td>\n",
       "      <td>18443376.0</td>\n",
       "      <td>1663163.0</td>\n",
       "      <td>132125164.0</td>\n",
       "      <td>2792895.0</td>\n",
       "      <td>3720.0</td>\n",
       "      <td>3324951.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-17</th>\n",
       "      <td>93711808.0</td>\n",
       "      <td>45108480.0</td>\n",
       "      <td>978765.0</td>\n",
       "      <td>1333600.0</td>\n",
       "      <td>250145225.0</td>\n",
       "      <td>52800.0</td>\n",
       "      <td>17005822.0</td>\n",
       "      <td>42993456.0</td>\n",
       "      <td>3761640.0</td>\n",
       "      <td>181459700.0</td>\n",
       "      <td>...</td>\n",
       "      <td>10956317.0</td>\n",
       "      <td>607600.0</td>\n",
       "      <td>19691604.0</td>\n",
       "      <td>192114.0</td>\n",
       "      <td>27663012.0</td>\n",
       "      <td>1687840.0</td>\n",
       "      <td>117797148.0</td>\n",
       "      <td>9751200.0</td>\n",
       "      <td>10556.0</td>\n",
       "      <td>4077450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-18</th>\n",
       "      <td>73508875.0</td>\n",
       "      <td>223483681.0</td>\n",
       "      <td>1917675.0</td>\n",
       "      <td>721285.0</td>\n",
       "      <td>246608460.0</td>\n",
       "      <td>7960.0</td>\n",
       "      <td>15256782.0</td>\n",
       "      <td>28129164.0</td>\n",
       "      <td>3303720.0</td>\n",
       "      <td>137687772.0</td>\n",
       "      <td>...</td>\n",
       "      <td>6901101.0</td>\n",
       "      <td>365973.0</td>\n",
       "      <td>10643664.0</td>\n",
       "      <td>93035.0</td>\n",
       "      <td>20994653.0</td>\n",
       "      <td>477275.0</td>\n",
       "      <td>170549340.0</td>\n",
       "      <td>5356125.0</td>\n",
       "      <td>14880.0</td>\n",
       "      <td>21476252.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-19</th>\n",
       "      <td>64128204.0</td>\n",
       "      <td>178874542.0</td>\n",
       "      <td>1036308.0</td>\n",
       "      <td>602880.0</td>\n",
       "      <td>176246718.0</td>\n",
       "      <td>21600.0</td>\n",
       "      <td>70884996.0</td>\n",
       "      <td>10689336.0</td>\n",
       "      <td>3631350.0</td>\n",
       "      <td>104148180.0</td>\n",
       "      <td>...</td>\n",
       "      <td>10964470.0</td>\n",
       "      <td>226240.0</td>\n",
       "      <td>7556218.0</td>\n",
       "      <td>189810.0</td>\n",
       "      <td>42228483.0</td>\n",
       "      <td>829556.0</td>\n",
       "      <td>155283750.0</td>\n",
       "      <td>4016830.0</td>\n",
       "      <td>227203.0</td>\n",
       "      <td>63345158.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-20</th>\n",
       "      <td>81030192.0</td>\n",
       "      <td>190096328.0</td>\n",
       "      <td>2929664.0</td>\n",
       "      <td>429870.0</td>\n",
       "      <td>269361600.0</td>\n",
       "      <td>54000.0</td>\n",
       "      <td>37032758.0</td>\n",
       "      <td>16745608.0</td>\n",
       "      <td>3773580.0</td>\n",
       "      <td>125417950.0</td>\n",
       "      <td>...</td>\n",
       "      <td>25028784.0</td>\n",
       "      <td>769494.0</td>\n",
       "      <td>9018702.0</td>\n",
       "      <td>95760.0</td>\n",
       "      <td>25548960.0</td>\n",
       "      <td>1058224.0</td>\n",
       "      <td>192861795.0</td>\n",
       "      <td>3347625.0</td>\n",
       "      <td>296296.0</td>\n",
       "      <td>8092392.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-23</th>\n",
       "      <td>95433982.0</td>\n",
       "      <td>190326534.0</td>\n",
       "      <td>1908060.0</td>\n",
       "      <td>701985.0</td>\n",
       "      <td>200100526.0</td>\n",
       "      <td>5005.0</td>\n",
       "      <td>14598595.0</td>\n",
       "      <td>12847674.0</td>\n",
       "      <td>3821200.0</td>\n",
       "      <td>237677148.0</td>\n",
       "      <td>...</td>\n",
       "      <td>17728360.0</td>\n",
       "      <td>541739.0</td>\n",
       "      <td>8157384.0</td>\n",
       "      <td>117746.0</td>\n",
       "      <td>14951368.0</td>\n",
       "      <td>1108669.0</td>\n",
       "      <td>160099750.0</td>\n",
       "      <td>5684520.0</td>\n",
       "      <td>806916.0</td>\n",
       "      <td>11409384.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-24</th>\n",
       "      <td>129828965.0</td>\n",
       "      <td>446426250.0</td>\n",
       "      <td>887680.0</td>\n",
       "      <td>606214.0</td>\n",
       "      <td>234201056.0</td>\n",
       "      <td>41904.0</td>\n",
       "      <td>18940950.0</td>\n",
       "      <td>24278400.0</td>\n",
       "      <td>3667980.0</td>\n",
       "      <td>148499096.0</td>\n",
       "      <td>...</td>\n",
       "      <td>38548350.0</td>\n",
       "      <td>633226.0</td>\n",
       "      <td>6972408.0</td>\n",
       "      <td>194586.0</td>\n",
       "      <td>19650594.0</td>\n",
       "      <td>702860.0</td>\n",
       "      <td>133955224.0</td>\n",
       "      <td>10073875.0</td>\n",
       "      <td>51987.0</td>\n",
       "      <td>5762946.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-25</th>\n",
       "      <td>148773612.0</td>\n",
       "      <td>496183337.0</td>\n",
       "      <td>4062450.0</td>\n",
       "      <td>767040.0</td>\n",
       "      <td>246204699.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14252926.0</td>\n",
       "      <td>14133147.0</td>\n",
       "      <td>4213440.0</td>\n",
       "      <td>162290750.0</td>\n",
       "      <td>...</td>\n",
       "      <td>45909760.0</td>\n",
       "      <td>417480.0</td>\n",
       "      <td>12128386.0</td>\n",
       "      <td>82992.0</td>\n",
       "      <td>31254383.0</td>\n",
       "      <td>1258784.0</td>\n",
       "      <td>308286000.0</td>\n",
       "      <td>3807495.0</td>\n",
       "      <td>8901.0</td>\n",
       "      <td>7457446.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-26</th>\n",
       "      <td>91306235.0</td>\n",
       "      <td>208195020.0</td>\n",
       "      <td>2096127.0</td>\n",
       "      <td>633472.0</td>\n",
       "      <td>512215110.0</td>\n",
       "      <td>34675.0</td>\n",
       "      <td>14119390.0</td>\n",
       "      <td>11395304.0</td>\n",
       "      <td>4073965.0</td>\n",
       "      <td>215414800.0</td>\n",
       "      <td>...</td>\n",
       "      <td>22125130.0</td>\n",
       "      <td>416060.0</td>\n",
       "      <td>6953505.0</td>\n",
       "      <td>83552.0</td>\n",
       "      <td>35558666.0</td>\n",
       "      <td>1193049.0</td>\n",
       "      <td>122335248.0</td>\n",
       "      <td>5520450.0</td>\n",
       "      <td>26004.0</td>\n",
       "      <td>6211338.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-27</th>\n",
       "      <td>74327470.0</td>\n",
       "      <td>132661059.0</td>\n",
       "      <td>1707300.0</td>\n",
       "      <td>1141077.0</td>\n",
       "      <td>911327670.0</td>\n",
       "      <td>9990.0</td>\n",
       "      <td>18632454.0</td>\n",
       "      <td>10587885.0</td>\n",
       "      <td>5579000.0</td>\n",
       "      <td>126334782.0</td>\n",
       "      <td>...</td>\n",
       "      <td>25167753.0</td>\n",
       "      <td>184704.0</td>\n",
       "      <td>7526784.0</td>\n",
       "      <td>285570.0</td>\n",
       "      <td>14891580.0</td>\n",
       "      <td>973830.0</td>\n",
       "      <td>127159620.0</td>\n",
       "      <td>6361875.0</td>\n",
       "      <td>43928.0</td>\n",
       "      <td>9241046.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-30</th>\n",
       "      <td>108039288.0</td>\n",
       "      <td>109737720.0</td>\n",
       "      <td>2226343.0</td>\n",
       "      <td>1698915.0</td>\n",
       "      <td>753628540.0</td>\n",
       "      <td>16280.0</td>\n",
       "      <td>11071870.0</td>\n",
       "      <td>14943474.0</td>\n",
       "      <td>4735830.0</td>\n",
       "      <td>119686010.0</td>\n",
       "      <td>...</td>\n",
       "      <td>12688780.0</td>\n",
       "      <td>348601.0</td>\n",
       "      <td>4522013.0</td>\n",
       "      <td>212706.0</td>\n",
       "      <td>9525246.0</td>\n",
       "      <td>1000536.0</td>\n",
       "      <td>125749017.0</td>\n",
       "      <td>6224960.0</td>\n",
       "      <td>19856.0</td>\n",
       "      <td>8181810.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-31</th>\n",
       "      <td>125000822.0</td>\n",
       "      <td>98057790.0</td>\n",
       "      <td>2424513.0</td>\n",
       "      <td>777510.0</td>\n",
       "      <td>518601150.0</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>18966220.0</td>\n",
       "      <td>16029036.0</td>\n",
       "      <td>4888800.0</td>\n",
       "      <td>173437440.0</td>\n",
       "      <td>...</td>\n",
       "      <td>32233320.0</td>\n",
       "      <td>89776.0</td>\n",
       "      <td>5573199.0</td>\n",
       "      <td>818880.0</td>\n",
       "      <td>10473553.0</td>\n",
       "      <td>1197936.0</td>\n",
       "      <td>198685016.0</td>\n",
       "      <td>6504220.0</td>\n",
       "      <td>19551.0</td>\n",
       "      <td>9361320.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-01</th>\n",
       "      <td>110568996.0</td>\n",
       "      <td>105346178.0</td>\n",
       "      <td>2813076.0</td>\n",
       "      <td>501426.0</td>\n",
       "      <td>350439775.0</td>\n",
       "      <td>10640.0</td>\n",
       "      <td>14968800.0</td>\n",
       "      <td>7930452.0</td>\n",
       "      <td>3305250.0</td>\n",
       "      <td>256141050.0</td>\n",
       "      <td>...</td>\n",
       "      <td>23190210.0</td>\n",
       "      <td>383439.0</td>\n",
       "      <td>7881256.0</td>\n",
       "      <td>600831.0</td>\n",
       "      <td>14044446.0</td>\n",
       "      <td>1152816.0</td>\n",
       "      <td>137862972.0</td>\n",
       "      <td>4402660.0</td>\n",
       "      <td>16851.0</td>\n",
       "      <td>6593571.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-02</th>\n",
       "      <td>66137250.0</td>\n",
       "      <td>190268928.0</td>\n",
       "      <td>2292304.0</td>\n",
       "      <td>1015795.0</td>\n",
       "      <td>334810476.0</td>\n",
       "      <td>1925.0</td>\n",
       "      <td>21860580.0</td>\n",
       "      <td>12044957.0</td>\n",
       "      <td>3406950.0</td>\n",
       "      <td>241139836.0</td>\n",
       "      <td>...</td>\n",
       "      <td>15222728.0</td>\n",
       "      <td>334058.0</td>\n",
       "      <td>9819132.0</td>\n",
       "      <td>381444.0</td>\n",
       "      <td>18936589.0</td>\n",
       "      <td>1124350.0</td>\n",
       "      <td>151671100.0</td>\n",
       "      <td>11912550.0</td>\n",
       "      <td>18632.0</td>\n",
       "      <td>5186988.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-03</th>\n",
       "      <td>58851084.0</td>\n",
       "      <td>193264352.0</td>\n",
       "      <td>6075950.0</td>\n",
       "      <td>773699.0</td>\n",
       "      <td>281019180.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>28379626.0</td>\n",
       "      <td>13636580.0</td>\n",
       "      <td>2978400.0</td>\n",
       "      <td>138418875.0</td>\n",
       "      <td>...</td>\n",
       "      <td>19073235.0</td>\n",
       "      <td>390126.0</td>\n",
       "      <td>8437088.0</td>\n",
       "      <td>284817.0</td>\n",
       "      <td>15153120.0</td>\n",
       "      <td>1250736.0</td>\n",
       "      <td>129136056.0</td>\n",
       "      <td>9350415.0</td>\n",
       "      <td>32640.0</td>\n",
       "      <td>8483500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-06</th>\n",
       "      <td>46905040.0</td>\n",
       "      <td>106975950.0</td>\n",
       "      <td>7506990.0</td>\n",
       "      <td>1001829.0</td>\n",
       "      <td>294268800.0</td>\n",
       "      <td>8030.0</td>\n",
       "      <td>26816958.0</td>\n",
       "      <td>13968526.0</td>\n",
       "      <td>3699360.0</td>\n",
       "      <td>151407069.0</td>\n",
       "      <td>...</td>\n",
       "      <td>35416744.0</td>\n",
       "      <td>124080.0</td>\n",
       "      <td>4758562.0</td>\n",
       "      <td>284625.0</td>\n",
       "      <td>15394575.0</td>\n",
       "      <td>1495930.0</td>\n",
       "      <td>161409534.0</td>\n",
       "      <td>6773040.0</td>\n",
       "      <td>57855.0</td>\n",
       "      <td>11567761.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-07</th>\n",
       "      <td>107753548.0</td>\n",
       "      <td>124158103.0</td>\n",
       "      <td>7176873.0</td>\n",
       "      <td>692445.0</td>\n",
       "      <td>276435883.0</td>\n",
       "      <td>1095.0</td>\n",
       "      <td>12257190.0</td>\n",
       "      <td>12115884.0</td>\n",
       "      <td>3345600.0</td>\n",
       "      <td>189615216.0</td>\n",
       "      <td>...</td>\n",
       "      <td>71124236.0</td>\n",
       "      <td>307010.0</td>\n",
       "      <td>19107286.0</td>\n",
       "      <td>313172.0</td>\n",
       "      <td>28938016.0</td>\n",
       "      <td>1572716.0</td>\n",
       "      <td>134503146.0</td>\n",
       "      <td>5981760.0</td>\n",
       "      <td>73728.0</td>\n",
       "      <td>8327052.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-08</th>\n",
       "      <td>105202510.0</td>\n",
       "      <td>117188618.0</td>\n",
       "      <td>3061625.0</td>\n",
       "      <td>717459.0</td>\n",
       "      <td>195127824.0</td>\n",
       "      <td>1110.0</td>\n",
       "      <td>24359940.0</td>\n",
       "      <td>12141116.0</td>\n",
       "      <td>2861985.0</td>\n",
       "      <td>312750787.0</td>\n",
       "      <td>...</td>\n",
       "      <td>62457000.0</td>\n",
       "      <td>272130.0</td>\n",
       "      <td>8057124.0</td>\n",
       "      <td>385800.0</td>\n",
       "      <td>19628574.0</td>\n",
       "      <td>2391900.0</td>\n",
       "      <td>161657248.0</td>\n",
       "      <td>7660800.0</td>\n",
       "      <td>121121.0</td>\n",
       "      <td>7479068.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-09</th>\n",
       "      <td>129087119.0</td>\n",
       "      <td>126939866.0</td>\n",
       "      <td>11336400.0</td>\n",
       "      <td>762350.0</td>\n",
       "      <td>328262370.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19387593.0</td>\n",
       "      <td>14011275.0</td>\n",
       "      <td>3857505.0</td>\n",
       "      <td>181626177.0</td>\n",
       "      <td>...</td>\n",
       "      <td>43882524.0</td>\n",
       "      <td>265770.0</td>\n",
       "      <td>8566790.0</td>\n",
       "      <td>315495.0</td>\n",
       "      <td>17785582.0</td>\n",
       "      <td>1116534.0</td>\n",
       "      <td>148612972.0</td>\n",
       "      <td>7729295.0</td>\n",
       "      <td>93440.0</td>\n",
       "      <td>6262050.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-10</th>\n",
       "      <td>105373264.0</td>\n",
       "      <td>138994530.0</td>\n",
       "      <td>14035332.0</td>\n",
       "      <td>700730.0</td>\n",
       "      <td>187681225.0</td>\n",
       "      <td>14625.0</td>\n",
       "      <td>14646370.0</td>\n",
       "      <td>17241214.0</td>\n",
       "      <td>4668165.0</td>\n",
       "      <td>120576750.0</td>\n",
       "      <td>...</td>\n",
       "      <td>48430212.0</td>\n",
       "      <td>423141.0</td>\n",
       "      <td>8870744.0</td>\n",
       "      <td>217320.0</td>\n",
       "      <td>21434552.0</td>\n",
       "      <td>1324657.0</td>\n",
       "      <td>343346957.0</td>\n",
       "      <td>7967285.0</td>\n",
       "      <td>17316.0</td>\n",
       "      <td>9146592.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-13</th>\n",
       "      <td>79230516.0</td>\n",
       "      <td>206483680.0</td>\n",
       "      <td>7066494.0</td>\n",
       "      <td>902480.0</td>\n",
       "      <td>291974485.0</td>\n",
       "      <td>370.0</td>\n",
       "      <td>17222036.0</td>\n",
       "      <td>35388736.0</td>\n",
       "      <td>5106500.0</td>\n",
       "      <td>160132779.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29435223.0</td>\n",
       "      <td>298312.0</td>\n",
       "      <td>8816500.0</td>\n",
       "      <td>79530420.0</td>\n",
       "      <td>27677400.0</td>\n",
       "      <td>1186538.0</td>\n",
       "      <td>310769040.0</td>\n",
       "      <td>4866075.0</td>\n",
       "      <td>5960.0</td>\n",
       "      <td>12725262.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-14</th>\n",
       "      <td>178723252.0</td>\n",
       "      <td>147245216.0</td>\n",
       "      <td>5026720.0</td>\n",
       "      <td>776160.0</td>\n",
       "      <td>292068412.0</td>\n",
       "      <td>85320.0</td>\n",
       "      <td>21895745.0</td>\n",
       "      <td>36598280.0</td>\n",
       "      <td>3090165.0</td>\n",
       "      <td>153718824.0</td>\n",
       "      <td>...</td>\n",
       "      <td>27935010.0</td>\n",
       "      <td>307200.0</td>\n",
       "      <td>5625312.0</td>\n",
       "      <td>27956396.0</td>\n",
       "      <td>28718448.0</td>\n",
       "      <td>1550400.0</td>\n",
       "      <td>287000826.0</td>\n",
       "      <td>9507205.0</td>\n",
       "      <td>62308.0</td>\n",
       "      <td>14326200.0</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>2017-11-16</th>\n",
       "      <td>158129496.0</td>\n",
       "      <td>141751530.0</td>\n",
       "      <td>20732448.0</td>\n",
       "      <td>1758603.0</td>\n",
       "      <td>212748160.0</td>\n",
       "      <td>3285.0</td>\n",
       "      <td>28619650.0</td>\n",
       "      <td>53356800.0</td>\n",
       "      <td>7048650.0</td>\n",
       "      <td>207145450.0</td>\n",
       "      <td>...</td>\n",
       "      <td>22278360.0</td>\n",
       "      <td>1636830.0</td>\n",
       "      <td>5103536.0</td>\n",
       "      <td>331890.0</td>\n",
       "      <td>21513360.0</td>\n",
       "      <td>1630053.0</td>\n",
       "      <td>144727755.0</td>\n",
       "      <td>5479020.0</td>\n",
       "      <td>312800.0</td>\n",
       "      <td>4935000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-17</th>\n",
       "      <td>125411049.0</td>\n",
       "      <td>154903280.0</td>\n",
       "      <td>26682320.0</td>\n",
       "      <td>1394440.0</td>\n",
       "      <td>110172272.0</td>\n",
       "      <td>5400.0</td>\n",
       "      <td>29532600.0</td>\n",
       "      <td>46233560.0</td>\n",
       "      <td>4227015.0</td>\n",
       "      <td>138297084.0</td>\n",
       "      <td>...</td>\n",
       "      <td>17873022.0</td>\n",
       "      <td>597820.0</td>\n",
       "      <td>6618120.0</td>\n",
       "      <td>457032.0</td>\n",
       "      <td>39542085.0</td>\n",
       "      <td>907974.0</td>\n",
       "      <td>166717529.0</td>\n",
       "      <td>7089390.0</td>\n",
       "      <td>240548.0</td>\n",
       "      <td>5674144.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-20</th>\n",
       "      <td>289872264.0</td>\n",
       "      <td>204558102.0</td>\n",
       "      <td>24096404.0</td>\n",
       "      <td>2464308.0</td>\n",
       "      <td>116172840.0</td>\n",
       "      <td>12507.0</td>\n",
       "      <td>39337518.0</td>\n",
       "      <td>72724648.0</td>\n",
       "      <td>3984300.0</td>\n",
       "      <td>136989569.0</td>\n",
       "      <td>...</td>\n",
       "      <td>32605818.0</td>\n",
       "      <td>1265236.0</td>\n",
       "      <td>8165814.0</td>\n",
       "      <td>76364.0</td>\n",
       "      <td>45621200.0</td>\n",
       "      <td>1332576.0</td>\n",
       "      <td>160971360.0</td>\n",
       "      <td>5532165.0</td>\n",
       "      <td>725448.0</td>\n",
       "      <td>6323520.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-21</th>\n",
       "      <td>372655255.0</td>\n",
       "      <td>259097261.0</td>\n",
       "      <td>42725034.0</td>\n",
       "      <td>1475110.0</td>\n",
       "      <td>136035130.0</td>\n",
       "      <td>4680.0</td>\n",
       "      <td>29915680.0</td>\n",
       "      <td>69467970.0</td>\n",
       "      <td>8208940.0</td>\n",
       "      <td>143230658.0</td>\n",
       "      <td>...</td>\n",
       "      <td>56646897.0</td>\n",
       "      <td>886501.0</td>\n",
       "      <td>6434813.0</td>\n",
       "      <td>523466.0</td>\n",
       "      <td>62431152.0</td>\n",
       "      <td>1697780.0</td>\n",
       "      <td>194477408.0</td>\n",
       "      <td>11273310.0</td>\n",
       "      <td>388193.0</td>\n",
       "      <td>7624877.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-22</th>\n",
       "      <td>208934373.0</td>\n",
       "      <td>138776144.0</td>\n",
       "      <td>22752240.0</td>\n",
       "      <td>1358712.0</td>\n",
       "      <td>113222088.0</td>\n",
       "      <td>4070.0</td>\n",
       "      <td>21374240.0</td>\n",
       "      <td>44555095.0</td>\n",
       "      <td>3216570.0</td>\n",
       "      <td>81348074.0</td>\n",
       "      <td>...</td>\n",
       "      <td>23051462.0</td>\n",
       "      <td>2770022.0</td>\n",
       "      <td>4349730.0</td>\n",
       "      <td>150272.0</td>\n",
       "      <td>44998254.0</td>\n",
       "      <td>1016120.0</td>\n",
       "      <td>102141804.0</td>\n",
       "      <td>5027580.0</td>\n",
       "      <td>437238.0</td>\n",
       "      <td>4843880.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-24</th>\n",
       "      <td>70428144.0</td>\n",
       "      <td>55130481.0</td>\n",
       "      <td>13076420.0</td>\n",
       "      <td>837930.0</td>\n",
       "      <td>65672544.0</td>\n",
       "      <td>4070.0</td>\n",
       "      <td>5633005.0</td>\n",
       "      <td>21481536.0</td>\n",
       "      <td>1986090.0</td>\n",
       "      <td>46702982.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4785024.0</td>\n",
       "      <td>2466943.0</td>\n",
       "      <td>2140537.0</td>\n",
       "      <td>94464.0</td>\n",
       "      <td>32832945.0</td>\n",
       "      <td>445195.0</td>\n",
       "      <td>85562258.0</td>\n",
       "      <td>3973830.0</td>\n",
       "      <td>114589.0</td>\n",
       "      <td>3995880.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-27</th>\n",
       "      <td>99750952.0</td>\n",
       "      <td>129983476.0</td>\n",
       "      <td>25495090.0</td>\n",
       "      <td>1219780.0</td>\n",
       "      <td>127383336.0</td>\n",
       "      <td>26640.0</td>\n",
       "      <td>25279599.0</td>\n",
       "      <td>39008916.0</td>\n",
       "      <td>3560250.0</td>\n",
       "      <td>77171369.0</td>\n",
       "      <td>...</td>\n",
       "      <td>35552169.0</td>\n",
       "      <td>1877056.0</td>\n",
       "      <td>5355672.0</td>\n",
       "      <td>214312.0</td>\n",
       "      <td>31050540.0</td>\n",
       "      <td>668250.0</td>\n",
       "      <td>142901150.0</td>\n",
       "      <td>8670720.0</td>\n",
       "      <td>149619.0</td>\n",
       "      <td>7073117.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-28</th>\n",
       "      <td>174597306.0</td>\n",
       "      <td>372561860.0</td>\n",
       "      <td>79244752.0</td>\n",
       "      <td>1593052.0</td>\n",
       "      <td>190191002.0</td>\n",
       "      <td>2178.0</td>\n",
       "      <td>27331885.0</td>\n",
       "      <td>50362400.0</td>\n",
       "      <td>4654800.0</td>\n",
       "      <td>106338936.0</td>\n",
       "      <td>...</td>\n",
       "      <td>104807356.0</td>\n",
       "      <td>981618.0</td>\n",
       "      <td>10053375.0</td>\n",
       "      <td>292032.0</td>\n",
       "      <td>33051200.0</td>\n",
       "      <td>805353.0</td>\n",
       "      <td>186356456.0</td>\n",
       "      <td>16640790.0</td>\n",
       "      <td>77872.0</td>\n",
       "      <td>5217300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-29</th>\n",
       "      <td>130792629.0</td>\n",
       "      <td>203676112.0</td>\n",
       "      <td>51064530.0</td>\n",
       "      <td>2461572.0</td>\n",
       "      <td>401594350.0</td>\n",
       "      <td>27010.0</td>\n",
       "      <td>41864600.0</td>\n",
       "      <td>58931300.0</td>\n",
       "      <td>4674600.0</td>\n",
       "      <td>389345230.0</td>\n",
       "      <td>...</td>\n",
       "      <td>57412800.0</td>\n",
       "      <td>852159.0</td>\n",
       "      <td>13129387.0</td>\n",
       "      <td>341910.0</td>\n",
       "      <td>41463051.0</td>\n",
       "      <td>745266.0</td>\n",
       "      <td>115907946.0</td>\n",
       "      <td>15381045.0</td>\n",
       "      <td>102858.0</td>\n",
       "      <td>5846624.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-30</th>\n",
       "      <td>133113900.0</td>\n",
       "      <td>182951174.0</td>\n",
       "      <td>113979485.0</td>\n",
       "      <td>1515580.0</td>\n",
       "      <td>303752889.0</td>\n",
       "      <td>11520.0</td>\n",
       "      <td>30217492.0</td>\n",
       "      <td>54754006.0</td>\n",
       "      <td>5901255.0</td>\n",
       "      <td>237743900.0</td>\n",
       "      <td>...</td>\n",
       "      <td>39585090.0</td>\n",
       "      <td>809460.0</td>\n",
       "      <td>16908438.0</td>\n",
       "      <td>418765.0</td>\n",
       "      <td>28174058.0</td>\n",
       "      <td>1730234.0</td>\n",
       "      <td>188105809.0</td>\n",
       "      <td>36177100.0</td>\n",
       "      <td>111360.0</td>\n",
       "      <td>3797766.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-01</th>\n",
       "      <td>172858385.0</td>\n",
       "      <td>156187476.0</td>\n",
       "      <td>56783454.0</td>\n",
       "      <td>1562574.0</td>\n",
       "      <td>305250400.0</td>\n",
       "      <td>2960.0</td>\n",
       "      <td>60478008.0</td>\n",
       "      <td>49362102.0</td>\n",
       "      <td>6361250.0</td>\n",
       "      <td>223717552.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42829380.0</td>\n",
       "      <td>1814976.0</td>\n",
       "      <td>10861553.0</td>\n",
       "      <td>296484.0</td>\n",
       "      <td>30390400.0</td>\n",
       "      <td>1142080.0</td>\n",
       "      <td>139698060.0</td>\n",
       "      <td>52925355.0</td>\n",
       "      <td>90750.0</td>\n",
       "      <td>7163154.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-04</th>\n",
       "      <td>192056256.0</td>\n",
       "      <td>113246721.0</td>\n",
       "      <td>27282339.0</td>\n",
       "      <td>1376388.0</td>\n",
       "      <td>355192034.0</td>\n",
       "      <td>5760.0</td>\n",
       "      <td>41704905.0</td>\n",
       "      <td>48432975.0</td>\n",
       "      <td>9534770.0</td>\n",
       "      <td>231454902.0</td>\n",
       "      <td>...</td>\n",
       "      <td>45859540.0</td>\n",
       "      <td>987336.0</td>\n",
       "      <td>13847080.0</td>\n",
       "      <td>255664.0</td>\n",
       "      <td>42082472.0</td>\n",
       "      <td>1132149.0</td>\n",
       "      <td>254343926.0</td>\n",
       "      <td>21046830.0</td>\n",
       "      <td>112194.0</td>\n",
       "      <td>16303378.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-05</th>\n",
       "      <td>156932137.0</td>\n",
       "      <td>117589490.0</td>\n",
       "      <td>22422816.0</td>\n",
       "      <td>1441552.0</td>\n",
       "      <td>177795180.0</td>\n",
       "      <td>7350.0</td>\n",
       "      <td>30810714.0</td>\n",
       "      <td>48145394.0</td>\n",
       "      <td>9530190.0</td>\n",
       "      <td>249061645.0</td>\n",
       "      <td>...</td>\n",
       "      <td>27533441.0</td>\n",
       "      <td>275049.0</td>\n",
       "      <td>6690303.0</td>\n",
       "      <td>591003.0</td>\n",
       "      <td>70477589.0</td>\n",
       "      <td>649900.0</td>\n",
       "      <td>160227275.0</td>\n",
       "      <td>11115895.0</td>\n",
       "      <td>95215.0</td>\n",
       "      <td>4965917.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-06</th>\n",
       "      <td>111360689.0</td>\n",
       "      <td>224652042.0</td>\n",
       "      <td>66634280.0</td>\n",
       "      <td>1385500.0</td>\n",
       "      <td>140669155.0</td>\n",
       "      <td>129412.5</td>\n",
       "      <td>33427464.0</td>\n",
       "      <td>43636614.0</td>\n",
       "      <td>7564920.0</td>\n",
       "      <td>125365500.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21952470.0</td>\n",
       "      <td>583870.0</td>\n",
       "      <td>5729338.0</td>\n",
       "      <td>312198.8</td>\n",
       "      <td>61857825.0</td>\n",
       "      <td>701343.0</td>\n",
       "      <td>106980178.0</td>\n",
       "      <td>9956650.0</td>\n",
       "      <td>660870.0</td>\n",
       "      <td>10526536.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-07</th>\n",
       "      <td>153066095.0</td>\n",
       "      <td>139148380.0</td>\n",
       "      <td>88356480.0</td>\n",
       "      <td>1168146.0</td>\n",
       "      <td>155026272.0</td>\n",
       "      <td>13300.0</td>\n",
       "      <td>44747892.0</td>\n",
       "      <td>85164468.0</td>\n",
       "      <td>4937250.0</td>\n",
       "      <td>114369637.0</td>\n",
       "      <td>...</td>\n",
       "      <td>36512324.0</td>\n",
       "      <td>389312.0</td>\n",
       "      <td>4632460.0</td>\n",
       "      <td>365154.5</td>\n",
       "      <td>105647094.0</td>\n",
       "      <td>1547700.0</td>\n",
       "      <td>193026816.0</td>\n",
       "      <td>8618625.0</td>\n",
       "      <td>81250.0</td>\n",
       "      <td>4891056.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-08</th>\n",
       "      <td>147932790.0</td>\n",
       "      <td>153047520.0</td>\n",
       "      <td>37005600.0</td>\n",
       "      <td>1131915.0</td>\n",
       "      <td>194784156.0</td>\n",
       "      <td>6900.0</td>\n",
       "      <td>42418036.0</td>\n",
       "      <td>51693709.0</td>\n",
       "      <td>3659250.0</td>\n",
       "      <td>92846936.0</td>\n",
       "      <td>...</td>\n",
       "      <td>14981274.0</td>\n",
       "      <td>957900.0</td>\n",
       "      <td>8062939.0</td>\n",
       "      <td>238206.0</td>\n",
       "      <td>218398568.0</td>\n",
       "      <td>1285050.0</td>\n",
       "      <td>117883200.0</td>\n",
       "      <td>5355120.0</td>\n",
       "      <td>109460.0</td>\n",
       "      <td>2496620.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-11</th>\n",
       "      <td>163379500.0</td>\n",
       "      <td>171202944.0</td>\n",
       "      <td>44583543.0</td>\n",
       "      <td>1151920.0</td>\n",
       "      <td>145466280.0</td>\n",
       "      <td>33500.0</td>\n",
       "      <td>35667252.0</td>\n",
       "      <td>40556468.0</td>\n",
       "      <td>5159360.0</td>\n",
       "      <td>150286670.0</td>\n",
       "      <td>...</td>\n",
       "      <td>33217932.0</td>\n",
