Fetch data from the National Stock Exchange, India.
NSE (National Stock Exchange) is the leading stock exchange of India, located in the city of Mumbai. While users can manually download data from NSE through a browser, importing this data into R becomes cumbersome. The nse2r R package implements the retrieval of data from NSE and aims to reduce the pre-processing steps needed in analyzing such data.
nse2r is inspired by and a port of the Python package nsetools. The authors and contributors for this R package are not affiliated with NSE and NSE does not offer support for this R package.
With nse2r, you can fetch the following data related to:
- stocks
- quote for a given stock
- stock description
- validate stock symbol/ticker
- most actively traded stocks in a month
- 52 week high/low
- top gainers/losers for the last trading session
- index
- list of NSE indices
- validate index symbol/ticker
- quote for a given index
- futures & options
- top gainers/losers for the last trading session
- pre open market data
- nifty
- nifty bank
- indices advances & declines
You can install the development version of nse2r from GitHub with:
# install.packages("devtools")
devtools::install_github("rsquaredacademy/nse2r")nse2r uses consistent prefix nse_ for easy tab completion.
nse_index_for indexnse_stock_for stocksnse_fo_for futures and optionsnse_preopen_for preopen data
nse2r does basic data preprocessing which are listed below:
- modify column data types from
charactertonumericandDate - modify column names
- make them more descriptive
- to
snake_casefromcamelCase
Users can retain the names and format as returned by NSE using the
clean_names argument and setting it to FALSE.
nse_index_quote()
#> index_name last_traded_price change percent_change
#> 1 NIFTY 50 Pre Open 18044.3500 -112.65 -0.62
#> 2 NIFTY 50 18028.2000 -128.80 -0.71
#> 3 NIFTY NEXT 50 42778.1000 -421.60 -0.98
#> 4 NIFTY100 LIQ 15 4697.0500 -69.60 -1.46
#> 5 NIFTY BANK 41603.7500 -179.45 -0.43
#> 6 INDIA VIX 15.5675 -0.35 -2.18
#> 7 NIFTY 100 18267.1000 -139.15 -0.76
#> 8 NIFTY 500 15440.0000 -127.25 -0.82
#> 9 NIFTY MIDCAP 100 31358.6500 -367.65 -1.16
#> 10 NIFTY MIDCAP 50 8675.0500 -85.25 -0.97
#> 11 NIFTY INFRA 5222.0000 -41.90 -0.80
#> 12 NIFTY REALTY 440.9000 -0.65 -0.15
#> 13 NIFTY ENERGY 26712.2500 -229.35 -0.85
#> 14 NIFTY FMCG 44586.9000 -239.65 -0.53
#> 15 NIFTY MNC 20029.1500 -107.75 -0.54
#> 16 NIFTY PHARMA 12983.1000 -96.40 -0.74
#> 17 NIFTY PSE 4276.2500 -36.75 -0.85
#> 18 NIFTY PSU BANK 3786.0000 -49.20 -1.28
#> 19 NIFTY SERV SECTOR 24691.7500 -119.80 -0.48
#> 20 NIFTY IT 28505.7500 -121.05 -0.42
#> 21 NIFTY SMLCAP 100 9668.6000 -112.90 -1.15
#> 22 NIFTY 200 9552.4000 -77.75 -0.81
#> 23 NIFTY AUTO 13080.7500 -260.65 -1.95
#> 24 NIFTY MEDIA 2088.8000 -9.90 -0.47
#> 25 NIFTY METAL 6318.7500 -45.30 -0.71
#> 26 NIFTY DIV OPPS 50 3750.0500 -25.55 -0.68
#> 27 NIFTY COMMODITIES 5873.7500 -76.00 -1.28
#> 28 NIFTY CONSUMPTION 7840.7500 -62.95 -0.80
#> 29 NIFTY CPSE 2809.6500 -19.50 -0.69
#> 30 NIFTY FIN SERVICE 18604.6000 -84.75 -0.45
#> 31 NIFTY GROWSECT 15 8949.1500 -81.70 -0.90
#> 32 NIFTY50 VALUE 20 9007.2500 -58.00 -0.64
#> 33 NIFTY50 TR 2X LEV 12440.8000 -181.10 -1.43
#> 34 NIFTY50 PR 2X LEV 8911.4500 -129.75 -1.44
#> 35 NIFTY50 TR 1X INV 210.7000 1.55 0.74
#> 36 NIFTY50 PR 1X INV 248.7500 1.80 0.73
#> 37 NIFTY ALPHA 50 30716.7500 -389.05 -1.25
#> 38 NIFTY50 EQL WGT 20572.0500 -183.35 -0.88
#> 39 NIFTY100 EQL WGT 20853.9500 -197.55 -0.94
#> 40 NIFTY100 LOWVOL30 13214.4500 -61.30 -0.46
#> 41 NIFTY MID LIQ 15 7692.3500 -108.00 -1.38
#> 42 NIFTY PVT BANK 21146.4500 -72.65 -0.34
#> 43 NIFTY100 QUALTY30 3920.3500 -19.80 -0.50
#> 44 NIFTY GS 8 13YR 2307.3400 7.00 0.30
#> 45 NIFTY GS 10YR 2043.1300 5.99 0.29
#> 46 NIFTY GS 10YR CLN 863.3300 2.40 0.28
#> 47 NIFTY GS 4 8YR 2514.3200 6.34 0.25
#> 48 NIFTY GS 11 15YR 2511.7900 10.10 0.40
#> 49 NIFTY GS 15YRPLUS 2717.8500 6.83 0.25
#> 50 NIFTY GS COMPSITE 2381.6200 8.18 0.34
#> 51 NIFTY MIDCAP 150 11881.9500 -109.30 -0.91
#> 52 NIFTY SMLCAP 50 4285.4000 -58.85 -1.35
#> 53 NIFTY SMLCAP 250 9359.5000 -116.35 -1.23
#> 54 NIFTY MIDSML 400 10976.5000 -112.65 -1.02
#> 55 NIFTY200 QUALTY30 14520.1000 -49.00 -0.34
# retain original column names as returned by NSE
nse_index_quote(clean_names = FALSE)
#> skipped lastPrice change pChange
#> 1 NIFTY 50 Pre Open 18044.3500 -112.65 -0.62
#> 2 NIFTY 50 18028.2000 -128.80 -0.71
#> 3 NIFTY NEXT 50 42778.1000 -421.60 -0.98
#> 4 NIFTY100 LIQ 15 4697.0500 -69.60 -1.46
#> 5 NIFTY BANK 41603.7500 -179.45 -0.43
#> 6 INDIA VIX 15.5675 -0.35 -2.18
#> 7 NIFTY 100 18267.1000 -139.15 -0.76
#> 8 NIFTY 500 15440.0000 -127.25 -0.82
#> 9 NIFTY MIDCAP 100 31358.6500 -367.65 -1.16
#> 10 NIFTY MIDCAP 50 8675.0500 -85.25 -0.97
#> 11 NIFTY INFRA 5222.0000 -41.90 -0.80
#> 12 NIFTY REALTY 440.9000 -0.65 -0.15
#> 13 NIFTY ENERGY 26712.2500 -229.35 -0.85
#> 14 NIFTY FMCG 44586.9000 -239.65 -0.53
#> 15 NIFTY MNC 20029.1500 -107.75 -0.54
#> 16 NIFTY PHARMA 12983.1000 -96.40 -0.74
#> 17 NIFTY PSE 4276.2500 -36.75 -0.85
#> 18 NIFTY PSU BANK 3786.0000 -49.20 -1.28
#> 19 NIFTY SERV SECTOR 24691.7500 -119.80 -0.48
#> 20 NIFTY IT 28505.7500 -121.05 -0.42
#> 21 NIFTY SMLCAP 100 9668.6000 -112.90 -1.15
#> 22 NIFTY 200 9552.4000 -77.75 -0.81
#> 23 NIFTY AUTO 13080.7500 -260.65 -1.95
#> 24 NIFTY MEDIA 2088.8000 -9.90 -0.47
#> 25 NIFTY METAL 6318.7500 -45.30 -0.71
#> 26 NIFTY DIV OPPS 50 3750.0500 -25.55 -0.68
#> 27 NIFTY COMMODITIES 5873.7500 -76.00 -1.28
#> 28 NIFTY CONSUMPTION 7840.7500 -62.95 -0.80
#> 29 NIFTY CPSE 2809.6500 -19.50 -0.69
#> 30 NIFTY FIN SERVICE 18604.6000 -84.75 -0.45
#> 31 NIFTY GROWSECT 15 8949.1500 -81.70 -0.90
#> 32 NIFTY50 VALUE 20 9007.2500 -58.00 -0.64
#> 33 NIFTY50 TR 2X LEV 12440.8000 -181.10 -1.43
#> 34 NIFTY50 PR 2X LEV 8911.4500 -129.75 -1.44
