MindTree(Module 4).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Query 4.1 \n",
    "Import the csv file of the stock which contained the Bollinger columns as well.\n",
    "Create a new column 'Call' , whose entries are - \n",
    "'Buy' if the stock price is below the lower Bollinger band \n",
    "'Hold Buy/ Liquidate Short' if the stock price is between the lower and middle Bollinger band \n",
    "'Hold Short/ Liquidate Buy' if the stock price is between the middle and upper Bollinger band \n",
    "'Short' if the stock price is above the upper Bollinger band\n",
    "Now train a classification model with the 3 bollinger columns and the stock price as inputs and 'Calls' as output. Check the accuracy on a test set. (There are many classifier models to choose from, try each one out and compare the accuracy for each)\n",
    "Import another stock data and create the bollinger columns. Using the already defined model, predict the daily calls for this new stock."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Series</th>\n",
       "      <th>Date</th>\n",
       "      <th>Prev Close</th>\n",
       "      <th>Open Price</th>\n",
       "      <th>High Price</th>\n",
       "      <th>Low Price</th>\n",
       "      <th>Last Price</th>\n",
       "      <th>Close Price</th>\n",
       "      <th>Average Price</th>\n",
       "      <th>Total Traded Quantity</th>\n",
       "      <th>Turnover</th>\n",
       "      <th>No. of Trades</th>\n",
       "      <th>Deliverable Qty</th>\n",
       "      <th>% Dly Qt to Traded Qty</th>\n",
       "      <th>14 Day MA</th>\n",
       "      <th>30 Day STD</th>\n",
       "      <th>Upper Band</th>\n",
       "      <th>Lower Band</th>\n",
       "      <th>Mid Band</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>02-Aug-2017</td>\n",
       "      <td>2501.65</td>\n",
       "      <td>2500.00</td>\n",
       "      <td>2508.00</td>\n",
       "      <td>2462.00</td>\n",
       "      <td>2475.00</td>\n",
       "      <td>2473.80</td>\n",
       "      <td>2484.51</td>\n",
       "      <td>625512</td>\n",
       "      <td>1.554090e+09</td>\n",
       "      <td>44731</td>\n",
       "      <td>366332</td>\n",
       "      <td>58.57</td>\n",
       "      <td>2477.014286</td>\n",
       "      <td>62.039430</td>\n",
       "      <td>2601.093145</td>\n",
       "      <td>2352.935427</td>\n",
       "      <td>2477.014286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>03-Aug-2017</td>\n",
       "      <td>2473.80</td>\n",
       "      <td>2480.00</td>\n",
       "      <td>2502.00</td>\n",
       "      <td>2466.45</td>\n",
       "      <td>2490.05</td>\n",
       "      <td>2489.45</td>\n",
       "      <td>2486.75</td>\n",
       "      <td>941274</td>\n",
       "      <td>2.340710e+09</td>\n",
       "      <td>39294</td>\n",
       "      <td>732362</td>\n",
       "      <td>77.81</td>\n",
       "      <td>2483.585714</td>\n",
       "      <td>56.658222</td>\n",
       "      <td>2596.902158</td>\n",
       "      <td>2370.269271</td>\n",
       "      <td>2483.585714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>04-Aug-2017</td>\n",
       "      <td>2489.45</td>\n",
       "      <td>2490.80</td>\n",
       "      <td>2528.30</td>\n",
       "      <td>2488.00</td>\n",
       "      <td>2525.00</td>\n",
       "      <td>2522.80</td>\n",
       "      <td>2510.86</td>\n",
       "      <td>693945</td>\n",
       "      <td>1.742396e+09</td>\n",
       "      <td>31371</td>\n",
       "      <td>340218</td>\n",
       "      <td>49.03</td>\n",
       "      <td>2492.682143</td>\n",
       "      <td>48.603012</td>\n",
       "      <td>2589.888166</td>\n",
       "      <td>2395.476119</td>\n",
       "      <td>2492.682143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>07-Aug-2017</td>\n",
       "      <td>2522.80</td>\n",
       "      <td>2516.50</td>\n",
       "      <td>2520.00</td>\n",
       "      <td>2481.20</td>\n",
       "      <td>2507.40</td>\n",
       "      <td>2503.45</td>\n",
       "      <td>2491.28</td>\n",
       "      <td>942760</td>\n",
       "      <td>2.348682e+09</td>\n",
       "      <td>29848</td>\n",
       "      <td>699856</td>\n",
       "      <td>74.23</td>\n",
       "      <td>2499.475000</td>\n",
       "      <td>48.091085</td>\n",
       "      <td>2595.657171</td>\n",
       "      <td>2403.292829</td>\n",
       "      <td>2499.475000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>08-Aug-2017</td>\n",
       "      <td>2503.45</td>\n",
       "      <td>2512.00</td>\n",
       "      <td>2528.60</td>\n",
       "      <td>2496.30</td>\n",
       "      <td>2500.15</td>\n",
       "      <td>2503.05</td>\n",
       "      <td>2507.64</td>\n",
       "      <td>536979</td>\n",
       "      <td>1.346550e+09</td>\n",
       "      <td>24609</td>\n",
       "      <td>309875</td>\n",
       "      <td>57.71</td>\n",
       "      <td>2503.292857</td>\n",
       "      <td>48.417025</td>\n",
       "      <td>2600.126907</td>\n",
       "      <td>2406.458807</td>\n",
       "      <td>2503.292857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>09-Aug-2017</td>\n",
       "      <td>2503.05</td>\n",
       "      <td>2500.00</td>\n",
       "      <td>2522.85</td>\n",
       "      <td>2493.30</td>\n",
       "      <td>2508.35</td>\n",
       "      <td>2512.00</td>\n",
       "      <td>2511.32</td>\n",
       "      <td>496473</td>\n",
       "      <td>1.246803e+09</td>\n",
       "      <td>33860</td>\n",
       "      <td>316032</td>\n",
       "      <td>63.66</td>\n",
       "      <td>2508.100000</td>\n",
       "      <td>48.002887</td>\n",
       "      <td>2604.105774</td>\n",
       "      <td>2412.094226</td>\n",
       "      <td>2508.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>10-Aug-2017</td>\n",
       "      <td>2512.00</td>\n",
       "      <td>2509.00</td>\n",
       "      <td>2520.60</td>\n",
       "      <td>2486.35</td>\n",
       "      <td>2520.00</td>\n",
       "      <td>2511.45</td>\n",
       "      <td>2499.22</td>\n",
       "      <td>763086</td>\n",
       "      <td>1.907117e+09</td>\n",
       "      <td>37900</td>\n",
       "      <td>507304</td>\n",
       "      <td>66.48</td>\n",
       "      <td>2509.546429</td>\n",
       "      <td>47.611245</td>\n",
       "      <td>2604.768918</td>\n",
       "      <td>2414.323939</td>\n",
       "      <td>2509.546429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>11-Aug-2017</td>\n",
       "      <td>2511.45</td>\n",
       "      <td>2499.90</td>\n",
       "      <td>2535.00</td>\n",
       "      <td>2483.00</td>\n",
       "      <td>2492.65</td>\n",
       "      <td>2496.05</td>\n",
       "      <td>2503.79</td>\n",
       "      <td>697368</td>\n",
       "      <td>1.746060e+09</td>\n",
       "      <td>41945</td>\n",
       "      <td>327636</td>\n",
       "      <td>46.98</td>\n",
       "      <td>2507.071429</td>\n",
       "      <td>42.821318</td>\n",
       "      <td>2592.714064</td>\n",
       "      <td>2421.428793</td>\n",
       "      <td>2507.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>14-Aug-2017</td>\n",
       "      <td>2496.05</td>\n",
       "      <td>2503.00</td>\n",
       "      <td>2509.90</td>\n",
       "      <td>2463.00</td>\n",
       "      <td>2468.00</td>\n",
       "      <td>2469.40</td>\n",
       "      <td>2487.26</td>\n",
       "      <td>393252</td>\n",
       "      <td>9.781202e+08</td>\n",
       "      <td>29766</td>\n",
       "      <td>227374</td>\n",
       "      <td>57.82</td>\n",
       "      <td>2499.778571</td>\n",
       "      <td>36.928353</td>\n",
       "      <td>2573.635278</td>\n",
       "      <td>2425.921865</td>\n",
       "      <td>2499.778571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>16-Aug-2017</td>\n",
       "      <td>2469.40</td>\n",
       "      <td>2484.00</td>\n",
       "      <td>2543.80</td>\n",
       "      <td>2465.20</td>\n",
       "      <td>2490.15</td>\n",
       "      <td>2492.35</td>\n",
       "      <td>2487.66</td>\n",
       "      <td>686670</td>\n",
       "      <td>1.708202e+09</td>\n",
       "      <td>44396</td>\n",
       "      <td>437761</td>\n",
       "      <td>63.75</td>\n",
       "      <td>2495.232143</td>\n",
       "      <td>30.878013</td>\n",
       "      <td>2556.988169</td>\n",
       "      <td>2433.476116</td>\n",
       "      <td>2495.232143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>17-Aug-2017</td>\n",
       "      <td>2492.35</td>\n",
       "      <td>2500.70</td>\n",
       "      <td>2505.00</td>\n",
       "      <td>2462.10</td>\n",
       "      <td>2485.55</td>\n",
       "      <td>2485.65</td>\n",
       "      <td>2480.04</td>\n",
       "      <td>876187</td>\n",
       "      <td>2.172978e+09</td>\n",
       "      <td>40452</td>\n",
       "      <td>613453</td>\n",
       "      <td>70.01</td>\n",
       "      <td>2495.514286</td>\n",
       "      <td>28.836618</td>\n",
       "      <td>2553.187521</td>\n",
       "      <td>2437.841050</td>\n",
       "      <td>2495.514286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>18-Aug-2017</td>\n",
       "      <td>2485.65</td>\n",
       "      <td>2474.00</td>\n",
       "      <td>2549.90</td>\n",
       "      <td>2471.40</td>\n",
       "      <td>2515.00</td>\n",
       "      <td>2513.80</td>\n",
       "      <td>2520.86</td>\n",
       "      <td>1418678</td>\n",
       "      <td>3.576282e+09</td>\n",
       "      <td>77980</td>\n",
       "      <td>837580</td>\n",
       "      <td>59.04</td>\n",
       "      <td>2497.621429</td>\n",
       "      <td>25.755162</td>\n",
       "      <td>2549.131754</td>\n",
       "      <td>2446.111104</td>\n",
       "      <td>2497.621429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>21-Aug-2017</td>\n",
       "      <td>2513.80</td>\n",
       "      <td>2505.50</td>\n",
       "      <td>2549.00</td>\n",
       "      <td>2494.30</td>\n",
       "      <td>2513.20</td>\n",
       "      <td>2528.80</td>\n",
       "      <td>2534.62</td>\n",
       "      <td>1152417</td>\n",
       "      <td>2.920942e+09</td>\n",
       "      <td>54265</td>\n",
       "      <td>747946</td>\n",
       "      <td>64.90</td>\n",
       "      <td>2500.264286</td>\n",
       "      <td>26.133116</td>\n",
       "      <td>2552.530518</td>\n",
       "      <td>2447.998053</td>\n",
       "      <td>2500.264286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>22-Aug-2017</td>\n",
       "      <td>2528.80</td>\n",
       "      <td>2523.00</td>\n",
       "      <td>2539.50</td>\n",
       "      <td>2492.00</td>\n",
       "      <td>2500.00</td>\n",
       "      <td>2497.55</td>\n",
       "      <td>2516.08</td>\n",
       "      <td>565663</td>\n",
       "      <td>1.423252e+09</td>\n",
       "      <td>35029</td>\n",
       "      <td>287383</td>\n",
       "      <td>50.80</td>\n",
       "      <td>2499.971429</td>\n",
       "      <td>25.527310</td>\n",
       "      <td>2551.026048</td>\n",
       "      <td>2448.916809</td>\n",
       "      <td>2499.971429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>23-Aug-2017</td>\n",
       "      <td>2497.55</td>\n",
       "      <td>2505.00</td>\n",
       "      <td>2516.80</td>\n",
       "      <td>2473.15</td>\n",
       "      <td>2491.60</td>\n",
       "      <td>2489.45</td>\n",
       "      <td>2487.52</td>\n",
       "      <td>781136</td>\n",
       "      <td>1.943094e+09</td>\n",
       "      <td>39129</td>\n",
       "      <td>512785</td>\n",
       "      <td>65.65</td>\n",
       "      <td>2501.089286</td>\n",
       "      <td>20.201371</td>\n",
       "      <td>2541.492028</td>\n",
       "      <td>2460.686543</td>\n",
       "      <td>2501.089286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>24-Aug-2017</td>\n",
       "      <td>2489.45</td>\n",
       "      <td>2497.70</td>\n",
       "      <td>2517.95</td>\n",
       "      <td>2486.15</td>\n",
       "      <td>2498.05</td>\n",
       "      <td>2496.60</td>\n",
       "      <td>2495.82</td>\n",
       "      <td>811954</td>\n",
       "      <td>2.026487e+09</td>\n",
       "      <td>42614</td>\n",
       "      <td>596982</td>\n",
       "      <td>73.52</td>\n",
       "      <td>2501.600000</td>\n",
       "      <td>15.354897</td>\n",
       "      <td>2532.309794</td>\n",
       "      <td>2470.890206</td>\n",
       "      <td>2501.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>28-Aug-2017</td>\n",
       "      <td>2496.60</td>\n",
       "      <td>2504.60</td>\n",
       "      <td>2505.40</td>\n",
       "      <td>2461.00</td>\n",
       "      <td>2491.00</td>\n",
       "      <td>2487.30</td>\n",
       "      <td>2479.76</td>\n",
       "      <td>1018398</td>\n",
       "      <td>2.525379e+09</td>\n",
       "      <td>54931</td>\n",
       "      <td>696983</td>\n",
       "      <td>68.44</td>\n",
       "      <td>2499.064286</td>\n",
       "      <td>15.105350</td>\n",
       "      <td>2529.274986</td>\n",
       "      <td>2468.853585</td>\n",
       "      <td>2499.064286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>29-Aug-2017</td>\n",
       "      <td>2487.30</td>\n",
       "      <td>2482.00</td>\n",
       "      <td>2496.00</td>\n",
       "      <td>2463.95</td>\n",
       "      <td>2475.05</td>\n",
       "      <td>2470.85</td>\n",
       "      <td>2472.97</td>\n",
       "      <td>656301</td>\n",
       "      <td>1.623011e+09</td>\n",
       "      <td>23498</td>\n",
       "      <td>432172</td>\n",
       "      <td>65.85</td>\n",
       "      <td>2496.735714</td>\n",
       "      <td>15.998584</td>\n",
       "      <td>2528.732883</td>\n",
       "      <td>2464.738545</td>\n",
       "      <td>2496.735714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>30-Aug-2017</td>\n",
       "      <td>2470.85</td>\n",
       "      <td>2481.00</td>\n",
       "      <td>2490.00</td>\n",
       "      <td>2460.10</td>\n",
       "      <td>2485.00</td>\n",
       "      <td>2484.55</td>\n",
       "      <td>2478.46</td>\n",
       "      <td>485391</td>\n",
       "      <td>1.203021e+09</td>\n",
       "      <td>24262</td>\n",
       "      <td>240993</td>\n",
       "      <td>49.65</td>\n",
       "      <td>2495.414286</td>\n",
       "      <td>16.200195</td>\n",
       "      <td>2527.814676</td>\n",
       "      <td>2463.013896</td>\n",
       "      <td>2495.414286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>31-Aug-2017</td>\n",
       "      <td>2484.55</td>\n",
       "      <td>2485.00</td>\n",
       "      <td>2504.40</td>\n",
       "      <td>2466.65</td>\n",
       "      <td>2498.00</td>\n",
       "      <td>2496.35</td>\n",
       "      <td>2489.91</td>\n",
       "      <td>892332</td>\n",
       "      <td>2.221830e+09</td>\n",
       "      <td>47192</td>\n",
       "      <td>591710</td>\n",
       "      <td>66.31</td>\n",
       "      <td>2494.296429</td>\n",
       "      <td>16.154803</td>\n",
       "      <td>2526.606034</td>\n",
       "      <td>2461.986823</td>\n",
       "      <td>2494.296429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>01-Sep-2017</td>\n",
       "      <td>2496.35</td>\n",
       "      <td>2480.00</td>\n",
       "      <td>2498.05</td>\n",
       "      <td>2436.55</td>\n",
       "      <td>2460.60</td>\n",
       "      <td>2456.45</td>\n",
       "      <td>2452.84</td>\n",
       "      <td>851165</td>\n",
       "      <td>2.087770e+09</td>\n",
       "      <td>40185</td>\n",
       "      <td>447974</td>\n",
       "      <td>52.63</td>\n",
       "      <td>2490.367857</td>\n",
       "      <td>17.804555</td>\n",
       "      <td>2525.976967</td>\n",
       "      <td>2454.758747</td>\n",
       "      <td>2490.367857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>04-Sep-2017</td>\n",
       "      <td>2456.45</td>\n",
       "      <td>2453.10</td>\n",
       "      <td>2461.00</td>\n",
       "      <td>2438.00</td>\n",
       "      <td>2457.00</td>\n",
       "      <td>2456.20</td>\n",
       "      <td>2452.06</td>\n",
       "      <td>531272</td>\n",
       "      <td>1.302711e+09</td>\n",
       "      <td>29763</td>\n",
       "      <td>314907</td>\n",
       "      <td>59.27</td>\n",
       "      <td>2487.521429</td>\n",
       "      <td>19.824015</td>\n",
       "      <td>2527.169458</td>\n",
       "      <td>2447.873399</td>\n",
       "      <td>2487.521429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>05-Sep-2017</td>\n",
       "      <td>2456.20</td>\n",
       "      <td>2460.00</td>\n",
       "      <td>2490.00</td>\n",
       "      <td>2437.05</td>\n",
       "      <td>2484.65</td>\n",
       "      <td>2484.35</td>\n",
       "      <td>2463.13</td>\n",
       "      <td>582997</td>\n",
       "      <td>1.435997e+09</td>\n",
       "      <td>27861</td>\n",
       "      <td>390654</td>\n",
       "      <td>67.01</td>\n",
       "      <td>2488.589286</td>\n",
       "      <td>18.685649</td>\n",
       "      <td>2525.960585</td>\n",
       "      <td>2451.217987</td>\n",
       "      <td>2488.589286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>06-Sep-2017</td>\n",
       "      <td>2484.35</td>\n",
       "      <td>2468.15</td>\n",
       "      <td>2474.85</td>\n",
       "      <td>2450.00</td>\n",
       "      <td>2453.00</td>\n",
       "      <td>2453.20</td>\n",
       "      <td>2454.77</td>\n",
       "      <td>614382</td>\n",
       "      <td>1.508166e+09</td>\n",
       "      <td>37430</td>\n",
       "      <td>428731</td>\n",
       "      <td>69.78</td>\n",
       "      <td>2485.792857</td>\n",
       "      <td>20.339412</td>\n",
       "      <td>2526.471681</td>\n",
       "      <td>2445.114033</td>\n",
       "      <td>2485.792857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>07-Sep-2017</td>\n",
       "      <td>2453.20</td>\n",
       "      <td>2458.00</td>\n",
       "      <td>2468.40</td>\n",
       "      <td>2451.05</td>\n",
       "      <td>2460.00</td>\n",
       "      <td>2460.10</td>\n",
       "      <td>2458.60</td>\n",
       "      <td>435318</td>\n",
       "      <td>1.070273e+09</td>\n",
       "      <td>35496</td>\n",
       "      <td>314028</td>\n",
       "      <td>72.14</td>\n",
       "      <td>2483.967857</td>\n",
       "      <td>21.062448</td>\n",
       "      <td>2526.092753</td>\n",
       "      <td>2441.842962</td>\n",
       "      <td>2483.967857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>08-Sep-2017</td>\n",
       "      <td>2460.10</td>\n",
       "      <td>2453.75</td>\n",
       "      <td>2474.00</td>\n",
       "      <td>2452.55</td>\n",
       "      <td>2465.15</td>\n",
       "      <td>2470.60</td>\n",
       "      <td>2466.13</td>\n",
       "      <td>510567</td>\n",
       "      <td>1.259126e+09</td>\n",
       "      <td>26980</td>\n",
       "      <td>354180</td>\n",
       "      <td>69.37</td>\n",
       "      <td>2480.882143</td>\n",
       "      <td>20.516120</td>\n",
       "      <td>2521.914383</td>\n",
       "      <td>2439.849903</td>\n",
       "      <td>2480.882143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>11-Sep-2017</td>\n",
       "      <td>2470.60</td>\n",
       "      <td>2471.20</td>\n",
       "      <td>2482.95</td>\n",
       "      <td>2450.00</td>\n",
       "      <td>2455.00</td>\n",
       "      <td>2454.45</td>\n",
       "      <td>2463.39</td>\n",
       "      <td>366382</td>\n",
       "      <td>9.025399e+08</td>\n",
       "      <td>17519</td>\n",
       "      <td>260179</td>\n",
       "      <td>71.01</td>\n",
       "      <td>2475.571429</td>\n",
       "      <td>20.614950</td>\n",
       "      <td>2516.801329</td>\n",
       "      <td>2434.341528</td>\n",
       "      <td>2475.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>12-Sep-2017</td>\n",
       "      <td>2454.45</td>\n",
       "      <td>2473.90</td>\n",
       "      <td>2497.00</td>\n",
       "      <td>2457.00</td>\n",
       "      <td>2497.00</td>\n",
       "      <td>2488.45</td>\n",
       "      <td>2469.62</td>\n",
       "      <td>698230</td>\n",
       "      <td>1.724360e+09</td>\n",
       "      <td>25758</td>\n",
       "      <td>552659</td>\n",
       "      <td>79.15</td>\n",
       "      <td>2474.921429</td>\n",
       "      <td>20.415342</td>\n",
       "      <td>2515.752112</td>\n",
       "      <td>2434.090745</td>\n",
       "      <td>2474.921429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>13-Sep-2017</td>\n",
       "      <td>2488.45</td>\n",
       "      <td>2500.00</td>\n",
       "      <td>2531.65</td>\n",
       "      <td>2475.20</td>\n",
       "      <td>2492.70</td>\n",
       "      <td>2489.20</td>\n",
       "      <td>2504.48</td>\n",
       "      <td>639490</td>\n",
       "      <td>1.601590e+09</td>\n",
       "      <td>32185</td>\n",
       "      <td>345028</td>\n",
       "      <td>53.95</td>\n",
       "      <td>2474.903571</td>\n",
       "      <td>20.260727</td>\n",
       "      <td>2515.425026</td>\n",
       "      <td>2434.382117</td>\n",
       "      <td>2474.903571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>14-Sep-2017</td>\n",
       "      <td>2489.20</td>\n",
       "      <td>2482.00</td>\n",
       "      <td>2497.60</td>\n",
       "      <td>2471.90</td>\n",
       "      <td>2485.00</td>\n",
       "      <td>2486.95</td>\n",
       "      <td>2484.20</td>\n",
       "      <td>540755</td>\n",
       "      <td>1.343342e+09</td>\n",
       "      <td>38222</td>\n",
       "      <td>389170</td>\n",
       "      <td>71.97</td>\n",
       "      <td>2474.214286</td>\n",
       "      <td>20.162682</td>\n",
       "      <td>2514.539650</td>\n",
       "      <td>2433.888921</td>\n",
       "      <td>2474.214286</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>24-May-2019</td>\n",
       "      <td>2054.05</td>\n",
       "      <td>2070.00</td>\n",
       "      <td>2070.00</td>\n",
       "      <td>2032.25</td>\n",
       "      <td>2050.00</td>\n",
       "      <td>2048.00</td>\n",
       "      <td>2051.14</td>\n",
       "      <td>2274208</td>\n",
       "      <td>4.664726e+09</td>\n",
       "      <td>114179</td>\n",
       "      <td>1255954</td>\n",
       "      <td>55.23</td>\n",
       "      <td>2112.239286</td>\n",
       "      <td>57.194591</td>\n",
       "      <td>2226.628467</td>\n",
       "      <td>1997.850105</td>\n",
       "      <td>2112.239286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>27-May-2019</td>\n",
       "      <td>2048.00</td>\n",
       "      <td>2054.80</td>\n",
       "      <td>2068.95</td>\n",
       "      <td>2040.10</td>\n",
       "      <td>2058.00</td>\n",
       "      <td>2055.15</td>\n",
       "      <td>2054.87</td>\n",
       "      <td>2329820</td>\n",
       "      <td>4.787473e+09</td>\n",
       "      <td>85924</td>\n",
       "      <td>1377094</td>\n",
       "      <td>59.11</td>\n",
       "      <td>2105.325000</td>\n",
       "      <td>58.461533</td>\n",
       "      <td>2222.248066</td>\n",
       "      <td>1988.401934</td>\n",
       "      <td>2105.325000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>28-May-2019</td>\n",
       "      <td>2055.15</td>\n",
       "      <td>2060.00</td>\n",
       "      <td>2097.50</td>\n",
       "      <td>2045.00</td>\n",
       "      <td>2068.00</td>\n",
       "      <td>2073.75</td>\n",
       "      <td>2076.46</td>\n",
       "      <td>5872979</td>\n",
       "      <td>1.219498e+10</td>\n",
       "      <td>205972</td>\n",
       "      <td>4034671</td>\n",
       "      <td>68.70</td>\n",
       "      <td>2099.675000</td>\n",
       "      <td>54.029907</td>\n",
       "      <td>2207.734814</td>\n",
       "      <td>1991.615186</td>\n",
       "      <td>2099.675000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>29-May-2019</td>\n",
       "      <td>2073.75</td>\n",
       "      <td>2080.00</td>\n",
       "      <td>2123.70</td>\n",
       "      <td>2077.10</td>\n",
       "      <td>2114.20</td>\n",
       "      <td>2107.55</td>\n",
       "      <td>2109.46</td>\n",
       "      <td>3281320</td>\n",
       "      <td>6.921811e+09</td>\n",
       "      <td>177202</td>\n",
       "      <td>1508313</td>\n",
       "      <td>45.97</td>\n",
       "      <td>2095.032143</td>\n",
       "      <td>43.383882</td>\n",
       "      <td>2181.799906</td>\n",
       "      <td>2008.264380</td>\n",
       "      <td>2095.032143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>30-May-2019</td>\n",
       "      <td>2107.55</td>\n",
       "      <td>2123.00</td>\n",
       "      <td>2156.55</td>\n",
       "      <td>2114.40</td>\n",
       "      <td>2146.30</td>\n",
       "      <td>2146.30</td>\n",
       "      <td>2142.62</td>\n",
       "      <td>4971725</td>\n",
       "      <td>1.065254e+10</td>\n",
       "      <td>150672</td>\n",
       "      <td>2210404</td>\n",
       "      <td>44.46</td>\n",
       "      <td>2095.782143</td>\n",
       "      <td>37.354650</td>\n",
       "      <td>2170.491442</td>\n",
       "      <td>2021.072843</td>\n",
       "      <td>2095.782143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>31-May-2019</td>\n",
       "      <td>2146.30</td>\n",
       "      <td>2160.00</td>\n",
       "      <td>2204.95</td>\n",
       "      <td>2152.25</td>\n",
       "      <td>2200.00</td>\n",
       "      <td>2196.55</td>\n",
       "      <td>2184.11</td>\n",
       "      <td>4265370</td>\n",
       "      <td>9.316057e+09</td>\n",
       "      <td>161842</td>\n",
       "      <td>2338193</td>\n",
       "      <td>54.82</td>\n",
       "      <td>2100.625000</td>\n",
       "      <td>41.692419</td>\n",
       "      <td>2184.009837</td>\n",
       "      <td>2017.240163</td>\n",
       "      <td>2100.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>03-Jun-2019</td>\n",
       "      <td>2196.55</td>\n",
       "      <td>2201.00</td>\n",
       "      <td>2247.65</td>\n",
       "      <td>2185.65</td>\n",
       "      <td>2240.10</td>\n",
       "      <td>2242.30</td>\n",
       "      <td>2223.68</td>\n",
       "      <td>3682419</td>\n",
       "      <td>8.188537e+09</td>\n",
       "      <td>138425</td>\n",
       "      <td>1964140</td>\n",
       "      <td>53.34</td>\n",
       "      <td>2111.335714</td>\n",
       "      <td>49.719049</td>\n",
       "      <td>2210.773812</td>\n",
       "      <td>2011.897617</td>\n",
       "      <td>2111.335714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>04-Jun-2019</td>\n",
       "      <td>2242.30</td>\n",
       "      <td>2224.00</td>\n",
       "      <td>2224.00</td>\n",
       "      <td>2175.00</td>\n",
       "      <td>2188.00</td>\n",
       "      <td>2183.10</td>\n",
       "      <td>2195.01</td>\n",
       "      <td>2408658</td>\n",
       "      <td>5.287022e+09</td>\n",
       "      <td>98393</td>\n",
       "      <td>973876</td>\n",
       "      <td>40.43</td>\n",
       "      <td>2117.600000</td>\n",
       "      <td>51.248592</td>\n",
       "      <td>2220.097183</td>\n",
       "      <td>2015.102817</td>\n",
       "      <td>2117.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>06-Jun-2019</td>\n",
       "      <td>2183.10</td>\n",
       "      <td>2199.00</td>\n",
       "      <td>2199.00</td>\n",
       "      <td>2152.00</td>\n",
       "      <td>2166.00</td>\n",
       "      <td>2166.10</td>\n",
       "      <td>2169.63</td>\n",
       "      <td>3735467</td>\n",
       "      <td>8.104596e+09</td>\n",
       "      <td>116134</td>\n",
       "      <td>2225149</td>\n",
       "      <td>59.57</td>\n",
       "      <td>2121.696429</td>\n",
       "      <td>51.762271</td>\n",
       "      <td>2225.220971</td>\n",
       "      <td>2018.171886</td>\n",
       "      <td>2121.696429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>07-Jun-2019</td>\n",
       "      <td>2166.10</td>\n",
       "      <td>2174.00</td>\n",
       "      <td>2189.80</td>\n",
       "      <td>2142.10</td>\n",
       "      <td>2179.80</td>\n",
       "      <td>2181.75</td>\n",
       "      <td>2161.21</td>\n",
       "      <td>2659446</td>\n",
       "      <td>5.747611e+09</td>\n",
       "      <td>79783</td>\n",
       "      <td>886597</td>\n",
       "      <td>33.34</td>\n",
       "      <td>2127.860714</td>\n",
       "      <td>52.274723</td>\n",
       "      <td>2232.410161</td>\n",
       "      <td>2023.311268</td>\n",
       "      <td>2127.860714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>10-Jun-2019</td>\n",
       "      <td>2181.75</td>\n",
       "      <td>2196.70</td>\n",
       "      <td>2235.85</td>\n",
       "      <td>2185.50</td>\n",
       "      <td>2229.10</td>\n",
       "      <td>2231.50</td>\n",
       "      <td>2219.98</td>\n",
       "      <td>2080593</td>\n",
       "      <td>4.618876e+09</td>\n",
       "      <td>106316</td>\n",
       "      <td>814523</td>\n",
       "      <td>39.15</td>\n",
       "      <td>2134.114286</td>\n",
       "      <td>57.673988</td>\n",
       "      <td>2249.462262</td>\n",
       "      <td>2018.766309</td>\n",
       "      <td>2134.114286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>11-Jun-2019</td>\n",
       "      <td>2231.50</td>\n",
       "      <td>2237.00</td>\n",
       "      <td>2263.95</td>\n",
       "      <td>2231.00</td>\n",
       "      <td>2252.00</td>\n",
       "      <td>2252.80</td>\n",
       "      <td>2250.89</td>\n",
       "      <td>3048937</td>\n",
       "      <td>6.862835e+09</td>\n",
       "      <td>148188</td>\n",
       "      <td>1367975</td>\n",
       "      <td>44.87</td>\n",
       "      <td>2144.332143</td>\n",
       "      <td>64.164565</td>\n",
       "      <td>2272.661272</td>\n",
       "      <td>2016.003014</td>\n",
       "      <td>2144.332143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>12-Jun-2019</td>\n",
       "      <td>2252.80</td>\n",
       "      <td>2245.00</td>\n",
       "      <td>2266.90</td>\n",
       "      <td>2219.00</td>\n",
       "      <td>2264.00</td>\n",
       "      <td>2260.90</td>\n",
       "      <td>2241.29</td>\n",
       "      <td>2404448</td>\n",
       "      <td>5.389074e+09</td>\n",
       "      <td>141774</td>\n",
       "      <td>1036077</td>\n",
       "      <td>43.09</td>\n",
       "      <td>2157.128571</td>\n",
       "      <td>69.359506</td>\n",
       "      <td>2295.847584</td>\n",
       "      <td>2018.409559</td>\n",
       "      <td>2157.128571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>13-Jun-2019</td>\n",
       "      <td>2260.90</td>\n",
       "      <td>2264.00</td>\n",
       "      <td>2285.00</td>\n",
       "      <td>2243.05</td>\n",
       "      <td>2244.00</td>\n",
       "      <td>2254.10</td>\n",
       "      <td>2265.77</td>\n",
       "      <td>3320916</td>\n",
       "      <td>7.524421e+09</td>\n",
       "      <td>138967</td>\n",
       "      <td>1358755</td>\n",
       "      <td>40.92</td>\n",
       "      <td>2171.417857</td>\n",
       "      <td>72.772673</td>\n",
       "      <td>2316.963204</td>\n",
       "      <td>2025.872511</td>\n",
       "      <td>2171.417857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>14-Jun-2019</td>\n",
       "      <td>2254.10</td>\n",
       "      <td>2257.25</td>\n",
       "      <td>2263.10</td>\n",
       "      <td>2234.00</td>\n",
       "      <td>2249.80</td>\n",
       "      <td>2254.50</td>\n",
       "      <td>2250.08</td>\n",
       "      <td>2131408</td>\n",
       "      <td>4.795831e+09</td>\n",
       "      <td>130534</td>\n",
       "      <td>947049</td>\n",
       "      <td>44.43</td>\n",
       "      <td>2186.167857</td>\n",
       "      <td>75.697431</td>\n",
       "      <td>2337.562719</td>\n",
       "      <td>2034.772995</td>\n",
       "      <td>2186.167857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>17-Jun-2019</td>\n",
       "      <td>2254.50</td>\n",
       "      <td>2256.00</td>\n",
       "      <td>2262.00</td>\n",
       "      <td>2241.45</td>\n",
       "      <td>2244.00</td>\n",
       "      <td>2249.20</td>\n",
       "      <td>2252.43</td>\n",
       "      <td>1489497</td>\n",
       "      <td>3.354990e+09</td>\n",
       "      <td>82160</td>\n",
       "      <td>649266</td>\n",
       "      <td>40.43</td>\n",
       "      <td>2200.028571</td>\n",
       "      <td>76.918675</td>\n",
       "      <td>2353.865921</td>\n",
       "      <td>2046.191222</td>\n",
       "      <td>2200.028571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>18-Jun-2019</td>\n",
       "      <td>2249.20</td>\n",
       "      <td>2244.00</td>\n",
       "      <td>2260.00</td>\n",
       "      <td>2231.20</td>\n",
       "      <td>2253.50</td>\n",
       "      <td>2250.85</td>\n",
       "      <td>2245.75</td>\n",
       "      <td>1877447</td>\n",
       "      <td>4.216272e+09</td>\n",
       "      <td>148431</td>\n",
       "      <td>959921</td>\n",
       "      <td>49.34</td>\n",
       "      <td>2212.678571</td>\n",
       "      <td>79.087960</td>\n",
       "      <td>2370.854491</td>\n",
       "      <td>2054.502652</td>\n",
       "      <td>2212.678571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>19-Jun-2019</td>\n",
       "      <td>2250.85</td>\n",
       "      <td>2255.00</td>\n",
       "      <td>2276.00</td>\n",
       "      <td>2243.15</td>\n",
       "      <td>2261.20</td>\n",
       "      <td>2259.90</td>\n",
       "      <td>2262.19</td>\n",
       "      <td>1652817</td>\n",
       "      <td>3.738994e+09</td>\n",
       "      <td>88350</td>\n",
       "      <td>715271</td>\n",
       "      <td>43.28</td>\n",
       "      <td>2223.560714</td>\n",
       "      <td>80.186838</td>\n",
       "      <td>2383.934389</td>\n",
       "      <td>2063.187039</td>\n",
       "      <td>2223.560714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>20-Jun-2019</td>\n",
       "      <td>2259.90</td>\n",
       "      <td>2230.00</td>\n",
       "      <td>2284.00</td>\n",
       "      <td>2212.00</td>\n",
       "      <td>2283.30</td>\n",
       "      <td>2277.95</td>\n",
       "      <td>2248.36</td>\n",
       "      <td>2199377</td>\n",
       "      <td>4.944988e+09</td>\n",
       "      <td>123696</td>\n",
       "      <td>870081</td>\n",
       "      <td>39.56</td>\n",
       "      <td>2232.964286</td>\n",
       "      <td>79.856485</td>\n",
       "      <td>2392.677256</td>\n",
       "      <td>2073.251316</td>\n",
       "      <td>2232.964286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>21-Jun-2019</td>\n",
       "      <td>2277.95</td>\n",
       "      <td>2285.00</td>\n",
       "      <td>2292.50</td>\n",
       "      <td>2242.00</td>\n",
       "      <td>2252.05</td>\n",
       "      <td>2249.85</td>\n",
       "      <td>2255.87</td>\n",
       "      <td>3871804</td>\n",
       "      <td>8.734276e+09</td>\n",
       "      <td>141057</td>\n",
       "      <td>2767225</td>\n",
       "      <td>71.47</td>\n",
       "      <td>2236.771429</td>\n",
       "      <td>74.480054</td>\n",
       "      <td>2385.731536</td>\n",
       "      <td>2087.811321</td>\n",
       "      <td>2236.771429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>24-Jun-2019</td>\n",
       "      <td>2249.85</td>\n",
       "      <td>2254.15</td>\n",
       "      <td>2280.00</td>\n",
       "      <td>2250.80</td>\n",
       "      <td>2277.00</td>\n",
       "      <td>2275.50</td>\n",
       "      <td>2267.80</td>\n",
       "      <td>1382424</td>\n",
       "      <td>3.135065e+09</td>\n",
       "      <td>78153</td>\n",
       "      <td>528471</td>\n",
       "      <td>38.23</td>\n",
       "      <td>2239.142857</td>\n",
       "      <td>67.560481</td>\n",
       "      <td>2374.263818</td>\n",
       "      <td>2104.021896</td>\n",
       "      <td>2239.142857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>25-Jun-2019</td>\n",
       "      <td>2275.50</td>\n",
       "      <td>2270.00</td>\n",
       "      <td>2274.45</td>\n",
       "      <td>2250.50</td>\n",
       "      <td>2263.00</td>\n",
       "      <td>2267.80</td>\n",
       "      <td>2264.08</td>\n",
       "      <td>1386077</td>\n",
       "      <td>3.138190e+09</td>\n",
       "      <td>99699</td>\n",
       "      <td>598681</td>\n",
       "      <td>43.19</td>\n",
       "      <td>2245.192857</td>\n",
       "      <td>58.251598</td>\n",
       "      <td>2361.696053</td>\n",
       "      <td>2128.689661</td>\n",
       "      <td>2245.192857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>26-Jun-2019</td>\n",
       "      <td>2267.80</td>\n",
       "      <td>2265.00</td>\n",
       "      <td>2266.80</td>\n",
       "      <td>2250.00</td>\n",
       "      <td>2253.05</td>\n",
       "      <td>2254.20</td>\n",
       "      <td>2259.22</td>\n",
       "      <td>1762224</td>\n",
       "      <td>3.981246e+09</td>\n",
       "      <td>94030</td>\n",
       "      <td>931941</td>\n",
       "      <td>52.88</td>\n",
       "      <td>2251.485714</td>\n",
       "      <td>47.541943</td>\n",
       "      <td>2346.569600</td>\n",
       "      <td>2156.401828</td>\n",
       "      <td>2251.485714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>27-Jun-2019</td>\n",
       "      <td>2254.20</td>\n",
       "      <td>2255.00</td>\n",
       "      <td>2264.00</td>\n",
       "      <td>2241.30</td>\n",
       "      <td>2261.50</td>\n",
       "      <td>2252.55</td>\n",
       "      <td>2254.50</td>\n",
       "      <td>2813464</td>\n",
       "      <td>6.342943e+09</td>\n",
       "      <td>138850</td>\n",
       "      <td>1814968</td>\n",
       "      <td>64.51</td>\n",
       "      <td>2256.542857</td>\n",
       "      <td>38.353337</td>\n",