       "      <td>2051760.0</td>\n",
       "      <td>8007180.0</td>\n",
       "      <td>474238.0</td>\n",
       "      <td>48138384.0</td>\n",
       "      <td>910110.0</td>\n",
       "      <td>84150325.0</td>\n",
       "      <td>3817090.0</td>\n",
       "      <td>77625.0</td>\n",
       "      <td>4236240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-12</th>\n",
       "      <td>146251154.0</td>\n",
       "      <td>145071600.0</td>\n",
       "      <td>32476998.0</td>\n",
       "      <td>1595161.0</td>\n",
       "      <td>141220107.0</td>\n",
       "      <td>63240.0</td>\n",
       "      <td>52106532.0</td>\n",
       "      <td>35536765.0</td>\n",
       "      <td>7217435.0</td>\n",
       "      <td>251661078.0</td>\n",
       "      <td>...</td>\n",
       "      <td>43270560.0</td>\n",
       "      <td>1608804.0</td>\n",
       "      <td>8016197.0</td>\n",
       "      <td>266680.0</td>\n",
       "      <td>109199349.0</td>\n",
       "      <td>1397526.0</td>\n",
       "      <td>140111754.0</td>\n",
       "      <td>4294950.0</td>\n",
       "      <td>31339.0</td>\n",
       "      <td>3221428.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-13</th>\n",
       "      <td>112329128.0</td>\n",
       "      <td>173564118.0</td>\n",
       "      <td>45555920.0</td>\n",
       "      <td>1487812.0</td>\n",
       "      <td>152033168.0</td>\n",
       "      <td>40635.0</td>\n",
       "      <td>32175534.0</td>\n",
       "      <td>35794485.0</td>\n",
       "      <td>5022935.0</td>\n",
       "      <td>112032500.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29931843.0</td>\n",
       "      <td>1651200.0</td>\n",
       "      <td>8734264.0</td>\n",
       "      <td>125874.0</td>\n",
       "      <td>56100100.0</td>\n",
       "      <td>629280.0</td>\n",
       "      <td>115446100.0</td>\n",
       "      <td>7804225.0</td>\n",
       "      <td>204480.0</td>\n",
       "      <td>4274284.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-14</th>\n",
       "      <td>118021995.0</td>\n",
       "      <td>156042810.0</td>\n",
       "      <td>25635578.0</td>\n",
       "      <td>1785888.0</td>\n",
       "      <td>226100651.0</td>\n",
       "      <td>20060.0</td>\n",
       "      <td>35444643.0</td>\n",
       "      <td>34324929.0</td>\n",
       "      <td>4398215.0</td>\n",
       "      <td>111362280.0</td>\n",
       "      <td>...</td>\n",
       "      <td>25943200.0</td>\n",
       "      <td>1249500.0</td>\n",
       "      <td>5754473.0</td>\n",
       "      <td>809427.0</td>\n",
       "      <td>61923590.0</td>\n",
       "      <td>846188.0</td>\n",
       "      <td>97909344.0</td>\n",
       "      <td>12800000.0</td>\n",
       "      <td>74664.0</td>\n",
       "      <td>2654008.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-15</th>\n",
       "      <td>194169159.0</td>\n",
       "      <td>193308787.0</td>\n",
       "      <td>39142553.0</td>\n",
       "      <td>2345812.0</td>\n",
       "      <td>463323546.0</td>\n",
       "      <td>37985.0</td>\n",
       "      <td>65207301.0</td>\n",
       "      <td>59845751.0</td>\n",
       "      <td>25273600.0</td>\n",
       "      <td>162831900.0</td>\n",
       "      <td>...</td>\n",
       "      <td>38582000.0</td>\n",
       "      <td>1621981.0</td>\n",
       "      <td>8295518.0</td>\n",
       "      <td>1739674.8</td>\n",
       "      <td>95388475.0</td>\n",
       "      <td>613800.0</td>\n",
       "      <td>204589476.0</td>\n",
       "      <td>20339190.0</td>\n",
       "      <td>23760.0</td>\n",
       "      <td>3127869.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-18</th>\n",
       "      <td>156037492.0</td>\n",
       "      <td>141514207.0</td>\n",
       "      <td>29195474.0</td>\n",
       "      <td>1612500.0</td>\n",
       "      <td>166621640.0</td>\n",
       "      <td>29230.0</td>\n",
       "      <td>27829560.0</td>\n",
       "      <td>44312268.0</td>\n",
       "      <td>6366745.0</td>\n",
       "      <td>86769408.0</td>\n",
       "      <td>...</td>\n",
       "      <td>24138324.0</td>\n",
       "      <td>1153614.0</td>\n",
       "      <td>5629255.0</td>\n",
       "      <td>539981.0</td>\n",
       "      <td>70213080.0</td>\n",
       "      <td>1160580.0</td>\n",
       "      <td>120406014.0</td>\n",
       "      <td>11097300.0</td>\n",
       "      <td>57984.0</td>\n",
       "      <td>2779360.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-19</th>\n",
       "      <td>99551850.0</td>\n",
       "      <td>277273156.0</td>\n",
       "      <td>45901968.0</td>\n",
       "      <td>1527516.0</td>\n",
       "      <td>155338512.0</td>\n",
       "      <td>19125.0</td>\n",
       "      <td>67171500.0</td>\n",
       "      <td>91270865.0</td>\n",
       "      <td>3630445.0</td>\n",
       "      <td>133039820.0</td>\n",
       "      <td>...</td>\n",
       "      <td>30121184.0</td>\n",
       "      <td>842456.0</td>\n",
       "      <td>5774900.0</td>\n",
       "      <td>272860.0</td>\n",
       "      <td>61664363.0</td>\n",
       "      <td>956650.0</td>\n",
       "      <td>141690640.0</td>\n",
       "      <td>3644280.0</td>\n",
       "      <td>70720.0</td>\n",
       "      <td>2424324.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-20</th>\n",
       "      <td>91899900.0</td>\n",
       "      <td>353238534.0</td>\n",
       "      <td>41644536.0</td>\n",
       "      <td>979746.0</td>\n",
       "      <td>268571776.0</td>\n",
       "      <td>10695.0</td>\n",
       "      <td>58060915.0</td>\n",
       "      <td>37475620.0</td>\n",
       "      <td>4511725.0</td>\n",
       "      <td>106654662.0</td>\n",
       "      <td>...</td>\n",
       "      <td>17703576.0</td>\n",
       "      <td>1921409.0</td>\n",
       "      <td>6109550.0</td>\n",
       "      <td>377344.0</td>\n",
       "      <td>63938075.0</td>\n",
       "      <td>660177.0</td>\n",
       "      <td>131328802.0</td>\n",
       "      <td>3283880.0</td>\n",
       "      <td>22704.0</td>\n",
       "      <td>1877345.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-21</th>\n",
       "      <td>101428544.0</td>\n",
       "      <td>149703642.0</td>\n",
       "      <td>33329530.0</td>\n",
       "      <td>2777910.0</td>\n",
       "      <td>376170982.0</td>\n",
       "      <td>23870.0</td>\n",
       "      <td>29110845.0</td>\n",
       "      <td>43623832.0</td>\n",
       "      <td>4299700.0</td>\n",
       "      <td>109131687.0</td>\n",
       "      <td>...</td>\n",
       "      <td>30652098.0</td>\n",
       "      <td>1355373.0</td>\n",
       "      <td>4729308.0</td>\n",
       "      <td>288368.0</td>\n",
       "      <td>50896988.0</td>\n",
       "      <td>642978.0</td>\n",
       "      <td>84090552.0</td>\n",
       "      <td>7473400.0</td>\n",
       "      <td>94916.0</td>\n",
       "      <td>1451944.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-22</th>\n",
       "      <td>82254555.0</td>\n",
       "      <td>121390717.0</td>\n",
       "      <td>20873280.0</td>\n",
       "      <td>1911049.0</td>\n",
       "      <td>127536009.0</td>\n",
       "      <td>21560.0</td>\n",
       "      <td>32457612.0</td>\n",
       "      <td>23872104.0</td>\n",
       "      <td>5589675.0</td>\n",
       "      <td>126451680.0</td>\n",
       "      <td>...</td>\n",
       "      <td>40681200.0</td>\n",
       "      <td>962416.0</td>\n",
       "      <td>3953700.0</td>\n",
       "      <td>418340.0</td>\n",
       "      <td>26927088.0</td>\n",
       "      <td>543561.0</td>\n",
       "      <td>96869744.0</td>\n",
       "      <td>4500210.0</td>\n",
       "      <td>17690.0</td>\n",
       "      <td>1247004.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-26</th>\n",
       "      <td>35830800.0</td>\n",
       "      <td>139038724.0</td>\n",
       "      <td>24795201.0</td>\n",
       "      <td>552024.0</td>\n",
       "      <td>146621755.0</td>\n",
       "      <td>22680.0</td>\n",
       "      <td>21951804.0</td>\n",
       "      <td>28556049.0</td>\n",
       "      <td>5241120.0</td>\n",
       "      <td>57617596.0</td>\n",
       "      <td>...</td>\n",
       "      <td>17299025.0</td>\n",
       "      <td>3200324.0</td>\n",
       "      <td>4083144.0</td>\n",
       "      <td>463622.0</td>\n",
       "      <td>16466841.0</td>\n",
       "      <td>1063456.0</td>\n",
       "      <td>57300514.0</td>\n",
       "      <td>4678085.0</td>\n",
       "      <td>25200.0</td>\n",
       "      <td>2242845.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-27</th>\n",
       "      <td>69891050.0</td>\n",
       "      <td>154369152.0</td>\n",
       "      <td>38079226.0</td>\n",
       "      <td>1382216.0</td>\n",
       "      <td>148365360.0</td>\n",
       "      <td>11055.0</td>\n",
       "      <td>16735320.0</td>\n",
       "      <td>34902248.0</td>\n",
       "      <td>4354450.0</td>\n",
       "      <td>98622645.0</td>\n",
       "      <td>...</td>\n",
       "      <td>46668781.0</td>\n",
       "      <td>2537682.0</td>\n",
       "      <td>4650779.0</td>\n",
       "      <td>704317.0</td>\n",
       "      <td>16630032.0</td>\n",
       "      <td>1507420.0</td>\n",
       "      <td>84020265.0</td>\n",
       "      <td>5021010.0</td>\n",
       "      <td>54571.0</td>\n",
       "      <td>2698245.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-28</th>\n",
       "      <td>40942150.0</td>\n",
       "      <td>308706280.0</td>\n",
       "      <td>48498604.0</td>\n",
       "      <td>862257.0</td>\n",
       "      <td>96804438.0</td>\n",
       "      <td>31850.0</td>\n",
       "      <td>17528544.0</td>\n",
       "      <td>32976596.0</td>\n",
       "      <td>4530080.0</td>\n",
       "      <td>60284666.0</td>\n",
       "      <td>...</td>\n",
       "      <td>20243427.0</td>\n",
       "      <td>1765591.0</td>\n",
       "      <td>5835375.0</td>\n",
       "      <td>330990.0</td>\n",
       "      <td>27354063.0</td>\n",
       "      <td>1077090.0</td>\n",
       "      <td>51425856.0</td>\n",
       "      <td>3440760.0</td>\n",
       "      <td>455225.0</td>\n",
       "      <td>3428226.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-29</th>\n",
       "      <td>71309656.0</td>\n",
       "      <td>278755702.0</td>\n",
       "      <td>46066328.0</td>\n",
       "      <td>972900.0</td>\n",
       "      <td>140324910.0</td>\n",
       "      <td>8160.0</td>\n",
       "      <td>19996730.0</td>\n",
       "      <td>56480388.0</td>\n",
       "      <td>6139910.0</td>\n",
       "      <td>96609579.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21058000.0</td>\n",
       "      <td>1590874.0</td>\n",
       "      <td>6524144.0</td>\n",
       "      <td>626496.0</td>\n",
       "      <td>22890570.0</td>\n",
       "      <td>1096120.0</td>\n",
       "      <td>122763364.0</td>\n",
       "      <td>4643975.0</td>\n",
       "      <td>143350.0</td>\n",
       "      <td>3629548.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>251 rows × 5628 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "ticker                A           AA         AAAP        AAC          AAL  \\\n",
       "date                                                                        \n",
       "2017-01-03   80878653.0   79184478.0    1757252.0  1685276.0  311955510.0   \n",
       "2017-01-04   85778520.0  101053270.0    1994700.0  1980944.0  273643320.0   \n",
       "2017-01-05   69982198.0   74923925.0    1776313.0  1900080.0  313213017.0   \n",
       "2017-01-06  138374366.0   64007684.0    3114132.0   738166.0  335489221.0   \n",
       "2017-01-09  123974942.0  123963400.0    1398697.0  1102248.0  223116828.0   \n",
       "2017-01-10   75060050.0  118479912.0     703080.0  1109592.0  362809776.0   \n",
       "2017-01-11  276996775.0   98090354.0    1493912.0  1561966.0  336866048.0   \n",
       "2017-01-12  158995188.0  149396968.0    4368906.0  1390400.0  262048800.0   \n",
       "2017-01-13   76389741.0   99908066.0    1392414.0   478928.0  168771535.0   \n",
       "2017-01-17   93711808.0   45108480.0     978765.0  1333600.0  250145225.0   \n",
       "2017-01-18   73508875.0  223483681.0    1917675.0   721285.0  246608460.0   \n",
       "2017-01-19   64128204.0  178874542.0    1036308.0   602880.0  176246718.0   \n",
       "2017-01-20   81030192.0  190096328.0    2929664.0   429870.0  269361600.0   \n",
       "2017-01-23   95433982.0  190326534.0    1908060.0   701985.0  200100526.0   \n",
       "2017-01-24  129828965.0  446426250.0     887680.0   606214.0  234201056.0   \n",
       "2017-01-25  148773612.0  496183337.0    4062450.0   767040.0  246204699.0   \n",
       "2017-01-26   91306235.0  208195020.0    2096127.0   633472.0  512215110.0   \n",
       "2017-01-27   74327470.0  132661059.0    1707300.0  1141077.0  911327670.0   \n",
       "2017-01-30  108039288.0  109737720.0    2226343.0  1698915.0  753628540.0   \n",
       "2017-01-31  125000822.0   98057790.0    2424513.0   777510.0  518601150.0   \n",
       "2017-02-01  110568996.0  105346178.0    2813076.0   501426.0  350439775.0   \n",
       "2017-02-02   66137250.0  190268928.0    2292304.0  1015795.0  334810476.0   \n",
       "2017-02-03   58851084.0  193264352.0    6075950.0   773699.0  281019180.0   \n",
       "2017-02-06   46905040.0  106975950.0    7506990.0  1001829.0  294268800.0   \n",
       "2017-02-07  107753548.0  124158103.0    7176873.0   692445.0  276435883.0   \n",
       "2017-02-08  105202510.0  117188618.0    3061625.0   717459.0  195127824.0   \n",
       "2017-02-09  129087119.0  126939866.0   11336400.0   762350.0  328262370.0   \n",
       "2017-02-10  105373264.0  138994530.0   14035332.0   700730.0  187681225.0   \n",
       "2017-02-13   79230516.0  206483680.0    7066494.0   902480.0  291974485.0   \n",
       "2017-02-14  178723252.0  147245216.0    5026720.0   776160.0  292068412.0   \n",
       "...                 ...          ...          ...        ...          ...   \n",
       "2017-11-16  158129496.0  141751530.0   20732448.0  1758603.0  212748160.0   \n",
       "2017-11-17  125411049.0  154903280.0   26682320.0  1394440.0  110172272.0   \n",
       "2017-11-20  289872264.0  204558102.0   24096404.0  2464308.0  116172840.0   \n",
       "2017-11-21  372655255.0  259097261.0   42725034.0  1475110.0  136035130.0   \n",
       "2017-11-22  208934373.0  138776144.0   22752240.0  1358712.0  113222088.0   \n",
       "2017-11-24   70428144.0   55130481.0   13076420.0   837930.0   65672544.0   \n",
       "2017-11-27   99750952.0  129983476.0   25495090.0  1219780.0  127383336.0   \n",
       "2017-11-28  174597306.0  372561860.0   79244752.0  1593052.0  190191002.0   \n",
       "2017-11-29  130792629.0  203676112.0   51064530.0  2461572.0  401594350.0   \n",
       "2017-11-30  133113900.0  182951174.0  113979485.0  1515580.0  303752889.0   \n",
       "2017-12-01  172858385.0  156187476.0   56783454.0  1562574.0  305250400.0   \n",
       "2017-12-04  192056256.0  113246721.0   27282339.0  1376388.0  355192034.0   \n",
       "2017-12-05  156932137.0  117589490.0   22422816.0  1441552.0  177795180.0   \n",
       "2017-12-06  111360689.0  224652042.0   66634280.0  1385500.0  140669155.0   \n",
       "2017-12-07  153066095.0  139148380.0   88356480.0  1168146.0  155026272.0   \n",
       "2017-12-08  147932790.0  153047520.0   37005600.0  1131915.0  194784156.0   \n",
       "2017-12-11  163379500.0  171202944.0   44583543.0  1151920.0  145466280.0   \n",
       "2017-12-12  146251154.0  145071600.0   32476998.0  1595161.0  141220107.0   \n",
       "2017-12-13  112329128.0  173564118.0   45555920.0  1487812.0  152033168.0   \n",
       "2017-12-14  118021995.0  156042810.0   25635578.0  1785888.0  226100651.0   \n",
       "2017-12-15  194169159.0  193308787.0   39142553.0  2345812.0  463323546.0   \n",
       "2017-12-18  156037492.0  141514207.0   29195474.0  1612500.0  166621640.0   \n",
       "2017-12-19   99551850.0  277273156.0   45901968.0  1527516.0  155338512.0   \n",
       "2017-12-20   91899900.0  353238534.0   41644536.0   979746.0  268571776.0   \n",
       "2017-12-21  101428544.0  149703642.0   33329530.0  2777910.0  376170982.0   \n",
       "2017-12-22   82254555.0  121390717.0   20873280.0  1911049.0  127536009.0   \n",
       "2017-12-26   35830800.0  139038724.0   24795201.0   552024.0  146621755.0   \n",
       "2017-12-27   69891050.0  154369152.0   38079226.0  1382216.0  148365360.0   \n",
       "2017-12-28   40942150.0  308706280.0   48498604.0   862257.0   96804438.0   \n",
       "2017-12-29   71309656.0  278755702.0   46066328.0   972900.0  140324910.0   \n",
       "\n",
       "ticker          AAME         AAN         AAOI        AAON          AAP  \\\n",
       "date                                                                     \n",
       "2017-01-03   40590.0  24256760.0    6193110.0   4588960.0  117969900.0   \n",
       "2017-01-04   18450.0  18923170.0    4680841.0   4941090.0  110475600.0   \n",
       "2017-01-05   26565.0  15748930.0    3665567.0   4849150.0  147971492.0   \n",
       "2017-01-06    4100.0  21277970.0    4963788.0   2619270.0  140436677.0   \n",
       "2017-01-09   26860.0  20706250.0    7726176.0   8570640.0   94953753.0   \n",
       "2017-01-10   19440.0  31933936.0    4523686.0   6158960.0  105571296.0   \n",
       "2017-01-11       0.0  41187250.0    8556352.0   5082750.0  154179270.0   \n",
       "2017-01-12    6930.0  21766556.0  131796068.0   3885920.0  130329090.0   \n",
       "2017-01-13   18960.0  17528145.0   43249972.0   3905230.0  209066319.0   \n",
       "2017-01-17   52800.0  17005822.0   42993456.0   3761640.0  181459700.0   \n",
       "2017-01-18    7960.0  15256782.0   28129164.0   3303720.0  137687772.0   \n",
       "2017-01-19   21600.0  70884996.0   10689336.0   3631350.0  104148180.0   \n",
       "2017-01-20   54000.0  37032758.0   16745608.0   3773580.0  125417950.0   \n",
       "2017-01-23    5005.0  14598595.0   12847674.0   3821200.0  237677148.0   \n",
       "2017-01-24   41904.0  18940950.0   24278400.0   3667980.0  148499096.0   \n",
       "2017-01-25       0.0  14252926.0   14133147.0   4213440.0  162290750.0   \n",
       "2017-01-26   34675.0  14119390.0   11395304.0   4073965.0  215414800.0   \n",
       "2017-01-27    9990.0  18632454.0   10587885.0   5579000.0  126334782.0   \n",
       "2017-01-30   16280.0  11071870.0   14943474.0   4735830.0  119686010.0   \n",
       "2017-01-31   12000.0  18966220.0   16029036.0   4888800.0  173437440.0   \n",
       "2017-02-01   10640.0  14968800.0    7930452.0   3305250.0  256141050.0   \n",
       "2017-02-02    1925.0  21860580.0   12044957.0   3406950.0  241139836.0   \n",
       "2017-02-03    5390.0  28379626.0   13636580.0   2978400.0  138418875.0   \n",
       "2017-02-06    8030.0  26816958.0   13968526.0   3699360.0  151407069.0   \n",
       "2017-02-07    1095.0  12257190.0   12115884.0   3345600.0  189615216.0   \n",
       "2017-02-08    1110.0  24359940.0   12141116.0   2861985.0  312750787.0   \n",
       "2017-02-09       0.0  19387593.0   14011275.0   3857505.0  181626177.0   \n",
       "2017-02-10   14625.0  14646370.0   17241214.0   4668165.0  120576750.0   \n",
       "2017-02-13     370.0  17222036.0   35388736.0   5106500.0  160132779.0   \n",
       "2017-02-14   85320.0  21895745.0   36598280.0   3090165.0  153718824.0   \n",
       "...              ...         ...          ...         ...          ...   \n",
       "2017-11-16    3285.0  28619650.0   53356800.0   7048650.0  207145450.0   \n",
       "2017-11-17    5400.0  29532600.0   46233560.0   4227015.0  138297084.0   \n",
       "2017-11-20   12507.0  39337518.0   72724648.0   3984300.0  136989569.0   \n",
       "2017-11-21    4680.0  29915680.0   69467970.0   8208940.0  143230658.0   \n",
       "2017-11-22    4070.0  21374240.0   44555095.0   3216570.0   81348074.0   \n",
       "2017-11-24    4070.0   5633005.0   21481536.0   1986090.0   46702982.0   \n",
       "2017-11-27   26640.0  25279599.0   39008916.0   3560250.0   77171369.0   \n",
       "2017-11-28    2178.0  27331885.0   50362400.0   4654800.0  106338936.0   \n",
       "2017-11-29   27010.0  41864600.0   58931300.0   4674600.0  389345230.0   \n",
       "2017-11-30   11520.0  30217492.0   54754006.0   5901255.0  237743900.0   \n",
       "2017-12-01    2960.0  60478008.0   49362102.0   6361250.0  223717552.0   \n",
       "2017-12-04    5760.0  41704905.0   48432975.0   9534770.0  231454902.0   \n",
       "2017-12-05    7350.0  30810714.0   48145394.0   9530190.0  249061645.0   \n",
       "2017-12-06  129412.5  33427464.0   43636614.0   7564920.0  125365500.0   \n",
       "2017-12-07   13300.0  44747892.0   85164468.0   4937250.0  114369637.0   \n",
       "2017-12-08    6900.0  42418036.0   51693709.0   3659250.0   92846936.0   \n",
       "2017-12-11   33500.0  35667252.0   40556468.0   5159360.0  150286670.0   \n",
       "2017-12-12   63240.0  52106532.0   35536765.0   7217435.0  251661078.0   \n",
       "2017-12-13   40635.0  32175534.0   35794485.0   5022935.0  112032500.0   \n",
       "2017-12-14   20060.0  35444643.0   34324929.0   4398215.0  111362280.0   \n",
       "2017-12-15   37985.0  65207301.0   59845751.0  25273600.0  162831900.0   \n",
       "2017-12-18   29230.0  27829560.0   44312268.0   6366745.0   86769408.0   \n",
       "2017-12-19   19125.0  67171500.0   91270865.0   3630445.0  133039820.0   \n",
       "2017-12-20   10695.0  58060915.0   37475620.0   4511725.0  106654662.0   \n",
       "2017-12-21   23870.0  29110845.0   43623832.0   4299700.0  109131687.0   \n",
       "2017-12-22   21560.0  32457612.0   23872104.0   5589675.0  126451680.0   \n",
       "2017-12-26   22680.0  21951804.0   28556049.0   5241120.0   57617596.0   \n",
       "2017-12-27   11055.0  16735320.0   34902248.0   4354450.0   98622645.0   \n",
       "2017-12-28   31850.0  17528544.0   32976596.0   4530080.0   60284666.0   \n",
       "2017-12-29    8160.0  19996730.0   56480388.0   6139910.0   96609579.0   \n",
       "\n",
       "ticker         ...             ZNGA        ZNH        ZOES        ZSAN  \\\n",
       "date           ...                                                       \n",
       "2017-01-03     ...       51985315.0   398392.0  13442300.0     43134.0   \n",
       "2017-01-04     ...       25854397.0  1354325.0   9711609.0    169476.0   \n",
       "2017-01-05     ...       15782340.0   904155.0  10610915.0    169944.0   \n",
       "2017-01-06     ...       16309120.0   385672.0  15680112.0    611090.0   \n",
       "2017-01-09     ...       28194404.0   296371.0  35284158.0    180290.0   \n",
       "2017-01-10     ...       24431160.0  1249205.0  13058736.0    186327.0   \n",
       "2017-01-11     ...       23181346.0   263004.0  12380155.0    181793.0   \n",
       "2017-01-12     ...       20235663.0   167400.0  13272423.0   2101668.0   \n",
       "2017-01-13     ...       27270408.0   161472.0  13361190.0    315720.0   \n",
       "2017-01-17     ...       10956317.0   607600.0  19691604.0    192114.0   \n",
       "2017-01-18     ...        6901101.0   365973.0  10643664.0     93035.0   \n",
       "2017-01-19     ...       10964470.0   226240.0   7556218.0    189810.0   \n",
       "2017-01-20     ...       25028784.0   769494.0   9018702.0     95760.0   \n",
       "2017-01-23     ...       17728360.0   541739.0   8157384.0    117746.0   \n",
       "2017-01-24     ...       38548350.0   633226.0   6972408.0    194586.0   \n",
       "2017-01-25     ...       45909760.0   417480.0  12128386.0     82992.0   \n",
       "2017-01-26     ...       22125130.0   416060.0   6953505.0     83552.0   \n",
       "2017-01-27     ...       25167753.0   184704.0   7526784.0    285570.0   \n",
       "2017-01-30     ...       12688780.0   348601.0   4522013.0    212706.0   \n",
       "2017-01-31     ...       32233320.0    89776.0   5573199.0    818880.0   \n",
       "2017-02-01     ...       23190210.0   383439.0   7881256.0    600831.0   \n",
       "2017-02-02     ...       15222728.0   334058.0   9819132.0    381444.0   \n",
       "2017-02-03     ...       19073235.0   390126.0   8437088.0    284817.0   \n",
       "2017-02-06     ...       35416744.0   124080.0   4758562.0    284625.0   \n",
       "2017-02-07     ...       71124236.0   307010.0  19107286.0    313172.0   \n",
       "2017-02-08     ...       62457000.0   272130.0   8057124.0    385800.0   \n",
       "2017-02-09     ...       43882524.0   265770.0   8566790.0    315495.0   \n",
       "2017-02-10     ...       48430212.0   423141.0   8870744.0    217320.0   \n",
       "2017-02-13     ...       29435223.0   298312.0   8816500.0  79530420.0   \n",
       "2017-02-14     ...       27935010.0   307200.0   5625312.0  27956396.0   \n",
       "...            ...              ...        ...         ...         ...   \n",
       "2017-11-16     ...       22278360.0  1636830.0   5103536.0    331890.0   \n",
       "2017-11-17     ...       17873022.0   597820.0   6618120.0    457032.0   \n",
       "2017-11-20     ...       32605818.0  1265236.0   8165814.0     76364.0   \n",
       "2017-11-21     ...       56646897.0   886501.0   6434813.0    523466.0   \n",
       "2017-11-22     ...       23051462.0  2770022.0   4349730.0    150272.0   \n",
       "2017-11-24     ...        4785024.0  2466943.0   2140537.0     94464.0   \n",
       "2017-11-27     ...       35552169.0  1877056.0   5355672.0    214312.0   \n",
       "2017-11-28     ...      104807356.0   981618.0  10053375.0    292032.0   \n",
       "2017-11-29     ...       57412800.0   852159.0  13129387.0    341910.0   \n",
       "2017-11-30     ...       39585090.0   809460.0  16908438.0    418765.0   \n",
       "2017-12-01     ...       42829380.0  1814976.0  10861553.0    296484.0   \n",
       "2017-12-04     ...       45859540.0   987336.0  13847080.0    255664.0   \n",
       "2017-12-05     ...       27533441.0   275049.0   6690303.0    591003.0   \n",
       "2017-12-06     ...       21952470.0   583870.0   5729338.0    312198.8   \n",
       "2017-12-07     ...       36512324.0   389312.0   4632460.0    365154.5   \n",
       "2017-12-08     ...       14981274.0   957900.0   8062939.0    238206.0   \n",
       "2017-12-11     ...       33217932.0  2051760.0   8007180.0    474238.0   \n",
       "2017-12-12     ...       43270560.0  1608804.0   8016197.0    266680.0   \n",
       "2017-12-13     ...       29931843.0  1651200.0   8734264.0    125874.0   \n",
       "2017-12-14     ...       25943200.0  1249500.0   5754473.0    809427.0   \n",
       "2017-12-15     ...       38582000.0  1621981.0   8295518.0   1739674.8   \n",
       "2017-12-18     ...       24138324.0  1153614.0   5629255.0    539981.0   \n",
       "2017-12-19     ...       30121184.0   842456.0   5774900.0    272860.0   \n",
       "2017-12-20     ...       17703576.0  1921409.0   6109550.0    377344.0   \n",
       "2017-12-21     ...       30652098.0  1355373.0   4729308.0    288368.0   \n",
       "2017-12-22     ...       40681200.0   962416.0   3953700.0    418340.0   \n",
       "2017-12-26     ...       17299025.0  3200324.0   4083144.0    463622.0   \n",
       "2017-12-27     ...       46668781.0  2537682.0   4650779.0    704317.0   \n",
       "2017-12-28     ...       20243427.0  1765591.0   5835375.0    330990.0   \n",
       "2017-12-29     ...       21058000.0  1590874.0   6524144.0    626496.0   \n",
       "\n",
       "ticker              ZTO        ZTR          ZTS        ZUMZ        ZX  \\\n",
       "date                                                                    \n",
       "2017-01-03   27958984.0  1516606.0  191868277.0  14951200.0   12054.0   \n",
       "2017-01-04   24236931.0  4510100.0  179444993.0  12728625.0    3125.0   \n",
       "2017-01-05   53084913.0  2777736.0  133158563.0  17019720.0   11610.0   \n",
       "2017-01-06   29514750.0  1970105.0  153952370.0   9039690.0    6292.0   \n",
       "2017-01-09   15949700.0  2018918.0  114552035.0  10713150.0   10980.0   \n",
       "2017-01-10   29721351.0  1894500.0  112551910.0  12107880.0   16380.0   \n",
       "2017-01-11   25432680.0  2316749.0  181280655.0   6876950.0   16660.0   \n",
       "2017-01-12   17077554.0  2135380.0   80811104.0   5180280.0    9009.0   \n",
       "2017-01-13   18443376.0  1663163.0  132125164.0   2792895.0    3720.0   \n",
       "2017-01-17   27663012.0  1687840.0  117797148.0   9751200.0   10556.0   \n",
       "2017-01-18   20994653.0   477275.0  170549340.0   5356125.0   14880.0   \n",
       "2017-01-19   42228483.0   829556.0  155283750.0   4016830.0  227203.0   \n",
       "2017-01-20   25548960.0  1058224.0  192861795.0   3347625.0  296296.0   \n",
       "2017-01-23   14951368.0  1108669.0  160099750.0   5684520.0  806916.0   \n",
       "2017-01-24   19650594.0   702860.0  133955224.0  10073875.0   51987.0   \n",
       "2017-01-25   31254383.0  1258784.0  308286000.0   3807495.0    8901.0   \n",
       "2017-01-26   35558666.0  1193049.0  122335248.0   5520450.0   26004.0   \n",
       "2017-01-27   14891580.0   973830.0  127159620.0   6361875.0   43928.0   \n",
       "2017-01-30    9525246.0  1000536.0  125749017.0   6224960.0   19856.0   \n",
       "2017-01-31   10473553.0  1197936.0  198685016.0   6504220.0   19551.0   \n",
       "2017-02-01   14044446.0  1152816.0  137862972.0   4402660.0   16851.0   \n",
       "2017-02-02   18936589.0  1124350.0  151671100.0  11912550.0   18632.0   \n",
       "2017-02-03   15153120.0  1250736.0  129136056.0   9350415.0   32640.0   \n",
       "2017-02-06   15394575.0  1495930.0  161409534.0   6773040.0   57855.0   \n",
       "2017-02-07   28938016.0  1572716.0  134503146.0   5981760.0   73728.0   \n",
       "2017-02-08   19628574.0  2391900.0  161657248.0   7660800.0  121121.0   \n",
       "2017-02-09   17785582.0  1116534.0  148612972.0   7729295.0   93440.0   \n",
       "2017-02-10   21434552.0  1324657.0  343346957.0   7967285.0   17316.0   \n",
       "2017-02-13   27677400.0  1186538.0  310769040.0   4866075.0    5960.0   \n",
       "2017-02-14   28718448.0  1550400.0  287000826.0   9507205.0   62308.0   \n",
       "...                 ...        ...          ...         ...       ...   \n",
       "2017-11-16   21513360.0  1630053.0  144727755.0   5479020.0  312800.0   \n",
       "2017-11-17   39542085.0   907974.0  166717529.0   7089390.0  240548.0   \n",
       "2017-11-20   45621200.0  1332576.0  160971360.0   5532165.0  725448.0   \n",
       "2017-11-21   62431152.0  1697780.0  194477408.0  11273310.0  388193.0   \n",
       "2017-11-22   44998254.0  1016120.0  102141804.0   5027580.0  437238.0   \n",
       "2017-11-24   32832945.0   445195.0   85562258.0   3973830.0  114589.0   \n",
       "2017-11-27   31050540.0   668250.0  142901150.0   8670720.0  149619.0   \n",
       "2017-11-28   33051200.0   805353.0  186356456.0  16640790.0   77872.0   \n",
       "2017-11-29   41463051.0   745266.0  115907946.0  15381045.0  102858.0   \n",
       "2017-11-30   28174058.0  1730234.0  188105809.0  36177100.0  111360.0   \n",
       "2017-12-01   30390400.0  1142080.0  139698060.0  52925355.0   90750.0   \n",