#> 35 NIFTY50 TR 1X INV 210.7000 1.55 0.74
#> 36 NIFTY50 PR 1X INV 248.7500 1.80 0.73
#> 37 NIFTY ALPHA 50 30716.7500 -389.05 -1.25
#> 38 NIFTY50 EQL WGT 20572.0500 -183.35 -0.88
#> 39 NIFTY100 EQL WGT 20853.9500 -197.55 -0.94
#> 40 NIFTY100 LOWVOL30 13214.4500 -61.30 -0.46
#> 41 NIFTY MID LIQ 15 7692.3500 -108.00 -1.38
#> 42 NIFTY PVT BANK 21146.4500 -72.65 -0.34
#> 43 NIFTY100 QUALTY30 3920.3500 -19.80 -0.50
#> 44 NIFTY GS 8 13YR 2307.3400 7.00 0.30
#> 45 NIFTY GS 10YR 2043.1300 5.99 0.29
#> 46 NIFTY GS 10YR CLN 863.3300 2.40 0.28
#> 47 NIFTY GS 4 8YR 2514.3200 6.34 0.25
#> 48 NIFTY GS 11 15YR 2511.7900 10.10 0.40
#> 49 NIFTY GS 15YRPLUS 2717.8500 6.83 0.25
#> 50 NIFTY GS COMPSITE 2381.6200 8.18 0.34
#> 51 NIFTY MIDCAP 150 11881.9500 -109.30 -0.91
#> 52 NIFTY SMLCAP 50 4285.4000 -58.85 -1.35
#> 53 NIFTY SMLCAP 250 9359.5000 -116.35 -1.23
#> 54 NIFTY MIDSML 400 10976.5000 -112.65 -1.02
#> 55 NIFTY200 QUALTY30 14520.1000 -49.00 -0.34nse_stock_top_gainers()
#> symbol series last_corp_announcement_date
#> 1 HEROMOTOCO EQ 2022-07-27
#> 2 HDFCBANK EQ 2022-05-12
#> 3 KOTAKBANK EQ 2022-08-11
#> 4 ONGC EQ 2022-08-18
#> 5 BHARTIARTL EQ 2022-08-01
#> 6 UPL EQ 2022-07-27
#> 7 ADANIPORTS EQ 2022-07-14
#> 8 DRREDDY EQ 2022-07-11
#> 9 HINDUNILVR EQ 2022-11-01
#> 10 HDFC EQ 2022-05-31
#> last_corp_announcement open_price high_price
#> 1 Annual General Meeting/Dividend - Rs 35 Per Share 2651.45 2722.00
#> 2 Dividend - Rs 15.50 Per Share 1497.10 1527.00
#> 3 Dividend - Rs 1.10 Per Share 1895.00 1915.00
#> 4 Dividend - Rs 3.25 Per Share 137.50 140.85
#> 5 Dividend - Rs 3 Per Share 819.80 830.70
#> 6 Dividend - Rs 10 Per Share 754.95 758.60
#> 7 Dividend - Rs 5 Per Share 894.00 898.00
#> 8 Annual General Meeting/Dividend - Rs 30 Per Share 4539.95 4616.00
#> 9 Interim Dividend - Rs 17 Per Share 2504.00 2538.00
#> 10 Dividend - Rs 30 Per Share 2480.20 2508.40
#> low_price last_traded_price prev_close_price percent_change traded_quantity
#> 1 2626.35 2715.0 2651.50 2.39 706321
#> 2 1495.05 1527.0 1508.35 1.24 6387091
#> 3 1891.70 1913.6 1893.40 1.07 2510124
#> 4 137.40 139.9 138.65 0.90 15908521
#> 5 817.55 826.0 819.05 0.85 4425290
#> 6 748.05 757.0 753.60 0.45 4929698
#> 7 876.30 894.0 890.80 0.36 9906420
#> 8 4528.00 4550.0 4534.90 0.33 591953
#> 9 2501.05 2515.4 2508.80 0.26 1459152
#> 10 2467.80 2506.0 2503.50 0.10 2403520
#> turnover_in_lakhs
#> 1 18989.16
#> 2 96531.94
#> 3 47793.51
#> 4 22174.89
#> 5 36499.79
#> 6 37132.46
#> 7 87915.51
#> 8 27035.62
#> 9 36734.59
#> 10 59829.38
# retain original column names as returned by NSE
nse_stock_top_gainers(clean_names = FALSE)
#> symbol series lastCorpAnnouncementDate
#> 1 HEROMOTOCO EQ 2022-07-27
#> 2 HDFCBANK EQ 2022-05-12
#> 3 KOTAKBANK EQ 2022-08-11
#> 4 ONGC EQ 2022-08-18
#> 5 BHARTIARTL EQ 2022-08-01
#> 6 UPL EQ 2022-07-27
#> 7 ADANIPORTS EQ 2022-07-14
#> 8 DRREDDY EQ 2022-07-11
#> 9 HINDUNILVR EQ 2022-11-01
#> 10 HDFC EQ 2022-05-31
#> lastCorpAnnouncement openPrice highPrice
#> 1 Annual General Meeting/Dividend - Rs 35 Per Share 2651.45 2722.00
#> 2 Dividend - Rs 15.50 Per Share 1497.10 1527.00
#> 3 Dividend - Rs 1.10 Per Share 1895.00 1915.00
#> 4 Dividend - Rs 3.25 Per Share 137.50 140.85
#> 5 Dividend - Rs 3 Per Share 819.80 830.70
#> 6 Dividend - Rs 10 Per Share 754.95 758.60
#> 7 Dividend - Rs 5 Per Share 894.00 898.00
#> 8 Annual General Meeting/Dividend - Rs 30 Per Share 4539.95 4616.00
#> 9 Interim Dividend - Rs 17 Per Share 2504.00 2538.00
#> 10 Dividend - Rs 30 Per Share 2480.20 2508.40
#> lowPrice ltp previousPrice netPrice tradedQuantity turnoverInLakhs
#> 1 2626.35 2715.0 2651.50 2.39 706321 18989.16
#> 2 1495.05 1527.0 1508.35 1.24 6387091 96531.94
#> 3 1891.70 1913.6 1893.40 1.07 2510124 47793.51
#> 4 137.40 139.9 138.65 0.90 15908521 22174.89
#> 5 817.55 826.0 819.05 0.85 4425290 36499.79
#> 6 748.05 757.0 753.60 0.45 4929698 37132.46
#> 7 876.30 894.0 890.80 0.36 9906420 87915.51
#> 8 4528.00 4550.0 4534.90 0.33 591953 27035.62
#> 9 2501.05 2515.4 2508.80 0.26 1459152 36734.59
#> 10 2467.80 2506.0 2503.50 0.10 2403520 59829.38nse_stock_year_high()
#> symbol symbol_desc
#> 1 ACCELYA Accelya Solutions India Limited
#> 2 ANANTRAJ Anant Raj Limited
#> 3 AXISCADES AXISCADES Technologies Limited
#> 4 BANKBARODA Bank of Baroda
#> 5 BECTORFOOD Mrs. Bectors Food Specialities Limited
#> 6 BIGBLOC Bigbloc Construction Limited
#> 7 BOHRAIND Bohra Industries Limited
#> 8 BSL BSL Limited
#> 9 CORDSCABLE Cords Cable Industries Limited
#> 10 CRAFTSMAN Craftsman Automation Limited
#> 11 DCI Dc Infotech And Communication Limited
#> 12 DSPSILVETF DSP Mutual Fund - DSP Silver ETF
#> 13 ELECON Elecon Engineering Company Limited
#> 14 FEDERALBNK The Federal Bank Limited
#> 15 FOCUS Focus Lighting and Fixtures Limited
#> 16 GILT5YBEES NIPPON INDIA ETF NIFTY 5 YR BENCHMARK GSEC
#> 17 HARDWYN Hardwyn India Limited
#> 18 HDFCSENETF HDFC Mutual Fund - HDFC SENSEX ETF
#> 19 HILTON Hilton Metal Forging Limited
#> 20 HLVLTD HLV LIMITED
#> 21 HPIL Hindprakash Industries Limited
#> 22 ICEMAKE Ice Make Refrigeration Limited
#> 23 ICICINXT50 ICICI Prudential Mutual Fund - ICICI Prudential Nifty Next 50 ETF
#> 24 INDIANB Indian Bank
#> 25 INDRAMEDCO Indraprastha Medical Corporation Limited
#> 26 IONEXCHANG ION Exchange (India) Limited
#> 27 JAIPURKURT Nandani Creation Limited
#> 28 JMCPROJECT JMC Projects (India) Limited
#> 29 JTLINFRA JTL Infra Limited
#> 30 KHAITANLTD Khaitan (India) Limited
#> 31 KOTAKPSUBK Kotak Nifty PSU Bank ETF
#> 32 KRITINUT Kriti Nutrients Limited
#> 33 LAXMIMACH Lakshmi Machine Works Limited
#> 34 LIKHITHA Likhitha Infrastructure Limited
#> 35 LINC Linc Limited
#> 36 MAGNUM Magnum Ventures Limited
#> 37 MASKINVEST Mask Investments Limited
#> 38 MID150BEES NIPPON INDIA ETF NIFTY MIDCAP 150
#> 39 MPSLTD MPS Limited
#> 40 NH Narayana Hrudayalaya Ltd.
