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+{"cells":[{"cell_type":"markdown","metadata":{},"source":["Harsh.P"]},{"cell_type":"code","execution_count":91,"metadata":{"executionInfo":{"elapsed":806,"status":"ok","timestamp":1662574509233,"user":{"displayName":"018 HARSH","userId":"12408512428218836261"},"user_tz":-330},"id":"-BV_g046hSHH"},"outputs":[],"source":["#import\n","\n","import pandas as pd \n","import numpy as np  "]},{"cell_type":"markdown","metadata":{"id":"irzOGbsjRYog"},"source":["Creation of data frame "]},{"cell_type":"code","execution_count":92,"metadata":{"executionInfo":{"elapsed":672,"status":"ok","timestamp":1662574515359,"user":{"displayName":"018 HARSH","userId":"12408512428218836261"},"user_tz":-330},"id":"6_agOg_oReFw"},"outputs":[],"source":["dataframe = {'name':['Danish','Varun','PK','Muddasir'],'age':[17,20,19,21],'gamer level':[8.5,8.8,9.9,0.69]}"]},{"cell_type":"code","execution_count":93,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":375,"status":"ok","timestamp":1662574561976,"user":{"displayName":"018 HARSH","userId":"12408512428218836261"},"user_tz":-330},"id":"RVyzjzS0Ro2m","outputId":"c465ae1b-d8c7-468f-ead6-699ff59c93c2"},"outputs":[{"name":"stdout","output_type":"stream","text":["       name  age  gamer level\n","0    Danish   17         8.50\n","1     Varun   20         8.80\n","2        PK   19         9.90\n","3  Muddasir   21         0.69\n"]}],"source":["df = pd.DataFrame(dataframe)\n","print(df)"]},{"cell_type":"markdown","metadata":{"id":"sQfbwpDZR5rq"},"source":["Saving the dattaframe to csv file "]},{"cell_type":"code","execution_count":94,"metadata":{"executionInfo":{"elapsed":2,"status":"ok","timestamp":1662574570941,"user":{"displayName":"018 HARSH","userId":"12408512428218836261"},"user_tz":-330},"id":"cwYLPpmdR-M9"},"outputs":[],"source":["df.to_csv(\"fileX2.csv\" , index=False)"]},{"cell_type":"markdown","metadata":{"id":"zZUNZHcqSkWd"},"source":["Reading Data from csv file"]},{"cell_type":"code","execution_count":95,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":338,"status":"ok","timestamp":1662559917929,"user":{"displayName":"018 HARSH","userId":"12408512428218836261"},"user_tz":-330},"id":"ky20ogk6SlqB","outputId":"7701c069-c79c-4950-8424-b858da9121d8"},"outputs":[{"name":"stdout","output_type":"stream","text":["       name  age  gamer level\n","0    Danish   17         8.50\n","1     Varun   20         8.80\n","2        PK   19         9.90\n","3  Muddasir   21         0.69\n"]}],"source":["df =pd.read_csv(\"fileX2.csv\")\n","print(df)"]},{"cell_type":"markdown","metadata":{"id":"sjtVKj28UXYH"},"source":["Acessing and manipulating Data"]},{"cell_type":"code","execution_count":96,"metadata":{"executionInfo":{"elapsed":395,"status":"ok","timestamp":1662574880541,"user":{"displayName":"018 HARSH","userId":"12408512428218836261"},"user_tz":-330},"id":"MdwJG1ypUMCm"},"outputs":[],"source":["df = pd.read_csv(\"data23.csv\")"]},{"cell_type":"code","execution_count":97,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1513},"executionInfo":{"elapsed":405,"status":"ok","timestamp":1662574965705,"user":{"displayName":"018 HARSH","userId":"12408512428218836261"},"user_tz":-330},"id":"3MNaJ-8wL9Mx","outputId":"ff379f40-ec60-4f46-cbfe-1c0aab83ca39"},"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>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>TATASTEEL</td>\n","      <td>EQ</td>\n","      <td>07-Sep-21</td>\n","      <td>1437.00</td>\n","      <td>1444.00</td>\n","      <td>1459.00</td>\n","      <td>1420.65</td>\n","      <td>1421.50</td>\n","      <td>1428.70</td>\n","      <td>1439.40</td>\n","      <td>6352717</td>\n","      <td>9.144124e+09</td>\n","      <td>145446</td>\n","      <td>1169405</td>\n","      <td>18.41</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>TATASTEEL</td>\n","      <td>EQ</td>\n","      <td>08-Sep-21</td>\n","      <td>1428.70</td>\n","      <td>1426.00</td>\n","      <td>1442.65</td>\n","      <td>1418.60</td>\n","      <td>1428.00</td>\n","      <td>1429.85</td>\n","      <td>1430.46</td>\n","      <td>4676224</td>\n","      <td>6.689153e+09</td>\n","      <td>114775</td>\n","      <td>916268</td>\n","      <td>19.59</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>TATASTEEL</td>\n","      <td>EQ</td>\n","      <td>09-Sep-21</td>\n","      <td>1429.85</td>\n","      <td>1420.00</td>\n","      <td>1451.95</td>\n","      <td>1420.00</td>\n","      <td>1446.90</td>\n","      <td>1447.00</td>\n","      <td>1441.08</td>\n","      <td>5313030</td>\n","      <td>7.656487e+09</td>\n","      <td>137267</td>\n","      <td>1376404</td>\n","      <td>25.91</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>TATASTEEL</td>\n","      <td>EQ</td>\n","      <td>13-Sep-21</td>\n","      <td>1447.00</td>\n","      <td>1447.00</td>\n","      <td>1472.00</td>\n","      <td>1436.50</td>\n","      <td>1470.00</td>\n","      <td>1463.45</td>\n","      <td>1451.62</td>\n","      <td>5670208</td>\n","      <td>8.230985e+09</td>\n","      <td>133505</td>\n","      <td>1810526</td>\n","      <td>31.93</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>TATASTEEL</td>\n","      <td>EQ</td>\n","      <td>14-Sep-21</td>\n","      <td>1463.45</td>\n","      <td>1476.00</td>\n","      <td>1476.00</td>\n","      <td>1449.00</td>\n","      <td>1451.40</td>\n","      <td>1452.30</td>\n","      <td>1461.40</td>\n","      <td>5503767</td>\n","      <td>8.043210e+09</td>\n","      <td>133997</td>\n","      <td>1378792</td>\n","      <td>25.05</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>246</th>\n","      <td>TATASTEEL</td>\n","      <td>EQ</td>\n","      <td>30-Aug-22</td>\n","      <td>104.85</td>\n","      <td>106.50</td>\n","      <td>108.50</td>\n","      <td>106.05</td>\n","      <td>108.45</td>\n","      <td>108.30</td>\n","      <td>107.44</td>\n","      <td>67401780</td>\n","      <td>7.241568e+09</td>\n","      <td>194644</td>\n","      <td>30716881</td>\n","      <td>45.57</td>\n","    </tr>\n","    <tr>\n","      <th>247</th>\n","      <td>TATASTEEL</td>\n","      <td>EQ</td>\n","      <td>01-Sep-22</td>\n","      <td>108.30</td>\n","      <td>107.00</td>\n","      <td>107.75</td>\n","      <td>105.90</td>\n","      <td>106.60</td>\n","      <td>106.40</td>\n","      <td>106.64</td>\n","      <td>52454732</td>\n","      <td>5.593728e+09</td>\n","      <td>216010</td>\n","      <td>23378824</td>\n","      <td>44.57</td>\n","    </tr>\n","    <tr>\n","      <th>248</th>\n","      <td>TATASTEEL</td>\n","      <td>EQ</td>\n","      <td>02-Sep-22</td>\n","      <td>106.40</td>\n","      <td>107.00</td>\n","      <td>107.00</td>\n","      <td>105.00</td>\n","      <td>105.60</td>\n","      <td>105.50</td>\n","      <td>105.79</td>\n","      <td>45601352</td>\n","      <td>4.824328e+09</td>\n","      <td>199259</td>\n","      <td>16669253</td>\n","      <td>36.55</td>\n","    </tr>\n","    <tr>\n","      <th>249</th>\n","      <td>TATASTEEL</td>\n","      <td>EQ</td>\n","      <td>05-Sep-22</td>\n","      <td>105.50</td>\n","      <td>106.05</td>\n","      <td>107.30</td>\n","      <td>105.80</td>\n","      <td>106.80</td>\n","      <td>106.90</td>\n","      <td>106.80</td>\n","      <td>40352735</td>\n","      <td>4.309547e+09</td>\n","      <td>151617</td>\n","      <td>14171917</td>\n","      <td>35.12</td>\n","    </tr>\n","    <tr>\n","      <th>250</th>\n","      <td>TATASTEEL</td>\n","      <td>EQ</td>\n","      <td>06-Sep-22</td>\n","      <td>106.90</td>\n","      <td>107.40</td>\n","      <td>108.80</td>\n","      <td>106.05</td>\n","      <td>108.50</td>\n","      <td>108.60</td>\n","      <td>107.47</td>\n","      <td>59505849</td>\n","      <td>6.395326e+09</td>\n","      <td>188792</td>\n","      <td>24885088</td>\n","      <td>41.82</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>251 rows × 15 columns</p>\n","</div>"],"text/plain":["        Symbol Series       Date  Prev Close  Open Price  High Price  \\\n","0    TATASTEEL     EQ  07-Sep-21     1437.00     1444.00     1459.00   \n","1    TATASTEEL     EQ  08-Sep-21     1428.70     1426.00     1442.65   \n","2    TATASTEEL     EQ  09-Sep-21     1429.85     1420.00     1451.95   \n","3    TATASTEEL     EQ  13-Sep-21     1447.00     1447.00     1472.00   \n","4    TATASTEEL     EQ  14-Sep-21     1463.45     1476.00     1476.00   \n","..         ...    ...        ...         ...         ...         ...   \n","246  TATASTEEL     EQ  30-Aug-22      104.85      106.50      108.50   \n","247  TATASTEEL     EQ  01-Sep-22      108.30      107.00      107.75   \n","248  TATASTEEL     EQ  02-Sep-22      106.40      107.00      107.00   \n","249  TATASTEEL     EQ  05-Sep-22      105.50      106.05      107.30   \n","250  TATASTEEL     EQ  06-Sep-22      106.90      107.40      108.80   \n","\n","     Low Price  Last Price  Close Price  Average Price  Total Traded Quantity  \\\n","0      1420.65     1421.50      1428.70        1439.40                6352717   \n","1      1418.60     1428.00      1429.85        1430.46                4676224   \n","2      1420.00     1446.90      1447.00        1441.08                5313030   \n","3      1436.50     1470.00      1463.45        1451.62                5670208   \n","4      1449.00     1451.40      1452.30        1461.40                5503767   \n","..         ...         ...          ...            ...                    ...   \n","246     106.05      108.45       108.30         107.44               67401780   \n","247     105.90      106.60       106.40         106.64               52454732   \n","248     105.00      105.60       105.50         105.79               45601352   \n","249     105.80      106.80       106.90         106.80               40352735   \n","250     106.05      108.50       108.60         107.47               59505849   \n","\n","         Turnover  No. of Trades Deliverable Qty % Dly Qt to Traded Qty  \n","0    9.144124e+09         145446         1169405                  18.41  \n","1    6.689153e+09         114775          916268                  19.59  \n","2    7.656487e+09         137267         1376404                  25.91  \n","3    8.230985e+09         133505         1810526                  31.93  \n","4    8.043210e+09         133997         1378792                  25.05  \n","..            ...            ...             ...                    ...  \n","246  7.241568e+09         194644        30716881                  45.57  \n","247  5.593728e+09         216010        23378824                  44.57  \n","248  4.824328e+09         199259        16669253                  36.55  \n","249  4.309547e+09         151617        14171917                  35.12  \n","250  6.395326e+09         188792        24885088                  41.82  \n","\n","[251 rows x 15 columns]"]},"execution_count":97,"metadata":{},"output_type":"execute_result"}],"source":["df"]},{"cell_type":"code","execution_count":98,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":382,"status":"ok","timestamp":1662576186357,"user":{"displayName":"018 HARSH","userId":"12408512428218836261"},"user_tz":-330},"id":"BfkUNZLqNB6t","outputId":"e31ed75b-c176-4727-b940-e0015f2bdf9e"},"outputs":[{"name":"stdout","output_type":"stream","text":["rows 251\n","columns 15\n"]}],"source":["rows, columns = df.shape \n","print('rows', rows )\n","print('columns',columns)"]},{"cell_type":"code","execution_count":99,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":293},"executionInfo":{"elapsed":407,"status":"ok","timestamp":1662576390895,"user":{"displayName":"018 HARSH","userId":"12408512428218836261"},"user_tz":-330},"id":"r4I1CiapRf7b","outputId":"180c57b6-7736-43c9-de94-97e9e5ebc22a"},"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>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>248</th>\n","      <td>TATASTEEL</td>\n","      <td>EQ</td>\n","      <td>02-Sep-22</td>\n","      <td>106.4</td>\n","      <td>107.00</td>\n","      <td>107.0</td>\n","      <td>105.00</td>\n","      <td>105.6</td>\n","      <td>105.5</td>\n","      <td>105.79</td>\n","      <td>45601352</td>\n","      <td>4.824328e+09</td>\n","      <td>199259</td>\n","      <td>16669253</td>\n","      <td>36.55</td>\n","    </tr>\n","    <tr>\n","      <th>249</th>\n","      <td>TATASTEEL</td>\n","      <td>EQ</td>\n","      <td>05-Sep-22</td>\n","      <td>105.5</td>\n","      <td>106.05</td>\n","      <td>107.3</td>\n","      <td>105.80</td>\n","      <td>106.8</td>\n","      <td>106.9</td>\n","      <td>106.80</td>\n","      <td>40352735</td>\n","      <td>4.309547e+09</td>\n","      <td>151617</td>\n","      <td>14171917</td>\n","      <td>35.12</td>\n","    </tr>\n","    <tr>\n","      <th>250</th>\n","      <td>TATASTEEL</td>\n","      <td>EQ</td>\n","      <td>06-Sep-22</td>\n","      <td>106.9</td>\n","      <td>107.40</td>\n","      <td>108.8</td>\n","      <td>106.05</td>\n","      <td>108.5</td>\n","      <td>108.6</td>\n","      <td>107.47</td>\n","      <td>59505849</td>\n","      <td>6.395326e+09</td>\n","      <td>188792</td>\n","      <td>24885088</td>\n","      <td>41.82</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["        Symbol Series       Date  Prev Close  Open Price  High Price  \\\n","248  TATASTEEL     EQ  02-Sep-22       106.4      107.00       107.0   \n","249  TATASTEEL     EQ  05-Sep-22       105.5      106.05       107.3   \n","250  TATASTEEL     EQ  06-Sep-22       106.9      107.40       108.8   \n","\n","     Low Price  Last Price  Close Price  Average Price  Total Traded Quantity  \\\n","248     105.00       105.6        105.5         105.79               45601352   \n","249     105.80       106.8        106.9         106.80               40352735   \n","250     106.05       108.5        108.6         107.47               59505849   \n","\n","         Turnover  No. of Trades Deliverable Qty % Dly Qt to Traded Qty  \n","248  4.824328e+09         199259        16669253                  36.55  \n","249  4.309547e+09         151617        14171917                  35.12  \n","250  6.395326e+09         188792        24885088                  41.82  "]},"execution_count":99,"metadata":{},"output_type":"execute_result"}],"source":["df.head(5)\n","df.tail(3)"]},{"cell_type":"code","execution_count":100,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":379,"status":"ok","timestamp":1662576668794,"user":{"displayName":"018 HARSH","userId":"12408512428218836261"},"user_tz":-330},"id":"Ym0eSFVdR0hs","outputId":"4969d8e9-e2cd-4ee7-f2b2-5d8471d09ea5"},"outputs":[{"name":"stdout","output_type":"stream","text":["Symbol                       TATASTEEL\n","Series                              EQ\n","Date                         07-Sep-21\n","Prev Close                      1437.0\n","Open Price                      1444.0\n","High Price                      1459.0\n","Low Price                      1420.65\n","Last Price                      1421.5\n","Close Price                     1428.7\n","Average Price                   1439.4\n","Total Traded Quantity          6352717\n","Turnover                  9144123989.0\n","No. of Trades                   145446\n","Deliverable Qty                1169405\n","% Dly Qt to Traded Qty           18.41\n","Name: 0, dtype: object\n"]}],"source":["print(df.iloc[0])"]},{"cell_type":"code","execution_count":101,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":385,"status":"ok","timestamp":1662576775792,"user":{"displayName":"018 HARSH","userId":"12408512428218836261"},"user_tz":-330},"id":"VQj8ky9tSs5K","outputId":"3ed87e2e-2fa8-41db-8341-67726b5d3f51"},"outputs":[{"name":"stdout","output_type":"stream","text":["Symbol        TATASTEEL\n","Series               EQ\n","Date          07-Sep-21\n","Prev Close       1437.0\n","Open Price       1444.0\n","Name: 0, dtype: object\n"]}],"source":["print(df.iloc[0,0:5])"]},{"cell_type":"code","execution_count":102,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":303},"executionInfo":{"elapsed":367,"status":"ok","timestamp":1662576793929,"user":{"displayName":"018 HARSH","userId":"12408512428218836261"},"user_tz":-330},"id":"28UfLpYkTGih","outputId":"7469dc8c-87ad-40d0-b00e-9514e87e5423"},"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>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","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>count</th>\n","      <td>251.000000</td>\n","      <td>251.000000</td>\n","      <td>251.000000</td>\n","      <td>251.000000</td>\n","      <td>251.000000</td>\n","      <td>251.000000</td>\n","      <td>251.000000</td>\n","      <td>2.510000e+02</td>\n","      <td>2.510000e+02</td>\n","      <td>251.000000</td>\n","    </tr>\n","    <tr>\n","      <th>mean</th>\n","      <td>1072.170518</td>\n","      <td>1066.663546</td>\n","      <td>1081.638247</td>\n","      <td>1047.364143</td>\n","      <td>1062.246813</td>\n","      <td>1062.597012</td>\n","      <td>1064.420080</td>\n","      <td>1.495817e+07</td>\n","      <td>9.653725e+09</td>\n","      <td>206227.880478</td>\n","    </tr>\n","    <tr>\n","      <th>std</th>\n","      <td>352.313161</td>\n","      <td>363.535946</td>\n","      <td>368.222332</td>\n","      <td>356.798670</td>\n","      <td>361.549502</td>\n","      <td>361.786357</td>\n","      <td>362.525149</td>\n","      <td>2.169669e+07</td>\n","      <td>5.027487e+09</td>\n","      <td>102844.416494</td>\n","    </tr>\n","    <tr>\n","      <th>min</th>\n","      <td>100.350000</td>\n","      <td>98.100000</td>\n","      <td>102.000000</td>\n","      <td>97.150000</td>\n","      <td>100.200000</td>\n","      <td>100.350000</td>\n","      <td>99.480000</td>\n","      <td>6.744340e+05</td>\n","      <td>8.781850e+08</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>25%</th>\n","      <td>1033.600000</td>\n","      <td>1018.500000</td>\n","      <td>1035.650000</td>\n","      <td>998.400000</td>\n","      <td>1014.250000</td>\n","      <td>1014.650000</td>\n","      <td>1020.165000</td>\n","      <td>5.731654e+06</td>\n","      <td>6.431742e+09</td>\n","      <td>141785.500000</td>\n","    </tr>\n","    <tr>\n","      <th>50%</th>\n","      <td>1173.000000</td>\n","      <td>1168.300000</td>\n","      <td>1186.600000</td>\n","      <td>1151.550000</td>\n","      <td>1169.100000</td>\n","      <td>1169.700000</td>\n","      <td>1169.680000</td>\n","      <td>8.179588e+06</td>\n","      <td>8.501575e+09</td>\n","      <td>181740.000000</td>\n","    </tr>\n","    <tr>\n","      <th>75%</th>\n","      <td>1296.625000</td>\n","      <td>1302.000000</td>\n","      <td>1317.900000</td>\n","      <td>1273.450000</td>\n","      <td>1295.500000</td>\n","      <td>1295.900000</td>\n","      <td>1296.805000</td>\n","      <td>1.134868e+07</td>\n","      <td>1.124498e+10</td>\n","      <td>239925.000000</td>\n","    </tr>\n","    <tr>\n","      <th>max</th>\n","      <td>1463.450000</td>\n","      <td>1476.000000</td>\n","      <td>1476.000000</td>\n","      <td>1449.000000</td>\n","      <td>1470.000000</td>\n","      <td>1463.450000</td>\n","      <td>1461.400000</td>\n","      <td>1.669599e+08</td>\n","      <td>3.651238e+10</td>\n","      <td>680557.