       "      <td>2333.249531</td>\n",
       "      <td>2179.836183</td>\n",
       "      <td>2256.542857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>28-Jun-2019</td>\n",
       "      <td>2252.55</td>\n",
       "      <td>2260.00</td>\n",
       "      <td>2261.95</td>\n",
       "      <td>2222.50</td>\n",
       "      <td>2228.00</td>\n",
       "      <td>2227.20</td>\n",
       "      <td>2234.73</td>\n",
       "      <td>2372928</td>\n",
       "      <td>5.302850e+09</td>\n",
       "      <td>115508</td>\n",
       "      <td>1468460</td>\n",
       "      <td>61.88</td>\n",
       "      <td>2256.235714</td>\n",
       "      <td>32.242671</td>\n",
       "      <td>2320.721057</td>\n",
       "      <td>2191.750372</td>\n",
       "      <td>2256.235714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>01-Jul-2019</td>\n",
       "      <td>2227.20</td>\n",
       "      <td>2235.00</td>\n",
       "      <td>2255.00</td>\n",
       "      <td>2206.60</td>\n",
       "      <td>2233.05</td>\n",
       "      <td>2239.55</td>\n",
       "      <td>2237.15</td>\n",
       "      <td>2769940</td>\n",
       "      <td>6.196759e+09</td>\n",
       "      <td>129268</td>\n",
       "      <td>1579799</td>\n",
       "      <td>57.03</td>\n",
       "      <td>2255.289286</td>\n",
       "      <td>30.625993</td>\n",
       "      <td>2316.541271</td>\n",
       "      <td>2194.037301</td>\n",
       "      <td>2255.289286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>02-Jul-2019</td>\n",
       "      <td>2239.55</td>\n",
       "      <td>2244.90</td>\n",
       "      <td>2257.00</td>\n",
       "      <td>2216.45</td>\n",
       "      <td>2254.30</td>\n",
       "      <td>2252.10</td>\n",
       "      <td>2237.79</td>\n",
       "      <td>1771746</td>\n",
       "      <td>3.964797e+09</td>\n",
       "      <td>97184</td>\n",
       "      <td>816451</td>\n",
       "      <td>46.08</td>\n",
       "      <td>2254.660714</td>\n",
       "      <td>30.716383</td>\n",
       "      <td>2316.093479</td>\n",
       "      <td>2193.227949</td>\n",
       "      <td>2254.660714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>03-Jul-2019</td>\n",
       "      <td>2252.10</td>\n",
       "      <td>2252.20</td>\n",
       "      <td>2258.80</td>\n",
       "      <td>2232.00</td>\n",
       "      <td>2234.00</td>\n",
       "      <td>2237.65</td>\n",
       "      <td>2242.16</td>\n",
       "      <td>1656881</td>\n",
       "      <td>3.714997e+09</td>\n",
       "      <td>87941</td>\n",
       "      <td>739089</td>\n",
       "      <td>44.61</td>\n",
       "      <td>2253.485714</td>\n",
       "      <td>27.453039</td>\n",
       "      <td>2308.391792</td>\n",
       "      <td>2198.579637</td>\n",
       "      <td>2253.485714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>04-Jul-2019</td>\n",
       "      <td>2237.65</td>\n",
       "      <td>2234.00</td>\n",
       "      <td>2252.00</td>\n",
       "      <td>2230.10</td>\n",
       "      <td>2241.00</td>\n",
       "      <td>2242.65</td>\n",
       "      <td>2241.04</td>\n",
       "      <td>984140</td>\n",
       "      <td>2.205502e+09</td>\n",
       "      <td>59990</td>\n",
       "      <td>352899</td>\n",
       "      <td>35.86</td>\n",
       "      <td>2252.639286</td>\n",
       "      <td>20.310792</td>\n",
       "      <td>2293.260871</td>\n",
       "      <td>2212.017701</td>\n",
       "      <td>2252.639286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>05-Jul-2019</td>\n",
       "      <td>2242.65</td>\n",
       "      <td>2247.00</td>\n",
       "      <td>2250.00</td>\n",
       "      <td>2140.00</td>\n",
       "      <td>2166.85</td>\n",
       "      <td>2163.10</td>\n",
       "      <td>2179.39</td>\n",
       "      <td>4088470</td>\n",
       "      <td>8.910375e+09</td>\n",
       "      <td>160276</td>\n",
       "      <td>1736073</td>\n",
       "      <td>42.46</td>\n",
       "      <td>2246.489286</td>\n",
       "      <td>23.689778</td>\n",
       "      <td>2293.868842</td>\n",
       "      <td>2199.109729</td>\n",
       "      <td>2246.489286</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>476 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Symbol Series         Date  Prev Close  Open Price  High Price  Low Price  \\\n",
       "19     TCS     EQ  02-Aug-2017     2501.65     2500.00     2508.00    2462.00   \n",
       "20     TCS     EQ  03-Aug-2017     2473.80     2480.00     2502.00    2466.45   \n",
       "21     TCS     EQ  04-Aug-2017     2489.45     2490.80     2528.30    2488.00   \n",
       "22     TCS     EQ  07-Aug-2017     2522.80     2516.50     2520.00    2481.20   \n",
       "23     TCS     EQ  08-Aug-2017     2503.45     2512.00     2528.60    2496.30   \n",
       "24     TCS     EQ  09-Aug-2017     2503.05     2500.00     2522.85    2493.30   \n",
       "25     TCS     EQ  10-Aug-2017     2512.00     2509.00     2520.60    2486.35   \n",
       "26     TCS     EQ  11-Aug-2017     2511.45     2499.90     2535.00    2483.00   \n",
       "27     TCS     EQ  14-Aug-2017     2496.05     2503.00     2509.90    2463.00   \n",
       "28     TCS     EQ  16-Aug-2017     2469.40     2484.00     2543.80    2465.20   \n",
       "29     TCS     EQ  17-Aug-2017     2492.35     2500.70     2505.00    2462.10   \n",
       "30     TCS     EQ  18-Aug-2017     2485.65     2474.00     2549.90    2471.40   \n",
       "31     TCS     EQ  21-Aug-2017     2513.80     2505.50     2549.00    2494.30   \n",
       "32     TCS     EQ  22-Aug-2017     2528.80     2523.00     2539.50    2492.00   \n",
       "33     TCS     EQ  23-Aug-2017     2497.55     2505.00     2516.80    2473.15   \n",
       "34     TCS     EQ  24-Aug-2017     2489.45     2497.70     2517.95    2486.15   \n",
       "35     TCS     EQ  28-Aug-2017     2496.60     2504.60     2505.40    2461.00   \n",
       "36     TCS     EQ  29-Aug-2017     2487.30     2482.00     2496.00    2463.95   \n",
       "37     TCS     EQ  30-Aug-2017     2470.85     2481.00     2490.00    2460.10   \n",
       "38     TCS     EQ  31-Aug-2017     2484.55     2485.00     2504.40    2466.65   \n",
       "39     TCS     EQ  01-Sep-2017     2496.35     2480.00     2498.05    2436.55   \n",
       "40     TCS     EQ  04-Sep-2017     2456.45     2453.10     2461.00    2438.00   \n",
       "41     TCS     EQ  05-Sep-2017     2456.20     2460.00     2490.00    2437.05   \n",
       "42     TCS     EQ  06-Sep-2017     2484.35     2468.15     2474.85    2450.00   \n",
       "43     TCS     EQ  07-Sep-2017     2453.20     2458.00     2468.40    2451.05   \n",
       "44     TCS     EQ  08-Sep-2017     2460.10     2453.75     2474.00    2452.55   \n",
       "45     TCS     EQ  11-Sep-2017     2470.60     2471.20     2482.95    2450.00   \n",
       "46     TCS     EQ  12-Sep-2017     2454.45     2473.90     2497.00    2457.00   \n",
       "47     TCS     EQ  13-Sep-2017     2488.45     2500.00     2531.65    2475.20   \n",
       "48     TCS     EQ  14-Sep-2017     2489.20     2482.00     2497.60    2471.90   \n",
       "..     ...    ...          ...         ...         ...         ...        ...   \n",
       "465    TCS     EQ  24-May-2019     2054.05     2070.00     2070.00    2032.25   \n",
       "466    TCS     EQ  27-May-2019     2048.00     2054.80     2068.95    2040.10   \n",
       "467    TCS     EQ  28-May-2019     2055.15     2060.00     2097.50    2045.00   \n",
       "468    TCS     EQ  29-May-2019     2073.75     2080.00     2123.70    2077.10   \n",
       "469    TCS     EQ  30-May-2019     2107.55     2123.00     2156.55    2114.40   \n",
       "470    TCS     EQ  31-May-2019     2146.30     2160.00     2204.95    2152.25   \n",
       "471    TCS     EQ  03-Jun-2019     2196.55     2201.00     2247.65    2185.65   \n",
       "472    TCS     EQ  04-Jun-2019     2242.30     2224.00     2224.00    2175.00   \n",
       "473    TCS     EQ  06-Jun-2019     2183.10     2199.00     2199.00    2152.00   \n",
       "474    TCS     EQ  07-Jun-2019     2166.10     2174.00     2189.80    2142.10   \n",
       "475    TCS     EQ  10-Jun-2019     2181.75     2196.70     2235.85    2185.50   \n",
       "476    TCS     EQ  11-Jun-2019     2231.50     2237.00     2263.95    2231.00   \n",
       "477    TCS     EQ  12-Jun-2019     2252.80     2245.00     2266.90    2219.00   \n",
       "478    TCS     EQ  13-Jun-2019     2260.90     2264.00     2285.00    2243.05   \n",
       "479    TCS     EQ  14-Jun-2019     2254.10     2257.25     2263.10    2234.00   \n",
       "480    TCS     EQ  17-Jun-2019     2254.50     2256.00     2262.00    2241.45   \n",
       "481    TCS     EQ  18-Jun-2019     2249.20     2244.00     2260.00    2231.20   \n",
       "482    TCS     EQ  19-Jun-2019     2250.85     2255.00     2276.00    2243.15   \n",
       "483    TCS     EQ  20-Jun-2019     2259.90     2230.00     2284.00    2212.00   \n",
       "484    TCS     EQ  21-Jun-2019     2277.95     2285.00     2292.50    2242.00   \n",
       "485    TCS     EQ  24-Jun-2019     2249.85     2254.15     2280.00    2250.80   \n",
       "486    TCS     EQ  25-Jun-2019     2275.50     2270.00     2274.45    2250.50   \n",
       "487    TCS     EQ  26-Jun-2019     2267.80     2265.00     2266.80    2250.00   \n",
       "488    TCS     EQ  27-Jun-2019     2254.20     2255.00     2264.00    2241.30   \n",
       "489    TCS     EQ  28-Jun-2019     2252.55     2260.00     2261.95    2222.50   \n",
       "490    TCS     EQ  01-Jul-2019     2227.20     2235.00     2255.00    2206.60   \n",
       "491    TCS     EQ  02-Jul-2019     2239.55     2244.90     2257.00    2216.45   \n",
       "492    TCS     EQ  03-Jul-2019     2252.10     2252.20     2258.80    2232.00   \n",
       "493    TCS     EQ  04-Jul-2019     2237.65     2234.00     2252.00    2230.10   \n",
       "494    TCS     EQ  05-Jul-2019     2242.65     2247.00     2250.00    2140.00   \n",
       "\n",
       "     Last Price  Close Price  Average Price  Total Traded Quantity  \\\n",
       "19      2475.00      2473.80        2484.51                 625512   \n",
       "20      2490.05      2489.45        2486.75                 941274   \n",
       "21      2525.00      2522.80        2510.86                 693945   \n",
       "22      2507.40      2503.45        2491.28                 942760   \n",
       "23      2500.15      2503.05        2507.64                 536979   \n",
       "24      2508.35      2512.00        2511.32                 496473   \n",
       "25      2520.00      2511.45        2499.22                 763086   \n",
       "26      2492.65      2496.05        2503.79                 697368   \n",
       "27      2468.00      2469.40        2487.26                 393252   \n",
       "28      2490.15      2492.35        2487.66                 686670   \n",
       "29      2485.55      2485.65        2480.04                 876187   \n",
       "30      2515.00      2513.80        2520.86                1418678   \n",
       "31      2513.20      2528.80        2534.62                1152417   \n",
       "32      2500.00      2497.55        2516.08                 565663   \n",
       "33      2491.60      2489.45        2487.52                 781136   \n",
       "34      2498.05      2496.60        2495.82                 811954   \n",
       "35      2491.00      2487.30        2479.76                1018398   \n",
       "36      2475.05      2470.85        2472.97                 656301   \n",
       "37      2485.00      2484.55        2478.46                 485391   \n",
       "38      2498.00      2496.35        2489.91                 892332   \n",
       "39      2460.60      2456.45        2452.84                 851165   \n",
       "40      2457.00      2456.20        2452.06                 531272   \n",
       "41      2484.65      2484.35        2463.13                 582997   \n",
       "42      2453.00      2453.20        2454.77                 614382   \n",
       "43      2460.00      2460.10        2458.60                 435318   \n",
       "44      2465.15      2470.60        2466.13                 510567   \n",
       "45      2455.00      2454.45        2463.39                 366382   \n",
       "46      2497.00      2488.45        2469.62                 698230   \n",
       "47      2492.70      2489.20        2504.48                 639490   \n",
       "48      2485.00      2486.95        2484.20                 540755   \n",
       "..          ...          ...            ...                    ...   \n",
       "465     2050.00      2048.00        2051.14                2274208   \n",
       "466     2058.00      2055.15        2054.87                2329820   \n",
       "467     2068.00      2073.75        2076.46                5872979   \n",
       "468     2114.20      2107.55        2109.46                3281320   \n",
       "469     2146.30      2146.30        2142.62                4971725   \n",
       "470     2200.00      2196.55        2184.11                4265370   \n",
       "471     2240.10      2242.30        2223.68                3682419   \n",
       "472     2188.00      2183.10        2195.01                2408658   \n",
       "473     2166.00      2166.10        2169.63                3735467   \n",
       "474     2179.80      2181.75        2161.21                2659446   \n",
       "475     2229.10      2231.50        2219.98                2080593   \n",
       "476     2252.00      2252.80        2250.89                3048937   \n",
       "477     2264.00      2260.90        2241.29                2404448   \n",
       "478     2244.00      2254.10        2265.77                3320916   \n",
       "479     2249.80      2254.50        2250.08                2131408   \n",
       "480     2244.00      2249.20        2252.43                1489497   \n",
       "481     2253.50      2250.85        2245.75                1877447   \n",
       "482     2261.20      2259.90        2262.19                1652817   \n",
       "483     2283.30      2277.95        2248.36                2199377   \n",
       "484     2252.05      2249.85        2255.87                3871804   \n",
       "485     2277.00      2275.50        2267.80                1382424   \n",
       "486     2263.00      2267.80        2264.08                1386077   \n",
       "487     2253.05      2254.20        2259.22                1762224   \n",
       "488     2261.50      2252.55        2254.50                2813464   \n",
       "489     2228.00      2227.20        2234.73                2372928   \n",
       "490     2233.05      2239.55        2237.15                2769940   \n",
       "491     2254.30      2252.10        2237.79                1771746   \n",
       "492     2234.00      2237.65        2242.16                1656881   \n",
       "493     2241.00      2242.65        2241.04                 984140   \n",
       "494     2166.85      2163.10        2179.39                4088470   \n",
       "\n",
       "         Turnover  No. of Trades  Deliverable Qty  % Dly Qt to Traded Qty  \\\n",
       "19   1.554090e+09          44731           366332                   58.57   \n",
       "20   2.340710e+09          39294           732362                   77.81   \n",
       "21   1.742396e+09          31371           340218                   49.03   \n",
       "22   2.348682e+09          29848           699856                   74.23   \n",
       "23   1.346550e+09          24609           309875                   57.71   \n",
       "24   1.246803e+09          33860           316032                   63.66   \n",
       "25   1.907117e+09          37900           507304                   66.48   \n",
       "26   1.746060e+09          41945           327636                   46.98   \n",
       "27   9.781202e+08          29766           227374                   57.82   \n",
       "28   1.708202e+09          44396           437761                   63.75   \n",
       "29   2.172978e+09          40452           613453                   70.01   \n",
       "30   3.576282e+09          77980           837580                   59.04   \n",
       "31   2.920942e+09          54265           747946                   64.90   \n",
       "32   1.423252e+09          35029           287383                   50.80   \n",
       "33   1.943094e+09          39129           512785                   65.65   \n",
       "34   2.026487e+09          42614           596982                   73.52   \n",
       "35   2.525379e+09          54931           696983                   68.44   \n",
       "36   1.623011e+09          23498           432172                   65.85   \n",
       "37   1.203021e+09          24262           240993                   49.65   \n",
       "38   2.221830e+09          47192           591710                   66.31   \n",
       "39   2.087770e+09          40185           447974                   52.63   \n",
       "40   1.302711e+09          29763           314907                   59.27   \n",
       "41   1.435997e+09          27861           390654                   67.01   \n",
       "42   1.508166e+09          37430           428731                   69.78   \n",
       "43   1.070273e+09          35496           314028                   72.14   \n",
       "44   1.259126e+09          26980           354180                   69.37   \n",
       "45   9.025399e+08          17519           260179                   71.01   \n",
       "46   1.724360e+09          25758           552659                   79.15   \n",
       "47   1.601590e+09          32185           345028                   53.95   \n",
       "48   1.343342e+09          38222           389170                   71.97   \n",
       "..            ...            ...              ...                     ...   \n",
       "465  4.664726e+09         114179          1255954                   55.23   \n",
       "466  4.787473e+09          85924          1377094                   59.11   \n",
       "467  1.219498e+10         205972          4034671                   68.70   \n",
       "468  6.921811e+09         177202          1508313                   45.97   \n",
       "469  1.065254e+10         150672          2210404                   44.46   \n",
       "470  9.316057e+09         161842          2338193                   54.82   \n",
       "471  8.188537e+09         138425          1964140                   53.34   \n",
       "472  5.287022e+09          98393           973876                   40.43   \n",
       "473  8.104596e+09         116134          2225149                   59.57   \n",
       "474  5.747611e+09          79783           886597                   33.34   \n",
       "475  4.618876e+09         106316           814523                   39.15   \n",
       "476  6.862835e+09         148188          1367975                   44.87   \n",
       "477  5.389074e+09         141774          1036077                   43.09   \n",
       "478  7.524421e+09         138967          1358755                   40.92   \n",
       "479  4.795831e+09         130534           947049                   44.43   \n",
       "480  3.354990e+09          82160           649266                   40.43   \n",
       "481  4.216272e+09         148431           959921                   49.34   \n",
       "482  3.738994e+09          88350           715271                   43.28   \n",
       "483  4.944988e+09         123696           870081                   39.56   \n",
       "484  8.734276e+09         141057          2767225                   71.47   \n",
       "485  3.135065e+09          78153           528471                   38.23   \n",
       "486  3.138190e+09          99699           598681                   43.19   \n",
       "487  3.981246e+09          94030           931941                   52.88   \n",
       "488  6.342943e+09         138850          1814968                   64.51   \n",
       "489  5.302850e+09         115508          1468460                   61.88   \n",
       "490  6.196759e+09         129268          1579799                   57.03   \n",
       "491  3.964797e+09          97184           816451                   46.08   \n",
       "492  3.714997e+09          87941           739089                   44.61   \n",
       "493  2.205502e+09          59990           352899                   35.86   \n",
       "494  8.910375e+09         160276          1736073                   42.46   \n",
       "\n",
       "       14 Day MA  30 Day STD   Upper Band   Lower Band     Mid Band  \n",
       "19   2477.014286   62.039430  2601.093145  2352.935427  2477.014286  \n",
       "20   2483.585714   56.658222  2596.902158  2370.269271  2483.585714  \n",
       "21   2492.682143   48.603012  2589.888166  2395.476119  2492.682143  \n",
       "22   2499.475000   48.091085  2595.657171  2403.292829  2499.475000  \n",
       "23   2503.292857   48.417025  2600.126907  2406.458807  2503.292857  \n",
       "24   2508.100000   48.002887  2604.105774  2412.094226  2508.100000  \n",
       "25   2509.546429   47.611245  2604.768918  2414.323939  2509.546429  \n",
       "26   2507.071429   42.821318  2592.714064  2421.428793  2507.071429  \n",
       "27   2499.778571   36.928353  2573.635278  2425.921865  2499.778571  \n",
       "28   2495.232143   30.878013  2556.988169  2433.476116  2495.232143  \n",
       "29   2495.514286   28.836618  2553.187521  2437.841050  2495.514286  \n",
       "30   2497.621429   25.755162  2549.131754  2446.111104  2497.621429  \n",
       "31   2500.264286   26.133116  2552.530518  2447.998053  2500.264286  \n",
       "32   2499.971429   25.527310  2551.026048  2448.916809  2499.971429  \n",
       "33   2501.089286   20.201371  2541.492028  2460.686543  2501.089286  \n",
       "34   2501.600000   15.354897  2532.309794  2470.890206  2501.600000  \n",
       "35   2499.064286   15.105350  2529.274986  2468.853585  2499.064286  \n",
       "36   2496.735714   15.998584  2528.732883  2464.738545  2496.735714  \n",
       "37   2495.414286   16.200195  2527.814676  2463.013896  2495.414286  \n",
       "38   2494.296429   16.154803  2526.606034  2461.986823  2494.296429  \n",
       "39   2490.367857   17.804555  2525.976967  2454.758747  2490.367857  \n",
       "40   2487.521429   19.824015  2527.169458  2447.873399  2487.521429  \n",
       "41   2488.589286   18.685649  2525.960585  2451.217987  2488.589286  \n",
       "42   2485.792857   20.339412  2526.471681  2445.114033  2485.792857  \n",
       "43   2483.967857   21.062448  2526.092753  2441.842962  2483.967857  \n",
       "44   2480.882143   20.516120  2521.914383  2439.849903  2480.882143  \n",
       "45   2475.571429   20.614950  2516.801329  2434.341528  2475.571429  \n",
       "46   2474.921429   20.415342  2515.752112  2434.090745  2474.921429  \n",
       "47   2474.903571   20.260727  2515.425026  2434.382117  2474.903571  \n",
       "48   2474.214286   20.162682  2514.539650  2433.888921  2474.214286  \n",
       "..           ...         ...          ...          ...          ...  \n",
       "465  2112.239286   57.194591  2226.628467  1997.850105  2112.239286  \n",
       "466  2105.325000   58.461533  2222.248066  1988.401934  2105.325000  \n",
       "467  2099.675000   54.029907  2207.734814  1991.615186  2099.675000  \n",
       "468  2095.032143   43.383882  2181.799906  2008.264380  2095.032143  \n",
       "469  2095.782143   37.354650  2170.491442  2021.072843  2095.782143  \n",
       "470  2100.625000   41.692419  2184.009837  2017.240163  2100.625000  \n",
       "471  2111.335714   49.719049  2210.773812  2011.897617  2111.335714  \n",
       "472  2117.600000   51.248592  2220.097183  2015.102817  2117.600000  \n",
       "473  2121.696429   51.762271  2225.220971  2018.171886  2121.696429  \n",
       "474  2127.860714   52.274723  2232.410161  2023.311268  2127.860714  \n",
       "475  2134.114286   57.673988  2249.462262  2018.766309  2134.114286  \n",
       "476  2144.332143   64.164565  2272.661272  2016.003014  2144.332143  \n",
       "477  2157.128571   69.359506  2295.847584  2018.409559  2157.128571  \n",
       "478  2171.417857   72.772673  2316.963204  2025.872511  2171.417857  \n",
       "479  2186.167857   75.697431  2337.562719  2034.772995  2186.167857  \n",
       "480  2200.028571   76.918675  2353.865921  2046.191222  2200.028571  \n",
       "481  2212.678571   79.087960  2370.854491  2054.502652  2212.678571  \n",
       "482  2223.560714   80.186838  2383.934389  2063.187039  2223.560714  \n",
       "483  2232.964286   79.856485  2392.677256  2073.251316  2232.964286  \n",
       "484  2236.771429   74.480054  2385.731536  2087.811321  2236.771429  \n",
       "485  2239.142857   67.560481  2374.263818  2104.021896  2239.142857  \n",
       "486  2245.192857   58.251598  2361.696053  2128.689661  2245.192857  \n",
       "487  2251.485714   47.541943  2346.569600  2156.401828  2251.485714  \n",
       "488  2256.542857   38.353337  2333.249531  2179.836183  2256.542857  \n",
       "489  2256.235714   32.242671  2320.721057  2191.750372  2256.235714  \n",
       "490  2255.289286   30.625993  2316.541271  2194.037301  2255.289286  \n",
       "491  2254.660714   30.716383  2316.093479  2193.227949  2254.660714  \n",
       "492  2253.485714   27.453039  2308.391792  2198.579637  2253.485714  \n",
       "493  2252.639286   20.310792  2293.260871  2212.017701  2252.639286  \n",
       "494  2246.489286   23.689778  2293.868842  2199.109729  2246.489286  \n",
       "\n",
       "[476 rows x 20 columns]"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "#saving the bollinger band columns\n",
    "tcs_dat = pd.read_csv('tcs_stock_data.csv')\n",
    "tcs_dat['14 Day MA'] = tcs_dat['Close Price'].rolling(window=14).mean()\n",
    "tcs_dat['30 Day STD'] = tcs_dat['Close Price'].rolling(window=20).std()\n",
    "tcs_dat['Upper Band'] = tcs_dat['14 Day MA'] + (tcs_dat['30 Day STD'] * 2)\n",
    "tcs_dat['Lower Band'] = tcs_dat['14 Day MA'] - (tcs_dat['30 Day STD'] * 2)\n",
    "tcs_dat = tcs_dat.dropna()\n",
    "tcs_dat['Mid Band'] = (tcs_dat['Upper Band']+tcs_dat['Lower Band'])/2\n",
    "tcs_dat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Series</th>\n",
       "      <th>Date</th>\n",
       "      <th>Prev Close</th>\n",
       "      <th>Open Price</th>\n",
       "      <th>High Price</th>\n",
       "      <th>Low Price</th>\n",
       "      <th>Last Price</th>\n",
       "      <th>Close Price</th>\n",
       "      <th>Average Price</th>\n",
       "      <th>...</th>\n",
       "      <th>Turnover</th>\n",
       "      <th>No. of Trades</th>\n",
       "      <th>Deliverable Qty</th>\n",
       "      <th>% Dly Qt to Traded Qty</th>\n",
       "      <th>14 Day MA</th>\n",
       "      <th>30 Day STD</th>\n",
       "      <th>Upper Band</th>\n",
       "      <th>Lower Band</th>\n",
       "      <th>Mid Band</th>\n",
       "      <th>Call</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>02-Aug-2017</td>\n",
       "      <td>2501.65</td>\n",
       "      <td>2500.00</td>\n",
       "      <td>2508.00</td>\n",
       "      <td>2462.00</td>\n",
       "      <td>2475.00</td>\n",
       "      <td>2473.80</td>\n",
       "      <td>2484.51</td>\n",
       "      <td>...</td>\n",
       "      <td>1.554090e+09</td>\n",
       "      <td>44731</td>\n",
       "      <td>366332</td>\n",
       "      <td>58.57</td>\n",
       "      <td>2477.014286</td>\n",
       "      <td>62.039430</td>\n",
       "      <td>2601.093145</td>\n",
       "      <td>2352.935427</td>\n",
       "      <td>2477.014286</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>03-Aug-2017</td>\n",
       "      <td>2473.80</td>\n",
       "      <td>2480.00</td>\n",
       "      <td>2502.00</td>\n",
       "      <td>2466.45</td>\n",
       "      <td>2490.05</td>\n",
       "      <td>2489.45</td>\n",
       "      <td>2486.75</td>\n",
       "      <td>...</td>\n",
       "      <td>2.340710e+09</td>\n",
       "      <td>39294</td>\n",
       "      <td>732362</td>\n",
       "      <td>77.81</td>\n",
       "      <td>2483.585714</td>\n",
       "      <td>56.658222</td>\n",
       "      <td>2596.902158</td>\n",
       "      <td>2370.269271</td>\n",
       "      <td>2483.585714</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>04-Aug-2017</td>\n",
       "      <td>2489.45</td>\n",
       "      <td>2490.80</td>\n",
       "      <td>2528.30</td>\n",
       "      <td>2488.00</td>\n",
       "      <td>2525.00</td>\n",
       "      <td>2522.80</td>\n",
       "      <td>2510.86</td>\n",
       "      <td>...</td>\n",
       "      <td>1.742396e+09</td>\n",
       "      <td>31371</td>\n",
       "      <td>340218</td>\n",
       "      <td>49.03</td>\n",
       "      <td>2492.682143</td>\n",
       "      <td>48.603012</td>\n",
       "      <td>2589.888166</td>\n",
       "      <td>2395.476119</td>\n",
       "      <td>2492.682143</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>07-Aug-2017</td>\n",
       "      <td>2522.80</td>\n",
       "      <td>2516.50</td>\n",
       "      <td>2520.00</td>\n",
       "      <td>2481.20</td>\n",
       "      <td>2507.40</td>\n",
       "      <td>2503.45</td>\n",
       "      <td>2491.28</td>\n",
       "      <td>...</td>\n",
       "      <td>2.348682e+09</td>\n",
       "      <td>29848</td>\n",
       "      <td>699856</td>\n",
       "      <td>74.23</td>\n",
       "      <td>2499.475000</td>\n",
       "      <td>48.091085</td>\n",
       "      <td>2595.657171</td>\n",
       "      <td>2403.292829</td>\n",
       "      <td>2499.475000</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>08-Aug-2017</td>\n",
       "      <td>2503.45</td>\n",
       "      <td>2512.00</td>\n",
       "      <td>2528.60</td>\n",
       "      <td>2496.30</td>\n",
       "      <td>2500.15</td>\n",
       "      <td>2503.05</td>\n",
       "      <td>2507.64</td>\n",
       "      <td>...</td>\n",
       "      <td>1.346550e+09</td>\n",
       "      <td>24609</td>\n",
       "      <td>309875</td>\n",
       "      <td>57.71</td>\n",
       "      <td>2503.292857</td>\n",
       "      <td>48.417025</td>\n",
       "      <td>2600.126907</td>\n",
       "      <td>2406.458807</td>\n",
       "      <td>2503.292857</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>09-Aug-2017</td>\n",
       "      <td>2503.05</td>\n",
       "      <td>2500.00</td>\n",
       "      <td>2522.85</td>\n",
       "      <td>2493.30</td>\n",
       "      <td>2508.35</td>\n",
       "      <td>2512.00</td>\n",
       "      <td>2511.32</td>\n",
       "      <td>...</td>\n",
       "      <td>1.246803e+09</td>\n",
       "      <td>33860</td>\n",
       "      <td>316032</td>\n",
       "      <td>63.66</td>\n",
       "      <td>2508.100000</td>\n",
       "      <td>48.002887</td>\n",
       "      <td>2604.105774</td>\n",
       "      <td>2412.094226</td>\n",
       "      <td>2508.100000</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>10-Aug-2017</td>\n",
       "      <td>2512.00</td>\n",
       "      <td>2509.00</td>\n",
       "      <td>2520.60</td>\n",
       "      <td>2486.35</td>\n",
       "      <td>2520.00</td>\n",
       "      <td>2511.45</td>\n",
       "      <td>2499.22</td>\n",
       "      <td>...</td>\n",
       "      <td>1.907117e+09</td>\n",
       "      <td>37900</td>\n",
       "      <td>507304</td>\n",
       "      <td>66.48</td>\n",
       "      <td>2509.546429</td>\n",
       "      <td>47.611245</td>\n",
       "      <td>2604.768918</td>\n",
       "      <td>2414.323939</td>\n",
       "      <td>2509.546429</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>11-Aug-2017</td>\n",
       "      <td>2511.45</td>\n",
       "      <td>2499.90</td>\n",
       "      <td>2535.00</td>\n",
       "      <td>2483.00</td>\n",
       "      <td>2492.65</td>\n",
       "      <td>2496.05</td>\n",
       "      <td>2503.79</td>\n",
       "      <td>...</td>\n",
       "      <td>1.746060e+09</td>\n",
       "      <td>41945</td>\n",
       "      <td>327636</td>\n",
       "      <td>46.98</td>\n",
       "      <td>2507.071429</td>\n",
       "      <td>42.821318</td>\n",
       "      <td>2592.714064</td>\n",
       "      <td>2421.428793</td>\n",
       "      <td>2507.071429</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>14-Aug-2017</td>\n",
       "      <td>2496.05</td>\n",
       "      <td>2503.00</td>\n",
       "      <td>2509.90</td>\n",
       "      <td>2463.00</td>\n",
       "      <td>2468.00</td>\n",
       "      <td>2469.40</td>\n",
       "      <td>2487.26</td>\n",
       "      <td>...</td>\n",
       "      <td>9.781202e+08</td>\n",
       "      <td>29766</td>\n",
       "      <td>227374</td>\n",
       "      <td>57.82</td>\n",
       "      <td>2499.778571</td>\n",
       "      <td>36.928353</td>\n",
       "      <td>2573.635278</td>\n",
       "      <td>2425.921865</td>\n",
       "      <td>2499.778571</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>16-Aug-2017</td>\n",
       "      <td>2469.40</td>\n",
       "      <td>2484.00</td>\n",
       "      <td>2543.80</td>\n",
       "      <td>2465.20</td>\n",
       "      <td>2490.15</td>\n",
       "      <td>2492.35</td>\n",
       "      <td>2487.66</td>\n",
       "      <td>...</td>\n",
       "      <td>1.708202e+09</td>\n",
       "      <td>44396</td>\n",
       "      <td>437761</td>\n",
       "      <td>63.75</td>\n",
       "      <td>2495.232143</td>\n",
       "      <td>30.878013</td>\n",
       "      <td>2556.988169</td>\n",
       "      <td>2433.476116</td>\n",
       "      <td>2495.232143</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>17-Aug-2017</td>\n",
       "      <td>2492.35</td>\n",
       "      <td>2500.70</td>\n",
       "      <td>2505.00</td>\n",
       "      <td>2462.10</td>\n",
       "      <td>2485.55</td>\n",
       "      <td>2485.65</td>\n",
       "      <td>2480.04</td>\n",
       "      <td>...</td>\n",
       "      <td>2.172978e+09</td>\n",
       "      <td>40452</td>\n",
       "      <td>613453</td>\n",
       "      <td>70.01</td>\n",
       "      <td>2495.514286</td>\n",
       "      <td>28.836618</td>\n",
       "      <td>2553.187521</td>\n",
       "      <td>2437.841050</td>\n",
       "      <td>2495.514286</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>18-Aug-2017</td>\n",
       "      <td>2485.65</td>\n",
       "      <td>2474.00</td>\n",
       "      <td>2549.90</td>\n",
       "      <td>2471.40</td>\n",
       "      <td>2515.00</td>\n",
       "      <td>2513.80</td>\n",
       "      <td>2520.86</td>\n",
       "      <td>...</td>\n",
       "      <td>3.576282e+09</td>\n",
       "      <td>77980</td>\n",
       "      <td>837580</td>\n",
       "      <td>59.04</td>\n",
       "      <td>2497.621429</td>\n",
       "      <td>25.755162</td>\n",
       "      <td>2549.131754</td>\n",
       "      <td>2446.111104</td>\n",
       "      <td>2497.621429</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>21-Aug-2017</td>\n",
       "      <td>2513.80</td>\n",
       "      <td>2505.50</td>\n",
       "      <td>2549.00</td>\n",
       "      <td>2494.30</td>\n",
       "      <td>2513.20</td>\n",
       "      <td>2528.80</td>\n",
       "      <td>2534.62</td>\n",
       "      <td>...</td>\n",
       "      <td>2.920942e+09</td>\n",
       "      <td>54265</td>\n",
       "      <td>747946</td>\n",
       "      <td>64.90</td>\n",
       "      <td>2500.264286</td>\n",
       "      <td>26.133116</td>\n",
       "      <td>2552.530518</td>\n",
       "      <td>2447.998053</td>\n",
       "      <td>2500.264286</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>22-Aug-2017</td>\n",
       "      <td>2528.80</td>\n",
       "      <td>2523.00</td>\n",
       "      <td>2539.50</td>\n",
       "      <td>2492.00</td>\n",
       "      <td>2500.00</td>\n",
       "      <td>2497.55</td>\n",
       "      <td>2516.08</td>\n",
       "      <td>...</td>\n",
       "      <td>1.423252e+09</td>\n",
       "      <td>35029</td>\n",
       "      <td>287383</td>\n",
       "      <td>50.80</td>\n",
       "      <td>2499.971429</td>\n",
       "      <td>25.527310</td>\n",
       "      <td>2551.026048</td>\n",
       "      <td>2448.916809</td>\n",
       "      <td>2499.971429</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>23-Aug-2017</td>\n",
       "      <td>2497.55</td>\n",
       "      <td>2505.00</td>\n",
       "      <td>2516.80</td>\n",
       "      <td>2473.15</td>\n",
       "      <td>2491.60</td>\n",
       "      <td>2489.45</td>\n",
       "      <td>2487.52</td>\n",
       "      <td>...</td>\n",
       "      <td>1.943094e+09</td>\n",
       "      <td>39129</td>\n",
       "      <td>512785</td>\n",
       "      <td>65.65</td>\n",
       "      <td>2501.089286</td>\n",
       "      <td>20.201371</td>\n",
       "      <td>2541.492028</td>\n",
       "      <td>2460.686543</td>\n",
       "      <td>2501.089286</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>24-Aug-2017</td>\n",
       "      <td>2489.45</td>\n",
       "      <td>2497.70</td>\n",
       "      <td>2517.95</td>\n",
       "      <td>2486.15</td>\n",
       "      <td>2498.05</td>\n",
       "      <td>2496.60</td>\n",
       "      <td>2495.82</td>\n",
       "      <td>...</td>\n",
       "      <td>2.026487e+09</td>\n",
       "      <td>42614</td>\n",
       "      <td>596982</td>\n",
       "      <td>73.52</td>\n",
       "      <td>2501.600000</td>\n",
       "      <td>15.354897</td>\n",
       "      <td>2532.309794</td>\n",
       "      <td>2470.890206</td>\n",
       "      <td>2501.600000</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>28-Aug-2017</td>\n",
       "      <td>2496.60</td>\n",
       "      <td>2504.60</td>\n",
       "      <td>2505.40</td>\n",
       "      <td>2461.00</td>\n",
