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:
You can install the development version of nse2r from GitHub with:
nse2r uses consistent prefix nse_ for easy tab completion.
nse_index_ for indexnse_stock_ for stocksnse_fo_ for futures and optionsnse_preopen_ for preopen datanse2r does basic data preprocessing which are listed below:
character to numeric and Datesnake_case from camelCaseUsers 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 15042.6000 12.45 0.08
#> 2 NIFTY 50 14906.0500 -124.10 -0.83
#> 3 NIFTY NEXT 50 36946.6000 -20.70 -0.06
#> 4 NIFTY100 LIQ 15 3785.5000 -38.15 -1.00
#> 5 NIFTY BANK 33334.5500 -350.65 -1.04
#> 6 INDIA VIX 19.6525 0.34 1.73
#> 7 NIFTY 100 15164.4500 -108.10 -0.71
#> 8 NIFTY 500 12736.4500 -72.55 -0.57
#> 9 NIFTY MIDCAP 100 25211.7000 -21.10 -0.08
#> 10 NIFTY MIDCAP 50 7026.5000 -20.10 -0.29
#> 11 NIFTY INFRA 4166.8500 -24.20 -0.58
#> 12 NIFTY REALTY 317.0000 3.20 1.02
#> 13 NIFTY ENERGY 19155.5000 -152.60 -0.79
#> 14 NIFTY FMCG 34475.6000 -254.10 -0.73
#> 15 NIFTY MNC 16573.4500 -86.30 -0.52
#> 16 NIFTY PHARMA 13970.2000 -31.15 -0.22
#> 17 NIFTY PSE 3446.5000 -54.20 -1.55
#> 18 NIFTY PSU BANK 2262.2000 8.20 0.36
#> 19 NIFTY SERV SECTOR 20689.2500 -161.40 -0.77
#> 20 NIFTY IT 25894.4500 -88.35 -0.34
#> 21 NIFTY SMLCAP 100 9036.9000 -15.45 -0.17
#> 22 NIFTY 200 7894.3000 -49.95 -0.63
#> 23 NIFTY AUTO 10226.4000 -22.70 -0.22
#> 24 NIFTY MEDIA 1651.3000 -3.90 -0.24
#> 25 NIFTY METAL 5077.3500 -168.60 -3.21
#> 26 NIFTY DIV OPPS 50 3144.1000 -24.15 -0.76
#> 27 NIFTY COMMODITIES 4980.9000 -60.05 -1.19
#> 28 NIFTY CONSUMPTION 6022.2500 -34.30 -0.57
#> 29 NIFTY CPSE 1969.0000 -34.20 -1.71
#> 30 NIFTY FIN SERVICE 15832.4000 -149.05 -0.93
#> 31 NIFTY GROWSECT 15 7375.9500 -7.15 -0.10
#> 32 NIFTY50 VALUE 20 7582.4000 -58.50 -0.77
#> 33 NIFTY50 TR 2X LEV 8963.1000 -151.35 -1.66
#> 34 NIFTY50 PR 2X LEV 6709.5500 -113.30 -1.66
#> 35 NIFTY50 TR 1X INV 254.6500 2.10 0.83
#> 36 NIFTY50 PR 1X INV 294.2000 2.45 0.84
#> 37 NIFTY ALPHA 50 25527.7500 -60.60 -0.24
#> 38 NIFTY50 EQL WGT 16892.8000 -166.85 -0.98
#> 39 NIFTY100 EQL WGT 18013.5500 -91.45 -0.51
#> 40 NIFTY100 LOWVOL30 11707.3000 -44.90 -0.38
#> 41 NIFTY MID LIQ 15 6079.5000 8.40 0.14
#> 42 NIFTY PVT BANK 17670.4500 -177.40 -0.99
#> 43 NIFTY100 QUALTY30 3410.3000 -19.75 -0.58
#> 44 NIFTY GS 8 13YR 2268.4000 2.68 0.11
#> 45 NIFTY GS 10YR 2062.0200 1.69 0.08
#> 46 NIFTY GS 10YR CLN 959.8500 0.65 0.06
#> 47 NIFTY GS 4 8YR 2422.3500 3.22 0.13
#> 48 NIFTY GS 11 15YR 2431.8400 3.55 0.14
#> 49 NIFTY GS 15YRPLUS 2652.9300 2.80 0.10
#> 50 NIFTY GS COMPSITE 2313.9200 2.77 0.12
#> 51 NIFTY MIDCAP 150 9482.0000 -13.00 -0.14
#> 52 NIFTY SMLCAP 50 4495.7000 -2.00 -0.04
#> 53 NIFTY SMLCAP 250 7775.3000 15.05 0.19
#> 54 NIFTY MIDSML 400 8868.5000 -3.15 -0.04
#> 55 NIFTY200 QUALTY30 12631.8000 -72.75 -0.57
# retain original column names as returned by NSE
nse_index_quote(clean_names = FALSE)
#> skipped lastPrice change pChange
#> 1 NIFTY 50 Pre Open 15042.6000 12.45 0.08