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["        Prev Close   Open Price   High Price    Low Price   Last Price  \\\n","count   251.000000   251.000000   251.000000   251.000000   251.000000   \n","mean   1072.170518  1066.663546  1081.638247  1047.364143  1062.246813   \n","std     352.313161   363.535946   368.222332   356.798670   361.549502   \n","min     100.350000    98.100000   102.000000    97.150000   100.200000   \n","25%    1033.600000  1018.500000  1035.650000   998.400000  1014.250000   \n","50%    1173.000000  1168.300000  1186.600000  1151.550000  1169.100000   \n","75%    1296.625000  1302.000000  1317.900000  1273.450000  1295.500000   \n","max    1463.450000  1476.000000  1476.000000  1449.000000  1470.000000   \n","\n","       Close Price  Average Price  Total Traded Quantity      Turnover  \\\n","count   251.000000     251.000000           2.510000e+02  2.510000e+02   \n","mean   1062.597012    1064.420080           1.495817e+07  9.653725e+09   \n","std     361.786357     362.525149           2.169669e+07  5.027487e+09   \n","min     100.350000      99.480000           6.744340e+05  8.781850e+08   \n","25%    1014.650000    1020.165000           5.731654e+06  6.431742e+09   \n","50%    1169.700000    1169.680000           8.179588e+06  8.501575e+09   \n","75%    1295.900000    1296.805000           1.134868e+07  1.124498e+10   \n","max    1463.450000    1461.400000           1.669599e+08  3.651238e+10   \n","\n","       No. of Trades  \n","count     251.000000  \n","mean   206227.880478  \n","std    102844.416494  \n","min         1.000000  \n","25%    141785.500000  \n","50%    181740.000000  \n","75%    239925.000000  \n","max    680557.000000  "]},"execution_count":102,"metadata":{},"output_type":"execute_result"}],"source":["df.describe()"]},{"cell_type":"code","execution_count":103,"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>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>TATASTEEL</td>\n","      <td>EQ</td>\n","      <td>07-Sep-21</td>\n","      <td>1437.00</td>\n","      <td>1444.0</td>\n","      <td>1459.00</td>\n","      <td>1420.65</td>\n","      <td>1421.5</td>\n","      <td>1428.70</td>\n","      <td>1439.40</td>\n","      <td>6352717</td>\n","      <td>9.144124e+09</td>\n","      <td>145446</td>\n","      <td>1169405</td>\n","      <td>18.41</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>TATASTEEL</td>\n","      <td>EQ</td>\n","      <td>08-Sep-21</td>\n","      <td>1428.70</td>\n","      <td>1426.0</td>\n","      <td>1442.65</td>\n","      <td>1418.60</td>\n","      <td>1428.0</td>\n","      <td>1429.85</td>\n","      <td>1430.46</td>\n","      <td>4676224</td>\n","      <td>6.689153e+09</td>\n","      <td>114775</td>\n","      <td>916268</td>\n","      <td>19.59</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>TATASTEEL</td>\n","      <td>EQ</td>\n","      <td>09-Sep-21</td>\n","      <td>1429.85</td>\n","      <td>1420.0</td>\n","      <td>1451.95</td>\n","      <td>1420.00</td>\n","      <td>1446.9</td>\n","      <td>1447.00</td>\n","      <td>1441.08</td>\n","      <td>5313030</td>\n","      <td>7.656487e+09</td>\n","      <td>137267</td>\n","      <td>1376404</td>\n","      <td>25.91</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>TATASTEEL</td>\n","      <td>EQ</td>\n","      <td>13-Sep-21</td>\n","      <td>1447.00</td>\n","      <td>1447.0</td>\n","      <td>1472.00</td>\n","      <td>1436.50</td>\n","      <td>1470.0</td>\n","      <td>1463.45</td>\n","      <td>1451.62</td>\n","      <td>5670208</td>\n","      <td>8.230985e+09</td>\n","      <td>133505</td>\n","      <td>1810526</td>\n","      <td>31.93</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>TATASTEEL</td>\n","      <td>EQ</td>\n","      <td>14-Sep-21</td>\n","      <td>1463.45</td>\n","      <td>1476.0</td>\n","      <td>1476.00</td>\n","      <td>1449.00</td>\n","      <td>1451.4</td>\n","      <td>1452.30</td>\n","      <td>1461.40</td>\n","      <td>5503767</td>\n","      <td>8.043210e+09</td>\n","      <td>133997</td>\n","      <td>1378792</td>\n","      <td>25.05</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["      Symbol Series       Date  Prev Close  Open Price  High Price  Low Price  \\\n","0  TATASTEEL     EQ  07-Sep-21     1437.00      1444.0     1459.00    1420.65   \n","1  TATASTEEL     EQ  08-Sep-21     1428.70      1426.0     1442.65    1418.60   \n","2  TATASTEEL     EQ  09-Sep-21     1429.85      1420.0     1451.95    1420.00   \n","3  TATASTEEL     EQ  13-Sep-21     1447.00      1447.0     1472.00    1436.50   \n","4  TATASTEEL     EQ  14-Sep-21     1463.45      1476.0     1476.00    1449.00   \n","\n","   Last Price  Close Price  Average Price  Total Traded Quantity  \\\n","0      1421.5      1428.70        1439.40                6352717   \n","1      1428.0      1429.85        1430.46                4676224   \n","2      1446.9      1447.00        1441.08                5313030   \n","3      1470.0      1463.45        1451.62                5670208   \n","4      1451.4      1452.30        1461.40                5503767   \n","\n","       Turnover  No. of Trades Deliverable Qty % Dly Qt to Traded Qty  \n","0  9.144124e+09         145446         1169405                  18.41  \n","1  6.689153e+09         114775          916268                  19.59  \n","2  7.656487e+09         137267         1376404                  25.91  \n","3  8.230985e+09         133505         1810526                  31.93  \n","4  8.043210e+09         133997         1378792                  25.05  "]},"execution_count":103,"metadata":{},"output_type":"execute_result"}],"source":["df.head()"]},{"cell_type":"markdown","metadata":{},"source":["reading columns"]},{"cell_type":"code","execution_count":104,"metadata":{},"outputs":[{"data":{"text/plain":["Index(['Symbol', 'Series', 'Date', 'Prev Close', 'Open Price', 'High Price',\n","       'Low Price', 'Last Price', 'Close Price', 'Average Price',\n","       'Total Traded Quantity', 'Turnover', 'No. of Trades', 'Deliverable Qty',\n","       '% Dly Qt to Traded Qty'],\n","      dtype='object')"]},"execution_count":104,"metadata":{},"output_type":"execute_result"}],"source":["df.columns #Reading columns "]},{"cell_type":"code","execution_count":105,"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>Date</th>\n","      <th>Open Price</th>\n","      <th>Close Price</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>07-Sep-21</td>\n","      <td>1444.00</td>\n","      <td>1428.70</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>08-Sep-21</td>\n","      <td>1426.00</td>\n","      <td>1429.85</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>09-Sep-21</td>\n","      <td>1420.00</td>\n","      <td>1447.00</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>13-Sep-21</td>\n","      <td>1447.00</td>\n","      <td>1463.45</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>14-Sep-21</td>\n","      <td>1476.00</td>\n","      <td>1452.30</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>246</th>\n","      <td>30-Aug-22</td>\n","      <td>106.50</td>\n","      <td>108.30</td>\n","    </tr>\n","    <tr>\n","      <th>247</th>\n","      <td>01-Sep-22</td>\n","      <td>107.00</td>\n","      <td>106.40</td>\n","    </tr>\n","    <tr>\n","      <th>248</th>\n","      <td>02-Sep-22</td>\n","      <td>107.00</td>\n","      <td>105.50</td>\n","    </tr>\n","    <tr>\n","      <th>249</th>\n","      <td>05-Sep-22</td>\n","      <td>106.05</td>\n","      <td>106.90</td>\n","    </tr>\n","    <tr>\n","      <th>250</th>\n","      <td>06-Sep-22</td>\n","      <td>107.40</td>\n","      <td>108.60</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>251 rows × 3 columns</p>\n","</div>"],"text/plain":["          Date  Open Price  Close Price\n","0    07-Sep-21     1444.00      1428.70\n","1    08-Sep-21     1426.00      1429.85\n","2    09-Sep-21     1420.00      1447.00\n","3    13-Sep-21     1447.00      1463.45\n","4    14-Sep-21     1476.00      1452.30\n","..         ...         ...          ...