       "2017-12-04   42082472.0  1132149.0  254343926.0  21046830.0  112194.0   \n",
       "2017-12-05   70477589.0   649900.0  160227275.0  11115895.0   95215.0   \n",
       "2017-12-06   61857825.0   701343.0  106980178.0   9956650.0  660870.0   \n",
       "2017-12-07  105647094.0  1547700.0  193026816.0   8618625.0   81250.0   \n",
       "2017-12-08  218398568.0  1285050.0  117883200.0   5355120.0  109460.0   \n",
       "2017-12-11   48138384.0   910110.0   84150325.0   3817090.0   77625.0   \n",
       "2017-12-12  109199349.0  1397526.0  140111754.0   4294950.0   31339.0   \n",
       "2017-12-13   56100100.0   629280.0  115446100.0   7804225.0  204480.0   \n",
       "2017-12-14   61923590.0   846188.0   97909344.0  12800000.0   74664.0   \n",
       "2017-12-15   95388475.0   613800.0  204589476.0  20339190.0   23760.0   \n",
       "2017-12-18   70213080.0  1160580.0  120406014.0  11097300.0   57984.0   \n",
       "2017-12-19   61664363.0   956650.0  141690640.0   3644280.0   70720.0   \n",
       "2017-12-20   63938075.0   660177.0  131328802.0   3283880.0   22704.0   \n",
       "2017-12-21   50896988.0   642978.0   84090552.0   7473400.0   94916.0   \n",
       "2017-12-22   26927088.0   543561.0   96869744.0   4500210.0   17690.0   \n",
       "2017-12-26   16466841.0  1063456.0   57300514.0   4678085.0   25200.0   \n",
       "2017-12-27   16630032.0  1507420.0   84020265.0   5021010.0   54571.0   \n",
       "2017-12-28   27354063.0  1077090.0   51425856.0   3440760.0  455225.0   \n",
       "2017-12-29   22890570.0  1096120.0  122763364.0   4643975.0  143350.0   \n",
       "\n",
       "ticker            ZYNE  \n",
       "date                    \n",
       "2017-01-03   7368475.0  \n",
       "2017-01-04  10904725.0  \n",
       "2017-01-05   8375040.0  \n",
       "2017-01-06   5968656.0  \n",
       "2017-01-09   3852848.0  \n",
       "2017-01-10   9373320.0  \n",
       "2017-01-11   5706246.0  \n",
       "2017-01-12   3246507.0  \n",
       "2017-01-13   3324951.0  \n",
       "2017-01-17   4077450.0  \n",
       "2017-01-18  21476252.0  \n",
       "2017-01-19  63345158.0  \n",
       "2017-01-20   8092392.0  \n",
       "2017-01-23  11409384.0  \n",
       "2017-01-24   5762946.0  \n",
       "2017-01-25   7457446.0  \n",
       "2017-01-26   6211338.0  \n",
       "2017-01-27   9241046.0  \n",
       "2017-01-30   8181810.0  \n",
       "2017-01-31   9361320.0  \n",
       "2017-02-01   6593571.0  \n",
       "2017-02-02   5186988.0  \n",
       "2017-02-03   8483500.0  \n",
       "2017-02-06  11567761.0  \n",
       "2017-02-07   8327052.0  \n",
       "2017-02-08   7479068.0  \n",
       "2017-02-09   6262050.0  \n",
       "2017-02-10   9146592.0  \n",
       "2017-02-13  12725262.0  \n",
       "2017-02-14  14326200.0  \n",
       "...                ...  \n",
       "2017-11-16   4935000.0  \n",
       "2017-11-17   5674144.0  \n",
       "2017-11-20   6323520.0  \n",
       "2017-11-21   7624877.0  \n",
       "2017-11-22   4843880.0  \n",
       "2017-11-24   3995880.0  \n",
       "2017-11-27   7073117.0  \n",
       "2017-11-28   5217300.0  \n",
       "2017-11-29   5846624.0  \n",
       "2017-11-30   3797766.0  \n",
       "2017-12-01   7163154.0  \n",
       "2017-12-04  16303378.0  \n",
       "2017-12-05   4965917.0  \n",
       "2017-12-06  10526536.0  \n",
       "2017-12-07   4891056.0  \n",
       "2017-12-08   2496620.0  \n",
       "2017-12-11   4236240.0  \n",
       "2017-12-12   3221428.0  \n",
       "2017-12-13   4274284.0  \n",
       "2017-12-14   2654008.0  \n",
       "2017-12-15   3127869.0  \n",
       "2017-12-18   2779360.0  \n",
       "2017-12-19   2424324.0  \n",
       "2017-12-20   1877345.0  \n",
       "2017-12-21   1451944.0  \n",
       "2017-12-22   1247004.0  \n",
       "2017-12-26   2242845.0  \n",
       "2017-12-27   2698245.0  \n",
       "2017-12-28   3428226.0  \n",
       "2017-12-29   3629548.0  \n",
       "\n",
       "[251 rows x 5628 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.volume_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Liquid stock DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>ticker</th>\n",
       "      <th>A</th>\n",
       "      <th>AA</th>\n",
       "      <th>AAAP</th>\n",
       "      <th>AAC</th>\n",
       "      <th>AAL</th>\n",
       "      <th>AAN</th>\n",
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       "      <th>...</th>\n",
       "      <th>ZIXI</th>\n",
       "      <th>ZN</th>\n",
       "      <th>ZNGA</th>\n",
       "      <th>ZOES</th>\n",
       "      <th>ZSAN</th>\n",
       "      <th>ZTO</th>\n",
       "      <th>ZTR</th>\n",
       "      <th>ZTS</th>\n",
       "      <th>ZUMZ</th>\n",
       "      <th>ZYNE</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>80878653.0</td>\n",
       "      <td>79184478.0</td>\n",
       "      <td>1757252.0</td>\n",
       "      <td>1685276.0</td>\n",
       "      <td>311955510.0</td>\n",
       "      <td>24256760.0</td>\n",
       "      <td>6193110.0</td>\n",
       "      <td>4588960.0</td>\n",
       "      <td>117969900.0</td>\n",
       "      <td>3.343006e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1143280.0</td>\n",
       "      <td>278110.0</td>\n",
       "      <td>51985315.0</td>\n",
       "      <td>13442300.0</td>\n",
       "      <td>43134.0</td>\n",
       "      <td>27958984.0</td>\n",
       "      <td>1516606.0</td>\n",
       "      <td>191868277.0</td>\n",
       "      <td>14951200.0</td>\n",
       "      <td>7368475.0</td>\n",
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       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>85778520.0</td>\n",
       "      <td>101053270.0</td>\n",
       "      <td>1994700.0</td>\n",
       "      <td>1980944.0</td>\n",
       "      <td>273643320.0</td>\n",
       "      <td>18923170.0</td>\n",
       "      <td>4680841.0</td>\n",
       "      <td>4941090.0</td>\n",
       "      <td>110475600.0</td>\n",
       "      <td>2.450122e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>2181000.0</td>\n",
       "      <td>163592.0</td>\n",
       "      <td>25854397.0</td>\n",
       "      <td>9711609.0</td>\n",
       "      <td>169476.0</td>\n",
       "      <td>24236931.0</td>\n",
       "      <td>4510100.0</td>\n",
       "      <td>179444993.0</td>\n",
       "      <td>12728625.0</td>\n",
       "      <td>10904725.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>69982198.0</td>\n",
       "      <td>74923925.0</td>\n",
       "      <td>1776313.0</td>\n",
       "      <td>1900080.0</td>\n",
       "      <td>313213017.0</td>\n",
       "      <td>15748930.0</td>\n",
       "      <td>3665567.0</td>\n",
       "      <td>4849150.0</td>\n",
       "      <td>147971492.0</td>\n",
       "      <td>2.587984e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>681508.0</td>\n",
       "      <td>507564.0</td>\n",
       "      <td>15782340.0</td>\n",
       "      <td>10610915.0</td>\n",
       "      <td>169944.0</td>\n",
       "      <td>53084913.0</td>\n",
       "      <td>2777736.0</td>\n",
       "      <td>133158563.0</td>\n",
       "      <td>17019720.0</td>\n",
       "      <td>8375040.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>138374366.0</td>\n",
       "      <td>64007684.0</td>\n",
       "      <td>3114132.0</td>\n",
       "      <td>738166.0</td>\n",
       "      <td>335489221.0</td>\n",
       "      <td>21277970.0</td>\n",
       "      <td>4963788.0</td>\n",
       "      <td>2619270.0</td>\n",
       "      <td>140436677.0</td>\n",
       "      <td>3.743867e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>766360.0</td>\n",
       "      <td>160016.0</td>\n",
       "      <td>16309120.0</td>\n",
       "      <td>15680112.0</td>\n",
       "      <td>611090.0</td>\n",
       "      <td>29514750.0</td>\n",
       "      <td>1970105.0</td>\n",
       "      <td>153952370.0</td>\n",
       "      <td>9039690.0</td>\n",
       "      <td>5968656.0</td>\n",
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       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>123974942.0</td>\n",
       "      <td>123963400.0</td>\n",
       "      <td>1398697.0</td>\n",
       "      <td>1102248.0</td>\n",
       "      <td>223116828.0</td>\n",
       "      <td>20706250.0</td>\n",
       "      <td>7726176.0</td>\n",
       "      <td>8570640.0</td>\n",
       "      <td>94953753.0</td>\n",
       "      <td>3.993530e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>897260.0</td>\n",
       "      <td>139360.0</td>\n",
       "      <td>28194404.0</td>\n",
       "      <td>35284158.0</td>\n",
       "      <td>180290.0</td>\n",
       "      <td>15949700.0</td>\n",
       "      <td>2018918.0</td>\n",
       "      <td>114552035.0</td>\n",
       "      <td>10713150.0</td>\n",
       "      <td>3852848.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-10</th>\n",
       "      <td>75060050.0</td>\n",
       "      <td>118479912.0</td>\n",
       "      <td>703080.0</td>\n",
       "      <td>1109592.0</td>\n",
       "      <td>362809776.0</td>\n",
       "      <td>31933936.0</td>\n",
       "      <td>4523686.0</td>\n",
       "      <td>6158960.0</td>\n",
       "      <td>105571296.0</td>\n",
       "      <td>2.913669e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1246448.0</td>\n",
       "      <td>179077.0</td>\n",
       "      <td>24431160.0</td>\n",
       "      <td>13058736.0</td>\n",
       "      <td>186327.0</td>\n",
       "      <td>29721351.0</td>\n",
       "      <td>1894500.0</td>\n",
       "      <td>112551910.0</td>\n",
       "      <td>12107880.0</td>\n",
       "      <td>9373320.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-11</th>\n",
       "      <td>276996775.0</td>\n",
       "      <td>98090354.0</td>\n",
       "      <td>1493912.0</td>\n",
       "      <td>1561966.0</td>\n",
       "      <td>336866048.0</td>\n",
       "      <td>41187250.0</td>\n",
       "      <td>8556352.0</td>\n",
       "      <td>5082750.0</td>\n",
       "      <td>154179270.0</td>\n",
       "      <td>3.302454e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1495992.0</td>\n",
       "      <td>160245.0</td>\n",
       "      <td>23181346.0</td>\n",
       "      <td>12380155.0</td>\n",
       "      <td>181793.0</td>\n",
       "      <td>25432680.0</td>\n",
       "      <td>2316749.0</td>\n",
       "      <td>181280655.0</td>\n",
       "      <td>6876950.0</td>\n",
       "      <td>5706246.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-12</th>\n",
       "      <td>158995188.0</td>\n",
       "      <td>149396968.0</td>\n",
       "      <td>4368906.0</td>\n",
       "      <td>1390400.0</td>\n",
       "      <td>262048800.0</td>\n",
       "      <td>21766556.0</td>\n",
       "      <td>131796068.0</td>\n",
       "      <td>3885920.0</td>\n",
       "      <td>130329090.0</td>\n",
       "      <td>3.229803e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>849420.0</td>\n",
       "      <td>84189.0</td>\n",
       "      <td>20235663.0</td>\n",
       "      <td>13272423.0</td>\n",
       "      <td>2101668.0</td>\n",
       "      <td>17077554.0</td>\n",
       "      <td>2135380.0</td>\n",
       "      <td>80811104.0</td>\n",
       "      <td>5180280.0</td>\n",
       "      <td>3246507.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-13</th>\n",
       "      <td>76389741.0</td>\n",
       "      <td>99908066.0</td>\n",
       "      <td>1392414.0</td>\n",
       "      <td>478928.0</td>\n",
       "      <td>168771535.0</td>\n",
       "      <td>17528145.0</td>\n",
       "      <td>43249972.0</td>\n",
       "      <td>3905230.0</td>\n",
       "      <td>209066319.0</td>\n",
       "      <td>3.107408e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>561330.0</td>\n",
       "      <td>71022.0</td>\n",
       "      <td>27270408.0</td>\n",
       "      <td>13361190.0</td>\n",
       "      <td>315720.0</td>\n",
       "      <td>18443376.0</td>\n",
       "      <td>1663163.0</td>\n",
       "      <td>132125164.0</td>\n",
       "      <td>2792895.0</td>\n",
       "      <td>3324951.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-17</th>\n",
       "      <td>93711808.0</td>\n",
       "      <td>45108480.0</td>\n",
       "      <td>978765.0</td>\n",
       "      <td>1333600.0</td>\n",
       "      <td>250145225.0</td>\n",
       "      <td>17005822.0</td>\n",
       "      <td>42993456.0</td>\n",
       "      <td>3761640.0</td>\n",
       "      <td>181459700.0</td>\n",
       "      <td>4.132776e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>956228.0</td>\n",
       "      <td>80864.0</td>\n",
       "      <td>10956317.0</td>\n",
       "      <td>19691604.0</td>\n",
       "      <td>192114.0</td>\n",
       "      <td>27663012.0</td>\n",
       "      <td>1687840.0</td>\n",
       "      <td>117797148.0</td>\n",
       "      <td>9751200.0</td>\n",
       "      <td>4077450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-18</th>\n",
       "      <td>73508875.0</td>\n",
       "      <td>223483681.0</td>\n",
       "      <td>1917675.0</td>\n",
       "      <td>721285.0</td>\n",
       "      <td>246608460.0</td>\n",
       "      <td>15256782.0</td>\n",
       "      <td>28129164.0</td>\n",
       "      <td>3303720.0</td>\n",
       "      <td>137687772.0</td>\n",
       "      <td>2.845311e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>764890.0</td>\n",
       "      <td>81405.0</td>\n",
       "      <td>6901101.0</td>\n",
       "      <td>10643664.0</td>\n",
       "      <td>93035.0</td>\n",
       "      <td>20994653.0</td>\n",
       "      <td>477275.0</td>\n",
       "      <td>170549340.0</td>\n",
       "      <td>5356125.0</td>\n",
       "      <td>21476252.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-19</th>\n",
       "      <td>64128204.0</td>\n",
       "      <td>178874542.0</td>\n",
       "      <td>1036308.0</td>\n",
       "      <td>602880.0</td>\n",
       "      <td>176246718.0</td>\n",
       "      <td>70884996.0</td>\n",
       "      <td>10689336.0</td>\n",
       "      <td>3631350.0</td>\n",
       "      <td>104148180.0</td>\n",
       "      <td>3.066033e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>562485.0</td>\n",
       "      <td>238602.0</td>\n",
       "      <td>10964470.0</td>\n",
       "      <td>7556218.0</td>\n",
       "      <td>189810.0</td>\n",
       "      <td>42228483.0</td>\n",
       "      <td>829556.0</td>\n",
       "      <td>155283750.0</td>\n",
       "      <td>4016830.0</td>\n",
       "      <td>63345158.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-20</th>\n",
       "      <td>81030192.0</td>\n",
       "      <td>190096328.0</td>\n",
       "      <td>2929664.0</td>\n",
       "      <td>429870.0</td>\n",
       "      <td>269361600.0</td>\n",
       "      <td>37032758.0</td>\n",
       "      <td>16745608.0</td>\n",
       "      <td>3773580.0</td>\n",
       "      <td>125417950.0</td>\n",
       "      <td>3.660132e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1274145.0</td>\n",
       "      <td>239712.0</td>\n",
       "      <td>25028784.0</td>\n",
       "      <td>9018702.0</td>\n",
       "      <td>95760.0</td>\n",
       "      <td>25548960.0</td>\n",
       "      <td>1058224.0</td>\n",
       "      <td>192861795.0</td>\n",
       "      <td>3347625.0</td>\n",
       "      <td>8092392.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-23</th>\n",
       "      <td>95433982.0</td>\n",
       "      <td>190326534.0</td>\n",
       "      <td>1908060.0</td>\n",
       "      <td>701985.0</td>\n",
       "      <td>200100526.0</td>\n",
       "      <td>14598595.0</td>\n",
       "      <td>12847674.0</td>\n",
       "      <td>3821200.0</td>\n",
       "      <td>237677148.0</td>\n",
       "      <td>2.647284e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>727650.0</td>\n",
       "      <td>224331.0</td>\n",
       "      <td>17728360.0</td>\n",
       "      <td>8157384.0</td>\n",
       "      <td>117746.0</td>\n",
       "      <td>14951368.0</td>\n",
       "      <td>1108669.0</td>\n",
       "      <td>160099750.0</td>\n",
       "      <td>5684520.0</td>\n",
       "      <td>11409384.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-24</th>\n",
       "      <td>129828965.0</td>\n",
       "      <td>446426250.0</td>\n",
       "      <td>887680.0</td>\n",
       "      <td>606214.0</td>\n",
       "      <td>234201056.0</td>\n",
       "      <td>18940950.0</td>\n",
       "      <td>24278400.0</td>\n",
       "      <td>3667980.0</td>\n",
       "      <td>148499096.0</td>\n",
       "      <td>2.784492e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>660150.0</td>\n",
       "      <td>186018.0</td>\n",
       "      <td>38548350.0</td>\n",
       "      <td>6972408.0</td>\n",
       "      <td>194586.0</td>\n",
       "      <td>19650594.0</td>\n",
       "      <td>702860.0</td>\n",
       "      <td>133955224.0</td>\n",
       "      <td>10073875.0</td>\n",
       "      <td>5762946.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-25</th>\n",
       "      <td>148773612.0</td>\n",
       "      <td>496183337.0</td>\n",
       "      <td>4062450.0</td>\n",
       "      <td>767040.0</td>\n",
       "      <td>246204699.0</td>\n",
       "      <td>14252926.0</td>\n",
       "      <td>14133147.0</td>\n",
       "      <td>4213440.0</td>\n",
       "      <td>162290750.0</td>\n",
       "      <td>3.970143e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>680340.0</td>\n",
       "      <td>210312.0</td>\n",
       "      <td>45909760.0</td>\n",
       "      <td>12128386.0</td>\n",
       "      <td>82992.0</td>\n",
       "      <td>31254383.0</td>\n",
       "      <td>1258784.0</td>\n",
       "      <td>308286000.0</td>\n",
       "      <td>3807495.0</td>\n",
       "      <td>7457446.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-26</th>\n",
       "      <td>91306235.0</td>\n",
       "      <td>208195020.0</td>\n",
       "      <td>2096127.0</td>\n",
       "      <td>633472.0</td>\n",
       "      <td>512215110.0</td>\n",
       "      <td>14119390.0</td>\n",
       "      <td>11395304.0</td>\n",
       "      <td>4073965.0</td>\n",
       "      <td>215414800.0</td>\n",
       "      <td>3.211509e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>380298.0</td>\n",
       "      <td>114808.0</td>\n",
       "      <td>22125130.0</td>\n",
       "      <td>6953505.0</td>\n",
       "      <td>83552.0</td>\n",
       "      <td>35558666.0</td>\n",
       "      <td>1193049.0</td>\n",
       "      <td>122335248.0</td>\n",
       "      <td>5520450.0</td>\n",
       "      <td>6211338.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-27</th>\n",
       "      <td>74327470.0</td>\n",
       "      <td>132661059.0</td>\n",
       "      <td>1707300.0</td>\n",
       "      <td>1141077.0</td>\n",
       "      <td>911327670.0</td>\n",
       "      <td>18632454.0</td>\n",
       "      <td>10587885.0</td>\n",
       "      <td>5579000.0</td>\n",
       "      <td>126334782.0</td>\n",
       "      <td>2.506536e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>398400.0</td>\n",
       "      <td>94615.0</td>\n",
       "      <td>25167753.0</td>\n",
       "      <td>7526784.0</td>\n",
       "      <td>285570.0</td>\n",
       "      <td>14891580.0</td>\n",
       "      <td>973830.0</td>\n",
       "      <td>127159620.0</td>\n",
       "      <td>6361875.0</td>\n",
       "      <td>9241046.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-30</th>\n",
       "      <td>108039288.0</td>\n",
       "      <td>109737720.0</td>\n",
       "      <td>2226343.0</td>\n",
       "      <td>1698915.0</td>\n",
       "      <td>753628540.0</td>\n",
       "      <td>11071870.0</td>\n",
       "      <td>14943474.0</td>\n",
       "      <td>4735830.0</td>\n",
       "      <td>119686010.0</td>\n",
       "      <td>3.693417e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>819090.0</td>\n",
       "      <td>114625.0</td>\n",
       "      <td>12688780.0</td>\n",
       "      <td>4522013.0</td>\n",
       "      <td>212706.0</td>\n",
       "      <td>9525246.0</td>\n",
       "      <td>1000536.0</td>\n",
       "      <td>125749017.0</td>\n",
       "      <td>6224960.0</td>\n",
       "      <td>8181810.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-31</th>\n",
       "      <td>125000822.0</td>\n",
       "      <td>98057790.0</td>\n",
       "      <td>2424513.0</td>\n",
       "      <td>777510.0</td>\n",
       "      <td>518601150.0</td>\n",
       "      <td>18966220.0</td>\n",
       "      <td>16029036.0</td>\n",
       "      <td>4888800.0</td>\n",
       "      <td>173437440.0</td>\n",
       "      <td>5.970529e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>714546.0</td>\n",
       "      <td>216281.0</td>\n",
       "      <td>32233320.0</td>\n",
       "      <td>5573199.0</td>\n",
       "      <td>818880.0</td>\n",
       "      <td>10473553.0</td>\n",
       "      <td>1197936.0</td>\n",
       "      <td>198685016.0</td>\n",
       "      <td>6504220.0</td>\n",
       "      <td>9361320.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-01</th>\n",
       "      <td>110568996.0</td>\n",
       "      <td>105346178.0</td>\n",
       "      <td>2813076.0</td>\n",
       "      <td>501426.0</td>\n",
       "      <td>350439775.0</td>\n",
       "      <td>14968800.0</td>\n",
       "      <td>7930452.0</td>\n",
       "      <td>3305250.0</td>\n",
       "      <td>256141050.0</td>\n",
       "      <td>1.441807e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>840951.0</td>\n",
       "      <td>165319.0</td>\n",
       "      <td>23190210.0</td>\n",
       "      <td>7881256.0</td>\n",
       "      <td>600831.0</td>\n",
       "      <td>14044446.0</td>\n",
       "      <td>1152816.0</td>\n",
       "      <td>137862972.0</td>\n",
       "      <td>4402660.0</td>\n",
       "      <td>6593571.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-02</th>\n",
       "      <td>66137250.0</td>\n",
       "      <td>190268928.0</td>\n",
       "      <td>2292304.0</td>\n",
       "      <td>1015795.0</td>\n",
       "      <td>334810476.0</td>\n",
       "      <td>21860580.0</td>\n",
       "      <td>12044957.0</td>\n",
       "      <td>3406950.0</td>\n",
       "      <td>241139836.0</td>\n",
       "      <td>4.332798e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>656490.0</td>\n",
       "      <td>44070.0</td>\n",
       "      <td>15222728.0</td>\n",
       "      <td>9819132.0</td>\n",
       "      <td>381444.0</td>\n",
       "      <td>18936589.0</td>\n",
       "      <td>1124350.0</td>\n",
       "      <td>151671100.0</td>\n",
       "      <td>11912550.0</td>\n",
       "      <td>5186988.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-03</th>\n",
       "      <td>58851084.0</td>\n",
       "      <td>193264352.0</td>\n",
       "      <td>6075950.0</td>\n",
       "      <td>773699.0</td>\n",
       "      <td>281019180.0</td>\n",
       "      <td>28379626.0</td>\n",
       "      <td>13636580.0</td>\n",
       "      <td>2978400.0</td>\n",
       "      <td>138418875.0</td>\n",
       "      <td>3.162499e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1547150.0</td>\n",
       "      <td>134239.0</td>\n",
       "      <td>19073235.0</td>\n",
       "      <td>8437088.0</td>\n",
       "      <td>284817.0</td>\n",
       "      <td>15153120.0</td>\n",
       "      <td>1250736.0</td>\n",
       "      <td>129136056.0</td>\n",
       "      <td>9350415.0</td>\n",
       "      <td>8483500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-06</th>\n",
       "      <td>46905040.0</td>\n",
       "      <td>106975950.0</td>\n",
       "      <td>7506990.0</td>\n",
       "      <td>1001829.0</td>\n",
       "      <td>294268800.0</td>\n",
       "      <td>26816958.0</td>\n",
       "      <td>13968526.0</td>\n",
       "      <td>3699360.0</td>\n",
       "      <td>151407069.0</td>\n",
       "      <td>3.497752e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>908960.0</td>\n",
       "      <td>259548.0</td>\n",
       "      <td>35416744.0</td>\n",
       "      <td>4758562.0</td>\n",
       "      <td>284625.0</td>\n",
       "      <td>15394575.0</td>\n",
       "      <td>1495930.0</td>\n",
       "      <td>161409534.0</td>\n",
       "      <td>6773040.0</td>\n",
       "      <td>11567761.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-07</th>\n",
       "      <td>107753548.0</td>\n",
       "      <td>124158103.0</td>\n",
       "      <td>7176873.0</td>\n",
       "      <td>692445.0</td>\n",
       "      <td>276435883.0</td>\n",
       "      <td>12257190.0</td>\n",
       "      <td>12115884.0</td>\n",
       "      <td>3345600.0</td>\n",
       "      <td>189615216.0</td>\n",
       "      <td>5.022315e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>654994.0</td>\n",
       "      <td>204098.0</td>\n",
       "      <td>71124236.0</td>\n",
       "      <td>19107286.0</td>\n",
       "      <td>313172.0</td>\n",
       "      <td>28938016.0</td>\n",
       "      <td>1572716.0</td>\n",
       "      <td>134503146.0</td>\n",
       "      <td>5981760.0</td>\n",
       "      <td>8327052.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-08</th>\n",
       "      <td>105202510.0</td>\n",
       "      <td>117188618.0</td>\n",
       "      <td>3061625.0</td>\n",
       "      <td>717459.0</td>\n",
       "      <td>195127824.0</td>\n",
       "      <td>24359940.0</td>\n",
       "      <td>12141116.0</td>\n",
       "      <td>2861985.0</td>\n",
       "      <td>312750787.0</td>\n",
       "      <td>3.037448e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>504654.0</td>\n",
       "      <td>74691.0</td>\n",
       "      <td>62457000.0</td>\n",
       "      <td>8057124.0</td>\n",
       "      <td>385800.0</td>\n",
       "      <td>19628574.0</td>\n",
       "      <td>2391900.0</td>\n",
       "      <td>161657248.0</td>\n",
       "      <td>7660800.0</td>\n",
       "      <td>7479068.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-09</th>\n",
       "      <td>129087119.0</td>\n",
       "      <td>126939866.0</td>\n",
       "      <td>11336400.0</td>\n",
       "      <td>762350.0</td>\n",
       "      <td>328262370.0</td>\n",
       "      <td>19387593.0</td>\n",
       "      <td>14011275.0</td>\n",
       "      <td>3857505.0</td>\n",
       "      <td>181626177.0</td>\n",
       "      <td>3.754081e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>2481435.0</td>\n",
       "      <td>51737.0</td>\n",
       "      <td>43882524.0</td>\n",
       "      <td>8566790.0</td>\n",
       "      <td>315495.0</td>\n",
       "      <td>17785582.0</td>\n",
       "      <td>1116534.0</td>\n",
       "      <td>148612972.0</td>\n",
       "      <td>7729295.0</td>\n",
       "      <td>6262050.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-10</th>\n",
       "      <td>105373264.0</td>\n",
       "      <td>138994530.0</td>\n",
       "      <td>14035332.0</td>\n",
       "      <td>700730.0</td>\n",
       "      <td>187681225.0</td>\n",
       "      <td>14646370.0</td>\n",
       "      <td>17241214.0</td>\n",
       "      <td>4668165.0</td>\n",
       "      <td>120576750.0</td>\n",
       "      <td>2.651041e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>2031540.0</td>\n",
       "      <td>226560.0</td>\n",
       "      <td>48430212.0</td>\n",
       "      <td>8870744.0</td>\n",
       "      <td>217320.0</td>\n",
       "      <td>21434552.0</td>\n",
       "      <td>1324657.0</td>\n",
       "      <td>343346957.0</td>\n",
       "      <td>7967285.0</td>\n",
       "      <td>9146592.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-13</th>\n",
       "      <td>79230516.0</td>\n",
       "      <td>206483680.0</td>\n",
       "      <td>7066494.0</td>\n",
       "      <td>902480.0</td>\n",
       "      <td>291974485.0</td>\n",
       "      <td>17222036.0</td>\n",
       "      <td>35388736.0</td>\n",
       "      <td>5106500.0</td>\n",
       "      <td>160132779.0</td>\n",
       "      <td>3.070388e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1559424.0</td>\n",
       "      <td>74880.0</td>\n",
       "      <td>29435223.0</td>\n",
       "      <td>8816500.0</td>\n",
       "      <td>79530420.0</td>\n",
       "      <td>27677400.0</td>\n",
       "      <td>1186538.0</td>\n",
       "      <td>310769040.0</td>\n",
       "      <td>4866075.0</td>\n",
       "      <td>12725262.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-14</th>\n",
       "      <td>178723252.0</td>\n",
       "      <td>147245216.0</td>\n",
       "      <td>5026720.0</td>\n",
       "      <td>776160.0</td>\n",
       "      <td>292068412.0</td>\n",
       "      <td>21895745.0</td>\n",
       "      <td>36598280.0</td>\n",
       "      <td>3090165.0</td>\n",
       "      <td>153718824.0</td>\n",
       "      <td>4.486202e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>2009205.0</td>\n",
       "      <td>53148.0</td>\n",
       "      <td>27935010.0</td>\n",
       "      <td>5625312.0</td>\n",
       "      <td>27956396.0</td>\n",
       "      <td>28718448.0</td>\n",
       "      <td>1550400.0</td>\n",
       "      <td>287000826.0</td>\n",
       "      <td>9507205.0</td>\n",
       "      <td>14326200.0</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>2017-11-16</th>\n",
       "      <td>158129496.0</td>\n",
       "      <td>141751530.0</td>\n",
       "      <td>20732448.0</td>\n",
       "      <td>1758603.0</td>\n",
       "      <td>212748160.0</td>\n",
       "      <td>28619650.0</td>\n",
       "      <td>53356800.0</td>\n",
       "      <td>7048650.0</td>\n",
       "      <td>207145450.0</td>\n",
       "      <td>4.044359e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1392479.0</td>\n",
       "      <td>1046628.0</td>\n",
       "      <td>22278360.0</td>\n",
       "      <td>5103536.0</td>\n",
       "      <td>331890.0</td>\n",
       "      <td>21513360.0</td>\n",
       "      <td>1630053.0</td>\n",
       "      <td>144727755.0</td>\n",
       "      <td>5479020.0</td>\n",
       "      <td>4935000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-17</th>\n",
       "      <td>125411049.0</td>\n",
       "      <td>154903280.0</td>\n",
       "      <td>26682320.0</td>\n",
       "      <td>1394440.0</td>\n",
       "      <td>110172272.0</td>\n",
       "      <td>29532600.0</td>\n",
       "      <td>46233560.0</td>\n",
       "      <td>4227015.0</td>\n",
       "      <td>138297084.0</td>\n",
       "      <td>3.726200e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1025544.0</td>\n",
       "      <td>414400.0</td>\n",
       "      <td>17873022.0</td>\n",
       "      <td>6618120.0</td>\n",
       "      <td>457032.0</td>\n",
       "      <td>39542085.0</td>\n",
       "      <td>907974.0</td>\n",
       "      <td>166717529.0</td>\n",
       "      <td>7089390.0</td>\n",
       "      <td>5674144.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-20</th>\n",
       "      <td>289872264.0</td>\n",
       "      <td>204558102.0</td>\n",
       "      <td>24096404.0</td>\n",
       "      <td>2464308.0</td>\n",