#> 41 OILCOUNTUB Oil Country Tubular Limited
#> 42 ORIENTHOT Oriental Hotels Limited
#> 43 PARACABLES Paramount Communications Limited
#> 44 PENIND Pennar Industries Limited
#> 45 RAINBOW Rainbow Childrens Medicare Limited
#> 46 RAJRILTD Raj Rayon Industries Limited
#> 47 REFEX Refex Industries Limited
#> 48 RPGLIFE RPG Life Sciences Limited
#> 49 SAFARI Safari Industries (India) Limited
#> 50 SHREYANIND Shreyans Industries Limited
#> 51 SHRIPISTON Shriram Pistons & Rings Limited
#> 52 SIKKO Sikko Industries Limited
#> 53 SOLARINDS Solar Industries India Limited
#> 54 SPCENET Spacenet Enterprises India Limited
#> 55 SUMIT Sumit Woods Limited
#> 56 UNIONBANK Union Bank of India
#> 57 UTIBANKETF UTI Nifty Bank ETF
#> 58 VGUARD V-Guard Industries Limited
#> 59 ZYDUSLIFE Zydus Lifesciences Limited
#> date new_high year last_traded_price prev_high prev_close change
#> 1 2022-11-09 1492.00 1492.00 1484.00 1435.00 1395.45 88.55
#> 2 2022-11-09 117.95 117.95 114.80 117.90 115.40 -0.60
#> 3 2022-11-09 368.05 368.05 368.05 351.40 350.55 17.50
#> 4 2022-11-09 168.15 168.15 165.55 167.00 166.30 -0.75
#> 5 2021-11-09 424.00 424.00 402.00 424.00 414.80 -12.80
#> 6 2022-09-21 158.15 158.15 157.10 152.30 150.65 6.45
#> 7 2022-11-09 106.25 106.25 106.25 101.20 101.20 5.05
#> 8 2022-10-04 175.40 175.40 168.00 169.65 146.20 21.80
#> 9 2022-01-11 76.40 76.40 73.90 73.90 72.10 1.80
#> 10 2022-11-09 3442.95 3442.95 3370.00 3379.45 3332.80 37.20
#> 11 2022-11-09 151.45 151.45 151.45 144.25 144.25 7.20
#> 12 2022-11-09 63.90 63.90 61.01 62.00 61.42 0.00
#> 13 2022-11-09 449.45 449.45 443.75 439.55 435.25 8.50
#> 14 2022-11-07 139.70 139.70 138.00 139.25 138.10 -0.10
#> 15 2022-11-09 269.70 269.70 251.95 259.95 259.20 -7.25
#> 16 2022-09-29 54.99 54.99 49.74 50.25 49.58 0.16
#> 17 2022-11-09 329.80 329.80 329.80 314.10 314.10 15.70
#> 18 2022-11-09 709.99 709.99 657.99 699.70 663.70 -5.71
#> 19 2022-10-07 82.65 82.65 75.90 80.85 78.75 -2.85
#> 20 2022-11-09 13.00 13.00 11.70 12.35 12.20 -0.50
#> 21 2022-11-09 114.50 114.50 106.50 109.35 109.35 -2.85
#> 22 2022-10-31 315.50 315.50 308.80 314.90 300.55 8.25
#> 23 2022-09-07 52.60 52.60 43.95 51.10 44.55 -0.60
#> 24 2022-11-09 270.00 270.00 265.55 269.70 267.45 -1.90
#> 25 2021-12-03 87.60 87.60 83.35 87.50 84.85 -1.50
#> 26 2022-09-14 2419.95 2419.95 2409.00 2345.00 2234.90 174.10
#> 27 2022-11-09 117.25 117.25 108.55 114.25 114.25 -5.70
#> 28 2022-11-09 124.95 124.95 117.05 118.90 117.80 -0.75
#> 29 2022-11-04 307.70 307.70 305.00 307.60 305.05 -0.05
#> 30 2022-11-09 72.25 72.25 69.50 65.70 65.70 3.80
#> 31 2022-11-09 384.97 384.97 376.40 383.80 381.70 -5.30
#> 32 2022-10-07 60.00 60.00 56.40 57.45 51.50 4.90
#> 33 2022-11-09 13587.00 13587.00 13047.00 13510.00 13484.05 -437.05
#> 34 2022-11-09 404.50 404.50 400.00 404.45 395.35 4.65
#> 35 2022-02-21 362.70 362.70 350.00 339.45 302.25 47.75
#> 36 2022-11-09 28.70 28.70 26.45 24.40 24.40 2.05
#> 37 2022-10-18 148.25 148.25 148.25 142.55 141.20 7.05
#> 38 2022-11-04 133.20 133.20 121.53 129.40 122.23 -0.70
#> 39 2022-11-09 934.90 934.90 880.10 908.75 847.45 32.65
#> 40 2022-10-28 820.00 820.00 768.05 798.00 739.80 28.25
#> 41 2022-10-31 25.30 25.30 24.30 24.45 24.30 0.00
#> 42 2022-11-09 87.60 87.60 81.30 86.45 85.65 -4.35
#> 43 2022-11-09 26.75 26.75 26.75 25.50 25.50 1.25
#> 44 2022-10-31 62.80 62.80 61.40 62.25 60.40 1.00
#> 45 2022-11-04 884.40 884.40 824.50 864.40 846.50 -22.00
#> 46 2022-11-09 27.25 27.25 27.25 26.75 26.75 0.50
#> 47 2022-11-09 241.00 241.00 227.50 204.90 204.90 22.60
#> 48 2022-11-09 918.00 918.00 863.40 907.80 897.60 -34.20
#> 49 2022-10-06 1977.00 1977.00 1920.00 1909.20 1843.30 76.70
#> 50 2022-11-09 161.80 161.80 156.00 154.00 149.00 7.00
#> 51 2022-11-09 994.00 994.00 968.00 990.00 966.50 1.50
#> 52 2022-11-09 130.00 130.00 130.00 124.55 123.85 6.15
#> 53 2022-11-09 4250.00 4250.00 4179.80 4224.85 4167.70 12.10
#> 54 2022-09-21 24.85 24.85 24.85 24.75 23.70 1.15
#> 55 2022-11-09 20.55 20.55 20.55 19.60 19.60 0.95
#> 56 2022-11-09 67.50 67.50 66.60 64.50 64.05 2.55
#> 57 2022-10-24 46.00 46.00 41.80 42.64 42.19 -0.39
#> 58 2022-11-03 268.00 268.00 254.60 264.85 261.90 -7.30
#> 59 2022-11-07 454.05 454.05 435.65 453.95 448.40 -12.75
#> percent_change
#> 1 6.35
#> 2 -0.52
#> 3 4.99
#> 4 -0.45
#> 5 -3.09
#> 6 4.28
#> 7 4.99
#> 8 14.91
#> 9 2.50
#> 10 1.12
#> 11 4.99
#> 12 0.00
#> 13 1.95
#> 14 -0.07
#> 15 -2.80
#> 16 0.32
#> 17 5.00
#> 18 -0.86
#> 19 -3.62
#> 20 -4.10
#> 21 -2.61
#> 22 2.74
#> 23 -1.35
#> 24 -0.71
#> 25 -1.77
#> 26 7.79
#> 27 -4.99
#> 28 -0.64
#> 29 -0.02
#> 30 5.78
#> 31 -1.39
#> 32 9.51
#> 33 -3.24
#> 34 1.18
#> 35 15.80
#> 36 8.40
#> 37 4.99
#> 38 -0.57
#> 39 3.85
#> 40 3.82
#> 41 0.00
#> 42 -5.08
#> 43 4.90
#> 44 1.66
#> 45 -2.60
#> 46 1.87
#> 47 11.03
#> 48 -3.81
#> 49 4.16
#> 50 4.70
#> 51 0.16
#> 52 4.97
#> 53 0.29
#> 54 4.85
#> 55 4.85
#> 56 3.98
#> 57 -0.92
#> 58 -2.79
#> 59 -2.84
# retain original column names as returned by NSE
nse_stock_year_high(clean_names = FALSE)
#> symbol symbolDesc
#> 1 ACCELYA Accelya Solutions India Limited
#> 2 ANANTRAJ Anant Raj Limited
#> 3 AXISCADES AXISCADES Technologies Limited