\n","246  30-Aug-22      106.50       108.30\n","247  01-Sep-22      107.00       106.40\n","248  02-Sep-22      107.00       105.50\n","249  05-Sep-22      106.05       106.90\n","250  06-Sep-22      107.40       108.60\n","\n","[251 rows x 3 columns]"]},"execution_count":105,"metadata":{},"output_type":"execute_result"}],"source":["df[[\"Date\",\"Open Price\",\"Close Price\"]]"]},{"cell_type":"code","execution_count":106,"metadata":{},"outputs":[],"source":["del df [\"Symbol\"]\n","del df [\"Series\"]"]},{"cell_type":"code","execution_count":107,"metadata":{},"outputs":[],"source":["df.dropna(inplace=True)"]},{"cell_type":"code","execution_count":108,"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>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>224</th>\n","      <td>28-Jul-22</td>\n","      <td>959.40</td>\n","      <td>98.10</td>\n","      <td>102.00</td>\n","      <td>97.15</td>\n","      <td>100.20</td>\n","      <td>100.35</td>\n","      <td>99.48</td>\n","      <td>137156107</td>\n","      <td>1.364434e+10</td>\n","      <td>628262</td>\n","      <td>52403544</td>\n","      <td>38.21</td>\n","    </tr>\n","    <tr>\n","      <th>225</th>\n","      <td>29-Jul-22</td>\n","      <td>100.35</td>\n","      <td>103.00</td>\n","      <td>109.30</td>\n","      <td>102.15</td>\n","      <td>107.80</td>\n","      <td>107.60</td>\n","      <td>106.71</td>\n","      <td>166959934</td>\n","      <td>1.781604e+10</td>\n","      <td>618198</td>\n","      <td>45709393</td>\n","      <td>27.38</td>\n","    </tr>\n","    <tr>\n","      <th>245</th>\n","      <td>29-Aug-22</td>\n","      <td>107.35</td>\n","      <td>104.05</td>\n","      <td>105.65</td>\n","      <td>103.25</td>\n","      <td>105.05</td>\n","      <td>104.85</td>\n","      <td>104.73</td>\n","      <td>59895805</td>\n","      <td>6.272783e+09</td>\n","      <td>301406</td>\n","      <td>25491529</td>\n","      <td>42.56</td>\n","    </tr>\n","    <tr>\n","      <th>241</th>\n","      <td>23-Aug-22</td>\n","      <td>105.05</td>\n","      <td>104.20</td>\n","      <td>108.25</td>\n","      <td>103.50</td>\n","      <td>107.90</td>\n","      <td>107.60</td>\n","      <td>106.67</td>\n","      <td>70531639</td>\n","      <td>7.523872e+09</td>\n","      <td>262215</td>\n","      <td>15384329</td>\n","      <td>21.81</td>\n","    </tr>\n","    <tr>\n","      <th>240</th>\n","      <td>22-Aug-22</td>\n","      <td>110.05</td>\n","      <td>109.50</td>\n","      <td>109.60</td>\n","      <td>104.70</td>\n","      <td>105.20</td>\n","      <td>105.05</td>\n","      <td>106.79</td>\n","      <td>74037526</td>\n","      <td>7.906795e+09</td>\n","      <td>402941</td>\n","      <td>32951090</td>\n","      <td>44.51</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["          Date  Prev Close  Open Price  High Price  Low Price  Last Price  \\\n","224  28-Jul-22      959.40       98.10      102.00      97.15      100.20   \n","225  29-Jul-22      100.35      103.00      109.30     102.15      107.80   \n","245  29-Aug-22      107.35      104.05      105.65     103.25      105.05   \n","241  23-Aug-22      105.05      104.20      108.25     103.50      107.90   \n","240  22-Aug-22      110.05      109.50      109.60     104.70      105.20   \n","\n","     Close Price  Average Price  Total Traded Quantity      Turnover  \\\n","224       100.35          99.48              137156107  1.364434e+10   \n","225       107.60         106.71              166959934  1.781604e+10   \n","245       104.85         104.73               59895805  6.272783e+09   \n","241       107.60         106.67               70531639  7.523872e+09   \n","240       105.05         106.79               74037526  7.906795e+09   \n","\n","     No. of Trades Deliverable Qty % Dly Qt to Traded Qty  \n","224         628262        52403544                  38.21  \n","225         618198        45709393                  27.38  \n","245         301406        25491529                  42.56  \n","241         262215        15384329                  21.81  \n","240         402941        32951090                  44.51  "]},"execution_count":108,"metadata":{},"output_type":"execute_result"}],"source":["df.sort_values(\"Low Price\", ascending=True).head()"]},{"cell_type":"code","execution_count":109,"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>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>4</th>\n","      <td>14-Sep-21</td>\n","      <td>1463.45</td>\n","      <td>1476.0</td>\n","      <td>1476.00</td>\n","      <td>1449.00</td>\n","      <td>1451.40</td>\n","      <td>1452.30</td>\n","      <td>1461.40</td>\n","      <td>5503767</td>\n","      <td>8.043210e+09</td>\n","      <td>133997</td>\n","      <td>1378792</td>\n","      <td>25.05</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>15-Sep-21</td>\n","      <td>1452.30</td>\n","      <td>1452.3</td>\n","      <td>1463.70</td>\n","      <td>1444.40</td>\n","      <td>1453.05</td>\n","      <td>1455.10</td>\n","      <td>1454.40</td>\n","      <td>4417464</td>\n","      <td>6.424749e+09</td>\n","      <td>117061</td>\n","      <td>1027992</td>\n","      <td>23.27</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>13-Sep-21</td>\n","      <td>1447.00</td>\n","      <td>1447.0</td>\n","      <td>1472.00</td>\n","      <td>1436.50</td>\n","      <td>1470.00</td>\n","      <td>1463.45</td>\n","      <td>1451.62</td>\n","      <td>5670208</td>\n","      <td>8.230985e+09</td>\n","      <td>133505</td>\n","      <td>1810526</td>\n","      <td>31.93</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>16-Sep-21</td>\n","      <td>1455.10</td>\n","      <td>1460.0</td>\n","      <td>1471.90</td>\n","      <td>1431.25</td>\n","      <td>1436.90</td>\n","      <td>1436.75</td>\n","      <td>1445.76</td>\n","      <td>5606797</td>\n","      <td>8.106102e+09</td>\n","      <td>148967</td>\n","      <td>1744938</td>\n","      <td>31.12</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>09-Sep-21</td>\n","      <td>1429.85</td>\n","      <td>1420.0</td>\n","      <td>1451.95</td>\n","      <td>1420.00</td>\n","      <td>1446.90</td>\n","      <td>1447.00</td>\n","      <td>1441.08</td>\n","      <td>5313030</td>\n","      <td>7.656487e+09</td>\n","      <td>137267</td>\n","      <td>1376404</td>\n","      <td>25.91</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>07-Sep-21</td>\n","      <td>1437.00</td>\n","      <td>1444.0</td>\n","      <td>1459.00</td>\n","      <td>1420.65</td>\n","      <td>1421.50</td>\n","      <td>1428.70</td>\n","      <td>1439.40</td>\n","      <td>6352717</td>\n","      <td>9.144124e+09</td>\n","      <td>145446</td>\n","      <td>1169405</td>\n","      <td>18.41</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>08-Sep-21</td>\n","      <td>1428.70</td>\n","      <td>1426.0</td>\n","      <td>1442.65</td>\n","      <td>1418.60</td>\n","      <td>1428.00</td>\n","      <td>1429.85</td>\n","      <td>1430.46</td>\n","      <td>4676224</td>\n","      <td>6.689153e+09</td>\n","      <td>114775</td>\n","      <td>916268</td>\n","      <td>19.59</td>\n","    </tr>\n","    <tr>\n","      <th>28</th>\n","      <td>18-Oct-21</td>\n","      <td>1375.05</td>\n","      <td>1418.0</td>\n","      <td>1424.75</td>\n","      <td>1391.10</td>\n","      <td>1408.00</td>\n","      <td>1411.05</td>\n","      <td>1412.00</td>\n","      <td>10923230</td>\n","      <td>1.542364e+10</td>\n","      <td>254274</td>\n","      <td>3504738</td>\n","      <td>32.09</td>\n","    </tr>\n","    <tr>\n","      <th>29</th>\n","      <td>19-Oct-21</td>\n","      <td>1411.05</td>\n","      <td>1421.0</td>\n","      <td>1426.55</td>\n","      <td>1357.55</td>\n","      <td>1369.00</td>\n","      <td>1366.90</td>\n","      <td>1395.29</td>\n","      <td>8756924</td>\n","      <td>1.221842e+10</td>\n","      <td>181679</td>\n","      <td>2702284</td>\n","      <td>30.86</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>17-Sep-21</td>\n","      <td>1436.75</td>\n","      <td>1437.0</td>\n","      <td>1440.30</td>\n","      <td>1360.00</td>\n","      <td>1382.80</td>\n","      <td>1385.90</td>\n","      <td>1387.18</td>\n","      <td>19572030</td>\n","      <td>2.714996e+10</td>\n","      <td>445794</td>\n","      <td>7796326</td>\n","      <td>39.83</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["         Date  Prev Close  Open Price  High Price  Low Price  Last Price  \\\n","4   14-Sep-21     1463.45      1476.0     1476.00    1449.00     1451.40   \n","5   15-Sep-21     1452.30      1452.3     1463.70    1444.40     1453.05   \n","3   13-Sep-21     1447.00      1447.0     1472.00    1436.50     1470.00   \n","6   16-Sep-21     1455.10      1460.0     1471.90    1431.25     1436.90   \n","2   09-Sep-21     1429.85      1420.0     1451.95    1420.00     1446.90   \n","0   07-Sep-21     1437.00      1444.0     1459.00    1420.65     1421.50   \n","1   08-Sep-21     1428.70      1426.0     1442.65    1418.60     1428.00   \n","28  18-Oct-21     1375.05      1418.0     1424.75    1391.10     1408.00   \n","29  19-Oct-21     1411.05      1421.0     1426.55    1357.55     1369.00   \n","7   17-Sep-21     1436.75      1437.0     1440.30    1360.00     1382.80   \n","\n","    Close Price  Average Price  Total Traded Quantity      Turnover  \\\n","4       1452.30        1461.40                5503767  8.043210e+09   \n","5       1455.10        1454.40                4417464  6.424749e+09   \n","3       1463.45        1451.62                5670208  8.230985e+09   \n","6       1436.75        1445.76                5606797  8.106102e+09   \n","2       1447.00        1441.08                5313030  7.656487e+09   \n","0       1428.70        1439.40                6352717  9.144124e+09   \n","1       1429.85        1430.46                4676224  6.689153e+09   \n","28      1411.05        1412.00               