       "      <td>116172840.0</td>\n",
       "      <td>39337518.0</td>\n",
       "      <td>72724648.0</td>\n",
       "      <td>3984300.0</td>\n",
       "      <td>136989569.0</td>\n",
       "      <td>2.764283e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>4253568.0</td>\n",
       "      <td>284544.0</td>\n",
       "      <td>32605818.0</td>\n",
       "      <td>8165814.0</td>\n",
       "      <td>76364.0</td>\n",
       "      <td>45621200.0</td>\n",
       "      <td>1332576.0</td>\n",
       "      <td>160971360.0</td>\n",
       "      <td>5532165.0</td>\n",
       "      <td>6323520.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-21</th>\n",
       "      <td>372655255.0</td>\n",
       "      <td>259097261.0</td>\n",
       "      <td>42725034.0</td>\n",
       "      <td>1475110.0</td>\n",
       "      <td>136035130.0</td>\n",
       "      <td>29915680.0</td>\n",
       "      <td>69467970.0</td>\n",
       "      <td>8208940.0</td>\n",
       "      <td>143230658.0</td>\n",
       "      <td>4.351216e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>892201.0</td>\n",
       "      <td>381427.0</td>\n",
       "      <td>56646897.0</td>\n",
       "      <td>6434813.0</td>\n",
       "      <td>523466.0</td>\n",
       "      <td>62431152.0</td>\n",
       "      <td>1697780.0</td>\n",
       "      <td>194477408.0</td>\n",
       "      <td>11273310.0</td>\n",
       "      <td>7624877.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-22</th>\n",
       "      <td>208934373.0</td>\n",
       "      <td>138776144.0</td>\n",
       "      <td>22752240.0</td>\n",
       "      <td>1358712.0</td>\n",
       "      <td>113222088.0</td>\n",
       "      <td>21374240.0</td>\n",
       "      <td>44555095.0</td>\n",
       "      <td>3216570.0</td>\n",
       "      <td>81348074.0</td>\n",
       "      <td>4.477034e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>653776.0</td>\n",
       "      <td>554337.0</td>\n",
       "      <td>23051462.0</td>\n",
       "      <td>4349730.0</td>\n",
       "      <td>150272.0</td>\n",
       "      <td>44998254.0</td>\n",
       "      <td>1016120.0</td>\n",
       "      <td>102141804.0</td>\n",
       "      <td>5027580.0</td>\n",
       "      <td>4843880.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-24</th>\n",
       "      <td>70428144.0</td>\n",
       "      <td>55130481.0</td>\n",
       "      <td>13076420.0</td>\n",
       "      <td>837930.0</td>\n",
       "      <td>65672544.0</td>\n",
       "      <td>5633005.0</td>\n",
       "      <td>21481536.0</td>\n",
       "      <td>1986090.0</td>\n",
       "      <td>46702982.0</td>\n",
       "      <td>2.454234e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>619692.0</td>\n",
       "      <td>212201.0</td>\n",
       "      <td>4785024.0</td>\n",
       "      <td>2140537.0</td>\n",
       "      <td>94464.0</td>\n",
       "      <td>32832945.0</td>\n",
       "      <td>445195.0</td>\n",
       "      <td>85562258.0</td>\n",
       "      <td>3973830.0</td>\n",
       "      <td>3995880.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-27</th>\n",
       "      <td>99750952.0</td>\n",
       "      <td>129983476.0</td>\n",
       "      <td>25495090.0</td>\n",
       "      <td>1219780.0</td>\n",
       "      <td>127383336.0</td>\n",
       "      <td>25279599.0</td>\n",
       "      <td>39008916.0</td>\n",
       "      <td>3560250.0</td>\n",
       "      <td>77171369.0</td>\n",
       "      <td>3.606588e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1079808.0</td>\n",
       "      <td>3510305.0</td>\n",
       "      <td>35552169.0</td>\n",
       "      <td>5355672.0</td>\n",
       "      <td>214312.0</td>\n",
       "      <td>31050540.0</td>\n",
       "      <td>668250.0</td>\n",
       "      <td>142901150.0</td>\n",
       "      <td>8670720.0</td>\n",
       "      <td>7073117.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-28</th>\n",
       "      <td>174597306.0</td>\n",
       "      <td>372561860.0</td>\n",
       "      <td>79244752.0</td>\n",
       "      <td>1593052.0</td>\n",
       "      <td>190191002.0</td>\n",
       "      <td>27331885.0</td>\n",
       "      <td>50362400.0</td>\n",
       "      <td>4654800.0</td>\n",
       "      <td>106338936.0</td>\n",
       "      <td>4.574032e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>928512.0</td>\n",
       "      <td>1097205.0</td>\n",
       "      <td>104807356.0</td>\n",
       "      <td>10053375.0</td>\n",
       "      <td>292032.0</td>\n",
       "      <td>33051200.0</td>\n",
       "      <td>805353.0</td>\n",
       "      <td>186356456.0</td>\n",
       "      <td>16640790.0</td>\n",
       "      <td>5217300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-29</th>\n",
       "      <td>130792629.0</td>\n",
       "      <td>203676112.0</td>\n",
       "      <td>51064530.0</td>\n",
       "      <td>2461572.0</td>\n",
       "      <td>401594350.0</td>\n",
       "      <td>41864600.0</td>\n",
       "      <td>58931300.0</td>\n",
       "      <td>4674600.0</td>\n",
       "      <td>389345230.0</td>\n",
       "      <td>7.061605e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>725912.0</td>\n",
       "      <td>737289.0</td>\n",
       "      <td>57412800.0</td>\n",
       "      <td>13129387.0</td>\n",
       "      <td>341910.0</td>\n",
       "      <td>41463051.0</td>\n",
       "      <td>745266.0</td>\n",
       "      <td>115907946.0</td>\n",
       "      <td>15381045.0</td>\n",
       "      <td>5846624.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-30</th>\n",
       "      <td>133113900.0</td>\n",
       "      <td>182951174.0</td>\n",
       "      <td>113979485.0</td>\n",
       "      <td>1515580.0</td>\n",
       "      <td>303752889.0</td>\n",
       "      <td>30217492.0</td>\n",
       "      <td>54754006.0</td>\n",
       "      <td>5901255.0</td>\n",
       "      <td>237743900.0</td>\n",
       "      <td>7.136449e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1348160.0</td>\n",
       "      <td>602707.0</td>\n",
       "      <td>39585090.0</td>\n",
       "      <td>16908438.0</td>\n",
       "      <td>418765.0</td>\n",
       "      <td>28174058.0</td>\n",
       "      <td>1730234.0</td>\n",
       "      <td>188105809.0</td>\n",
       "      <td>36177100.0</td>\n",
       "      <td>3797766.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-01</th>\n",
       "      <td>172858385.0</td>\n",
       "      <td>156187476.0</td>\n",
       "      <td>56783454.0</td>\n",
       "      <td>1562574.0</td>\n",
       "      <td>305250400.0</td>\n",
       "      <td>60478008.0</td>\n",
       "      <td>49362102.0</td>\n",
       "      <td>6361250.0</td>\n",
       "      <td>223717552.0</td>\n",
       "      <td>6.800811e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>938410.0</td>\n",
       "      <td>988252.0</td>\n",
       "      <td>42829380.0</td>\n",
       "      <td>10861553.0</td>\n",
       "      <td>296484.0</td>\n",
       "      <td>30390400.0</td>\n",
       "      <td>1142080.0</td>\n",
       "      <td>139698060.0</td>\n",
       "      <td>52925355.0</td>\n",
       "      <td>7163154.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-04</th>\n",
       "      <td>192056256.0</td>\n",
       "      <td>113246721.0</td>\n",
       "      <td>27282339.0</td>\n",
       "      <td>1376388.0</td>\n",
       "      <td>355192034.0</td>\n",
       "      <td>41704905.0</td>\n",
       "      <td>48432975.0</td>\n",
       "      <td>9534770.0</td>\n",
       "      <td>231454902.0</td>\n",
       "      <td>5.525683e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>892430.0</td>\n",
       "      <td>889056.0</td>\n",
       "      <td>45859540.0</td>\n",
       "      <td>13847080.0</td>\n",
       "      <td>255664.0</td>\n",
       "      <td>42082472.0</td>\n",
       "      <td>1132149.0</td>\n",
       "      <td>254343926.0</td>\n",
       "      <td>21046830.0</td>\n",
       "      <td>16303378.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-05</th>\n",
       "      <td>156932137.0</td>\n",
       "      <td>117589490.0</td>\n",
       "      <td>22422816.0</td>\n",
       "      <td>1441552.0</td>\n",
       "      <td>177795180.0</td>\n",
       "      <td>30810714.0</td>\n",
       "      <td>48145394.0</td>\n",
       "      <td>9530190.0</td>\n",
       "      <td>249061645.0</td>\n",
       "      <td>4.639671e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>945828.0</td>\n",
       "      <td>5009895.0</td>\n",
       "      <td>27533441.0</td>\n",
       "      <td>6690303.0</td>\n",
       "      <td>591003.0</td>\n",
       "      <td>70477589.0</td>\n",
       "      <td>649900.0</td>\n",
       "      <td>160227275.0</td>\n",
       "      <td>11115895.0</td>\n",
       "      <td>4965917.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-06</th>\n",
       "      <td>111360689.0</td>\n",
       "      <td>224652042.0</td>\n",
       "      <td>66634280.0</td>\n",
       "      <td>1385500.0</td>\n",
       "      <td>140669155.0</td>\n",
       "      <td>33427464.0</td>\n",
       "      <td>43636614.0</td>\n",
       "      <td>7564920.0</td>\n",
       "      <td>125365500.0</td>\n",
       "      <td>4.826926e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>980728.0</td>\n",
       "      <td>1493538.0</td>\n",
       "      <td>21952470.0</td>\n",
       "      <td>5729338.0</td>\n",
       "      <td>312198.8</td>\n",
       "      <td>61857825.0</td>\n",
       "      <td>701343.0</td>\n",
       "      <td>106980178.0</td>\n",
       "      <td>9956650.0</td>\n",
       "      <td>10526536.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-07</th>\n",
       "      <td>153066095.0</td>\n",
       "      <td>139148380.0</td>\n",
       "      <td>88356480.0</td>\n",
       "      <td>1168146.0</td>\n",
       "      <td>155026272.0</td>\n",
       "      <td>44747892.0</td>\n",
       "      <td>85164468.0</td>\n",
       "      <td>4937250.0</td>\n",
       "      <td>114369637.0</td>\n",
       "      <td>4.347003e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1056906.0</td>\n",
       "      <td>616701.5</td>\n",
       "      <td>36512324.0</td>\n",
       "      <td>4632460.0</td>\n",
       "      <td>365154.5</td>\n",
       "      <td>105647094.0</td>\n",
       "      <td>1547700.0</td>\n",
       "      <td>193026816.0</td>\n",
       "      <td>8618625.0</td>\n",
       "      <td>4891056.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-08</th>\n",
       "      <td>147932790.0</td>\n",
       "      <td>153047520.0</td>\n",
       "      <td>37005600.0</td>\n",
       "      <td>1131915.0</td>\n",
       "      <td>194784156.0</td>\n",
       "      <td>42418036.0</td>\n",
       "      <td>51693709.0</td>\n",
       "      <td>3659250.0</td>\n",
       "      <td>92846936.0</td>\n",
       "      <td>3.955670e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>951880.0</td>\n",
       "      <td>1119791.0</td>\n",
       "      <td>14981274.0</td>\n",
       "      <td>8062939.0</td>\n",
       "      <td>238206.0</td>\n",
       "      <td>218398568.0</td>\n",
       "      <td>1285050.0</td>\n",
       "      <td>117883200.0</td>\n",
       "      <td>5355120.0</td>\n",
       "      <td>2496620.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-11</th>\n",
       "      <td>163379500.0</td>\n",
       "      <td>171202944.0</td>\n",
       "      <td>44583543.0</td>\n",
       "      <td>1151920.0</td>\n",
       "      <td>145466280.0</td>\n",
       "      <td>35667252.0</td>\n",
       "      <td>40556468.0</td>\n",
       "      <td>5159360.0</td>\n",
       "      <td>150286670.0</td>\n",
       "      <td>6.090710e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1117032.0</td>\n",
       "      <td>578335.0</td>\n",
       "      <td>33217932.0</td>\n",
       "      <td>8007180.0</td>\n",
       "      <td>474238.0</td>\n",
       "      <td>48138384.0</td>\n",
       "      <td>910110.0</td>\n",
       "      <td>84150325.0</td>\n",
       "      <td>3817090.0</td>\n",
       "      <td>4236240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-12</th>\n",
       "      <td>146251154.0</td>\n",
       "      <td>145071600.0</td>\n",
       "      <td>32476998.0</td>\n",
       "      <td>1595161.0</td>\n",
       "      <td>141220107.0</td>\n",
       "      <td>52106532.0</td>\n",
       "      <td>35536765.0</td>\n",
       "      <td>7217435.0</td>\n",
       "      <td>251661078.0</td>\n",
       "      <td>3.332560e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1641421.0</td>\n",
       "      <td>450362.0</td>\n",
       "      <td>43270560.0</td>\n",
       "      <td>8016197.0</td>\n",
       "      <td>266680.0</td>\n",
       "      <td>109199349.0</td>\n",
       "      <td>1397526.0</td>\n",
       "      <td>140111754.0</td>\n",
       "      <td>4294950.0</td>\n",
       "      <td>3221428.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-13</th>\n",
       "      <td>112329128.0</td>\n",
       "      <td>173564118.0</td>\n",
       "      <td>45555920.0</td>\n",
       "      <td>1487812.0</td>\n",
       "      <td>152033168.0</td>\n",
       "      <td>32175534.0</td>\n",
       "      <td>35794485.0</td>\n",
       "      <td>5022935.0</td>\n",
       "      <td>112032500.0</td>\n",
       "      <td>4.103196e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>894789.0</td>\n",
       "      <td>441884.0</td>\n",
       "      <td>29931843.0</td>\n",
       "      <td>8734264.0</td>\n",
       "      <td>125874.0</td>\n",
       "      <td>56100100.0</td>\n",
       "      <td>629280.0</td>\n",
       "      <td>115446100.0</td>\n",
       "      <td>7804225.0</td>\n",
       "      <td>4274284.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-14</th>\n",
       "      <td>118021995.0</td>\n",
       "      <td>156042810.0</td>\n",
       "      <td>25635578.0</td>\n",
       "      <td>1785888.0</td>\n",
       "      <td>226100651.0</td>\n",
       "      <td>35444643.0</td>\n",
       "      <td>34324929.0</td>\n",
       "      <td>4398215.0</td>\n",
       "      <td>111362280.0</td>\n",
       "      <td>3.526463e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1372290.0</td>\n",
       "      <td>465094.0</td>\n",
       "      <td>25943200.0</td>\n",
       "      <td>5754473.0</td>\n",
       "      <td>809427.0</td>\n",
       "      <td>61923590.0</td>\n",
       "      <td>846188.0</td>\n",
       "      <td>97909344.0</td>\n",
       "      <td>12800000.0</td>\n",
       "      <td>2654008.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-15</th>\n",
       "      <td>194169159.0</td>\n",
       "      <td>193308787.0</td>\n",
       "      <td>39142553.0</td>\n",
       "      <td>2345812.0</td>\n",
       "      <td>463323546.0</td>\n",
       "      <td>65207301.0</td>\n",
       "      <td>59845751.0</td>\n",
       "      <td>25273600.0</td>\n",
       "      <td>162831900.0</td>\n",
       "      <td>6.988253e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>2683560.0</td>\n",
       "      <td>865080.0</td>\n",
       "      <td>38582000.0</td>\n",
       "      <td>8295518.0</td>\n",
       "      <td>1739674.8</td>\n",
       "      <td>95388475.0</td>\n",
       "      <td>613800.0</td>\n",
       "      <td>204589476.0</td>\n",
       "      <td>20339190.0</td>\n",
       "      <td>3127869.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-18</th>\n",
       "      <td>156037492.0</td>\n",
       "      <td>141514207.0</td>\n",
       "      <td>29195474.0</td>\n",
       "      <td>1612500.0</td>\n",
       "      <td>166621640.0</td>\n",
       "      <td>27829560.0</td>\n",
       "      <td>44312268.0</td>\n",
       "      <td>6366745.0</td>\n",
       "      <td>86769408.0</td>\n",
       "      <td>5.190470e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1178320.0</td>\n",
       "      <td>709401.0</td>\n",
       "      <td>24138324.0</td>\n",
       "      <td>5629255.0</td>\n",
       "      <td>539981.0</td>\n",
       "      <td>70213080.0</td>\n",
       "      <td>1160580.0</td>\n",
       "      <td>120406014.0</td>\n",
       "      <td>11097300.0</td>\n",
       "      <td>2779360.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-19</th>\n",
       "      <td>99551850.0</td>\n",
       "      <td>277273156.0</td>\n",
       "      <td>45901968.0</td>\n",
       "      <td>1527516.0</td>\n",
       "      <td>155338512.0</td>\n",
       "      <td>67171500.0</td>\n",
       "      <td>91270865.0</td>\n",
       "      <td>3630445.0</td>\n",
       "      <td>133039820.0</td>\n",
       "      <td>4.788749e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1695864.0</td>\n",
       "      <td>695079.0</td>\n",
       "      <td>30121184.0</td>\n",
       "      <td>5774900.0</td>\n",
       "      <td>272860.0</td>\n",
       "      <td>61664363.0</td>\n",
       "      <td>956650.0</td>\n",
       "      <td>141690640.0</td>\n",
       "      <td>3644280.0</td>\n",
       "      <td>2424324.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-20</th>\n",
       "      <td>91899900.0</td>\n",
       "      <td>353238534.0</td>\n",
       "      <td>41644536.0</td>\n",
       "      <td>979746.0</td>\n",
       "      <td>268571776.0</td>\n",
       "      <td>58060915.0</td>\n",
       "      <td>37475620.0</td>\n",
       "      <td>4511725.0</td>\n",
       "      <td>106654662.0</td>\n",
       "      <td>4.092971e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>857806.0</td>\n",
       "      <td>392312.0</td>\n",
       "      <td>17703576.0</td>\n",
       "      <td>6109550.0</td>\n",
       "      <td>377344.0</td>\n",
       "      <td>63938075.0</td>\n",
       "      <td>660177.0</td>\n",
       "      <td>131328802.0</td>\n",
       "      <td>3283880.0</td>\n",
       "      <td>1877345.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-21</th>\n",
       "      <td>101428544.0</td>\n",
       "      <td>149703642.0</td>\n",
       "      <td>33329530.0</td>\n",
       "      <td>2777910.0</td>\n",
       "      <td>376170982.0</td>\n",
       "      <td>29110845.0</td>\n",
       "      <td>43623832.0</td>\n",
       "      <td>4299700.0</td>\n",
       "      <td>109131687.0</td>\n",
       "      <td>3.666424e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>894789.0</td>\n",
       "      <td>213248.0</td>\n",
       "      <td>30652098.0</td>\n",
       "      <td>4729308.0</td>\n",
       "      <td>288368.0</td>\n",
       "      <td>50896988.0</td>\n",
       "      <td>642978.0</td>\n",
       "      <td>84090552.0</td>\n",
       "      <td>7473400.0</td>\n",
       "      <td>1451944.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-22</th>\n",
       "      <td>82254555.0</td>\n",
       "      <td>121390717.0</td>\n",
       "      <td>20873280.0</td>\n",
       "      <td>1911049.0</td>\n",
       "      <td>127536009.0</td>\n",
       "      <td>32457612.0</td>\n",
       "      <td>23872104.0</td>\n",
       "      <td>5589675.0</td>\n",
       "      <td>126451680.0</td>\n",
       "      <td>2.861308e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>874870.0</td>\n",
       "      <td>521136.0</td>\n",
       "      <td>40681200.0</td>\n",
       "      <td>3953700.0</td>\n",
       "      <td>418340.0</td>\n",
       "      <td>26927088.0</td>\n",
       "      <td>543561.0</td>\n",
       "      <td>96869744.0</td>\n",
       "      <td>4500210.0</td>\n",
       "      <td>1247004.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-26</th>\n",
       "      <td>35830800.0</td>\n",
       "      <td>139038724.0</td>\n",
       "      <td>24795201.0</td>\n",
       "      <td>552024.0</td>\n",
       "      <td>146621755.0</td>\n",
       "      <td>21951804.0</td>\n",
       "      <td>28556049.0</td>\n",
       "      <td>5241120.0</td>\n",
       "      <td>57617596.0</td>\n",
       "      <td>5.660451e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1141524.0</td>\n",
       "      <td>352820.0</td>\n",
       "      <td>17299025.0</td>\n",
       "      <td>4083144.0</td>\n",
       "      <td>463622.0</td>\n",
       "      <td>16466841.0</td>\n",
       "      <td>1063456.0</td>\n",
       "      <td>57300514.0</td>\n",
       "      <td>4678085.0</td>\n",
       "      <td>2242845.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-27</th>\n",
       "      <td>69891050.0</td>\n",
       "      <td>154369152.0</td>\n",
       "      <td>38079226.0</td>\n",
       "      <td>1382216.0</td>\n",
       "      <td>148365360.0</td>\n",
       "      <td>16735320.0</td>\n",
       "      <td>34902248.0</td>\n",
       "      <td>4354450.0</td>\n",
       "      <td>98622645.0</td>\n",
       "      <td>3.667593e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>2147760.0</td>\n",
       "      <td>280840.0</td>\n",
       "      <td>46668781.0</td>\n",
       "      <td>4650779.0</td>\n",
       "      <td>704317.0</td>\n",
       "      <td>16630032.0</td>\n",
       "      <td>1507420.0</td>\n",
       "      <td>84020265.0</td>\n",
       "      <td>5021010.0</td>\n",
       "      <td>2698245.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-28</th>\n",
       "      <td>40942150.0</td>\n",
       "      <td>308706280.0</td>\n",
       "      <td>48498604.0</td>\n",
       "      <td>862257.0</td>\n",
       "      <td>96804438.0</td>\n",
       "      <td>17528544.0</td>\n",
       "      <td>32976596.0</td>\n",
       "      <td>4530080.0</td>\n",
       "      <td>60284666.0</td>\n",
       "      <td>2.819416e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>955647.0</td>\n",
       "      <td>803280.0</td>\n",
       "      <td>20243427.0</td>\n",
       "      <td>5835375.0</td>\n",
       "      <td>330990.0</td>\n",
       "      <td>27354063.0</td>\n",
       "      <td>1077090.0</td>\n",
       "      <td>51425856.0</td>\n",
       "      <td>3440760.0</td>\n",
       "      <td>3428226.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-29</th>\n",
       "      <td>71309656.0</td>\n",
       "      <td>278755702.0</td>\n",
       "      <td>46066328.0</td>\n",
       "      <td>972900.0</td>\n",
       "      <td>140324910.0</td>\n",
       "      <td>19996730.0</td>\n",
       "      <td>56480388.0</td>\n",
       "      <td>6139910.0</td>\n",
       "      <td>96609579.0</td>\n",
       "      <td>4.399963e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>825192.0</td>\n",
       "      <td>792720.0</td>\n",
       "      <td>21058000.0</td>\n",
       "      <td>6524144.0</td>\n",
       "      <td>626496.0</td>\n",
       "      <td>22890570.0</td>\n",
       "      <td>1096120.0</td>\n",
       "      <td>122763364.0</td>\n",
       "      <td>4643975.0</td>\n",
       "      <td>3629548.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>251 rows × 3601 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "ticker                A           AA         AAAP        AAC          AAL  \\\n",
       "date                                                                        \n",
       "2017-01-03   80878653.0   79184478.0    1757252.0  1685276.0  311955510.0   \n",
       "2017-01-04   85778520.0  101053270.0    1994700.0  1980944.0  273643320.0   \n",
       "2017-01-05   69982198.0   74923925.0    1776313.0  1900080.0  313213017.0   \n",
       "2017-01-06  138374366.0   64007684.0    3114132.0   738166.0  335489221.0   \n",
       "2017-01-09  123974942.0  123963400.0    1398697.0  1102248.0  223116828.0   \n",
       "2017-01-10   75060050.0  118479912.0     703080.0  1109592.0  362809776.0   \n",
       "2017-01-11  276996775.0   98090354.0    1493912.0  1561966.0  336866048.0   \n",
       "2017-01-12  158995188.0  149396968.0    4368906.0  1390400.0  262048800.0   \n",
       "2017-01-13   76389741.0   99908066.0    1392414.0   478928.0  168771535.0   \n",
       "2017-01-17   93711808.0   45108480.0     978765.0  1333600.0  250145225.0   \n",
       "2017-01-18   73508875.0  223483681.0    1917675.0   721285.0  246608460.0   \n",
       "2017-01-19   64128204.0  178874542.0    1036308.0   602880.0  176246718.0   \n",
       "2017-01-20   81030192.0  190096328.0    2929664.0   429870.0  269361600.0   \n",
       "2017-01-23   95433982.0  190326534.0    1908060.0   701985.0  200100526.0   \n",
       "2017-01-24  129828965.0  446426250.0     887680.0   606214.0  234201056.0   \n",
       "2017-01-25  148773612.0  496183337.0    4062450.0   767040.0  246204699.0   \n",
       "2017-01-26   91306235.0  208195020.0    2096127.0   633472.0  512215110.0   \n",
       "2017-01-27   74327470.0  132661059.0    1707300.0  1141077.0  911327670.0   \n",
       "2017-01-30  108039288.0  109737720.0    2226343.0  1698915.0  753628540.0   \n",
       "2017-01-31  125000822.0   98057790.0    2424513.0   777510.0  518601150.0   \n",
       "2017-02-01  110568996.0  105346178.0    2813076.0   501426.0  350439775.0   \n",
       "2017-02-02   66137250.0  190268928.0    2292304.0  1015795.0  334810476.0   \n",
       "2017-02-03   58851084.0  193264352.0    6075950.0   773699.0  281019180.0   \n",
       "2017-02-06   46905040.0  106975950.0    7506990.0  1001829.0  294268800.0   \n",
       "2017-02-07  107753548.0  124158103.0    7176873.0   692445.0  276435883.0   \n",
       "2017-02-08  105202510.0  117188618.0    3061625.0   717459.0  195127824.0   \n",
       "2017-02-09  129087119.0  126939866.0   11336400.0   762350.0  328262370.0   \n",
       "2017-02-10  105373264.0  138994530.0   14035332.0   700730.0  187681225.0   \n",
       "2017-02-13   79230516.0  206483680.0    7066494.0   902480.0  291974485.0   \n",
       "2017-02-14  178723252.0  147245216.0    5026720.0   776160.0  292068412.0   \n",
       "...                 ...          ...          ...        ...          ...   \n",
       "2017-11-16  158129496.0  141751530.0   20732448.0  1758603.0  212748160.0   \n",
       "2017-11-17  125411049.0  154903280.0   26682320.0  1394440.0  110172272.0   \n",
       "2017-11-20  289872264.0  204558102.0   24096404.0  2464308.0  116172840.0   \n",
       "2017-11-21  372655255.0  259097261.0   42725034.0  1475110.0  136035130.0   \n",
       "2017-11-22  208934373.0  138776144.0   22752240.0  1358712.0  113222088.0   \n",
       "2017-11-24   70428144.0   55130481.0   13076420.0   837930.0   65672544.0   \n",
       "2017-11-27   99750952.0  129983476.0   25495090.0  1219780.0  127383336.0   \n",
       "2017-11-28  174597306.0  372561860.0   79244752.0  1593052.0  190191002.0   \n",
       "2017-11-29  130792629.0  203676112.0   51064530.0  2461572.0  401594350.0   \n",
       "2017-11-30  133113900.0  182951174.0  113979485.0  1515580.0  303752889.0   \n",
       "2017-12-01  172858385.0  156187476.0   56783454.0  1562574.0  305250400.0   \n",
       "2017-12-04  192056256.0  113246721.0   27282339.0  1376388.0  355192034.0   \n",
       "2017-12-05  156932137.0  117589490.0   22422816.0  1441552.0  177795180.0   \n",
       "2017-12-06  111360689.0  224652042.0   66634280.0  1385500.0  140669155.0   \n",
       "2017-12-07  153066095.0  139148380.0   88356480.0  1168146.0  155026272.0   \n",
       "2017-12-08  147932790.0  153047520.0   37005600.0  1131915.0  194784156.0   \n",
       "2017-12-11  163379500.0  171202944.0   44583543.0  1151920.0  145466280.0   \n",
       "2017-12-12  146251154.0  145071600.0   32476998.0  1595161.0  141220107.0   \n",
       "2017-12-13  112329128.0  173564118.0   45555920.0  1487812.0  152033168.0   \n",
       "2017-12-14  118021995.0  156042810.0   25635578.0  1785888.0  226100651.0   \n",
       "2017-12-15  194169159.0  193308787.0   39142553.0  2345812.0  463323546.0   \n",
       "2017-12-18  156037492.0  141514207.0   29195474.0  1612500.0  166621640.0   \n",
       "2017-12-19   99551850.0  277273156.0   45901968.0  1527516.0  155338512.0   \n",
       "2017-12-20   91899900.0  353238534.0   41644536.0   979746.0  268571776.0   \n",
       "2017-12-21  101428544.0  149703642.0   33329530.0  2777910.0  376170982.0   \n",
       "2017-12-22   82254555.0  121390717.0   20873280.0  1911049.0  127536009.0   \n",
       "2017-12-26   35830800.0  139038724.0   24795201.0   552024.0  146621755.0   \n",
       "2017-12-27   69891050.0  154369152.0   38079226.0  1382216.0  148365360.0   \n",
       "2017-12-28   40942150.0  308706280.0   48498604.0   862257.0   96804438.0   \n",
       "2017-12-29   71309656.0  278755702.0   46066328.0   972900.0  140324910.0   \n",
       "\n",
       "ticker             AAN         AAOI        AAON          AAP          AAPL  \\\n",
       "date                                                                         \n",
       "2017-01-03  24256760.0    6193110.0   4588960.0  117969900.0  3.343006e+09   \n",
       "2017-01-04  18923170.0    4680841.0   4941090.0  110475600.0  2.450122e+09   \n",
       "2017-01-05  15748930.0    3665567.0   4849150.0  147971492.0  2.587984e+09   \n",
       "2017-01-06  21277970.0    4963788.0   2619270.0  140436677.0  3.743867e+09   \n",
       "2017-01-09  20706250.0    7726176.0   8570640.0   94953753.0  3.993530e+09   \n",
       "2017-01-10  31933936.0    4523686.0   6158960.0  105571296.0  2.913669e+09   \n",
       "2017-01-11  41187250.0    8556352.0   5082750.0  154179270.0  3.302454e+09   \n",
       "2017-01-12  21766556.0  131796068.0   3885920.0  130329090.0  3.229803e+09   \n",
       "2017-01-13  17528145.0   43249972.0   3905230.0  209066319.0  3.107408e+09   \n",
       "2017-01-17  17005822.0   42993456.0   3761640.0  181459700.0  4.132776e+09   \n",
       "2017-01-18  15256782.0   28129164.0   3303720.0  137687772.0  2.845311e+09   \n",
       "2017-01-19  70884996.0   10689336.0   3631350.0  104148180.0  3.066033e+09   \n",
       "2017-01-20  37032758.0   16745608.0   3773580.0  125417950.0  3.660132e+09   \n",
       "2017-01-23  14598595.0   12847674.0   3821200.0  237677148.0  2.647284e+09   \n",
       "2017-01-24  18940950.0   24278400.0   3667980.0  148499096.0  2.784492e+09   \n",
       "2017-01-25  14252926.0   14133147.0   4213440.0  162290750.0  3.970143e+09   \n",
       "2017-01-26  14119390.0   11395304.0   4073965.0  215414800.0  3.211509e+09   \n",
       "2017-01-27  18632454.0   10587885.0   5579000.0  126334782.0  2.506536e+09   \n",
       "2017-01-30  11071870.0   14943474.0   4735830.0  119686010.0  3.693417e+09   \n",
       "2017-01-31  18966220.0   16029036.0   4888800.0  173437440.0  5.970529e+09   \n",
       "2017-02-01  14968800.0    7930452.0   3305250.0  256141050.0  1.441807e+10   \n",
       "2017-02-02  21860580.0   12044957.0   3406950.0  241139836.0  4.332798e+09   \n",
       "2017-02-03  28379626.0   13636580.0   2978400.0  138418875.0  3.162499e+09   \n",
       "2017-02-06  26816958.0   13968526.0   3699360.0  151407069.0  3.497752e+09   \n",
       "2017-02-07  12257190.0   12115884.0   3345600.0  189615216.0  5.022315e+09   \n",
       "2017-02-08  24359940.0   12141116.0   2861985.0  312750787.0  3.037448e+09   \n",
       "2017-02-09  19387593.0   14011275.0   3857505.0  181626177.0  3.754081e+09   \n",
       "2017-02-10  14646370.0   17241214.0   4668165.0  120576750.0  2.651041e+09   \n",
