From b83903f08eed0b9ec0e73ff5fa5766db2a10cb44 Mon Sep 17 00:00:00 2001 From: harsh2084 Date: Wed, 10 Apr 2024 00:30:52 +0530 Subject: [PATCH] DAY3 --- DAY3/FileX3.ipynb | 1 + DAY3/data23.csv | 252 ++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 253 insertions(+) create mode 100644 DAY3/FileX3.ipynb create mode 100644 DAY3/data23.csv diff --git a/DAY3/FileX3.ipynb b/DAY3/FileX3.ipynb new file mode 100644 index 0000000..f03b814 --- /dev/null +++ b/DAY3/FileX3.ipynb @@ -0,0 +1 @@ +{"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":["
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SymbolSeriesDatePrev CloseOpen PriceHigh PriceLow PriceLast PriceClose PriceAverage PriceTotal Traded QuantityTurnoverNo. of TradesDeliverable Qty% Dly Qt to Traded Qty
0TATASTEELEQ07-Sep-211437.001444.001459.001420.651421.501428.701439.4063527179.144124e+09145446116940518.41
1TATASTEELEQ08-Sep-211428.701426.001442.651418.601428.001429.851430.4646762246.689153e+0911477591626819.59
2TATASTEELEQ09-Sep-211429.851420.001451.951420.001446.901447.001441.0853130307.656487e+09137267137640425.91
3TATASTEELEQ13-Sep-211447.001447.001472.001436.501470.001463.451451.6256702088.230985e+09133505181052631.93
4TATASTEELEQ14-Sep-211463.451476.001476.001449.001451.401452.301461.4055037678.043210e+09133997137879225.05
................................................
246TATASTEELEQ30-Aug-22104.85106.50108.50106.05108.45108.30107.44674017807.241568e+091946443071688145.57
247TATASTEELEQ01-Sep-22108.30107.00107.75105.90106.60106.40106.64524547325.593728e+092160102337882444.57
248TATASTEELEQ02-Sep-22106.40107.00107.00105.00105.60105.50105.79456013524.824328e+091992591666925336.55
249TATASTEELEQ05-Sep-22105.50106.05107.30105.80106.80106.90106.80403527354.309547e+091516171417191735.12
250TATASTEELEQ06-Sep-22106.90107.40108.80106.05108.50108.60107.47595058496.395326e+091887922488508841.82
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251 rows × 15 columns

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"],"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":["
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SymbolSeriesDatePrev CloseOpen PriceHigh PriceLow PriceLast PriceClose PriceAverage PriceTotal Traded QuantityTurnoverNo. of TradesDeliverable Qty% Dly Qt to Traded Qty
248TATASTEELEQ02-Sep-22106.4107.00107.0105.00105.6105.5105.79456013524.824328e+091992591666925336.55
249TATASTEELEQ05-Sep-22105.5106.05107.3105.80106.8106.9106.80403527354.309547e+091516171417191735.12
250TATASTEELEQ06-Sep-22106.9107.40108.8106.05108.5108.6107.47595058496.395326e+091887922488508841.82
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"],"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":["
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Prev CloseOpen PriceHigh PriceLow PriceLast PriceClose PriceAverage PriceTotal Traded QuantityTurnoverNo. of Trades
count251.000000251.000000251.000000251.000000251.000000251.000000251.0000002.510000e+022.510000e+02251.000000
mean1072.1705181066.6635461081.6382471047.3641431062.2468131062.5970121064.4200801.495817e+079.653725e+09206227.880478
std352.313161363.535946368.222332356.798670361.549502361.786357362.5251492.169669e+075.027487e+09102844.416494
min100.35000098.100000102.00000097.150000100.200000100.35000099.4800006.744340e+058.781850e+081.000000
25%1033.6000001018.5000001035.650000998.4000001014.2500001014.6500001020.1650005.731654e+066.431742e+09141785.500000
50%1173.0000001168.3000001186.6000001151.5500001169.1000001169.7000001169.6800008.179588e+068.501575e+09181740.000000
75%1296.6250001302.0000001317.9000001273.4500001295.5000001295.9000001296.8050001.134868e+071.124498e+10239925.000000
max1463.4500001476.0000001476.0000001449.0000001470.0000001463.4500001461.4000001.669599e+083.651238e+10680557.000000
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"],"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":["
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SymbolSeriesDatePrev CloseOpen PriceHigh PriceLow PriceLast PriceClose PriceAverage PriceTotal Traded QuantityTurnoverNo. of TradesDeliverable Qty% Dly Qt to Traded Qty
0TATASTEELEQ07-Sep-211437.001444.01459.001420.651421.51428.701439.4063527179.144124e+09145446116940518.41
1TATASTEELEQ08-Sep-211428.701426.01442.651418.601428.01429.851430.4646762246.689153e+0911477591626819.59
2TATASTEELEQ09-Sep-211429.851420.01451.951420.001446.91447.001441.0853130307.656487e+09137267137640425.91
3TATASTEELEQ13-Sep-211447.001447.01472.001436.501470.01463.451451.6256702088.230985e+09133505181052631.93
4TATASTEELEQ14-Sep-211463.451476.01476.001449.001451.41452.301461.4055037678.043210e+09133997137879225.05
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"],"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":["
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DateOpen PriceClose Price
007-Sep-211444.001428.70
108-Sep-211426.001429.85
209-Sep-211420.001447.00
313-Sep-211447.001463.45
414-Sep-211476.001452.30
............