       "      <td>2491.00</td>\n",
       "      <td>2487.30</td>\n",
       "      <td>2479.76</td>\n",
       "      <td>...</td>\n",
       "      <td>2.525379e+09</td>\n",
       "      <td>54931</td>\n",
       "      <td>696983</td>\n",
       "      <td>68.44</td>\n",
       "      <td>2499.064286</td>\n",
       "      <td>15.105350</td>\n",
       "      <td>2529.274986</td>\n",
       "      <td>2468.853585</td>\n",
       "      <td>2499.064286</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>29-Aug-2017</td>\n",
       "      <td>2487.30</td>\n",
       "      <td>2482.00</td>\n",
       "      <td>2496.00</td>\n",
       "      <td>2463.95</td>\n",
       "      <td>2475.05</td>\n",
       "      <td>2470.85</td>\n",
       "      <td>2472.97</td>\n",
       "      <td>...</td>\n",
       "      <td>1.623011e+09</td>\n",
       "      <td>23498</td>\n",
       "      <td>432172</td>\n",
       "      <td>65.85</td>\n",
       "      <td>2496.735714</td>\n",
       "      <td>15.998584</td>\n",
       "      <td>2528.732883</td>\n",
       "      <td>2464.738545</td>\n",
       "      <td>2496.735714</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>30-Aug-2017</td>\n",
       "      <td>2470.85</td>\n",
       "      <td>2481.00</td>\n",
       "      <td>2490.00</td>\n",
       "      <td>2460.10</td>\n",
       "      <td>2485.00</td>\n",
       "      <td>2484.55</td>\n",
       "      <td>2478.46</td>\n",
       "      <td>...</td>\n",
       "      <td>1.203021e+09</td>\n",
       "      <td>24262</td>\n",
       "      <td>240993</td>\n",
       "      <td>49.65</td>\n",
       "      <td>2495.414286</td>\n",
       "      <td>16.200195</td>\n",
       "      <td>2527.814676</td>\n",
       "      <td>2463.013896</td>\n",
       "      <td>2495.414286</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>31-Aug-2017</td>\n",
       "      <td>2484.55</td>\n",
       "      <td>2485.00</td>\n",
       "      <td>2504.40</td>\n",
       "      <td>2466.65</td>\n",
       "      <td>2498.00</td>\n",
       "      <td>2496.35</td>\n",
       "      <td>2489.91</td>\n",
       "      <td>...</td>\n",
       "      <td>2.221830e+09</td>\n",
       "      <td>47192</td>\n",
       "      <td>591710</td>\n",
       "      <td>66.31</td>\n",
       "      <td>2494.296429</td>\n",
       "      <td>16.154803</td>\n",
       "      <td>2526.606034</td>\n",
       "      <td>2461.986823</td>\n",
       "      <td>2494.296429</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>01-Sep-2017</td>\n",
       "      <td>2496.35</td>\n",
       "      <td>2480.00</td>\n",
       "      <td>2498.05</td>\n",
       "      <td>2436.55</td>\n",
       "      <td>2460.60</td>\n",
       "      <td>2456.45</td>\n",
       "      <td>2452.84</td>\n",
       "      <td>...</td>\n",
       "      <td>2.087770e+09</td>\n",
       "      <td>40185</td>\n",
       "      <td>447974</td>\n",
       "      <td>52.63</td>\n",
       "      <td>2490.367857</td>\n",
       "      <td>17.804555</td>\n",
       "      <td>2525.976967</td>\n",
       "      <td>2454.758747</td>\n",
       "      <td>2490.367857</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>04-Sep-2017</td>\n",
       "      <td>2456.45</td>\n",
       "      <td>2453.10</td>\n",
       "      <td>2461.00</td>\n",
       "      <td>2438.00</td>\n",
       "      <td>2457.00</td>\n",
       "      <td>2456.20</td>\n",
       "      <td>2452.06</td>\n",
       "      <td>...</td>\n",
       "      <td>1.302711e+09</td>\n",
       "      <td>29763</td>\n",
       "      <td>314907</td>\n",
       "      <td>59.27</td>\n",
       "      <td>2487.521429</td>\n",
       "      <td>19.824015</td>\n",
       "      <td>2527.169458</td>\n",
       "      <td>2447.873399</td>\n",
       "      <td>2487.521429</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>05-Sep-2017</td>\n",
       "      <td>2456.20</td>\n",
       "      <td>2460.00</td>\n",
       "      <td>2490.00</td>\n",
       "      <td>2437.05</td>\n",
       "      <td>2484.65</td>\n",
       "      <td>2484.35</td>\n",
       "      <td>2463.13</td>\n",
       "      <td>...</td>\n",
       "      <td>1.435997e+09</td>\n",
       "      <td>27861</td>\n",
       "      <td>390654</td>\n",
       "      <td>67.01</td>\n",
       "      <td>2488.589286</td>\n",
       "      <td>18.685649</td>\n",
       "      <td>2525.960585</td>\n",
       "      <td>2451.217987</td>\n",
       "      <td>2488.589286</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>06-Sep-2017</td>\n",
       "      <td>2484.35</td>\n",
       "      <td>2468.15</td>\n",
       "      <td>2474.85</td>\n",
       "      <td>2450.00</td>\n",
       "      <td>2453.00</td>\n",
       "      <td>2453.20</td>\n",
       "      <td>2454.77</td>\n",
       "      <td>...</td>\n",
       "      <td>1.508166e+09</td>\n",
       "      <td>37430</td>\n",
       "      <td>428731</td>\n",
       "      <td>69.78</td>\n",
       "      <td>2485.792857</td>\n",
       "      <td>20.339412</td>\n",
       "      <td>2526.471681</td>\n",
       "      <td>2445.114033</td>\n",
       "      <td>2485.792857</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>07-Sep-2017</td>\n",
       "      <td>2453.20</td>\n",
       "      <td>2458.00</td>\n",
       "      <td>2468.40</td>\n",
       "      <td>2451.05</td>\n",
       "      <td>2460.00</td>\n",
       "      <td>2460.10</td>\n",
       "      <td>2458.60</td>\n",
       "      <td>...</td>\n",
       "      <td>1.070273e+09</td>\n",
       "      <td>35496</td>\n",
       "      <td>314028</td>\n",
       "      <td>72.14</td>\n",
       "      <td>2483.967857</td>\n",
       "      <td>21.062448</td>\n",
       "      <td>2526.092753</td>\n",
       "      <td>2441.842962</td>\n",
       "      <td>2483.967857</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>08-Sep-2017</td>\n",
       "      <td>2460.10</td>\n",
       "      <td>2453.75</td>\n",
       "      <td>2474.00</td>\n",
       "      <td>2452.55</td>\n",
       "      <td>2465.15</td>\n",
       "      <td>2470.60</td>\n",
       "      <td>2466.13</td>\n",
       "      <td>...</td>\n",
       "      <td>1.259126e+09</td>\n",
       "      <td>26980</td>\n",
       "      <td>354180</td>\n",
       "      <td>69.37</td>\n",
       "      <td>2480.882143</td>\n",
       "      <td>20.516120</td>\n",
       "      <td>2521.914383</td>\n",
       "      <td>2439.849903</td>\n",
       "      <td>2480.882143</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>11-Sep-2017</td>\n",
       "      <td>2470.60</td>\n",
       "      <td>2471.20</td>\n",
       "      <td>2482.95</td>\n",
       "      <td>2450.00</td>\n",
       "      <td>2455.00</td>\n",
       "      <td>2454.45</td>\n",
       "      <td>2463.39</td>\n",
       "      <td>...</td>\n",
       "      <td>9.025399e+08</td>\n",
       "      <td>17519</td>\n",
       "      <td>260179</td>\n",
       "      <td>71.01</td>\n",
       "      <td>2475.571429</td>\n",
       "      <td>20.614950</td>\n",
       "      <td>2516.801329</td>\n",
       "      <td>2434.341528</td>\n",
       "      <td>2475.571429</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>12-Sep-2017</td>\n",
       "      <td>2454.45</td>\n",
       "      <td>2473.90</td>\n",
       "      <td>2497.00</td>\n",
       "      <td>2457.00</td>\n",
       "      <td>2497.00</td>\n",
       "      <td>2488.45</td>\n",
       "      <td>2469.62</td>\n",
       "      <td>...</td>\n",
       "      <td>1.724360e+09</td>\n",
       "      <td>25758</td>\n",
       "      <td>552659</td>\n",
       "      <td>79.15</td>\n",
       "      <td>2474.921429</td>\n",
       "      <td>20.415342</td>\n",
       "      <td>2515.752112</td>\n",
       "      <td>2434.090745</td>\n",
       "      <td>2474.921429</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>13-Sep-2017</td>\n",
       "      <td>2488.45</td>\n",
       "      <td>2500.00</td>\n",
       "      <td>2531.65</td>\n",
       "      <td>2475.20</td>\n",
       "      <td>2492.70</td>\n",
       "      <td>2489.20</td>\n",
       "      <td>2504.48</td>\n",
       "      <td>...</td>\n",
       "      <td>1.601590e+09</td>\n",
       "      <td>32185</td>\n",
       "      <td>345028</td>\n",
       "      <td>53.95</td>\n",
       "      <td>2474.903571</td>\n",
       "      <td>20.260727</td>\n",
       "      <td>2515.425026</td>\n",
       "      <td>2434.382117</td>\n",
       "      <td>2474.903571</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>14-Sep-2017</td>\n",
       "      <td>2489.20</td>\n",
       "      <td>2482.00</td>\n",
       "      <td>2497.60</td>\n",
       "      <td>2471.90</td>\n",
       "      <td>2485.00</td>\n",
       "      <td>2486.95</td>\n",
       "      <td>2484.20</td>\n",
       "      <td>...</td>\n",
       "      <td>1.343342e+09</td>\n",
       "      <td>38222</td>\n",
       "      <td>389170</td>\n",
       "      <td>71.97</td>\n",
       "      <td>2474.214286</td>\n",
       "      <td>20.162682</td>\n",
       "      <td>2514.539650</td>\n",
       "      <td>2433.888921</td>\n",
       "      <td>2474.214286</td>\n",
       "      <td>Hold Short/ Liquidate Buy</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>465</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>24-May-2019</td>\n",
       "      <td>2054.05</td>\n",
       "      <td>2070.00</td>\n",
       "      <td>2070.00</td>\n",
       "      <td>2032.25</td>\n",
       "      <td>2050.00</td>\n",
       "      <td>2048.00</td>\n",
       "      <td>2051.14</td>\n",
       "      <td>...</td>\n",
       "      <td>4.664726e+09</td>\n",
       "      <td>114179</td>\n",
       "      <td>1255954</td>\n",
       "      <td>55.23</td>\n",
       "      <td>2112.239286</td>\n",
       "      <td>57.194591</td>\n",
       "      <td>2226.628467</td>\n",
       "      <td>1997.850105</td>\n",
       "      <td>2112.239286</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>27-May-2019</td>\n",
       "      <td>2048.00</td>\n",
       "      <td>2054.80</td>\n",
       "      <td>2068.95</td>\n",
       "      <td>2040.10</td>\n",
       "      <td>2058.00</td>\n",
       "      <td>2055.15</td>\n",
       "      <td>2054.87</td>\n",
       "      <td>...</td>\n",
       "      <td>4.787473e+09</td>\n",
       "      <td>85924</td>\n",
       "      <td>1377094</td>\n",
       "      <td>59.11</td>\n",
       "      <td>2105.325000</td>\n",
       "      <td>58.461533</td>\n",
       "      <td>2222.248066</td>\n",
       "      <td>1988.401934</td>\n",
       "      <td>2105.325000</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>28-May-2019</td>\n",
       "      <td>2055.15</td>\n",
       "      <td>2060.00</td>\n",
       "      <td>2097.50</td>\n",
       "      <td>2045.00</td>\n",
       "      <td>2068.00</td>\n",
       "      <td>2073.75</td>\n",
       "      <td>2076.46</td>\n",
       "      <td>...</td>\n",
       "      <td>1.219498e+10</td>\n",
       "      <td>205972</td>\n",
       "      <td>4034671</td>\n",
       "      <td>68.70</td>\n",
       "      <td>2099.675000</td>\n",
       "      <td>54.029907</td>\n",
       "      <td>2207.734814</td>\n",
       "      <td>1991.615186</td>\n",
       "      <td>2099.675000</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>29-May-2019</td>\n",
       "      <td>2073.75</td>\n",
       "      <td>2080.00</td>\n",
       "      <td>2123.70</td>\n",
       "      <td>2077.10</td>\n",
       "      <td>2114.20</td>\n",
       "      <td>2107.55</td>\n",
       "      <td>2109.46</td>\n",
       "      <td>...</td>\n",
       "      <td>6.921811e+09</td>\n",
       "      <td>177202</td>\n",
       "      <td>1508313</td>\n",
       "      <td>45.97</td>\n",
       "      <td>2095.032143</td>\n",
       "      <td>43.383882</td>\n",
       "      <td>2181.799906</td>\n",
       "      <td>2008.264380</td>\n",
       "      <td>2095.032143</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>30-May-2019</td>\n",
       "      <td>2107.55</td>\n",
       "      <td>2123.00</td>\n",
       "      <td>2156.55</td>\n",
       "      <td>2114.40</td>\n",
       "      <td>2146.30</td>\n",
       "      <td>2146.30</td>\n",
       "      <td>2142.62</td>\n",
       "      <td>...</td>\n",
       "      <td>1.065254e+10</td>\n",
       "      <td>150672</td>\n",
       "      <td>2210404</td>\n",
       "      <td>44.46</td>\n",
       "      <td>2095.782143</td>\n",
       "      <td>37.354650</td>\n",
       "      <td>2170.491442</td>\n",
       "      <td>2021.072843</td>\n",
       "      <td>2095.782143</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>31-May-2019</td>\n",
       "      <td>2146.30</td>\n",
       "      <td>2160.00</td>\n",
       "      <td>2204.95</td>\n",
       "      <td>2152.25</td>\n",
       "      <td>2200.00</td>\n",
       "      <td>2196.55</td>\n",
       "      <td>2184.11</td>\n",
       "      <td>...</td>\n",
       "      <td>9.316057e+09</td>\n",
       "      <td>161842</td>\n",
       "      <td>2338193</td>\n",
       "      <td>54.82</td>\n",
       "      <td>2100.625000</td>\n",
       "      <td>41.692419</td>\n",
       "      <td>2184.009837</td>\n",
       "      <td>2017.240163</td>\n",
       "      <td>2100.625000</td>\n",
       "      <td>Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>03-Jun-2019</td>\n",
       "      <td>2196.55</td>\n",
       "      <td>2201.00</td>\n",
       "      <td>2247.65</td>\n",
       "      <td>2185.65</td>\n",
       "      <td>2240.10</td>\n",
       "      <td>2242.30</td>\n",
       "      <td>2223.68</td>\n",
       "      <td>...</td>\n",
       "      <td>8.188537e+09</td>\n",
       "      <td>138425</td>\n",
       "      <td>1964140</td>\n",
       "      <td>53.34</td>\n",
       "      <td>2111.335714</td>\n",
       "      <td>49.719049</td>\n",
       "      <td>2210.773812</td>\n",
       "      <td>2011.897617</td>\n",
       "      <td>2111.335714</td>\n",
       "      <td>Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>04-Jun-2019</td>\n",
       "      <td>2242.30</td>\n",
       "      <td>2224.00</td>\n",
       "      <td>2224.00</td>\n",
       "      <td>2175.00</td>\n",
       "      <td>2188.00</td>\n",
       "      <td>2183.10</td>\n",
       "      <td>2195.01</td>\n",
       "      <td>...</td>\n",
       "      <td>5.287022e+09</td>\n",
       "      <td>98393</td>\n",
       "      <td>973876</td>\n",
       "      <td>40.43</td>\n",
       "      <td>2117.600000</td>\n",
       "      <td>51.248592</td>\n",
       "      <td>2220.097183</td>\n",
       "      <td>2015.102817</td>\n",
       "      <td>2117.600000</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>06-Jun-2019</td>\n",
       "      <td>2183.10</td>\n",
       "      <td>2199.00</td>\n",
       "      <td>2199.00</td>\n",
       "      <td>2152.00</td>\n",
       "      <td>2166.00</td>\n",
       "      <td>2166.10</td>\n",
       "      <td>2169.63</td>\n",
       "      <td>...</td>\n",
       "      <td>8.104596e+09</td>\n",
       "      <td>116134</td>\n",
       "      <td>2225149</td>\n",
       "      <td>59.57</td>\n",
       "      <td>2121.696429</td>\n",
       "      <td>51.762271</td>\n",
       "      <td>2225.220971</td>\n",
       "      <td>2018.171886</td>\n",
       "      <td>2121.696429</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>07-Jun-2019</td>\n",
       "      <td>2166.10</td>\n",
       "      <td>2174.00</td>\n",
       "      <td>2189.80</td>\n",
       "      <td>2142.10</td>\n",
       "      <td>2179.80</td>\n",
       "      <td>2181.75</td>\n",
       "      <td>2161.21</td>\n",
       "      <td>...</td>\n",
       "      <td>5.747611e+09</td>\n",
       "      <td>79783</td>\n",
       "      <td>886597</td>\n",
       "      <td>33.34</td>\n",
       "      <td>2127.860714</td>\n",
       "      <td>52.274723</td>\n",
       "      <td>2232.410161</td>\n",
       "      <td>2023.311268</td>\n",
       "      <td>2127.860714</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>10-Jun-2019</td>\n",
       "      <td>2181.75</td>\n",
       "      <td>2196.70</td>\n",
       "      <td>2235.85</td>\n",
       "      <td>2185.50</td>\n",
       "      <td>2229.10</td>\n",
       "      <td>2231.50</td>\n",
       "      <td>2219.98</td>\n",
       "      <td>...</td>\n",
       "      <td>4.618876e+09</td>\n",
       "      <td>106316</td>\n",
       "      <td>814523</td>\n",
       "      <td>39.15</td>\n",
       "      <td>2134.114286</td>\n",
       "      <td>57.673988</td>\n",
       "      <td>2249.462262</td>\n",
       "      <td>2018.766309</td>\n",
       "      <td>2134.114286</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>11-Jun-2019</td>\n",
       "      <td>2231.50</td>\n",
       "      <td>2237.00</td>\n",
       "      <td>2263.95</td>\n",
       "      <td>2231.00</td>\n",
       "      <td>2252.00</td>\n",
       "      <td>2252.80</td>\n",
       "      <td>2250.89</td>\n",
       "      <td>...</td>\n",
       "      <td>6.862835e+09</td>\n",
       "      <td>148188</td>\n",
       "      <td>1367975</td>\n",
       "      <td>44.87</td>\n",
       "      <td>2144.332143</td>\n",
       "      <td>64.164565</td>\n",
       "      <td>2272.661272</td>\n",
       "      <td>2016.003014</td>\n",
       "      <td>2144.332143</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>12-Jun-2019</td>\n",
       "      <td>2252.80</td>\n",
       "      <td>2245.00</td>\n",
       "      <td>2266.90</td>\n",
       "      <td>2219.00</td>\n",
       "      <td>2264.00</td>\n",
       "      <td>2260.90</td>\n",
       "      <td>2241.29</td>\n",
       "      <td>...</td>\n",
       "      <td>5.389074e+09</td>\n",
       "      <td>141774</td>\n",
       "      <td>1036077</td>\n",
       "      <td>43.09</td>\n",
       "      <td>2157.128571</td>\n",
       "      <td>69.359506</td>\n",
       "      <td>2295.847584</td>\n",
       "      <td>2018.409559</td>\n",
       "      <td>2157.128571</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>13-Jun-2019</td>\n",
       "      <td>2260.90</td>\n",
       "      <td>2264.00</td>\n",
       "      <td>2285.00</td>\n",
       "      <td>2243.05</td>\n",
       "      <td>2244.00</td>\n",
       "      <td>2254.10</td>\n",
       "      <td>2265.77</td>\n",
       "      <td>...</td>\n",
       "      <td>7.524421e+09</td>\n",
       "      <td>138967</td>\n",
       "      <td>1358755</td>\n",
       "      <td>40.92</td>\n",
       "      <td>2171.417857</td>\n",
       "      <td>72.772673</td>\n",
       "      <td>2316.963204</td>\n",
       "      <td>2025.872511</td>\n",
       "      <td>2171.417857</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>14-Jun-2019</td>\n",
       "      <td>2254.10</td>\n",
       "      <td>2257.25</td>\n",
       "      <td>2263.10</td>\n",
       "      <td>2234.00</td>\n",
       "      <td>2249.80</td>\n",
       "      <td>2254.50</td>\n",
       "      <td>2250.08</td>\n",
       "      <td>...</td>\n",
       "      <td>4.795831e+09</td>\n",
       "      <td>130534</td>\n",
       "      <td>947049</td>\n",
       "      <td>44.43</td>\n",
       "      <td>2186.167857</td>\n",
       "      <td>75.697431</td>\n",
       "      <td>2337.562719</td>\n",
       "      <td>2034.772995</td>\n",
       "      <td>2186.167857</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>17-Jun-2019</td>\n",
       "      <td>2254.50</td>\n",
       "      <td>2256.00</td>\n",
       "      <td>2262.00</td>\n",
       "      <td>2241.45</td>\n",
       "      <td>2244.00</td>\n",
       "      <td>2249.20</td>\n",
       "      <td>2252.43</td>\n",
       "      <td>...</td>\n",
       "      <td>3.354990e+09</td>\n",
       "      <td>82160</td>\n",
       "      <td>649266</td>\n",
       "      <td>40.43</td>\n",
       "      <td>2200.028571</td>\n",
       "      <td>76.918675</td>\n",
       "      <td>2353.865921</td>\n",
       "      <td>2046.191222</td>\n",
       "      <td>2200.028571</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>18-Jun-2019</td>\n",
       "      <td>2249.20</td>\n",
       "      <td>2244.00</td>\n",
       "      <td>2260.00</td>\n",
       "      <td>2231.20</td>\n",
       "      <td>2253.50</td>\n",
       "      <td>2250.85</td>\n",
       "      <td>2245.75</td>\n",
       "      <td>...</td>\n",
       "      <td>4.216272e+09</td>\n",
       "      <td>148431</td>\n",
       "      <td>959921</td>\n",
       "      <td>49.34</td>\n",
       "      <td>2212.678571</td>\n",
       "      <td>79.087960</td>\n",
       "      <td>2370.854491</td>\n",
       "      <td>2054.502652</td>\n",
       "      <td>2212.678571</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>19-Jun-2019</td>\n",
       "      <td>2250.85</td>\n",
       "      <td>2255.00</td>\n",
       "      <td>2276.00</td>\n",
       "      <td>2243.15</td>\n",
       "      <td>2261.20</td>\n",
       "      <td>2259.90</td>\n",
       "      <td>2262.19</td>\n",
       "      <td>...</td>\n",
       "      <td>3.738994e+09</td>\n",
       "      <td>88350</td>\n",
       "      <td>715271</td>\n",
       "      <td>43.28</td>\n",
       "      <td>2223.560714</td>\n",
       "      <td>80.186838</td>\n",
       "      <td>2383.934389</td>\n",
       "      <td>2063.187039</td>\n",
       "      <td>2223.560714</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>20-Jun-2019</td>\n",
       "      <td>2259.90</td>\n",
       "      <td>2230.00</td>\n",
       "      <td>2284.00</td>\n",
       "      <td>2212.00</td>\n",
       "      <td>2283.30</td>\n",
       "      <td>2277.95</td>\n",
       "      <td>2248.36</td>\n",
       "      <td>...</td>\n",
       "      <td>4.944988e+09</td>\n",
       "      <td>123696</td>\n",
       "      <td>870081</td>\n",
       "      <td>39.56</td>\n",
       "      <td>2232.964286</td>\n",
       "      <td>79.856485</td>\n",
       "      <td>2392.677256</td>\n",
       "      <td>2073.251316</td>\n",
       "      <td>2232.964286</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>21-Jun-2019</td>\n",
       "      <td>2277.95</td>\n",
       "      <td>2285.00</td>\n",
       "      <td>2292.50</td>\n",
       "      <td>2242.00</td>\n",
       "      <td>2252.05</td>\n",
       "      <td>2249.85</td>\n",
       "      <td>2255.87</td>\n",
       "      <td>...</td>\n",
       "      <td>8.734276e+09</td>\n",
       "      <td>141057</td>\n",
       "      <td>2767225</td>\n",
       "      <td>71.47</td>\n",
       "      <td>2236.771429</td>\n",
       "      <td>74.480054</td>\n",
       "      <td>2385.731536</td>\n",
       "      <td>2087.811321</td>\n",
       "      <td>2236.771429</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>24-Jun-2019</td>\n",
       "      <td>2249.85</td>\n",
       "      <td>2254.15</td>\n",
       "      <td>2280.00</td>\n",
       "      <td>2250.80</td>\n",
       "      <td>2277.00</td>\n",
       "      <td>2275.50</td>\n",
       "      <td>2267.80</td>\n",
       "      <td>...</td>\n",
       "      <td>3.135065e+09</td>\n",
       "      <td>78153</td>\n",
       "      <td>528471</td>\n",
       "      <td>38.23</td>\n",
       "      <td>2239.142857</td>\n",
       "      <td>67.560481</td>\n",
       "      <td>2374.263818</td>\n",
       "      <td>2104.021896</td>\n",
       "      <td>2239.142857</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>25-Jun-2019</td>\n",
       "      <td>2275.50</td>\n",
       "      <td>2270.00</td>\n",
       "      <td>2274.45</td>\n",
       "      <td>2250.50</td>\n",
       "      <td>2263.00</td>\n",
       "      <td>2267.80</td>\n",
       "      <td>2264.08</td>\n",
       "      <td>...</td>\n",
       "      <td>3.138190e+09</td>\n",
       "      <td>99699</td>\n",
       "      <td>598681</td>\n",
       "      <td>43.19</td>\n",
       "      <td>2245.192857</td>\n",
       "      <td>58.251598</td>\n",
       "      <td>2361.696053</td>\n",
       "      <td>2128.689661</td>\n",
       "      <td>2245.192857</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>26-Jun-2019</td>\n",
       "      <td>2267.80</td>\n",
       "      <td>2265.00</td>\n",
       "      <td>2266.80</td>\n",
       "      <td>2250.00</td>\n",
       "      <td>2253.05</td>\n",
       "      <td>2254.20</td>\n",
       "      <td>2259.22</td>\n",
       "      <td>...</td>\n",
       "      <td>3.981246e+09</td>\n",
       "      <td>94030</td>\n",
       "      <td>931941</td>\n",
       "      <td>52.88</td>\n",
       "      <td>2251.485714</td>\n",
       "      <td>47.541943</td>\n",
       "      <td>2346.569600</td>\n",
       "      <td>2156.401828</td>\n",
       "      <td>2251.485714</td>\n",
       "      <td>Hold Short/ Liquidate Buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>27-Jun-2019</td>\n",
       "      <td>2254.20</td>\n",
       "      <td>2255.00</td>\n",
       "      <td>2264.00</td>\n",
       "      <td>2241.30</td>\n",
       "      <td>2261.50</td>\n",
       "      <td>2252.55</td>\n",
       "      <td>2254.50</td>\n",
       "      <td>...</td>\n",
       "      <td>6.342943e+09</td>\n",
       "      <td>138850</td>\n",
       "      <td>1814968</td>\n",
       "      <td>64.51</td>\n",
       "      <td>2256.542857</td>\n",
       "      <td>38.353337</td>\n",
       "      <td>2333.249531</td>\n",
       "      <td>2179.836183</td>\n",
       "      <td>2256.542857</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>28-Jun-2019</td>\n",
       "      <td>2252.55</td>\n",
       "      <td>2260.00</td>\n",
       "      <td>2261.95</td>\n",
       "      <td>2222.50</td>\n",
       "      <td>2228.00</td>\n",
       "      <td>2227.20</td>\n",
       "      <td>2234.73</td>\n",
       "      <td>...</td>\n",
       "      <td>5.302850e+09</td>\n",
       "      <td>115508</td>\n",
       "      <td>1468460</td>\n",
       "      <td>61.88</td>\n",
       "      <td>2256.235714</td>\n",
       "      <td>32.242671</td>\n",
       "      <td>2320.721057</td>\n",
       "      <td>2191.750372</td>\n",
       "      <td>2256.235714</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>01-Jul-2019</td>\n",
       "      <td>2227.20</td>\n",
       "      <td>2235.00</td>\n",
       "      <td>2255.00</td>\n",
       "      <td>2206.60</td>\n",
       "      <td>2233.05</td>\n",
       "      <td>2239.55</td>\n",
       "      <td>2237.15</td>\n",
       "      <td>...</td>\n",
       "      <td>6.196759e+09</td>\n",
       "      <td>129268</td>\n",
       "      <td>1579799</td>\n",
       "      <td>57.03</td>\n",
       "      <td>2255.289286</td>\n",
       "      <td>30.625993</td>\n",
       "      <td>2316.541271</td>\n",
       "      <td>2194.037301</td>\n",
       "      <td>2255.289286</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>02-Jul-2019</td>\n",
       "      <td>2239.55</td>\n",
       "      <td>2244.90</td>\n",
       "      <td>2257.00</td>\n",
       "      <td>2216.45</td>\n",
       "      <td>2254.30</td>\n",
       "      <td>2252.10</td>\n",
       "      <td>2237.79</td>\n",
       "      <td>...</td>\n",
       "      <td>3.964797e+09</td>\n",
       "      <td>97184</td>\n",
       "      <td>816451</td>\n",
       "      <td>46.08</td>\n",
       "      <td>2254.660714</td>\n",
       "      <td>30.716383</td>\n",
       "      <td>2316.093479</td>\n",
       "      <td>2193.227949</td>\n",
       "      <td>2254.660714</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>03-Jul-2019</td>\n",
       "      <td>2252.10</td>\n",
       "      <td>2252.20</td>\n",
       "      <td>2258.80</td>\n",
       "      <td>2232.00</td>\n",
       "      <td>2234.00</td>\n",
       "      <td>2237.65</td>\n",
       "      <td>2242.16</td>\n",
       "      <td>...</td>\n",
       "      <td>3.714997e+09</td>\n",
       "      <td>87941</td>\n",
       "      <td>739089</td>\n",
       "      <td>44.61</td>\n",
       "      <td>2253.485714</td>\n",
       "      <td>27.453039</td>\n",
       "      <td>2308.391792</td>\n",
       "      <td>2198.579637</td>\n",
       "      <td>2253.485714</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>04-Jul-2019</td>\n",
       "      <td>2237.65</td>\n",
       "      <td>2234.00</td>\n",
       "      <td>2252.00</td>\n",
       "      <td>2230.10</td>\n",
       "      <td>2241.00</td>\n",
       "      <td>2242.65</td>\n",
       "      <td>2241.04</td>\n",
       "      <td>...</td>\n",
       "      <td>2.205502e+09</td>\n",
       "      <td>59990</td>\n",
       "      <td>352899</td>\n",
       "      <td>35.86</td>\n",
       "      <td>2252.639286</td>\n",
       "      <td>20.310792</td>\n",
       "      <td>2293.260871</td>\n",
       "      <td>2212.017701</td>\n",
       "      <td>2252.639286</td>\n",
       "      <td>Hold Buy/ Liquidate Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>TCS</td>\n",
       "      <td>EQ</td>\n",
       "      <td>05-Jul-2019</td>\n",
       "      <td>2242.65</td>\n",
       "      <td>2247.00</td>\n",
       "      <td>2250.00</td>\n",
       "      <td>2140.00</td>\n",
       "      <td>2166.85</td>\n",
       "      <td>2163.10</td>\n",
       "      <td>2179.39</td>\n",
       "      <td>...</td>\n",
       "      <td>8.910375e+09</td>\n",
       "      <td>160276</td>\n",
       "      <td>1736073</td>\n",
       "      <td>42.46</td>\n",
       "      <td>2246.489286</td>\n",
       "      <td>23.689778</td>\n",
       "      <td>2293.868842</td>\n",
       "      <td>2199.109729</td>\n",
       "      <td>2246.489286</td>\n",
       "      <td>Buy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>476 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Symbol Series         Date  Prev Close  Open Price  High Price  Low Price  \\\n",
       "19     TCS     EQ  02-Aug-2017     2501.65     2500.00     2508.00    2462.00   \n",
       "20     TCS     EQ  03-Aug-2017     2473.80     2480.00     2502.00    2466.45   \n",
       "21     TCS     EQ  04-Aug-2017     2489.45     2490.80     2528.30    2488.00   \n",
       "22     TCS     EQ  07-Aug-2017     2522.80     2516.50     2520.00    2481.20   \n",
       "23     TCS     EQ  08-Aug-2017     2503.45     2512.00     2528.60    2496.30   \n",
       "24     TCS     EQ  09-Aug-2017     2503.05     2500.00     2522.85    2493.30   \n",
       "25     TCS     EQ  10-Aug-2017     2512.00     2509.00     2520.60    2486.35   \n",
       "26     TCS     EQ  11-Aug-2017     2511.45     2499.90     2535.00    2483.00   \n",
       "27     TCS     EQ  14-Aug-2017     2496.05     2503.00     2509.90    2463.00   \n",
       "28     TCS     EQ  16-Aug-2017     2469.40     2484.00     2543.80    2465.20   \n",
       "29     TCS     EQ  17-Aug-2017     2492.35     2500.70     2505.00    2462.10   \n",
       "30     TCS     EQ  18-Aug-2017     2485.65     2474.00     2549.90    2471.40   \n",
       "31     TCS     EQ  21-Aug-2017     2513.80     2505.50     2549.00    2494.30   \n",
       "32     TCS     EQ  22-Aug-2017     2528.80     2523.00     2539.50    2492.00   \n",
       "33     TCS     EQ  23-Aug-2017     2497.55     2505.00     2516.80    2473.15   \n",
       "34     TCS     EQ  24-Aug-2017     2489.45     2497.70     2517.95    2486.15   \n",
       "35     TCS     EQ  28-Aug-2017     2496.60     2504.60     2505.40    2461.00   \n",
       "36     TCS     EQ  29-Aug-2017     2487.30     2482.00     2496.00    2463.95   \n",
       "37     TCS     EQ  30-Aug-2017     2470.85     2481.00     2490.00    2460.10   \n",
       "38     TCS     EQ  31-Aug-2017     2484.55     2485.00     2504.40    2466.65   \n",
       "39     TCS     EQ  01-Sep-2017     2496.35     2480.00     2498.05    2436.55   \n",
       "40     TCS     EQ  04-Sep-2017     2456.45     2453.10     2461.00    2438.00   \n",
       "41     TCS     EQ  05-Sep-2017     2456.20     2460.00     2490.00    2437.05   \n",
       "42     TCS     EQ  06-Sep-2017     2484.35     2468.15     2474.85    2450.00   \n",
       "43     TCS     EQ  07-Sep-2017     2453.20     2458.00     2468.40    2451.05   \n",
       "44     TCS     EQ  08-Sep-2017     2460.10     2453.75     2474.00    2452.55   \n",
       "45     TCS     EQ  11-Sep-2017     2470.60     2471.20     2482.95    2450.00   \n",
       "46     TCS     EQ  12-Sep-2017     2454.45     2473.90     2497.00    2457.00   \n",
       "47     TCS     EQ  13-Sep-2017     2488.45     2500.00     2531.65    2475.20   \n",
       "48     TCS     EQ  14-Sep-2017     2489.20     2482.00     2497.60    2471.90   \n",
       "..     ...    ...          ...         ...         ...         ...        ...   \n",
       "465    TCS     EQ  24-May-2019     2054.05     2070.00     2070.00    2032.25   \n",
       "466    TCS     EQ  27-May-2019     2048.00     2054.80     2068.95    2040.10   \n",
       "467    TCS     EQ  28-May-2019     2055.15     2060.00     2097.50    2045.00   \n",
       "468    TCS     EQ  29-May-2019     2073.75     2080.00     2123.70    2077.10   \n",
       "469    TCS     EQ  30-May-2019     2107.55     2123.00     2156.55    2114.40   \n",
       "470    TCS     EQ  31-May-2019     2146.30     2160.00     2204.95    2152.25   \n",
       "471    TCS     EQ  03-Jun-2019     2196.55     2201.00     2247.65    2185.65   \n",
       "472    TCS     EQ  04-Jun-2019     2242.30     2224.00     2224.00    2175.00   \n",
       "473    TCS     EQ  06-Jun-2019     2183.10     2199.00     2199.00    2152.00   \n",
       "474    TCS     EQ  07-Jun-2019     2166.10     2174.00     2189.80    2142.10   \n",
       "475    TCS     EQ  10-Jun-2019     2181.75     2196.70     2235.85    2185.50   \n",
       "476    TCS     EQ  11-Jun-2019     2231.50     2237.00     2263.95    2231.00   \n",
       "477    TCS     EQ  12-Jun-2019     2252.80     2245.00     2266.90    2219.00   \n",
       "478    TCS     EQ  13-Jun-2019     2260.90     2264.00     2285.00    2243.05   \n",
       "479    TCS     EQ  14-Jun-2019     2254.10     2257.25     2263.10    2234.00   \n",
       "480    TCS     EQ  17-Jun-2019     2254.50     2256.00     2262.00    2241.45   \n",
       "481    TCS     EQ  18-Jun-2019     2249.20     2244.00     2260.00    2231.20   \n",
       "482    TCS     EQ  19-Jun-2019     2250.85     2255.00     2276.00    2243.15   \n",
       "483    TCS     EQ  20-Jun-2019     2259.90     2230.00     2284.00    2212.00   \n",
       "484    TCS     EQ  21-Jun-2019     2277.95     2285.00     2292.50    2242.00   \n",
       "485    TCS     EQ  24-Jun-2019     2249.85     2254.15     2280.00    2250.80   \n",
       "486    TCS     EQ  25-Jun-2019     2275.50     2270.00     2274.45    2250.50   \n",
       "487    TCS     EQ  26-Jun-2019     2267.80     2265.00     2266.80    2250.00   \n",
       "488    TCS     EQ  27-Jun-2019     2254.20     2255.00     2264.00    2241.30   \n",
       "489    TCS     EQ  28-Jun-2019     2252.55     2260.00     2261.95    2222.50   \n",
       "490    TCS     EQ  01-Jul-2019     2227.20     2235.00     2255.00    2206.60   \n",
       "491    TCS     EQ  02-Jul-2019     2239.55     2244.90     2257.00    2216.45   \n",
       "492    TCS     EQ  03-Jul-2019     2252.10     2252.20     2258.80    2232.00   \n",
       "493    TCS     EQ  04-Jul-2019     2237.65     2234.00     2252.00    2230.10   \n",
       "494    TCS     EQ  05-Jul-2019     2242.65     2247.00     2250.00    2140.00   \n",
       "\n",
       "     Last Price  Close Price  Average Price  ...      Turnover  No. of Trades  \\\n",
       "19      2475.00      2473.80        2484.51  ...  1.554090e+09          44731   \n",
       "20      2490.05      2489.45        2486.75  ...  2.340710e+09          39294   \n",
       "21      2525.00      2522.80        2510.86  ...  1.742396e+09          31371   \n",
       "22      2507.40      2503.45        2491.28  ...  2.348682e+09          29848   \n",
       "23      2500.15      2503.05        2507.64  ...  1.346550e+09          24609   \n",
       "24      2508.35      2512.00        2511.32  ...  1.246803e+09          33860   \n",
       "25      2520.00      2511.45        2499.22  ...  1.907117e+09          37900   \n",
       "26      2492.65      2496.05        2503.79  ...  1.746060e+09          41945   \n",
       "27      2468.00      2469.40        2487.26  ...  9.781202e+08          29766   \n",
       "28      2490.15      2492.35        2487.66  ...  1.708202e+09          44396   \n",
       "29      2485.55      2485.65        2480.04  ...  2.172978e+09          40452   \n",
       "30      2515.00      2513.80        2520.86  ...  3.576282e+09          77980   \n",
       "31      2513.20      2528.80        2534.62  ...  2.920942e+09          54265   \n",
       "32      2500.00      2497.55        2516.08  ...  1.423252e+09          35029   \n",
       "33      2491.60      2489.45        2487.52  ...  1.943094e+09          39129   \n",
       "34      2498.05      2496.60        2495.82  ...  2.026487e+09          42614   \n",
       "35      2491.00      2487.30        2479.76  ...  2.525379e+09          54931   \n",
       "36      2475.05      2470.85        2472.97  ...  1.623011e+09          23498   \n",
       "37      2485.00      2484.55        2478.46  ...  1.203021e+09          24262   \n",
       "38      2498.00      2496.35        2489.91  ...  2.221830e+09          47192   \n",
       "39      2460.60      2456.45        2452.84  ...  2.087770e+09          40185   \n",
       "40      2457.00      2456.20        2452.06  ...  1.302711e+09          29763   \n",
       "41      2484.65      2484.35        2463.13  ...  1.435997e+09          27861   \n",
       "42      2453.00      2453.20        2454.77  ...  1.508166e+09          37430   \n",
       "43      2460.00      2460.10        2458.60  ...  1.070273e+09          35496   \n",