10923230  1.542364e+10   \n","29      1366.90        1395.29                8756924  1.221842e+10   \n","7       1385.90        1387.18               19572030  2.714996e+10   \n","\n","    No. of Trades Deliverable Qty % Dly Qt to Traded Qty  \n","4          133997         1378792                  25.05  \n","5          117061         1027992                  23.27  \n","3          133505         1810526                  31.93  \n","6          148967         1744938                  31.12  \n","2          137267         1376404                  25.91  \n","0          145446         1169405                  18.41  \n","1          114775          916268                  19.59  \n","28         254274         3504738                  32.09  \n","29         181679         2702284                  30.86  \n","7          445794         7796326                  39.83  "]},"execution_count":109,"metadata":{},"output_type":"execute_result"}],"source":["df.sort_values(\"Average Price\",ascending=False).head(10)"]},{"cell_type":"code","execution_count":110,"metadata":{},"outputs":[],"source":["df['Profit']= df['Open Price']- df['Close Price']"]},{"cell_type":"code","execution_count":111,"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>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>Profit</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>120</th>\n","      <td>28-Feb-22</td>\n","      <td>1145.35</td>\n","      <td>1134.00</td>\n","      <td>1225.00</td>\n","      <td>1129.20</td>\n","      <td>1217.90</td>\n","      <td>1220.75</td>\n","      <td>1196.83</td>\n","      <td>17605446</td>\n","      <td>2.107077e+10</td>\n","      <td>408543</td>\n","      <td>5556479</td>\n","      <td>31.56</td>\n","      <td>-86.75</td>\n","    </tr>\n","    <tr>\n","      <th>121</th>\n","      <td>02-Mar-22</td>\n","      <td>1220.75</td>\n","      <td>1220.75</td>\n","      <td>1299.60</td>\n","      <td>1218.55</td>\n","      <td>1288.75</td>\n","      <td>1289.35</td>\n","      <td>1280.64</td>\n","      <td>24847532</td>\n","      <td>3.182069e+10</td>\n","      <td>612717</td>\n","      <td>9784999</td>\n","      <td>39.38</td>\n","      <td>-68.60</td>\n","    </tr>\n","    <tr>\n","      <th>89</th>\n","      <td>13-Jan-22</td>\n","      <td>1147.20</td>\n","      <td>1154.00</td>\n","      <td>1225.50</td>\n","      <td>1152.15</td>\n","      <td>1219.00</td>\n","      <td>1221.15</td>\n","      <td>1200.08</td>\n","      <td>15723116</td>\n","      <td>1.886896e+10</td>\n","      <td>350847</td>\n","      <td>4326987</td>\n","      <td>27.52</td>\n","      <td>-67.15</td>\n","    </tr>\n","    <tr>\n","      <th>171</th>\n","      <td>17-May-22</td>\n","      <td>1103.50</td>\n","      <td>1124.00</td>\n","      <td>1197.20</td>\n","      <td>1115.35</td>\n","      <td>1188.65</td>\n","      <td>1188.70</td>\n","      <td>1159.41</td>\n","      <td>11287601</td>\n","      <td>1.308691e+10</td>\n","      <td>266051</td>\n","      <td>2819702</td>\n","      <td>24.98</td>\n","      <td>-64.70</td>\n","    </tr>\n","    <tr>\n","      <th>101</th>\n","      <td>01-Feb-22</td>\n","      <td>1085.55</td>\n","      <td>1104.90</td>\n","      <td>1174.45</td>\n","      <td>1086.40</td>\n","      <td>1166.55</td>\n","      <td>1167.35</td>\n","      <td>1134.27</td>\n","      <td>17075268</td>\n","      <td>1.936795e+10</td>\n","      <td>364400</td>\n","      <td>3122607</td>\n","      <td>18.29</td>\n","      <td>-62.45</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["          Date  Prev Close  Open Price  High Price  Low Price  Last Price  \\\n","120  28-Feb-22     1145.35     1134.00     1225.00    1129.20     1217.90   \n","121  02-Mar-22     1220.75     1220.75     1299.60    1218.55     1288.75   \n","89   13-Jan-22     1147.20     1154.00     1225.50    1152.15     1219.00   \n","171  17-May-22     1103.50     1124.00     1197.20    1115.35     1188.65   \n","101  01-Feb-22     1085.55     1104.90     1174.45    1086.40     1166.55   \n","\n","     Close Price  Average Price  Total Traded Quantity      Turnover  \\\n","120      1220.75        1196.83               17605446  2.107077e+10   \n","121      1289.35        1280.64               24847532  3.182069e+10   \n","89       1221.15        1200.08               15723116  1.886896e+10   \n","171      1188.70        1159.41               11287601  1.308691e+10   \n","101      1167.35        1134.27               17075268  1.936795e+10   \n","\n","     No. of Trades Deliverable Qty % Dly Qt to Traded Qty  Profit  \n","120         408543         5556479                  31.56  -86.75  \n","121         612717         9784999                  39.38  -68.60  \n","89          350847         4326987                  27.52  -67.15  \n","171         266051         2819702                  24.98  -64.70  \n","101         364400         3122607                  18.29  -62.45  "]},"execution_count":111,"metadata":{},"output_type":"execute_result"}],"source":["df.sort_values(\"Profit\", ascending=True).head()"]},{"cell_type":"markdown","metadata":{},"source":["Profitable Days"]},{"cell_type":"code","execution_count":112,"metadata":{},"outputs":[{"data":{"text/plain":["132"]},"execution_count":112,"metadata":{},"output_type":"execute_result"}],"source":["len( df.loc[df[\"Profit\"] >= 1] )\n"]},{"cell_type":"markdown","metadata":{},"source":["Loss Days"]},{"cell_type":"code","execution_count":113,"metadata":{},"outputs":[{"data":{"text/plain":["122"]},"execution_count":113,"metadata":{},"output_type":"execute_result"}],"source":["len( df.loc[df[\"Profit\"] <= 1] )\n"]},{"cell_type":"code","execution_count":114,"metadata":{},"outputs":[{"data":{"text/plain":["0    07-Sep-21\n","1    08-Sep-21\n","2    09-Sep-21\n","3    13-Sep-21\n","4    14-Sep-21\n","Name: Date, dtype: object"]},"execution_count":114,"metadata":{},"output_type":"execute_result"}],"source":["df[\"Date\"].head()"]},{"cell_type":"code","execution_count":115,"metadata":{},"outputs":[],"source":["yum = df[\"Date\"].str.split(\"-\", n = 3, expand=True).head()"]},{"cell_type":"code","execution_count":116,"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>0</th>\n","      <th>1</th>\n","      <th>2</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>07</td>\n","      <td>Sep</td>\n","      <td>21</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>08</td>\n","      <td>Sep</td>\n","      <td>21</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>09</td>\n","      <td>Sep</td>\n","      <td>21</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>13</td>\n","      <td>Sep</td>\n","      <td>21</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>14</td>\n","      <td>Sep</td>\n","      <td>21</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["    0    1   2\n","0  07  Sep  21\n","1  08  Sep  21\n","2  09  Sep  21\n","3  13  Sep  21\n","4  14  Sep  21"]},"execution_count":116,"metadata":{},"output_type":"execute_result"}],"source":["yum"]},{"cell_type":"code","execution_count":117,"metadata":{},"outputs":[],"source":["df[\"Dated\"] = yum[0]\n","df[\"Month\"] = yum[1]\n","df[\"Year\"] = yum[2]"]},{"cell_type":"markdown","metadata":{},"source":["Most Profits Made in a Year"]},{"cell_type":"code","execution_count":119,"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>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>Profit</th>\n","    </tr>\n","    <tr>\n","      <th>Year</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>21</th>\n","      <td>7206.0</td>\n","      <td>7213.0</td>\n","      <td>7301.6</td>\n","      <td>7144.75</td>\n","      <td>7217.8</td>\n","      <td>7221.3</td>\n","      <td>7223.96</td>\n","      <td>27515946</td>\n","      <td>3.976396e+10</td>\n","      <td>664990</td>\n","      <td>-8.3</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["      Prev Close  Open Price  High Price  Low Price  Last Price  Close Price  \\\n","Year                                                                           \n","21        7206.0      7213.0      7301.6    7144.75      7217.8       7221.3   \n","\n","      Average Price  Total Traded Quantity      Turnover  No. of Trades  \\\n","Year                                                                      \n","21          7223.96               27515946  3.976396e+10         664990   \n","\n","      Profit  \n","Year          \n","21      -8.3  "]},"execution_count":119,"metadata":{},"output_type":"execute_result"}],"source":["df.groupby([\"Year\"]).sum()"]}],"metadata":{"colab":{"authorship_tag":"ABX9TyO6s02FU7gt7R+9ubAJV6qb","collapsed_sections":[],"mount_file_id":"1h9XVtb5rs2yU0e4iWbJNC3L7YdPzBtdY","provenance":[]},"kernelspec":{"display_name":"Python 3","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":"3.10.7"}},"nbformat":4,"nbformat_minor":0}
diff --git a/DAY3/data23.csv b/DAY3/data23.csv
new file mode 100644
index 0000000..2ff68e0
--- /dev/null
+++ b/DAY3/data23.csv
@@ -0,0 +1,252 @@
+Symbol,Series,Date,Prev Close,Open Price,High Price,Low Price,Last Price,Close Price,Average Price,Total Traded Quantity,Turnover,No. of Trades,Deliverable Qty,% Dly Qt to Traded Qty
+TATASTEEL,EQ,07-Sep-21,1437,1444,1459,1420.65,1421.5,1428.7,1439.4,6352717,9144123989,145446,1169405,18.41