#> 4 BANKBARODA Bank of Baroda
#> 5 BECTORFOOD Mrs. Bectors Food Specialities Limited
#> 6 BIGBLOC Bigbloc Construction Limited
#> 7 BOHRAIND Bohra Industries Limited
#> 8 BSL BSL Limited
#> 9 CORDSCABLE Cords Cable Industries Limited
#> 10 CRAFTSMAN Craftsman Automation Limited
#> 11 DCI Dc Infotech And Communication Limited
#> 12 DSPSILVETF DSP Mutual Fund - DSP Silver ETF
#> 13 ELECON Elecon Engineering Company Limited
#> 14 FEDERALBNK The Federal Bank Limited
#> 15 FOCUS Focus Lighting and Fixtures Limited
#> 16 GILT5YBEES NIPPON INDIA ETF NIFTY 5 YR BENCHMARK GSEC
#> 17 HARDWYN Hardwyn India Limited
#> 18 HDFCSENETF HDFC Mutual Fund - HDFC SENSEX ETF
#> 19 HILTON Hilton Metal Forging Limited
#> 20 HLVLTD HLV LIMITED
#> 21 HPIL Hindprakash Industries Limited
#> 22 ICEMAKE Ice Make Refrigeration Limited
#> 23 ICICINXT50 ICICI Prudential Mutual Fund - ICICI Prudential Nifty Next 50 ETF
#> 24 INDIANB Indian Bank
#> 25 INDRAMEDCO Indraprastha Medical Corporation Limited
#> 26 IONEXCHANG ION Exchange (India) Limited
#> 27 JAIPURKURT Nandani Creation Limited
#> 28 JMCPROJECT JMC Projects (India) Limited
#> 29 JTLINFRA JTL Infra Limited
#> 30 KHAITANLTD Khaitan (India) Limited
#> 31 KOTAKPSUBK Kotak Nifty PSU Bank ETF
#> 32 KRITINUT Kriti Nutrients Limited
#> 33 LAXMIMACH Lakshmi Machine Works Limited
#> 34 LIKHITHA Likhitha Infrastructure Limited
#> 35 LINC Linc Limited
#> 36 MAGNUM Magnum Ventures Limited
#> 37 MASKINVEST Mask Investments Limited
#> 38 MID150BEES NIPPON INDIA ETF NIFTY MIDCAP 150
#> 39 MPSLTD MPS Limited
#> 40 NH Narayana Hrudayalaya Ltd.
#> 41 OILCOUNTUB Oil Country Tubular Limited
#> 42 ORIENTHOT Oriental Hotels Limited
#> 43 PARACABLES Paramount Communications Limited
#> 44 PENIND Pennar Industries Limited
#> 45 RAINBOW Rainbow Childrens Medicare Limited
#> 46 RAJRILTD Raj Rayon Industries Limited
#> 47 REFEX Refex Industries Limited
#> 48 RPGLIFE RPG Life Sciences Limited
#> 49 SAFARI Safari Industries (India) Limited
#> 50 SHREYANIND Shreyans Industries Limited
#> 51 SHRIPISTON Shriram Pistons & Rings Limited
#> 52 SIKKO Sikko Industries Limited
#> 53 SOLARINDS Solar Industries India Limited
#> 54 SPCENET Spacenet Enterprises India Limited
#> 55 SUMIT Sumit Woods Limited
#> 56 UNIONBANK Union Bank of India
#> 57 UTIBANKETF UTI Nifty Bank ETF
#> 58 VGUARD V-Guard Industries Limited
#> 59 ZYDUSLIFE Zydus Lifesciences Limited
#> dt value year ltp value_old prev change pChange
#> 1 2022-11-09 1492.00 1492.00 1484.00 1435.00 1395.45 88.55 6.35
#> 2 2022-11-09 117.95 117.95 114.80 117.90 115.40 -0.60 -0.52
#> 3 2022-11-09 368.05 368.05 368.05 351.40 350.55 17.50 4.99
#> 4 2022-11-09 168.15 168.15 165.55 167.00 166.30 -0.75 -0.45
#> 5 2021-11-09 424.00 424.00 402.00 424.00 414.80 -12.80 -3.09
#> 6 2022-09-21 158.15 158.15 157.10 152.30 150.65 6.45 4.28
#> 7 2022-11-09 106.25 106.25 106.25 101.20 101.20 5.05 4.99
#> 8 2022-10-04 175.40 175.40 168.00 169.65 146.20 21.80 14.91
#> 9 2022-01-11 76.40 76.40 73.90 73.90 72.10 1.80 2.50
#> 10 2022-11-09 3442.95 3442.95 3370.00 3379.45 3332.80 37.20 1.12
#> 11 2022-11-09 151.45 151.45 151.45 144.25 144.25 7.20 4.99
#> 12 2022-11-09 63.90 63.90 61.01 62.00 61.42 0.00 0.00
#> 13 2022-11-09 449.45 449.45 443.75 439.55 435.25 8.50 1.95
#> 14 2022-11-07 139.70 139.70 138.00 139.25 138.10 -0.10 -0.07
#> 15 2022-11-09 269.70 269.70 251.95 259.95 259.20 -7.25 -2.80
#> 16 2022-09-29 54.99 54.99 49.74 50.25 49.58 0.16 0.32
#> 17 2022-11-09 329.80 329.80 329.80 314.10 314.10 15.70 5.00
#> 18 2022-11-09 709.99 709.99 657.99 699.70 663.70 -5.71 -0.86
#> 19 2022-10-07 82.65 82.65 75.90 80.85 78.75 -2.85 -3.62
#> 20 2022-11-09 13.00 13.00 11.70 12.35 12.20 -0.50 -4.10
#> 21 2022-11-09 114.50 114.50 106.50 109.35 109.35 -2.85 -2.61
#> 22 2022-10-31 315.50 315.50 308.80 314.90 300.55 8.25 2.74
#> 23 2022-09-07 52.60 52.60 43.95 51.10 44.55 -0.60 -1.35
#> 24 2022-11-09 270.00 270.00 265.55 269.70 267.45 -1.90 -0.71
#> 25 2021-12-03 87.60 87.60 83.35 87.50 84.85 -1.50 -1.77
#> 26 2022-09-14 2419.95 2419.95 2409.00 2345.00 2234.90 174.10 7.79
#> 27 2022-11-09 117.25 117.25 108.55 114.25 114.25 -5.70 -4.99
#> 28 2022-11-09 124.95 124.95 117.05 118.90 117.80 -0.75 -0.64
#> 29 2022-11-04 307.70 307.70 305.00 307.60 305.05 -0.05 -0.02
#> 30 2022-11-09 72.25 72.25 69.50 65.70 65.70 3.80 5.78
#> 31 2022-11-09 384.97 384.97 376.40 383.80 381.70 -5.30 -1.39
#> 32 2022-10-07 60.00 60.00 56.40 57.45 51.50 4.90 9.51
#> 33 2022-11-09 13587.00 13587.00 13047.00 13510.00 13484.05 -437.05 -3.24
#> 34 2022-11-09 404.50 404.50 400.00 404.45 395.35 4.65 1.18
#> 35 2022-02-21 362.70 362.70 350.00 339.45 302.25 47.75 15.80
#> 36 2022-11-09 28.70 28.70 26.45 24.40 24.40 2.05 8.40
#> 37 2022-10-18 148.25 148.25 148.25 142.55 141.20 7.05 4.99
#> 38 2022-11-04 133.20 133.20 121.53 129.40 122.23 -0.70 -0.57
#> 39 2022-11-09 934.90 934.90 880.10 908.75 847.45 32.65 3.85
#> 40 2022-10-28 820.00 820.00 768.05 798.00 739.80 28.25 3.82
#> 41 2022-10-31 25.30 25.30 24.30 24.45 24.30 0.00 0.00
#> 42 2022-11-09 87.60 87.60 81.30 86.45 85.65 -4.35 -5.08
#> 43 2022-11-09 26.75 26.75 26.75 25.50 25.50 1.25 4.90