       "44      2465.15      2470.60        2466.13  ...  1.259126e+09          26980   \n",
       "45      2455.00      2454.45        2463.39  ...  9.025399e+08          17519   \n",
       "46      2497.00      2488.45        2469.62  ...  1.724360e+09          25758   \n",
       "47      2492.70      2489.20        2504.48  ...  1.601590e+09          32185   \n",
       "48      2485.00      2486.95        2484.20  ...  1.343342e+09          38222   \n",
       "..          ...          ...            ...  ...           ...            ...   \n",
       "465     2050.00      2048.00        2051.14  ...  4.664726e+09         114179   \n",
       "466     2058.00      2055.15        2054.87  ...  4.787473e+09          85924   \n",
       "467     2068.00      2073.75        2076.46  ...  1.219498e+10         205972   \n",
       "468     2114.20      2107.55        2109.46  ...  6.921811e+09         177202   \n",
       "469     2146.30      2146.30        2142.62  ...  1.065254e+10         150672   \n",
       "470     2200.00      2196.55        2184.11  ...  9.316057e+09         161842   \n",
       "471     2240.10      2242.30        2223.68  ...  8.188537e+09         138425   \n",
       "472     2188.00      2183.10        2195.01  ...  5.287022e+09          98393   \n",
       "473     2166.00      2166.10        2169.63  ...  8.104596e+09         116134   \n",
       "474     2179.80      2181.75        2161.21  ...  5.747611e+09          79783   \n",
       "475     2229.10      2231.50        2219.98  ...  4.618876e+09         106316   \n",
       "476     2252.00      2252.80        2250.89  ...  6.862835e+09         148188   \n",
       "477     2264.00      2260.90        2241.29  ...  5.389074e+09         141774   \n",
       "478     2244.00      2254.10        2265.77  ...  7.524421e+09         138967   \n",
       "479     2249.80      2254.50        2250.08  ...  4.795831e+09         130534   \n",
       "480     2244.00      2249.20        2252.43  ...  3.354990e+09          82160   \n",
       "481     2253.50      2250.85        2245.75  ...  4.216272e+09         148431   \n",
       "482     2261.20      2259.90        2262.19  ...  3.738994e+09          88350   \n",
       "483     2283.30      2277.95        2248.36  ...  4.944988e+09         123696   \n",
       "484     2252.05      2249.85        2255.87  ...  8.734276e+09         141057   \n",
       "485     2277.00      2275.50        2267.80  ...  3.135065e+09          78153   \n",
       "486     2263.00      2267.80        2264.08  ...  3.138190e+09          99699   \n",
       "487     2253.05      2254.20        2259.22  ...  3.981246e+09          94030   \n",
       "488     2261.50      2252.55        2254.50  ...  6.342943e+09         138850   \n",
       "489     2228.00      2227.20        2234.73  ...  5.302850e+09         115508   \n",
       "490     2233.05      2239.55        2237.15  ...  6.196759e+09         129268   \n",
       "491     2254.30      2252.10        2237.79  ...  3.964797e+09          97184   \n",
       "492     2234.00      2237.65        2242.16  ...  3.714997e+09          87941   \n",
       "493     2241.00      2242.65        2241.04  ...  2.205502e+09          59990   \n",
       "494     2166.85      2163.10        2179.39  ...  8.910375e+09         160276   \n",
       "\n",
       "     Deliverable Qty  % Dly Qt to Traded Qty    14 Day MA  30 Day STD  \\\n",
       "19            366332                   58.57  2477.014286   62.039430   \n",
       "20            732362                   77.81  2483.585714   56.658222   \n",
       "21            340218                   49.03  2492.682143   48.603012   \n",
       "22            699856                   74.23  2499.475000   48.091085   \n",
       "23            309875                   57.71  2503.292857   48.417025   \n",
       "24            316032                   63.66  2508.100000   48.002887   \n",
       "25            507304                   66.48  2509.546429   47.611245   \n",
       "26            327636                   46.98  2507.071429   42.821318   \n",
       "27            227374                   57.82  2499.778571   36.928353   \n",
       "28            437761                   63.75  2495.232143   30.878013   \n",
       "29            613453                   70.01  2495.514286   28.836618   \n",
       "30            837580                   59.04  2497.621429   25.755162   \n",
       "31            747946                   64.90  2500.264286   26.133116   \n",
       "32            287383                   50.80  2499.971429   25.527310   \n",
       "33            512785                   65.65  2501.089286   20.201371   \n",
       "34            596982                   73.52  2501.600000   15.354897   \n",
       "35            696983                   68.44  2499.064286   15.105350   \n",
       "36            432172                   65.85  2496.735714   15.998584   \n",
       "37            240993                   49.65  2495.414286   16.200195   \n",
       "38            591710                   66.31  2494.296429   16.154803   \n",
       "39            447974                   52.63  2490.367857   17.804555   \n",
       "40            314907                   59.27  2487.521429   19.824015   \n",
       "41            390654                   67.01  2488.589286   18.685649   \n",
       "42            428731                   69.78  2485.792857   20.339412   \n",
       "43            314028                   72.14  2483.967857   21.062448   \n",
       "44            354180                   69.37  2480.882143   20.516120   \n",
       "45            260179                   71.01  2475.571429   20.614950   \n",
       "46            552659                   79.15  2474.921429   20.415342   \n",
       "47            345028                   53.95  2474.903571   20.260727   \n",
       "48            389170                   71.97  2474.214286   20.162682   \n",
       "..               ...                     ...          ...         ...   \n",
       "465          1255954                   55.23  2112.239286   57.194591   \n",
       "466          1377094                   59.11  2105.325000   58.461533   \n",
       "467          4034671                   68.70  2099.675000   54.029907   \n",
       "468          1508313                   45.97  2095.032143   43.383882   \n",
       "469          2210404                   44.46  2095.782143   37.354650   \n",
       "470          2338193                   54.82  2100.625000   41.692419   \n",
       "471          1964140                   53.34  2111.335714   49.719049   \n",
       "472           973876                   40.43  2117.600000   51.248592   \n",
       "473          2225149                   59.57  2121.696429   51.762271   \n",
       "474           886597                   33.34  2127.860714   52.274723   \n",
       "475           814523                   39.15  2134.114286   57.673988   \n",
       "476          1367975                   44.87  2144.332143   64.164565   \n",
       "477          1036077                   43.09  2157.128571   69.359506   \n",
       "478          1358755                   40.92  2171.417857   72.772673   \n",
       "479           947049                   44.43  2186.167857   75.697431   \n",
       "480           649266                   40.43  2200.028571   76.918675   \n",
       "481           959921                   49.34  2212.678571   79.087960   \n",
       "482           715271                   43.28  2223.560714   80.186838   \n",
       "483           870081                   39.56  2232.964286   79.856485   \n",
       "484          2767225                   71.47  2236.771429   74.480054   \n",
       "485           528471                   38.23  2239.142857   67.560481   \n",
       "486           598681                   43.19  2245.192857   58.251598   \n",
       "487           931941                   52.88  2251.485714   47.541943   \n",
       "488          1814968                   64.51  2256.542857   38.353337   \n",
       "489          1468460                   61.88  2256.235714   32.242671   \n",
       "490          1579799                   57.03  2255.289286   30.625993   \n",
       "491           816451                   46.08  2254.660714   30.716383   \n",
       "492           739089                   44.61  2253.485714   27.453039   \n",
       "493           352899                   35.86  2252.639286   20.310792   \n",
       "494          1736073                   42.46  2246.489286   23.689778   \n",
       "\n",
       "      Upper Band   Lower Band     Mid Band                       Call  \n",
       "19   2601.093145  2352.935427  2477.014286  Hold Buy/ Liquidate Short  \n",
       "20   2596.902158  2370.269271  2483.585714  Hold Short/ Liquidate Buy  \n",
       "21   2589.888166  2395.476119  2492.682143  Hold Short/ Liquidate Buy  \n",
       "22   2595.657171  2403.292829  2499.475000  Hold Short/ Liquidate Buy  \n",
       "23   2600.126907  2406.458807  2503.292857  Hold Buy/ Liquidate Short  \n",
       "24   2604.105774  2412.094226  2508.100000  Hold Short/ Liquidate Buy  \n",
       "25   2604.768918  2414.323939  2509.546429  Hold Short/ Liquidate Buy  \n",
       "26   2592.714064  2421.428793  2507.071429  Hold Buy/ Liquidate Short  \n",
       "27   2573.635278  2425.921865  2499.778571  Hold Buy/ Liquidate Short  \n",
       "28   2556.988169  2433.476116  2495.232143  Hold Buy/ Liquidate Short  \n",
       "29   2553.187521  2437.841050  2495.514286  Hold Buy/ Liquidate Short  \n",
       "30   2549.131754  2446.111104  2497.621429  Hold Short/ Liquidate Buy  \n",
       "31   2552.530518  2447.998053  2500.264286  Hold Short/ Liquidate Buy  \n",
       "32   2551.026048  2448.916809  2499.971429  Hold Buy/ Liquidate Short  \n",
       "33   2541.492028  2460.686543  2501.089286  Hold Buy/ Liquidate Short  \n",
       "34   2532.309794  2470.890206  2501.600000  Hold Buy/ Liquidate Short  \n",
       "35   2529.274986  2468.853585  2499.064286  Hold Buy/ Liquidate Short  \n",
       "36   2528.732883  2464.738545  2496.735714  Hold Buy/ Liquidate Short  \n",
       "37   2527.814676  2463.013896  2495.414286  Hold Buy/ Liquidate Short  \n",
       "38   2526.606034  2461.986823  2494.296429  Hold Short/ Liquidate Buy  \n",
       "39   2525.976967  2454.758747  2490.367857  Hold Buy/ Liquidate Short  \n",
       "40   2527.169458  2447.873399  2487.521429  Hold Buy/ Liquidate Short  \n",
       "41   2525.960585  2451.217987  2488.589286  Hold Buy/ Liquidate Short  \n",
       "42   2526.471681  2445.114033  2485.792857  Hold Buy/ Liquidate Short  \n",
       "43   2526.092753  2441.842962  2483.967857  Hold Buy/ Liquidate Short  \n",
       "44   2521.914383  2439.849903  2480.882143  Hold Buy/ Liquidate Short  \n",
       "45   2516.801329  2434.341528  2475.571429  Hold Buy/ Liquidate Short  \n",
       "46   2515.752112  2434.090745  2474.921429  Hold Short/ Liquidate Buy  \n",
       "47   2515.425026  2434.382117  2474.903571  Hold Short/ Liquidate Buy  \n",
       "48   2514.539650  2433.888921  2474.214286  Hold Short/ Liquidate Buy  \n",
       "..           ...          ...          ...                        ...  \n",
       "465  2226.628467  1997.850105  2112.239286  Hold Buy/ Liquidate Short  \n",
       "466  2222.248066  1988.401934  2105.325000  Hold Buy/ Liquidate Short  \n",
       "467  2207.734814  1991.615186  2099.675000  Hold Buy/ Liquidate Short  \n",
       "468  2181.799906  2008.264380  2095.032143  Hold Short/ Liquidate Buy  \n",
       "469  2170.491442  2021.072843  2095.782143  Hold Short/ Liquidate Buy  \n",
       "470  2184.009837  2017.240163  2100.625000                      Short  \n",
       "471  2210.773812  2011.897617  2111.335714                      Short  \n",
       "472  2220.097183  2015.102817  2117.600000  Hold Short/ Liquidate Buy  \n",
       "473  2225.220971  2018.171886  2121.696429  Hold Short/ Liquidate Buy  \n",
       "474  2232.410161  2023.311268  2127.860714  Hold Short/ Liquidate Buy  \n",
       "475  2249.462262  2018.766309  2134.114286  Hold Short/ Liquidate Buy  \n",
       "476  2272.661272  2016.003014  2144.332143  Hold Short/ Liquidate Buy  \n",
       "477  2295.847584  2018.409559  2157.128571  Hold Short/ Liquidate Buy  \n",
       "478  2316.963204  2025.872511  2171.417857  Hold Short/ Liquidate Buy  \n",
       "479  2337.562719  2034.772995  2186.167857  Hold Short/ Liquidate Buy  \n",
       "480  2353.865921  2046.191222  2200.028571  Hold Short/ Liquidate Buy  \n",
       "481  2370.854491  2054.502652  2212.678571  Hold Short/ Liquidate Buy  \n",
       "482  2383.934389  2063.187039  2223.560714  Hold Short/ Liquidate Buy  \n",
       "483  2392.677256  2073.251316  2232.964286  Hold Short/ Liquidate Buy  \n",
       "484  2385.731536  2087.811321  2236.771429  Hold Short/ Liquidate Buy  \n",
       "485  2374.263818  2104.021896  2239.142857  Hold Short/ Liquidate Buy  \n",
       "486  2361.696053  2128.689661  2245.192857  Hold Short/ Liquidate Buy  \n",
       "487  2346.569600  2156.401828  2251.485714  Hold Short/ Liquidate Buy  \n",
       "488  2333.249531  2179.836183  2256.542857  Hold Buy/ Liquidate Short  \n",
       "489  2320.721057  2191.750372  2256.235714  Hold Buy/ Liquidate Short  \n",
       "490  2316.541271  2194.037301  2255.289286  Hold Buy/ Liquidate Short  \n",
       "491  2316.093479  2193.227949  2254.660714  Hold Buy/ Liquidate Short  \n",
       "492  2308.391792  2198.579637  2253.485714  Hold Buy/ Liquidate Short  \n",
       "493  2293.260871  2212.017701  2252.639286  Hold Buy/ Liquidate Short  \n",
       "494  2293.868842  2199.109729  2246.489286                        Buy  \n",
       "\n",
       "[476 rows x 21 columns]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def select_buy(tcs_dat):\n",
    "    if tcs_dat['Close Price'] < tcs_dat['Lower Band']:\n",
    "        return \"Buy\"\n",
    "    if tcs_dat['Close Price'] > tcs_dat['Lower Band'] and tcs_dat['Close Price'] < tcs_dat['Mid Band']:\n",
    "        return \"Hold Buy/ Liquidate Short\"\n",
    "    if tcs_dat['Close Price'] > tcs_dat['Mid Band'] and tcs_dat['Close Price'] < tcs_dat['Upper Band']:\n",
    "        return \"Hold Short/ Liquidate Buy\"\n",
    "    if tcs_dat['Close Price'] > tcs_dat['Upper Band']:\n",
    "        return \"Short\"\n",
    "tcs_dat = tcs_dat.assign(Call = tcs_dat.apply(select_buy, axis=1))\n",
    "tcs_dat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(476, 1)"
      ]
     },
     "execution_count": 189,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#training a classifier\n",
    "from sklearn import preprocessing\n",
    "# create the Labelencoder object\n",
    "le = preprocessing.LabelEncoder()\n",
    "train_X = tcs_dat[['Upper Band','Lower Band','Mid Band','Close Price']]\n",
    "trafomed_label = le.fit_transform(tcs_dat[['Call']])\n",
    "train_Y = transfomed_label.reshape(-1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logistic Regression\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.9643"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sklearn as sk  \n",
    "from sklearn.linear_model import LogisticRegression  \n",
    "import pandas as pd  \n",
    "import os\n",
    "\n",
    "LR = LogisticRegression(random_state=0, solver='lbfgs', multi_class='ovr').fit(train_X, train_Y.ravel())\n",
    "LR.predict(train_X) \n",
    "print(\"Logistic Regression\")\n",
    "round(LR.score(train_X,train_Y), 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Support Vector Machines\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\rajat\\Anaconda3\\envs\\latest_Everything-env\\lib\\site-packages\\sklearn\\utils\\validation.py:724: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\rajat\\Anaconda3\\envs\\latest_Everything-env\\lib\\site-packages\\sklearn\\svm\\base.py:929: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  \"the number of iterations.\", ConvergenceWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.6366"
      ]
     },
     "execution_count": 199,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sklearn as sk  \n",
    "from sklearn import svm  \n",
    "import pandas as pd  \n",
    "import os\n",
    "\n",
    "SVM = svm.LinearSVC()\n",
    "SVM.fit(train_X, train_Y)\n",
    "SVM.predict(train_X)\n",
    "print(\"Support Vector Machines\")\n",
    "round(SVM.score(train_X,train_Y), 4) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Random Forests\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\rajat\\Anaconda3\\envs\\latest_Everything-env\\lib\\site-packages\\ipykernel_launcher.py:5: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  \"\"\"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.645"
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sklearn as sk  \n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "RF = RandomForestClassifier(n_estimators=100, max_depth=2, random_state=0)  \n",
    "RF.fit(train_X, train_Y)  \n",
    "RF.predict(train_X) \n",
    "print(\"Random Forests\")\n",
    "round(RF.score(train_X,train_Y), 4)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neural Networks\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\rajat\\Anaconda3\\envs\\latest_Everything-env\\lib\\site-packages\\sklearn\\neural_network\\multilayer_perceptron.py:921: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.5399"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sklearn as sk  \n",
    "from sklearn.neural_network import MLPClassifier\n",
    "\n",
    "NN = MLPClassifier(solver='lbfgs', alpha=1e-5, hidden_layer_sizes=(5, 2), random_state=1)  \n",
    "NN.fit(train_X, train_Y)  \n",
    "NN.predict(train_X)\n",
    "print(\"Neural Networks\")\n",
    "round(NN.score(train_X, train_Y), 4)  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Query 4.2\n",
    "Now, we'll again utilize classification to make a trade call, and measure the efficiency of our trading algorithm over the past two years. For this assignment , we will use RandomForest classifier.\n",
    "Import the stock data file of your choice\n",
    "Define 4 new columns , whose values are: \n",
    "% change between Open and Close price for the day \n",
    "% change between Low and High price for the day \n",
    "5 day rolling mean of the day to day % change in Close Price \n",
    "5 day rolling std of the day to day % change in Close Price\n",
    "Create a new column 'Action' whose values are: \n",
    "1 if next day's price(Close) is greater than present day's. \n",
    "(-1) if next day's price(Close) is less than present day's. \n",
    "i.e. Action [ i ] = 1 if Close[ i+1 ] > Close[ i ] \n",
    "i.e. Action [ i ] = (-1) if Close[ i+1 ] < Close[ i ]\n",
    "Construct a classification model with the 4 new inputs and 'Action' as target\n",
    "Check the accuracy of this model , also , plot the net cumulative returns (in %) if we were to follow this algorithmic model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Series</th>\n",
       "      <th>Date</th>\n",
       "      <th>Prev Close</th>\n",
       "      <th>Open Price</th>\n",
       "      <th>High Price</th>\n",
       "      <th>Low Price</th>\n",
       "      <th>Last Price</th>\n",
       "      <th>Close Price</th>\n",
       "      <th>Average Price</th>\n",
       "      <th>Total Traded Quantity</th>\n",
       "      <th>Turnover</th>\n",
       "      <th>No. of Trades</th>\n",
       "      <th>Deliverable Qty</th>\n",
       "      <th>% Dly Qt to Traded Qty</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>06-Jul-2017</td>\n",
       "      <td>257.80</td>\n",
       "      <td>257.80</td>\n",
       "      <td>260.05</td>\n",
       "      <td>255.85</td>\n",
       "      <td>256.50</td>\n",
       "      <td>257.75</td>\n",
       "      <td>258.02</td>\n",
       "      <td>1649570</td>\n",
       "      <td>4.256266e+08</td>\n",
       "      <td>16693</td>\n",
       "      <td>965007</td>\n",
       "      <td>58.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>07-Jul-2017</td>\n",
       "      <td>257.75</td>\n",
       "      <td>255.10</td>\n",
       "      <td>258.25</td>\n",
       "      <td>255.00</td>\n",
       "      <td>257.10</td>\n",
       "      <td>257.70</td>\n",
       "      <td>257.36</td>\n",
       "      <td>1458678</td>\n",
       "      <td>3.754085e+08</td>\n",
       "      <td>19295</td>\n",
       "      <td>957019</td>\n",
       "      <td>65.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>10-Jul-2017</td>\n",
       "      <td>257.70</td>\n",
       "      <td>260.00</td>\n",
       "      <td>268.95</td>\n",
       "      <td>257.00</td>\n",
       "      <td>268.50</td>\n",
       "      <td>268.25</td>\n",
       "      <td>266.40</td>\n",
       "      <td>667432</td>\n",
       "      <td>1.778045e+08</td>\n",
       "      <td>6517</td>\n",
       "      <td>408579</td>\n",
       "      <td>61.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>11-Jul-2017</td>\n",
       "      <td>268.25</td>\n",
       "      <td>266.20</td>\n",
       "      <td>273.50</td>\n",
       "      <td>262.10</td>\n",
       "      <td>264.00</td>\n",
       "      <td>263.20</td>\n",
       "      <td>267.63</td>\n",
       "      <td>4060405</td>\n",
       "      <td>1.086678e+09</td>\n",
       "      <td>53473</td>\n",
       "      <td>2387366</td>\n",
       "      <td>58.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>12-Jul-2017</td>\n",
       "      <td>263.20</td>\n",
       "      <td>263.70</td>\n",
       "      <td>265.80</td>\n",
       "      <td>261.30</td>\n",
       "      <td>263.40</td>\n",
       "      <td>263.80</td>\n",
       "      <td>263.40</td>\n",
       "      <td>1189091</td>\n",
       "      <td>3.132094e+08</td>\n",
       "      <td>38856</td>\n",
       "      <td>647523</td>\n",
       "      <td>54.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>13-Jul-2017</td>\n",
       "      <td>263.80</td>\n",
       "      <td>263.90</td>\n",
       "      <td>265.85</td>\n",
       "      <td>261.45</td>\n",
       "      <td>263.25</td>\n",
       "      <td>264.05</td>\n",
       "      <td>264.07</td>\n",
       "      <td>1624316</td>\n",
       "      <td>4.289408e+08</td>\n",
       "      <td>42297</td>\n",
       "      <td>1004699</td>\n",
       "      <td>61.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>14-Jul-2017</td>\n",
       "      <td>264.05</td>\n",
       "      <td>264.15</td>\n",
       "      <td>264.95</td>\n",
       "      <td>259.00</td>\n",
       "      <td>260.00</td>\n",
       "      <td>259.85</td>\n",
       "      <td>261.04</td>\n",
       "      <td>2454505</td>\n",
       "      <td>6.407118e+08</td>\n",
       "      <td>26482</td>\n",
       "      <td>1745504</td>\n",
       "      <td>71.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>17-Jul-2017</td>\n",
       "      <td>259.85</td>\n",
       "      <td>266.40</td>\n",
       "      <td>274.00</td>\n",
       "      <td>264.55</td>\n",
       "      <td>268.30</td>\n",
       "      <td>266.85</td>\n",
       "      <td>268.57</td>\n",
       "      <td>7769247</td>\n",
       "      <td>2.086617e+09</td>\n",
       "      <td>77803</td>\n",
       "      <td>3130717</td>\n",
       "      <td>40.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>18-Jul-2017</td>\n",
       "      <td>266.85</td>\n",
       "      <td>267.30</td>\n",
       "      <td>272.65</td>\n",
       "      <td>266.50</td>\n",
       "      <td>269.00</td>\n",
       "      <td>269.00</td>\n",
       "      <td>269.29</td>\n",
       "      <td>2753504</td>\n",
       "      <td>7.415038e+08</td>\n",
       "      <td>51369</td>\n",
       "      <td>1230138</td>\n",
       "      <td>44.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>19-Jul-2017</td>\n",
       "      <td>269.00</td>\n",
       "      <td>270.00</td>\n",
       "      <td>272.05</td>\n",
       "      <td>267.30</td>\n",
       "      <td>271.55</td>\n",
       "      <td>271.10</td>\n",
       "      <td>269.87</td>\n",
       "      <td>2973058</td>\n",
       "      <td>8.023333e+08</td>\n",
       "      <td>34946</td>\n",
       "      <td>1899172</td>\n",
       "      <td>63.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>20-Jul-2017</td>\n",
       "      <td>271.10</td>\n",
       "      <td>270.75</td>\n",
       "      <td>274.25</td>\n",
       "      <td>268.25</td>\n",
       "      <td>270.00</td>\n",
       "      <td>269.15</td>\n",
       "      <td>271.06</td>\n",
       "      <td>2676624</td>\n",
       "      <td>7.255154e+08</td>\n",
       "      <td>31166</td>\n",
       "      <td>1223139</td>\n",
       "      <td>45.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>21-Jul-2017</td>\n",
       "      <td>269.15</td>\n",
       "      <td>283.90</td>\n",
       "      <td>290.90</td>\n",
       "      <td>280.25</td>\n",
       "      <td>285.65</td>\n",
       "      <td>286.05</td>\n",
       "      <td>286.85</td>\n",
       "      <td>16392253</td>\n",
       "      <td>4.702062e+09</td>\n",
       "      <td>128041</td>\n",
       "      <td>3914823</td>\n",
       "      <td>23.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>24-Jul-2017</td>\n",
       "      <td>286.05</td>\n",
       "      <td>290.20</td>\n",
       "      <td>293.50</td>\n",
       "      <td>289.25</td>\n",
       "      <td>291.00</td>\n",
       "      <td>291.55</td>\n",
       "      <td>291.58</td>\n",
       "      <td>6554857</td>\n",
       "      <td>1.911257e+09</td>\n",
       "      <td>66787</td>\n",
       "      <td>2774019</td>\n",
       "      <td>42.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>25-Jul-2017</td>\n",
       "      <td>291.55</td>\n",
       "      <td>292.85</td>\n",
       "      <td>292.95</td>\n",
       "      <td>289.00</td>\n",
       "      <td>289.55</td>\n",
       "      <td>289.55</td>\n",
       "      <td>290.01</td>\n",
       "      <td>3372477</td>\n",
       "      <td>9.780585e+08</td>\n",
       "      <td>49743</td>\n",
       "      <td>2172360</td>\n",
       "      <td>64.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>26-Jul-2017</td>\n",
       "      <td>289.55</td>\n",
       "      <td>290.00</td>\n",
       "      <td>291.50</td>\n",
       "      <td>287.80</td>\n",
       "      <td>289.95</td>\n",
       "      <td>289.35</td>\n",
       "      <td>289.37</td>\n",
       "      <td>2970592</td>\n",
       "      <td>8.595899e+08</td>\n",
       "      <td>36343</td>\n",
       "      <td>1960180</td>\n",
       "      <td>65.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>27-Jul-2017</td>\n",
       "      <td>289.35</td>\n",
       "      <td>290.00</td>\n",
       "      <td>293.25</td>\n",
       "      <td>287.25</td>\n",
       "      <td>292.00</td>\n",
       "      <td>289.70</td>\n",
       "      <td>289.82</td>\n",
       "      <td>5905630</td>\n",
       "      <td>1.711580e+09</td>\n",
       "      <td>26803</td>\n",
       "      <td>4369066</td>\n",
       "      <td>73.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>28-Jul-2017</td>\n",
       "      <td>289.70</td>\n",
       "      <td>290.00</td>\n",
       "      <td>290.85</td>\n",
       "      <td>287.90</td>\n",
       "      <td>289.00</td>\n",
       "      <td>289.05</td>\n",
       "      <td>288.93</td>\n",
       "      <td>2433017</td>\n",
       "      <td>7.029609e+08</td>\n",
       "      <td>22395</td>\n",
       "      <td>1701254</td>\n",
       "      <td>69.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>31-Jul-2017</td>\n",
       "      <td>289.05</td>\n",
       "      <td>290.00</td>\n",
       "      <td>290.50</td>\n",
       "      <td>287.40</td>\n",
       "      <td>288.75</td>\n",
       "      <td>288.45</td>\n",
       "      <td>288.86</td>\n",
       "      <td>2550406</td>\n",
       "      <td>7.367149e+08</td>\n",
       "      <td>22773</td>\n",
       "      <td>1434223</td>\n",
       "      <td>56.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>01-Aug-2017</td>\n",
       "      <td>288.45</td>\n",
       "      <td>289.00</td>\n",
       "      <td>295.95</td>\n",
       "      <td>289.00</td>\n",
       "      <td>294.65</td>\n",
       "      <td>294.80</td>\n",
       "      <td>293.80</td>\n",
       "      <td>4035172</td>\n",
       "      <td>1.185548e+09</td>\n",
       "      <td>33634</td>\n",
       "      <td>1964959</td>\n",
       "      <td>48.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>02-Aug-2017</td>\n",
       "      <td>294.80</td>\n",
       "      <td>294.00</td>\n",
       "      <td>297.70</td>\n",
       "      <td>293.00</td>\n",
       "      <td>293.60</td>\n",
       "      <td>293.80</td>\n",
       "      <td>294.98</td>\n",
       "      <td>2426114</td>\n",
       "      <td>7.156444e+08</td>\n",
       "      <td>33440</td>\n",
       "      <td>1303490</td>\n",
       "      <td>53.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>03-Aug-2017</td>\n",
       "      <td>293.80</td>\n",
       "      <td>294.70</td>\n",
       "      <td>295.40</td>\n",
       "      <td>288.60</td>\n",
       "      <td>289.25</td>\n",
       "      <td>289.10</td>\n",
       "      <td>291.79</td>\n",
       "      <td>3645825</td>\n",
       "      <td>1.063824e+09</td>\n",
       "      <td>37727</td>\n",
       "      <td>2491302</td>\n",
       "      <td>68.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>04-Aug-2017</td>\n",
       "      <td>289.10</td>\n",
       "      <td>289.80</td>\n",
       "      <td>293.20</td>\n",
       "      <td>289.00</td>\n",
       "      <td>289.85</td>\n",
       "      <td>289.40</td>\n",
       "      <td>290.08</td>\n",
       "      <td>2548522</td>\n",
       "      <td>7.392638e+08</td>\n",
       "      <td>25808</td>\n",
       "      <td>1725120</td>\n",
       "      <td>67.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>07-Aug-2017</td>\n",
       "      <td>289.40</td>\n",
       "      <td>289.60</td>\n",
       "      <td>289.90</td>\n",
       "      <td>287.10</td>\n",
       "      <td>287.95</td>\n",
       "      <td>287.75</td>\n",
       "      <td>287.98</td>\n",
       "      <td>1470499</td>\n",
       "      <td>4.234728e+08</td>\n",
       "      <td>22278</td>\n",
       "      <td>924034</td>\n",
       "      <td>62.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>08-Aug-2017</td>\n",
       "      <td>287.75</td>\n",
       "      <td>291.30</td>\n",
       "      <td>291.55</td>\n",
       "      <td>284.90</td>\n",
       "      <td>287.05</td>\n",
       "      <td>287.40</td>\n",
       "      <td>286.88</td>\n",
       "      <td>2729913</td>\n",
       "      <td>7.831457e+08</td>\n",
       "      <td>29313</td>\n",
       "      <td>1576769</td>\n",
       "      <td>57.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>09-Aug-2017</td>\n",
       "      <td>287.40</td>\n",
       "      <td>287.10</td>\n",
       "      <td>288.55</td>\n",
       "      <td>285.90</td>\n",
       "      <td>286.60</td>\n",
       "      <td>286.50</td>\n",
       "      <td>287.14</td>\n",
       "      <td>1089850</td>\n",
       "      <td>3.129345e+08</td>\n",
       "      <td>17637</td>\n",
       "      <td>651465</td>\n",
       "      <td>59.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>10-Aug-2017</td>\n",
       "      <td>286.50</td>\n",
       "      <td>286.00</td>\n",
       "      <td>289.45</td>\n",
       "      <td>285.75</td>\n",
       "      <td>289.15</td>\n",
       "      <td>288.15</td>\n",
       "      <td>287.72</td>\n",
       "      <td>2708344</td>\n",
       "      <td>7.792326e+08</td>\n",
       "      <td>53179</td>\n",
       "      <td>1825020</td>\n",
       "      <td>67.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>11-Aug-2017</td>\n",
       "      <td>288.15</td>\n",
       "      <td>288.00</td>\n",
       "      <td>294.55</td>\n",
       "      <td>287.70</td>\n",
       "      <td>289.60</td>\n",
       "      <td>289.70</td>\n",
       "      <td>290.49</td>\n",
       "      <td>3549897</td>\n",
       "      <td>1.031203e+09</td>\n",
       "      <td>59529</td>\n",
       "      <td>1973037</td>\n",
       "      <td>55.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>14-Aug-2017</td>\n",
       "      <td>289.70</td>\n",
       "      <td>290.05</td>\n",
       "      <td>290.90</td>\n",
       "      <td>287.25</td>\n",
       "      <td>287.85</td>\n",
       "      <td>288.50</td>\n",
       "      <td>288.54</td>\n",
       "      <td>1609558</td>\n",
       "      <td>4.644287e+08</td>\n",
       "      <td>27416</td>\n",
       "      <td>1070767</td>\n",
       "      <td>66.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>16-Aug-2017</td>\n",
       "      <td>288.50</td>\n",
       "      <td>289.40</td>\n",
       "      <td>290.10</td>\n",
       "      <td>288.00</td>\n",
       "      <td>289.15</td>\n",
       "      <td>289.95</td>\n",
       "      <td>289.59</td>\n",
       "      <td>2011284</td>\n",
       "      <td>5.824395e+08</td>\n",
       "      <td>28162</td>\n",
       "      <td>1471448</td>\n",
       "      <td>73.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>17-Aug-2017</td>\n",
       "      <td>289.95</td>\n",
       "      <td>290.90</td>\n",
       "      <td>291.00</td>\n",
       "      <td>288.00</td>\n",
       "      <td>288.25</td>\n",
       "      <td>288.35</td>\n",
       "      <td>289.27</td>\n",
       "      <td>2637344</td>\n",
       "      <td>7.629085e+08</td>\n",
       "      <td>25553</td>\n",
       "      <td>1894234</td>\n",
       "      <td>71.82</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>24-May-2019</td>\n",
       "      <td>282.20</td>\n",
       "      <td>283.90</td>\n",
       "      <td>284.20</td>\n",
       "      <td>280.00</td>\n",
       "      <td>283.65</td>\n",
       "      <td>282.90</td>\n",
       "      <td>281.43</td>\n",
       "      <td>4927649</td>\n",
       "      <td>1.386767e+09</td>\n",
       "      <td>53810</td>\n",
       "      <td>2504308</td>\n",
       "      <td>50.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>27-May-2019</td>\n",
       "      <td>282.90</td>\n",
       "      <td>284.00</td>\n",
       "      <td>284.10</td>\n",
       "      <td>280.20</td>\n",
       "      <td>280.35</td>\n",
       "      <td>280.50</td>\n",
       "      <td>281.15</td>\n",
       "      <td>5450311</td>\n",
       "      <td>1.532379e+09</td>\n",
       "      <td>67102</td>\n",
       "      <td>3543795</td>\n",
       "      <td>65.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>28-May-2019</td>\n",
       "      <td>280.50</td>\n",
       "      <td>281.00</td>\n",
       "      <td>285.75</td>\n",
       "      <td>279.65</td>\n",
       "      <td>284.50</td>\n",
       "      <td>282.95</td>\n",
       "      <td>282.94</td>\n",
       "      <td>44137428</td>\n",
       "      <td>1.248828e+10</td>\n",
       "      <td>164216</td>\n",
       "      <td>35541399</td>\n",
       "      <td>80.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>29-May-2019</td>\n",
       "      <td>282.95</td>\n",
       "      <td>284.50</td>\n",
       "      <td>288.50</td>\n",
       "      <td>283.50</td>\n",
       "      <td>286.20</td>\n",
       "      <td>285.70</td>\n",
       "      <td>286.88</td>\n",
       "      <td>5505873</td>\n",
       "      <td>1.579526e+09</td>\n",
       "      <td>50179</td>\n",
       "      <td>2365740</td>\n",
       "      <td>42.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>30-May-2019</td>\n",
       "      <td>285.70</td>\n",
       "      <td>286.00</td>\n",
       "      <td>290.00</td>\n",
       "      <td>285.50</td>\n",
       "      <td>288.05</td>\n",
       "      <td>288.00</td>\n",
       "      <td>287.76</td>\n",
       "      <td>11575957</td>\n",
       "      <td>3.331124e+09</td>\n",
       "      <td>69861</td>\n",
       "      <td>6379772</td>\n",
       "      <td>55.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>31-May-2019</td>\n",
       "      <td>288.00</td>\n",
       "      <td>288.15</td>\n",
       "      <td>290.00</td>\n",
       "      <td>285.00</td>\n",
       "      <td>286.55</td>\n",
       "      <td>286.40</td>\n",
       "      <td>286.96</td>\n",
       "      <td>7324481</td>\n",
       "      <td>2.101809e+09</td>\n",
       "      <td>69816</td>\n",
       "      <td>4717819</td>\n",
       "      <td>64.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>03-Jun-2019</td>\n",
       "      <td>286.40</td>\n",
       "      <td>288.50</td>\n",
       "      <td>292.05</td>\n",
       "      <td>287.25</td>\n",
       "      <td>291.55</td>\n",
       "      <td>291.30</td>\n",
       "      <td>289.78</td>\n",
       "      <td>5853338</td>\n",
       "      <td>1.696188e+09</td>\n",
       "      <td>63007</td>\n",
       "      <td>3391792</td>\n",
       "      <td>57.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>04-Jun-2019</td>\n",
       "      <td>291.30</td>\n",
       "      <td>294.00</td>\n",
       "      <td>295.95</td>\n",
       "      <td>290.80</td>\n",
       "      <td>293.80</td>\n",
       "      <td>293.75</td>\n",
       "      <td>293.78</td>\n",
       "      <td>11081667</td>\n",
       "      <td>3.255545e+09</td>\n",
       "      <td>99945</td>\n",
       "      <td>5629356</td>\n",
       "      <td>50.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>06-Jun-2019</td>\n",
       "      <td>293.75</td>\n",
       "      <td>294.00</td>\n",
       "      <td>294.60</td>\n",
       "      <td>291.00</td>\n",
       "      <td>291.80</td>\n",
       "      <td>291.50</td>\n",
       "      <td>292.60</td>\n",
       "      <td>8600880</td>\n",
       "      <td>2.516643e+09</td>\n",
       "      <td>92939</td>\n",