+TATASTEEL,EQ,08-Sep-21,1428.7,1426,1442.65,1418.6,1428,1429.85,1430.46,4676224,6689152681,114775,916268,19.59
+TATASTEEL,EQ,09-Sep-21,1429.85,1420,1451.95,1420,1446.9,1447,1441.08,5313030,7656486788,137267,1376404,25.91
+TATASTEEL,EQ,13-Sep-21,1447,1447,1472,1436.5,1470,1463.45,1451.62,5670208,8230985329,133505,1810526,31.93
+TATASTEEL,EQ,14-Sep-21,1463.45,1476,1476,1449,1451.4,1452.3,1461.4,5503767,8043210156,133997,1378792,25.05
+TATASTEEL,EQ,15-Sep-21,1452.3,1452.3,1463.7,1444.4,1453.05,1455.1,1454.4,4417464,6424749303,117061,1027992,23.27
+TATASTEEL,EQ,16-Sep-21,1455.1,1460,1471.9,1431.25,1436.9,1436.75,1445.76,5606797,8106101676,148967,1744938,31.12
+TATASTEEL,EQ,17-Sep-21,1436.75,1437,1440.3,1360,1382.8,1385.9,1387.18,19572030,27149960524,445794,7796326,39.83
+TATASTEEL,EQ,20-Sep-21,1385.9,1350,1351.9,1247.35,1247.35,1253.1,1293,28238412,36512376240,680557,9761688,34.57
+TATASTEEL,EQ,21-Sep-21,1253.1,1258,1296.9,1232.9,1296.5,1292.2,1263.43,25593540,32335688765,467449,6186655,24.17
+TATASTEEL,EQ,22-Sep-21,1292.2,1299.4,1318,1283.1,1303,1305.8,1301.92,11124247,14482842666,263880,2114995,19.01
+TATASTEEL,EQ,23-Sep-21,1305.8,1330,1339.45,1306.05,1315.5,1318.7,1320.33,9946251,13132342309,254153,2905454,29.21
+TATASTEEL,EQ,24-Sep-21,1318.7,1320,1324,1258.45,1267,1272.1,1284.94,13286616,17072512018,302339,3696928,27.82
+TATASTEEL,EQ,27-Sep-21,1272.1,1272,1288.7,1261.05,1270.35,1270.5,1274.03,8668877,11044379079,182487,2936978,33.88
+TATASTEEL,EQ,28-Sep-21,1270.5,1273.45,1296.8,1263,1279,1280.95,1281.17,8100736,10378437351,155092,1805448,22.29
+TATASTEEL,EQ,29-Sep-21,1280.95,1270,1309.8,1267.2,1293.8,1295.55,1290.68,9494577,12254427545,200121,2365838,24.92
+TATASTEEL,EQ,30-Sep-21,1295.55,1303,1316.4,1283.85,1285.5,1288.9,1296.97,7514568,9746166694,158511,1936342,25.77
+TATASTEEL,EQ,01-Oct-21,1288.9,1275,1311,1265,1294.05,1297.85,1294.19,9037470,11696219086,182801,1478665,16.36
+TATASTEEL,BL,04-Oct-21,1181.9,1297.85,1297.85,1297.85,1297.85,1297.85,1297.85,676646,878185011.1,1,-,-
+TATASTEEL,EQ,04-Oct-21,1297.85,1297.85,1327.75,1280.4,1322,1324.15,1307.13,9690237,12666404493,196296,2566425,26.48
+TATASTEEL,EQ,05-Oct-21,1324.15,1314,1332.7,1310.15,1317.75,1316.85,1320.41,5795216,7652041814,113241,1477245,25.49
+TATASTEEL,EQ,06-Oct-21,1316.85,1319.9,1328.6,1273.15,1274,1279.9,1298.51,8631693,11208369774,182555,2783077,32.24
+TATASTEEL,EQ,07-Oct-21,1279.9,1295,1306.8,1283.55,1288.55,1289.2,1294.68,4603367,5959881711,100335,949075,20.62
+TATASTEEL,EQ,08-Oct-21,1289.2,1302,1344.05,1296.35,1302.8,1301.15,1318.02,10722015,14131842228,209592,2156774,20.12
+TATASTEEL,EQ,11-Oct-21,1301.15,1305,1327.35,1298,1314,1313.2,1313.46,6349658,8340010809,154072,2112120,33.26
+TATASTEEL,EQ,12-Oct-21,1313.2,1313.2,1335,1305,1327.7,1329.1,1322.05,6097019,8060557067,127459,1772606,29.07
+TATASTEEL,EQ,13-Oct-21,1329.1,1325.5,1376.55,1318.05,1356.5,1354.3,1357.3,13285718,18032705351,270178,4123819,31.04
+TATASTEEL,EQ,14-Oct-21,1354.3,1374,1390.6,1354,1372.5,1375.05,1375.35,8227371,11315479685,225847,3086227,37.51
+TATASTEEL,EQ,18-Oct-21,1375.05,1418,1424.75,1391.1,1408,1411.05,1412,10923230,15423638711,254274,3504738,32.09
+TATASTEEL,EQ,19-Oct-21,1411.05,1421,1426.55,1357.55,1369,1366.9,1395.29,8756924,12218421091,181679,2702284,30.86
+TATASTEEL,EQ,20-Oct-21,1366.9,1372,1376,1326.65,1344,1343.3,1352.99,6975774,9438143065,158821,1714535,24.58
+TATASTEEL,EQ,21-Oct-21,1343.3,1356.7,1357.85,1289.7,1317,1314.7,1322.44,8357573,11052415948,180536,2402961,28.75
+TATASTEEL,EQ,22-Oct-21,1314.7,1320,1324.65,1271,1295,1296.25,1295.44,8071289,10455863988,182525,2131212,26.4
+TATASTEEL,EQ,25-Oct-21,1296.25,1302,1316,1267.25,1290.5,1293.3,1295.98,6418501,8318255046,146749,1602769,24.97
+TATASTEEL,EQ,26-Oct-21,1293.3,1303,1351,1301.45,1347,1343.65,1327.59,7722875,10252844348,162605,2545299,32.96
+TATASTEEL,EQ,27-Oct-21,1343.65,1346,1351.7,1321.25,1325,1326.15,1340.29,7241804,9706128183,136011,2979382,41.14
+TATASTEEL,EQ,28-Oct-21,1326.15,1314.9,1315.95,1291.1,1299.2,1299.6,1300.93,9307682,12108636657,219433,4257093,45.74
+TATASTEEL,EQ,29-Oct-21,1299.6,1290.25,1333.7,1290,1317.65,1315.95,1318.31,7914760,10434141530,203572,2660140,33.61
+TATASTEEL,EQ,01-Nov-21,1315.95,1340,1372.9,1330,1362,1364.9,1357.99,9687533,13155551552,219727,2574953,26.58
+TATASTEEL,EQ,02-Nov-21,1364.9,1370,1370,1310.8,1318,1313.65,1336.72,7216137,9645962699,149207,2856866,39.59
+TATASTEEL,EQ,03-Nov-21,1313.65,1324.8,1332,1312,1326,1326.05,1322.5,5730244,7578272364,114824,1419427,24.77
+TATASTEEL,EQ,04-Nov-21,1326.05,1331,1335,1324.1,1326.45,1325.9,1329.31,674434,896531428.4,24458,273069,40.49
+TATASTEEL,EQ,08-Nov-21,1325.9,1340.9,1347.65,1306.1,1340.95,1343.25,1331.26,5493667,7313506276,129169,1489931,27.12
+TATASTEEL,EQ,09-Nov-21,1343.25,1342.85,1360.3,1328.85,1337.4,1335.95,1343.01,4756516,6388069233,110877,1229957,25.86
+TATASTEEL,EQ,10-Nov-21,1335.95,1328,1329,1287.1,1297.5,1298.55,1300.47,11880417,15450091711,295166,4047117,34.07
+TATASTEEL,EQ,11-Nov-21,1298.55,1304.9,1324.5,1288.35,1300,1299.6,1306.58,13663860,17852875262,290972,4209885,30.81
+TATASTEEL,EQ,12-Nov-21,1299.6,1340,1340,1271.1,1286.7,1287.25,1296.64,23239558,30133436225,493501,4362316,18.77
+TATASTEEL,EQ,15-Nov-21,1287.25,1295,1299,1241.5,1244.5,1245.45,1264.54,12108215,15311346641,361479,3941538,32.55
+TATASTEEL,EQ,16-Nov-21,1245.45,1245.45,1261.05,1223.7,1225.5,1228.8,1241.24,12314880,15285726670,305404,4615973,37.48
+TATASTEEL,EQ,17-Nov-21,1228.8,1225,1237.4,1215.1,1217.5,1220.05,1225.21,8780204,10757564425,227497,2643373,30.11
+TATASTEEL,EQ,18-Nov-21,1220.05,1223.6,1228.3,1182,1187.9,1186.6,1198.02,10108351,12110042265,265526,2583488,25.56
+TATASTEEL,EQ,22-Nov-21,1186.6,1188.1,1196.8,1146,1166.8,1165.05,1174.23,9621001,11297225184,221574,3415264,35.5
+TATASTEEL,EQ,23-Nov-21,1165.05,1168.05,1209,1165.15,1190.05,1192.05,1194.72,9382963,11210058495,215369,2284172,24.34
+TATASTEEL,EQ,24-Nov-21,1192.05,1200.4,1202.95,1171.15,1173.5,1178.5,1192.33,6767101,8068650466,155600,1996960,29.51
+TATASTEEL,EQ,25-Nov-21,1178.5,1180,1186.6,1166,1173.5,1173.65,1175.39,4750286,5583438163,124738,1232862,25.95
+TATASTEEL,EQ,26-Nov-21,1173.65,1157.9,1159.5,1106.25,1110.25,1112.3,1127.98,10645526,12007942479,283059,2935379,27.57
+TATASTEEL,EQ,29-Nov-21,1112.3,1112.3,1137,1075.05,1109.9,1114.75,1115.07,9392991,10473859931,238792,2147733,22.87
+TATASTEEL,EQ,30-Nov-21,1114.75,1110.95,1127.9,1063,1070.1,1071.2,1092.87,13355984,14596419159,290056,5658219,42.36
+TATASTEEL,EQ,01-Dec-21,1071.2,1092,1097,1066.5,1082,1082.55,1080.06,9379114,10129980506,277289,3477262,37.07
+TATASTEEL,EQ,02-Dec-21,1082.55,1083,1116,1074,1112.95,1112.4,1093.21,9128681,9979555833,229986,2221652,24.34
+TATASTEEL,EQ,03-Dec-21,1112.4,1115,1134.2,1102.25,1114.65,1118,1119.73,10073784,11279894784,215675,2008044,19.93
+TATASTEEL,EQ,06-Dec-21,1118,1114,1141,1102.2,1107.65,1108.8,1122.08,8215940,9218970570,202827,1627905,19.81
+TATASTEEL,EQ,07-Dec-21,1108.8,1121.1,1155.55,1121,1152.85,1148.8,1140.75,8505390,9702509839,204352,1712028,20.13
+TATASTEEL,EQ,08-Dec-21,1148.8,1159,1177,1149,1174.75,1173,1166.19,7448501,8686359029,170954,2103842,28.25
+TATASTEEL,EQ,09-Dec-21,1173,1182,1182,1159,1177,1176.85,1170.78,5212394,6102560473,122011,981109,18.82
+TATASTEEL,EQ,10-Dec-21,1176.85,1173.45,1188.9,1167.6,1178,1180,1178.81,4812130,5672591862,135427,1145885,23.81
+TATASTEEL,EQ,13-Dec-21,1180,1188,1199,1161.65,1167.2,1165.3,1180.37,5353778,6319423485,142697,1829206,34.17
+TATASTEEL,EQ,14-Dec-21,1165.3,1158.95,1177.9,1147,1165.7,1167.2,1164.62,5352264,6233369922,145202,1215107,22.7
+TATASTEEL,EQ,15-Dec-21,1167.2,1170.05,1175.6,1149,1150.4,1154.05,1163.31,4430833,5154444409,136268,1455275,32.84
+TATASTEEL,EQ,16-Dec-21,1154.05,1164,1168.8,1143.55,1156.15,1153.2,1157.44,4246008,4914506125,115354,1300937,30.64
+TATASTEEL,EQ,17-Dec-21,1153.2,1154,1158.85,1125,1131.95,1132.1,1136.98,4743502,5393272365,136063,1305257,27.52
+TATASTEEL,EQ,20-Dec-21,1132.1,1117,1117.2,1066.05,1073,1072.95,1082.82,7352650,7961618862,236252,2370671,32.24
+TATASTEEL,EQ,21-Dec-21,1072.95,1090,1124.25,1085,1108.85,1105.1,1109.16,7026849,7793906415,171193,1594912,22.7
+TATASTEEL,EQ,22-Dec-21,1105.1,1115,1131,1110,1130,1128.85,1123.02,4366917,4904148512,114115,1005289,23.02
+TATASTEEL,EQ,23-Dec-21,1128.85,1138,1146.8,1120.2,1126.45,1127.65,1134.88,4621478,5244827387,114823,1226564,26.54
+TATASTEEL,EQ,24-Dec-21,1127.65,1130.05,1133.45,1103.85,1117,1115.45,1115.11,4093630,4564828880,96182,824805,20.15
+TATASTEEL,EQ,27-Dec-21,1115.45,1111.05,1124.7,1102.35,1124,1121.8,1114.49,2758851,3074721063,74732,368587,13.36
+TATASTEEL,EQ,28-Dec-21,1121.8,1127,1131.5,1122,1127,1127.45,1127.24,2880781,3247337620,108720,1134146,39.37
+TATASTEEL,EQ,29-Dec-21,1127.45,1120,1126.65,1108,1115.75,1116.25,1115.35,4193520,4677259769,145576,1651673,39.39
+TATASTEEL,EQ,30-Dec-21,1116.25,1117.9,1127,1099,1101.15,1101,1110.09,4114093,4567032963,102093,1509421,36.69
+TATASTEEL,EQ,31-Dec-21,1101,1105,1123.5,1102.65,1112.4,1111.45,1115.49,3687021,4112828901,94613,1171618,31.78
+TATASTEEL,EQ,03-Jan-22,1111.45,1115,1151,1115,1150,1142.45,1129.46,3865803,4366279502,87982,1215520,31.44
+TATASTEEL,EQ,04-Jan-22,1142.45,1153,1159.7,1136.5,1148.05,1148.8,1147.81,5975731,6859026650,125400,1733910,29.02
+TATASTEEL,EQ,05-Jan-22,1148.8,1147,1180.8,1141.25,1176,1177.6,1166.6,6186176,7216800113,134032,1997541,32.29