#> 2 NIFTY 50 14906.0500 -124.10 -0.83
#> 3 NIFTY NEXT 50 36946.6000 -20.70 -0.06
#> 4 NIFTY100 LIQ 15 3785.5000 -38.15 -1.00
#> 5 NIFTY BANK 33334.5500 -350.65 -1.04
#> 6 INDIA VIX 19.6525 0.34 1.73
#> 7 NIFTY 100 15164.4500 -108.10 -0.71
#> 8 NIFTY 500 12736.4500 -72.55 -0.57
#> 9 NIFTY MIDCAP 100 25211.7000 -21.10 -0.08
#> 10 NIFTY MIDCAP 50 7026.5000 -20.10 -0.29
#> 11 NIFTY INFRA 4166.8500 -24.20 -0.58
#> 12 NIFTY REALTY 317.0000 3.20 1.02
#> 13 NIFTY ENERGY 19155.5000 -152.60 -0.79
#> 14 NIFTY FMCG 34475.6000 -254.10 -0.73
#> 15 NIFTY MNC 16573.4500 -86.30 -0.52
#> 16 NIFTY PHARMA 13970.2000 -31.15 -0.22
#> 17 NIFTY PSE 3446.5000 -54.20 -1.55
#> 18 NIFTY PSU BANK 2262.2000 8.20 0.36
#> 19 NIFTY SERV SECTOR 20689.2500 -161.40 -0.77
#> 20 NIFTY IT 25894.4500 -88.35 -0.34
#> 21 NIFTY SMLCAP 100 9036.9000 -15.45 -0.17
#> 22 NIFTY 200 7894.3000 -49.95 -0.63
#> 23 NIFTY AUTO 10226.4000 -22.70 -0.22
#> 24 NIFTY MEDIA 1651.3000 -3.90 -0.24
#> 25 NIFTY METAL 5077.3500 -168.60 -3.21
#> 26 NIFTY DIV OPPS 50 3144.1000 -24.15 -0.76
#> 27 NIFTY COMMODITIES 4980.9000 -60.05 -1.19
#> 28 NIFTY CONSUMPTION 6022.2500 -34.30 -0.57
#> 29 NIFTY CPSE 1969.0000 -34.20 -1.71
#> 30 NIFTY FIN SERVICE 15832.4000 -149.05 -0.93
#> 31 NIFTY GROWSECT 15 7375.9500 -7.15 -0.10
#> 32 NIFTY50 VALUE 20 7582.4000 -58.50 -0.77
#> 33 NIFTY50 TR 2X LEV 8963.1000 -151.35 -1.66
#> 34 NIFTY50 PR 2X LEV 6709.5500 -113.30 -1.66
#> 35 NIFTY50 TR 1X INV 254.6500 2.10 0.83
#> 36 NIFTY50 PR 1X INV 294.2000 2.45 0.84
#> 37 NIFTY ALPHA 50 25527.7500 -60.60 -0.24
#> 38 NIFTY50 EQL WGT 16892.8000 -166.85 -0.98
#> 39 NIFTY100 EQL WGT 18013.5500 -91.45 -0.51
#> 40 NIFTY100 LOWVOL30 11707.3000 -44.90 -0.38
#> 41 NIFTY MID LIQ 15 6079.5000 8.40 0.14
#> 42 NIFTY PVT BANK 17670.4500 -177.40 -0.99
#> 43 NIFTY100 QUALTY30 3410.3000 -19.75 -0.58
#> 44 NIFTY GS 8 13YR 2268.4000 2.68 0.11
#> 45 NIFTY GS 10YR 2062.0200 1.69 0.08
#> 46 NIFTY GS 10YR CLN 959.8500 0.65 0.06
#> 47 NIFTY GS 4 8YR 2422.3500 3.22 0.13
#> 48 NIFTY GS 11 15YR 2431.8400 3.55 0.14
#> 49 NIFTY GS 15YRPLUS 2652.9300 2.80 0.10
#> 50 NIFTY GS COMPSITE 2313.9200 2.77 0.12
#> 51 NIFTY MIDCAP 150 9482.0000 -13.00 -0.14
#> 52 NIFTY SMLCAP 50 4495.7000 -2.00 -0.04
#> 53 NIFTY SMLCAP 250 7775.3000 15.05 0.19
#> 54 NIFTY MIDSML 400 8868.5000 -3.15 -0.04
#> 55 NIFTY200 QUALTY30 12631.8000 -72.75 -0.57nse_stock_top_gainers()
#> symbol series last_corp_announcement_date
#> 1 CIPLA EQ 2020-08-11
#> 2 M&M EQ 2020-07-16
#> 3 BPCL EQ 2021-03-25
#> 4 INDUSINDBK EQ 2019-08-08
#> 5 TITAN EQ 2020-08-03
#> 6 SBIN EQ 2018-06-15
#> 7 LT EQ 2020-11-04
#> 8 INFY EQ 2021-05-31
#> 9 BAJAJFINSV EQ 2020-03-03
#> 10 HDFCLIFE EQ 2019-07-11
#> last_corp_announcement open_price
#> 1 Annual General Meeting 906.00
#> 2 Annual General Meeting/Dividend - Rs 2.35 Per Share 784.05
#> 3 Interim Dividend - Rs 5 Per Share 448.00
#> 4 Annual General Meeting/Dividend - Rs 7.50 Per Share 963.00
#> 5 Annual General Meeting/Dividend - Rs 4 Per Share 1523.00
#> 6 Annual General Meeting/ Change In Registrar And Transfer Agent 387.00