       "      <td>5225513</td>\n",
       "      <td>60.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>07-Jun-2019</td>\n",
       "      <td>291.50</td>\n",
       "      <td>292.50</td>\n",
       "      <td>295.90</td>\n",
       "      <td>292.00</td>\n",
       "      <td>294.80</td>\n",
       "      <td>295.05</td>\n",
       "      <td>294.31</td>\n",
       "      <td>6784884</td>\n",
       "      <td>1.996827e+09</td>\n",
       "      <td>83780</td>\n",
       "      <td>3365876</td>\n",
       "      <td>49.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>10-Jun-2019</td>\n",
       "      <td>295.05</td>\n",
       "      <td>295.75</td>\n",
       "      <td>298.00</td>\n",
       "      <td>295.50</td>\n",
       "      <td>297.05</td>\n",
       "      <td>297.10</td>\n",
       "      <td>296.93</td>\n",
       "      <td>7481893</td>\n",
       "      <td>2.221605e+09</td>\n",
       "      <td>73372</td>\n",
       "      <td>5019789</td>\n",
       "      <td>67.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>11-Jun-2019</td>\n",
       "      <td>297.10</td>\n",
       "      <td>297.00</td>\n",
       "      <td>299.50</td>\n",
       "      <td>296.10</td>\n",
       "      <td>297.50</td>\n",
       "      <td>297.70</td>\n",
       "      <td>298.33</td>\n",
       "      <td>7234084</td>\n",
       "      <td>2.158146e+09</td>\n",
       "      <td>61092</td>\n",
       "      <td>4298660</td>\n",
       "      <td>59.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>12-Jun-2019</td>\n",
       "      <td>297.70</td>\n",
       "      <td>297.50</td>\n",
       "      <td>298.80</td>\n",
       "      <td>296.85</td>\n",
       "      <td>297.75</td>\n",
       "      <td>298.00</td>\n",
       "      <td>297.84</td>\n",
       "      <td>6222540</td>\n",
       "      <td>1.853346e+09</td>\n",
       "      <td>70618</td>\n",
       "      <td>4345117</td>\n",
       "      <td>69.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>13-Jun-2019</td>\n",
       "      <td>298.00</td>\n",
       "      <td>298.00</td>\n",
       "      <td>298.90</td>\n",
       "      <td>297.15</td>\n",
       "      <td>298.55</td>\n",
       "      <td>298.40</td>\n",
       "      <td>298.09</td>\n",
       "      <td>5002281</td>\n",
       "      <td>1.491122e+09</td>\n",
       "      <td>50432</td>\n",
       "      <td>3544273</td>\n",
       "      <td>70.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>14-Jun-2019</td>\n",
       "      <td>298.40</td>\n",
       "      <td>298.75</td>\n",
       "      <td>301.60</td>\n",
       "      <td>298.00</td>\n",
       "      <td>299.00</td>\n",
       "      <td>298.80</td>\n",
       "      <td>299.46</td>\n",
       "      <td>7965803</td>\n",
       "      <td>2.385472e+09</td>\n",
       "      <td>83695</td>\n",
       "      <td>4697379</td>\n",
       "      <td>58.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>17-Jun-2019</td>\n",
       "      <td>298.80</td>\n",
       "      <td>300.00</td>\n",
       "      <td>300.75</td>\n",
       "      <td>298.85</td>\n",
       "      <td>299.15</td>\n",
       "      <td>299.15</td>\n",
       "      <td>299.67</td>\n",
       "      <td>6178604</td>\n",
       "      <td>1.851552e+09</td>\n",
       "      <td>46140</td>\n",
       "      <td>4216103</td>\n",
       "      <td>66.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>18-Jun-2019</td>\n",
       "      <td>299.15</td>\n",
       "      <td>299.50</td>\n",
       "      <td>300.50</td>\n",
       "      <td>296.00</td>\n",
       "      <td>298.45</td>\n",
       "      <td>298.00</td>\n",
       "      <td>297.87</td>\n",
       "      <td>8401792</td>\n",
       "      <td>2.502626e+09</td>\n",
       "      <td>102022</td>\n",
       "      <td>5994300</td>\n",
       "      <td>69.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>19-Jun-2019</td>\n",
       "      <td>298.00</td>\n",
       "      <td>299.00</td>\n",
       "      <td>299.20</td>\n",
       "      <td>292.15</td>\n",
       "      <td>293.30</td>\n",
       "      <td>294.05</td>\n",
       "      <td>294.38</td>\n",
       "      <td>11902961</td>\n",
       "      <td>3.504039e+09</td>\n",
       "      <td>102574</td>\n",
       "      <td>7889125</td>\n",
       "      <td>66.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>20-Jun-2019</td>\n",
       "      <td>294.05</td>\n",
       "      <td>284.05</td>\n",
       "      <td>287.80</td>\n",
       "      <td>282.40</td>\n",
       "      <td>286.75</td>\n",
       "      <td>286.95</td>\n",
       "      <td>285.38</td>\n",
       "      <td>9560422</td>\n",
       "      <td>2.728332e+09</td>\n",
       "      <td>75937</td>\n",
       "      <td>4477433</td>\n",
       "      <td>46.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>21-Jun-2019</td>\n",
       "      <td>286.95</td>\n",
       "      <td>287.00</td>\n",
       "      <td>290.00</td>\n",
       "      <td>284.20</td>\n",
       "      <td>286.00</td>\n",
       "      <td>285.85</td>\n",
       "      <td>286.66</td>\n",
       "      <td>6477258</td>\n",
       "      <td>1.856774e+09</td>\n",
       "      <td>59697</td>\n",
       "      <td>3476985</td>\n",
       "      <td>53.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>24-Jun-2019</td>\n",
       "      <td>285.85</td>\n",
       "      <td>285.50</td>\n",
       "      <td>287.60</td>\n",
       "      <td>283.15</td>\n",
       "      <td>284.20</td>\n",
       "      <td>283.90</td>\n",
       "      <td>285.23</td>\n",
       "      <td>3171739</td>\n",
       "      <td>9.046689e+08</td>\n",
       "      <td>43631</td>\n",
       "      <td>1836281</td>\n",
       "      <td>57.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>25-Jun-2019</td>\n",
       "      <td>283.90</td>\n",
       "      <td>284.00</td>\n",
       "      <td>286.30</td>\n",
       "      <td>281.85</td>\n",
       "      <td>285.20</td>\n",
       "      <td>285.30</td>\n",
       "      <td>284.06</td>\n",
       "      <td>2809748</td>\n",
       "      <td>7.981420e+08</td>\n",
       "      <td>36672</td>\n",
       "      <td>1324648</td>\n",
       "      <td>47.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>26-Jun-2019</td>\n",
       "      <td>285.30</td>\n",
       "      <td>285.15</td>\n",
       "      <td>288.00</td>\n",
       "      <td>284.55</td>\n",
       "      <td>286.55</td>\n",
       "      <td>286.15</td>\n",
       "      <td>286.31</td>\n",
       "      <td>2331769</td>\n",
       "      <td>6.676173e+08</td>\n",
       "      <td>39402</td>\n",
       "      <td>1308969</td>\n",
       "      <td>56.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>27-Jun-2019</td>\n",
       "      <td>286.15</td>\n",
       "      <td>287.35</td>\n",
       "      <td>287.80</td>\n",
       "      <td>280.70</td>\n",
       "      <td>282.70</td>\n",
       "      <td>282.10</td>\n",
       "      <td>282.86</td>\n",
       "      <td>5089200</td>\n",
       "      <td>1.439516e+09</td>\n",
       "      <td>57088</td>\n",
       "      <td>2739526</td>\n",
       "      <td>53.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>28-Jun-2019</td>\n",
       "      <td>282.10</td>\n",
       "      <td>283.80</td>\n",
       "      <td>283.80</td>\n",
       "      <td>280.00</td>\n",
       "      <td>280.85</td>\n",
       "      <td>280.50</td>\n",
       "      <td>281.50</td>\n",
       "      <td>3149389</td>\n",
       "      <td>8.865559e+08</td>\n",
       "      <td>53723</td>\n",
       "      <td>1588650</td>\n",
       "      <td>50.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>01-Jul-2019</td>\n",
       "      <td>280.50</td>\n",
       "      <td>281.60</td>\n",
       "      <td>283.40</td>\n",
       "      <td>280.95</td>\n",
       "      <td>282.15</td>\n",
       "      <td>282.00</td>\n",
       "      <td>282.14</td>\n",
       "      <td>1735921</td>\n",
       "      <td>4.897758e+08</td>\n",
       "      <td>33665</td>\n",
       "      <td>955355</td>\n",
       "      <td>55.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>02-Jul-2019</td>\n",
       "      <td>282.00</td>\n",
       "      <td>282.45</td>\n",
       "      <td>285.00</td>\n",
       "      <td>281.70</td>\n",
       "      <td>284.30</td>\n",
       "      <td>284.25</td>\n",
       "      <td>283.86</td>\n",
       "      <td>2609369</td>\n",
       "      <td>7.407040e+08</td>\n",
       "      <td>38881</td>\n",
       "      <td>1219656</td>\n",
       "      <td>46.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>03-Jul-2019</td>\n",
       "      <td>284.25</td>\n",
       "      <td>284.90</td>\n",
       "      <td>285.60</td>\n",
       "      <td>282.05</td>\n",
       "      <td>282.65</td>\n",
       "      <td>282.85</td>\n",
       "      <td>283.25</td>\n",
       "      <td>1258276</td>\n",
       "      <td>3.564106e+08</td>\n",
       "      <td>21561</td>\n",
       "      <td>505062</td>\n",
       "      <td>40.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>04-Jul-2019</td>\n",
       "      <td>282.85</td>\n",
       "      <td>283.00</td>\n",
       "      <td>284.90</td>\n",
       "      <td>282.00</td>\n",
       "      <td>283.60</td>\n",
       "      <td>283.85</td>\n",
       "      <td>283.77</td>\n",
       "      <td>1628331</td>\n",
       "      <td>4.620724e+08</td>\n",
       "      <td>24896</td>\n",
       "      <td>961449</td>\n",
       "      <td>59.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>05-Jul-2019</td>\n",
       "      <td>283.85</td>\n",
       "      <td>284.00</td>\n",
       "      <td>284.55</td>\n",
       "      <td>271.00</td>\n",
       "      <td>271.75</td>\n",
       "      <td>271.85</td>\n",
       "      <td>275.86</td>\n",
       "      <td>4585463</td>\n",
       "      <td>1.264956e+09</td>\n",
       "      <td>69062</td>\n",
       "      <td>2011218</td>\n",
       "      <td>43.86</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>495 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Symbol Series         Date  Prev Close  Open Price  High Price  Low Price  \\\n",
       "0    WIPRO     EQ  06-Jul-2017      257.80      257.80      260.05     255.85   \n",
       "1    WIPRO     EQ  07-Jul-2017      257.75      255.10      258.25     255.00   \n",
       "2    WIPRO     EQ  10-Jul-2017      257.70      260.00      268.95     257.00   \n",
       "3    WIPRO     EQ  11-Jul-2017      268.25      266.20      273.50     262.10   \n",
       "4    WIPRO     EQ  12-Jul-2017      263.20      263.70      265.80     261.30   \n",
       "5    WIPRO     EQ  13-Jul-2017      263.80      263.90      265.85     261.45   \n",
       "6    WIPRO     EQ  14-Jul-2017      264.05      264.15      264.95     259.00   \n",
       "7    WIPRO     EQ  17-Jul-2017      259.85      266.40      274.00     264.55   \n",
       "8    WIPRO     EQ  18-Jul-2017      266.85      267.30      272.65     266.50   \n",
       "9    WIPRO     EQ  19-Jul-2017      269.00      270.00      272.05     267.30   \n",
       "10   WIPRO     EQ  20-Jul-2017      271.10      270.75      274.25     268.25   \n",
       "11   WIPRO     EQ  21-Jul-2017      269.15      283.90      290.90     280.25   \n",
       "12   WIPRO     EQ  24-Jul-2017      286.05      290.20      293.50     289.25   \n",
       "13   WIPRO     EQ  25-Jul-2017      291.55      292.85      292.95     289.00   \n",
       "14   WIPRO     EQ  26-Jul-2017      289.55      290.00      291.50     287.80   \n",
       "15   WIPRO     EQ  27-Jul-2017      289.35      290.00      293.25     287.25   \n",
       "16   WIPRO     EQ  28-Jul-2017      289.70      290.00      290.85     287.90   \n",
       "17   WIPRO     EQ  31-Jul-2017      289.05      290.00      290.50     287.40   \n",
       "18   WIPRO     EQ  01-Aug-2017      288.45      289.00      295.95     289.00   \n",
       "19   WIPRO     EQ  02-Aug-2017      294.80      294.00      297.70     293.00   \n",
       "20   WIPRO     EQ  03-Aug-2017      293.80      294.70      295.40     288.60   \n",
       "21   WIPRO     EQ  04-Aug-2017      289.10      289.80      293.20     289.00   \n",
       "22   WIPRO     EQ  07-Aug-2017      289.40      289.60      289.90     287.10   \n",
       "23   WIPRO     EQ  08-Aug-2017      287.75      291.30      291.55     284.90   \n",
       "24   WIPRO     EQ  09-Aug-2017      287.40      287.10      288.55     285.90   \n",
       "25   WIPRO     EQ  10-Aug-2017      286.50      286.00      289.45     285.75   \n",
       "26   WIPRO     EQ  11-Aug-2017      288.15      288.00      294.55     287.70   \n",
       "27   WIPRO     EQ  14-Aug-2017      289.70      290.05      290.90     287.25   \n",
       "28   WIPRO     EQ  16-Aug-2017      288.50      289.40      290.10     288.00   \n",
       "29   WIPRO     EQ  17-Aug-2017      289.95      290.90      291.00     288.00   \n",
       "..     ...    ...          ...         ...         ...         ...        ...   \n",
       "465  WIPRO     EQ  24-May-2019      282.20      283.90      284.20     280.00   \n",
       "466  WIPRO     EQ  27-May-2019      282.90      284.00      284.10     280.20   \n",
       "467  WIPRO     EQ  28-May-2019      280.50      281.00      285.75     279.65   \n",
       "468  WIPRO     EQ  29-May-2019      282.95      284.50      288.50     283.50   \n",
       "469  WIPRO     EQ  30-May-2019      285.70      286.00      290.00     285.50   \n",
       "470  WIPRO     EQ  31-May-2019      288.00      288.15      290.00     285.00   \n",
       "471  WIPRO     EQ  03-Jun-2019      286.40      288.50      292.05     287.25   \n",
       "472  WIPRO     EQ  04-Jun-2019      291.30      294.00      295.95     290.80   \n",
       "473  WIPRO     EQ  06-Jun-2019      293.75      294.00      294.60     291.00   \n",
       "474  WIPRO     EQ  07-Jun-2019      291.50      292.50      295.90     292.00   \n",
       "475  WIPRO     EQ  10-Jun-2019      295.05      295.75      298.00     295.50   \n",
       "476  WIPRO     EQ  11-Jun-2019      297.10      297.00      299.50     296.10   \n",
       "477  WIPRO     EQ  12-Jun-2019      297.70      297.50      298.80     296.85   \n",
       "478  WIPRO     EQ  13-Jun-2019      298.00      298.00      298.90     297.15   \n",
       "479  WIPRO     EQ  14-Jun-2019      298.40      298.75      301.60     298.00   \n",
       "480  WIPRO     EQ  17-Jun-2019      298.80      300.00      300.75     298.85   \n",
       "481  WIPRO     EQ  18-Jun-2019      299.15      299.50      300.50     296.00   \n",
       "482  WIPRO     EQ  19-Jun-2019      298.00      299.00      299.20     292.15   \n",
       "483  WIPRO     EQ  20-Jun-2019      294.05      284.05      287.80     282.40   \n",
       "484  WIPRO     EQ  21-Jun-2019      286.95      287.00      290.00     284.20   \n",
       "485  WIPRO     EQ  24-Jun-2019      285.85      285.50      287.60     283.15   \n",
       "486  WIPRO     EQ  25-Jun-2019      283.90      284.00      286.30     281.85   \n",
       "487  WIPRO     EQ  26-Jun-2019      285.30      285.15      288.00     284.55   \n",
       "488  WIPRO     EQ  27-Jun-2019      286.15      287.35      287.80     280.70   \n",
       "489  WIPRO     EQ  28-Jun-2019      282.10      283.80      283.80     280.00   \n",
       "490  WIPRO     EQ  01-Jul-2019      280.50      281.60      283.40     280.95   \n",
       "491  WIPRO     EQ  02-Jul-2019      282.00      282.45      285.00     281.70   \n",
       "492  WIPRO     EQ  03-Jul-2019      284.25      284.90      285.60     282.05   \n",
       "493  WIPRO     EQ  04-Jul-2019      282.85      283.00      284.90     282.00   \n",
       "494  WIPRO     EQ  05-Jul-2019      283.85      284.00      284.55     271.00   \n",
       "\n",
       "     Last Price  Close Price  Average Price  Total Traded Quantity  \\\n",
       "0        256.50       257.75         258.02                1649570   \n",
       "1        257.10       257.70         257.36                1458678   \n",
       "2        268.50       268.25         266.40                 667432   \n",
       "3        264.00       263.20         267.63                4060405   \n",
       "4        263.40       263.80         263.40                1189091   \n",
       "5        263.25       264.05         264.07                1624316   \n",
       "6        260.00       259.85         261.04                2454505   \n",
       "7        268.30       266.85         268.57                7769247   \n",
       "8        269.00       269.00         269.29                2753504   \n",
       "9        271.55       271.10         269.87                2973058   \n",
       "10       270.00       269.15         271.06                2676624   \n",
       "11       285.65       286.05         286.85               16392253   \n",
       "12       291.00       291.55         291.58                6554857   \n",
       "13       289.55       289.55         290.01                3372477   \n",
       "14       289.95       289.35         289.37                2970592   \n",
       "15       292.00       289.70         289.82                5905630   \n",
       "16       289.00       289.05         288.93                2433017   \n",
       "17       288.75       288.45         288.86                2550406   \n",
       "18       294.65       294.80         293.80                4035172   \n",
       "19       293.60       293.80         294.98                2426114   \n",
       "20       289.25       289.10         291.79                3645825   \n",
       "21       289.85       289.40         290.08                2548522   \n",
       "22       287.95       287.75         287.98                1470499   \n",
       "23       287.05       287.40         286.88                2729913   \n",
       "24       286.60       286.50         287.14                1089850   \n",
       "25       289.15       288.15         287.72                2708344   \n",
       "26       289.60       289.70         290.49                3549897   \n",
       "27       287.85       288.50         288.54                1609558   \n",
       "28       289.15       289.95         289.59                2011284   \n",
       "29       288.25       288.35         289.27                2637344   \n",
       "..          ...          ...            ...                    ...   \n",
       "465      283.65       282.90         281.43                4927649   \n",
       "466      280.35       280.50         281.15                5450311   \n",
       "467      284.50       282.95         282.94               44137428   \n",
       "468      286.20       285.70         286.88                5505873   \n",
       "469      288.05       288.00         287.76               11575957   \n",
       "470      286.55       286.40         286.96                7324481   \n",
       "471      291.55       291.30         289.78                5853338   \n",
       "472      293.80       293.75         293.78               11081667   \n",
       "473      291.80       291.50         292.60                8600880   \n",
       "474      294.80       295.05         294.31                6784884   \n",
       "475      297.05       297.10         296.93                7481893   \n",
       "476      297.50       297.70         298.33                7234084   \n",
       "477      297.75       298.00         297.84                6222540   \n",
       "478      298.55       298.40         298.09                5002281   \n",
       "479      299.00       298.80         299.46                7965803   \n",
       "480      299.15       299.15         299.67                6178604   \n",
       "481      298.45       298.00         297.87                8401792   \n",
       "482      293.30       294.05         294.38               11902961   \n",
       "483      286.75       286.95         285.38                9560422   \n",
       "484      286.00       285.85         286.66                6477258   \n",
       "485      284.20       283.90         285.23                3171739   \n",
       "486      285.20       285.30         284.06                2809748   \n",
       "487      286.55       286.15         286.31                2331769   \n",
       "488      282.70       282.10         282.86                5089200   \n",
       "489      280.85       280.50         281.50                3149389   \n",
       "490      282.15       282.00         282.14                1735921   \n",
       "491      284.30       284.25         283.86                2609369   \n",
       "492      282.65       282.85         283.25                1258276   \n",
       "493      283.60       283.85         283.77                1628331   \n",
       "494      271.75       271.85         275.86                4585463   \n",
       "\n",
       "         Turnover  No. of Trades  Deliverable Qty  % Dly Qt to Traded Qty  \n",
       "0    4.256266e+08          16693           965007                   58.50  \n",
       "1    3.754085e+08          19295           957019                   65.61  \n",
       "2    1.778045e+08           6517           408579                   61.22  \n",
       "3    1.086678e+09          53473          2387366                   58.80  \n",
       "4    3.132094e+08          38856           647523                   54.46  \n",
       "5    4.289408e+08          42297          1004699                   61.85  \n",
       "6    6.407118e+08          26482          1745504                   71.11  \n",
       "7    2.086617e+09          77803          3130717                   40.30  \n",
       "8    7.415038e+08          51369          1230138                   44.68  \n",
       "9    8.023333e+08          34946          1899172                   63.88  \n",
       "10   7.255154e+08          31166          1223139                   45.70  \n",
       "11   4.702062e+09         128041          3914823                   23.88  \n",
       "12   1.911257e+09          66787          2774019                   42.32  \n",
       "13   9.780585e+08          49743          2172360                   64.41  \n",
       "14   8.595899e+08          36343          1960180                   65.99  \n",
       "15   1.711580e+09          26803          4369066                   73.98  \n",
       "16   7.029609e+08          22395          1701254                   69.92  \n",
       "17   7.367149e+08          22773          1434223                   56.24  \n",
       "18   1.185548e+09          33634          1964959                   48.70  \n",
       "19   7.156444e+08          33440          1303490                   53.73  \n",
       "20   1.063824e+09          37727          2491302                   68.33  \n",
       "21   7.392638e+08          25808          1725120                   67.69  \n",
       "22   4.234728e+08          22278           924034                   62.84  \n",
       "23   7.831457e+08          29313          1576769                   57.76  \n",
       "24   3.129345e+08          17637           651465                   59.78  \n",
       "25   7.792326e+08          53179          1825020                   67.39  \n",
       "26   1.031203e+09          59529          1973037                   55.58  \n",
       "27   4.644287e+08          27416          1070767                   66.53  \n",
       "28   5.824395e+08          28162          1471448                   73.16  \n",
       "29   7.629085e+08          25553          1894234                   71.82  \n",
       "..            ...            ...              ...                     ...  \n",
       "465  1.386767e+09          53810          2504308                   50.82  \n",
       "466  1.532379e+09          67102          3543795                   65.02  \n",
       "467  1.248828e+10         164216         35541399                   80.52  \n",
       "468  1.579526e+09          50179          2365740                   42.97  \n",
       "469  3.331124e+09          69861          6379772                   55.11  \n",
       "470  2.101809e+09          69816          4717819                   64.41  \n",
       "471  1.696188e+09          63007          3391792                   57.95  \n",
       "472  3.255545e+09          99945          5629356                   50.80  \n",
       "473  2.516643e+09          92939          5225513                   60.76  \n",
       "474  1.996827e+09          83780          3365876                   49.61  \n",
       "475  2.221605e+09          73372          5019789                   67.09  \n",
       "476  2.158146e+09          61092          4298660                   59.42  \n",
       "477  1.853346e+09          70618          4345117                   69.83  \n",
       "478  1.491122e+09          50432          3544273                   70.85  \n",
       "479  2.385472e+09          83695          4697379                   58.97  \n",
       "480  1.851552e+09          46140          4216103                   66.88  \n",
       "481  2.502626e+09         102022          5994300                   69.87  \n",
       "482  3.504039e+09         102574          7889125                   66.28  \n",
       "483  2.728332e+09          75937          4477433                   46.83  \n",
       "484  1.856774e+09          59697          3476985                   53.68  \n",
       "485  9.046689e+08          43631          1836281                   57.90  \n",
       "486  7.981420e+08          36672          1324648                   47.14  \n",
       "487  6.676173e+08          39402          1308969                   56.14  \n",
       "488  1.439516e+09          57088          2739526                   53.83  \n",
       "489  8.865559e+08          53723          1588650                   50.44  \n",
       "490  4.897758e+08          33665           955355                   55.03  \n",
       "491  7.407040e+08          38881          1219656                   46.74  \n",
       "492  3.564106e+08          21561           505062                   40.14  \n",
       "493  4.620724e+08          24896           961449                   59.05  \n",
       "494  1.264956e+09          69062          2011218                   43.86  \n",
       "\n",
       "[495 rows x 15 columns]"
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "wipro_data = pd.read_csv('wipro_stock_data.csv')\n",
    "wipro_data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Series</th>\n",
       "      <th>Date</th>\n",
       "      <th>Prev Close</th>\n",
       "      <th>Open Price</th>\n",
       "      <th>High Price</th>\n",
       "      <th>Low Price</th>\n",
       "      <th>Last Price</th>\n",
       "      <th>Close Price</th>\n",
       "      <th>Average Price</th>\n",
       "      <th>Total Traded Quantity</th>\n",
       "      <th>Turnover</th>\n",
       "      <th>No. of Trades</th>\n",
       "      <th>Deliverable Qty</th>\n",
       "      <th>% Dly Qt to Traded Qty</th>\n",
       "      <th>%chg op_cl</th>\n",
       "      <th>%chg lw_hg</th>\n",
       "      <th>%chg 5dy</th>\n",
       "      <th>%chg 5dymean</th>\n",
       "      <th>%chg 5dystd</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>13-Jul-2017</td>\n",
       "      <td>263.80</td>\n",
       "      <td>263.90</td>\n",
       "      <td>265.85</td>\n",
       "      <td>261.45</td>\n",
       "      <td>263.25</td>\n",
       "      <td>264.05</td>\n",
       "      <td>264.07</td>\n",
       "      <td>1624316</td>\n",
       "      <td>4.289408e+08</td>\n",
       "      <td>42297</td>\n",
       "      <td>1004699</td>\n",
       "      <td>61.85</td>\n",
       "      <td>0.056807</td>\n",
       "      <td>-0.688468</td>\n",
       "      <td>0.005029</td>\n",
       "      <td>0.005029</td>\n",
       "      <td>0.021852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>14-Jul-2017</td>\n",
       "      <td>264.05</td>\n",
       "      <td>264.15</td>\n",
       "      <td>264.95</td>\n",
       "      <td>259.00</td>\n",
       "      <td>260.00</td>\n",
       "      <td>259.85</td>\n",
       "      <td>261.04</td>\n",
       "      <td>2454505</td>\n",
       "      <td>6.407118e+08</td>\n",
       "      <td>26482</td>\n",
       "      <td>1745504</td>\n",
       "      <td>71.11</td>\n",
       "      <td>-1.654801</td>\n",
       "      <td>-1.969112</td>\n",
       "      <td>0.001887</td>\n",
       "      <td>0.001887</td>\n",
       "      <td>0.023831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>17-Jul-2017</td>\n",
       "      <td>259.85</td>\n",
       "      <td>266.40</td>\n",
       "      <td>274.00</td>\n",
       "      <td>264.55</td>\n",
       "      <td>268.30</td>\n",
       "      <td>266.85</td>\n",
       "      <td>268.57</td>\n",
       "      <td>7769247</td>\n",
       "      <td>2.086617e+09</td>\n",
       "      <td>77803</td>\n",
       "      <td>3130717</td>\n",
       "      <td>40.30</td>\n",
       "      <td>0.168634</td>\n",
       "      <td>-2.702703</td>\n",
       "      <td>-0.000913</td>\n",
       "      <td>-0.000913</td>\n",
       "      <td>0.018269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>18-Jul-2017</td>\n",
       "      <td>266.85</td>\n",
       "      <td>267.30</td>\n",
       "      <td>272.65</td>\n",
       "      <td>266.50</td>\n",
       "      <td>269.00</td>\n",
       "      <td>269.00</td>\n",
       "      <td>269.29</td>\n",
       "      <td>2753504</td>\n",
       "      <td>7.415038e+08</td>\n",
       "      <td>51369</td>\n",
       "      <td>1230138</td>\n",
       "      <td>44.68</td>\n",
       "      <td>0.631970</td>\n",
       "      <td>-1.369606</td>\n",
       "      <td>0.004463</td>\n",
       "      <td>0.004463</td>\n",
       "      <td>0.015412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>19-Jul-2017</td>\n",
       "      <td>269.00</td>\n",
       "      <td>270.00</td>\n",
       "      <td>272.05</td>\n",
       "      <td>267.30</td>\n",
       "      <td>271.55</td>\n",
       "      <td>271.10</td>\n",
       "      <td>269.87</td>\n",
       "      <td>2973058</td>\n",
       "      <td>8.023333e+08</td>\n",
       "      <td>34946</td>\n",
       "      <td>1899172</td>\n",
       "      <td>63.88</td>\n",
       "      <td>0.405754</td>\n",
       "      <td>-0.355406</td>\n",
       "      <td>0.005569</td>\n",
       "      <td>0.005569</td>\n",
       "      <td>0.015414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>20-Jul-2017</td>\n",
       "      <td>271.10</td>\n",
       "      <td>270.75</td>\n",
       "      <td>274.25</td>\n",
       "      <td>268.25</td>\n",
       "      <td>270.00</td>\n",
       "      <td>269.15</td>\n",
       "      <td>271.06</td>\n",
       "      <td>2676624</td>\n",
       "      <td>7.255154e+08</td>\n",
       "      <td>31166</td>\n",
       "      <td>1223139</td>\n",
       "      <td>45.70</td>\n",
       "      <td>-0.594464</td>\n",
       "      <td>-1.901212</td>\n",
       "      <td>0.003941</td>\n",
       "      <td>0.003941</td>\n",
       "      <td>0.016421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>21-Jul-2017</td>\n",
       "      <td>269.15</td>\n",
       "      <td>283.90</td>\n",
       "      <td>290.90</td>\n",
       "      <td>280.25</td>\n",
       "      <td>285.65</td>\n",
       "      <td>286.05</td>\n",
       "      <td>286.85</td>\n",
       "      <td>16392253</td>\n",
       "      <td>4.702062e+09</td>\n",
       "      <td>128041</td>\n",
       "      <td>3914823</td>\n",
       "      <td>23.88</td>\n",
       "      <td>0.751617</td>\n",
       "      <td>-1.730598</td>\n",
       "      <td>0.019680</td>\n",
       "      <td>0.019680</td>\n",
       "      <td>0.026969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>24-Jul-2017</td>\n",
       "      <td>286.05</td>\n",
       "      <td>290.20</td>\n",
       "      <td>293.50</td>\n",
       "      <td>289.25</td>\n",
       "      <td>291.00</td>\n",
       "      <td>291.55</td>\n",
       "      <td>291.58</td>\n",
       "      <td>6554857</td>\n",
       "      <td>1.911257e+09</td>\n",
       "      <td>66787</td>\n",
       "      <td>2774019</td>\n",
       "      <td>42.32</td>\n",
       "      <td>0.463042</td>\n",
       "      <td>-0.674157</td>\n",
       "      <td>0.018138</td>\n",
       "      <td>0.018138</td>\n",
       "      <td>0.026669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>25-Jul-2017</td>\n",
       "      <td>291.55</td>\n",
       "      <td>292.85</td>\n",
       "      <td>292.95</td>\n",
       "      <td>289.00</td>\n",
       "      <td>289.55</td>\n",
       "      <td>289.55</td>\n",
       "      <td>290.01</td>\n",
       "      <td>3372477</td>\n",
       "      <td>9.780585e+08</td>\n",
       "      <td>49743</td>\n",
       "      <td>2172360</td>\n",
       "      <td>64.41</td>\n",
       "      <td>-1.139700</td>\n",
       "      <td>-1.176471</td>\n",
       "      <td>0.015154</td>\n",
       "      <td>0.015154</td>\n",
       "      <td>0.028826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>26-Jul-2017</td>\n",
       "      <td>289.55</td>\n",
       "      <td>290.00</td>\n",
       "      <td>291.50</td>\n",
       "      <td>287.80</td>\n",
       "      <td>289.95</td>\n",
       "      <td>289.35</td>\n",
       "      <td>289.37</td>\n",
       "      <td>2970592</td>\n",
       "      <td>8.595899e+08</td>\n",
       "      <td>36343</td>\n",
       "      <td>1960180</td>\n",
       "      <td>65.99</td>\n",
       "      <td>-0.224641</td>\n",
       "      <td>-0.747047</td>\n",
       "      <td>0.013455</td>\n",
       "      <td>0.013455</td>\n",
       "      <td>0.029608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>27-Jul-2017</td>\n",
       "      <td>289.35</td>\n",
       "      <td>290.00</td>\n",
       "      <td>293.25</td>\n",
       "      <td>287.25</td>\n",
       "      <td>292.00</td>\n",
       "      <td>289.70</td>\n",
       "      <td>289.82</td>\n",
       "      <td>5905630</td>\n",
       "      <td>1.711580e+09</td>\n",
       "      <td>26803</td>\n",
       "      <td>4369066</td>\n",
       "      <td>73.98</td>\n",
       "      <td>-0.103555</td>\n",
       "      <td>-1.235857</td>\n",
       "      <td>0.015135</td>\n",
       "      <td>0.015135</td>\n",
       "      <td>0.028355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>28-Jul-2017</td>\n",
       "      <td>289.70</td>\n",
       "      <td>290.00</td>\n",
       "      <td>290.85</td>\n",
       "      <td>287.90</td>\n",
       "      <td>289.00</td>\n",
       "      <td>289.05</td>\n",
       "      <td>288.93</td>\n",
       "      <td>2433017</td>\n",
       "      <td>7.029609e+08</td>\n",
       "      <td>22395</td>\n",
       "      <td>1701254</td>\n",
       "      <td>69.92</td>\n",
       "      <td>-0.328663</td>\n",
       "      <td>-0.625217</td>\n",
       "      <td>0.002129</td>\n",
       "      <td>0.002129</td>\n",
       "      <td>0.010013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>31-Jul-2017</td>\n",
       "      <td>289.05</td>\n",
       "      <td>290.00</td>\n",
       "      <td>290.50</td>\n",
       "      <td>287.40</td>\n",
       "      <td>288.75</td>\n",
       "      <td>288.45</td>\n",
       "      <td>288.86</td>\n",
       "      <td>2550406</td>\n",
       "      <td>7.367149e+08</td>\n",
       "      <td>22773</td>\n",
       "      <td>1434223</td>\n",
       "      <td>56.24</td>\n",
       "      <td>-0.537355</td>\n",
       "      <td>-0.713292</td>\n",
       "      <td>-0.002132</td>\n",
       "      <td>-0.002132</td>\n",
       "      <td>0.002984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>01-Aug-2017</td>\n",
       "      <td>288.45</td>\n",
       "      <td>289.00</td>\n",
       "      <td>295.95</td>\n",
       "      <td>289.00</td>\n",
       "      <td>294.65</td>\n",
       "      <td>294.80</td>\n",
       "      <td>293.80</td>\n",
       "      <td>4035172</td>\n",
       "      <td>1.185548e+09</td>\n",
       "      <td>33634</td>\n",
       "      <td>1964959</td>\n",
       "      <td>48.70</td>\n",
       "      <td>1.967436</td>\n",
       "      <td>-0.397924</td>\n",
       "      <td>0.003643</td>\n",
       "      <td>0.003643</td>\n",
       "      <td>0.010363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>02-Aug-2017</td>\n",
       "      <td>294.80</td>\n",
       "      <td>294.00</td>\n",
       "      <td>297.70</td>\n",
       "      <td>293.00</td>\n",
       "      <td>293.60</td>\n",
       "      <td>293.80</td>\n",
       "      <td>294.98</td>\n",
       "      <td>2426114</td>\n",
       "      <td>7.156444e+08</td>\n",
       "      <td>33440</td>\n",
       "      <td>1303490</td>\n",
       "      <td>53.73</td>\n",
       "      <td>-0.068074</td>\n",
       "      <td>-1.331058</td>\n",
       "      <td>0.003102</td>\n",
       "      <td>0.003102</td>\n",
       "      <td>0.010710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>03-Aug-2017</td>\n",
       "      <td>293.80</td>\n",
       "      <td>294.70</td>\n",
       "      <td>295.40</td>\n",
       "      <td>288.60</td>\n",
       "      <td>289.25</td>\n",
       "      <td>289.10</td>\n",
       "      <td>291.79</td>\n",
       "      <td>3645825</td>\n",
       "      <td>1.063824e+09</td>\n",
       "      <td>37727</td>\n",
       "      <td>2491302</td>\n",
       "      <td>68.33</td>\n",
       "      <td>-1.937046</td>\n",
       "      <td>-2.182952</td>\n",
       "      <td>-0.000339</td>\n",
       "      <td>-0.000339</td>\n",
       "      <td>0.013791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>04-Aug-2017</td>\n",
       "      <td>289.10</td>\n",
       "      <td>289.80</td>\n",
       "      <td>293.20</td>\n",
       "      <td>289.00</td>\n",