       "2017-02-13  17222036.0   35388736.0   5106500.0  160132779.0  3.070388e+09   \n",
       "2017-02-14  21895745.0   36598280.0   3090165.0  153718824.0  4.486202e+09   \n",
       "...                ...          ...         ...          ...           ...   \n",
       "2017-11-16  28619650.0   53356800.0   7048650.0  207145450.0  4.044359e+09   \n",
       "2017-11-17  29532600.0   46233560.0   4227015.0  138297084.0  3.726200e+09   \n",
       "2017-11-20  39337518.0   72724648.0   3984300.0  136989569.0  2.764283e+09   \n",
       "2017-11-21  29915680.0   69467970.0   8208940.0  143230658.0  4.351216e+09   \n",
       "2017-11-22  21374240.0   44555095.0   3216570.0   81348074.0  4.477034e+09   \n",
       "2017-11-24   5633005.0   21481536.0   1986090.0   46702982.0  2.454234e+09   \n",
       "2017-11-27  25279599.0   39008916.0   3560250.0   77171369.0  3.606588e+09   \n",
       "2017-11-28  27331885.0   50362400.0   4654800.0  106338936.0  4.574032e+09   \n",
       "2017-11-29  41864600.0   58931300.0   4674600.0  389345230.0  7.061605e+09   \n",
       "2017-11-30  30217492.0   54754006.0   5901255.0  237743900.0  7.136449e+09   \n",
       "2017-12-01  60478008.0   49362102.0   6361250.0  223717552.0  6.800811e+09   \n",
       "2017-12-04  41704905.0   48432975.0   9534770.0  231454902.0  5.525683e+09   \n",
       "2017-12-05  30810714.0   48145394.0   9530190.0  249061645.0  4.639671e+09   \n",
       "2017-12-06  33427464.0   43636614.0   7564920.0  125365500.0  4.826926e+09   \n",
       "2017-12-07  44747892.0   85164468.0   4937250.0  114369637.0  4.347003e+09   \n",
       "2017-12-08  42418036.0   51693709.0   3659250.0   92846936.0  3.955670e+09   \n",
       "2017-12-11  35667252.0   40556468.0   5159360.0  150286670.0  6.090710e+09   \n",
       "2017-12-12  52106532.0   35536765.0   7217435.0  251661078.0  3.332560e+09   \n",
       "2017-12-13  32175534.0   35794485.0   5022935.0  112032500.0  4.103196e+09   \n",
       "2017-12-14  35444643.0   34324929.0   4398215.0  111362280.0  3.526463e+09   \n",
       "2017-12-15  65207301.0   59845751.0  25273600.0  162831900.0  6.988253e+09   \n",
       "2017-12-18  27829560.0   44312268.0   6366745.0   86769408.0  5.190470e+09   \n",
       "2017-12-19  67171500.0   91270865.0   3630445.0  133039820.0  4.788749e+09   \n",
       "2017-12-20  58060915.0   37475620.0   4511725.0  106654662.0  4.092971e+09   \n",
       "2017-12-21  29110845.0   43623832.0   4299700.0  109131687.0  3.666424e+09   \n",
       "2017-12-22  32457612.0   23872104.0   5589675.0  126451680.0  2.861308e+09   \n",
       "2017-12-26  21951804.0   28556049.0   5241120.0   57617596.0  5.660451e+09   \n",
       "2017-12-27  16735320.0   34902248.0   4354450.0   98622645.0  3.667593e+09   \n",
       "2017-12-28  17528544.0   32976596.0   4530080.0   60284666.0  2.819416e+09   \n",
       "2017-12-29  19996730.0   56480388.0   6139910.0   96609579.0  4.399963e+09   \n",
       "\n",
       "ticker         ...           ZIXI         ZN         ZNGA        ZOES  \\\n",
       "date           ...                                                      \n",
       "2017-01-03     ...      1143280.0   278110.0   51985315.0  13442300.0   \n",
       "2017-01-04     ...      2181000.0   163592.0   25854397.0   9711609.0   \n",
       "2017-01-05     ...       681508.0   507564.0   15782340.0  10610915.0   \n",
       "2017-01-06     ...       766360.0   160016.0   16309120.0  15680112.0   \n",
       "2017-01-09     ...       897260.0   139360.0   28194404.0  35284158.0   \n",
       "2017-01-10     ...      1246448.0   179077.0   24431160.0  13058736.0   \n",
       "2017-01-11     ...      1495992.0   160245.0   23181346.0  12380155.0   \n",
       "2017-01-12     ...       849420.0    84189.0   20235663.0  13272423.0   \n",
       "2017-01-13     ...       561330.0    71022.0   27270408.0  13361190.0   \n",
       "2017-01-17     ...       956228.0    80864.0   10956317.0  19691604.0   \n",
       "2017-01-18     ...       764890.0    81405.0    6901101.0  10643664.0   \n",
       "2017-01-19     ...       562485.0   238602.0   10964470.0   7556218.0   \n",
       "2017-01-20     ...      1274145.0   239712.0   25028784.0   9018702.0   \n",
       "2017-01-23     ...       727650.0   224331.0   17728360.0   8157384.0   \n",
       "2017-01-24     ...       660150.0   186018.0   38548350.0   6972408.0   \n",
       "2017-01-25     ...       680340.0   210312.0   45909760.0  12128386.0   \n",
       "2017-01-26     ...       380298.0   114808.0   22125130.0   6953505.0   \n",
       "2017-01-27     ...       398400.0    94615.0   25167753.0   7526784.0   \n",
       "2017-01-30     ...       819090.0   114625.0   12688780.0   4522013.0   \n",
       "2017-01-31     ...       714546.0   216281.0   32233320.0   5573199.0   \n",
       "2017-02-01     ...       840951.0   165319.0   23190210.0   7881256.0   \n",
       "2017-02-02     ...       656490.0    44070.0   15222728.0   9819132.0   \n",
       "2017-02-03     ...      1547150.0   134239.0   19073235.0   8437088.0   \n",
       "2017-02-06     ...       908960.0   259548.0   35416744.0   4758562.0   \n",
       "2017-02-07     ...       654994.0   204098.0   71124236.0  19107286.0   \n",
       "2017-02-08     ...       504654.0    74691.0   62457000.0   8057124.0   \n",
       "2017-02-09     ...      2481435.0    51737.0   43882524.0   8566790.0   \n",
       "2017-02-10     ...      2031540.0   226560.0   48430212.0   8870744.0   \n",
       "2017-02-13     ...      1559424.0    74880.0   29435223.0   8816500.0   \n",
       "2017-02-14     ...      2009205.0    53148.0   27935010.0   5625312.0   \n",
       "...            ...            ...        ...          ...         ...   \n",
       "2017-11-16     ...      1392479.0  1046628.0   22278360.0   5103536.0   \n",
       "2017-11-17     ...      1025544.0   414400.0   17873022.0   6618120.0   \n",
       "2017-11-20     ...      4253568.0   284544.0   32605818.0   8165814.0   \n",
       "2017-11-21     ...       892201.0   381427.0   56646897.0   6434813.0   \n",
       "2017-11-22     ...       653776.0   554337.0   23051462.0   4349730.0   \n",
       "2017-11-24     ...       619692.0   212201.0    4785024.0   2140537.0   \n",
       "2017-11-27     ...      1079808.0  3510305.0   35552169.0   5355672.0   \n",
       "2017-11-28     ...       928512.0  1097205.0  104807356.0  10053375.0   \n",
       "2017-11-29     ...       725912.0   737289.0   57412800.0  13129387.0   \n",
       "2017-11-30     ...      1348160.0   602707.0   39585090.0  16908438.0   \n",
       "2017-12-01     ...       938410.0   988252.0   42829380.0  10861553.0   \n",
       "2017-12-04     ...       892430.0   889056.0   45859540.0  13847080.0   \n",
       "2017-12-05     ...       945828.0  5009895.0   27533441.0   6690303.0   \n",
       "2017-12-06     ...       980728.0  1493538.0   21952470.0   5729338.0   \n",
       "2017-12-07     ...      1056906.0   616701.5   36512324.0   4632460.0   \n",
       "2017-12-08     ...       951880.0  1119791.0   14981274.0   8062939.0   \n",
       "2017-12-11     ...      1117032.0   578335.0   33217932.0   8007180.0   \n",
       "2017-12-12     ...      1641421.0   450362.0   43270560.0   8016197.0   \n",
       "2017-12-13     ...       894789.0   441884.0   29931843.0   8734264.0   \n",
       "2017-12-14     ...      1372290.0   465094.0   25943200.0   5754473.0   \n",
       "2017-12-15     ...      2683560.0   865080.0   38582000.0   8295518.0   \n",
       "2017-12-18     ...      1178320.0   709401.0   24138324.0   5629255.0   \n",
       "2017-12-19     ...      1695864.0   695079.0   30121184.0   5774900.0   \n",
       "2017-12-20     ...       857806.0   392312.0   17703576.0   6109550.0   \n",
       "2017-12-21     ...       894789.0   213248.0   30652098.0   4729308.0   \n",
       "2017-12-22     ...       874870.0   521136.0   40681200.0   3953700.0   \n",
       "2017-12-26     ...      1141524.0   352820.0   17299025.0   4083144.0   \n",
       "2017-12-27     ...      2147760.0   280840.0   46668781.0   4650779.0   \n",
       "2017-12-28     ...       955647.0   803280.0   20243427.0   5835375.0   \n",
       "2017-12-29     ...       825192.0   792720.0   21058000.0   6524144.0   \n",
       "\n",
       "ticker            ZSAN          ZTO        ZTR          ZTS        ZUMZ  \\\n",
       "date                                                                      \n",
       "2017-01-03     43134.0   27958984.0  1516606.0  191868277.0  14951200.0   \n",
       "2017-01-04    169476.0   24236931.0  4510100.0  179444993.0  12728625.0   \n",
       "2017-01-05    169944.0   53084913.0  2777736.0  133158563.0  17019720.0   \n",
       "2017-01-06    611090.0   29514750.0  1970105.0  153952370.0   9039690.0   \n",
       "2017-01-09    180290.0   15949700.0  2018918.0  114552035.0  10713150.0   \n",
       "2017-01-10    186327.0   29721351.0  1894500.0  112551910.0  12107880.0   \n",
       "2017-01-11    181793.0   25432680.0  2316749.0  181280655.0   6876950.0   \n",
       "2017-01-12   2101668.0   17077554.0  2135380.0   80811104.0   5180280.0   \n",
       "2017-01-13    315720.0   18443376.0  1663163.0  132125164.0   2792895.0   \n",
       "2017-01-17    192114.0   27663012.0  1687840.0  117797148.0   9751200.0   \n",
       "2017-01-18     93035.0   20994653.0   477275.0  170549340.0   5356125.0   \n",
       "2017-01-19    189810.0   42228483.0   829556.0  155283750.0   4016830.0   \n",
       "2017-01-20     95760.0   25548960.0  1058224.0  192861795.0   3347625.0   \n",
       "2017-01-23    117746.0   14951368.0  1108669.0  160099750.0   5684520.0   \n",
       "2017-01-24    194586.0   19650594.0   702860.0  133955224.0  10073875.0   \n",
       "2017-01-25     82992.0   31254383.0  1258784.0  308286000.0   3807495.0   \n",
       "2017-01-26     83552.0   35558666.0  1193049.0  122335248.0   5520450.0   \n",
       "2017-01-27    285570.0   14891580.0   973830.0  127159620.0   6361875.0   \n",
       "2017-01-30    212706.0    9525246.0  1000536.0  125749017.0   6224960.0   \n",
       "2017-01-31    818880.0   10473553.0  1197936.0  198685016.0   6504220.0   \n",
       "2017-02-01    600831.0   14044446.0  1152816.0  137862972.0   4402660.0   \n",
       "2017-02-02    381444.0   18936589.0  1124350.0  151671100.0  11912550.0   \n",
       "2017-02-03    284817.0   15153120.0  1250736.0  129136056.0   9350415.0   \n",
       "2017-02-06    284625.0   15394575.0  1495930.0  161409534.0   6773040.0   \n",
       "2017-02-07    313172.0   28938016.0  1572716.0  134503146.0   5981760.0   \n",
       "2017-02-08    385800.0   19628574.0  2391900.0  161657248.0   7660800.0   \n",
       "2017-02-09    315495.0   17785582.0  1116534.0  148612972.0   7729295.0   \n",
       "2017-02-10    217320.0   21434552.0  1324657.0  343346957.0   7967285.0   \n",
       "2017-02-13  79530420.0   27677400.0  1186538.0  310769040.0   4866075.0   \n",
       "2017-02-14  27956396.0   28718448.0  1550400.0  287000826.0   9507205.0   \n",
       "...                ...          ...        ...          ...         ...   \n",
       "2017-11-16    331890.0   21513360.0  1630053.0  144727755.0   5479020.0   \n",
       "2017-11-17    457032.0   39542085.0   907974.0  166717529.0   7089390.0   \n",
       "2017-11-20     76364.0   45621200.0  1332576.0  160971360.0   5532165.0   \n",
       "2017-11-21    523466.0   62431152.0  1697780.0  194477408.0  11273310.0   \n",
       "2017-11-22    150272.0   44998254.0  1016120.0  102141804.0   5027580.0   \n",
       "2017-11-24     94464.0   32832945.0   445195.0   85562258.0   3973830.0   \n",
       "2017-11-27    214312.0   31050540.0   668250.0  142901150.0   8670720.0   \n",
       "2017-11-28    292032.0   33051200.0   805353.0  186356456.0  16640790.0   \n",
       "2017-11-29    341910.0   41463051.0   745266.0  115907946.0  15381045.0   \n",
       "2017-11-30    418765.0   28174058.0  1730234.0  188105809.0  36177100.0   \n",
       "2017-12-01    296484.0   30390400.0  1142080.0  139698060.0  52925355.0   \n",
       "2017-12-04    255664.0   42082472.0  1132149.0  254343926.0  21046830.0   \n",
       "2017-12-05    591003.0   70477589.0   649900.0  160227275.0  11115895.0   \n",
       "2017-12-06    312198.8   61857825.0   701343.0  106980178.0   9956650.0   \n",
       "2017-12-07    365154.5  105647094.0  1547700.0  193026816.0   8618625.0   \n",
       "2017-12-08    238206.0  218398568.0  1285050.0  117883200.0   5355120.0   \n",
       "2017-12-11    474238.0   48138384.0   910110.0   84150325.0   3817090.0   \n",
       "2017-12-12    266680.0  109199349.0  1397526.0  140111754.0   4294950.0   \n",
       "2017-12-13    125874.0   56100100.0   629280.0  115446100.0   7804225.0   \n",
       "2017-12-14    809427.0   61923590.0   846188.0   97909344.0  12800000.0   \n",
       "2017-12-15   1739674.8   95388475.0   613800.0  204589476.0  20339190.0   \n",
       "2017-12-18    539981.0   70213080.0  1160580.0  120406014.0  11097300.0   \n",
       "2017-12-19    272860.0   61664363.0   956650.0  141690640.0   3644280.0   \n",
       "2017-12-20    377344.0   63938075.0   660177.0  131328802.0   3283880.0   \n",
       "2017-12-21    288368.0   50896988.0   642978.0   84090552.0   7473400.0   \n",
       "2017-12-22    418340.0   26927088.0   543561.0   96869744.0   4500210.0   \n",
       "2017-12-26    463622.0   16466841.0  1063456.0   57300514.0   4678085.0   \n",
       "2017-12-27    704317.0   16630032.0  1507420.0   84020265.0   5021010.0   \n",
       "2017-12-28    330990.0   27354063.0  1077090.0   51425856.0   3440760.0   \n",
       "2017-12-29    626496.0   22890570.0  1096120.0  122763364.0   4643975.0   \n",
       "\n",
       "ticker            ZYNE  \n",
       "date                    \n",
       "2017-01-03   7368475.0  \n",
       "2017-01-04  10904725.0  \n",
       "2017-01-05   8375040.0  \n",
       "2017-01-06   5968656.0  \n",
       "2017-01-09   3852848.0  \n",
       "2017-01-10   9373320.0  \n",
       "2017-01-11   5706246.0  \n",
       "2017-01-12   3246507.0  \n",
       "2017-01-13   3324951.0  \n",
       "2017-01-17   4077450.0  \n",
       "2017-01-18  21476252.0  \n",
       "2017-01-19  63345158.0  \n",
       "2017-01-20   8092392.0  \n",
       "2017-01-23  11409384.0  \n",
       "2017-01-24   5762946.0  \n",
       "2017-01-25   7457446.0  \n",
       "2017-01-26   6211338.0  \n",
       "2017-01-27   9241046.0  \n",
       "2017-01-30   8181810.0  \n",
       "2017-01-31   9361320.0  \n",
       "2017-02-01   6593571.0  \n",
       "2017-02-02   5186988.0  \n",
       "2017-02-03   8483500.0  \n",
       "2017-02-06  11567761.0  \n",
       "2017-02-07   8327052.0  \n",
       "2017-02-08   7479068.0  \n",
       "2017-02-09   6262050.0  \n",
       "2017-02-10   9146592.0  \n",
       "2017-02-13  12725262.0  \n",
       "2017-02-14  14326200.0  \n",
       "...                ...  \n",
       "2017-11-16   4935000.0  \n",
       "2017-11-17   5674144.0  \n",
       "2017-11-20   6323520.0  \n",
       "2017-11-21   7624877.0  \n",
       "2017-11-22   4843880.0  \n",
       "2017-11-24   3995880.0  \n",
       "2017-11-27   7073117.0  \n",
       "2017-11-28   5217300.0  \n",
       "2017-11-29   5846624.0  \n",
       "2017-11-30   3797766.0  \n",
       "2017-12-01   7163154.0  \n",
       "2017-12-04  16303378.0  \n",
       "2017-12-05   4965917.0  \n",
       "2017-12-06  10526536.0  \n",
       "2017-12-07   4891056.0  \n",
       "2017-12-08   2496620.0  \n",
       "2017-12-11   4236240.0  \n",
       "2017-12-12   3221428.0  \n",
       "2017-12-13   4274284.0  \n",
       "2017-12-14   2654008.0  \n",
       "2017-12-15   3127869.0  \n",
       "2017-12-18   2779360.0  \n",
       "2017-12-19   2424324.0  \n",
       "2017-12-20   1877345.0  \n",
       "2017-12-21   1451944.0  \n",
       "2017-12-22   1247004.0  \n",
       "2017-12-26   2242845.0  \n",
       "2017-12-27   2698245.0  \n",
       "2017-12-28   3428226.0  \n",
       "2017-12-29   3629548.0  \n",
       "\n",
       "[251 rows x 3601 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.liquid_stocks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Liquid stocks correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>ticker</th>\n",
       "      <th>A</th>\n",
       "      <th>AA</th>\n",
       "      <th>AAAP</th>\n",
       "      <th>AAC</th>\n",
       "      <th>AAL</th>\n",
       "      <th>AAN</th>\n",
       "      <th>AAOI</th>\n",
       "      <th>AAON</th>\n",
       "      <th>AAP</th>\n",
       "      <th>AAPL</th>\n",
       "      <th>...</th>\n",
       "      <th>ZIXI</th>\n",
       "      <th>ZN</th>\n",
       "      <th>ZNGA</th>\n",
       "      <th>ZOES</th>\n",
       "      <th>ZSAN</th>\n",
       "      <th>ZTO</th>\n",
       "      <th>ZTR</th>\n",
       "      <th>ZTS</th>\n",
       "      <th>ZUMZ</th>\n",
       "      <th>ZYNE</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ticker</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.081415</td>\n",
       "      <td>-0.031959</td>\n",
       "      <td>0.030681</td>\n",
       "      <td>-0.015214</td>\n",
       "      <td>0.027384</td>\n",
       "      <td>-0.086513</td>\n",
       "      <td>0.044540</td>\n",
       "      <td>0.317125</td>\n",
       "      <td>0.066117</td>\n",
       "      <td>...</td>\n",
       "      <td>0.071348</td>\n",
       "      <td>-0.075012</td>\n",
       "      <td>0.063014</td>\n",
       "      <td>0.127241</td>\n",
       "      <td>0.121771</td>\n",
       "      <td>0.136515</td>\n",
       "      <td>0.080561</td>\n",
       "      <td>0.135047</td>\n",
       "      <td>0.050784</td>\n",
       "      <td>-0.068628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AA</th>\n",
       "      <td>0.081415</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.023064</td>\n",
       "      <td>0.014622</td>\n",
       "      <td>0.044007</td>\n",
       "      <td>0.004585</td>\n",
       "      <td>-0.138951</td>\n",
       "      <td>0.050348</td>\n",
       "      <td>-0.064357</td>\n",
       "      <td>0.011126</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.007699</td>\n",
       "      <td>-0.085134</td>\n",
       "      <td>0.020346</td>\n",
       "      <td>-0.042961</td>\n",
       "      <td>0.194371</td>\n",
       "      <td>0.026586</td>\n",
       "      <td>-0.135345</td>\n",
       "      <td>0.148017</td>\n",
       "      <td>0.046931</td>\n",
       "      <td>0.050018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAAP</th>\n",
       "      <td>-0.031959</td>\n",
       "      <td>0.023064</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.084900</td>\n",
       "      <td>-0.098549</td>\n",
       "      <td>0.209179</td>\n",
       "      <td>-0.120213</td>\n",
       "      <td>0.048884</td>\n",
       "      <td>-0.052755</td>\n",
       "      <td>0.209714</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.059784</td>\n",
       "      <td>-0.055905</td>\n",
       "      <td>-0.003227</td>\n",
       "      <td>-0.087460</td>\n",
       "      <td>-0.051808</td>\n",
       "      <td>0.074235</td>\n",
       "      <td>-0.133726</td>\n",
       "      <td>0.107543</td>\n",
       "      <td>0.007502</td>\n",
       "      <td>0.048029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAC</th>\n",
       "      <td>0.030681</td>\n",
       "      <td>0.014622</td>\n",
       "      <td>0.084900</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.101727</td>\n",
       "      <td>0.092017</td>\n",
       "      <td>0.028259</td>\n",
       "      <td>0.151913</td>\n",
       "      <td>-0.012931</td>\n",
       "      <td>0.190990</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.042264</td>\n",
       "      <td>-0.104785</td>\n",
       "      <td>0.237013</td>\n",
       "      <td>0.032423</td>\n",
       "      <td>-0.047567</td>\n",
       "      <td>0.177463</td>\n",
       "      <td>-0.116039</td>\n",
       "      <td>0.159378</td>\n",
       "      <td>0.032977</td>\n",
       "      <td>-0.057208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAL</th>\n",
       "      <td>-0.015214</td>\n",
       "      <td>0.044007</td>\n",
       "      <td>-0.098549</td>\n",
       "      <td>-0.101727</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.130848</td>\n",
       "      <td>-0.085885</td>\n",
       "      <td>0.080921</td>\n",
       "      <td>-0.037332</td>\n",
       "      <td>0.081803</td>\n",
       "      <td>...</td>\n",
       "      <td>0.206955</td>\n",
       "      <td>0.029818</td>\n",
       "      <td>-0.084042</td>\n",
       "      <td>-0.004959</td>\n",
       "      <td>0.045360</td>\n",
       "      <td>-0.092369</td>\n",
       "      <td>0.039509</td>\n",
       "      <td>-0.000415</td>\n",
       "      <td>0.055090</td>\n",
       "      <td>0.047563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAN</th>\n",
       "      <td>0.027384</td>\n",
       "      <td>0.004585</td>\n",
       "      <td>0.209179</td>\n",
       "      <td>0.092017</td>\n",
       "      <td>0.130848</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.053742</td>\n",
       "      <td>0.054011</td>\n",
       "      <td>-0.005856</td>\n",
       "      <td>0.146546</td>\n",
       "      <td>...</td>\n",
       "      <td>0.135125</td>\n",
       "      <td>0.111177</td>\n",
       "      <td>0.078470</td>\n",
       "      <td>-0.086914</td>\n",
       "      <td>-0.027148</td>\n",
       "      <td>0.073356</td>\n",
       "      <td>-0.030577</td>\n",
       "      <td>0.081589</td>\n",
       "      <td>0.009117</td>\n",
       "      <td>0.127591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAOI</th>\n",
       "      <td>-0.086513</td>\n",
       "      <td>-0.138951</td>\n",
       "      <td>-0.120213</td>\n",
       "      <td>0.028259</td>\n",
       "      <td>-0.085885</td>\n",
       "      <td>0.053742</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.025648</td>\n",
       "      <td>0.012507</td>\n",
       "      <td>...</td>\n",
       "      <td>0.085244</td>\n",
       "      <td>0.211790</td>\n",
       "      <td>0.304573</td>\n",
       "      <td>-0.060839</td>\n",
       "      <td>-0.105561</td>\n",
       "      <td>-0.056209</td>\n",
       "      <td>0.101672</td>\n",
       "      <td>-0.016221</td>\n",
       "      <td>-0.114740</td>\n",
       "      <td>0.100752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAON</th>\n",
       "      <td>0.044540</td>\n",
       "      <td>0.050348</td>\n",
       "      <td>0.048884</td>\n",
       "      <td>0.151913</td>\n",
       "      <td>0.080921</td>\n",
       "      <td>0.054011</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.041036</td>\n",
       "      <td>0.105315</td>\n",
       "      <td>...</td>\n",
       "      <td>0.224178</td>\n",
       "      <td>-0.101778</td>\n",
       "      <td>0.084040</td>\n",
       "      <td>0.090948</td>\n",
       "      <td>0.041983</td>\n",
       "      <td>0.089792</td>\n",
       "      <td>-0.032551</td>\n",
       "      <td>0.127527</td>\n",
       "      <td>0.161602</td>\n",
       "      <td>0.005615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAP</th>\n",
       "      <td>0.317125</td>\n",
       "      <td>-0.064357</td>\n",
       "      <td>-0.052755</td>\n",
       "      <td>-0.012931</td>\n",
       "      <td>-0.037332</td>\n",
       "      <td>-0.005856</td>\n",
       "      <td>0.025648</td>\n",
       "      <td>-0.041036</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004282</td>\n",
       "      <td>0.046649</td>\n",
       "      <td>0.057295</td>\n",
       "      <td>0.168538</td>\n",
       "      <td>-0.007980</td>\n",
       "      <td>-0.046133</td>\n",
       "      <td>0.005618</td>\n",
       "      <td>0.035664</td>\n",
       "      <td>-0.025409</td>\n",
       "      <td>-0.036925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAPL</th>\n",
       "      <td>0.066117</td>\n",
       "      <td>0.011126</td>\n",
       "      <td>0.209714</td>\n",
       "      <td>0.190990</td>\n",
       "      <td>0.081803</td>\n",
       "      <td>0.146546</td>\n",
       "      <td>0.012507</td>\n",
       "      <td>0.105315</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.154188</td>\n",
       "      <td>-0.083528</td>\n",
       "      <td>0.310187</td>\n",
       "      <td>-0.035555</td>\n",
       "      <td>-0.047298</td>\n",
       "      <td>0.022381</td>\n",
       "      <td>-0.127739</td>\n",
       "      <td>0.083838</td>\n",
       "      <td>0.078496</td>\n",
       "      <td>-0.092715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAT</th>\n",
       "      <td>0.025257</td>\n",
       "      <td>-0.025586</td>\n",
       "      <td>0.016279</td>\n",
       "      <td>0.041349</td>\n",
       "      <td>0.127683</td>\n",
       "      <td>0.009271</td>\n",
       "      <td>-0.032905</td>\n",
       "      <td>0.295117</td>\n",
       "      <td>-0.018523</td>\n",
       "      <td>0.147083</td>\n",
       "      <td>...</td>\n",
       "      <td>0.221471</td>\n",
       "      <td>-0.113783</td>\n",
       "      <td>0.006830</td>\n",
       "      <td>0.041825</td>\n",
       "      <td>0.035770</td>\n",
       "      <td>0.074128</td>\n",
       "      <td>0.065423</td>\n",
       "      <td>0.185689</td>\n",
       "      <td>0.048237</td>\n",
       "      <td>0.004958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAWW</th>\n",
       "      <td>-0.000465</td>\n",
       "      <td>-0.049522</td>\n",
       "      <td>-0.001196</td>\n",
       "      <td>0.081897</td>\n",
       "      <td>-0.014908</td>\n",
       "      <td>0.172542</td>\n",
       "      <td>0.374188</td>\n",
       "      <td>0.066574</td>\n",
       "      <td>0.091664</td>\n",
       "      <td>0.223419</td>\n",
       "      <td>...</td>\n",
       "      <td>0.125289</td>\n",
       "      <td>0.244519</td>\n",
       "      <td>0.277849</td>\n",
       "      <td>-0.057915</td>\n",
       "      <td>-0.090355</td>\n",
       "      <td>0.011849</td>\n",
       "      <td>0.060733</td>\n",
       "      <td>0.036779</td>\n",
       "      <td>0.004911</td>\n",
       "      <td>0.045371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAXJ</th>\n",
       "      <td>0.067340</td>\n",
       "      <td>-0.061003</td>\n",
       "      <td>0.062952</td>\n",
       "      <td>0.019338</td>\n",
       "      <td>0.148315</td>\n",
       "      <td>0.140185</td>\n",
       "      <td>0.021203</td>\n",
       "      <td>0.042440</td>\n",
       "      <td>-0.107902</td>\n",
       "      <td>0.114350</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.039334</td>\n",
       "      <td>0.031399</td>\n",
       "      <td>0.048563</td>\n",
       "      <td>-0.055478</td>\n",
       "      <td>-0.059173</td>\n",
       "      <td>0.120662</td>\n",
       "      <td>-0.044417</td>\n",
       "      <td>-0.042993</td>\n",
       "      <td>0.028588</td>\n",
       "      <td>0.036365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAXN</th>\n",
       "      <td>-0.034083</td>\n",
       "      <td>0.061902</td>\n",
       "      <td>-0.053948</td>\n",
       "      <td>0.135287</td>\n",
       "      <td>0.022413</td>\n",
       "      <td>-0.086195</td>\n",
       "      <td>-0.025667</td>\n",
       "      <td>0.101169</td>\n",
       "      <td>-0.060807</td>\n",
       "      <td>-0.015359</td>\n",
       "      <td>...</td>\n",
       "      <td>0.026861</td>\n",
       "      <td>-0.070977</td>\n",
       "      <td>0.005295</td>\n",
       "      <td>0.057190</td>\n",
       "      <td>0.004598</td>\n",
       "      <td>0.027172</td>\n",
       "      <td>0.213744</td>\n",
       "      <td>0.082707</td>\n",
       "      <td>0.022164</td>\n",
       "      <td>0.055822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AB</th>\n",
       "      <td>0.162282</td>\n",
       "      <td>-0.050064</td>\n",
       "      <td>-0.025307</td>\n",
       "      <td>-0.052806</td>\n",
       "      <td>0.102647</td>\n",
       "      <td>0.076910</td>\n",
       "      <td>0.013652</td>\n",
       "      <td>0.026276</td>\n",
       "      <td>0.005819</td>\n",
       "      <td>0.049169</td>\n",
       "      <td>...</td>\n",
       "      <td>0.178743</td>\n",
       "      <td>-0.067340</td>\n",
       "      <td>0.109587</td>\n",
       "      <td>0.064703</td>\n",
       "      <td>0.223921</td>\n",
       "      <td>-0.031371</td>\n",
       "      <td>0.119825</td>\n",
       "      <td>0.310958</td>\n",
       "      <td>-0.048050</td>\n",
       "      <td>0.006736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABAX</th>\n",
       "      <td>0.065270</td>\n",
       "      <td>0.037768</td>\n",
       "      <td>-0.042913</td>\n",
       "      <td>-0.021456</td>\n",
       "      <td>0.309345</td>\n",
       "      <td>0.262280</td>\n",
       "      <td>-0.188629</td>\n",
       "      <td>0.126102</td>\n",
       "      <td>-0.085557</td>\n",
       "      <td>0.139546</td>\n",
       "      <td>...</td>\n",
       "      <td>0.071175</td>\n",
       "      <td>-0.023269</td>\n",
       "      <td>-0.000550</td>\n",
       "      <td>0.044347</td>\n",
       "      <td>0.030615</td>\n",
       "      <td>-0.035846</td>\n",
       "      <td>0.038918</td>\n",
       "      <td>0.018067</td>\n",
       "      <td>0.033785</td>\n",
       "      <td>-0.030572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABB</th>\n",
       "      <td>0.023162</td>\n",
       "      <td>-0.035267</td>\n",
       "      <td>-0.008573</td>\n",
       "      <td>-0.157276</td>\n",
       "      <td>0.122859</td>\n",
       "      <td>-0.122563</td>\n",
       "      <td>-0.040696</td>\n",
       "      <td>-0.004214</td>\n",
       "      <td>-0.089694</td>\n",
       "      <td>-0.110738</td>\n",
       "      <td>...</td>\n",
       "      <td>0.021983</td>\n",
       "      <td>0.062345</td>\n",
       "      <td>-0.066739</td>\n",
       "      <td>-0.035591</td>\n",
       "      <td>-0.041228</td>\n",
       "      <td>0.005745</td>\n",
       "      <td>0.131992</td>\n",
       "      <td>0.067196</td>\n",
       "      <td>0.009919</td>\n",
       "      <td>-0.038287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABBV</th>\n",
       "      <td>0.049321</td>\n",
       "      <td>0.214864</td>\n",
       "      <td>0.171628</td>\n",
       "      <td>0.155431</td>\n",
       "      <td>0.269737</td>\n",
       "      <td>0.288996</td>\n",
       "      <td>-0.131743</td>\n",
       "      <td>0.209423</td>\n",
       "      <td>-0.013836</td>\n",
       "      <td>0.234541</td>\n",
       "      <td>...</td>\n",
       "      <td>0.224031</td>\n",
       "      <td>-0.094678</td>\n",
       "      <td>0.071289</td>\n",
       "      <td>-0.045414</td>\n",
       "      <td>0.003140</td>\n",
       "      <td>0.167268</td>\n",
       "      <td>-0.061772</td>\n",
       "      <td>0.027229</td>\n",
       "      <td>0.284971</td>\n",
       "      <td>0.076460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABC</th>\n",
       "      <td>0.062148</td>\n",
       "      <td>0.007422</td>\n",