#> 44 2022-10-31 62.80 62.80 61.40 62.25 60.40 1.00 1.66
#> 45 2022-11-04 884.40 884.40 824.50 864.40 846.50 -22.00 -2.60
#> 46 2022-11-09 27.25 27.25 27.25 26.75 26.75 0.50 1.87
#> 47 2022-11-09 241.00 241.00 227.50 204.90 204.90 22.60 11.03
#> 48 2022-11-09 918.00 918.00 863.40 907.80 897.60 -34.20 -3.81
#> 49 2022-10-06 1977.00 1977.00 1920.00 1909.20 1843.30 76.70 4.16
#> 50 2022-11-09 161.80 161.80 156.00 154.00 149.00 7.00 4.70
#> 51 2022-11-09 994.00 994.00 968.00 990.00 966.50 1.50 0.16
#> 52 2022-11-09 130.00 130.00 130.00 124.55 123.85 6.15 4.97
#> 53 2022-11-09 4250.00 4250.00 4179.80 4224.85 4167.70 12.10 0.29
#> 54 2022-09-21 24.85 24.85 24.85 24.75 23.70 1.15 4.85
#> 55 2022-11-09 20.55 20.55 20.55 19.60 19.60 0.95 4.85
#> 56 2022-11-09 67.50 67.50 66.60 64.50 64.05 2.55 3.98
#> 57 2022-10-24 46.00 46.00 41.80 42.64 42.19 -0.39 -0.92
#> 58 2022-11-03 268.00 268.00 254.60 264.85 261.90 -7.30 -2.79
#> 59 2022-11-07 454.05 454.05 435.65 453.95 448.40 -12.75 -2.84nse_stock_most_traded()
#> security share_turnover traded_quantity no_of_trades
#> 1 AMBUJA CEMENTS LTD 2.253422 5958.7059 5423278
#> 2 ADANI ENTERPRISES LIMITED 2.204980 839.3031 2664705
#> 3 RELIANCE INDUSTRIES LTD 2.190071 1188.5201 4813674
#> 4 ICICI BANK LTD. 1.690899 2575.5756 4653570
#> 5 HDFC BANK LTD 1.617889 1483.1957 3701175
#> 6 BAJAJ FINANCE LIMITED 1.380521 253.6659 2247190
#> 7 ADANI PORT & SEZ LTD 1.316899 1974.7166 2956612
#> 8 AXIS BANK LIMITED 1.237304 2178.8787 3754014
#> 9 TATA CONSULTANCY SERV LT 1.225732 539.3680 3484100
#> 10 HDFC LTD 1.205301 681.4314 2704079
#> 11 TOTAL of Top Ten securities 16.323018 17673.3610 36402397
#> 12 TOTAL 100.000000 626058.1869 454803193
#> avg_daily_turnonver turnover
#> 1 1386.8448 30510.59
#> 2 1357.0319 29854.70
#> 3 1347.8565 29652.84
#> 4 1040.6463 22894.22
#> 5 995.7127 21905.68
#> 6 849.6274 18691.80
#> 7 810.4718 17830.38
#> 8 761.4859 16752.69
#> 9 754.3642 16596.01
#> 10 741.7897 16319.37
#> 11 10045.8313 221008.29
#> 12 61543.9577 1353967.07
# retain original column names as returned by NSE
nse_stock_most_traded(clean_names = FALSE)
#> skipped sharetotal trdQty nooftrades avgdailyturn
#> 1 AMBUJA CEMENTS LTD 2.253422 5958.7059 5423278 1386.8448
#> 2 ADANI ENTERPRISES LIMITED 2.204980 839.3031 2664705 1357.0319
#> 3 RELIANCE INDUSTRIES LTD 2.190071 1188.5201 4813674 1347.8565
#> 4 ICICI BANK LTD. 1.690899 2575.5756 4653570 1040.6463
#> 5 HDFC BANK LTD 1.617889 1483.1957 3701175 995.7127
#> 6 BAJAJ FINANCE LIMITED 1.380521 253.6659 2247190 849.6274
#> 7 ADANI PORT & SEZ LTD 1.316899 1974.7166 2956612 810.4718
#> 8 AXIS BANK LIMITED 1.237304 2178.8787 3754014 761.4859
#> 9 TATA CONSULTANCY SERV LT 1.225732 539.3680 3484100 754.3642
#> 10 HDFC LTD 1.205301 681.4314 2704079 741.7897
#> 11 TOTAL of Top Ten securities 16.323018 17673.3610 36402397 10045.8313
#> 12 TOTAL 100.000000 626058.1869 454803193 61543.9577
#> turnover
#> 1 30510.59
#> 2 29854.70
#> 3 29652.84
#> 4 22894.22
#> 5 21905.68
#> 6 18691.80
#> 7 17830.38
#> 8 16752.69
#> 9 16596.01
#> 10 16319.37
#> 11 221008.29
#> 12 1353967.07nse_fo_top_gainers()
#> symbol series last_corp_announcement_date
#> 1 GODREJPROP EQ 2015-07-27
#> 2 MOTHERSON EQ 2022-10-03
#> 3 LUPIN EQ 2022-07-14
#> 4 HEROMOTOCO EQ 2022-07-27
#> 5 ABB EQ 2022-04-27
#> 6 AMARAJABAT EQ 2022-11-15
#> 7 HAVELLS EQ 2022-06-14
#> 8 ESCORTS EQ 2022-06-30
#> 9 IDEA EQ 2022-08-18
#> 10 GSPL EQ 2022-09-01
#> last_corp_announcement open_price high_price
#> 1 Annual General Meeting/Dividend - Rs 2/- Per Share 1165.00 1245.00
#> 2 Bonus 1:2 68.50 71.75
#> 3 Dividend - Rs 4 Per Share 717.20 754.00
#> 4 Annual General Meeting/Dividend - Rs 35 Per Share 2651.45 2722.00
#> 5 Annual General Meeting/Dividend - Rs 5.20 Per Share 3103.90 3240.00
#> 6 Interim Dividend - Rs 2.90 Per Share 612.00 633.00
#> 7 Annual General Meeting/Dividend - Rs 4.50 Per Share 1185.00 1229.90
#> 8 Annual General Meeting/Dividend - Rs 7 Per Share 1989.00 2062.85
#> 9 Annual General Meeting 8.50 8.75
#> 10 Dividend - Rs 2 Per Share 230.05 234.70
#> low_price last_traded_price prev_close_price percent_change traded_quantity
#> 1 1154.25 1239.00 1169.70 5.92 2814496
#> 2 67.70 71.15 68.30 4.17 33577029
#> 3 707.60 723.00 694.25 4.14 11685941
#> 4 2626.35 2715.00 2651.50 2.39 706321
#> 5 3054.50 3173.85 3103.90 2.25 507653
#> 6 606.20 628.50 615.45 2.12 4171351
#> 7 1183.10 1228.00 1203.05 2.07 783233
#> 8 1988.00 2022.55 1987.50 1.76 896932
#> 9 8.45 8.65 8.50 1.76 124169423
#> 10 229.95 233.50 230.05 1.50 1440171
#> turnover_in_lakhs
#> 1 34290.13
#> 2 23325.96
#> 3 85580.82
#> 4 18989.16
#> 5 16130.93
#> 6 26088.46
#> 7 9458.71
#> 8 18088.88
#> 9 10666.15
#> 10 3357.76
# retain original column names as returned by NSE
nse_fo_top_gainers(clean_names = FALSE)
#> symbol series lastCorpAnnouncementDate
#> 1 GODREJPROP EQ 2015-07-27
#> 2 MOTHERSON EQ 2022-10-03
#> 3 LUPIN EQ 2022-07-14
#> 4 HEROMOTOCO EQ 2022-07-27
#> 5 ABB EQ 2022-04-27
#> 6 AMARAJABAT EQ 2022-11-15
#> 7 HAVELLS EQ 2022-06-14
#> 8 ESCORTS EQ 2022-06-30
#> 9 IDEA EQ 2022-08-18
#> 10 GSPL EQ 2022-09-01
#> lastCorpAnnouncement openPrice highPrice
#> 1 Annual General Meeting/Dividend - Rs 2/- Per Share 1165.00 1245.00