       "      <td>289.85</td>\n",
       "      <td>289.40</td>\n",
       "      <td>290.08</td>\n",
       "      <td>2548522</td>\n",
       "      <td>7.392638e+08</td>\n",
       "      <td>25808</td>\n",
       "      <td>1725120</td>\n",
       "      <td>67.69</td>\n",
       "      <td>-0.138217</td>\n",
       "      <td>-1.314879</td>\n",
       "      <td>0.000317</td>\n",
       "      <td>0.000317</td>\n",
       "      <td>0.013756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>07-Aug-2017</td>\n",
       "      <td>289.40</td>\n",
       "      <td>289.60</td>\n",
       "      <td>289.90</td>\n",
       "      <td>287.10</td>\n",
       "      <td>287.95</td>\n",
       "      <td>287.75</td>\n",
       "      <td>287.98</td>\n",
       "      <td>1470499</td>\n",
       "      <td>4.234728e+08</td>\n",
       "      <td>22278</td>\n",
       "      <td>924034</td>\n",
       "      <td>62.84</td>\n",
       "      <td>-0.642919</td>\n",
       "      <td>-0.748868</td>\n",
       "      <td>-0.000408</td>\n",
       "      <td>-0.000408</td>\n",
       "      <td>0.014007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>08-Aug-2017</td>\n",
       "      <td>287.75</td>\n",
       "      <td>291.30</td>\n",
       "      <td>291.55</td>\n",
       "      <td>284.90</td>\n",
       "      <td>287.05</td>\n",
       "      <td>287.40</td>\n",
       "      <td>286.88</td>\n",
       "      <td>2729913</td>\n",
       "      <td>7.831457e+08</td>\n",
       "      <td>29313</td>\n",
       "      <td>1576769</td>\n",
       "      <td>57.76</td>\n",
       "      <td>-1.356994</td>\n",
       "      <td>-1.456651</td>\n",
       "      <td>-0.005054</td>\n",
       "      <td>-0.005054</td>\n",
       "      <td>0.006610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>09-Aug-2017</td>\n",
       "      <td>287.40</td>\n",
       "      <td>287.10</td>\n",
       "      <td>288.55</td>\n",
       "      <td>285.90</td>\n",
       "      <td>286.60</td>\n",
       "      <td>286.50</td>\n",
       "      <td>287.14</td>\n",
       "      <td>1089850</td>\n",
       "      <td>3.129345e+08</td>\n",
       "      <td>17637</td>\n",
       "      <td>651465</td>\n",
       "      <td>59.78</td>\n",
       "      <td>-0.209424</td>\n",
       "      <td>-0.717034</td>\n",
       "      <td>-0.005002</td>\n",
       "      <td>-0.005002</td>\n",
       "      <td>0.006627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>10-Aug-2017</td>\n",
       "      <td>286.50</td>\n",
       "      <td>286.00</td>\n",
       "      <td>289.45</td>\n",
       "      <td>285.75</td>\n",
       "      <td>289.15</td>\n",
       "      <td>288.15</td>\n",
       "      <td>287.72</td>\n",
       "      <td>2708344</td>\n",
       "      <td>7.792326e+08</td>\n",
       "      <td>53179</td>\n",
       "      <td>1825020</td>\n",
       "      <td>67.39</td>\n",
       "      <td>0.746139</td>\n",
       "      <td>-0.454943</td>\n",
       "      <td>-0.000650</td>\n",
       "      <td>-0.000650</td>\n",
       "      <td>0.004357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>11-Aug-2017</td>\n",
       "      <td>288.15</td>\n",
       "      <td>288.00</td>\n",
       "      <td>294.55</td>\n",
       "      <td>287.70</td>\n",
       "      <td>289.60</td>\n",
       "      <td>289.70</td>\n",
       "      <td>290.49</td>\n",
       "      <td>3549897</td>\n",
       "      <td>1.031203e+09</td>\n",
       "      <td>59529</td>\n",
       "      <td>1973037</td>\n",
       "      <td>55.58</td>\n",
       "      <td>0.586814</td>\n",
       "      <td>-1.685784</td>\n",
       "      <td>0.000218</td>\n",
       "      <td>0.000218</td>\n",
       "      <td>0.005140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>14-Aug-2017</td>\n",
       "      <td>289.70</td>\n",
       "      <td>290.05</td>\n",
       "      <td>290.90</td>\n",
       "      <td>287.25</td>\n",
       "      <td>287.85</td>\n",
       "      <td>288.50</td>\n",
       "      <td>288.54</td>\n",
       "      <td>1609558</td>\n",
       "      <td>4.644287e+08</td>\n",
       "      <td>27416</td>\n",
       "      <td>1070767</td>\n",
       "      <td>66.53</td>\n",
       "      <td>-0.537262</td>\n",
       "      <td>-0.835509</td>\n",
       "      <td>0.000530</td>\n",
       "      <td>0.000530</td>\n",
       "      <td>0.004721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>16-Aug-2017</td>\n",
       "      <td>288.50</td>\n",
       "      <td>289.40</td>\n",
       "      <td>290.10</td>\n",
       "      <td>288.00</td>\n",
       "      <td>289.15</td>\n",
       "      <td>289.95</td>\n",
       "      <td>289.59</td>\n",
       "      <td>2011284</td>\n",
       "      <td>5.824395e+08</td>\n",
       "      <td>28162</td>\n",
       "      <td>1471448</td>\n",
       "      <td>73.16</td>\n",
       "      <td>0.189688</td>\n",
       "      <td>-0.052083</td>\n",
       "      <td>0.001778</td>\n",
       "      <td>0.001778</td>\n",
       "      <td>0.004963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>17-Aug-2017</td>\n",
       "      <td>289.95</td>\n",
       "      <td>290.90</td>\n",
       "      <td>291.00</td>\n",
       "      <td>288.00</td>\n",
       "      <td>288.25</td>\n",
       "      <td>288.35</td>\n",
       "      <td>289.27</td>\n",
       "      <td>2637344</td>\n",
       "      <td>7.629085e+08</td>\n",
       "      <td>25553</td>\n",
       "      <td>1894234</td>\n",
       "      <td>71.82</td>\n",
       "      <td>-0.884342</td>\n",
       "      <td>-0.920139</td>\n",
       "      <td>0.001301</td>\n",
       "      <td>0.001301</td>\n",
       "      <td>0.005624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>18-Aug-2017</td>\n",
       "      <td>288.35</td>\n",
       "      <td>288.05</td>\n",
       "      <td>291.00</td>\n",
       "      <td>287.90</td>\n",
       "      <td>288.05</td>\n",
       "      <td>288.10</td>\n",
       "      <td>289.37</td>\n",
       "      <td>2980838</td>\n",
       "      <td>8.625543e+08</td>\n",
       "      <td>53873</td>\n",
       "      <td>1987703</td>\n",
       "      <td>66.68</td>\n",
       "      <td>0.017355</td>\n",
       "      <td>-1.007294</td>\n",
       "      <td>-0.000024</td>\n",
       "      <td>-0.000024</td>\n",
       "      <td>0.005063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>21-Aug-2017</td>\n",
       "      <td>288.10</td>\n",
       "      <td>289.35</td>\n",
       "      <td>291.20</td>\n",
       "      <td>287.30</td>\n",
       "      <td>288.00</td>\n",
       "      <td>287.70</td>\n",
       "      <td>288.99</td>\n",
       "      <td>2855010</td>\n",
       "      <td>8.250791e+08</td>\n",
       "      <td>50356</td>\n",
       "      <td>2111391</td>\n",
       "      <td>73.95</td>\n",
       "      <td>-0.573514</td>\n",
       "      <td>-1.218239</td>\n",
       "      <td>-0.001378</td>\n",
       "      <td>-0.001378</td>\n",
       "      <td>0.004064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>22-Aug-2017</td>\n",
       "      <td>287.70</td>\n",
       "      <td>290.50</td>\n",
       "      <td>293.00</td>\n",
       "      <td>288.90</td>\n",
       "      <td>290.50</td>\n",
       "      <td>290.25</td>\n",
       "      <td>291.04</td>\n",
       "      <td>2714521</td>\n",
       "      <td>7.900216e+08</td>\n",
       "      <td>43939</td>\n",
       "      <td>1748420</td>\n",
       "      <td>64.41</td>\n",
       "      <td>-0.086133</td>\n",
       "      <td>-0.951886</td>\n",
       "      <td>0.001223</td>\n",
       "      <td>0.001223</td>\n",
       "      <td>0.005689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>23-Aug-2017</td>\n",
       "      <td>290.25</td>\n",
       "      <td>291.10</td>\n",
       "      <td>291.80</td>\n",
       "      <td>289.60</td>\n",
       "      <td>290.00</td>\n",
       "      <td>290.00</td>\n",
       "      <td>290.22</td>\n",
       "      <td>2333779</td>\n",
       "      <td>6.773116e+08</td>\n",
       "      <td>30476</td>\n",
       "      <td>1763231</td>\n",
       "      <td>75.55</td>\n",
       "      <td>-0.379310</td>\n",
       "      <td>-0.621547</td>\n",
       "      <td>0.000046</td>\n",
       "      <td>0.000046</td>\n",
       "      <td>0.005301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>24-Aug-2017</td>\n",
       "      <td>290.00</td>\n",
       "      <td>290.45</td>\n",
       "      <td>291.00</td>\n",
       "      <td>288.80</td>\n",
       "      <td>290.00</td>\n",
       "      <td>289.40</td>\n",
       "      <td>289.63</td>\n",
       "      <td>2780093</td>\n",
       "      <td>8.051925e+08</td>\n",
       "      <td>28067</td>\n",
       "      <td>2419390</td>\n",
       "      <td>87.03</td>\n",
       "      <td>-0.362820</td>\n",
       "      <td>-0.554017</td>\n",
       "      <td>0.000736</td>\n",
       "      <td>0.000736</td>\n",
       "      <td>0.004570</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>24-May-2019</td>\n",
       "      <td>282.20</td>\n",
       "      <td>283.90</td>\n",
       "      <td>284.20</td>\n",
       "      <td>280.00</td>\n",
       "      <td>283.65</td>\n",
       "      <td>282.90</td>\n",
       "      <td>281.43</td>\n",
       "      <td>4927649</td>\n",
       "      <td>1.386767e+09</td>\n",
       "      <td>53810</td>\n",
       "      <td>2504308</td>\n",
       "      <td>50.82</td>\n",
       "      <td>-0.353482</td>\n",
       "      <td>-0.464286</td>\n",
       "      <td>-0.002409</td>\n",
       "      <td>-0.002409</td>\n",
       "      <td>0.010916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>27-May-2019</td>\n",
       "      <td>282.90</td>\n",
       "      <td>284.00</td>\n",
       "      <td>284.10</td>\n",
       "      <td>280.20</td>\n",
       "      <td>280.35</td>\n",
       "      <td>280.50</td>\n",
       "      <td>281.15</td>\n",
       "      <td>5450311</td>\n",
       "      <td>1.532379e+09</td>\n",
       "      <td>67102</td>\n",
       "      <td>3543795</td>\n",
       "      <td>65.02</td>\n",
       "      <td>-1.247772</td>\n",
       "      <td>-1.284797</td>\n",
       "      <td>-0.006794</td>\n",
       "      <td>-0.006794</td>\n",
       "      <td>0.006444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>28-May-2019</td>\n",
       "      <td>280.50</td>\n",
       "      <td>281.00</td>\n",
       "      <td>285.75</td>\n",
       "      <td>279.65</td>\n",
       "      <td>284.50</td>\n",
       "      <td>282.95</td>\n",
       "      <td>282.94</td>\n",
       "      <td>44137428</td>\n",
       "      <td>1.248828e+10</td>\n",
       "      <td>164216</td>\n",
       "      <td>35541399</td>\n",
       "      <td>80.52</td>\n",
       "      <td>0.689168</td>\n",
       "      <td>-1.001252</td>\n",
       "      <td>-0.002739</td>\n",
       "      <td>-0.002739</td>\n",
       "      <td>0.008696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>29-May-2019</td>\n",
       "      <td>282.95</td>\n",
       "      <td>284.50</td>\n",
       "      <td>288.50</td>\n",
       "      <td>283.50</td>\n",
       "      <td>286.20</td>\n",
       "      <td>285.70</td>\n",
       "      <td>286.88</td>\n",
       "      <td>5505873</td>\n",
       "      <td>1.579526e+09</td>\n",
       "      <td>50179</td>\n",
       "      <td>2365740</td>\n",
       "      <td>42.97</td>\n",
       "      <td>0.420021</td>\n",
       "      <td>-0.987654</td>\n",
       "      <td>0.001854</td>\n",
       "      <td>0.001854</td>\n",
       "      <td>0.007775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>30-May-2019</td>\n",
       "      <td>285.70</td>\n",
       "      <td>286.00</td>\n",
       "      <td>290.00</td>\n",
       "      <td>285.50</td>\n",
       "      <td>288.05</td>\n",
       "      <td>288.00</td>\n",
       "      <td>287.76</td>\n",
       "      <td>11575957</td>\n",
       "      <td>3.331124e+09</td>\n",
       "      <td>69861</td>\n",
       "      <td>6379772</td>\n",
       "      <td>55.11</td>\n",
       "      <td>0.694444</td>\n",
       "      <td>-0.700525</td>\n",
       "      <td>0.004100</td>\n",
       "      <td>0.004100</td>\n",
       "      <td>0.007577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>31-May-2019</td>\n",
       "      <td>288.00</td>\n",
       "      <td>288.15</td>\n",
       "      <td>290.00</td>\n",
       "      <td>285.00</td>\n",
       "      <td>286.55</td>\n",
       "      <td>286.40</td>\n",
       "      <td>286.96</td>\n",
       "      <td>7324481</td>\n",
       "      <td>2.101809e+09</td>\n",
       "      <td>69816</td>\n",
       "      <td>4717819</td>\n",
       "      <td>64.41</td>\n",
       "      <td>-0.611034</td>\n",
       "      <td>-1.263158</td>\n",
       "      <td>0.002493</td>\n",
       "      <td>0.002493</td>\n",
       "      <td>0.008765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>03-Jun-2019</td>\n",
       "      <td>286.40</td>\n",
       "      <td>288.50</td>\n",
       "      <td>292.05</td>\n",
       "      <td>287.25</td>\n",
       "      <td>291.55</td>\n",
       "      <td>291.30</td>\n",
       "      <td>289.78</td>\n",
       "      <td>5853338</td>\n",
       "      <td>1.696188e+09</td>\n",
       "      <td>63007</td>\n",
       "      <td>3391792</td>\n",
       "      <td>57.95</td>\n",
       "      <td>0.961208</td>\n",
       "      <td>-0.261097</td>\n",
       "      <td>0.007611</td>\n",
       "      <td>0.007611</td>\n",
       "      <td>0.008208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>04-Jun-2019</td>\n",
       "      <td>291.30</td>\n",
       "      <td>294.00</td>\n",
       "      <td>295.95</td>\n",
       "      <td>290.80</td>\n",
       "      <td>293.80</td>\n",
       "      <td>293.75</td>\n",
       "      <td>293.78</td>\n",
       "      <td>11081667</td>\n",
       "      <td>3.255545e+09</td>\n",
       "      <td>99945</td>\n",
       "      <td>5629356</td>\n",
       "      <td>50.80</td>\n",
       "      <td>-0.085106</td>\n",
       "      <td>-0.756534</td>\n",
       "      <td>0.007547</td>\n",
       "      <td>0.007547</td>\n",
       "      <td>0.008198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>06-Jun-2019</td>\n",
       "      <td>293.75</td>\n",
       "      <td>294.00</td>\n",
       "      <td>294.60</td>\n",
       "      <td>291.00</td>\n",
       "      <td>291.80</td>\n",
       "      <td>291.50</td>\n",
       "      <td>292.60</td>\n",
       "      <td>8600880</td>\n",
       "      <td>2.516643e+09</td>\n",
       "      <td>92939</td>\n",
       "      <td>5225513</td>\n",
       "      <td>60.76</td>\n",
       "      <td>-0.857633</td>\n",
       "      <td>-1.065292</td>\n",
       "      <td>0.004071</td>\n",
       "      <td>0.004071</td>\n",
       "      <td>0.010428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>07-Jun-2019</td>\n",
       "      <td>291.50</td>\n",
       "      <td>292.50</td>\n",
       "      <td>295.90</td>\n",
       "      <td>292.00</td>\n",
       "      <td>294.80</td>\n",
       "      <td>295.05</td>\n",
       "      <td>294.31</td>\n",
       "      <td>6784884</td>\n",
       "      <td>1.996827e+09</td>\n",
       "      <td>83780</td>\n",
       "      <td>3365876</td>\n",
       "      <td>49.61</td>\n",
       "      <td>0.864260</td>\n",
       "      <td>-0.291096</td>\n",
       "      <td>0.004897</td>\n",
       "      <td>0.004897</td>\n",
       "      <td>0.010971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>10-Jun-2019</td>\n",
       "      <td>295.05</td>\n",
       "      <td>295.75</td>\n",
       "      <td>298.00</td>\n",
       "      <td>295.50</td>\n",
       "      <td>297.05</td>\n",
       "      <td>297.10</td>\n",
       "      <td>296.93</td>\n",
       "      <td>7481893</td>\n",
       "      <td>2.221605e+09</td>\n",
       "      <td>73372</td>\n",
       "      <td>5019789</td>\n",
       "      <td>67.09</td>\n",
       "      <td>0.454392</td>\n",
       "      <td>-0.304569</td>\n",
       "      <td>0.007397</td>\n",
       "      <td>0.007397</td>\n",
       "      <td>0.009289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>11-Jun-2019</td>\n",
       "      <td>297.10</td>\n",
       "      <td>297.00</td>\n",
       "      <td>299.50</td>\n",
       "      <td>296.10</td>\n",
       "      <td>297.50</td>\n",
       "      <td>297.70</td>\n",
       "      <td>298.33</td>\n",
       "      <td>7234084</td>\n",
       "      <td>2.158146e+09</td>\n",
       "      <td>61092</td>\n",
       "      <td>4298660</td>\n",
       "      <td>59.42</td>\n",
       "      <td>0.235136</td>\n",
       "      <td>-0.607903</td>\n",
       "      <td>0.004379</td>\n",
       "      <td>0.004379</td>\n",
       "      <td>0.007651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>12-Jun-2019</td>\n",
       "      <td>297.70</td>\n",
       "      <td>297.50</td>\n",
       "      <td>298.80</td>\n",
       "      <td>296.85</td>\n",
       "      <td>297.75</td>\n",
       "      <td>298.00</td>\n",
       "      <td>297.84</td>\n",
       "      <td>6222540</td>\n",
       "      <td>1.853346e+09</td>\n",
       "      <td>70618</td>\n",
       "      <td>4345117</td>\n",
       "      <td>69.83</td>\n",
       "      <td>0.167785</td>\n",
       "      <td>-0.269496</td>\n",
       "      <td>0.002899</td>\n",
       "      <td>0.002899</td>\n",
       "      <td>0.007388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>13-Jun-2019</td>\n",
       "      <td>298.00</td>\n",
       "      <td>298.00</td>\n",
       "      <td>298.90</td>\n",
       "      <td>297.15</td>\n",
       "      <td>298.55</td>\n",
       "      <td>298.40</td>\n",
       "      <td>298.09</td>\n",
       "      <td>5002281</td>\n",
       "      <td>1.491122e+09</td>\n",
       "      <td>50432</td>\n",
       "      <td>3544273</td>\n",
       "      <td>70.85</td>\n",
       "      <td>0.134048</td>\n",
       "      <td>-0.168265</td>\n",
       "      <td>0.004699</td>\n",
       "      <td>0.004699</td>\n",
       "      <td>0.004824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>14-Jun-2019</td>\n",
       "      <td>298.40</td>\n",
       "      <td>298.75</td>\n",
       "      <td>301.60</td>\n",
       "      <td>298.00</td>\n",
       "      <td>299.00</td>\n",
       "      <td>298.80</td>\n",
       "      <td>299.46</td>\n",
       "      <td>7965803</td>\n",
       "      <td>2.385472e+09</td>\n",
       "      <td>83695</td>\n",
       "      <td>4697379</td>\n",
       "      <td>58.97</td>\n",
       "      <td>0.016734</td>\n",
       "      <td>-0.939597</td>\n",
       "      <td>0.002532</td>\n",
       "      <td>0.002532</td>\n",
       "      <td>0.002496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>17-Jun-2019</td>\n",
       "      <td>298.80</td>\n",
       "      <td>300.00</td>\n",
       "      <td>300.75</td>\n",
       "      <td>298.85</td>\n",
       "      <td>299.15</td>\n",
       "      <td>299.15</td>\n",
       "      <td>299.67</td>\n",
       "      <td>6178604</td>\n",
       "      <td>1.851552e+09</td>\n",
       "      <td>46140</td>\n",
       "      <td>4216103</td>\n",
       "      <td>66.88</td>\n",
       "      <td>-0.284138</td>\n",
       "      <td>-0.535386</td>\n",
       "      <td>0.001376</td>\n",
       "      <td>0.001376</td>\n",
       "      <td>0.000385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>18-Jun-2019</td>\n",
       "      <td>299.15</td>\n",
       "      <td>299.50</td>\n",
       "      <td>300.50</td>\n",
       "      <td>296.00</td>\n",
       "      <td>298.45</td>\n",
       "      <td>298.00</td>\n",
       "      <td>297.87</td>\n",
       "      <td>8401792</td>\n",
       "      <td>2.502626e+09</td>\n",
       "      <td>102022</td>\n",
       "      <td>5994300</td>\n",
       "      <td>69.87</td>\n",
       "      <td>-0.503356</td>\n",
       "      <td>-0.844595</td>\n",
       "      <td>0.000204</td>\n",
       "      <td>0.000204</td>\n",
       "      <td>0.002267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>19-Jun-2019</td>\n",
       "      <td>298.00</td>\n",
       "      <td>299.00</td>\n",
       "      <td>299.20</td>\n",
       "      <td>292.15</td>\n",
       "      <td>293.30</td>\n",
       "      <td>294.05</td>\n",
       "      <td>294.38</td>\n",
       "      <td>11902961</td>\n",
       "      <td>3.504039e+09</td>\n",
       "      <td>102574</td>\n",
       "      <td>7889125</td>\n",
       "      <td>66.28</td>\n",
       "      <td>-1.683387</td>\n",
       "      <td>-1.762793</td>\n",
       "      <td>-0.002649</td>\n",
       "      <td>-0.002649</td>\n",
       "      <td>0.006332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>20-Jun-2019</td>\n",
       "      <td>294.05</td>\n",
       "      <td>284.05</td>\n",
       "      <td>287.80</td>\n",
       "      <td>282.40</td>\n",
       "      <td>286.75</td>\n",
       "      <td>286.95</td>\n",
       "      <td>285.38</td>\n",
       "      <td>9560422</td>\n",
       "      <td>2.728332e+09</td>\n",
       "      <td>75937</td>\n",
       "      <td>4477433</td>\n",
       "      <td>46.83</td>\n",
       "      <td>1.010629</td>\n",
       "      <td>-0.300992</td>\n",
       "      <td>-0.007747</td>\n",
       "      <td>-0.007747</td>\n",
       "      <td>0.010916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>21-Jun-2019</td>\n",
       "      <td>286.95</td>\n",
       "      <td>287.00</td>\n",
       "      <td>290.00</td>\n",
       "      <td>284.20</td>\n",
       "      <td>286.00</td>\n",
       "      <td>285.85</td>\n",
       "      <td>286.66</td>\n",
       "      <td>6477258</td>\n",
       "      <td>1.856774e+09</td>\n",
       "      <td>59697</td>\n",
       "      <td>3476985</td>\n",
       "      <td>53.68</td>\n",
       "      <td>-0.402309</td>\n",
       "      <td>-1.460239</td>\n",
       "      <td>-0.008781</td>\n",
       "      <td>-0.008781</td>\n",
       "      <td>0.010050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>24-Jun-2019</td>\n",
       "      <td>285.85</td>\n",
       "      <td>285.50</td>\n",
       "      <td>287.60</td>\n",
       "      <td>283.15</td>\n",
       "      <td>284.20</td>\n",
       "      <td>283.90</td>\n",
       "      <td>285.23</td>\n",
       "      <td>3171739</td>\n",
       "      <td>9.046689e+08</td>\n",
       "      <td>43631</td>\n",
       "      <td>1836281</td>\n",
       "      <td>57.90</td>\n",
       "      <td>-0.563579</td>\n",
       "      <td>-1.306728</td>\n",
       "      <td>-0.010380</td>\n",
       "      <td>-0.010380</td>\n",
       "      <td>0.008602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>25-Jun-2019</td>\n",
       "      <td>283.90</td>\n",
       "      <td>284.00</td>\n",
       "      <td>286.30</td>\n",
       "      <td>281.85</td>\n",
       "      <td>285.20</td>\n",
       "      <td>285.30</td>\n",
       "      <td>284.06</td>\n",
       "      <td>2809748</td>\n",
       "      <td>7.981420e+08</td>\n",
       "      <td>36672</td>\n",
       "      <td>1324648</td>\n",
       "      <td>47.14</td>\n",
       "      <td>0.455661</td>\n",
       "      <td>-0.354799</td>\n",
       "      <td>-0.008625</td>\n",
       "      <td>-0.008625</td>\n",
       "      <td>0.010866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>26-Jun-2019</td>\n",
       "      <td>285.30</td>\n",
       "      <td>285.15</td>\n",
       "      <td>288.00</td>\n",
       "      <td>284.55</td>\n",
       "      <td>286.55</td>\n",
       "      <td>286.15</td>\n",
       "      <td>286.31</td>\n",
       "      <td>2331769</td>\n",
       "      <td>6.676173e+08</td>\n",
       "      <td>39402</td>\n",
       "      <td>1308969</td>\n",
       "      <td>56.14</td>\n",
       "      <td>0.349467</td>\n",
       "      <td>-0.650149</td>\n",
       "      <td>-0.005378</td>\n",
       "      <td>-0.005378</td>\n",
       "      <td>0.011541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>27-Jun-2019</td>\n",
       "      <td>286.15</td>\n",
       "      <td>287.35</td>\n",
       "      <td>287.80</td>\n",
       "      <td>280.70</td>\n",
       "      <td>282.70</td>\n",
       "      <td>282.10</td>\n",
       "      <td>282.86</td>\n",
       "      <td>5089200</td>\n",
       "      <td>1.439516e+09</td>\n",
       "      <td>57088</td>\n",
       "      <td>2739526</td>\n",
       "      <td>53.83</td>\n",
       "      <td>-1.861042</td>\n",
       "      <td>-2.030638</td>\n",
       "      <td>-0.003380</td>\n",
       "      <td>-0.003380</td>\n",
       "      <td>0.007708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>28-Jun-2019</td>\n",
       "      <td>282.10</td>\n",
       "      <td>283.80</td>\n",
       "      <td>283.80</td>\n",
       "      <td>280.00</td>\n",
       "      <td>280.85</td>\n",
       "      <td>280.50</td>\n",
       "      <td>281.50</td>\n",
       "      <td>3149389</td>\n",
       "      <td>8.865559e+08</td>\n",
       "      <td>53723</td>\n",
       "      <td>1588650</td>\n",
       "      <td>50.44</td>\n",
       "      <td>-1.176471</td>\n",
       "      <td>-1.178571</td>\n",
       "      <td>-0.003747</td>\n",
       "      <td>-0.003747</td>\n",
       "      <td>0.007778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>01-Jul-2019</td>\n",
       "      <td>280.50</td>\n",
       "      <td>281.60</td>\n",
       "      <td>283.40</td>\n",
       "      <td>280.95</td>\n",
       "      <td>282.15</td>\n",
       "      <td>282.00</td>\n",
       "      <td>282.14</td>\n",
       "      <td>1735921</td>\n",
       "      <td>4.897758e+08</td>\n",
       "      <td>33665</td>\n",
       "      <td>955355</td>\n",
       "      <td>55.03</td>\n",
       "      <td>0.141844</td>\n",
       "      <td>-0.498309</td>\n",
       "      <td>-0.001313</td>\n",
       "      <td>-0.001313</td>\n",
       "      <td>0.008451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>02-Jul-2019</td>\n",
       "      <td>282.00</td>\n",
       "      <td>282.45</td>\n",
       "      <td>285.00</td>\n",
       "      <td>281.70</td>\n",
       "      <td>284.30</td>\n",
       "      <td>284.25</td>\n",
       "      <td>283.86</td>\n",
       "      <td>2609369</td>\n",
       "      <td>7.407040e+08</td>\n",
       "      <td>38881</td>\n",
       "      <td>1219656</td>\n",
       "      <td>46.74</td>\n",
       "      <td>0.633245</td>\n",
       "      <td>-0.266241</td>\n",
       "      <td>-0.000704</td>\n",
       "      <td>-0.000704</td>\n",
       "      <td>0.009099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>03-Jul-2019</td>\n",
       "      <td>284.25</td>\n",
       "      <td>284.90</td>\n",
       "      <td>285.60</td>\n",
       "      <td>282.05</td>\n",
       "      <td>282.65</td>\n",
       "      <td>282.85</td>\n",
       "      <td>283.25</td>\n",
       "      <td>1258276</td>\n",
       "      <td>3.564106e+08</td>\n",
       "      <td>21561</td>\n",
       "      <td>505062</td>\n",
       "      <td>40.14</td>\n",
       "      <td>-0.724766</td>\n",
       "      <td>-0.975004</td>\n",
       "      <td>-0.002285</td>\n",
       "      <td>-0.002285</td>\n",
       "      <td>0.008985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>04-Jul-2019</td>\n",
       "      <td>282.85</td>\n",
       "      <td>283.00</td>\n",
       "      <td>284.90</td>\n",
       "      <td>282.00</td>\n",
       "      <td>283.60</td>\n",
       "      <td>283.85</td>\n",
       "      <td>283.77</td>\n",
       "      <td>1628331</td>\n",
       "      <td>4.620724e+08</td>\n",
       "      <td>24896</td>\n",
       "      <td>961449</td>\n",
       "      <td>59.05</td>\n",
       "      <td>0.299454</td>\n",
       "      <td>-0.372340</td>\n",
       "      <td>0.001253</td>\n",
       "      <td>0.001253</td>\n",
       "      <td>0.006191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>05-Jul-2019</td>\n",
       "      <td>283.85</td>\n",
       "      <td>284.00</td>\n",
       "      <td>284.55</td>\n",
       "      <td>271.00</td>\n",
       "      <td>271.75</td>\n",
       "      <td>271.85</td>\n",
       "      <td>275.86</td>\n",
       "      <td>4585463</td>\n",
       "      <td>1.264956e+09</td>\n",
       "      <td>69062</td>\n",
       "      <td>2011218</td>\n",
       "      <td>43.86</td>\n",
       "      <td>-4.469376</td>\n",
       "      <td>-4.686347</td>\n",
       "      <td>-0.006068</td>\n",
       "      <td>-0.006068</td>\n",
       "      <td>0.020810</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>490 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Symbol Series         Date  Prev Close  Open Price  High Price  Low Price  \\\n",
       "5    WIPRO     EQ  13-Jul-2017      263.80      263.90      265.85     261.45   \n",
       "6    WIPRO     EQ  14-Jul-2017      264.05      264.15      264.95     259.00   \n",
       "7    WIPRO     EQ  17-Jul-2017      259.85      266.40      274.00     264.55   \n",
       "8    WIPRO     EQ  18-Jul-2017      266.85      267.30      272.65     266.50   \n",
       "9    WIPRO     EQ  19-Jul-2017      269.00      270.00      272.05     267.30   \n",
       "10   WIPRO     EQ  20-Jul-2017      271.10      270.75      274.25     268.25   \n",
       "11   WIPRO     EQ  21-Jul-2017      269.15      283.90      290.90     280.25   \n",
       "12   WIPRO     EQ  24-Jul-2017      286.05      290.20      293.50     289.25   \n",
       "13   WIPRO     EQ  25-Jul-2017      291.55      292.85      292.95     289.00   \n",
       "14   WIPRO     EQ  26-Jul-2017      289.55      290.00      291.50     287.80   \n",
       "15   WIPRO     EQ  27-Jul-2017      289.35      290.00      293.25     287.25   \n",
       "16   WIPRO     EQ  28-Jul-2017      289.70      290.00      290.85     287.90   \n",
       "17   WIPRO     EQ  31-Jul-2017      289.05      290.00      290.50     287.40   \n",
       "18   WIPRO     EQ  01-Aug-2017      288.45      289.00      295.95     289.00   \n",
       "19   WIPRO     EQ  02-Aug-2017      294.80      294.00      297.70     293.00   \n",
       "20   WIPRO     EQ  03-Aug-2017      293.80      294.70      295.40     288.60   \n",
       "21   WIPRO     EQ  04-Aug-2017      289.10      289.80      293.20     289.00   \n",
       "22   WIPRO     EQ  07-Aug-2017      289.40      289.60      289.90     287.10   \n",
       "23   WIPRO     EQ  08-Aug-2017      287.75      291.30      291.55     284.90   \n",
       "24   WIPRO     EQ  09-Aug-2017      287.40      287.10      288.55     285.90   \n",
       "25   WIPRO     EQ  10-Aug-2017      286.50      286.00      289.45     285.75   \n",
       "26   WIPRO     EQ  11-Aug-2017      288.15      288.00      294.55     287.70   \n",
       "27   WIPRO     EQ  14-Aug-2017      289.70      290.05      290.90     287.25   \n",
       "28   WIPRO     EQ  16-Aug-2017      288.50      289.40      290.10     288.00   \n",
       "29   WIPRO     EQ  17-Aug-2017      289.95      290.90      291.00     288.00   \n",
       "30   WIPRO     EQ  18-Aug-2017      288.35      288.05      291.00     287.90   \n",
       "31   WIPRO     EQ  21-Aug-2017      288.10      289.35      291.20     287.30   \n",
       "32   WIPRO     EQ  22-Aug-2017      287.70      290.50      293.00     288.90   \n",
       "33   WIPRO     EQ  23-Aug-2017      290.25      291.10      291.80     289.60   \n",
       "34   WIPRO     EQ  24-Aug-2017      290.00      290.45      291.00     288.80   \n",
       "..     ...    ...          ...         ...         ...         ...        ...   \n",
       "465  WIPRO     EQ  24-May-2019      282.20      283.90      284.20     280.00   \n",
       "466  WIPRO     EQ  27-May-2019      282.90      284.00      284.10     280.20   \n",
       "467  WIPRO     EQ  28-May-2019      280.50      281.00      285.75     279.65   \n",
       "468  WIPRO     EQ  29-May-2019      282.95      284.50      288.50     283.50   \n",
       "469  WIPRO     EQ  30-May-2019      285.70      286.00      290.00     285.50   \n",
       "470  WIPRO     EQ  31-May-2019      288.00      288.15      290.00     285.00   \n",
       "471  WIPRO     EQ  03-Jun-2019      286.40      288.50      292.05     287.25   \n",
       "472  WIPRO     EQ  04-Jun-2019      291.30      294.00      295.95     290.80   \n",
       "473  WIPRO     EQ  06-Jun-2019      293.75      294.00      294.60     291.00   \n",
       "474  WIPRO     EQ  07-Jun-2019      291.50      292.50      295.90     292.00   \n",
       "475  WIPRO     EQ  10-Jun-2019      295.05      295.75      298.00     295.50   \n",
       "476  WIPRO     EQ  11-Jun-2019      297.10      297.00      299.50     296.10   \n",
       "477  WIPRO     EQ  12-Jun-2019      297.70      297.50      298.80     296.85   \n",
       "478  WIPRO     EQ  13-Jun-2019      298.00      298.00      298.90     297.15   \n",
       "479  WIPRO     EQ  14-Jun-2019      298.40      298.75      301.60     298.00   \n",
       "480  WIPRO     EQ  17-Jun-2019      298.80      300.00      300.75     298.85   \n",
       "481  WIPRO     EQ  18-Jun-2019      299.15      299.50      300.50     296.00   \n",
       "482  WIPRO     EQ  19-Jun-2019      298.00      299.00      299.20     292.15   \n",
       "483  WIPRO     EQ  20-Jun-2019      294.05      284.05      287.80     282.40   \n",
       "484  WIPRO     EQ  21-Jun-2019      286.95      287.00      290.00     284.20   \n",
       "485  WIPRO     EQ  24-Jun-2019      285.85      285.50      287.60     283.15   \n",
       "486  WIPRO     EQ  25-Jun-2019      283.90      284.00      286.30     281.85   \n",
       "487  WIPRO     EQ  26-Jun-2019      285.30      285.15      288.00     284.55   \n",
       "488  WIPRO     EQ  27-Jun-2019      286.15      287.35      287.80     280.70   \n",
       "489  WIPRO     EQ  28-Jun-2019      282.10      283.80      283.80     280.00   \n",
       "490  WIPRO     EQ  01-Jul-2019      280.50      281.60      283.40     280.95   \n",
       "491  WIPRO     EQ  02-Jul-2019      282.00      282.45      285.00     281.70   \n",
       "492  WIPRO     EQ  03-Jul-2019      284.25      284.90      285.60     282.05   \n",
       "493  WIPRO     EQ  04-Jul-2019      282.85      283.00      284.90     282.00   \n",
       "494  WIPRO     EQ  05-Jul-2019      283.85      284.00      284.55     271.00   \n",
       "\n",
       "     Last Price  Close Price  Average Price  Total Traded Quantity  \\\n",
       "5        263.25       264.05         264.07                1624316   \n",
       "6        260.00       259.85         261.04                2454505   \n",
       "7        268.30       266.85         268.57                7769247   \n",
       "8        269.00       269.00         269.29                2753504   \n",
       "9        271.55       271.10         269.87                2973058   \n",
       "10       270.00       269.15         271.06                2676624   \n",
       "11       285.65       286.05         286.85               16392253   \n",
       "12       291.00       291.55         291.58                6554857   \n",
       "13       289.55       289.55         290.01                3372477   \n",
       "14       289.95       289.35         289.37                2970592   \n",
       "15       292.00       289.70         289.82                5905630   \n",
       "16       289.00       289.05         288.93                2433017   \n",
       "17       288.75       288.45         288.86                2550406   \n",
       "18       294.65       294.80         293.80                4035172   \n",
       "19       293.60       293.80         294.98                2426114   \n",
       "20       289.25       289.10         291.79                3645825   \n",
       "21       289.85       289.40         290.08                2548522   \n",
       "22       287.95       287.75         287.98                1470499   \n",
       "23       287.05       287.40         286.88                2729913   \n",
       "24       286.60       286.50         287.14                1089850   \n",
       "25       289.15       288.15         287.72                2708344   \n",
       "26       289.60       289.70         290.49                3549897   \n",
       "27       287.85       288.50         288.54                1609558   \n",
       "28       289.15       289.95         289.59                2011284   \n",
       "29       288.25       288.35         289.27                2637344   \n",
       "30       288.05       288.10         289.37                2980838   \n",
       "31       288.00       287.70         288.99                2855010   \n",
       "32       290.50       290.25         291.04                2714521   \n",
       "33       290.00       290.00         290.22                2333779   \n",
       "34       290.00       289.40         289.63                2780093   \n",
       "..          ...          ...            ...                    ...   \n",
       "465      283.65       282.90         281.43                4927649   \n",
       "466      280.35       280.50         281.15                5450311   \n",
       "467      284.50       282.95         282.94               44137428   \n",
       "468      286.20       285.70         286.88                5505873   \n",
       "469      288.05       288.00         287.76               11575957   \n",
       "470      286.55       286.40         286.96                7324481   \n",
       "471      291.55       291.30         289.78                5853338   \n",
       "472      293.80       293.75         293.78               11081667   \n",
       "473      291.80       291.50         292.60                8600880   \n",
       "474      294.80       295.05         294.31                6784884   \n",