       "      <td>0.086858</td>\n",
       "      <td>0.205338</td>\n",
       "      <td>0.115886</td>\n",
       "      <td>0.059672</td>\n",
       "      <td>-0.097410</td>\n",
       "      <td>0.311870</td>\n",
       "      <td>-0.007846</td>\n",
       "      <td>0.175290</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.013836</td>\n",
       "      <td>-0.140132</td>\n",
       "      <td>0.033629</td>\n",
       "      <td>-0.022145</td>\n",
       "      <td>0.078878</td>\n",
       "      <td>0.018700</td>\n",
       "      <td>-0.034252</td>\n",
       "      <td>0.223917</td>\n",
       "      <td>0.088204</td>\n",
       "      <td>-0.027868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABCB</th>\n",
       "      <td>0.143938</td>\n",
       "      <td>0.193958</td>\n",
       "      <td>-0.004572</td>\n",
       "      <td>0.108977</td>\n",
       "      <td>0.186718</td>\n",
       "      <td>0.044289</td>\n",
       "      <td>-0.112853</td>\n",
       "      <td>0.465601</td>\n",
       "      <td>-0.061570</td>\n",
       "      <td>0.098914</td>\n",
       "      <td>...</td>\n",
       "      <td>0.205620</td>\n",
       "      <td>-0.077485</td>\n",
       "      <td>-0.072612</td>\n",
       "      <td>0.041472</td>\n",
       "      <td>0.023663</td>\n",
       "      <td>0.099700</td>\n",
       "      <td>-0.089844</td>\n",
       "      <td>0.006938</td>\n",
       "      <td>0.148451</td>\n",
       "      <td>0.054577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABEO</th>\n",
       "      <td>0.026831</td>\n",
       "      <td>0.165064</td>\n",
       "      <td>0.148408</td>\n",
       "      <td>0.164874</td>\n",
       "      <td>0.013547</td>\n",
       "      <td>0.227244</td>\n",
       "      <td>-0.044189</td>\n",
       "      <td>0.152726</td>\n",
       "      <td>-0.033114</td>\n",
       "      <td>0.111381</td>\n",
       "      <td>...</td>\n",
       "      <td>0.084146</td>\n",
       "      <td>0.032188</td>\n",
       "      <td>-0.012659</td>\n",
       "      <td>-0.130119</td>\n",
       "      <td>-0.070453</td>\n",
       "      <td>0.206254</td>\n",
       "      <td>-0.212512</td>\n",
       "      <td>-0.110464</td>\n",
       "      <td>0.035209</td>\n",
       "      <td>-0.052789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABEV</th>\n",
       "      <td>0.090391</td>\n",
       "      <td>-0.063361</td>\n",
       "      <td>0.034171</td>\n",
       "      <td>0.117512</td>\n",
       "      <td>0.020545</td>\n",
       "      <td>0.100589</td>\n",
       "      <td>0.104794</td>\n",
       "      <td>-0.019721</td>\n",
       "      <td>0.030084</td>\n",
       "      <td>0.146483</td>\n",
       "      <td>...</td>\n",
       "      <td>0.258233</td>\n",
       "      <td>0.064679</td>\n",
       "      <td>0.327849</td>\n",
       "      <td>-0.079897</td>\n",
       "      <td>-0.043633</td>\n",
       "      <td>0.058248</td>\n",
       "      <td>0.022600</td>\n",
       "      <td>0.133416</td>\n",
       "      <td>0.104158</td>\n",
       "      <td>-0.089813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABG</th>\n",
       "      <td>0.030710</td>\n",
       "      <td>0.006138</td>\n",
       "      <td>0.006518</td>\n",
       "      <td>-0.011442</td>\n",
       "      <td>0.087816</td>\n",
       "      <td>-0.017921</td>\n",
       "      <td>-0.201020</td>\n",
       "      <td>0.206410</td>\n",
       "      <td>-0.078236</td>\n",
       "      <td>-0.015772</td>\n",
       "      <td>...</td>\n",
       "      <td>0.096110</td>\n",
       "      <td>-0.117828</td>\n",
       "      <td>-0.113507</td>\n",
       "      <td>0.025180</td>\n",
       "      <td>0.149525</td>\n",
       "      <td>0.017343</td>\n",
       "      <td>0.116084</td>\n",
       "      <td>0.148518</td>\n",
       "      <td>-0.044817</td>\n",
       "      <td>-0.018921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABM</th>\n",
       "      <td>0.057453</td>\n",
       "      <td>0.095206</td>\n",
       "      <td>-0.003837</td>\n",
       "      <td>0.039738</td>\n",
       "      <td>0.241818</td>\n",
       "      <td>0.035976</td>\n",
       "      <td>-0.153071</td>\n",
       "      <td>0.242487</td>\n",
       "      <td>-0.084376</td>\n",
       "      <td>0.116745</td>\n",
       "      <td>...</td>\n",
       "      <td>0.064131</td>\n",
       "      <td>-0.088794</td>\n",
       "      <td>-0.010421</td>\n",
       "      <td>-0.053395</td>\n",
       "      <td>-0.015231</td>\n",
       "      <td>0.048437</td>\n",
       "      <td>-0.065111</td>\n",
       "      <td>0.009771</td>\n",
       "      <td>0.121857</td>\n",
       "      <td>-0.030494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABMD</th>\n",
       "      <td>0.130041</td>\n",
       "      <td>0.082552</td>\n",
       "      <td>0.282826</td>\n",
       "      <td>0.125597</td>\n",
       "      <td>0.105114</td>\n",
       "      <td>0.237096</td>\n",
       "      <td>-0.088989</td>\n",
       "      <td>0.055578</td>\n",
       "      <td>-0.006053</td>\n",
       "      <td>0.151379</td>\n",
       "      <td>...</td>\n",
       "      <td>0.039602</td>\n",
       "      <td>-0.090999</td>\n",
       "      <td>0.064665</td>\n",
       "      <td>-0.041097</td>\n",
       "      <td>-0.007872</td>\n",
       "      <td>0.013000</td>\n",
       "      <td>-0.135928</td>\n",
       "      <td>0.230404</td>\n",
       "      <td>0.028084</td>\n",
       "      <td>-0.030347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABR</th>\n",
       "      <td>0.044774</td>\n",
       "      <td>-0.077415</td>\n",
       "      <td>0.046360</td>\n",
       "      <td>0.081880</td>\n",
       "      <td>-0.103792</td>\n",
       "      <td>0.081854</td>\n",
       "      <td>0.082426</td>\n",
       "      <td>0.088587</td>\n",
       "      <td>-0.017878</td>\n",
       "      <td>0.135850</td>\n",
       "      <td>...</td>\n",
       "      <td>0.064504</td>\n",
       "      <td>-0.026141</td>\n",
       "      <td>0.139689</td>\n",
       "      <td>-0.076012</td>\n",
       "      <td>-0.097985</td>\n",
       "      <td>0.160561</td>\n",
       "      <td>-0.104544</td>\n",
       "      <td>-0.014344</td>\n",
       "      <td>0.034769</td>\n",
       "      <td>-0.041647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABT</th>\n",
       "      <td>0.064993</td>\n",
       "      <td>0.108228</td>\n",
       "      <td>0.129987</td>\n",
       "      <td>0.020843</td>\n",
       "      <td>0.171430</td>\n",
       "      <td>0.053787</td>\n",
       "      <td>-0.208663</td>\n",
       "      <td>0.229060</td>\n",
       "      <td>-0.036278</td>\n",
       "      <td>0.061166</td>\n",
       "      <td>...</td>\n",
       "      <td>0.067069</td>\n",
       "      <td>-0.114292</td>\n",
       "      <td>-0.005181</td>\n",
       "      <td>0.155608</td>\n",
       "      <td>0.043681</td>\n",
       "      <td>0.077211</td>\n",
       "      <td>0.038754</td>\n",
       "      <td>0.101979</td>\n",
       "      <td>0.078887</td>\n",
       "      <td>0.136059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABTX</th>\n",
       "      <td>0.068137</td>\n",
       "      <td>0.208171</td>\n",
       "      <td>0.083321</td>\n",
       "      <td>0.025835</td>\n",
       "      <td>0.255374</td>\n",
       "      <td>0.094208</td>\n",
       "      <td>-0.119580</td>\n",
       "      <td>0.176226</td>\n",
       "      <td>-0.049079</td>\n",
       "      <td>0.124049</td>\n",
       "      <td>...</td>\n",
       "      <td>0.260500</td>\n",
       "      <td>-0.140815</td>\n",
       "      <td>0.031138</td>\n",
       "      <td>0.004866</td>\n",
       "      <td>0.021036</td>\n",
       "      <td>0.065887</td>\n",
       "      <td>0.025223</td>\n",
       "      <td>0.208892</td>\n",
       "      <td>0.035897</td>\n",
       "      <td>0.007359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABUS</th>\n",
       "      <td>-0.055875</td>\n",
       "      <td>0.117938</td>\n",
       "      <td>0.060206</td>\n",
       "      <td>0.108517</td>\n",
       "      <td>0.006652</td>\n",
       "      <td>0.080669</td>\n",
       "      <td>-0.044453</td>\n",
       "      <td>0.118590</td>\n",
       "      <td>-0.060447</td>\n",
       "      <td>0.202838</td>\n",
       "      <td>...</td>\n",
       "      <td>0.034758</td>\n",
       "      <td>-0.072493</td>\n",
       "      <td>0.070045</td>\n",
       "      <td>-0.084223</td>\n",
       "      <td>-0.036030</td>\n",
       "      <td>0.043797</td>\n",
       "      <td>-0.161265</td>\n",
       "      <td>-0.070141</td>\n",
       "      <td>0.058491</td>\n",
       "      <td>-0.048043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABX</th>\n",
       "      <td>0.002483</td>\n",
       "      <td>0.150066</td>\n",
       "      <td>-0.151193</td>\n",
       "      <td>-0.093188</td>\n",
       "      <td>0.266268</td>\n",
       "      <td>-0.101315</td>\n",
       "      <td>-0.138498</td>\n",
       "      <td>0.129803</td>\n",
       "      <td>-0.035501</td>\n",
       "      <td>-0.076667</td>\n",
       "      <td>...</td>\n",
       "      <td>0.065872</td>\n",
       "      <td>-0.090516</td>\n",
       "      <td>-0.131708</td>\n",
       "      <td>0.116989</td>\n",
       "      <td>0.249188</td>\n",
       "      <td>-0.056708</td>\n",
       "      <td>0.120176</td>\n",
       "      <td>0.335520</td>\n",
       "      <td>0.008599</td>\n",
       "      <td>0.026887</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>YORW</th>\n",
       "      <td>0.066090</td>\n",
       "      <td>0.002980</td>\n",
       "      <td>-0.036924</td>\n",
       "      <td>0.003731</td>\n",
       "      <td>0.178711</td>\n",
       "      <td>0.029847</td>\n",
       "      <td>-0.003783</td>\n",
       "      <td>0.188478</td>\n",
       "      <td>0.015796</td>\n",
       "      <td>0.175324</td>\n",
       "      <td>...</td>\n",
       "      <td>0.363814</td>\n",
       "      <td>-0.028999</td>\n",
       "      <td>0.132279</td>\n",
       "      <td>0.059412</td>\n",
       "      <td>-0.008527</td>\n",
       "      <td>-0.018515</td>\n",
       "      <td>-0.035442</td>\n",
       "      <td>0.096158</td>\n",
       "      <td>0.090955</td>\n",
       "      <td>0.027293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YPF</th>\n",
       "      <td>0.020551</td>\n",
       "      <td>-0.052602</td>\n",
       "      <td>-0.064114</td>\n",
       "      <td>-0.063794</td>\n",
       "      <td>0.096283</td>\n",
       "      <td>-0.118698</td>\n",
       "      <td>-0.117246</td>\n",
       "      <td>-0.041870</td>\n",
       "      <td>-0.067771</td>\n",
       "      <td>-0.107537</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.013095</td>\n",
       "      <td>-0.105779</td>\n",
       "      <td>-0.031049</td>\n",
       "      <td>0.002339</td>\n",
       "      <td>-0.089138</td>\n",
       "      <td>-0.041692</td>\n",
       "      <td>0.128792</td>\n",
       "      <td>-0.029433</td>\n",
       "      <td>-0.113314</td>\n",
       "      <td>0.039306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YRCW</th>\n",
       "      <td>0.035845</td>\n",
       "      <td>-0.007180</td>\n",
       "      <td>-0.001213</td>\n",
       "      <td>0.074999</td>\n",
       "      <td>-0.027344</td>\n",
       "      <td>0.014915</td>\n",
       "      <td>0.039614</td>\n",
       "      <td>0.078285</td>\n",
       "      <td>0.008945</td>\n",
       "      <td>0.137932</td>\n",
       "      <td>...</td>\n",
       "      <td>0.047213</td>\n",
       "      <td>-0.065641</td>\n",
       "      <td>0.260887</td>\n",
       "      <td>0.010175</td>\n",
       "      <td>0.022440</td>\n",
       "      <td>-0.049138</td>\n",
       "      <td>0.003627</td>\n",
       "      <td>0.167353</td>\n",
       "      <td>-0.021618</td>\n",
       "      <td>0.047049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YRD</th>\n",
       "      <td>0.134108</td>\n",
       "      <td>-0.005791</td>\n",
       "      <td>0.185122</td>\n",
       "      <td>0.046787</td>\n",
       "      <td>-0.140237</td>\n",
       "      <td>0.202013</td>\n",
       "      <td>0.143869</td>\n",
       "      <td>0.050386</td>\n",
       "      <td>0.031881</td>\n",
       "      <td>0.122145</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.103790</td>\n",
       "      <td>0.006463</td>\n",
       "      <td>-0.058046</td>\n",
       "      <td>-0.125913</td>\n",
       "      <td>-0.043190</td>\n",
       "      <td>0.181710</td>\n",
       "      <td>-0.152125</td>\n",
       "      <td>-0.082651</td>\n",
       "      <td>-0.021912</td>\n",
       "      <td>0.005630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YUM</th>\n",
       "      <td>0.043168</td>\n",
       "      <td>-0.078363</td>\n",
       "      <td>0.009326</td>\n",
       "      <td>0.176930</td>\n",
       "      <td>0.158195</td>\n",
       "      <td>0.053104</td>\n",
       "      <td>-0.042219</td>\n",
       "      <td>0.352562</td>\n",
       "      <td>0.036226</td>\n",
       "      <td>0.176079</td>\n",
       "      <td>...</td>\n",
       "      <td>0.331833</td>\n",
       "      <td>-0.044897</td>\n",
       "      <td>0.080929</td>\n",
       "      <td>0.042898</td>\n",
       "      <td>0.091228</td>\n",
       "      <td>0.031195</td>\n",
       "      <td>0.095511</td>\n",
       "      <td>0.329769</td>\n",
       "      <td>0.104132</td>\n",
       "      <td>0.014657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YUMC</th>\n",
       "      <td>0.018404</td>\n",
       "      <td>-0.064686</td>\n",
       "      <td>-0.036804</td>\n",
       "      <td>-0.061402</td>\n",
       "      <td>0.062685</td>\n",
       "      <td>-0.006305</td>\n",
       "      <td>0.066792</td>\n",
       "      <td>-0.108744</td>\n",
       "      <td>0.027328</td>\n",
       "      <td>-0.035338</td>\n",
       "      <td>...</td>\n",
       "      <td>0.065741</td>\n",
       "      <td>0.406498</td>\n",
       "      <td>0.084172</td>\n",
       "      <td>-0.015112</td>\n",
       "      <td>-0.056822</td>\n",
       "      <td>-0.029176</td>\n",
       "      <td>0.049469</td>\n",
       "      <td>0.036132</td>\n",
       "      <td>0.096267</td>\n",
       "      <td>-0.022171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YY</th>\n",
       "      <td>0.302941</td>\n",
       "      <td>0.043795</td>\n",
       "      <td>0.109505</td>\n",
       "      <td>0.131908</td>\n",
       "      <td>-0.126222</td>\n",
       "      <td>0.065657</td>\n",
       "      <td>0.013758</td>\n",
       "      <td>-0.019576</td>\n",
       "      <td>0.203341</td>\n",
       "      <td>0.118257</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.079880</td>\n",
       "      <td>-0.036088</td>\n",
       "      <td>-0.000415</td>\n",
       "      <td>-0.062375</td>\n",
       "      <td>-0.058091</td>\n",
       "      <td>0.072742</td>\n",
       "      <td>-0.062585</td>\n",
       "      <td>-0.088981</td>\n",
       "      <td>0.006940</td>\n",
       "      <td>-0.016961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Z</th>\n",
       "      <td>0.080713</td>\n",
       "      <td>-0.059136</td>\n",
       "      <td>-0.078752</td>\n",
       "      <td>0.083123</td>\n",
       "      <td>0.048575</td>\n",
       "      <td>-0.035646</td>\n",
       "      <td>0.285978</td>\n",
       "      <td>-0.117120</td>\n",
       "      <td>0.098235</td>\n",
       "      <td>0.102766</td>\n",
       "      <td>...</td>\n",
       "      <td>0.061909</td>\n",
       "      <td>0.157386</td>\n",
       "      <td>0.369325</td>\n",
       "      <td>0.006908</td>\n",
       "      <td>-0.010225</td>\n",
       "      <td>-0.103155</td>\n",
       "      <td>0.178261</td>\n",
       "      <td>0.191145</td>\n",
       "      <td>-0.112813</td>\n",
       "      <td>0.108879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZAGG</th>\n",
       "      <td>0.159009</td>\n",
       "      <td>0.154022</td>\n",
       "      <td>0.364396</td>\n",
       "      <td>0.395259</td>\n",
       "      <td>-0.209984</td>\n",
       "      <td>0.226412</td>\n",
       "      <td>-0.148447</td>\n",
       "      <td>0.050536</td>\n",
       "      <td>-0.005250</td>\n",
       "      <td>0.272465</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.053125</td>\n",
       "      <td>-0.105181</td>\n",
       "      <td>0.094373</td>\n",
       "      <td>-0.081047</td>\n",
       "      <td>-0.124738</td>\n",
       "      <td>0.189827</td>\n",
       "      <td>-0.233097</td>\n",
       "      <td>0.050558</td>\n",
       "      <td>0.058618</td>\n",
       "      <td>-0.092567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZAYO</th>\n",
       "      <td>0.068844</td>\n",
       "      <td>-0.046869</td>\n",
       "      <td>-0.060525</td>\n",
       "      <td>0.095502</td>\n",
       "      <td>0.100011</td>\n",
       "      <td>-0.064115</td>\n",
       "      <td>-0.096977</td>\n",
       "      <td>0.048202</td>\n",
       "      <td>-0.037112</td>\n",
       "      <td>0.026600</td>\n",
       "      <td>...</td>\n",
       "      <td>0.078592</td>\n",
       "      <td>-0.082499</td>\n",
       "      <td>0.051016</td>\n",
       "      <td>-0.000324</td>\n",
       "      <td>0.068933</td>\n",
       "      <td>0.144318</td>\n",
       "      <td>0.160254</td>\n",
       "      <td>0.165678</td>\n",
       "      <td>0.077172</td>\n",
       "      <td>-0.017166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZBH</th>\n",
       "      <td>0.023854</td>\n",
       "      <td>0.103972</td>\n",
       "      <td>0.103970</td>\n",
       "      <td>0.115226</td>\n",
       "      <td>0.250667</td>\n",
       "      <td>0.250511</td>\n",
       "      <td>0.164835</td>\n",
       "      <td>0.064383</td>\n",
       "      <td>0.054901</td>\n",
       "      <td>0.182348</td>\n",
       "      <td>...</td>\n",
       "      <td>0.096520</td>\n",
       "      <td>0.053616</td>\n",
       "      <td>0.092037</td>\n",
       "      <td>-0.116782</td>\n",
       "      <td>-0.061291</td>\n",
       "      <td>0.081595</td>\n",
       "      <td>-0.028966</td>\n",
       "      <td>0.160182</td>\n",
       "      <td>-0.019552</td>\n",
       "      <td>-0.030683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZBRA</th>\n",
       "      <td>0.080537</td>\n",
       "      <td>-0.007422</td>\n",
       "      <td>0.048676</td>\n",
       "      <td>0.209408</td>\n",
       "      <td>0.024235</td>\n",
       "      <td>0.132741</td>\n",
       "      <td>0.275259</td>\n",
       "      <td>0.287503</td>\n",
       "      <td>0.128075</td>\n",
       "      <td>0.188514</td>\n",
       "      <td>...</td>\n",
       "      <td>0.154845</td>\n",
       "      <td>0.030965</td>\n",
       "      <td>0.312062</td>\n",
       "      <td>0.149270</td>\n",
       "      <td>-0.045523</td>\n",
       "      <td>0.065650</td>\n",
       "      <td>0.092238</td>\n",
       "      <td>0.276019</td>\n",
       "      <td>-0.009425</td>\n",
       "      <td>0.113187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEN</th>\n",
       "      <td>0.085732</td>\n",
       "      <td>-0.055586</td>\n",
       "      <td>0.020975</td>\n",
       "      <td>0.228947</td>\n",
       "      <td>0.043588</td>\n",
       "      <td>0.064262</td>\n",
       "      <td>0.174764</td>\n",
       "      <td>0.094167</td>\n",
       "      <td>-0.023978</td>\n",
       "      <td>0.158821</td>\n",
       "      <td>...</td>\n",
       "      <td>0.182949</td>\n",
       "      <td>-0.075321</td>\n",
       "      <td>0.330109</td>\n",
       "      <td>0.001930</td>\n",
       "      <td>0.043836</td>\n",
       "      <td>-0.048333</td>\n",
       "      <td>-0.022137</td>\n",
       "      <td>0.363241</td>\n",
       "      <td>-0.016809</td>\n",
       "      <td>0.076342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEUS</th>\n",
       "      <td>0.095661</td>\n",
       "      <td>-0.070107</td>\n",
       "      <td>-0.145503</td>\n",
       "      <td>-0.116658</td>\n",
       "      <td>0.279077</td>\n",
       "      <td>0.092519</td>\n",
       "      <td>0.147946</td>\n",
       "      <td>0.129551</td>\n",
       "      <td>0.038570</td>\n",
       "      <td>0.038893</td>\n",
       "      <td>...</td>\n",
       "      <td>0.240811</td>\n",
       "      <td>0.073914</td>\n",
       "      <td>0.102251</td>\n",
       "      <td>-0.018281</td>\n",
       "      <td>-0.057680</td>\n",
       "      <td>-0.073449</td>\n",
       "      <td>0.100207</td>\n",
       "      <td>0.156562</td>\n",
       "      <td>0.075006</td>\n",
       "      <td>0.078277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZF</th>\n",
       "      <td>-0.091077</td>\n",
       "      <td>-0.141518</td>\n",
       "      <td>-0.112839</td>\n",
       "      <td>-0.131563</td>\n",
       "      <td>0.011119</td>\n",
       "      <td>-0.038951</td>\n",
       "      <td>0.112276</td>\n",
       "      <td>-0.056818</td>\n",
       "      <td>-0.029016</td>\n",
       "      <td>-0.175176</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.011866</td>\n",
       "      <td>0.390792</td>\n",
       "      <td>-0.054231</td>\n",
       "      <td>-0.014431</td>\n",
       "      <td>-0.015009</td>\n",
       "      <td>-0.142225</td>\n",
       "      <td>0.420376</td>\n",
       "      <td>-0.110230</td>\n",
       "      <td>-0.022624</td>\n",
       "      <td>0.051022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZG</th>\n",
       "      <td>0.042520</td>\n",
       "      <td>-0.048562</td>\n",
       "      <td>-0.005695</td>\n",
       "      <td>0.298198</td>\n",
       "      <td>0.023807</td>\n",
       "      <td>0.035574</td>\n",
       "      <td>0.161961</td>\n",
       "      <td>-0.068741</td>\n",
       "      <td>0.021989</td>\n",
       "      <td>0.195152</td>\n",
       "      <td>...</td>\n",
       "      <td>0.046396</td>\n",
       "      <td>0.023449</td>\n",
       "      <td>0.414133</td>\n",
       "      <td>-0.026581</td>\n",
       "      <td>0.007602</td>\n",
       "      <td>-0.041345</td>\n",
       "      <td>0.068955</td>\n",
       "      <td>0.271925</td>\n",
       "      <td>-0.099910</td>\n",
       "      <td>0.084906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZGNX</th>\n",
       "      <td>-0.007607</td>\n",
       "      <td>0.055089</td>\n",
       "      <td>0.094870</td>\n",
       "      <td>0.061923</td>\n",
       "      <td>-0.022465</td>\n",
       "      <td>0.160893</td>\n",
       "      <td>-0.045513</td>\n",
       "      <td>0.096113</td>\n",
       "      <td>-0.031117</td>\n",
       "      <td>-0.010588</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.046413</td>\n",
       "      <td>-0.039345</td>\n",
       "      <td>0.010801</td>\n",
       "      <td>-0.079055</td>\n",
       "      <td>-0.040239</td>\n",
       "      <td>0.001207</td>\n",
       "      <td>-0.062846</td>\n",
       "      <td>-0.047463</td>\n",
       "      <td>0.073235</td>\n",
       "      <td>0.112045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZION</th>\n",
       "      <td>0.164619</td>\n",
       "      <td>0.150543</td>\n",
       "      <td>-0.044797</td>\n",
       "      <td>0.020271</td>\n",
       "      <td>0.115745</td>\n",
       "      <td>0.041800</td>\n",
       "      <td>0.022938</td>\n",
       "      <td>0.234613</td>\n",
       "      <td>0.093589</td>\n",
       "      <td>0.104416</td>\n",
       "      <td>...</td>\n",
       "      <td>0.117256</td>\n",
       "      <td>-0.071692</td>\n",
       "      <td>0.120050</td>\n",
       "      <td>0.101168</td>\n",
       "      <td>-0.004751</td>\n",
       "      <td>-0.005280</td>\n",
       "      <td>-0.003145</td>\n",
       "      <td>0.101967</td>\n",
       "      <td>0.124948</td>\n",
       "      <td>0.001868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZIOP</th>\n",
       "      <td>0.050104</td>\n",
       "      <td>0.030594</td>\n",
       "      <td>-0.012860</td>\n",
       "      <td>-0.036417</td>\n",
       "      <td>0.047230</td>\n",
       "      <td>-0.052003</td>\n",
       "      <td>-0.139845</td>\n",
       "      <td>0.072459</td>\n",
       "      <td>-0.076832</td>\n",
       "      <td>-0.000819</td>\n",
       "      <td>...</td>\n",
       "      <td>0.122014</td>\n",
       "      <td>-0.135420</td>\n",
       "      <td>-0.099833</td>\n",
       "      <td>0.086499</td>\n",
       "      <td>-0.014675</td>\n",
       "      <td>-0.048139</td>\n",
       "      <td>-0.005824</td>\n",
       "      <td>0.045779</td>\n",
       "      <td>-0.014247</td>\n",
       "      <td>-0.014266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZIV</th>\n",
       "      <td>0.248186</td>\n",
       "      <td>-0.019118</td>\n",
       "      <td>0.057491</td>\n",
       "      <td>0.001644</td>\n",
       "      <td>-0.095276</td>\n",
       "      <td>0.171575</td>\n",
       "      <td>0.125865</td>\n",
       "      <td>-0.011016</td>\n",
       "      <td>0.235206</td>\n",
       "      <td>0.171236</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.039783</td>\n",
       "      <td>0.092286</td>\n",
       "      <td>0.013544</td>\n",
       "      <td>0.021776</td>\n",
       "      <td>-0.105796</td>\n",
       "      <td>0.036128</td>\n",
       "      <td>0.024002</td>\n",
       "      <td>-0.125921</td>\n",
       "      <td>-0.027954</td>\n",
       "      <td>0.010094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZIXI</th>\n",
       "      <td>0.071348</td>\n",
       "      <td>-0.007699</td>\n",
       "      <td>-0.059784</td>\n",
       "      <td>-0.042264</td>\n",
       "      <td>0.206955</td>\n",
       "      <td>0.135125</td>\n",
       "      <td>0.085244</td>\n",
       "      <td>0.224178</td>\n",
       "      <td>0.004282</td>\n",
       "      <td>0.154188</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.033768</td>\n",
       "      <td>0.149421</td>\n",
       "      <td>-0.064822</td>\n",
       "      <td>0.017377</td>\n",
       "      <td>0.022661</td>\n",
       "      <td>-0.012202</td>\n",
       "      <td>0.071841</td>\n",
       "      <td>0.022529</td>\n",
       "      <td>-0.008871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZN</th>\n",
       "      <td>-0.075012</td>\n",
       "      <td>-0.085134</td>\n",
       "      <td>-0.055905</td>\n",
       "      <td>-0.104785</td>\n",
       "      <td>0.029818</td>\n",
       "      <td>0.111177</td>\n",
       "      <td>0.211790</td>\n",
       "      <td>-0.101778</td>\n",
       "      <td>0.046649</td>\n",
       "      <td>-0.083528</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.033768</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.021123</td>\n",
       "      <td>-0.025441</td>\n",
       "      <td>-0.061301</td>\n",
       "      <td>-0.038975</td>\n",
       "      <td>0.191112</td>\n",
       "      <td>-0.106956</td>\n",
       "      <td>-0.041835</td>\n",
       "      <td>-0.024262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNGA</th>\n",
       "      <td>0.063014</td>\n",
       "      <td>0.020346</td>\n",
       "      <td>-0.003227</td>\n",
       "      <td>0.237013</td>\n",
       "      <td>-0.084042</td>\n",
       "      <td>0.078470</td>\n",
       "      <td>0.304573</td>\n",
       "      <td>0.084040</td>\n",
       "      <td>0.057295</td>\n",
       "      <td>0.310187</td>\n",
       "      <td>...</td>\n",
       "      <td>0.149421</td>\n",
       "      <td>-0.021123</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.063867</td>\n",
       "      <td>0.015348</td>\n",
       "      <td>-0.049412</td>\n",
       "      <td>-0.030803</td>\n",
       "      <td>0.156122</td>\n",
       "      <td>-0.000068</td>\n",
       "      <td>-0.009361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZOES</th>\n",
       "      <td>0.127241</td>\n",
       "      <td>-0.042961</td>\n",
       "      <td>-0.087460</td>\n",
       "      <td>0.032423</td>\n",
       "      <td>-0.004959</td>\n",
       "      <td>-0.086914</td>\n",
       "      <td>-0.060839</td>\n",
       "      <td>0.090948</td>\n",
       "      <td>0.168538</td>\n",
       "      <td>-0.035555</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.064822</td>\n",
       "      <td>-0.025441</td>\n",
       "      <td>-0.063867</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.117979</td>\n",
       "      <td>-0.025396</td>\n",
       "      <td>0.003489</td>\n",
       "      <td>0.042924</td>\n",
       "      <td>0.000780</td>\n",
       "      <td>-0.004946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZSAN</th>\n",
       "      <td>0.121771</td>\n",
       "      <td>0.194371</td>\n",
       "      <td>-0.051808</td>\n",
       "      <td>-0.047567</td>\n",
       "      <td>0.045360</td>\n",
       "      <td>-0.027148</td>\n",
       "      <td>-0.105561</td>\n",
       "      <td>0.041983</td>\n",
       "      <td>-0.007980</td>\n",
       "      <td>-0.047298</td>\n",
       "      <td>...</td>\n",
       "      <td>0.017377</td>\n",
       "      <td>-0.061301</td>\n",
       "      <td>0.015348</td>\n",
       "      <td>0.117979</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.033185</td>\n",
       "      <td>0.062229</td>\n",
       "      <td>0.479005</td>\n",
       "      <td>-0.032999</td>\n",
       "      <td>0.082366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZTO</th>\n",
       "      <td>0.136515</td>\n",
       "      <td>0.026586</td>\n",
       "      <td>0.074235</td>\n",
       "      <td>0.177463</td>\n",
       "      <td>-0.092369</td>\n",
       "      <td>0.073356</td>\n",
       "      <td>-0.056209</td>\n",
       "      <td>0.089792</td>\n",
       "      <td>-0.046133</td>\n",
       "      <td>0.022381</td>\n",
       "      <td>...</td>\n",
       "      <td>0.022661</td>\n",
       "      <td>-0.038975</td>\n",
       "      <td>-0.049412</td>\n",
       "      <td>-0.025396</td>\n",
       "      <td>0.033185</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.009572</td>\n",
       "      <td>0.025522</td>\n",
       "      <td>0.092874</td>\n",
       "      <td>-0.042583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZTR</th>\n",
       "      <td>0.080561</td>\n",
       "      <td>-0.135345</td>\n",
       "      <td>-0.133726</td>\n",
       "      <td>-0.116039</td>\n",
       "      <td>0.039509</td>\n",
       "      <td>-0.030577</td>\n",
       "      <td>0.101672</td>\n",
       "      <td>-0.032551</td>\n",
       "      <td>0.005618</td>\n",
       "      <td>-0.127739</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.012202</td>\n",
       "      <td>0.191112</td>\n",
       "      <td>-0.030803</td>\n",
       "      <td>0.003489</td>\n",
       "      <td>0.062229</td>\n",
       "      <td>-0.009572</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.017656</td>\n",
       "      <td>0.049988</td>\n",
       "      <td>0.079114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZTS</th>\n",