+TATASTEEL,EQ,06-Jan-22,1177.6,1172,1183,1155.55,1161.5,1163.25,1166.83,5335400,6225489082,133187,1440528,27
+TATASTEEL,EQ,07-Jan-22,1163.25,1165.2,1174,1147.85,1158.15,1160.35,1160.62,3973857,4612154157,87679,1167664,29.38
+TATASTEEL,EQ,10-Jan-22,1160.35,1165,1173.4,1153.85,1168,1169.05,1165.95,3822500,4456832468,124004,1331943,34.84
+TATASTEEL,EQ,11-Jan-22,1169.05,1158.65,1162.7,1113,1134.9,1130.25,1137.02,9697885,11026712679,245197,3285797,33.88
+TATASTEEL,EQ,12-Jan-22,1130.25,1139.85,1150.8,1132.4,1147.8,1147.2,1142.13,5035843,5751572117,139132,1525010,30.28
+TATASTEEL,EQ,13-Jan-22,1147.2,1154,1225.5,1152.15,1219,1221.15,1200.08,15723116,18868961106,350847,4326987,27.52
+TATASTEEL,EQ,14-Jan-22,1221.15,1213,1226.3,1206.1,1211,1213.6,1215.42,5267907,6402740873,162565,1290762,24.5
+TATASTEEL,EQ,17-Jan-22,1213.6,1215,1245,1190.35,1230.8,1229.75,1221.77,8969607,10958788426,202840,2210957,24.65
+TATASTEEL,EQ,18-Jan-22,1229.75,1230,1233.75,1190,1196.95,1194.85,1209.8,5840897,7066337358,150353,1797537,30.78
+TATASTEEL,EQ,19-Jan-22,1194.85,1196,1220.9,1183,1208,1209.6,1204.89,7304321,8800884093,186907,1335466,18.28
+TATASTEEL,EQ,20-Jan-22,1209.6,1210.1,1224,1197,1209.9,1206.7,1212.03,5920597,7175912864,159207,1526225,25.78
+TATASTEEL,EQ,21-Jan-22,1206.7,1200,1204.3,1156.35,1169.1,1169.7,1177.49,7166267,8438184184,170921,2048736,28.59
+TATASTEEL,EQ,24-Jan-22,1169.7,1160,1163.65,1090,1100.5,1099.2,1121.02,8392076,9407699634,279320,1468792,29.1
+TATASTEEL,EQ,25-Jan-22,1099.2,1094.7,1121,1087.05,1105.95,1109.1,1107.84,5733063,6351334529,206703,1555235,27.13
+TATASTEEL,EQ,27-Jan-22,1109.1,1090,1103.45,1061.3,1090.65,1088.35,1082.03,9056656,9799578272,271554,2244835,24.79
+TATASTEEL,EQ,28-Jan-22,1088.35,1105.85,1125.75,1080.95,1086,1084.65,1108.99,7864893,8722067779,192376,2044249,25.99
+TATASTEEL,EQ,31-Jan-22,1084.65,1109.9,1114.6,1080.5,1085,1085.55,1096.19,5570939,6106808797,172294,1283038,23.03
+TATASTEEL,EQ,01-Feb-22,1085.55,1104.9,1174.45,1086.4,1166.55,1167.35,1134.27,17075268,19367952077,364400,3122607,18.29
+TATASTEEL,EQ,02-Feb-22,1167.35,1179.9,1179.9,1158.3,1168,1167.5,1166.61,7524734,8778450173,178662,1633416,21.71
+TATASTEEL,EQ,03-Feb-22,1167.5,1153,1181.7,1146.3,1163,1166.6,1169.68,6514090,7619418044,151104,916256,14.07
+TATASTEEL,EQ,04-Feb-22,1166.6,1173.8,1197.75,1170.25,1174.4,1176.3,1184.03,9317418,11032097305,212738,1565436,16.8
+TATASTEEL,EQ,07-Feb-22,1176.3,1168.3,1214.6,1161,1184.95,1183,1194.31,14510525,17330102164,321698,2468210,17.01
+TATASTEEL,EQ,08-Feb-22,1183,1195,1222.4,1171.5,1219.5,1219.6,1202.55,14083984,16936657067,316614,3087211,21.92
+TATASTEEL,EQ,09-Feb-22,1219.6,1231,1234,1208.15,1218,1222.35,1219.8,7352060,8968009894,167342,1841908,25.05
+TATASTEEL,EQ,10-Feb-22,1222.35,1230,1254.25,1226,1247.3,1248.35,1244.12,9392057,11684809977,222188,3046067,32.43
+TATASTEEL,EQ,11-Feb-22,1248.35,1239,1264.95,1233.1,1251.8,1254.45,1252.44,9676226,12118883255,211755,2754991,28.47
+TATASTEEL,EQ,14-Feb-22,1254.45,1220.1,1227.75,1180.1,1183.25,1186.85,1202.85,8021613,9648820655,211234,2007705,25.03
+TATASTEEL,EQ,15-Feb-22,1186.85,1196.85,1212,1151.55,1204.95,1207.75,1179.18,10188921,12014582504,238309,1466994,14.4
+TATASTEEL,EQ,16-Feb-22,1207.75,1215,1217.9,1186.5,1187.95,1191.8,1199.11,6609214,7925141990,171088,1034623,15.65
+TATASTEEL,EQ,17-Feb-22,1191.8,1201.1,1209.5,1186.15,1190,1190.95,1197.29,5655792,6771643721,117118,1080967,19.11
+TATASTEEL,EQ,18-Feb-22,1190.95,1187,1205,1183,1191,1190.8,1196.74,4725120,5654746884,119821,834039,17.65
+TATASTEEL,EQ,21-Feb-22,1190.8,1188,1202,1174.4,1181,1181.85,1188.32,4978732,5916328122,117333,587877,11.81
+TATASTEEL,EQ,22-Feb-22,1181.85,1158,1166.65,1119.25,1134,1138.7,1141.03,9385857,10709565887,222627,2078541,22.15
+TATASTEEL,EQ,23-Feb-22,1138.7,1148,1152.6,1134,1137.9,1139,1143.6,4960838,5673217190,129498,738406,14.88
+TATASTEEL,EQ,24-Feb-22,1139,1094,1119.95,1067.1,1079,1074,1095.75,12126867,13288073811,324643,3660968,30.19
+TATASTEEL,EQ,25-Feb-22,1074,1097.7,1150.7,1095.6,1144.95,1145.35,1136.16,9212886,10467347648,226899,2433231,26.41
+TATASTEEL,EQ,28-Feb-22,1145.35,1134,1225,1129.2,1217.9,1220.75,1196.83,17605446,21070773518,408543,5556479,31.56
+TATASTEEL,EQ,02-Mar-22,1220.75,1220.75,1299.6,1218.55,1288.75,1289.35,1280.64,24847532,31820691228,612717,9784999,39.38
+TATASTEEL,EQ,03-Mar-22,1289.35,1306,1328.65,1293.65,1303,1303.3,1309.97,17450338,22859407692,528049,5496440,31.5
+TATASTEEL,EQ,04-Mar-22,1303.3,1302.4,1319.85,1273,1277,1277.1,1297.98,16282923,21134984242,498851,4692475,28.82
+TATASTEEL,EQ,07-Mar-22,1277.1,1275.9,1301.8,1264,1293,1291.9,1279.85,11040001,14129580242,289960,3102424,28.1
+TATASTEEL,EQ,08-Mar-22,1291.9,1293,1294,1244,1265.9,1269.5,1263.11,9107822,11504186253,248719,1846780,20.28
+TATASTEEL,EQ,09-Mar-22,1269.5,1273.9,1276.8,1248.6,1255.55,1255.35,1260.29,6934888,8739970128,180250,1326393,19.13
+TATASTEEL,EQ,10-Mar-22,1255.35,1257.85,1313.8,1241,1309.35,1308.7,1280.13,13674062,17504564981,288992,3924993,28.7
+TATASTEEL,EQ,11-Mar-22,1308.7,1315,1339.9,1296.2,1298.5,1301.7,1316.2,11882299,15639524483,283313,2369607,19.94
+TATASTEEL,EQ,14-Mar-22,1301.7,1305,1311.7,1277.7,1298.6,1297,1293.34,5278082,6826343840,155247,800405,15.16
+TATASTEEL,EQ,15-Mar-22,1297,1291.8,1293,1228,1229.05,1233.75,1251.97,9614313,12036820174,289968,3393755,35.3
+TATASTEEL,EQ,16-Mar-22,1233.75,1245,1271.2,1240.2,1262,1265.25,1258.54,6302451,7931873086,162595,1274540,20.22
+TATASTEEL,EQ,17-Mar-22,1265.25,1275,1317.8,1271.1,1300.05,1303.45,1297.78,10623976,13787547257,211990,2883225,27.14
+TATASTEEL,EQ,21-Mar-22,1303.45,1308,1334,1294.5,1296,1302.95,1318.78,8422763,11107780249,183002,2254673,26.77
+TATASTEEL,EQ,22-Mar-22,1302.95,1320,1330,1288.05,1308,1302,1308.02,8179588,10699083341,179422,1453659,17.77
+TATASTEEL,EQ,23-Mar-22,1302,1324,1347.8,1292.35,1328.55,1331,1321.71,13055238,17255295797,259263,2457973,18.83
+TATASTEEL,EQ,24-Mar-22,1331,1330.95,1359.5,1325.95,1346.95,1350.55,1348.57,9460527,12758222562,208902,3201383,33.84
+TATASTEEL,EQ,25-Mar-22,1350.55,1354.9,1366,1333.55,1336,1338.95,1350.11,6945744,9377535055,153608,1599967,23.04
+TATASTEEL,EQ,28-Mar-22,1338.95,1340,1355,1327.6,1339.3,1338.95,1341.72,4655491,6246355569,139045,899147,19.31
+TATASTEEL,EQ,29-Mar-22,1338.95,1344,1346.15,1327,1332,1334.65,1335.58,4320237,5770018655,94177,937510,21.7
+TATASTEEL,EQ,30-Mar-22,1334.65,1335,1335.55,1300,1306.2,1308.05,1308.4,5848316,7651963500,170961,2151937,36.8
+TATASTEEL,EQ,31-Mar-22,1308.05,1308,1320.45,1300.1,1307.5,1307.2,1311.19,4006795,5253688053,95450,1117463,27.89
+TATASTEEL,EQ,01-Apr-22,1307.2,1310,1340.9,1305.45,1317.15,1317.1,1321.2,5532159,7309088664,122345,1187849,21.47
+TATASTEEL,EQ,04-Apr-22,1317.1,1317.1,1354,1314.45,1340.2,1341.9,1336.98,6967032,9314756763,140874,2712152,38.93
+TATASTEEL,EQ,05-Apr-22,1341.9,1348.45,1358,1329.25,1344,1344.9,1343.14,6329642,8501575039,139394,1373138,21.69
+TATASTEEL,EQ,06-Apr-22,1344.9,1350,1386.7,1346.8,1370,1370.75,1370.35,11409754,15635306606,231426,2219075,19.45
+TATASTEEL,EQ,07-Apr-22,1370.75,1377,1381,1341,1353.7,1349.5,1360.25,5565064,7569859990,131239,1486268,26.71
+TATASTEEL,EQ,08-Apr-22,1349.5,1360.95,1379.95,1356.25,1366.05,1370.75,1368.69,5228771,7156591391,106015,1431420,27.38
+TATASTEEL,EQ,11-Apr-22,1370.75,1370.7,1384,1353,1354.55,1357.9,1368.12,4477882,6126268528,112838,1424621,31.81
+TATASTEEL,EQ,12-Apr-22,1357.9,1353,1359.95,1296.1,1322,1320.25,1315.64,6919168,9103139740,166013,1876861,27.13
+TATASTEEL,EQ,13-Apr-22,1320.25,1334.95,1346,1315,1316.05,1319.5,1328.33,4493780,5969226934,104277,893999,19.89
+TATASTEEL,EQ,18-Apr-22,1319.5,1331.9,1358.05,1328.85,1340.25,1339.1,1343.07,8070042,10838623714,233360,2180780,27.02
+TATASTEEL,EQ,19-Apr-22,1339.1,1352.6,1366.65,1309,1315,1326.6,1350.88,6477219,8749930979,154119,2125079,32.81
+TATASTEEL,EQ,20-Apr-22,1326.6,1329.7,1336.45,1303.05,1315.9,1314.25,1318.65,5410021,7133940459,131794,2001195,36.99
+TATASTEEL,EQ,21-Apr-22,1314.25,1316,1322.75,1285.85,1307,1302.15,1301.15,6669028,8677427231,168216,1794176,26.9
+TATASTEEL,EQ,22-Apr-22,1302.15,1301.6,1311.55,1273.75,1278.95,1277.55,1291.07,5584823,7210390041,159826,1893755,33.91
+TATASTEEL,EQ,25-Apr-22,1277.55,1250,1262.95,1212.8,1223,1220.35,1233.13,7231046,8916844390,230680,2191927,30.31
+TATASTEEL,EQ,26-Apr-22,1220.35,1235,1241.7,1225,1232.8,1233.6,1233.12,4481271,5525948859,128605,1329915,29.68
+TATASTEEL,EQ,27-Apr-22,1233.6,1227,1255,1210.4,1249,1246.7,1231.77,7120974,8771371654,175421,2274656,31.94
+TATASTEEL,EQ,28-Apr-22,1246.7,1259.5,1268.65,1243,1258.65,1260.85,1255.22,5129583,6438734682,130108,1642776,32.03
+TATASTEEL,EQ,29-Apr-22,1260.85,1268,1291.7,1265.65,1270,1271.05,1279.58,5717352,7315837150,129717,1818040,31.8
+TATASTEEL,EQ,02-May-22,1271.05,1257,1302.75,1248.75,1297,1295.2,1278.27,5442617,6957139104,119557,1845085,33.9
+TATASTEEL,EQ,04-May-22,1295.2,1327.3,1330,1254.5,1266,1261.35,1289.6,13837402,17844727443,357495,4152302,30.01
+TATASTEEL,EQ,05-May-22,1261.35,1280,1316.5,1278,1288,1284.25,1297.73,8733816,11334156939,210766,1830516,20.96
+TATASTEEL,EQ,06-May-22,1284.25,1268,1290,1243,1287,1283.7,1263.22,6925676,8748619579,187318,1652177,23.86
+TATASTEEL,EQ,09-May-22,1283.7,1260,1274.2,1244,1251.2,1252.25,1258.06,5055297,6359852196,137090,1300573,25.73