       "475      297.05       297.10         296.93                7481893   \n",
       "476      297.50       297.70         298.33                7234084   \n",
       "477      297.75       298.00         297.84                6222540   \n",
       "478      298.55       298.40         298.09                5002281   \n",
       "479      299.00       298.80         299.46                7965803   \n",
       "480      299.15       299.15         299.67                6178604   \n",
       "481      298.45       298.00         297.87                8401792   \n",
       "482      293.30       294.05         294.38               11902961   \n",
       "483      286.75       286.95         285.38                9560422   \n",
       "484      286.00       285.85         286.66                6477258   \n",
       "485      284.20       283.90         285.23                3171739   \n",
       "486      285.20       285.30         284.06                2809748   \n",
       "487      286.55       286.15         286.31                2331769   \n",
       "488      282.70       282.10         282.86                5089200   \n",
       "489      280.85       280.50         281.50                3149389   \n",
       "490      282.15       282.00         282.14                1735921   \n",
       "491      284.30       284.25         283.86                2609369   \n",
       "492      282.65       282.85         283.25                1258276   \n",
       "493      283.60       283.85         283.77                1628331   \n",
       "494      271.75       271.85         275.86                4585463   \n",
       "\n",
       "         Turnover  No. of Trades  Deliverable Qty  % Dly Qt to Traded Qty  \\\n",
       "5    4.289408e+08          42297          1004699                   61.85   \n",
       "6    6.407118e+08          26482          1745504                   71.11   \n",
       "7    2.086617e+09          77803          3130717                   40.30   \n",
       "8    7.415038e+08          51369          1230138                   44.68   \n",
       "9    8.023333e+08          34946          1899172                   63.88   \n",
       "10   7.255154e+08          31166          1223139                   45.70   \n",
       "11   4.702062e+09         128041          3914823                   23.88   \n",
       "12   1.911257e+09          66787          2774019                   42.32   \n",
       "13   9.780585e+08          49743          2172360                   64.41   \n",
       "14   8.595899e+08          36343          1960180                   65.99   \n",
       "15   1.711580e+09          26803          4369066                   73.98   \n",
       "16   7.029609e+08          22395          1701254                   69.92   \n",
       "17   7.367149e+08          22773          1434223                   56.24   \n",
       "18   1.185548e+09          33634          1964959                   48.70   \n",
       "19   7.156444e+08          33440          1303490                   53.73   \n",
       "20   1.063824e+09          37727          2491302                   68.33   \n",
       "21   7.392638e+08          25808          1725120                   67.69   \n",
       "22   4.234728e+08          22278           924034                   62.84   \n",
       "23   7.831457e+08          29313          1576769                   57.76   \n",
       "24   3.129345e+08          17637           651465                   59.78   \n",
       "25   7.792326e+08          53179          1825020                   67.39   \n",
       "26   1.031203e+09          59529          1973037                   55.58   \n",
       "27   4.644287e+08          27416          1070767                   66.53   \n",
       "28   5.824395e+08          28162          1471448                   73.16   \n",
       "29   7.629085e+08          25553          1894234                   71.82   \n",
       "30   8.625543e+08          53873          1987703                   66.68   \n",
       "31   8.250791e+08          50356          2111391                   73.95   \n",
       "32   7.900216e+08          43939          1748420                   64.41   \n",
       "33   6.773116e+08          30476          1763231                   75.55   \n",
       "34   8.051925e+08          28067          2419390                   87.03   \n",
       "..            ...            ...              ...                     ...   \n",
       "465  1.386767e+09          53810          2504308                   50.82   \n",
       "466  1.532379e+09          67102          3543795                   65.02   \n",
       "467  1.248828e+10         164216         35541399                   80.52   \n",
       "468  1.579526e+09          50179          2365740                   42.97   \n",
       "469  3.331124e+09          69861          6379772                   55.11   \n",
       "470  2.101809e+09          69816          4717819                   64.41   \n",
       "471  1.696188e+09          63007          3391792                   57.95   \n",
       "472  3.255545e+09          99945          5629356                   50.80   \n",
       "473  2.516643e+09          92939          5225513                   60.76   \n",
       "474  1.996827e+09          83780          3365876                   49.61   \n",
       "475  2.221605e+09          73372          5019789                   67.09   \n",
       "476  2.158146e+09          61092          4298660                   59.42   \n",
       "477  1.853346e+09          70618          4345117                   69.83   \n",
       "478  1.491122e+09          50432          3544273                   70.85   \n",
       "479  2.385472e+09          83695          4697379                   58.97   \n",
       "480  1.851552e+09          46140          4216103                   66.88   \n",
       "481  2.502626e+09         102022          5994300                   69.87   \n",
       "482  3.504039e+09         102574          7889125                   66.28   \n",
       "483  2.728332e+09          75937          4477433                   46.83   \n",
       "484  1.856774e+09          59697          3476985                   53.68   \n",
       "485  9.046689e+08          43631          1836281                   57.90   \n",
       "486  7.981420e+08          36672          1324648                   47.14   \n",
       "487  6.676173e+08          39402          1308969                   56.14   \n",
       "488  1.439516e+09          57088          2739526                   53.83   \n",
       "489  8.865559e+08          53723          1588650                   50.44   \n",
       "490  4.897758e+08          33665           955355                   55.03   \n",
       "491  7.407040e+08          38881          1219656                   46.74   \n",
       "492  3.564106e+08          21561           505062                   40.14   \n",
       "493  4.620724e+08          24896           961449                   59.05   \n",
       "494  1.264956e+09          69062          2011218                   43.86   \n",
       "\n",
       "     %chg op_cl  %chg lw_hg  %chg 5dy  %chg 5dymean  %chg 5dystd  \n",
       "5      0.056807   -0.688468  0.005029      0.005029     0.021852  \n",
       "6     -1.654801   -1.969112  0.001887      0.001887     0.023831  \n",
       "7      0.168634   -2.702703 -0.000913     -0.000913     0.018269  \n",
       "8      0.631970   -1.369606  0.004463      0.004463     0.015412  \n",
       "9      0.405754   -0.355406  0.005569      0.005569     0.015414  \n",
       "10    -0.594464   -1.901212  0.003941      0.003941     0.016421  \n",
       "11     0.751617   -1.730598  0.019680      0.019680     0.026969  \n",
       "12     0.463042   -0.674157  0.018138      0.018138     0.026669  \n",
       "13    -1.139700   -1.176471  0.015154      0.015154     0.028826  \n",
       "14    -0.224641   -0.747047  0.013455      0.013455     0.029608  \n",
       "15    -0.103555   -1.235857  0.015135      0.015135     0.028355  \n",
       "16    -0.328663   -0.625217  0.002129      0.002129     0.010013  \n",
       "17    -0.537355   -0.713292 -0.002132     -0.002132     0.002984  \n",
       "18     1.967436   -0.397924  0.003643      0.003643     0.010363  \n",
       "19    -0.068074   -1.331058  0.003102      0.003102     0.010710  \n",
       "20    -1.937046   -2.182952 -0.000339     -0.000339     0.013791  \n",
       "21    -0.138217   -1.314879  0.000317      0.000317     0.013756  \n",
       "22    -0.642919   -0.748868 -0.000408     -0.000408     0.014007  \n",
       "23    -1.356994   -1.456651 -0.005054     -0.005054     0.006610  \n",
       "24    -0.209424   -0.717034 -0.005002     -0.005002     0.006627  \n",
       "25     0.746139   -0.454943 -0.000650     -0.000650     0.004357  \n",
       "26     0.586814   -1.685784  0.000218      0.000218     0.005140  \n",
       "27    -0.537262   -0.835509  0.000530      0.000530     0.004721  \n",
       "28     0.189688   -0.052083  0.001778      0.001778     0.004963  \n",
       "29    -0.884342   -0.920139  0.001301      0.001301     0.005624  \n",
       "30     0.017355   -1.007294 -0.000024     -0.000024     0.005063  \n",
       "31    -0.573514   -1.218239 -0.001378     -0.001378     0.004064  \n",
       "32    -0.086133   -0.951886  0.001223      0.001223     0.005689  \n",
       "33    -0.379310   -0.621547  0.000046      0.000046     0.005301  \n",
       "34    -0.362820   -0.554017  0.000736      0.000736     0.004570  \n",
       "..          ...         ...       ...           ...          ...  \n",
       "465   -0.353482   -0.464286 -0.002409     -0.002409     0.010916  \n",
       "466   -1.247772   -1.284797 -0.006794     -0.006794     0.006444  \n",
       "467    0.689168   -1.001252 -0.002739     -0.002739     0.008696  \n",
       "468    0.420021   -0.987654  0.001854      0.001854     0.007775  \n",
       "469    0.694444   -0.700525  0.004100      0.004100     0.007577  \n",
       "470   -0.611034   -1.263158  0.002493      0.002493     0.008765  \n",
       "471    0.961208   -0.261097  0.007611      0.007611     0.008208  \n",
       "472   -0.085106   -0.756534  0.007547      0.007547     0.008198  \n",
       "473   -0.857633   -1.065292  0.004071      0.004071     0.010428  \n",
       "474    0.864260   -0.291096  0.004897      0.004897     0.010971  \n",
       "475    0.454392   -0.304569  0.007397      0.007397     0.009289  \n",
       "476    0.235136   -0.607903  0.004379      0.004379     0.007651  \n",
       "477    0.167785   -0.269496  0.002899      0.002899     0.007388  \n",
       "478    0.134048   -0.168265  0.004699      0.004699     0.004824  \n",
       "479    0.016734   -0.939597  0.002532      0.002532     0.002496  \n",
       "480   -0.284138   -0.535386  0.001376      0.001376     0.000385  \n",
       "481   -0.503356   -0.844595  0.000204      0.000204     0.002267  \n",
       "482   -1.683387   -1.762793 -0.002649     -0.002649     0.006332  \n",
       "483    1.010629   -0.300992 -0.007747     -0.007747     0.010916  \n",
       "484   -0.402309   -1.460239 -0.008781     -0.008781     0.010050  \n",
       "485   -0.563579   -1.306728 -0.010380     -0.010380     0.008602  \n",
       "486    0.455661   -0.354799 -0.008625     -0.008625     0.010866  \n",
       "487    0.349467   -0.650149 -0.005378     -0.005378     0.011541  \n",
       "488   -1.861042   -2.030638 -0.003380     -0.003380     0.007708  \n",
       "489   -1.176471   -1.178571 -0.003747     -0.003747     0.007778  \n",
       "490    0.141844   -0.498309 -0.001313     -0.001313     0.008451  \n",
       "491    0.633245   -0.266241 -0.000704     -0.000704     0.009099  \n",
       "492   -0.724766   -0.975004 -0.002285     -0.002285     0.008985  \n",
       "493    0.299454   -0.372340  0.001253      0.001253     0.006191  \n",
       "494   -4.469376   -4.686347 -0.006068     -0.006068     0.020810  \n",
       "\n",
       "[490 rows x 20 columns]"
      ]
     },
     "execution_count": 214,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wipro_data['%chg op_cl'] = ((wipro_data['Close Price'] - wipro_data ['Open Price'])/(wipro_data['Close Price']))*100\n",
    "wipro_data['%chg lw_hg'] = ((wipro_data['Close Price'] - wipro_data ['High Price'])/(wipro_data['Low Price']))*100\n",
    "wipro_data['%chg 5dymean'] = wipro_data['Close Price'].pct_change().dropna().rolling(5).mean()\n",
    "wipro_data['%chg 5dystd'] = wipro_data['Close Price'].pct_change().dropna().rolling(5).std()\n",
    "wipro_data = wipro_data.dropna()\n",
    "wipro_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\rajat\\Anaconda3\\envs\\latest_Everything-env\\lib\\site-packages\\ipykernel_launcher.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  # Remove the CWD from sys.path while we load stuff.\n"
     ]
    },
    {
     "data": {
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       "      <th>Symbol</th>\n",
       "      <th>Series</th>\n",
       "      <th>Date</th>\n",
       "      <th>Prev Close</th>\n",
       "      <th>Open Price</th>\n",
       "      <th>High Price</th>\n",
       "      <th>Low Price</th>\n",
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       "      <th>Close Price</th>\n",
       "      <th>Average Price</th>\n",
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       "      <th>Turnover</th>\n",
       "      <th>No. of Trades</th>\n",
       "      <th>Deliverable Qty</th>\n",
       "      <th>% Dly Qt to Traded Qty</th>\n",
       "      <th>%chg op_cl</th>\n",
       "      <th>%chg lw_hg</th>\n",
       "      <th>%chg 5dy</th>\n",
       "      <th>%chg 5dymean</th>\n",
       "      <th>%chg 5dystd</th>\n",
       "      <th>Action</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>13-Jul-2017</td>\n",
       "      <td>263.80</td>\n",
       "      <td>263.90</td>\n",
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       "      <td>263.25</td>\n",
       "      <td>264.05</td>\n",
       "      <td>264.07</td>\n",
       "      <td>...</td>\n",
       "      <td>4.289408e+08</td>\n",
       "      <td>42297</td>\n",
       "      <td>1004699</td>\n",
       "      <td>61.85</td>\n",
       "      <td>0.056807</td>\n",
       "      <td>-0.688468</td>\n",
       "      <td>0.005029</td>\n",
       "      <td>0.005029</td>\n",
       "      <td>0.021852</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>14-Jul-2017</td>\n",
       "      <td>264.05</td>\n",
       "      <td>264.15</td>\n",
       "      <td>264.95</td>\n",
       "      <td>259.00</td>\n",
       "      <td>260.00</td>\n",
       "      <td>259.85</td>\n",
       "      <td>261.04</td>\n",
       "      <td>...</td>\n",
       "      <td>6.407118e+08</td>\n",
       "      <td>26482</td>\n",
       "      <td>1745504</td>\n",
       "      <td>71.11</td>\n",
       "      <td>-1.654801</td>\n",
       "      <td>-1.969112</td>\n",
       "      <td>0.001887</td>\n",
       "      <td>0.001887</td>\n",
       "      <td>0.023831</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>17-Jul-2017</td>\n",
       "      <td>259.85</td>\n",
       "      <td>266.40</td>\n",
       "      <td>274.00</td>\n",
       "      <td>264.55</td>\n",
       "      <td>268.30</td>\n",
       "      <td>266.85</td>\n",
       "      <td>268.57</td>\n",
       "      <td>...</td>\n",
       "      <td>2.086617e+09</td>\n",
       "      <td>77803</td>\n",
       "      <td>3130717</td>\n",
       "      <td>40.30</td>\n",
       "      <td>0.168634</td>\n",
       "      <td>-2.702703</td>\n",
       "      <td>-0.000913</td>\n",
       "      <td>-0.000913</td>\n",
       "      <td>0.018269</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>18-Jul-2017</td>\n",
       "      <td>266.85</td>\n",
       "      <td>267.30</td>\n",
       "      <td>272.65</td>\n",
       "      <td>266.50</td>\n",
       "      <td>269.00</td>\n",
       "      <td>269.00</td>\n",
       "      <td>269.29</td>\n",
       "      <td>...</td>\n",
       "      <td>7.415038e+08</td>\n",
       "      <td>51369</td>\n",
       "      <td>1230138</td>\n",
       "      <td>44.68</td>\n",
       "      <td>0.631970</td>\n",
       "      <td>-1.369606</td>\n",
       "      <td>0.004463</td>\n",
       "      <td>0.004463</td>\n",
       "      <td>0.015412</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>19-Jul-2017</td>\n",
       "      <td>269.00</td>\n",
       "      <td>270.00</td>\n",
       "      <td>272.05</td>\n",
       "      <td>267.30</td>\n",
       "      <td>271.55</td>\n",
       "      <td>271.10</td>\n",
       "      <td>269.87</td>\n",
       "      <td>...</td>\n",
       "      <td>8.023333e+08</td>\n",
       "      <td>34946</td>\n",
       "      <td>1899172</td>\n",
       "      <td>63.88</td>\n",
       "      <td>0.405754</td>\n",
       "      <td>-0.355406</td>\n",
       "      <td>0.005569</td>\n",
       "      <td>0.005569</td>\n",
       "      <td>0.015414</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>20-Jul-2017</td>\n",
       "      <td>271.10</td>\n",
       "      <td>270.75</td>\n",
       "      <td>274.25</td>\n",
       "      <td>268.25</td>\n",
       "      <td>270.00</td>\n",
       "      <td>269.15</td>\n",
       "      <td>271.06</td>\n",
       "      <td>...</td>\n",
       "      <td>7.255154e+08</td>\n",
       "      <td>31166</td>\n",
       "      <td>1223139</td>\n",
       "      <td>45.70</td>\n",
       "      <td>-0.594464</td>\n",
       "      <td>-1.901212</td>\n",
       "      <td>0.003941</td>\n",
       "      <td>0.003941</td>\n",
       "      <td>0.016421</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>21-Jul-2017</td>\n",
       "      <td>269.15</td>\n",
       "      <td>283.90</td>\n",
       "      <td>290.90</td>\n",
       "      <td>280.25</td>\n",
       "      <td>285.65</td>\n",
       "      <td>286.05</td>\n",
       "      <td>286.85</td>\n",
       "      <td>...</td>\n",
       "      <td>4.702062e+09</td>\n",
       "      <td>128041</td>\n",
       "      <td>3914823</td>\n",
       "      <td>23.88</td>\n",
       "      <td>0.751617</td>\n",
       "      <td>-1.730598</td>\n",
       "      <td>0.019680</td>\n",
       "      <td>0.019680</td>\n",
       "      <td>0.026969</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>24-Jul-2017</td>\n",
       "      <td>286.05</td>\n",
       "      <td>290.20</td>\n",
       "      <td>293.50</td>\n",
       "      <td>289.25</td>\n",
       "      <td>291.00</td>\n",
       "      <td>291.55</td>\n",
       "      <td>291.58</td>\n",
       "      <td>...</td>\n",
       "      <td>1.911257e+09</td>\n",
       "      <td>66787</td>\n",
       "      <td>2774019</td>\n",
       "      <td>42.32</td>\n",
       "      <td>0.463042</td>\n",
       "      <td>-0.674157</td>\n",
       "      <td>0.018138</td>\n",
       "      <td>0.018138</td>\n",
       "      <td>0.026669</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>25-Jul-2017</td>\n",
       "      <td>291.55</td>\n",
       "      <td>292.85</td>\n",
       "      <td>292.95</td>\n",
       "      <td>289.00</td>\n",
       "      <td>289.55</td>\n",
       "      <td>289.55</td>\n",
       "      <td>290.01</td>\n",
       "      <td>...</td>\n",
       "      <td>9.780585e+08</td>\n",
       "      <td>49743</td>\n",
       "      <td>2172360</td>\n",
       "      <td>64.41</td>\n",
       "      <td>-1.139700</td>\n",
       "      <td>-1.176471</td>\n",
       "      <td>0.015154</td>\n",
       "      <td>0.015154</td>\n",
       "      <td>0.028826</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>26-Jul-2017</td>\n",
       "      <td>289.55</td>\n",
       "      <td>290.00</td>\n",
       "      <td>291.50</td>\n",
       "      <td>287.80</td>\n",
       "      <td>289.95</td>\n",
       "      <td>289.35</td>\n",
       "      <td>289.37</td>\n",
       "      <td>...</td>\n",
       "      <td>8.595899e+08</td>\n",
       "      <td>36343</td>\n",
       "      <td>1960180</td>\n",
       "      <td>65.99</td>\n",
       "      <td>-0.224641</td>\n",
       "      <td>-0.747047</td>\n",
       "      <td>0.013455</td>\n",
       "      <td>0.013455</td>\n",
       "      <td>0.029608</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>27-Jul-2017</td>\n",
       "      <td>289.35</td>\n",
       "      <td>290.00</td>\n",
       "      <td>293.25</td>\n",
       "      <td>287.25</td>\n",
       "      <td>292.00</td>\n",
       "      <td>289.70</td>\n",
       "      <td>289.82</td>\n",
       "      <td>...</td>\n",
       "      <td>1.711580e+09</td>\n",
       "      <td>26803</td>\n",
       "      <td>4369066</td>\n",
       "      <td>73.98</td>\n",
       "      <td>-0.103555</td>\n",
       "      <td>-1.235857</td>\n",
       "      <td>0.015135</td>\n",
       "      <td>0.015135</td>\n",
       "      <td>0.028355</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>28-Jul-2017</td>\n",
       "      <td>289.70</td>\n",
       "      <td>290.00</td>\n",
       "      <td>290.85</td>\n",
       "      <td>287.90</td>\n",
       "      <td>289.00</td>\n",
       "      <td>289.05</td>\n",
       "      <td>288.93</td>\n",
       "      <td>...</td>\n",
       "      <td>7.029609e+08</td>\n",
       "      <td>22395</td>\n",
       "      <td>1701254</td>\n",
       "      <td>69.92</td>\n",
       "      <td>-0.328663</td>\n",
       "      <td>-0.625217</td>\n",
       "      <td>0.002129</td>\n",
       "      <td>0.002129</td>\n",
       "      <td>0.010013</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>31-Jul-2017</td>\n",
       "      <td>289.05</td>\n",
       "      <td>290.00</td>\n",
       "      <td>290.50</td>\n",
       "      <td>287.40</td>\n",
       "      <td>288.75</td>\n",
       "      <td>288.45</td>\n",
       "      <td>288.86</td>\n",
       "      <td>...</td>\n",
       "      <td>7.367149e+08</td>\n",
       "      <td>22773</td>\n",
       "      <td>1434223</td>\n",
       "      <td>56.24</td>\n",
       "      <td>-0.537355</td>\n",
       "      <td>-0.713292</td>\n",
       "      <td>-0.002132</td>\n",
       "      <td>-0.002132</td>\n",
       "      <td>0.002984</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>01-Aug-2017</td>\n",
       "      <td>288.45</td>\n",
       "      <td>289.00</td>\n",
       "      <td>295.95</td>\n",
       "      <td>289.00</td>\n",
       "      <td>294.65</td>\n",
       "      <td>294.80</td>\n",
       "      <td>293.80</td>\n",
       "      <td>...</td>\n",
       "      <td>1.185548e+09</td>\n",
       "      <td>33634</td>\n",
       "      <td>1964959</td>\n",
       "      <td>48.70</td>\n",
       "      <td>1.967436</td>\n",
       "      <td>-0.397924</td>\n",
       "      <td>0.003643</td>\n",
       "      <td>0.003643</td>\n",
       "      <td>0.010363</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>02-Aug-2017</td>\n",
       "      <td>294.80</td>\n",
       "      <td>294.00</td>\n",
       "      <td>297.70</td>\n",
       "      <td>293.00</td>\n",
       "      <td>293.60</td>\n",
       "      <td>293.80</td>\n",
       "      <td>294.98</td>\n",
       "      <td>...</td>\n",
       "      <td>7.156444e+08</td>\n",
       "      <td>33440</td>\n",
       "      <td>1303490</td>\n",
       "      <td>53.73</td>\n",
       "      <td>-0.068074</td>\n",
       "      <td>-1.331058</td>\n",
       "      <td>0.003102</td>\n",
       "      <td>0.003102</td>\n",
       "      <td>0.010710</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>03-Aug-2017</td>\n",
       "      <td>293.80</td>\n",
       "      <td>294.70</td>\n",
       "      <td>295.40</td>\n",
       "      <td>288.60</td>\n",
       "      <td>289.25</td>\n",
       "      <td>289.10</td>\n",
       "      <td>291.79</td>\n",
       "      <td>...</td>\n",
       "      <td>1.063824e+09</td>\n",
       "      <td>37727</td>\n",
       "      <td>2491302</td>\n",
       "      <td>68.33</td>\n",
       "      <td>-1.937046</td>\n",
       "      <td>-2.182952</td>\n",
       "      <td>-0.000339</td>\n",
       "      <td>-0.000339</td>\n",
       "      <td>0.013791</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>04-Aug-2017</td>\n",
       "      <td>289.10</td>\n",
       "      <td>289.80</td>\n",
       "      <td>293.20</td>\n",
       "      <td>289.00</td>\n",
       "      <td>289.85</td>\n",
       "      <td>289.40</td>\n",
       "      <td>290.08</td>\n",
       "      <td>...</td>\n",
       "      <td>7.392638e+08</td>\n",
       "      <td>25808</td>\n",
       "      <td>1725120</td>\n",
       "      <td>67.69</td>\n",
       "      <td>-0.138217</td>\n",
       "      <td>-1.314879</td>\n",
       "      <td>0.000317</td>\n",
       "      <td>0.000317</td>\n",
       "      <td>0.013756</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>07-Aug-2017</td>\n",
       "      <td>289.40</td>\n",
       "      <td>289.60</td>\n",
       "      <td>289.90</td>\n",
       "      <td>287.10</td>\n",
       "      <td>287.95</td>\n",
       "      <td>287.75</td>\n",
       "      <td>287.98</td>\n",
       "      <td>...</td>\n",
       "      <td>4.234728e+08</td>\n",
       "      <td>22278</td>\n",
       "      <td>924034</td>\n",
       "      <td>62.84</td>\n",
       "      <td>-0.642919</td>\n",
       "      <td>-0.748868</td>\n",
       "      <td>-0.000408</td>\n",
       "      <td>-0.000408</td>\n",
       "      <td>0.014007</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>08-Aug-2017</td>\n",
       "      <td>287.75</td>\n",
       "      <td>291.30</td>\n",
       "      <td>291.55</td>\n",
       "      <td>284.90</td>\n",
       "      <td>287.05</td>\n",
       "      <td>287.40</td>\n",
       "      <td>286.88</td>\n",
       "      <td>...</td>\n",
       "      <td>7.831457e+08</td>\n",
       "      <td>29313</td>\n",
       "      <td>1576769</td>\n",
       "      <td>57.76</td>\n",
       "      <td>-1.356994</td>\n",
       "      <td>-1.456651</td>\n",
       "      <td>-0.005054</td>\n",
       "      <td>-0.005054</td>\n",
       "      <td>0.006610</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>09-Aug-2017</td>\n",
       "      <td>287.40</td>\n",
       "      <td>287.10</td>\n",
       "      <td>288.55</td>\n",
       "      <td>285.90</td>\n",
       "      <td>286.60</td>\n",
       "      <td>286.50</td>\n",
       "      <td>287.14</td>\n",
       "      <td>...</td>\n",
       "      <td>3.129345e+08</td>\n",
       "      <td>17637</td>\n",
       "      <td>651465</td>\n",
       "      <td>59.78</td>\n",
       "      <td>-0.209424</td>\n",
       "      <td>-0.717034</td>\n",
       "      <td>-0.005002</td>\n",
       "      <td>-0.005002</td>\n",
       "      <td>0.006627</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>10-Aug-2017</td>\n",
       "      <td>286.50</td>\n",
       "      <td>286.00</td>\n",
       "      <td>289.45</td>\n",
       "      <td>285.75</td>\n",
       "      <td>289.15</td>\n",
       "      <td>288.15</td>\n",
       "      <td>287.72</td>\n",
       "      <td>...</td>\n",
       "      <td>7.792326e+08</td>\n",
       "      <td>53179</td>\n",
       "      <td>1825020</td>\n",
       "      <td>67.39</td>\n",
       "      <td>0.746139</td>\n",
       "      <td>-0.454943</td>\n",
       "      <td>-0.000650</td>\n",
       "      <td>-0.000650</td>\n",
       "      <td>0.004357</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>11-Aug-2017</td>\n",
       "      <td>288.15</td>\n",
       "      <td>288.00</td>\n",
       "      <td>294.55</td>\n",
       "      <td>287.70</td>\n",
       "      <td>289.60</td>\n",
       "      <td>289.70</td>\n",
       "      <td>290.49</td>\n",
       "      <td>...</td>\n",
       "      <td>1.031203e+09</td>\n",
       "      <td>59529</td>\n",
       "      <td>1973037</td>\n",
       "      <td>55.58</td>\n",
       "      <td>0.586814</td>\n",
       "      <td>-1.685784</td>\n",
       "      <td>0.000218</td>\n",
       "      <td>0.000218</td>\n",
       "      <td>0.005140</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>14-Aug-2017</td>\n",
       "      <td>289.70</td>\n",
       "      <td>290.05</td>\n",
       "      <td>290.90</td>\n",
       "      <td>287.25</td>\n",
       "      <td>287.85</td>\n",
       "      <td>288.50</td>\n",
       "      <td>288.54</td>\n",
       "      <td>...</td>\n",
       "      <td>4.644287e+08</td>\n",
       "      <td>27416</td>\n",
       "      <td>1070767</td>\n",
       "      <td>66.53</td>\n",
       "      <td>-0.537262</td>\n",
       "      <td>-0.835509</td>\n",
       "      <td>0.000530</td>\n",
       "      <td>0.000530</td>\n",
       "      <td>0.004721</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>16-Aug-2017</td>\n",
       "      <td>288.50</td>\n",
       "      <td>289.40</td>\n",
       "      <td>290.10</td>\n",
       "      <td>288.00</td>\n",
       "      <td>289.15</td>\n",
       "      <td>289.95</td>\n",
       "      <td>289.59</td>\n",
       "      <td>...</td>\n",
       "      <td>5.824395e+08</td>\n",
       "      <td>28162</td>\n",
       "      <td>1471448</td>\n",
       "      <td>73.16</td>\n",
       "      <td>0.189688</td>\n",
       "      <td>-0.052083</td>\n",
       "      <td>0.001778</td>\n",
       "      <td>0.001778</td>\n",
       "      <td>0.004963</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>17-Aug-2017</td>\n",
       "      <td>289.95</td>\n",
       "      <td>290.90</td>\n",
       "      <td>291.00</td>\n",
       "      <td>288.00</td>\n",
       "      <td>288.25</td>\n",
       "      <td>288.35</td>\n",
       "      <td>289.27</td>\n",
       "      <td>...</td>\n",
       "      <td>7.629085e+08</td>\n",
       "      <td>25553</td>\n",
       "      <td>1894234</td>\n",
       "      <td>71.82</td>\n",
       "      <td>-0.884342</td>\n",
       "      <td>-0.920139</td>\n",
       "      <td>0.001301</td>\n",
       "      <td>0.001301</td>\n",
       "      <td>0.005624</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>18-Aug-2017</td>\n",
       "      <td>288.35</td>\n",
       "      <td>288.05</td>\n",
       "      <td>291.00</td>\n",
       "      <td>287.90</td>\n",
       "      <td>288.05</td>\n",
       "      <td>288.10</td>\n",
       "      <td>289.37</td>\n",
       "      <td>...</td>\n",
       "      <td>8.625543e+08</td>\n",
       "      <td>53873</td>\n",
       "      <td>1987703</td>\n",
       "      <td>66.68</td>\n",
       "      <td>0.017355</td>\n",
       "      <td>-1.007294</td>\n",
       "      <td>-0.000024</td>\n",
       "      <td>-0.000024</td>\n",
       "      <td>0.005063</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>21-Aug-2017</td>\n",
       "      <td>288.10</td>\n",
       "      <td>289.35</td>\n",
       "      <td>291.20</td>\n",
       "      <td>287.30</td>\n",
       "      <td>288.00</td>\n",
       "      <td>287.70</td>\n",
       "      <td>288.99</td>\n",
       "      <td>...</td>\n",
       "      <td>8.250791e+08</td>\n",
       "      <td>50356</td>\n",
       "      <td>2111391</td>\n",
       "      <td>73.95</td>\n",
       "      <td>-0.573514</td>\n",
       "      <td>-1.218239</td>\n",
       "      <td>-0.001378</td>\n",
       "      <td>-0.001378</td>\n",
       "      <td>0.004064</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>22-Aug-2017</td>\n",
       "      <td>287.70</td>\n",
       "      <td>290.50</td>\n",
       "      <td>293.00</td>\n",
       "      <td>288.90</td>\n",
       "      <td>290.50</td>\n",
       "      <td>290.25</td>\n",
       "      <td>291.04</td>\n",
       "      <td>...</td>\n",
       "      <td>7.900216e+08</td>\n",
       "      <td>43939</td>\n",
       "      <td>1748420</td>\n",
       "      <td>64.41</td>\n",
       "      <td>-0.086133</td>\n",
       "      <td>-0.951886</td>\n",
       "      <td>0.001223</td>\n",
       "      <td>0.001223</td>\n",
       "      <td>0.005689</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>23-Aug-2017</td>\n",
       "      <td>290.25</td>\n",
       "      <td>291.10</td>\n",
       "      <td>291.80</td>\n",
       "      <td>289.60</td>\n",
       "      <td>290.00</td>\n",
       "      <td>290.00</td>\n",
       "      <td>290.22</td>\n",
       "      <td>...</td>\n",
       "      <td>6.773116e+08</td>\n",
       "      <td>30476</td>\n",
       "      <td>1763231</td>\n",
       "      <td>75.55</td>\n",
       "      <td>-0.379310</td>\n",
       "      <td>-0.621547</td>\n",
       "      <td>0.000046</td>\n",
       "      <td>0.000046</td>\n",
       "      <td>0.005301</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>24-Aug-2017</td>\n",
       "      <td>290.00</td>\n",
       "      <td>290.45</td>\n",
       "      <td>291.00</td>\n",
       "      <td>288.80</td>\n",
       "      <td>290.00</td>\n",
       "      <td>289.40</td>\n",
       "      <td>289.63</td>\n",
       "      <td>...</td>\n",
       "      <td>8.051925e+08</td>\n",
       "      <td>28067</td>\n",
       "      <td>2419390</td>\n",
       "      <td>87.03</td>\n",
       "      <td>-0.362820</td>\n",
       "      <td>-0.554017</td>\n",
       "      <td>0.000736</td>\n",
       "      <td>0.000736</td>\n",
       "      <td>0.004570</td>\n",
       "      <td>1.0</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>453</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>08-May-2019</td>\n",
       "      <td>293.85</td>\n",
       "      <td>294.25</td>\n",
       "      <td>294.25</td>\n",
       "      <td>290.05</td>\n",
       "      <td>291.15</td>\n",
       "      <td>290.85</td>\n",
       "      <td>291.14</td>\n",
       "      <td>...</td>\n",
       "      <td>1.150611e+09</td>\n",
       "      <td>93603</td>\n",
       "      <td>2130271</td>\n",
       "      <td>53.90</td>\n",
       "      <td>-1.168987</td>\n",
       "      <td>-1.172212</td>\n",
       "      <td>-0.005169</td>\n",
       "      <td>-0.005169</td>\n",
       "      <td>0.010418</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>09-May-2019</td>\n",
       "      <td>290.85</td>\n",
       "      <td>291.80</td>\n",
       "      <td>293.10</td>\n",
       "      <td>290.30</td>\n",
       "      <td>290.80</td>\n",
       "      <td>291.05</td>\n",
       "      <td>291.55</td>\n",
       "      <td>...</td>\n",
       "      <td>1.093024e+09</td>\n",
       "      <td>46326</td>\n",
       "      <td>2091801</td>\n",
       "      <td>55.80</td>\n",
       "      <td>-0.257688</td>\n",
       "      <td>-0.706166</td>\n",
       "      <td>-0.001749</td>\n",
       "      <td>-0.001749</td>\n",
       "      <td>0.008419</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>10-May-2019</td>\n",
       "      <td>291.05</td>\n",
       "      <td>291.50</td>\n",
       "      <td>292.40</td>\n",
       "      <td>290.00</td>\n",
       "      <td>290.10</td>\n",
       "      <td>290.35</td>\n",
       "      <td>290.89</td>\n",
       "      <td>...</td>\n",
       "      <td>8.920700e+08</td>\n",
       "      <td>52262</td>\n",
       "      <td>1647285</td>\n",
       "      <td>53.72</td>\n",
       "      <td>-0.396074</td>\n",
       "      <td>-0.706897</td>\n",
       "      <td>-0.000357</td>\n",
       "      <td>-0.000357</td>\n",
       "      <td>0.007353</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>13-May-2019</td>\n",
       "      <td>290.35</td>\n",
       "      <td>290.50</td>\n",
       "      <td>293.50</td>\n",
       "      <td>288.25</td>\n",
       "      <td>289.30</td>\n",
       "      <td>289.10</td>\n",
       "      <td>290.23</td>\n",
       "      <td>...</td>\n",
       "      <td>1.242736e+09</td>\n",
       "      <td>48982</td>\n",
       "      <td>2260886</td>\n",
       "      <td>52.80</td>\n",
       "      <td>-0.484262</td>\n",
       "      <td>-1.526453</td>\n",
       "      <td>-0.001183</td>\n",
       "      <td>-0.001183</td>\n",
       "      <td>0.007557</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>14-May-2019</td>\n",
       "      <td>289.10</td>\n",
       "      <td>289.00</td>\n",
       "      <td>289.00</td>\n",
       "      <td>283.10</td>\n",
       "      <td>285.00</td>\n",
       "      <td>284.60</td>\n",
       "      <td>284.88</td>\n",
       "      <td>...</td>\n",
       "      <td>2.384546e+09</td>\n",
       "      <td>85249</td>\n",
       "      <td>4526457</td>\n",
       "      <td>54.08</td>\n",
       "      <td>-1.546030</td>\n",
       "      <td>-1.554221</td>\n",
       "      <td>-0.006359</td>\n",
       "      <td>-0.006359</td>\n",
       "      <td>0.006502</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>15-May-2019</td>\n",
       "      <td>284.60</td>\n",
       "      <td>285.50</td>\n",
       "      <td>285.95</td>\n",
       "      <td>282.30</td>\n",
       "      <td>282.95</td>\n",
       "      <td>283.00</td>\n",
       "      <td>284.09</td>\n",
       "      <td>...</td>\n",
       "      <td>1.226030e+09</td>\n",
       "      <td>89037</td>\n",
       "      <td>2420413</td>\n",
       "      <td>56.08</td>\n",
       "      <td>-0.883392</td>\n",
       "      <td>-1.044988</td>\n",
       "      <td>-0.005442</td>\n",
       "      <td>-0.005442</td>\n",
       "      <td>0.006136</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>16-May-2019</td>\n",
       "      <td>283.00</td>\n",
       "      <td>283.85</td>\n",
       "      <td>287.00</td>\n",
       "      <td>283.85</td>\n",
       "      <td>286.25</td>\n",
       "      <td>285.35</td>\n",
       "      <td>285.78</td>\n",
       "      <td>...</td>\n",
       "      <td>1.027544e+09</td>\n",
       "      <td>56148</td>\n",
       "      <td>1558602</td>\n",
       "      <td>43.35</td>\n",
       "      <td>0.525670</td>\n",