       "      <td>0.135047</td>\n",
       "      <td>0.148017</td>\n",
       "      <td>0.107543</td>\n",
       "      <td>0.159378</td>\n",
       "      <td>-0.000415</td>\n",
       "      <td>0.081589</td>\n",
       "      <td>-0.016221</td>\n",
       "      <td>0.127527</td>\n",
       "      <td>0.035664</td>\n",
       "      <td>0.083838</td>\n",
       "      <td>...</td>\n",
       "      <td>0.071841</td>\n",
       "      <td>-0.106956</td>\n",
       "      <td>0.156122</td>\n",
       "      <td>0.042924</td>\n",
       "      <td>0.479005</td>\n",
       "      <td>0.025522</td>\n",
       "      <td>0.017656</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.028240</td>\n",
       "      <td>0.091905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZUMZ</th>\n",
       "      <td>0.050784</td>\n",
       "      <td>0.046931</td>\n",
       "      <td>0.007502</td>\n",
       "      <td>0.032977</td>\n",
       "      <td>0.055090</td>\n",
       "      <td>0.009117</td>\n",
       "      <td>-0.114740</td>\n",
       "      <td>0.161602</td>\n",
       "      <td>-0.025409</td>\n",
       "      <td>0.078496</td>\n",
       "      <td>...</td>\n",
       "      <td>0.022529</td>\n",
       "      <td>-0.041835</td>\n",
       "      <td>-0.000068</td>\n",
       "      <td>0.000780</td>\n",
       "      <td>-0.032999</td>\n",
       "      <td>0.092874</td>\n",
       "      <td>0.049988</td>\n",
       "      <td>0.028240</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.072004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZYNE</th>\n",
       "      <td>-0.068628</td>\n",
       "      <td>0.050018</td>\n",
       "      <td>0.048029</td>\n",
       "      <td>-0.057208</td>\n",
       "      <td>0.047563</td>\n",
       "      <td>0.127591</td>\n",
       "      <td>0.100752</td>\n",
       "      <td>0.005615</td>\n",
       "      <td>-0.036925</td>\n",
       "      <td>-0.092715</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.008871</td>\n",
       "      <td>-0.024262</td>\n",
       "      <td>-0.009361</td>\n",
       "      <td>-0.004946</td>\n",
       "      <td>0.082366</td>\n",
       "      <td>-0.042583</td>\n",
       "      <td>0.079114</td>\n",
       "      <td>0.091905</td>\n",
       "      <td>-0.072004</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3601 rows × 3601 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "ticker         A        AA      AAAP       AAC       AAL       AAN      AAOI  \\\n",
       "ticker                                                                         \n",
       "A       1.000000  0.081415 -0.031959  0.030681 -0.015214  0.027384 -0.086513   \n",
       "AA      0.081415  1.000000  0.023064  0.014622  0.044007  0.004585 -0.138951   \n",
       "AAAP   -0.031959  0.023064  1.000000  0.084900 -0.098549  0.209179 -0.120213   \n",
       "AAC     0.030681  0.014622  0.084900  1.000000 -0.101727  0.092017  0.028259   \n",
       "AAL    -0.015214  0.044007 -0.098549 -0.101727  1.000000  0.130848 -0.085885   \n",
       "AAN     0.027384  0.004585  0.209179  0.092017  0.130848  1.000000  0.053742   \n",
       "AAOI   -0.086513 -0.138951 -0.120213  0.028259 -0.085885  0.053742  1.000000   \n",
       "AAON    0.044540  0.050348  0.048884  0.151913  0.080921  0.054011  0.079070   \n",
       "AAP     0.317125 -0.064357 -0.052755 -0.012931 -0.037332 -0.005856  0.025648   \n",
       "AAPL    0.066117  0.011126  0.209714  0.190990  0.081803  0.146546  0.012507   \n",
       "AAT     0.025257 -0.025586  0.016279  0.041349  0.127683  0.009271 -0.032905   \n",
       "AAWW   -0.000465 -0.049522 -0.001196  0.081897 -0.014908  0.172542  0.374188   \n",
       "AAXJ    0.067340 -0.061003  0.062952  0.019338  0.148315  0.140185  0.021203   \n",
       "AAXN   -0.034083  0.061902 -0.053948  0.135287  0.022413 -0.086195 -0.025667   \n",
       "AB      0.162282 -0.050064 -0.025307 -0.052806  0.102647  0.076910  0.013652   \n",
       "ABAX    0.065270  0.037768 -0.042913 -0.021456  0.309345  0.262280 -0.188629   \n",
       "ABB     0.023162 -0.035267 -0.008573 -0.157276  0.122859 -0.122563 -0.040696   \n",
       "ABBV    0.049321  0.214864  0.171628  0.155431  0.269737  0.288996 -0.131743   \n",
       "ABC     0.062148  0.007422  0.086858  0.205338  0.115886  0.059672 -0.097410   \n",
       "ABCB    0.143938  0.193958 -0.004572  0.108977  0.186718  0.044289 -0.112853   \n",
       "ABEO    0.026831  0.165064  0.148408  0.164874  0.013547  0.227244 -0.044189   \n",
       "ABEV    0.090391 -0.063361  0.034171  0.117512  0.020545  0.100589  0.104794   \n",
       "ABG     0.030710  0.006138  0.006518 -0.011442  0.087816 -0.017921 -0.201020   \n",
       "ABM     0.057453  0.095206 -0.003837  0.039738  0.241818  0.035976 -0.153071   \n",
       "ABMD    0.130041  0.082552  0.282826  0.125597  0.105114  0.237096 -0.088989   \n",
       "ABR     0.044774 -0.077415  0.046360  0.081880 -0.103792  0.081854  0.082426   \n",
       "ABT     0.064993  0.108228  0.129987  0.020843  0.171430  0.053787 -0.208663   \n",
       "ABTX    0.068137  0.208171  0.083321  0.025835  0.255374  0.094208 -0.119580   \n",
       "ABUS   -0.055875  0.117938  0.060206  0.108517  0.006652  0.080669 -0.044453   \n",
       "ABX     0.002483  0.150066 -0.151193 -0.093188  0.266268 -0.101315 -0.138498   \n",
       "...          ...       ...       ...       ...       ...       ...       ...   \n",
       "YORW    0.066090  0.002980 -0.036924  0.003731  0.178711  0.029847 -0.003783   \n",
       "YPF     0.020551 -0.052602 -0.064114 -0.063794  0.096283 -0.118698 -0.117246   \n",
       "YRCW    0.035845 -0.007180 -0.001213  0.074999 -0.027344  0.014915  0.039614   \n",
       "YRD     0.134108 -0.005791  0.185122  0.046787 -0.140237  0.202013  0.143869   \n",
       "YUM     0.043168 -0.078363  0.009326  0.176930  0.158195  0.053104 -0.042219   \n",
       "YUMC    0.018404 -0.064686 -0.036804 -0.061402  0.062685 -0.006305  0.066792   \n",
       "YY      0.302941  0.043795  0.109505  0.131908 -0.126222  0.065657  0.013758   \n",
       "Z       0.080713 -0.059136 -0.078752  0.083123  0.048575 -0.035646  0.285978   \n",
       "ZAGG    0.159009  0.154022  0.364396  0.395259 -0.209984  0.226412 -0.148447   \n",
       "ZAYO    0.068844 -0.046869 -0.060525  0.095502  0.100011 -0.064115 -0.096977   \n",
       "ZBH     0.023854  0.103972  0.103970  0.115226  0.250667  0.250511  0.164835   \n",
       "ZBRA    0.080537 -0.007422  0.048676  0.209408  0.024235  0.132741  0.275259   \n",
       "ZEN     0.085732 -0.055586  0.020975  0.228947  0.043588  0.064262  0.174764   \n",
       "ZEUS    0.095661 -0.070107 -0.145503 -0.116658  0.279077  0.092519  0.147946   \n",
       "ZF     -0.091077 -0.141518 -0.112839 -0.131563  0.011119 -0.038951  0.112276   \n",
       "ZG      0.042520 -0.048562 -0.005695  0.298198  0.023807  0.035574  0.161961   \n",
       "ZGNX   -0.007607  0.055089  0.094870  0.061923 -0.022465  0.160893 -0.045513   \n",
       "ZION    0.164619  0.150543 -0.044797  0.020271  0.115745  0.041800  0.022938   \n",
       "ZIOP    0.050104  0.030594 -0.012860 -0.036417  0.047230 -0.052003 -0.139845   \n",
       "ZIV     0.248186 -0.019118  0.057491  0.001644 -0.095276  0.171575  0.125865   \n",
       "ZIXI    0.071348 -0.007699 -0.059784 -0.042264  0.206955  0.135125  0.085244   \n",
       "ZN     -0.075012 -0.085134 -0.055905 -0.104785  0.029818  0.111177  0.211790   \n",
       "ZNGA    0.063014  0.020346 -0.003227  0.237013 -0.084042  0.078470  0.304573   \n",
       "ZOES    0.127241 -0.042961 -0.087460  0.032423 -0.004959 -0.086914 -0.060839   \n",
       "ZSAN    0.121771  0.194371 -0.051808 -0.047567  0.045360 -0.027148 -0.105561   \n",
       "ZTO     0.136515  0.026586  0.074235  0.177463 -0.092369  0.073356 -0.056209   \n",
       "ZTR     0.080561 -0.135345 -0.133726 -0.116039  0.039509 -0.030577  0.101672   \n",
       "ZTS     0.135047  0.148017  0.107543  0.159378 -0.000415  0.081589 -0.016221   \n",
       "ZUMZ    0.050784  0.046931  0.007502  0.032977  0.055090  0.009117 -0.114740   \n",
       "ZYNE   -0.068628  0.050018  0.048029 -0.057208  0.047563  0.127591  0.100752   \n",
       "\n",
       "ticker      AAON       AAP      AAPL    ...         ZIXI        ZN      ZNGA  \\\n",
       "ticker                                  ...                                    \n",
       "A       0.044540  0.317125  0.066117    ...     0.071348 -0.075012  0.063014   \n",
       "AA      0.050348 -0.064357  0.011126    ...    -0.007699 -0.085134  0.020346   \n",
       "AAAP    0.048884 -0.052755  0.209714    ...    -0.059784 -0.055905 -0.003227   \n",
       "AAC     0.151913 -0.012931  0.190990    ...    -0.042264 -0.104785  0.237013   \n",
       "AAL     0.080921 -0.037332  0.081803    ...     0.206955  0.029818 -0.084042   \n",
       "AAN     0.054011 -0.005856  0.146546    ...     0.135125  0.111177  0.078470   \n",
       "AAOI    0.079070  0.025648  0.012507    ...     0.085244  0.211790  0.304573   \n",
       "AAON    1.000000 -0.041036  0.105315    ...     0.224178 -0.101778  0.084040   \n",
       "AAP    -0.041036  1.000000  0.016393    ...     0.004282  0.046649  0.057295   \n",
       "AAPL    0.105315  0.016393  1.000000    ...     0.154188 -0.083528  0.310187   \n",
       "AAT     0.295117 -0.018523  0.147083    ...     0.221471 -0.113783  0.006830   \n",
       "AAWW    0.066574  0.091664  0.223419    ...     0.125289  0.244519  0.277849   \n",
       "AAXJ    0.042440 -0.107902  0.114350    ...    -0.039334  0.031399  0.048563   \n",
       "AAXN    0.101169 -0.060807 -0.015359    ...     0.026861 -0.070977  0.005295   \n",
       "AB      0.026276  0.005819  0.049169    ...     0.178743 -0.067340  0.109587   \n",
       "ABAX    0.126102 -0.085557  0.139546    ...     0.071175 -0.023269 -0.000550   \n",
       "ABB    -0.004214 -0.089694 -0.110738    ...     0.021983  0.062345 -0.066739   \n",
       "ABBV    0.209423 -0.013836  0.234541    ...     0.224031 -0.094678  0.071289   \n",
       "ABC     0.311870 -0.007846  0.175290    ...    -0.013836 -0.140132  0.033629   \n",
       "ABCB    0.465601 -0.061570  0.098914    ...     0.205620 -0.077485 -0.072612   \n",
       "ABEO    0.152726 -0.033114  0.111381    ...     0.084146  0.032188 -0.012659   \n",
       "ABEV   -0.019721  0.030084  0.146483    ...     0.258233  0.064679  0.327849   \n",
       "ABG     0.206410 -0.078236 -0.015772    ...     0.096110 -0.117828 -0.113507   \n",
       "ABM     0.242487 -0.084376  0.116745    ...     0.064131 -0.088794 -0.010421   \n",
       "ABMD    0.055578 -0.006053  0.151379    ...     0.039602 -0.090999  0.064665   \n",
       "ABR     0.088587 -0.017878  0.135850    ...     0.064504 -0.026141  0.139689   \n",
       "ABT     0.229060 -0.036278  0.061166    ...     0.067069 -0.114292 -0.005181   \n",
       "ABTX    0.176226 -0.049079  0.124049    ...     0.260500 -0.140815  0.031138   \n",
       "ABUS    0.118590 -0.060447  0.202838    ...     0.034758 -0.072493  0.070045   \n",
       "ABX     0.129803 -0.035501 -0.076667    ...     0.065872 -0.090516 -0.131708   \n",
       "...          ...       ...       ...    ...          ...       ...       ...   \n",
       "YORW    0.188478  0.015796  0.175324    ...     0.363814 -0.028999  0.132279   \n",
       "YPF    -0.041870 -0.067771 -0.107537    ...    -0.013095 -0.105779 -0.031049   \n",
       "YRCW    0.078285  0.008945  0.137932    ...     0.047213 -0.065641  0.260887   \n",
       "YRD     0.050386  0.031881  0.122145    ...    -0.103790  0.006463 -0.058046   \n",
       "YUM     0.352562  0.036226  0.176079    ...     0.331833 -0.044897  0.080929   \n",
       "YUMC   -0.108744  0.027328 -0.035338    ...     0.065741  0.406498  0.084172   \n",
       "YY     -0.019576  0.203341  0.118257    ...    -0.079880 -0.036088 -0.000415   \n",
       "Z      -0.117120  0.098235  0.102766    ...     0.061909  0.157386  0.369325   \n",
       "ZAGG    0.050536 -0.005250  0.272465    ...    -0.053125 -0.105181  0.094373   \n",
       "ZAYO    0.048202 -0.037112  0.026600    ...     0.078592 -0.082499  0.051016   \n",
       "ZBH     0.064383  0.054901  0.182348    ...     0.096520  0.053616  0.092037   \n",
       "ZBRA    0.287503  0.128075  0.188514    ...     0.154845  0.030965  0.312062   \n",
       "ZEN     0.094167 -0.023978  0.158821    ...     0.182949 -0.075321  0.330109   \n",
       "ZEUS    0.129551  0.038570  0.038893    ...     0.240811  0.073914  0.102251   \n",
       "ZF     -0.056818 -0.029016 -0.175176    ...    -0.011866  0.390792 -0.054231   \n",
       "ZG     -0.068741  0.021989  0.195152    ...     0.046396  0.023449  0.414133   \n",
       "ZGNX    0.096113 -0.031117 -0.010588    ...    -0.046413 -0.039345  0.010801   \n",
       "ZION    0.234613  0.093589  0.104416    ...     0.117256 -0.071692  0.120050   \n",
       "ZIOP    0.072459 -0.076832 -0.000819    ...     0.122014 -0.135420 -0.099833   \n",
       "ZIV    -0.011016  0.235206  0.171236    ...    -0.039783  0.092286  0.013544   \n",
       "ZIXI    0.224178  0.004282  0.154188    ...     1.000000 -0.033768  0.149421   \n",
       "ZN     -0.101778  0.046649 -0.083528    ...    -0.033768  1.000000 -0.021123   \n",
       "ZNGA    0.084040  0.057295  0.310187    ...     0.149421 -0.021123  1.000000   \n",
       "ZOES    0.090948  0.168538 -0.035555    ...    -0.064822 -0.025441 -0.063867   \n",
       "ZSAN    0.041983 -0.007980 -0.047298    ...     0.017377 -0.061301  0.015348   \n",
       "ZTO     0.089792 -0.046133  0.022381    ...     0.022661 -0.038975 -0.049412   \n",
       "ZTR    -0.032551  0.005618 -0.127739    ...    -0.012202  0.191112 -0.030803   \n",
       "ZTS     0.127527  0.035664  0.083838    ...     0.071841 -0.106956  0.156122   \n",
       "ZUMZ    0.161602 -0.025409  0.078496    ...     0.022529 -0.041835 -0.000068   \n",
       "ZYNE    0.005615 -0.036925 -0.092715    ...    -0.008871 -0.024262 -0.009361   \n",
       "\n",
       "ticker      ZOES      ZSAN       ZTO       ZTR       ZTS      ZUMZ      ZYNE  \n",
       "ticker                                                                        \n",
       "A       0.127241  0.121771  0.136515  0.080561  0.135047  0.050784 -0.068628  \n",
       "AA     -0.042961  0.194371  0.026586 -0.135345  0.148017  0.046931  0.050018  \n",
       "AAAP   -0.087460 -0.051808  0.074235 -0.133726  0.107543  0.007502  0.048029  \n",
       "AAC     0.032423 -0.047567  0.177463 -0.116039  0.159378  0.032977 -0.057208  \n",
       "AAL    -0.004959  0.045360 -0.092369  0.039509 -0.000415  0.055090  0.047563  \n",
       "AAN    -0.086914 -0.027148  0.073356 -0.030577  0.081589  0.009117  0.127591  \n",
       "AAOI   -0.060839 -0.105561 -0.056209  0.101672 -0.016221 -0.114740  0.100752  \n",
       "AAON    0.090948  0.041983  0.089792 -0.032551  0.127527  0.161602  0.005615  \n",
       "AAP     0.168538 -0.007980 -0.046133  0.005618  0.035664 -0.025409 -0.036925  \n",
       "AAPL   -0.035555 -0.047298  0.022381 -0.127739  0.083838  0.078496 -0.092715  \n",
       "AAT     0.041825  0.035770  0.074128  0.065423  0.185689  0.048237  0.004958  \n",
       "AAWW   -0.057915 -0.090355  0.011849  0.060733  0.036779  0.004911  0.045371  \n",
       "AAXJ   -0.055478 -0.059173  0.120662 -0.044417 -0.042993  0.028588  0.036365  \n",
       "AAXN    0.057190  0.004598  0.027172  0.213744  0.082707  0.022164  0.055822  \n",
       "AB      0.064703  0.223921 -0.031371  0.119825  0.310958 -0.048050  0.006736  \n",
       "ABAX    0.044347  0.030615 -0.035846  0.038918  0.018067  0.033785 -0.030572  \n",
       "ABB    -0.035591 -0.041228  0.005745  0.131992  0.067196  0.009919 -0.038287  \n",
       "ABBV   -0.045414  0.003140  0.167268 -0.061772  0.027229  0.284971  0.076460  \n",
       "ABC    -0.022145  0.078878  0.018700 -0.034252  0.223917  0.088204 -0.027868  \n",
       "ABCB    0.041472  0.023663  0.099700 -0.089844  0.006938  0.148451  0.054577  \n",
       "ABEO   -0.130119 -0.070453  0.206254 -0.212512 -0.110464  0.035209 -0.052789  \n",
       "ABEV   -0.079897 -0.043633  0.058248  0.022600  0.133416  0.104158 -0.089813  \n",
       "ABG     0.025180  0.149525  0.017343  0.116084  0.148518 -0.044817 -0.018921  \n",
       "ABM    -0.053395 -0.015231  0.048437 -0.065111  0.009771  0.121857 -0.030494  \n",
       "ABMD   -0.041097 -0.007872  0.013000 -0.135928  0.230404  0.028084 -0.030347  \n",
       "ABR    -0.076012 -0.097985  0.160561 -0.104544 -0.014344  0.034769 -0.041647  \n",
       "ABT     0.155608  0.043681  0.077211  0.038754  0.101979  0.078887  0.136059  \n",
       "ABTX    0.004866  0.021036  0.065887  0.025223  0.208892  0.035897  0.007359  \n",
       "ABUS   -0.084223 -0.036030  0.043797 -0.161265 -0.070141  0.058491 -0.048043  \n",
       "ABX     0.116989  0.249188 -0.056708  0.120176  0.335520  0.008599  0.026887  \n",
       "...          ...       ...       ...       ...       ...       ...       ...  \n",
       "YORW    0.059412 -0.008527 -0.018515 -0.035442  0.096158  0.090955  0.027293  \n",
       "YPF     0.002339 -0.089138 -0.041692  0.128792 -0.029433 -0.113314  0.039306  \n",
       "YRCW    0.010175  0.022440 -0.049138  0.003627  0.167353 -0.021618  0.047049  \n",
       "YRD    -0.125913 -0.043190  0.181710 -0.152125 -0.082651 -0.021912  0.005630  \n",
       "YUM     0.042898  0.091228  0.031195  0.095511  0.329769  0.104132  0.014657  \n",
       "YUMC   -0.015112 -0.056822 -0.029176  0.049469  0.036132  0.096267 -0.022171  \n",
       "YY     -0.062375 -0.058091  0.072742 -0.062585 -0.088981  0.006940 -0.016961  \n",
       "Z       0.006908 -0.010225 -0.103155  0.178261  0.191145 -0.112813  0.108879  \n",
       "ZAGG   -0.081047 -0.124738  0.189827 -0.233097  0.050558  0.058618 -0.092567  \n",
       "ZAYO   -0.000324  0.068933  0.144318  0.160254  0.165678  0.077172 -0.017166  \n",
       "ZBH    -0.116782 -0.061291  0.081595 -0.028966  0.160182 -0.019552 -0.030683  \n",
       "ZBRA    0.149270 -0.045523  0.065650  0.092238  0.276019 -0.009425  0.113187  \n",
       "ZEN     0.001930  0.043836 -0.048333 -0.022137  0.363241 -0.016809  0.076342  \n",
       "ZEUS   -0.018281 -0.057680 -0.073449  0.100207  0.156562  0.075006  0.078277  \n",
       "ZF     -0.014431 -0.015009 -0.142225  0.420376 -0.110230 -0.022624  0.051022  \n",
       "ZG     -0.026581  0.007602 -0.041345  0.068955  0.271925 -0.099910  0.084906  \n",
       "ZGNX   -0.079055 -0.040239  0.001207 -0.062846 -0.047463  0.073235  0.112045  \n",
       "ZION    0.101168 -0.004751 -0.005280 -0.003145  0.101967  0.124948  0.001868  \n",
       "ZIOP    0.086499 -0.014675 -0.048139 -0.005824  0.045779 -0.014247 -0.014266  \n",
       "ZIV     0.021776 -0.105796  0.036128  0.024002 -0.125921 -0.027954  0.010094  \n",
       "ZIXI   -0.064822  0.017377  0.022661 -0.012202  0.071841  0.022529 -0.008871  \n",
       "ZN     -0.025441 -0.061301 -0.038975  0.191112 -0.106956 -0.041835 -0.024262  \n",
       "ZNGA   -0.063867  0.015348 -0.049412 -0.030803  0.156122 -0.000068 -0.009361  \n",
       "ZOES    1.000000  0.117979 -0.025396  0.003489  0.042924  0.000780 -0.004946  \n",
       "ZSAN    0.117979  1.000000  0.033185  0.062229  0.479005 -0.032999  0.082366  \n",
       "ZTO    -0.025396  0.033185  1.000000 -0.009572  0.025522  0.092874 -0.042583  \n",
       "ZTR     0.003489  0.062229 -0.009572  1.000000  0.017656  0.049988  0.079114  \n",
       "ZTS     0.042924  0.479005  0.025522  0.017656  1.000000  0.028240  0.091905  \n",
       "ZUMZ    0.000780 -0.032999  0.092874  0.049988  0.028240  1.000000 -0.072004  \n",
       "ZYNE   -0.004946  0.082366 -0.042583  0.079114  0.091905 -0.072004  1.000000  \n",
       "\n",
       "[3601 rows x 3601 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.liquid_corr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, set the top half of correlation matrix to 0 (diagonal and above)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>ticker</th>\n",
       "      <th>A</th>\n",
       "      <th>AA</th>\n",
       "      <th>AAAP</th>\n",
       "      <th>AAC</th>\n",
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       "      <th>AAN</th>\n",
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       "      <th>A</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>AAAP</th>\n",
       "      <td>-0.031959</td>\n",
       "      <td>0.023064</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>AAC</th>\n",
       "      <td>0.030681</td>\n",
       "      <td>0.014622</td>\n",
       "      <td>0.084900</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>AAOI</th>\n",
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       "      <td>-0.138951</td>\n",
       "      <td>-0.120213</td>\n",
       "      <td>0.028259</td>\n",
       "      <td>-0.085885</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <th>AAON</th>\n",
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       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAP</th>\n",
       "      <td>0.317125</td>\n",
       "      <td>-0.064357</td>\n",
       "      <td>-0.052755</td>\n",
       "      <td>-0.012931</td>\n",
       "      <td>-0.037332</td>\n",
       "      <td>-0.005856</td>\n",
       "      <td>0.025648</td>\n",
       "      <td>-0.041036</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAPL</th>\n",
       "      <td>0.066117</td>\n",
       "      <td>0.011126</td>\n",
       "      <td>0.209714</td>\n",
       "      <td>0.190990</td>\n",
       "      <td>0.081803</td>\n",
       "      <td>0.146546</td>\n",
       "      <td>0.012507</td>\n",
       "      <td>0.105315</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAT</th>\n",
       "      <td>0.025257</td>\n",
       "      <td>-0.025586</td>\n",
       "      <td>0.016279</td>\n",
       "      <td>0.041349</td>\n",
       "      <td>0.127683</td>\n",
       "      <td>0.009271</td>\n",
       "      <td>-0.032905</td>\n",
       "      <td>0.295117</td>\n",
       "      <td>-0.018523</td>\n",
       "      <td>0.147083</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAWW</th>\n",
       "      <td>-0.000465</td>\n",
       "      <td>-0.049522</td>\n",
       "      <td>-0.001196</td>\n",
       "      <td>0.081897</td>\n",
       "      <td>-0.014908</td>\n",
       "      <td>0.172542</td>\n",
       "      <td>0.374188</td>\n",
       "      <td>0.066574</td>\n",
       "      <td>0.091664</td>\n",
       "      <td>0.223419</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAXJ</th>\n",
       "      <td>0.067340</td>\n",
       "      <td>-0.061003</td>\n",
       "      <td>0.062952</td>\n",
       "      <td>0.019338</td>\n",
       "      <td>0.148315</td>\n",
       "      <td>0.140185</td>\n",
       "      <td>0.021203</td>\n",
       "      <td>0.042440</td>\n",
       "      <td>-0.107902</td>\n",
       "      <td>0.114350</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAXN</th>\n",
       "      <td>-0.034083</td>\n",
       "      <td>0.061902</td>\n",
       "      <td>-0.053948</td>\n",
       "      <td>0.135287</td>\n",
       "      <td>0.022413</td>\n",
       "      <td>-0.086195</td>\n",
       "      <td>-0.025667</td>\n",
       "      <td>0.101169</td>\n",
       "      <td>-0.060807</td>\n",
       "      <td>-0.015359</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AB</th>\n",
       "      <td>0.162282</td>\n",
       "      <td>-0.050064</td>\n",
       "      <td>-0.025307</td>\n",
       "      <td>-0.052806</td>\n",
       "      <td>0.102647</td>\n",
       "      <td>0.076910</td>\n",
       "      <td>0.013652</td>\n",
       "      <td>0.026276</td>\n",
       "      <td>0.005819</td>\n",
       "      <td>0.049169</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABAX</th>\n",
       "      <td>0.065270</td>\n",
       "      <td>0.037768</td>\n",
       "      <td>-0.042913</td>\n",
       "      <td>-0.021456</td>\n",
       "      <td>0.309345</td>\n",
       "      <td>0.262280</td>\n",
       "      <td>-0.188629</td>\n",
       "      <td>0.126102</td>\n",
       "      <td>-0.085557</td>\n",
       "      <td>0.139546</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABB</th>\n",
       "      <td>0.023162</td>\n",
       "      <td>-0.035267</td>\n",
       "      <td>-0.008573</td>\n",
       "      <td>-0.157276</td>\n",
       "      <td>0.122859</td>\n",
       "      <td>-0.122563</td>\n",
       "      <td>-0.040696</td>\n",
       "      <td>-0.004214</td>\n",
       "      <td>-0.089694</td>\n",
       "      <td>-0.110738</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABBV</th>\n",
       "      <td>0.049321</td>\n",
       "      <td>0.214864</td>\n",
       "      <td>0.171628</td>\n",
       "      <td>0.155431</td>\n",
       "      <td>0.269737</td>\n",
       "      <td>0.288996</td>\n",
       "      <td>-0.131743</td>\n",
       "      <td>0.209423</td>\n",
       "      <td>-0.013836</td>\n",
       "      <td>0.234541</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABC</th>\n",
       "      <td>0.062148</td>\n",
       "      <td>0.007422</td>\n",
       "      <td>0.086858</td>\n",
       "      <td>0.205338</td>\n",
       "      <td>0.115886</td>\n",
       "      <td>0.059672</td>\n",
       "      <td>-0.097410</td>\n",
       "      <td>0.311870</td>\n",
       "      <td>-0.007846</td>\n",
       "      <td>0.175290</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABCB</th>\n",
       "      <td>0.143938</td>\n",
       "      <td>0.193958</td>\n",
       "      <td>-0.004572</td>\n",
       "      <td>0.108977</td>\n",
       "      <td>0.186718</td>\n",
       "      <td>0.044289</td>\n",
       "      <td>-0.112853</td>\n",
       "      <td>0.465601</td>\n",
       "      <td>-0.061570</td>\n",
       "      <td>0.098914</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABEO</th>\n",
       "      <td>0.026831</td>\n",
       "      <td>0.165064</td>\n",
       "      <td>0.148408</td>\n",
       "      <td>0.164874</td>\n",
       "      <td>0.013547</td>\n",
       "      <td>0.227244</td>\n",
       "      <td>-0.044189</td>\n",
       "      <td>0.152726</td>\n",
       "      <td>-0.033114</td>\n",
       "      <td>0.111381</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABEV</th>\n",
       "      <td>0.090391</td>\n",
       "      <td>-0.063361</td>\n",
       "      <td>0.034171</td>\n",
       "      <td>0.117512</td>\n",
       "      <td>0.020545</td>\n",
       "      <td>0.100589</td>\n",
       "      <td>0.104794</td>\n",
       "      <td>-0.019721</td>\n",
       "      <td>0.030084</td>\n",
       "      <td>0.146483</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABG</th>\n",
       "      <td>0.030710</td>\n",
       "      <td>0.006138</td>\n",
       "      <td>0.006518</td>\n",
       "      <td>-0.011442</td>\n",
       "      <td>0.087816</td>\n",
       "      <td>-0.017921</td>\n",
       "      <td>-0.201020</td>\n",
       "      <td>0.206410</td>\n",
       "      <td>-0.078236</td>\n",
       "      <td>-0.015772</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABM</th>\n",
       "      <td>0.057453</td>\n",
       "      <td>0.095206</td>\n",
       "      <td>-0.003837</td>\n",
       "      <td>0.039738</td>\n",
       "      <td>0.241818</td>\n",
       "      <td>0.035976</td>\n",
       "      <td>-0.153071</td>\n",
       "      <td>0.242487</td>\n",
       "      <td>-0.084376</td>\n",
       "      <td>0.116745</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABMD</th>\n",
       "      <td>0.130041</td>\n",
       "      <td>0.082552</td>\n",
       "      <td>0.282826</td>\n",
       "      <td>0.125597</td>\n",
       "      <td>0.105114</td>\n",
       "      <td>0.237096</td>\n",
       "      <td>-0.088989</td>\n",
       "      <td>0.055578</td>\n",
       "      <td>-0.006053</td>\n",
       "      <td>0.151379</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABR</th>\n",
       "      <td>0.044774</td>\n",
       "      <td>-0.077415</td>\n",
       "      <td>0.046360</td>\n",
       "      <td>0.081880</td>\n",
       "      <td>-0.103792</td>\n",
       "      <td>0.081854</td>\n",
       "      <td>0.082426</td>\n",
       "      <td>0.088587</td>\n",
       "      <td>-0.017878</td>\n",
       "      <td>0.135850</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABT</th>\n",
       "      <td>0.064993</td>\n",
       "      <td>0.108228</td>\n",
       "      <td>0.129987</td>\n",
       "      <td>0.020843</td>\n",
       "      <td>0.171430</td>\n",
       "      <td>0.053787</td>\n",
       "      <td>-0.208663</td>\n",
       "      <td>0.229060</td>\n",
       "      <td>-0.036278</td>\n",
       "      <td>0.061166</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABTX</th>\n",
       "      <td>0.068137</td>\n",
       "      <td>0.208171</td>\n",
       "      <td>0.083321</td>\n",
       "      <td>0.025835</td>\n",
       "      <td>0.255374</td>\n",
       "      <td>0.094208</td>\n",
       "      <td>-0.119580</td>\n",
       "      <td>0.176226</td>\n",
       "      <td>-0.049079</td>\n",
       "      <td>0.124049</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABUS</th>\n",
       "      <td>-0.055875</td>\n",
       "      <td>0.117938</td>\n",
       "      <td>0.060206</td>\n",
       "      <td>0.108517</td>\n",
       "      <td>0.006652</td>\n",
       "      <td>0.080669</td>\n",
       "      <td>-0.044453</td>\n",
       "      <td>0.118590</td>\n",
       "      <td>-0.060447</td>\n",
       "      <td>0.202838</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABX</th>\n",
       "      <td>0.002483</td>\n",
       "      <td>0.150066</td>\n",
       "      <td>-0.151193</td>\n",
       "      <td>-0.093188</td>\n",
       "      <td>0.266268</td>\n",
       "      <td>-0.101315</td>\n",
       "      <td>-0.138498</td>\n",
       "      <td>0.129803</td>\n",
       "      <td>-0.035501</td>\n",
       "      <td>-0.076667</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</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>YORW</th>\n",
       "      <td>0.066090</td>\n",
       "      <td>0.002980</td>\n",
       "      <td>-0.036924</td>\n",
       "      <td>0.003731</td>\n",
       "      <td>0.178711</td>\n",
       "      <td>0.029847</td>\n",
       "      <td>-0.003783</td>\n",
       "      <td>0.188478</td>\n",
       "      <td>0.015796</td>\n",
       "      <td>0.175324</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YPF</th>\n",
       "      <td>0.020551</td>\n",
       "      <td>-0.052602</td>\n",
       "      <td>-0.064114</td>\n",
       "      <td>-0.063794</td>\n",
       "      <td>0.096283</td>\n",
       "      <td>-0.118698</td>\n",
       "      <td>-0.117246</td>\n",
       "      <td>-0.041870</td>\n",
       "      <td>-0.067771</td>\n",
       "      <td>-0.107537</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YRCW</th>\n",
       "      <td>0.035845</td>\n",
       "      <td>-0.007180</td>\n",
       "      <td>-0.001213</td>\n",
       "      <td>0.074999</td>\n",
       "      <td>-0.027344</td>\n",
       "      <td>0.014915</td>\n",
       "      <td>0.039614</td>\n",
       "      <td>0.078285</td>\n",
       "      <td>0.008945</td>\n",