24630-Aug-22106.50108.30
24701-Sep-22107.00106.40
24802-Sep-22107.00105.50
24905-Sep-22106.05106.90
25006-Sep-22107.40108.60
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251 rows × 3 columns

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"],"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":["
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DatePrev CloseOpen PriceHigh PriceLow PriceLast PriceClose PriceAverage PriceTotal Traded QuantityTurnoverNo. of TradesDeliverable Qty% Dly Qt to Traded Qty
22428-Jul-22959.4098.10102.0097.15100.20100.3599.481371561071.364434e+106282625240354438.21
22529-Jul-22100.35103.00109.30102.15107.80107.60106.711669599341.781604e+106181984570939327.38
24529-Aug-22107.35104.05105.65103.25105.05104.85104.73598958056.272783e+093014062549152942.56
24123-Aug-22105.05104.20108.25103.50107.90107.60106.67705316397.523872e+092622151538432921.81
24022-Aug-22110.05109.50109.60104.70105.20105.05106.79740375267.906795e+094029413295109044.51
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"],"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":["
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DatePrev CloseOpen PriceHigh PriceLow PriceLast PriceClose PriceAverage PriceTotal Traded QuantityTurnoverNo. of TradesDeliverable Qty% Dly Qt to Traded Qty
414-Sep-211463.451476.01476.001449.001451.401452.301461.4055037678.043210e+09133997137879225.05
515-Sep-211452.301452.31463.701444.401453.051455.101454.4044174646.424749e+09117061102799223.27
313-Sep-211447.001447.01472.001436.501470.001463.451451.6256702088.230985e+09133505181052631.93
616-Sep-211455.101460.01471.901431.251436.901436.751445.7656067978.106102e+09148967174493831.12
209-Sep-211429.851420.01451.951420.001446.901447.001441.0853130307.656487e+09137267137640425.91
007-Sep-211437.001444.01459.001420.651421.501428.701439.4063527179.144124e+09145446116940518.41
108-Sep-211428.701426.01442.651418.601428.001429.851430.4646762246.689153e+0911477591626819.59
2818-Oct-211375.051418.01424.751391.101408.001411.051412.00109232301.542364e+10254274350473832.09
2919-Oct-211411.051421.01426.551357.551369.001366.901395.2987569241.221842e+10181679270228430.86
717-Sep-211436.751437.01440.301360.001382.801385.901387.18195720302.714996e+10445794779632639.83
\n","
"],"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":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
DatePrev CloseOpen PriceHigh PriceLow PriceLast PriceClose PriceAverage PriceTotal Traded QuantityTurnoverNo. of TradesDeliverable Qty% Dly Qt to Traded QtyProfit
12028-Feb-221145.351134.001225.001129.201217.901220.751196.83176054462.107077e+10408543555647931.56-86.75
12102-Mar-221220.751220.751299.601218.551288.751289.351280.64248475323.182069e+10612717978499939.38-68.60
8913-Jan-221147.201154.001225.501152.151219.001221.151200.08157231161.886896e+10350847432698727.52-67.15
17117-May-221103.501124.001197.201115.351188.651188.701159.41112876011.308691e+10266051281970224.98-64.70
10101-Feb-221085.551104.901174.451086.401166.551167.351134.27170752681.936795e+10364400312260718.29-62.45
\n","
"],"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":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
012
007Sep21
108Sep21
209Sep21
313Sep21
414Sep21
\n","
"],"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":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
Prev CloseOpen PriceHigh PriceLow PriceLast PriceClose PriceAverage PriceTotal Traded QuantityTurnoverNo. of TradesProfit
Year
217206.07213.07301.67144.757217.87221.37223.96275159463.976396e+10664990-8.3
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"],"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 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