       "      <td>-0.581293</td>\n",
       "      <td>-0.003919</td>\n",
       "      <td>-0.003919</td>\n",
       "      <td>0.008520</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>17-May-2019</td>\n",
       "      <td>285.35</td>\n",
       "      <td>286.50</td>\n",
       "      <td>289.90</td>\n",
       "      <td>285.30</td>\n",
       "      <td>287.30</td>\n",
       "      <td>286.40</td>\n",
       "      <td>287.39</td>\n",
       "      <td>...</td>\n",
       "      <td>9.646976e+08</td>\n",
       "      <td>37183</td>\n",
       "      <td>1202517</td>\n",
       "      <td>35.82</td>\n",
       "      <td>-0.034916</td>\n",
       "      <td>-1.226779</td>\n",
       "      <td>-0.002702</td>\n",
       "      <td>-0.002702</td>\n",
       "      <td>0.009198</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>20-May-2019</td>\n",
       "      <td>286.40</td>\n",
       "      <td>289.50</td>\n",
       "      <td>291.50</td>\n",
       "      <td>287.40</td>\n",
       "      <td>290.90</td>\n",
       "      <td>290.25</td>\n",
       "      <td>289.37</td>\n",
       "      <td>...</td>\n",
       "      <td>1.210585e+09</td>\n",
       "      <td>66407</td>\n",
       "      <td>2245977</td>\n",
       "      <td>53.69</td>\n",
       "      <td>0.258398</td>\n",
       "      <td>-0.434934</td>\n",
       "      <td>0.000848</td>\n",
       "      <td>0.000848</td>\n",
       "      <td>0.011549</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>21-May-2019</td>\n",
       "      <td>290.25</td>\n",
       "      <td>290.60</td>\n",
       "      <td>291.00</td>\n",
       "      <td>286.00</td>\n",
       "      <td>287.30</td>\n",
       "      <td>286.90</td>\n",
       "      <td>287.86</td>\n",
       "      <td>...</td>\n",
       "      <td>7.238764e+08</td>\n",
       "      <td>34198</td>\n",
       "      <td>1366802</td>\n",
       "      <td>54.35</td>\n",
       "      <td>-1.289648</td>\n",
       "      <td>-1.433566</td>\n",
       "      <td>0.001653</td>\n",
       "      <td>0.001653</td>\n",
       "      <td>0.010178</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>22-May-2019</td>\n",
       "      <td>286.90</td>\n",
       "      <td>287.00</td>\n",
       "      <td>287.50</td>\n",
       "      <td>281.00</td>\n",
       "      <td>283.40</td>\n",
       "      <td>283.10</td>\n",
       "      <td>282.64</td>\n",
       "      <td>...</td>\n",
       "      <td>2.162232e+09</td>\n",
       "      <td>93873</td>\n",
       "      <td>4829159</td>\n",
       "      <td>63.13</td>\n",
       "      <td>-1.377605</td>\n",
       "      <td>-1.565836</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.011956</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>23-May-2019</td>\n",
       "      <td>283.10</td>\n",
       "      <td>285.60</td>\n",
       "      <td>285.90</td>\n",
       "      <td>281.50</td>\n",
       "      <td>282.30</td>\n",
       "      <td>282.20</td>\n",
       "      <td>282.71</td>\n",
       "      <td>...</td>\n",
       "      <td>1.372921e+09</td>\n",
       "      <td>58395</td>\n",
       "      <td>2718751</td>\n",
       "      <td>55.98</td>\n",
       "      <td>-1.204819</td>\n",
       "      <td>-1.314387</td>\n",
       "      <td>-0.002169</td>\n",
       "      <td>-0.002169</td>\n",
       "      <td>0.011062</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>24-May-2019</td>\n",
       "      <td>282.20</td>\n",
       "      <td>283.90</td>\n",
       "      <td>284.20</td>\n",
       "      <td>280.00</td>\n",
       "      <td>283.65</td>\n",
       "      <td>282.90</td>\n",
       "      <td>281.43</td>\n",
       "      <td>...</td>\n",
       "      <td>1.386767e+09</td>\n",
       "      <td>53810</td>\n",
       "      <td>2504308</td>\n",
       "      <td>50.82</td>\n",
       "      <td>-0.353482</td>\n",
       "      <td>-0.464286</td>\n",
       "      <td>-0.002409</td>\n",
       "      <td>-0.002409</td>\n",
       "      <td>0.010916</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>27-May-2019</td>\n",
       "      <td>282.90</td>\n",
       "      <td>284.00</td>\n",
       "      <td>284.10</td>\n",
       "      <td>280.20</td>\n",
       "      <td>280.35</td>\n",
       "      <td>280.50</td>\n",
       "      <td>281.15</td>\n",
       "      <td>...</td>\n",
       "      <td>1.532379e+09</td>\n",
       "      <td>67102</td>\n",
       "      <td>3543795</td>\n",
       "      <td>65.02</td>\n",
       "      <td>-1.247772</td>\n",
       "      <td>-1.284797</td>\n",
       "      <td>-0.006794</td>\n",
       "      <td>-0.006794</td>\n",
       "      <td>0.006444</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>28-May-2019</td>\n",
       "      <td>280.50</td>\n",
       "      <td>281.00</td>\n",
       "      <td>285.75</td>\n",
       "      <td>279.65</td>\n",
       "      <td>284.50</td>\n",
       "      <td>282.95</td>\n",
       "      <td>282.94</td>\n",
       "      <td>...</td>\n",
       "      <td>1.248828e+10</td>\n",
       "      <td>164216</td>\n",
       "      <td>35541399</td>\n",
       "      <td>80.52</td>\n",
       "      <td>0.689168</td>\n",
       "      <td>-1.001252</td>\n",
       "      <td>-0.002739</td>\n",
       "      <td>-0.002739</td>\n",
       "      <td>0.008696</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>29-May-2019</td>\n",
       "      <td>282.95</td>\n",
       "      <td>284.50</td>\n",
       "      <td>288.50</td>\n",
       "      <td>283.50</td>\n",
       "      <td>286.20</td>\n",
       "      <td>285.70</td>\n",
       "      <td>286.88</td>\n",
       "      <td>...</td>\n",
       "      <td>1.579526e+09</td>\n",
       "      <td>50179</td>\n",
       "      <td>2365740</td>\n",
       "      <td>42.97</td>\n",
       "      <td>0.420021</td>\n",
       "      <td>-0.987654</td>\n",
       "      <td>0.001854</td>\n",
       "      <td>0.001854</td>\n",
       "      <td>0.007775</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>30-May-2019</td>\n",
       "      <td>285.70</td>\n",
       "      <td>286.00</td>\n",
       "      <td>290.00</td>\n",
       "      <td>285.50</td>\n",
       "      <td>288.05</td>\n",
       "      <td>288.00</td>\n",
       "      <td>287.76</td>\n",
       "      <td>...</td>\n",
       "      <td>3.331124e+09</td>\n",
       "      <td>69861</td>\n",
       "      <td>6379772</td>\n",
       "      <td>55.11</td>\n",
       "      <td>0.694444</td>\n",
       "      <td>-0.700525</td>\n",
       "      <td>0.004100</td>\n",
       "      <td>0.004100</td>\n",
       "      <td>0.007577</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>31-May-2019</td>\n",
       "      <td>288.00</td>\n",
       "      <td>288.15</td>\n",
       "      <td>290.00</td>\n",
       "      <td>285.00</td>\n",
       "      <td>286.55</td>\n",
       "      <td>286.40</td>\n",
       "      <td>286.96</td>\n",
       "      <td>...</td>\n",
       "      <td>2.101809e+09</td>\n",
       "      <td>69816</td>\n",
       "      <td>4717819</td>\n",
       "      <td>64.41</td>\n",
       "      <td>-0.611034</td>\n",
       "      <td>-1.263158</td>\n",
       "      <td>0.002493</td>\n",
       "      <td>0.002493</td>\n",
       "      <td>0.008765</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>03-Jun-2019</td>\n",
       "      <td>286.40</td>\n",
       "      <td>288.50</td>\n",
       "      <td>292.05</td>\n",
       "      <td>287.25</td>\n",
       "      <td>291.55</td>\n",
       "      <td>291.30</td>\n",
       "      <td>289.78</td>\n",
       "      <td>...</td>\n",
       "      <td>1.696188e+09</td>\n",
       "      <td>63007</td>\n",
       "      <td>3391792</td>\n",
       "      <td>57.95</td>\n",
       "      <td>0.961208</td>\n",
       "      <td>-0.261097</td>\n",
       "      <td>0.007611</td>\n",
       "      <td>0.007611</td>\n",
       "      <td>0.008208</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>04-Jun-2019</td>\n",
       "      <td>291.30</td>\n",
       "      <td>294.00</td>\n",
       "      <td>295.95</td>\n",
       "      <td>290.80</td>\n",
       "      <td>293.80</td>\n",
       "      <td>293.75</td>\n",
       "      <td>293.78</td>\n",
       "      <td>...</td>\n",
       "      <td>3.255545e+09</td>\n",
       "      <td>99945</td>\n",
       "      <td>5629356</td>\n",
       "      <td>50.80</td>\n",
       "      <td>-0.085106</td>\n",
       "      <td>-0.756534</td>\n",
       "      <td>0.007547</td>\n",
       "      <td>0.007547</td>\n",
       "      <td>0.008198</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>06-Jun-2019</td>\n",
       "      <td>293.75</td>\n",
       "      <td>294.00</td>\n",
       "      <td>294.60</td>\n",
       "      <td>291.00</td>\n",
       "      <td>291.80</td>\n",
       "      <td>291.50</td>\n",
       "      <td>292.60</td>\n",
       "      <td>...</td>\n",
       "      <td>2.516643e+09</td>\n",
       "      <td>92939</td>\n",
       "      <td>5225513</td>\n",
       "      <td>60.76</td>\n",
       "      <td>-0.857633</td>\n",
       "      <td>-1.065292</td>\n",
       "      <td>0.004071</td>\n",
       "      <td>0.004071</td>\n",
       "      <td>0.010428</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>07-Jun-2019</td>\n",
       "      <td>291.50</td>\n",
       "      <td>292.50</td>\n",
       "      <td>295.90</td>\n",
       "      <td>292.00</td>\n",
       "      <td>294.80</td>\n",
       "      <td>295.05</td>\n",
       "      <td>294.31</td>\n",
       "      <td>...</td>\n",
       "      <td>1.996827e+09</td>\n",
       "      <td>83780</td>\n",
       "      <td>3365876</td>\n",
       "      <td>49.61</td>\n",
       "      <td>0.864260</td>\n",
       "      <td>-0.291096</td>\n",
       "      <td>0.004897</td>\n",
       "      <td>0.004897</td>\n",
       "      <td>0.010971</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>10-Jun-2019</td>\n",
       "      <td>295.05</td>\n",
       "      <td>295.75</td>\n",
       "      <td>298.00</td>\n",
       "      <td>295.50</td>\n",
       "      <td>297.05</td>\n",
       "      <td>297.10</td>\n",
       "      <td>296.93</td>\n",
       "      <td>...</td>\n",
       "      <td>2.221605e+09</td>\n",
       "      <td>73372</td>\n",
       "      <td>5019789</td>\n",
       "      <td>67.09</td>\n",
       "      <td>0.454392</td>\n",
       "      <td>-0.304569</td>\n",
       "      <td>0.007397</td>\n",
       "      <td>0.007397</td>\n",
       "      <td>0.009289</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>11-Jun-2019</td>\n",
       "      <td>297.10</td>\n",
       "      <td>297.00</td>\n",
       "      <td>299.50</td>\n",
       "      <td>296.10</td>\n",
       "      <td>297.50</td>\n",
       "      <td>297.70</td>\n",
       "      <td>298.33</td>\n",
       "      <td>...</td>\n",
       "      <td>2.158146e+09</td>\n",
       "      <td>61092</td>\n",
       "      <td>4298660</td>\n",
       "      <td>59.42</td>\n",
       "      <td>0.235136</td>\n",
       "      <td>-0.607903</td>\n",
       "      <td>0.004379</td>\n",
       "      <td>0.004379</td>\n",
       "      <td>0.007651</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>12-Jun-2019</td>\n",
       "      <td>297.70</td>\n",
       "      <td>297.50</td>\n",
       "      <td>298.80</td>\n",
       "      <td>296.85</td>\n",
       "      <td>297.75</td>\n",
       "      <td>298.00</td>\n",
       "      <td>297.84</td>\n",
       "      <td>...</td>\n",
       "      <td>1.853346e+09</td>\n",
       "      <td>70618</td>\n",
       "      <td>4345117</td>\n",
       "      <td>69.83</td>\n",
       "      <td>0.167785</td>\n",
       "      <td>-0.269496</td>\n",
       "      <td>0.002899</td>\n",
       "      <td>0.002899</td>\n",
       "      <td>0.007388</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>13-Jun-2019</td>\n",
       "      <td>298.00</td>\n",
       "      <td>298.00</td>\n",
       "      <td>298.90</td>\n",
       "      <td>297.15</td>\n",
       "      <td>298.55</td>\n",
       "      <td>298.40</td>\n",
       "      <td>298.09</td>\n",
       "      <td>...</td>\n",
       "      <td>1.491122e+09</td>\n",
       "      <td>50432</td>\n",
       "      <td>3544273</td>\n",
       "      <td>70.85</td>\n",
       "      <td>0.134048</td>\n",
       "      <td>-0.168265</td>\n",
       "      <td>0.004699</td>\n",
       "      <td>0.004699</td>\n",
       "      <td>0.004824</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>14-Jun-2019</td>\n",
       "      <td>298.40</td>\n",
       "      <td>298.75</td>\n",
       "      <td>301.60</td>\n",
       "      <td>298.00</td>\n",
       "      <td>299.00</td>\n",
       "      <td>298.80</td>\n",
       "      <td>299.46</td>\n",
       "      <td>...</td>\n",
       "      <td>2.385472e+09</td>\n",
       "      <td>83695</td>\n",
       "      <td>4697379</td>\n",
       "      <td>58.97</td>\n",
       "      <td>0.016734</td>\n",
       "      <td>-0.939597</td>\n",
       "      <td>0.002532</td>\n",
       "      <td>0.002532</td>\n",
       "      <td>0.002496</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>17-Jun-2019</td>\n",
       "      <td>298.80</td>\n",
       "      <td>300.00</td>\n",
       "      <td>300.75</td>\n",
       "      <td>298.85</td>\n",
       "      <td>299.15</td>\n",
       "      <td>299.15</td>\n",
       "      <td>299.67</td>\n",
       "      <td>...</td>\n",
       "      <td>1.851552e+09</td>\n",
       "      <td>46140</td>\n",
       "      <td>4216103</td>\n",
       "      <td>66.88</td>\n",
       "      <td>-0.284138</td>\n",
       "      <td>-0.535386</td>\n",
       "      <td>0.001376</td>\n",
       "      <td>0.001376</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>18-Jun-2019</td>\n",
       "      <td>299.15</td>\n",
       "      <td>299.50</td>\n",
       "      <td>300.50</td>\n",
       "      <td>296.00</td>\n",
       "      <td>298.45</td>\n",
       "      <td>298.00</td>\n",
       "      <td>297.87</td>\n",
       "      <td>...</td>\n",
       "      <td>2.502626e+09</td>\n",
       "      <td>102022</td>\n",
       "      <td>5994300</td>\n",
       "      <td>69.87</td>\n",
       "      <td>-0.503356</td>\n",
       "      <td>-0.844595</td>\n",
       "      <td>0.000204</td>\n",
       "      <td>0.000204</td>\n",
       "      <td>0.002267</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>WIPRO</td>\n",
       "      <td>EQ</td>\n",
       "      <td>19-Jun-2019</td>\n",
       "      <td>298.00</td>\n",
       "      <td>299.00</td>\n",
       "      <td>299.20</td>\n",
       "      <td>292.15</td>\n",
       "      <td>293.30</td>\n",
       "      <td>294.05</td>\n",
       "      <td>294.38</td>\n",
       "      <td>...</td>\n",
       "      <td>3.504039e+09</td>\n",
       "      <td>102574</td>\n",
       "      <td>7889125</td>\n",
       "      <td>66.28</td>\n",
       "      <td>-1.683387</td>\n",
       "      <td>-1.762793</td>\n",
       "      <td>-0.002649</td>\n",
       "      <td>-0.002649</td>\n",
       "      <td>0.006332</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>478 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Symbol Series         Date  Prev Close  Open Price  High Price  Low Price  \\\n",
       "5    WIPRO     EQ  13-Jul-2017      263.80      263.90      265.85     261.45   \n",
       "6    WIPRO     EQ  14-Jul-2017      264.05      264.15      264.95     259.00   \n",
       "7    WIPRO     EQ  17-Jul-2017      259.85      266.40      274.00     264.55   \n",
       "8    WIPRO     EQ  18-Jul-2017      266.85      267.30      272.65     266.50   \n",
       "9    WIPRO     EQ  19-Jul-2017      269.00      270.00      272.05     267.30   \n",
       "10   WIPRO     EQ  20-Jul-2017      271.10      270.75      274.25     268.25   \n",
       "11   WIPRO     EQ  21-Jul-2017      269.15      283.90      290.90     280.25   \n",
       "12   WIPRO     EQ  24-Jul-2017      286.05      290.20      293.50     289.25   \n",
       "13   WIPRO     EQ  25-Jul-2017      291.55      292.85      292.95     289.00   \n",
       "14   WIPRO     EQ  26-Jul-2017      289.55      290.00      291.50     287.80   \n",
       "15   WIPRO     EQ  27-Jul-2017      289.35      290.00      293.25     287.25   \n",
       "16   WIPRO     EQ  28-Jul-2017      289.70      290.00      290.85     287.90   \n",
       "17   WIPRO     EQ  31-Jul-2017      289.05      290.00      290.50     287.40   \n",
       "18   WIPRO     EQ  01-Aug-2017      288.45      289.00      295.95     289.00   \n",
       "19   WIPRO     EQ  02-Aug-2017      294.80      294.00      297.70     293.00   \n",
       "20   WIPRO     EQ  03-Aug-2017      293.80      294.70      295.40     288.60   \n",
       "21   WIPRO     EQ  04-Aug-2017      289.10      289.80      293.20     289.00   \n",
       "22   WIPRO     EQ  07-Aug-2017      289.40      289.60      289.90     287.10   \n",
       "23   WIPRO     EQ  08-Aug-2017      287.75      291.30      291.55     284.90   \n",
       "24   WIPRO     EQ  09-Aug-2017      287.40      287.10      288.55     285.90   \n",
       "25   WIPRO     EQ  10-Aug-2017      286.50      286.00      289.45     285.75   \n",
       "26   WIPRO     EQ  11-Aug-2017      288.15      288.00      294.55     287.70   \n",
       "27   WIPRO     EQ  14-Aug-2017      289.70      290.05      290.90     287.25   \n",
       "28   WIPRO     EQ  16-Aug-2017      288.50      289.40      290.10     288.00   \n",
       "29   WIPRO     EQ  17-Aug-2017      289.95      290.90      291.00     288.00   \n",
       "30   WIPRO     EQ  18-Aug-2017      288.35      288.05      291.00     287.90   \n",
       "31   WIPRO     EQ  21-Aug-2017      288.10      289.35      291.20     287.30   \n",
       "32   WIPRO     EQ  22-Aug-2017      287.70      290.50      293.00     288.90   \n",
       "33   WIPRO     EQ  23-Aug-2017      290.25      291.10      291.80     289.60   \n",
       "34   WIPRO     EQ  24-Aug-2017      290.00      290.45      291.00     288.80   \n",
       "..     ...    ...          ...         ...         ...         ...        ...   \n",
       "453  WIPRO     EQ  08-May-2019      293.85      294.25      294.25     290.05   \n",
       "454  WIPRO     EQ  09-May-2019      290.85      291.80      293.10     290.30   \n",
       "455  WIPRO     EQ  10-May-2019      291.05      291.50      292.40     290.00   \n",
       "456  WIPRO     EQ  13-May-2019      290.35      290.50      293.50     288.25   \n",
       "457  WIPRO     EQ  14-May-2019      289.10      289.00      289.00     283.10   \n",
       "458  WIPRO     EQ  15-May-2019      284.60      285.50      285.95     282.30   \n",
       "459  WIPRO     EQ  16-May-2019      283.00      283.85      287.00     283.85   \n",
       "460  WIPRO     EQ  17-May-2019      285.35      286.50      289.90     285.30   \n",
       "461  WIPRO     EQ  20-May-2019      286.40      289.50      291.50     287.40   \n",
       "462  WIPRO     EQ  21-May-2019      290.25      290.60      291.00     286.00   \n",
       "463  WIPRO     EQ  22-May-2019      286.90      287.00      287.50     281.00   \n",
       "464  WIPRO     EQ  23-May-2019      283.10      285.60      285.90     281.50   \n",
       "465  WIPRO     EQ  24-May-2019      282.20      283.90      284.20     280.00   \n",
       "466  WIPRO     EQ  27-May-2019      282.90      284.00      284.10     280.20   \n",
       "467  WIPRO     EQ  28-May-2019      280.50      281.00      285.75     279.65   \n",
       "468  WIPRO     EQ  29-May-2019      282.95      284.50      288.50     283.50   \n",
       "469  WIPRO     EQ  30-May-2019      285.70      286.00      290.00     285.50   \n",
       "470  WIPRO     EQ  31-May-2019      288.00      288.15      290.00     285.00   \n",
       "471  WIPRO     EQ  03-Jun-2019      286.40      288.50      292.05     287.25   \n",
       "472  WIPRO     EQ  04-Jun-2019      291.30      294.00      295.95     290.80   \n",
       "473  WIPRO     EQ  06-Jun-2019      293.75      294.00      294.60     291.00   \n",
       "474  WIPRO     EQ  07-Jun-2019      291.50      292.50      295.90     292.00   \n",
       "475  WIPRO     EQ  10-Jun-2019      295.05      295.75      298.00     295.50   \n",
       "476  WIPRO     EQ  11-Jun-2019      297.10      297.00      299.50     296.10   \n",
       "477  WIPRO     EQ  12-Jun-2019      297.70      297.50      298.80     296.85   \n",
       "478  WIPRO     EQ  13-Jun-2019      298.00      298.00      298.90     297.15   \n",
       "479  WIPRO     EQ  14-Jun-2019      298.40      298.75      301.60     298.00   \n",
       "480  WIPRO     EQ  17-Jun-2019      298.80      300.00      300.75     298.85   \n",
       "481  WIPRO     EQ  18-Jun-2019      299.15      299.50      300.50     296.00   \n",
       "482  WIPRO     EQ  19-Jun-2019      298.00      299.00      299.20     292.15   \n",
       "\n",
       "     Last Price  Close Price  Average Price  ...      Turnover  No. of Trades  \\\n",
       "5        263.25       264.05         264.07  ...  4.289408e+08          42297   \n",
       "6        260.00       259.85         261.04  ...  6.407118e+08          26482   \n",
       "7        268.30       266.85         268.57  ...  2.086617e+09          77803   \n",
       "8        269.00       269.00         269.29  ...  7.415038e+08          51369   \n",
       "9        271.55       271.10         269.87  ...  8.023333e+08          34946   \n",
       "10       270.00       269.15         271.06  ...  7.255154e+08          31166   \n",
       "11       285.65       286.05         286.85  ...  4.702062e+09         128041   \n",
       "12       291.00       291.55         291.58  ...  1.911257e+09          66787   \n",
       "13       289.55       289.55         290.01  ...  9.780585e+08          49743   \n",
       "14       289.95       289.35         289.37  ...  8.595899e+08          36343   \n",
       "15       292.00       289.70         289.82  ...  1.711580e+09          26803   \n",
       "16       289.00       289.05         288.93  ...  7.029609e+08          22395   \n",
       "17       288.75       288.45         288.86  ...  7.367149e+08          22773   \n",
       "18       294.65       294.80         293.80  ...  1.185548e+09          33634   \n",
       "19       293.60       293.80         294.98  ...  7.156444e+08          33440   \n",
       "20       289.25       289.10         291.79  ...  1.063824e+09          37727   \n",
       "21       289.85       289.40         290.08  ...  7.392638e+08          25808   \n",
       "22       287.95       287.75         287.98  ...  4.234728e+08          22278   \n",
       "23       287.05       287.40         286.88  ...  7.831457e+08          29313   \n",
       "24       286.60       286.50         287.14  ...  3.129345e+08          17637   \n",
       "25       289.15       288.15         287.72  ...  7.792326e+08          53179   \n",
       "26       289.60       289.70         290.49  ...  1.031203e+09          59529   \n",
       "27       287.85       288.50         288.54  ...  4.644287e+08          27416   \n",
       "28       289.15       289.95         289.59  ...  5.824395e+08          28162   \n",
       "29       288.25       288.35         289.27  ...  7.629085e+08          25553   \n",
       "30       288.05       288.10         289.37  ...  8.625543e+08          53873   \n",
       "31       288.00       287.70         288.99  ...  8.250791e+08          50356   \n",
       "32       290.50       290.25         291.04  ...  7.900216e+08          43939   \n",
       "33       290.00       290.00         290.22  ...  6.773116e+08          30476   \n",
       "34       290.00       289.40         289.63  ...  8.051925e+08          28067   \n",
       "..          ...          ...            ...  ...           ...            ...   \n",
       "453      291.15       290.85         291.14  ...  1.150611e+09          93603   \n",
       "454      290.80       291.05         291.55  ...  1.093024e+09          46326   \n",
       "455      290.10       290.35         290.89  ...  8.920700e+08          52262   \n",
       "456      289.30       289.10         290.23  ...  1.242736e+09          48982   \n",
       "457      285.00       284.60         284.88  ...  2.384546e+09          85249   \n",
       "458      282.95       283.00         284.09  ...  1.226030e+09          89037   \n",
       "459      286.25       285.35         285.78  ...  1.027544e+09          56148   \n",
       "460      287.30       286.40         287.39  ...  9.646976e+08          37183   \n",
       "461      290.90       290.25         289.37  ...  1.210585e+09          66407   \n",
       "462      287.30       286.90         287.86  ...  7.238764e+08          34198   \n",
       "463      283.40       283.10         282.64  ...  2.162232e+09          93873   \n",
       "464      282.30       282.20         282.71  ...  1.372921e+09          58395   \n",
       "465      283.65       282.90         281.43  ...  1.386767e+09          53810   \n",
       "466      280.35       280.50         281.15  ...  1.532379e+09          67102   \n",
       "467      284.50       282.95         282.94  ...  1.248828e+10         164216   \n",
       "468      286.20       285.70         286.88  ...  1.579526e+09          50179   \n",
       "469      288.05       288.00         287.76  ...  3.331124e+09          69861   \n",
       "470      286.55       286.40         286.96  ...  2.101809e+09          69816   \n",
       "471      291.55       291.30         289.78  ...  1.696188e+09          63007   \n",
       "472      293.80       293.75         293.78  ...  3.255545e+09          99945   \n",
       "473      291.80       291.50         292.60  ...  2.516643e+09          92939   \n",
       "474      294.80       295.05         294.31  ...  1.996827e+09          83780   \n",
       "475      297.05       297.10         296.93  ...  2.221605e+09          73372   \n",
       "476      297.50       297.70         298.33  ...  2.158146e+09          61092   \n",
       "477      297.75       298.00         297.84  ...  1.853346e+09          70618   \n",
       "478      298.55       298.40         298.09  ...  1.491122e+09          50432   \n",
       "479      299.00       298.80         299.46  ...  2.385472e+09          83695   \n",
       "480      299.15       299.15         299.67  ...  1.851552e+09          46140   \n",
       "481      298.45       298.00         297.87  ...  2.502626e+09         102022   \n",
       "482      293.30       294.05         294.38  ...  3.504039e+09         102574   \n",
       "\n",
       "     Deliverable Qty  % Dly Qt to Traded Qty  %chg op_cl  %chg lw_hg  \\\n",
       "5            1004699                   61.85    0.056807   -0.688468   \n",
       "6            1745504                   71.11   -1.654801   -1.969112   \n",
       "7            3130717                   40.30    0.168634   -2.702703   \n",
       "8            1230138                   44.68    0.631970   -1.369606   \n",
       "9            1899172                   63.88    0.405754   -0.355406   \n",
       "10           1223139                   45.70   -0.594464   -1.901212   \n",
       "11           3914823                   23.88    0.751617   -1.730598   \n",
       "12           2774019                   42.32    0.463042   -0.674157   \n",
       "13           2172360                   64.41   -1.139700   -1.176471   \n",
       "14           1960180                   65.99   -0.224641   -0.747047   \n",
       "15           4369066                   73.98   -0.103555   -1.235857   \n",
       "16           1701254                   69.92   -0.328663   -0.625217   \n",
       "17           1434223                   56.24   -0.537355   -0.713292   \n",
       "18           1964959                   48.70    1.967436   -0.397924   \n",
       "19           1303490                   53.73   -0.068074   -1.331058   \n",
       "20           2491302                   68.33   -1.937046   -2.182952   \n",
       "21           1725120                   67.69   -0.138217   -1.314879   \n",
       "22            924034                   62.84   -0.642919   -0.748868   \n",
       "23           1576769                   57.76   -1.356994   -1.456651   \n",
       "24            651465                   59.78   -0.209424   -0.717034   \n",
       "25           1825020                   67.39    0.746139   -0.454943   \n",
       "26           1973037                   55.58    0.586814   -1.685784   \n",
       "27           1070767                   66.53   -0.537262   -0.835509   \n",
       "28           1471448                   73.16    0.189688   -0.052083   \n",
       "29           1894234                   71.82   -0.884342   -0.920139   \n",
       "30           1987703                   66.68    0.017355   -1.007294   \n",
       "31           2111391                   73.95   -0.573514   -1.218239   \n",
       "32           1748420                   64.41   -0.086133   -0.951886   \n",
       "33           1763231                   75.55   -0.379310   -0.621547   \n",
       "34           2419390                   87.03   -0.362820   -0.554017   \n",
       "..               ...                     ...         ...         ...   \n",
       "453          2130271                   53.90   -1.168987   -1.172212   \n",
       "454          2091801                   55.80   -0.257688   -0.706166   \n",
       "455          1647285                   53.72   -0.396074   -0.706897   \n",
       "456          2260886                   52.80   -0.484262   -1.526453   \n",
       "457          4526457                   54.08   -1.546030   -1.554221   \n",
       "458          2420413                   56.08   -0.883392   -1.044988   \n",
       "459          1558602                   43.35    0.525670   -0.581293   \n",
       "460          1202517                   35.82   -0.034916   -1.226779   \n",
       "461          2245977                   53.69    0.258398   -0.434934   \n",
       "462          1366802                   54.35   -1.289648   -1.433566   \n",
       "463          4829159                   63.13   -1.377605   -1.565836   \n",
       "464          2718751                   55.98   -1.204819   -1.314387   \n",
       "465          2504308                   50.82   -0.353482   -0.464286   \n",
       "466          3543795                   65.02   -1.247772   -1.284797   \n",
       "467         35541399                   80.52    0.689168   -1.001252   \n",
       "468          2365740                   42.97    0.420021   -0.987654   \n",
       "469          6379772                   55.11    0.694444   -0.700525   \n",
       "470          4717819                   64.41   -0.611034   -1.263158   \n",
       "471          3391792                   57.95    0.961208   -0.261097   \n",
       "472          5629356                   50.80   -0.085106   -0.756534   \n",
       "473          5225513                   60.76   -0.857633   -1.065292   \n",
       "474          3365876                   49.61    0.864260   -0.291096   \n",
       "475          5019789                   67.09    0.454392   -0.304569   \n",
       "476          4298660                   59.42    0.235136   -0.607903   \n",
       "477          4345117                   69.83    0.167785   -0.269496   \n",
       "478          3544273                   70.85    0.134048   -0.168265   \n",
       "479          4697379                   58.97    0.016734   -0.939597   \n",
       "480          4216103                   66.88   -0.284138   -0.535386   \n",
       "481          5994300                   69.87   -0.503356   -0.844595   \n",
       "482          7889125                   66.28   -1.683387   -1.762793   \n",
       "\n",
       "     %chg 5dy  %chg 5dymean  %chg 5dystd  Action  \n",
       "5    0.005029      0.005029     0.021852     1.0  \n",
       "6    0.001887      0.001887     0.023831     1.0  \n",
       "7   -0.000913     -0.000913     0.018269    -1.0  \n",
       "8    0.004463      0.004463     0.015412    -1.0  \n",
       "9    0.005569      0.005569     0.015414     1.0  \n",
       "10   0.003941      0.003941     0.016421    -1.0  \n",
       "11   0.019680      0.019680     0.026969    -1.0  \n",
       "12   0.018138      0.018138     0.026669     1.0  \n",
       "13   0.015154      0.015154     0.028826    -1.0  \n",
       "14   0.013455      0.013455     0.029608    -1.0  \n",
       "15   0.015135      0.015135     0.028355     1.0  \n",
       "16   0.002129      0.002129     0.010013    -1.0  \n",
       "17  -0.002132     -0.002132     0.002984    -1.0  \n",
       "18   0.003643      0.003643     0.010363    -1.0  \n",
       "19   0.003102      0.003102     0.010710     1.0  \n",
       "20  -0.000339     -0.000339     0.013791     1.0  \n",
       "21   0.000317      0.000317     0.013756    -1.0  \n",
       "22  -0.000408     -0.000408     0.014007     1.0  \n",
       "23  -0.005054     -0.005054     0.006610    -1.0  \n",
       "24  -0.005002     -0.005002     0.006627    -1.0  \n",
       "25  -0.000650     -0.000650     0.004357    -1.0  \n",
       "26   0.000218      0.000218     0.005140     1.0  \n",
       "27   0.000530      0.000530     0.004721    -1.0  \n",
       "28   0.001778      0.001778     0.004963    -1.0  \n",
       "29   0.001301      0.001301     0.005624     1.0  \n",
       "30  -0.000024     -0.000024     0.005063     1.0  \n",
       "31  -0.001378     -0.001378     0.004064     1.0  \n",
       "32   0.001223      0.001223     0.005689     1.0  \n",
       "33   0.000046      0.000046     0.005301    -1.0  \n",
       "34   0.000736      0.000736     0.004570     1.0  \n",
       "..        ...           ...          ...     ...  \n",
       "453 -0.005169     -0.005169     0.010418     1.0  \n",
       "454 -0.001749     -0.001749     0.008419     1.0  \n",
       "455 -0.000357     -0.000357     0.007353     1.0  \n",
       "456 -0.001183     -0.001183     0.007557    -1.0  \n",
       "457 -0.006359     -0.006359     0.006502    -1.0  \n",
       "458 -0.005442     -0.005442     0.006136    -1.0  \n",
       "459 -0.003919     -0.003919     0.008520     1.0  \n",
       "460 -0.002702     -0.002702     0.009198    -1.0  \n",
       "461  0.000848      0.000848     0.011549     1.0  \n",
       "462  0.001653      0.001653     0.010178     1.0  \n",
       "463  0.000128      0.000128     0.011956     1.0  \n",
       "464 -0.002169     -0.002169     0.011062    -1.0  \n",
       "465 -0.002409     -0.002409     0.010916     1.0  \n",
       "466 -0.006794     -0.006794     0.006444     1.0  \n",
       "467 -0.002739     -0.002739     0.008696    -1.0  \n",
       "468  0.001854      0.001854     0.007775     1.0  \n",
       "469  0.004100      0.004100     0.007577     1.0  \n",
       "470  0.002493      0.002493     0.008765     1.0  \n",
       "471  0.007611      0.007611     0.008208     1.0  \n",
       "472  0.007547      0.007547     0.008198     1.0  \n",
       "473  0.004071      0.004071     0.010428     1.0  \n",
       "474  0.004897      0.004897     0.010971     1.0  \n",
       "475  0.007397      0.007397     0.009289    -1.0  \n",
       "476  0.004379      0.004379     0.007651    -1.0  \n",
       "477  0.002899      0.002899     0.007388    -1.0  \n",
       "478  0.004699      0.004699     0.004824    -1.0  \n",
       "479  0.002532      0.002532     0.002496    -1.0  \n",
       "480  0.001376      0.001376     0.000385     1.0  \n",
       "481  0.000204      0.000204     0.002267     1.0  \n",
       "482 -0.002649     -0.002649     0.006332    -1.0  \n",
       "\n",
       "[478 rows x 21 columns]"
      ]
     },
     "execution_count": 302,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arr = []\n",
    "val = []\n",
    "for value in wipro_data['Close Price'].iteritems():\n",
    "    arr.append(value[1])\n",
    "for i in range(0,483):\n",
    "    if arr[i+1] > arr[i]:\n",
    "        val.append(1)\n",
    "    else:\n",
    "        val.append(-1)\n",
    "wipro_data['Action'] = pd.DataFrame(val)\n",
    "wipro_data = wipro_data.dropna()\n",
    "wipro_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 366,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Random Forests\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\rajat\\Anaconda3\\envs\\latest_Everything-env\\lib\\site-packages\\ipykernel_launcher.py:14: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.6329"
      ]
     },
     "execution_count": 366,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#training a classifier\n",
    "from sklearn import preprocessing\n",
    "# create the Labelencoder object\n",
    "# le = preprocessing.LabelEncoder()\n",
    "train_X = wipro_data[['%chg op_cl','%chg lw_hg','%chg 5dymean','%chg 5dystd']]\n",
    "train_Y = wipro_data[['Action']]\n",
    "# trafomed_label = le.fit_transform(tcs_dat[['Call']])\n",
    "# train_Y = transfomed_label.reshape(-1,1)\n",
    "\n",
    "import sklearn as sk  \n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "RF = RandomForestClassifier(n_estimators=100, max_depth=2, random_state=0)  \n",
    "RF.fit(train_X, train_Y)  \n",
    "RF.predict(train_X) \n",
    "print(\"Random Forests\")\n",
    "round(RF.score(train_X,train_Y), 4) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 421,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2580eac9b00>]"
      ]
     },
     "execution_count": 421,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wipro_data['Net Cummulative Returns'] = (((wipro_data['Open Price'] - wipro_data['Close Price'])/(wipro_data['Open Price']))*100).cumsum()\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.plot(wipro_data['Net Cummulative Returns'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}