#> 2 Bonus 1:2 68.50 71.75
#> 3 Dividend - Rs 4 Per Share 717.20 754.00
#> 4 Annual General Meeting/Dividend - Rs 35 Per Share 2651.45 2722.00
#> 5 Annual General Meeting/Dividend - Rs 5.20 Per Share 3103.90 3240.00
#> 6 Interim Dividend - Rs 2.90 Per Share 612.00 633.00
#> 7 Annual General Meeting/Dividend - Rs 4.50 Per Share 1185.00 1229.90
#> 8 Annual General Meeting/Dividend - Rs 7 Per Share 1989.00 2062.85
#> 9 Annual General Meeting 8.50 8.75
#> 10 Dividend - Rs 2 Per Share 230.05 234.70
#> lowPrice ltp previousPrice netPrice tradedQuantity turnoverInLakhs
#> 1 1154.25 1239.00 1169.70 5.92 2814496 34290.13
#> 2 67.70 71.15 68.30 4.17 33577029 23325.96
#> 3 707.60 723.00 694.25 4.14 11685941 85580.82
#> 4 2626.35 2715.00 2651.50 2.39 706321 18989.16
#> 5 3054.50 3173.85 3103.90 2.25 507653 16130.93
#> 6 606.20 628.50 615.45 2.12 4171351 26088.46
#> 7 1183.10 1228.00 1203.05 2.07 783233 9458.71
#> 8 1988.00 2022.55 1987.50 1.76 896932 18088.88
#> 9 8.45 8.65 8.50 1.76 124169423 10666.15
#> 10 229.95 233.50 230.05 1.50 1440171 3357.76nse_preopen_nifty_bank()
#> symbol series corp_action_date corp_action price change percent_change
#> 1 AXISBANK EQ <NA> <NA> 843.70 -30.00 -3.43
#> 2 HDFCBANK EQ <NA> <NA> 1497.10 -11.25 -0.75
#> 3 INDUSINDBK EQ <NA> <NA> 1143.00 -6.00 -0.52
#> 4 AUBANK EQ <NA> <NA> 639.50 -3.05 -0.47
#> 5 SBIN EQ <NA> <NA> 613.10 -2.45 -0.40
#> 6 ICICIBANK EQ <NA> <NA> 907.55 -2.95 -0.32
#> 7 FEDERALBNK EQ <NA> <NA> 137.70 -0.40 -0.29
#> 8 BANKBARODA EQ <NA> <NA> 166.00 -0.30 -0.18
#> 9 BANDHANBNK EQ <NA> <NA> 229.00 0.35 0.15
#> 10 PNB EQ <NA> <NA> 45.00 0.05 0.11
#> 11 KOTAKBANK EQ <NA> <NA> 1895.00 1.60 0.08
#> 12 IDFCFIRSTB EQ <NA> <NA> 57.40 0.00 0.00
#> prev_close quantity value mkt_cap year_high year_low sum_val
#> 1 873.70 245952 2075.10 230819.01 919.95 618.25 4349.86
#> 2 1508.35 50363 753.98 663714.37 1722.10 1271.60 4349.86
#> 3 1149.00 1600 18.29 74821.62 1275.80 763.20 4349.86
#> 4 642.55 2485 15.89 30361.62 732.98 462.50 4349.86
#> 5 615.55 44469 272.64 236222.42 622.70 425.00 4349.86
#> 6 910.50 26564 241.08 634383.98 943.25 642.15 4349.86
#> 7 138.10 15221 20.96 27685.59 139.25 78.60 4349.86
#> 8 166.30 234284 388.91 30959.91 167.00 77.05 4349.86
#> 9 228.65 24157 55.32 17310.74 349.55 224.15 4349.86
#> 10 44.95 603496 271.57 13363.52 46.00 28.05 4349.86
#> 11 1893.40 10871 206.01 278211.42 2126.95 1631.00 4349.86
#> 12 57.40 52447 30.10 17852.21 59.45 28.95 4349.86
#> sum_quantity fin_quantity sum_fin_quantity
#> 1 824413 245952 1311909
#> 2 824413 50363 1311909
#> 3 824413 1600 1311909
#> 4 824413 2485 1311909
#> 5 824413 44469 1311909
#> 6 824413 26564 1311909
#> 7 824413 15221 1311909
#> 8 824413 234284 1311909
#> 9 824413 24157 1311909
#> 10 824413 603496 1311909
#> 11 824413 10871 1311909
#> 12 824413 52447 1311909
# retain original column names as returned by NSE
nse_preopen_nifty(clean_names = FALSE)
#> symbol series xDt
#> 1 AXISBANK EQ <NA>
#> 2 TATAMOTORS EQ <NA>
#> 3 INFY EQ 2022-10-27
#> 4 TCS EQ 2022-10-17
#> 5 TECHM EQ 2022-11-09
#> 6 POWERGRID EQ <NA>
#> 7 JSWSTEEL EQ <NA>
#> 8 HDFC EQ <NA>
#> 9 TATASTEEL EQ <NA>
#> 10 ONGC EQ 2022-08-18
#> 11 HDFCBANK EQ <NA>
#> 12 MARUTI EQ <NA>
#> 13 WIPRO EQ <NA>
#> 14 BRITANNIA EQ <NA>
#> 15 RELIANCE EQ 2022-08-18
#> 16 INDUSINDBK EQ <NA>
#> 17 ITC EQ <NA>
#> 18 BAJAJFINSV EQ 2022-09-13
#> 19 HINDALCO EQ <NA>
#> 20 LT EQ <NA>
#> 21 SBIN EQ <NA>
#> 22 SUNPHARMA EQ 2022-08-19
#> 23 HCLTECH EQ 2022-10-19
#> 24 ICICIBANK EQ <NA>
#> 25 GRASIM EQ <NA>
#> 26 TITAN EQ <NA>
#> 27 BPCL EQ 2022-08-19
#> 28 HINDUNILVR EQ 2022-11-01
#> 29 ULTRACEMCO EQ <NA>
#> 30 NESTLEIND EQ 2022-10-31
#> 31 ADANIENT EQ <NA>
#> 32 ASIANPAINT EQ 2022-10-31
#> 33 TATACONSUM EQ <NA>
#> 34 HEROMOTOCO EQ <NA>
#> 35 COALINDIA EQ <NA>
#> 36 ADANIPORTS EQ <NA>
#> 37 SBILIFE EQ <NA>
#> 38 APOLLOHOSP EQ 2022-08-18
#> 39 BAJFINANCE EQ <NA>
#> 40 UPL EQ <NA>
#> 41 EICHERMOT EQ <NA>
#> 42 DRREDDY EQ <NA>
#> 43 M&M EQ <NA>
#> 44 BHARTIARTL EQ <NA>
#> 45 KOTAKBANK EQ <NA>
#> 46 NTPC EQ <NA>
#> 47 CIPLA EQ <NA>
#> 48 DIVISLAB EQ <NA>
#> 49 BAJAJ-AUTO EQ <NA>
#> 50 HDFCLIFE EQ <NA>
#> caAct
#> 1 <NA>
#> 2 <NA>
#> 3 INTERIM DIVIDEND - RS 16.50 PER SHARE
#> 4 INTERIM DIVIDEND - RS 8 PER SHARE
#> 5 SPECIAL DIVIDEND - RS 18 PER SHARE
#> 6 <NA>
#> 7 <NA>
#> 8 <NA>
#> 9 <NA>
#> 10 DIVIDEND - RS 3.25 PER SHARE
#> 11 <NA>
#> 12 <NA>
#> 13 <NA>
#> 14 <NA>
#> 15 DIVIDEND - RS 8 PER SHARE
#> 16 <NA>
#> 17 <NA>
#> 18 FACE VALUE SPLIT (SUB-DIVISION) - FROM RS 5/- PER SHARE TO RE 1/- PER SHARE
#> 19 <NA>
#> 20 <NA>
#> 21 <NA>
#> 22 DIVIDEND - RS 3 PER SHARE
#> 23 INTERIM DIVIDEND - RS 10 PER SHARE
#> 24 <NA>
#> 25 <NA>
#> 26 <NA>
#> 27 ANNUAL GENERAL MEETING/DIVIDEND - RS 6 PER SHARE
#> 28 INTERIM DIVIDEND - RS 17 PER SHARE
#> 29 <NA>
#> 30 INTERIM DIVIDEND - RS 120 PER SHARE
#> 31 <NA>
#> 32 INTERIM DIVIDEND - RS 4.40 PER SHARE
#> 33 <NA>
#> 34 <NA>
#> 35 <NA>
#> 36 <NA>
#> 37 <NA>
#> 38 ANNUAL GENERAL MEETING/DIVIDEND - RS 11.75 PER SHARE
#> 39 <NA>
#> 40 <NA>
#> 41 <NA>
#> 42 <NA>
#> 43 <NA>
#> 44 <NA>
#> 45 <NA>
#> 46 <NA>
#> 47 <NA>
#> 48 <NA>
#> 49 <NA>
#> 50 <NA>