       "      <td>0.137932</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YRD</th>\n",
       "      <td>0.134108</td>\n",
       "      <td>-0.005791</td>\n",
       "      <td>0.185122</td>\n",
       "      <td>0.046787</td>\n",
       "      <td>-0.140237</td>\n",
       "      <td>0.202013</td>\n",
       "      <td>0.143869</td>\n",
       "      <td>0.050386</td>\n",
       "      <td>0.031881</td>\n",
       "      <td>0.122145</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YUM</th>\n",
       "      <td>0.043168</td>\n",
       "      <td>-0.078363</td>\n",
       "      <td>0.009326</td>\n",
       "      <td>0.176930</td>\n",
       "      <td>0.158195</td>\n",
       "      <td>0.053104</td>\n",
       "      <td>-0.042219</td>\n",
       "      <td>0.352562</td>\n",
       "      <td>0.036226</td>\n",
       "      <td>0.176079</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YUMC</th>\n",
       "      <td>0.018404</td>\n",
       "      <td>-0.064686</td>\n",
       "      <td>-0.036804</td>\n",
       "      <td>-0.061402</td>\n",
       "      <td>0.062685</td>\n",
       "      <td>-0.006305</td>\n",
       "      <td>0.066792</td>\n",
       "      <td>-0.108744</td>\n",
       "      <td>0.027328</td>\n",
       "      <td>-0.035338</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YY</th>\n",
       "      <td>0.302941</td>\n",
       "      <td>0.043795</td>\n",
       "      <td>0.109505</td>\n",
       "      <td>0.131908</td>\n",
       "      <td>-0.126222</td>\n",
       "      <td>0.065657</td>\n",
       "      <td>0.013758</td>\n",
       "      <td>-0.019576</td>\n",
       "      <td>0.203341</td>\n",
       "      <td>0.118257</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Z</th>\n",
       "      <td>0.080713</td>\n",
       "      <td>-0.059136</td>\n",
       "      <td>-0.078752</td>\n",
       "      <td>0.083123</td>\n",
       "      <td>0.048575</td>\n",
       "      <td>-0.035646</td>\n",
       "      <td>0.285978</td>\n",
       "      <td>-0.117120</td>\n",
       "      <td>0.098235</td>\n",
       "      <td>0.102766</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZAGG</th>\n",
       "      <td>0.159009</td>\n",
       "      <td>0.154022</td>\n",
       "      <td>0.364396</td>\n",
       "      <td>0.395259</td>\n",
       "      <td>-0.209984</td>\n",
       "      <td>0.226412</td>\n",
       "      <td>-0.148447</td>\n",
       "      <td>0.050536</td>\n",
       "      <td>-0.005250</td>\n",
       "      <td>0.272465</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZAYO</th>\n",
       "      <td>0.068844</td>\n",
       "      <td>-0.046869</td>\n",
       "      <td>-0.060525</td>\n",
       "      <td>0.095502</td>\n",
       "      <td>0.100011</td>\n",
       "      <td>-0.064115</td>\n",
       "      <td>-0.096977</td>\n",
       "      <td>0.048202</td>\n",
       "      <td>-0.037112</td>\n",
       "      <td>0.026600</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZBH</th>\n",
       "      <td>0.023854</td>\n",
       "      <td>0.103972</td>\n",
       "      <td>0.103970</td>\n",
       "      <td>0.115226</td>\n",
       "      <td>0.250667</td>\n",
       "      <td>0.250511</td>\n",
       "      <td>0.164835</td>\n",
       "      <td>0.064383</td>\n",
       "      <td>0.054901</td>\n",
       "      <td>0.182348</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZBRA</th>\n",
       "      <td>0.080537</td>\n",
       "      <td>-0.007422</td>\n",
       "      <td>0.048676</td>\n",
       "      <td>0.209408</td>\n",
       "      <td>0.024235</td>\n",
       "      <td>0.132741</td>\n",
       "      <td>0.275259</td>\n",
       "      <td>0.287503</td>\n",
       "      <td>0.128075</td>\n",
       "      <td>0.188514</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEN</th>\n",
       "      <td>0.085732</td>\n",
       "      <td>-0.055586</td>\n",
       "      <td>0.020975</td>\n",
       "      <td>0.228947</td>\n",
       "      <td>0.043588</td>\n",
       "      <td>0.064262</td>\n",
       "      <td>0.174764</td>\n",
       "      <td>0.094167</td>\n",
       "      <td>-0.023978</td>\n",
       "      <td>0.158821</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEUS</th>\n",
       "      <td>0.095661</td>\n",
       "      <td>-0.070107</td>\n",
       "      <td>-0.145503</td>\n",
       "      <td>-0.116658</td>\n",
       "      <td>0.279077</td>\n",
       "      <td>0.092519</td>\n",
       "      <td>0.147946</td>\n",
       "      <td>0.129551</td>\n",
       "      <td>0.038570</td>\n",
       "      <td>0.038893</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZF</th>\n",
       "      <td>-0.091077</td>\n",
       "      <td>-0.141518</td>\n",
       "      <td>-0.112839</td>\n",
       "      <td>-0.131563</td>\n",
       "      <td>0.011119</td>\n",
       "      <td>-0.038951</td>\n",
       "      <td>0.112276</td>\n",
       "      <td>-0.056818</td>\n",
       "      <td>-0.029016</td>\n",
       "      <td>-0.175176</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZG</th>\n",
       "      <td>0.042520</td>\n",
       "      <td>-0.048562</td>\n",
       "      <td>-0.005695</td>\n",
       "      <td>0.298198</td>\n",
       "      <td>0.023807</td>\n",
       "      <td>0.035574</td>\n",
       "      <td>0.161961</td>\n",
       "      <td>-0.068741</td>\n",
       "      <td>0.021989</td>\n",
       "      <td>0.195152</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZGNX</th>\n",
       "      <td>-0.007607</td>\n",
       "      <td>0.055089</td>\n",
       "      <td>0.094870</td>\n",
       "      <td>0.061923</td>\n",
       "      <td>-0.022465</td>\n",
       "      <td>0.160893</td>\n",
       "      <td>-0.045513</td>\n",
       "      <td>0.096113</td>\n",
       "      <td>-0.031117</td>\n",
       "      <td>-0.010588</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZION</th>\n",
       "      <td>0.164619</td>\n",
       "      <td>0.150543</td>\n",
       "      <td>-0.044797</td>\n",
       "      <td>0.020271</td>\n",
       "      <td>0.115745</td>\n",
       "      <td>0.041800</td>\n",
       "      <td>0.022938</td>\n",
       "      <td>0.234613</td>\n",
       "      <td>0.093589</td>\n",
       "      <td>0.104416</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZIOP</th>\n",
       "      <td>0.050104</td>\n",
       "      <td>0.030594</td>\n",
       "      <td>-0.012860</td>\n",
       "      <td>-0.036417</td>\n",
       "      <td>0.047230</td>\n",
       "      <td>-0.052003</td>\n",
       "      <td>-0.139845</td>\n",
       "      <td>0.072459</td>\n",
       "      <td>-0.076832</td>\n",
       "      <td>-0.000819</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZIV</th>\n",
       "      <td>0.248186</td>\n",
       "      <td>-0.019118</td>\n",
       "      <td>0.057491</td>\n",
       "      <td>0.001644</td>\n",
       "      <td>-0.095276</td>\n",
       "      <td>0.171575</td>\n",
       "      <td>0.125865</td>\n",
       "      <td>-0.011016</td>\n",
       "      <td>0.235206</td>\n",
       "      <td>0.171236</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZIXI</th>\n",
       "      <td>0.071348</td>\n",
       "      <td>-0.007699</td>\n",
       "      <td>-0.059784</td>\n",
       "      <td>-0.042264</td>\n",
       "      <td>0.206955</td>\n",
       "      <td>0.135125</td>\n",
       "      <td>0.085244</td>\n",
       "      <td>0.224178</td>\n",
       "      <td>0.004282</td>\n",
       "      <td>0.154188</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZN</th>\n",
       "      <td>-0.075012</td>\n",
       "      <td>-0.085134</td>\n",
       "      <td>-0.055905</td>\n",
       "      <td>-0.104785</td>\n",
       "      <td>0.029818</td>\n",
       "      <td>0.111177</td>\n",
       "      <td>0.211790</td>\n",
       "      <td>-0.101778</td>\n",
       "      <td>0.046649</td>\n",
       "      <td>-0.083528</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.033768</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNGA</th>\n",
       "      <td>0.063014</td>\n",
       "      <td>0.020346</td>\n",
       "      <td>-0.003227</td>\n",
       "      <td>0.237013</td>\n",
       "      <td>-0.084042</td>\n",
       "      <td>0.078470</td>\n",
       "      <td>0.304573</td>\n",
       "      <td>0.084040</td>\n",
       "      <td>0.057295</td>\n",
       "      <td>0.310187</td>\n",
       "      <td>...</td>\n",
       "      <td>0.149421</td>\n",
       "      <td>-0.021123</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZOES</th>\n",
       "      <td>0.127241</td>\n",
       "      <td>-0.042961</td>\n",
       "      <td>-0.087460</td>\n",
       "      <td>0.032423</td>\n",
       "      <td>-0.004959</td>\n",
       "      <td>-0.086914</td>\n",
       "      <td>-0.060839</td>\n",
       "      <td>0.090948</td>\n",
       "      <td>0.168538</td>\n",
       "      <td>-0.035555</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.064822</td>\n",
       "      <td>-0.025441</td>\n",
       "      <td>-0.063867</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZSAN</th>\n",
       "      <td>0.121771</td>\n",
       "      <td>0.194371</td>\n",
       "      <td>-0.051808</td>\n",
       "      <td>-0.047567</td>\n",
       "      <td>0.045360</td>\n",
       "      <td>-0.027148</td>\n",
       "      <td>-0.105561</td>\n",
       "      <td>0.041983</td>\n",
       "      <td>-0.007980</td>\n",
       "      <td>-0.047298</td>\n",
       "      <td>...</td>\n",
       "      <td>0.017377</td>\n",
       "      <td>-0.061301</td>\n",
       "      <td>0.015348</td>\n",
       "      <td>0.117979</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZTO</th>\n",
       "      <td>0.136515</td>\n",
       "      <td>0.026586</td>\n",
       "      <td>0.074235</td>\n",
       "      <td>0.177463</td>\n",
       "      <td>-0.092369</td>\n",
       "      <td>0.073356</td>\n",
       "      <td>-0.056209</td>\n",
       "      <td>0.089792</td>\n",
       "      <td>-0.046133</td>\n",
       "      <td>0.022381</td>\n",
       "      <td>...</td>\n",
       "      <td>0.022661</td>\n",
       "      <td>-0.038975</td>\n",
       "      <td>-0.049412</td>\n",
       "      <td>-0.025396</td>\n",
       "      <td>0.033185</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZTR</th>\n",
       "      <td>0.080561</td>\n",
       "      <td>-0.135345</td>\n",
       "      <td>-0.133726</td>\n",
       "      <td>-0.116039</td>\n",
       "      <td>0.039509</td>\n",
       "      <td>-0.030577</td>\n",
       "      <td>0.101672</td>\n",
       "      <td>-0.032551</td>\n",
       "      <td>0.005618</td>\n",
       "      <td>-0.127739</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.012202</td>\n",
       "      <td>0.191112</td>\n",
       "      <td>-0.030803</td>\n",
       "      <td>0.003489</td>\n",
       "      <td>0.062229</td>\n",
       "      <td>-0.009572</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZTS</th>\n",
       "      <td>0.135047</td>\n",
       "      <td>0.148017</td>\n",
       "      <td>0.107543</td>\n",
       "      <td>0.159378</td>\n",
       "      <td>-0.000415</td>\n",
       "      <td>0.081589</td>\n",
       "      <td>-0.016221</td>\n",
       "      <td>0.127527</td>\n",
       "      <td>0.035664</td>\n",
       "      <td>0.083838</td>\n",
       "      <td>...</td>\n",
       "      <td>0.071841</td>\n",
       "      <td>-0.106956</td>\n",
       "      <td>0.156122</td>\n",
       "      <td>0.042924</td>\n",
       "      <td>0.479005</td>\n",
       "      <td>0.025522</td>\n",
       "      <td>0.017656</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZUMZ</th>\n",
       "      <td>0.050784</td>\n",
       "      <td>0.046931</td>\n",
       "      <td>0.007502</td>\n",
       "      <td>0.032977</td>\n",
       "      <td>0.055090</td>\n",
       "      <td>0.009117</td>\n",
       "      <td>-0.114740</td>\n",
       "      <td>0.161602</td>\n",
       "      <td>-0.025409</td>\n",
       "      <td>0.078496</td>\n",
       "      <td>...</td>\n",
       "      <td>0.022529</td>\n",
       "      <td>-0.041835</td>\n",
       "      <td>-0.000068</td>\n",
       "      <td>0.000780</td>\n",
       "      <td>-0.032999</td>\n",
       "      <td>0.092874</td>\n",
       "      <td>0.049988</td>\n",
       "      <td>0.028240</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZYNE</th>\n",
       "      <td>-0.068628</td>\n",
       "      <td>0.050018</td>\n",
       "      <td>0.048029</td>\n",
       "      <td>-0.057208</td>\n",
       "      <td>0.047563</td>\n",
       "      <td>0.127591</td>\n",
       "      <td>0.100752</td>\n",
       "      <td>0.005615</td>\n",
       "      <td>-0.036925</td>\n",
       "      <td>-0.092715</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.008871</td>\n",
       "      <td>-0.024262</td>\n",
       "      <td>-0.009361</td>\n",
       "      <td>-0.004946</td>\n",
       "      <td>0.082366</td>\n",
       "      <td>-0.042583</td>\n",
       "      <td>0.079114</td>\n",
       "      <td>0.091905</td>\n",
       "      <td>-0.072004</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3601 rows × 3601 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "ticker         A        AA      AAAP       AAC       AAL       AAN      AAOI  \\\n",
       "ticker                                                                         \n",
       "A       0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "AA      0.081415  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "AAAP   -0.031959  0.023064  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "AAC     0.030681  0.014622  0.084900  0.000000  0.000000  0.000000  0.000000   \n",
       "AAL    -0.015214  0.044007 -0.098549 -0.101727  0.000000  0.000000  0.000000   \n",
       "AAN     0.027384  0.004585  0.209179  0.092017  0.130848  0.000000  0.000000   \n",
       "AAOI   -0.086513 -0.138951 -0.120213  0.028259 -0.085885  0.053742  0.000000   \n",
       "AAON    0.044540  0.050348  0.048884  0.151913  0.080921  0.054011  0.079070   \n",
       "AAP     0.317125 -0.064357 -0.052755 -0.012931 -0.037332 -0.005856  0.025648   \n",
       "AAPL    0.066117  0.011126  0.209714  0.190990  0.081803  0.146546  0.012507   \n",
       "AAT     0.025257 -0.025586  0.016279  0.041349  0.127683  0.009271 -0.032905   \n",
       "AAWW   -0.000465 -0.049522 -0.001196  0.081897 -0.014908  0.172542  0.374188   \n",
       "AAXJ    0.067340 -0.061003  0.062952  0.019338  0.148315  0.140185  0.021203   \n",
       "AAXN   -0.034083  0.061902 -0.053948  0.135287  0.022413 -0.086195 -0.025667   \n",
       "AB      0.162282 -0.050064 -0.025307 -0.052806  0.102647  0.076910  0.013652   \n",
       "ABAX    0.065270  0.037768 -0.042913 -0.021456  0.309345  0.262280 -0.188629   \n",
       "ABB     0.023162 -0.035267 -0.008573 -0.157276  0.122859 -0.122563 -0.040696   \n",
       "ABBV    0.049321  0.214864  0.171628  0.155431  0.269737  0.288996 -0.131743   \n",
       "ABC     0.062148  0.007422  0.086858  0.205338  0.115886  0.059672 -0.097410   \n",
       "ABCB    0.143938  0.193958 -0.004572  0.108977  0.186718  0.044289 -0.112853   \n",
       "ABEO    0.026831  0.165064  0.148408  0.164874  0.013547  0.227244 -0.044189   \n",
       "ABEV    0.090391 -0.063361  0.034171  0.117512  0.020545  0.100589  0.104794   \n",
       "ABG     0.030710  0.006138  0.006518 -0.011442  0.087816 -0.017921 -0.201020   \n",
       "ABM     0.057453  0.095206 -0.003837  0.039738  0.241818  0.035976 -0.153071   \n",
       "ABMD    0.130041  0.082552  0.282826  0.125597  0.105114  0.237096 -0.088989   \n",
       "ABR     0.044774 -0.077415  0.046360  0.081880 -0.103792  0.081854  0.082426   \n",
       "ABT     0.064993  0.108228  0.129987  0.020843  0.171430  0.053787 -0.208663   \n",
       "ABTX    0.068137  0.208171  0.083321  0.025835  0.255374  0.094208 -0.119580   \n",
       "ABUS   -0.055875  0.117938  0.060206  0.108517  0.006652  0.080669 -0.044453   \n",
       "ABX     0.002483  0.150066 -0.151193 -0.093188  0.266268 -0.101315 -0.138498   \n",
       "...          ...       ...       ...       ...       ...       ...       ...   \n",
       "YORW    0.066090  0.002980 -0.036924  0.003731  0.178711  0.029847 -0.003783   \n",
       "YPF     0.020551 -0.052602 -0.064114 -0.063794  0.096283 -0.118698 -0.117246   \n",
       "YRCW    0.035845 -0.007180 -0.001213  0.074999 -0.027344  0.014915  0.039614   \n",
       "YRD     0.134108 -0.005791  0.185122  0.046787 -0.140237  0.202013  0.143869   \n",
       "YUM     0.043168 -0.078363  0.009326  0.176930  0.158195  0.053104 -0.042219   \n",
       "YUMC    0.018404 -0.064686 -0.036804 -0.061402  0.062685 -0.006305  0.066792   \n",
       "YY      0.302941  0.043795  0.109505  0.131908 -0.126222  0.065657  0.013758   \n",
       "Z       0.080713 -0.059136 -0.078752  0.083123  0.048575 -0.035646  0.285978   \n",
       "ZAGG    0.159009  0.154022  0.364396  0.395259 -0.209984  0.226412 -0.148447   \n",
       "ZAYO    0.068844 -0.046869 -0.060525  0.095502  0.100011 -0.064115 -0.096977   \n",
       "ZBH     0.023854  0.103972  0.103970  0.115226  0.250667  0.250511  0.164835   \n",
       "ZBRA    0.080537 -0.007422  0.048676  0.209408  0.024235  0.132741  0.275259   \n",
       "ZEN     0.085732 -0.055586  0.020975  0.228947  0.043588  0.064262  0.174764   \n",
       "ZEUS    0.095661 -0.070107 -0.145503 -0.116658  0.279077  0.092519  0.147946   \n",
       "ZF     -0.091077 -0.141518 -0.112839 -0.131563  0.011119 -0.038951  0.112276   \n",
       "ZG      0.042520 -0.048562 -0.005695  0.298198  0.023807  0.035574  0.161961   \n",
       "ZGNX   -0.007607  0.055089  0.094870  0.061923 -0.022465  0.160893 -0.045513   \n",
       "ZION    0.164619  0.150543 -0.044797  0.020271  0.115745  0.041800  0.022938   \n",
       "ZIOP    0.050104  0.030594 -0.012860 -0.036417  0.047230 -0.052003 -0.139845   \n",
       "ZIV     0.248186 -0.019118  0.057491  0.001644 -0.095276  0.171575  0.125865   \n",
       "ZIXI    0.071348 -0.007699 -0.059784 -0.042264  0.206955  0.135125  0.085244   \n",
       "ZN     -0.075012 -0.085134 -0.055905 -0.104785  0.029818  0.111177  0.211790   \n",
       "ZNGA    0.063014  0.020346 -0.003227  0.237013 -0.084042  0.078470  0.304573   \n",
       "ZOES    0.127241 -0.042961 -0.087460  0.032423 -0.004959 -0.086914 -0.060839   \n",
       "ZSAN    0.121771  0.194371 -0.051808 -0.047567  0.045360 -0.027148 -0.105561   \n",
       "ZTO     0.136515  0.026586  0.074235  0.177463 -0.092369  0.073356 -0.056209   \n",
       "ZTR     0.080561 -0.135345 -0.133726 -0.116039  0.039509 -0.030577  0.101672   \n",
       "ZTS     0.135047  0.148017  0.107543  0.159378 -0.000415  0.081589 -0.016221   \n",
       "ZUMZ    0.050784  0.046931  0.007502  0.032977  0.055090  0.009117 -0.114740   \n",
       "ZYNE   -0.068628  0.050018  0.048029 -0.057208  0.047563  0.127591  0.100752   \n",
       "\n",
       "ticker      AAON       AAP      AAPL  ...       ZIXI        ZN      ZNGA  \\\n",
       "ticker                                ...                                  \n",
       "A       0.000000  0.000000  0.000000  ...   0.000000  0.000000  0.000000   \n",
       "AA      0.000000  0.000000  0.000000  ...   0.000000  0.000000  0.000000   \n",
       "AAAP    0.000000  0.000000  0.000000  ...   0.000000  0.000000  0.000000   \n",
       "AAC     0.000000  0.000000  0.000000  ...   0.000000  0.000000  0.000000   \n",
       "AAL     0.000000  0.000000  0.000000  ...   0.000000  0.000000  0.000000   \n",
       "AAN     0.000000  0.000000  0.000000  ...   0.000000  0.000000  0.000000   \n",
       "AAOI    0.000000  0.000000  0.000000  ...   0.000000  0.000000  0.000000   \n",
       "AAON    0.000000  0.000000  0.000000  ...   0.000000  0.000000  0.000000   \n",
       "AAP    -0.041036  0.000000  0.000000  ...   0.000000  0.000000  0.000000   \n",
       "AAPL    0.105315  0.016393  0.000000  ...   0.000000  0.000000  0.000000   \n",
       "AAT     0.295117 -0.018523  0.147083  ...   0.000000  0.000000  0.000000   \n",
       "AAWW    0.066574  0.091664  0.223419  ...   0.000000  0.000000  0.000000   \n",
       "AAXJ    0.042440 -0.107902  0.114350  ...   0.000000  0.000000  0.000000   \n",
       "AAXN    0.101169 -0.060807 -0.015359  ...   0.000000  0.000000  0.000000   \n",
       "AB      0.026276  0.005819  0.049169  ...   0.000000  0.000000  0.000000   \n",
       "ABAX    0.126102 -0.085557  0.139546  ...   0.000000  0.000000  0.000000   \n",
       "ABB    -0.004214 -0.089694 -0.110738  ...   0.000000  0.000000  0.000000   \n",
       "ABBV    0.209423 -0.013836  0.234541  ...   0.000000  0.000000  0.000000   \n",
       "ABC     0.311870 -0.007846  0.175290  ...   0.000000  0.000000  0.000000   \n",
       "ABCB    0.465601 -0.061570  0.098914  ...   0.000000  0.000000  0.000000   \n",
       "ABEO    0.152726 -0.033114  0.111381  ...   0.000000  0.000000  0.000000   \n",
       "ABEV   -0.019721  0.030084  0.146483  ...   0.000000  0.000000  0.000000   \n",
       "ABG     0.206410 -0.078236 -0.015772  ...   0.000000  0.000000  0.000000   \n",
       "ABM     0.242487 -0.084376  0.116745  ...   0.000000  0.000000  0.000000   \n",
       "ABMD    0.055578 -0.006053  0.151379  ...   0.000000  0.000000  0.000000   \n",
       "ABR     0.088587 -0.017878  0.135850  ...   0.000000  0.000000  0.000000   \n",
       "ABT     0.229060 -0.036278  0.061166  ...   0.000000  0.000000  0.000000   \n",
       "ABTX    0.176226 -0.049079  0.124049  ...   0.000000  0.000000  0.000000   \n",
       "ABUS    0.118590 -0.060447  0.202838  ...   0.000000  0.000000  0.000000   \n",
       "ABX     0.129803 -0.035501 -0.076667  ...   0.000000  0.000000  0.000000   \n",
       "...          ...       ...       ...  ...        ...       ...       ...   \n",
       "YORW    0.188478  0.015796  0.175324  ...   0.000000  0.000000  0.000000   \n",
       "YPF    -0.041870 -0.067771 -0.107537  ...   0.000000  0.000000  0.000000   \n",
       "YRCW    0.078285  0.008945  0.137932  ...   0.000000  0.000000  0.000000   \n",
       "YRD     0.050386  0.031881  0.122145  ...   0.000000  0.000000  0.000000   \n",
       "YUM     0.352562  0.036226  0.176079  ...   0.000000  0.000000  0.000000   \n",
       "YUMC   -0.108744  0.027328 -0.035338  ...   0.000000  0.000000  0.000000   \n",
       "YY     -0.019576  0.203341  0.118257  ...   0.000000  0.000000  0.000000   \n",
       "Z      -0.117120  0.098235  0.102766  ...   0.000000  0.000000  0.000000   \n",
       "ZAGG    0.050536 -0.005250  0.272465  ...   0.000000  0.000000  0.000000   \n",
       "ZAYO    0.048202 -0.037112  0.026600  ...   0.000000  0.000000  0.000000   \n",
       "ZBH     0.064383  0.054901  0.182348  ...   0.000000  0.000000  0.000000   \n",
       "ZBRA    0.287503  0.128075  0.188514  ...   0.000000  0.000000  0.000000   \n",
       "ZEN     0.094167 -0.023978  0.158821  ...   0.000000  0.000000  0.000000   \n",
       "ZEUS    0.129551  0.038570  0.038893  ...   0.000000  0.000000  0.000000   \n",
       "ZF     -0.056818 -0.029016 -0.175176  ...   0.000000  0.000000  0.000000   \n",
       "ZG     -0.068741  0.021989  0.195152  ...   0.000000  0.000000  0.000000   \n",
       "ZGNX    0.096113 -0.031117 -0.010588  ...   0.000000  0.000000  0.000000   \n",
       "ZION    0.234613  0.093589  0.104416  ...   0.000000  0.000000  0.000000   \n",
       "ZIOP    0.072459 -0.076832 -0.000819  ...   0.000000  0.000000  0.000000   \n",
       "ZIV    -0.011016  0.235206  0.171236  ...   0.000000  0.000000  0.000000   \n",
       "ZIXI    0.224178  0.004282  0.154188  ...   0.000000  0.000000  0.000000   \n",
       "ZN     -0.101778  0.046649 -0.083528  ...  -0.033768  0.000000  0.000000   \n",
       "ZNGA    0.084040  0.057295  0.310187  ...   0.149421 -0.021123  0.000000   \n",
       "ZOES    0.090948  0.168538 -0.035555  ...  -0.064822 -0.025441 -0.063867   \n",
       "ZSAN    0.041983 -0.007980 -0.047298  ...   0.017377 -0.061301  0.015348   \n",
       "ZTO     0.089792 -0.046133  0.022381  ...   0.022661 -0.038975 -0.049412   \n",
       "ZTR    -0.032551  0.005618 -0.127739  ...  -0.012202  0.191112 -0.030803   \n",
       "ZTS     0.127527  0.035664  0.083838  ...   0.071841 -0.106956  0.156122   \n",
       "ZUMZ    0.161602 -0.025409  0.078496  ...   0.022529 -0.041835 -0.000068   \n",
       "ZYNE    0.005615 -0.036925 -0.092715  ...  -0.008871 -0.024262 -0.009361   \n",
       "\n",
       "ticker      ZOES      ZSAN       ZTO       ZTR       ZTS      ZUMZ  ZYNE  \n",
       "ticker                                                                    \n",
       "A       0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "AA      0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "AAAP    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "AAC     0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "AAL     0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "AAN     0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "AAOI    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "AAON    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "AAP     0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "AAPL    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "AAT     0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "AAWW    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "AAXJ    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "AAXN    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "AB      0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ABAX    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ABB     0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ABBV    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ABC     0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ABCB    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ABEO    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ABEV    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ABG     0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ABM     0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ABMD    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ABR     0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ABT     0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ABTX    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ABUS    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ABX     0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "...          ...       ...       ...       ...       ...       ...   ...  \n",
       "YORW    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "YPF     0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "YRCW    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "YRD     0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "YUM     0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "YUMC    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "YY      0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "Z       0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZAGG    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZAYO    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZBH     0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZBRA    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZEN     0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZEUS    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZF      0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZG      0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZGNX    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZION    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZIOP    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZIV     0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZIXI    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZN      0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZNGA    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZOES    0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZSAN    0.117979  0.000000  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZTO    -0.025396  0.033185  0.000000  0.000000  0.000000  0.000000   0.0  \n",
       "ZTR     0.003489  0.062229 -0.009572  0.000000  0.000000  0.000000   0.0  \n",
       "ZTS     0.042924  0.479005  0.025522  0.017656  0.000000  0.000000   0.0  \n",
       "ZUMZ    0.000780 -0.032999  0.092874  0.049988  0.028240  0.000000   0.0  \n",
       "ZYNE   -0.004946  0.082366 -0.042583  0.079114  0.091905 -0.072004   0.0  \n",
       "\n",
       "[3601 rows x 3601 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "relevant_correlations = pd.DataFrame(data=np.tril(ds.liquid_corr.values, -1),\n",
    "                                         index=ds.liquid_corr.index,\n",
    "                                         columns=ds.liquid_corr.columns)\n",
    "\n",
    "relevant_correlations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Flatten the correlation DataFrame, remove 0 values, sort, then get the top 25 correlations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ticker  ticker\n",
       "AOS     DRE       0.971015\n",
       "        RMD       0.970454\n",
       "        PKG       0.966842\n",
       "ARDX    INFI      0.965448\n",
       "DRE     PKG       0.962781\n",
       "PKG     RMD       0.960132\n",
       "DRE     RMD       0.959416\n",
       "UL      UN        0.948457\n",
       "UA      UAA       0.946686\n",
       "CRVS    GNCMA     0.943109\n",
       "AIMT    DBVT      0.942380\n",
       "FBZ     FDT       0.942320\n",
       "DM      HEP       0.939539\n",
       "GOOG    GOOGL     0.939198\n",
       "GOV     SPEX      0.935003\n",
       "MRTX    STAR      0.932190\n",
       "BSFT    EXAC      0.924145\n",
       "CDNS    MRTX      0.922411\n",
       "AIMT    EXAC      0.908779\n",
       "MDGL    OSIS      0.908549\n",
       "CUR     RVNC      0.906611\n",
       "OA      SSNI      0.905345\n",
       "ARE     RJF       0.904866\n",
       "CDNS    STAR      0.903106\n",
       "AIMT    BSFT      0.902502\n",
       "dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flat_correlations = relevant_correlations.unstack() # Flatten\n",
    "non_zero = flat_correlations[flat_correlations > 0] # Remove 0 values\n",
    "sorted_values = non_zero.sort_values(ascending=False) # Sort\n",
    "top_n_values = sorted_values[:25] # Get top 25\n",
    "\n",
    "top_n_values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot pair closing values for 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12311cc88>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.DataFrame({\"DM\":ds.closing_data.DM, \"HEP\":ds.closing_data.HEP}).plot()\n",
    "pd.DataFrame({\"AOS\":ds.closing_data.AOS, \"RMD\":ds.closing_data.RMD}).plot()\n",
    "pd.DataFrame({\"AOS\":ds.closing_data.AOS, \"DRE\":ds.closing_data.DRE}).plot()\n",
    "\n",
    "\n",
    "\n",
    "# These are the same companies\n",
    "pd.DataFrame({\"UL\":ds.closing_data.UL, \"UN\":ds.closing_data.UN}).plot() \n",
    "pd.DataFrame({\"GOOG\":ds.closing_data.GOOG, \"GOOGL\":ds.closing_data.GOOGL}).plot() \n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}