+TATASTEEL,EQ,10-May-22,1252.25,1251,1254.65,1158.55,1161.25,1164.9,1196.85,14553742,17418666399,344143,5591353,38.42
+TATASTEEL,EQ,11-May-22,1164.9,1175,1190.9,1123.4,1172.9,1165.7,1156.89,10706315,12386051281,243457,2587084,24.16
+TATASTEEL,EQ,12-May-22,1165.7,1156.9,1162.4,1103,1118.9,1117.7,1123.94,9419161,10586609044,258893,2995396,31.8
+TATASTEEL,EQ,13-May-22,1117.7,1135,1151.8,1092,1094.85,1097,1121.87,8292441,9303075385,216773,2348010,28.32
+TATASTEEL,EQ,16-May-22,1097,1119,1134.8,1094,1109,1103.5,1113.49,6266527,6977732748,166059,1299070,20.73
+TATASTEEL,EQ,17-May-22,1103.5,1124,1197.2,1115.35,1188.65,1188.7,1159.41,11287601,13086910017,266051,2819702,24.98
+TATASTEEL,EQ,18-May-22,1188.7,1197,1209,1175,1182,1180.25,1188.16,8157580,9692512041,181740,1864461,22.86
+TATASTEEL,EQ,19-May-22,1180.25,1151,1154.9,1115.2,1129,1122.15,1131.89,6654563,7532244312,203644,1967051,29.56
+TATASTEEL,EQ,20-May-22,1122.15,1162.35,1178.4,1141.2,1169,1170.6,1160.8,6552750,7606442067,151877,1072377,16.37
+TATASTEEL,EQ,23-May-22,1170.6,1097,1097,1001.55,1026.35,1022.95,1028.79,27388346,28176958026,679018,9642101,35.21
+TATASTEEL,EQ,24-May-22,1022.95,1031,1039.9,1002,1005.5,1006.35,1019.59,12311666,12552845856,334234,3727672,30.28
+TATASTEEL,EQ,25-May-22,1006.35,1006.35,1018.35,991.8,998.45,999.1,1003.91,9934340,9973206377,259288,2833681,28.52
+TATASTEEL,EQ,26-May-22,999.1,1007,1067.55,995.25,1049.9,1052,1033.14,15053673,15552552283,307131,4267397,28.35
+TATASTEEL,EQ,27-May-22,1052,1062.5,1067.65,1032,1043,1043.5,1046.56,7477220,7825323762,171055,1350881,18.07
+TATASTEEL,EQ,30-May-22,1043.5,1059,1063.8,1043.5,1047,1047.45,1052.09,7270159,7648867515,174459,2152267,29.6
+TATASTEEL,EQ,31-May-22,1047.45,1045,1071.9,1037,1055.75,1055.65,1059.42,12124885,12845390666,218150,4978154,41.06
+TATASTEEL,EQ,01-Jun-22,1055.65,1065.5,1079,1053.3,1061,1063.55,1065.59,9405529,10022443775,196673,3619999,38.49
+TATASTEEL,EQ,02-Jun-22,1063.55,1067.75,1084.75,1059.1,1081,1081.55,1071.47,7917704,8483566201,176345,2929440,37
+TATASTEEL,EQ,03-Jun-22,1081.55,1092,1092.8,1065,1067,1067.3,1075.73,5395486,5804071537,134583,1753630,32.5
+TATASTEEL,EQ,06-Jun-22,1067.3,1065,1082.9,1049.2,1079,1078.1,1070.79,5726249,6131623842,157272,1280696,22.37
+TATASTEEL,EQ,07-Jun-22,1078.1,1067,1081.5,1063.55,1069,1068.5,1069.34,4334157,4634674457,89594,1552632,35.82
+TATASTEEL,EQ,08-Jun-22,1068.5,1081,1088.9,1074.05,1086.25,1086.75,1083.69,6473434,7015173441,183637,2287673,35.34
+TATASTEEL,EQ,09-Jun-22,1086.75,1074.95,1087.25,1041.2,1041.35,1044.85,1055.38,9854781,10400542210,247940,3909091,39.67
+TATASTEEL,EQ,10-Jun-22,1044.85,1030,1031.4,1010.65,1023,1023.7,1020.74,9522563,9720036515,235426,2310147,24.26
+TATASTEEL,EQ,13-Jun-22,1023.7,1004.3,1012,990,995,991.95,998.95,8223575,8214919302,264924,3224156,39.21
+TATASTEEL,EQ,14-Jun-22,991.95,988.25,1013.7,985.55,997.05,996.15,1001.17,7720260,7729330687,173596,2688330,34.82
+TATASTEEL,EQ,15-Jun-22,996.15,953.95,974.25,950.65,960.5,959.55,961.7,9244333,8890289550,224117,2543989,27.52
+TATASTEEL,EQ,16-Jun-22,959.55,975,975,898.2,898.65,901.7,931.04,12274105,11427723603,337857,3607296,29.39
+TATASTEEL,EQ,17-Jun-22,901.7,898,927.4,895.5,907,906.7,912.33,12129026,11065731967,269485,3110853,25.65
+TATASTEEL,EQ,20-Jun-22,906.7,905,905,842.65,865,861.4,861.47,13986689,12049109008,296336,3276359,23.42
+TATASTEEL,EQ,21-Jun-22,861.4,875,895.5,864,882.55,884.8,876.6,12452697,10916019464,223878,3111526,24.99
+TATASTEEL,EQ,22-Jun-22,884.8,872.95,873.85,835.7,836.8,838.1,849.47,10987739,9333787064,282263,2974060,27.07
+TATASTEEL,EQ,23-Jun-22,838.1,840,855.95,827,840.75,841.3,841.5,11151584,9384044004,241728,2197275,25.27
+TATASTEEL,EQ,24-Jun-22,841.3,850,864.75,844.65,851.8,852.85,853.23,8543381,7289500678,180026,1939222,22.7
+TATASTEEL,EQ,27-Jun-22,852.85,870.5,878.85,863.05,867,867.85,870.4,7281473,6337792524,153032,1644273,22.58
+TATASTEEL,EQ,28-Jun-22,867.85,866,884.4,860.4,880,878.9,873.85,8464733,7396932361,169907,1732375,20.47
+TATASTEEL,EQ,29-Jun-22,878.9,870,888.8,868.5,879,881.6,881.03,7231847,6371473362,167663,1573597,21.76
+TATASTEEL,EQ,30-Jun-22,881.6,881.5,894.5,863.3,864.5,867.05,877.46,8467209,7429607359,211151,2942932,34.76
+TATASTEEL,EQ,01-Jul-22,867.05,866.95,875,859.1,871.2,872.85,866.84,5476189,4747001323,123156,1041330,19.02
+TATASTEEL,EQ,04-Jul-22,872.85,868.5,871.2,843.3,854.9,854.55,851.17,7755441,6601228052,178798,1965344,25.34
+TATASTEEL,EQ,05-Jul-22,854.55,862,879.2,857.8,859.95,860.15,868.56,7905829,6866701254,165787,1864477,23.58
+TATASTEEL,EQ,06-Jul-22,860.15,858.45,861.1,838.05,859,858.15,847.67,8143971,6903395021,180324,1491518,18.31
+TATASTEEL,EQ,07-Jul-22,858.15,867,906.55,858.5,906.5,900,881.13,11100794,9781286467,191485,2962368,26.69
+TATASTEEL,EQ,08-Jul-22,900,917.9,917.9,880.5,885.25,885.9,889.86,11200063,9966519525,192857,2683729,23.96
+TATASTEEL,EQ,11-Jul-22,885.9,885.2,929,875.05,912.9,912.75,907.93,15019334,13636472253,247195,2681161,17.85
+TATASTEEL,EQ,12-Jul-22,912.75,904.9,915.95,893.6,902,902.1,902.2,10017505,9037768426,179371,1870728,18.67
+TATASTEEL,EQ,13-Jul-22,902.1,905.95,914.2,900.65,903.7,904.85,906.95,7013511,6360873099,128092,1388458,19.8
+TATASTEEL,EQ,14-Jul-22,904.85,910,911,895,908,908,903.26,7449858,6729154713,126538,1122046,15.06
+TATASTEEL,EQ,15-Jul-22,908,905,910.3,877.5,884.05,883.8,891.31,8125351,7242237144,168508,2241082,27.58
+TATASTEEL,EQ,18-Jul-22,883.8,897,908,892.25,904,904.3,900.76,7306081,6581015541,142942,1454738,19.91
+TATASTEEL,EQ,19-Jul-22,904.3,901,921.9,901,920,919.45,916.94,8534158,7825312413,158735,2441360,28.61
+TATASTEEL,EQ,20-Jul-22,919.45,935.95,938,925.2,926.5,928.45,931.58,7708865,7181425855,169795,2249623,29.18
+TATASTEEL,EQ,21-Jul-22,928.45,930,938.85,924.5,936,934.3,933.79,5087714,4750878151,109848,1443140,28.37
+TATASTEEL,EQ,22-Jul-22,934.3,942.5,944,932,935.9,936.05,938.09,4860894,4559941726,110550,1310512,26.96
+TATASTEEL,BL,25-Jul-22,1297.85,936.05,936.05,936.05,936.05,936.05,936.05,993432,929902023.6,1,-,-
+TATASTEEL,EQ,25-Jul-22,936.05,935,964.85,933.6,964.7,960.7,955.02,9963563,9515399224,205117,2098845,21.07
+TATASTEEL,EQ,26-Jul-22,960.7,972,976.7,946.05,947.95,949.5,959.86,12626469,12119595066,228226,2835546,22.46
+TATASTEEL,EQ,27-Jul-22,949.5,951,961.55,943.6,960.4,959.4,953.43,5255902,5011119638,144783,1525216,29.02
+TATASTEEL,EQ,28-Jul-22,959.4,98.1,102,97.15,100.2,100.35,99.48,137156107,13644336927,628262,52403544,38.21
+TATASTEEL,EQ,29-Jul-22,100.35,103,109.3,102.15,107.8,107.6,106.71,166959934,17816038805,618198,45709393,27.38
+TATASTEEL,EQ,01-Aug-22,107.6,110.5,111.45,106.15,108.25,108.25,108.42,125365761,13592194356,468883,46049399,36.73
+TATASTEEL,EQ,02-Aug-22,108.25,108,108,105.35,106.9,107,106.84,64935371,6937671692,279505,25645011,39.49
+TATASTEEL,EQ,03-Aug-22,107,107,108.45,106,107.1,107.05,106.93,61428846,6568325455,235976,24921187,40.57
+TATASTEEL,EQ,04-Aug-22,107.05,107.5,109.5,106.05,107.6,107.7,107.86,79526154,8577818116,275745,21960173,27.61
+TATASTEEL,EQ,05-Aug-22,107.7,107.65,109.25,107.1,107.3,107.35,108.04,54469112,5885013963,179580,21748810,39.93
+TATASTEEL,BL,08-Aug-22,936.05,107.35,107.35,107.35,107.35,107.35,107.35,19868640,2132898504,1,-,-
+TATASTEEL,EQ,08-Aug-22,107.35,107.85,108.15,106.7,107.25,107.2,107.35,41384943,4442543902,162485,19609516,47.38
+TATASTEEL,EQ,10-Aug-22,107.2,107.9,109.9,106.5,109.2,109.2,108.23,73880698,7996457230,241058,30712627,41.57
+TATASTEEL,EQ,11-Aug-22,109.2,110.3,110.65,108.6,109,109.1,109.49,75321498,8247181080,215699,39381581,52.28
+TATASTEEL,EQ,12-Aug-22,109.1,109.35,112.9,108.8,112.8,112.65,111.88,95942333,10733610778,307921,35326682,36.82
+TATASTEEL,EQ,16-Aug-22,112.65,113.7,113.7,111.1,113,113,112.55,69207437,7789100717,238391,26290102,37.99
+TATASTEEL,EQ,17-Aug-22,113,113.5,113.5,112.25,112.4,112.5,112.85,54008422,6094999818,207669,24020456,44.48
+TATASTEEL,EQ,18-Aug-22,112.5,112.5,113,111.4,112.7,112.55,112.33,49396425,5548515768,179401,18286646,37.02
+TATASTEEL,EQ,19-Aug-22,112.55,112.55,112.9,109.55,109.75,110.05,111.08,57134813,6346785641,227022,25346066,44.36
+TATASTEEL,EQ,22-Aug-22,110.05,109.5,109.6,104.7,105.2,105.05,106.79,74037526,7906795316,402941,32951090,44.51
+TATASTEEL,EQ,23-Aug-22,105.05,104.2,108.25,103.5,107.9,107.6,106.67,70531639,7523872407,262215,15384329,21.81
+TATASTEEL,EQ,24-Aug-22,107.6,107.55,108.15,105.75,106.3,106.55,106.69,55686404,5941287674,247974,23873047,42.87
+TATASTEEL,EQ,25-Aug-22,106.55,107.05,107.9,105.75,106.5,106.25,106.98,42186335,4513082705,172570,15482904,36.7
+TATASTEEL,EQ,26-Aug-22,106.25,107.25,109.2,107.1,107.5,107.35,108.14,71257092,7705922708,215991,28899887,40.56
+TATASTEEL,EQ,29-Aug-22,107.35,104.05,105.65,103.25,105.05,104.85,104.73,59895805,6272782501,301406,25491529,42.56
+TATASTEEL,EQ,30-Aug-22,104.85,106.5,108.5,106.05,108.45,108.3,107.44,67401780,7241568191,194644,30716881,45.57
+TATASTEEL,EQ,01-Sep-22,108.3,107,107.75,105.9,106.6,106.4,106.64,52454732,5593727757,216010,23378824,44.57
+TATASTEEL,EQ,02-Sep-22,106.4,107,107,105,105.6,105.5,105.79,45601352,4824328208,199259,16669253,36.55
+TATASTEEL,EQ,05-Sep-22,105.5,106.05,107.3,105.8,106.8,106.9,106.8,40352735,4309547187,151617,14171917,35.12
+TATASTEEL,EQ,06-Sep-22,106.9,107.4,108.8,106.05,108.5,108.6,107.47,59505849,6395325841,188792,24885088,41.82