#> iep chn perChn pCls trdQnty iVal mktCap yHigh yLow
#> 1 843.70 -30.00 -3.43 873.70 245952 2075.10 230819.01 919.95 618.25
#> 2 420.50 -12.65 -2.92 433.15 168076 706.76 77682.62 536.70 366.20
#> 3 1485.00 -26.20 -1.73 1511.20 66818 992.25 553211.86 1953.90 1355.00
#> 4 3170.00 -46.05 -1.43 3216.05 38756 1228.57 329495.38 4043.00 2926.10
#> 5 1015.00 -13.70 -1.33 1028.70 12256 124.40 65070.79 1838.00 943.70
#> 6 216.00 -2.75 -1.26 218.75 148325 320.38 74768.14 248.35 180.30
#> 7 699.80 -6.75 -0.96 706.55 2408 16.85 66607.60 790.00 520.05
#> 8 2480.20 -23.30 -0.93 2503.50 16899 419.13 454023.67 3021.10 2026.00
#> 9 105.20 -0.90 -0.85 106.10 147585 155.26 85580.24 138.67 82.70
#> 10 137.50 -1.15 -0.83 138.65 59921 82.39 54071.93 194.95 119.85
#> 11 1497.10 -11.25 -0.75 1508.35 50363 753.98 663714.37 1722.10 1271.60
#> 12 9201.00 -52.50 -0.57 9253.50 1111 102.22 122993.10 9769.00 6536.55
#> 13 388.80 -2.15 -0.55 390.95 19314 75.09 57902.66 726.80 372.40
#> 14 4152.60 -22.75 -0.54 4175.35 1215 50.45 49279.76 4237.00 3050.00
#> 15 2590.00 -14.00 -0.54 2604.00 31803 823.70 898466.33 2856.15 2180.00
#> 16 1143.00 -6.00 -0.52 1149.00 1600 18.29 74821.62 1275.80 763.20
#> 17 359.00 -1.70 -0.47 360.70 60295 216.46 317539.25 361.45 207.00
#> 18 1745.00 -7.70 -0.44 1752.70 3655 63.78 106085.65 1862.10 1072.72
#> 19 415.30 -1.80 -0.43 417.10 22838 94.85 60924.29 636.00 308.95
#> 20 1995.00 -8.50 -0.42 2003.50 2608 52.03 242115.85 2078.55 1456.35
#> 21 613.10 -2.45 -0.40 615.55 44469 272.64 236222.42 622.70 425.00
#> 22 1010.00 -3.55 -0.35 1013.55 2276 22.99 109433.07 1055.60 733.70
#> 23 1050.00 -3.45 -0.33 1053.45 16687 175.21 111489.71 1359.40 877.35
#> 24 907.55 -2.95 -0.32 910.50 26564 241.08 634383.98 943.25 642.15
#> 25 1740.00 -5.50 -0.32 1745.50 725 12.62 65498.11 1929.80 1276.60
#> 26 2710.00 -8.10 -0.30 2718.10 1344 36.42 113415.30 2791.00 1825.05
#> 27 306.00 -0.85 -0.28 306.85 4021 12.30 29287.95 434.00 288.05
#> 28 2504.00 -4.80 -0.19 2508.80 3003 75.20 223996.87 2734.00 1901.55
#> 29 6895.00 -8.50 -0.12 6903.50 451 31.10 79713.87 8255.05 5157.05
#> 30 20299.60 -20.30 -0.10 20319.90 43 8.73 72488.84 21050.00 16000.00
#> 31 3995.00 -2.20 -0.06 3997.20 4717 188.44 109363.50 4048.00 1528.80
#> 32 3086.00 -0.50 -0.02 3086.50 3758 115.97 139146.51 3590.00 2560.00
#> 33 770.00 -0.15 -0.02 770.15 1020 7.85 46132.65 861.15 650.20
#> 34 2651.45 -0.05 0.00 2651.50 984 26.09 34438.86 2938.60 2146.85
#> 35 257.95 2.15 0.84 255.80 86416 222.91 53598.48 263.40 139.15
#> 36 894.00 3.20 0.36 890.80 39236 350.77 63977.87 987.85 651.95
#> 37 1268.10 4.30 0.34 1263.80 385 4.88 56911.59 1340.35 1003.50
#> 38 4374.50 13.30 0.30 4361.20 742 32.46 44522.23 5935.40 3361.55
#> 39 7158.00 14.00 0.20 7144.00 1308 93.63 190308.20 8045.00 5220.00
#> 40 754.95 1.35 0.18 753.60 3789 28.61 40161.71 848.00 607.50
#> 41 3739.40 6.45 0.17 3732.95 774 28.94 52060.62 3864.10 2159.55
#> 42 4539.95 5.05 0.11 4534.90 391 17.75 55102.37 4931.05 3654.00
#> 43 1339.00 1.45 0.11 1337.55 1502 20.11 128038.08 1364.85 671.15
#> 44 819.80 0.75 0.09 819.05 6701 54.93 200488.85 833.80 628.75
#> 45 1895.00 1.60 0.08 1893.40 10871 206.01 278211.42 2126.95 1631.00
#> 46 173.50 0.10 0.06 173.40 7648 13.27 82388.69 181.85 119.10
#> 47 1130.00 0.60 0.05 1129.40 821 9.28 61065.65 1180.10 850.00
#> 48 3298.75 0.00 0.00 3298.75 3302 108.92 42034.29 5093.25 3276.00
#> 49 3739.55 0.00 0.00 3739.55 332 12.42 47942.14 4131.75 3027.05
#> 50 531.75 0.00 0.00 531.75 4346 23.11 50281.43 723.95 497.05
#> sumVal sumQnty finQnty sumfinQnty
#> 1 10826.58 1010533 245952 1380424
#> 2 10826.58 1010533 168076 1380424
#> 3 10826.58 1010533 66818 1380424
#> 4 10826.58 1010533 38756 1380424
#> 5 10826.58 1010533 12256 1380424
#> 6 10826.58 1010533 148325 1380424
#> 7 10826.58 1010533 2408 1380424
#> 8 10826.58 1010533 16899 1380424
#> 9 10826.58 1010533 147585 1380424
#> 10 10826.58 1010533 59921 1380424
#> 11 10826.58 1010533 50363 1380424
#> 12 10826.58 1010533 1111 1380424
#> 13 10826.58 1010533 19314 1380424
#> 14 10826.58 1010533 1215 1380424
#> 15 10826.58 1010533 31803 1380424
#> 16 10826.58 1010533 1600 1380424
#> 17 10826.58 1010533 60295 1380424
#> 18 10826.58 1010533 3655 1380424
#> 19 10826.58 1010533 22838 1380424
#> 20 10826.58 1010533 2608 1380424
#> 21 10826.58 1010533 44469 1380424
#> 22 10826.58 1010533 2276 1380424
#> 23 10826.58 1010533 16687 1380424
#> 24 10826.58 1010533 26564 1380424
#> 25 10826.58 1010533 725 1380424
#> 26 10826.58 1010533 1344 1380424
#> 27 10826.58 1010533 4021 1380424
#> 28 10826.58 1010533 3003 1380424
#> 29 10826.58 1010533 451 1380424
#> 30 10826.58 1010533 43 1380424
#> 31 10826.58 1010533 4717 1380424
#> 32 10826.58 1010533 3758 1380424
#> 33 10826.58 1010533 1020 1380424
#> 34 10826.58 1010533 984 1380424
#> 35 10826.58 1010533 86416 1380424
#> 36 10826.58 1010533 39236 1380424
#> 37 10826.58 1010533 385 1380424
#> 38 10826.58 1010533 742 1380424
#> 39 10826.58 1010533 1308 1380424
#> 40 10826.58 1010533 3789 1380424
#> 41 10826.58 1010533 774 1380424
#> 42 10826.58 1010533 391 1380424
#> 43 10826.58 1010533 1502 1380424
#> 44 10826.58 1010533 6701 1380424
#> 45 10826.58 1010533 10871 1380424
#> 46 10826.58 1010533 7648 1380424
#> 47 10826.58 1010533 821 1380424
#> 48 10826.58 1010533 3302 1380424
#> 49 10826.58 1010533 332 1380424
#> 50 10826.58 1010533 4346 1380424nse_advances_declines()
#> index_name advances declines unchanged
#> 1 NIFTY 50 11 39 0
#> 2 NIFTY NEXT 50 13 37 0
#> 3 NIFTY IT 2 8 0
#> 4 NIFTY BANK 3 9 0
#> 5 NIFTY MIDCAP 50 16 34 0
#> 6 NIFTY INFRA 10 20 0
#> 7 NIFTY REALTY 1 9 0
#> 8 NIFTY ENERGY 2 8 0
#> 9 NIFTY FMCG 6 9 0
#> 10 NIFTY MNC 10 20 0
#> 11 NIFTY PHARMA 5 15 0
#> 12 NIFTY PSE 4 16 0
#> 13 NIFTY PSU BANK 1 11 0
#> 14 NIFTY SERV SECTOR 5 25 0
#> 15 NIFTY COMMODITIES 6 24 0
#> 16 NIFTY CONSUMPTION 9 21 0
#> 17 NIFTY FIN SERVICE 3 17 0
#> 18 NIFTY AUTO 4 11 0
#> 19 NIFTY DIV OPPS 50 14 36 0
#> 20 NIFTY MEDIA 2 8 0
#> 21 NIFTY METAL 3 12 0
#> 22 NIFTY100 LIQ 15 3 12 0
#> 23 NIFTY CPSE 3 8 0
#> 24 NIFTY GROWSECT 15 4 11 0
#> 25 NIFTY50 VALUE 20 4 16 0
#> 26 NIFTY100 QUALTY30 10 20 0
#> 27 NIFTY PVT BANK 3 7 0
#> 28 NIFTY MID LIQ 15 3 12 0
#> 29 NIFTY 100 24 76 0
#> 30 NIFTY 200 55 145 0
#> 31 NIFTY 500 124 377 0
#> 32 NIFTY MIDCAP 100 31 69 0
#> 33 NIFTY SMLCAP 100 20 80 0
#> 34 NIFTY ADITYA BIRLA GROUP 3 5 0
#> 35 NIFTY ALPHA 50 10 40 0
#> 36 NIFTY HIGH BETA 50 9 41 0
#> 37 NIFTY LOW VOLATILITY 50 16 34 0
#> 38 NIFTY MAHINDRA GROUP 0 9 0
#> 39 NIFTY MIDCAP 150 48 102 0
#> 40 NIFTY MIDSMALLCAP 400 100 300 0
#> 41 NIFTY SHARIAH 25 11 14 0
#> 42 NIFTY SMALLCAP 250 52 198 0
#> 43 NIFTY SMALLCAP 50 9 41 0
#> 44 NIFTY TATA GROUP 1 23 0
#> 45 NIFTY TATA GROUP 25% CAP 0 10 0
#> 46 NIFTY100 EQL WGT 24 76 0
#> 47 NIFTY100 LOWVOL30 10 20 0
#> 48 NIFTY50 SHARIAH 6 16 0
#> 49 NIFTY500 SHARIAH 70 169 0
#> 50 NIFTY50 EQL WGT 11 39 0
#> 51 NIFTY ALPHA LOW-VOLATILITY 30 9 21 0
#> 52 NIFTY QUALITY LOW-VOLATILITY 30 10 20 0
#> 53 NIFTY ALPHA QUALITY LOW-VOLATILITY 30 9 21 0
#> 54 NIFTY ALPHA QUALITY VALUE LOW-VOLATILITY 30 9 21 0
#> 55 NIFTY SME EMERGE 35 28 39
#> 56 NIFTY LARGEMIDCAP 250 72 178 0
#> 57 NIFTY500 VALUE 50 10 40 0
#> 58 NIFTY MIDCAP 150 48 102 0
#> 59 NIFTY SMLCAP 50 9 41 0
#> 60 NIFTY SMLCAP 250 52 198 0
#> 61 NIFTY MIDSML 400 100 300 0
#> 62 NIFTY200 QUALTY30 12 18 0
#> 63 NIFTY FINSRV25 50 3 17 0
#> 64 NIFTY ALPHALOWVOL 9 21 0
#> 65 NIFTY200MOMENTM30 8 22 0
#> 66 NIFTY HEALTHCARE 5 15 0
#> 67 NIFTY CONSR DURBL 4 11 0
#> 68 NIFTY OIL AND GAS 8 7 0
#> 69 NIFTY500 MULTICAP 124 377 0
#> 70 NIFTY LARGEMID250 72 178 0
#> 71 NIFTY MID SELECT 9 16 0
#> 72 NIFTY TOTAL MKT 188 560 3
#> 73 NIFTY MICROCAP250 64 183 3
#> 74 NIFTY IND DIGITAL 7 23 0
#> 75 NIFTY100 ESG 18 64 0
#> 76 NIFTY M150 QLTY50 18 32 0
#> 77 CNX NIFTY Pre Open 13 33 4
# retain original column names as returned by NSE
nse_advances_declines(clean_names = FALSE)
#> skipped advances declines unchanged
#> 1 NIFTY 50 11 39 0
#> 2 NIFTY NEXT 50 13 37 0
#> 3 NIFTY IT 2 8 0
#> 4 NIFTY BANK 3 9 0
#> 5 NIFTY MIDCAP 50 16 34 0
#> 6 NIFTY INFRA 10 20 0
#> 7 NIFTY REALTY 1 9 0
#> 8 NIFTY ENERGY 2 8 0
#> 9 NIFTY FMCG 6 9 0
#> 10 NIFTY MNC 10 20 0
#> 11 NIFTY PHARMA 5 15 0
#> 12 NIFTY PSE 4 16 0
#> 13 NIFTY PSU BANK 1 11 0
#> 14 NIFTY SERV SECTOR 5 25 0
#> 15 NIFTY COMMODITIES 6 24 0
#> 16 NIFTY CONSUMPTION 9 21 0
#> 17 NIFTY FIN SERVICE 3 17 0
#> 18 NIFTY AUTO 4 11 0
#> 19 NIFTY DIV OPPS 50 14 36 0
#> 20 NIFTY MEDIA 2 8 0
#> 21 NIFTY METAL 3 12 0
#> 22 NIFTY100 LIQ 15 3 12 0
#> 23 NIFTY CPSE 3 8 0
#> 24 NIFTY GROWSECT 15 4 11 0
#> 25 NIFTY50 VALUE 20 4 16 0
#> 26 NIFTY100 QUALTY30 10 20 0
#> 27 NIFTY PVT BANK 3 7 0
#> 28 NIFTY MID LIQ 15 3 12 0
#> 29 NIFTY 100 24 76 0
#> 30 NIFTY 200 55 145 0
#> 31 NIFTY 500 124 377 0
#> 32 NIFTY MIDCAP 100 31 69 0
#> 33 NIFTY SMLCAP 100 20 80 0
#> 34 NIFTY ADITYA BIRLA GROUP 3 5 0
#> 35 NIFTY ALPHA 50 10 40 0
#> 36 NIFTY HIGH BETA 50 9 41 0
#> 37 NIFTY LOW VOLATILITY 50 16 34 0
#> 38 NIFTY MAHINDRA GROUP 0 9 0
#> 39 NIFTY MIDCAP 150 48 102 0
#> 40 NIFTY MIDSMALLCAP 400 100 300 0
#> 41 NIFTY SHARIAH 25 11 14 0
#> 42 NIFTY SMALLCAP 250 52 198 0
#> 43 NIFTY SMALLCAP 50 9 41 0
#> 44 NIFTY TATA GROUP 1 23 0
#> 45 NIFTY TATA GROUP 25% CAP 0 10 0
#> 46 NIFTY100 EQL WGT 24 76 0
#> 47 NIFTY100 LOWVOL30 10 20 0
#> 48 NIFTY50 SHARIAH 6 16 0
#> 49 NIFTY500 SHARIAH 70 169 0
#> 50 NIFTY50 EQL WGT 11 39 0
#> 51 NIFTY ALPHA LOW-VOLATILITY 30 9 21 0
#> 52 NIFTY QUALITY LOW-VOLATILITY 30 10 20 0
#> 53 NIFTY ALPHA QUALITY LOW-VOLATILITY 30 9 21 0
#> 54 NIFTY ALPHA QUALITY VALUE LOW-VOLATILITY 30 9 21 0
#> 55 NIFTY SME EMERGE 35 28 39
#> 56 NIFTY LARGEMIDCAP 250 72 178 0
#> 57 NIFTY500 VALUE 50 10 40 0
#> 58 NIFTY MIDCAP 150 48 102 0
#> 59 NIFTY SMLCAP 50 9 41 0
#> 60 NIFTY SMLCAP 250 52 198 0
#> 61 NIFTY MIDSML 400 100 300 0
#> 62 NIFTY200 QUALTY30 12 18 0
#> 63 NIFTY FINSRV25 50 3 17 0
#> 64 NIFTY ALPHALOWVOL 9 21 0
#> 65 NIFTY200MOMENTM30 8 22 0
#> 66 NIFTY HEALTHCARE 5 15 0
#> 67 NIFTY CONSR DURBL 4 11 0
#> 68 NIFTY OIL AND GAS 8 7 0
#> 69 NIFTY500 MULTICAP 124 377 0
#> 70 NIFTY LARGEMID250 72 178 0
#> 71 NIFTY MID SELECT 9 16 0
#> 72 NIFTY TOTAL MKT 188 560 3
#> 73 NIFTY MICROCAP250 64 183 3
#> 74 NIFTY IND DIGITAL 7 23 0
#> 75 NIFTY100 ESG 18 64 0
#> 76 NIFTY M150 QLTY50 18 32 0
#> 77 CNX NIFTY Pre Open 13 33 4