#> 7 Special Dividend - Rs 18 Per Share 1410.80
#> 8 Annual General Meeting/Dividend - Rs 15 Per Share 1348.40
#> 9 Interim Dividend - Rs 5 Per Share 11260.00
#> 10 Annual General Meeting 669.00
#> high_price low_price last_traded_price prev_close_price percent_change
#> 1 927.90 905.00 925.50 903.95 2.38
#> 2 809.55 782.00 803.00 784.80 2.32
#> 3 457.85 441.50 455.80 446.45 2.09
#> 4 987.90 963.00 976.50 967.00 0.98
#> 5 1566.25 1522.50 1535.50 1521.15 0.94
#> 6 387.80 382.00 386.80 384.40 0.62
#> 7 1426.95 1401.65 1409.35 1403.45 0.42
#> 8 1349.10 1335.00 1341.95 1337.00 0.37
#> 9 11299.95 11130.70 11250.05 11215.15 0.31
#> 10 679.00 665.70 667.85 666.15 0.26
#> traded_quantity turnover_in_lakhs
#> 1 12378690 113846.81
#> 2 10092542 80881.63
#> 3 9399907 42447.16
#> 4 5835440 57058.35
#> 5 3032029 46950.67
#> 6 42898608 164910.83
#> 7 1996254 28255.38
#> 8 4490092 60203.15
#> 9 177897 19964.56
#> 10 4316905 29073.92
# retain original column names as returned by NSE
nse_stock_top_gainers(clean_names = FALSE)
#> symbol series lastCorpAnnouncementDate
#> 1 CIPLA EQ 2020-08-11
#> 2 M&M EQ 2020-07-16
#> 3 BPCL EQ 2021-03-25
#> 4 INDUSINDBK EQ 2019-08-08
#> 5 TITAN EQ 2020-08-03
#> 6 SBIN EQ 2018-06-15
#> 7 LT EQ 2020-11-04
#> 8 INFY EQ 2021-05-31
#> 9 BAJAJFINSV EQ 2020-03-03
#> 10 HDFCLIFE EQ 2019-07-11
#> lastCorpAnnouncement openPrice
#> 1 Annual General Meeting 906.00
#> 2 Annual General Meeting/Dividend - Rs 2.35 Per Share 784.05
#> 3 Interim Dividend - Rs 5 Per Share 448.00
#> 4 Annual General Meeting/Dividend - Rs 7.50 Per Share 963.00
#> 5 Annual General Meeting/Dividend - Rs 4 Per Share 1523.00
#> 6 Annual General Meeting/ Change In Registrar And Transfer Agent 387.00
#> 7 Special Dividend - Rs 18 Per Share 1410.80
#> 8 Annual General Meeting/Dividend - Rs 15 Per Share 1348.40
#> 9 Interim Dividend - Rs 5 Per Share 11260.00
#> 10 Annual General Meeting 669.00
#> highPrice lowPrice ltp previousPrice netPrice tradedQuantity
#> 1 927.90 905.00 925.50 903.95 2.38 12378690
#> 2 809.55 782.00 803.00 784.80 2.32 10092542
#> 3 457.85 441.50 455.80 446.45 2.09 9399907
#> 4 987.90 963.00 976.50 967.00 0.98 5835440
#> 5 1566.25 1522.50 1535.50 1521.15 0.94 3032029
#> 6 387.80 382.00 386.80 384.40 0.62 42898608
#> 7 1426.95 1401.65 1409.35 1403.45 0.42 1996254
#> 8 1349.10 1335.00 1341.95 1337.00 0.37 4490092
#> 9 11299.95 11130.70 11250.05 11215.15 0.31 177897
#> 10 679.00 665.70 667.85 666.15 0.26 4316905
#> turnoverInLakhs
#> 1 113846.81
#> 2 80881.63
#> 3 42447.16
#> 4 57058.35
#> 5 46950.67
#> 6 164910.83
#> 7 28255.38
#> 8 60203.15
#> 9 19964.56
#> 10 29073.92nse_stock_year_high()
#> symbol
#> 1 20MICRONS
#> 2 ADANITRANS
#> 3 AGARIND
#> 4 AJOONI
#> 5 AMRUTANJAN
#> 6 ANGELBRKG
#> 7 APCOTEXIND
#> 8 APOLSINHOT
#> 9 ARROWGREEN
#> 10 AUTOAXLES
#> 11 AVTNPL
#> 12 AXISBPSETF
#> 13 AYMSYNTEX
#> 14 BALAMINES
#> 15 BEL
#> 16 BHARATGEAR
#> 17 BHEL
#> 18 BIRLACORPN
#> 19 BROOKS
#> 20 BSHSL
#> 21 BURNPUR
#> 22 BVCL
#> 23 CASTEXTECH
#> 24 CENTURYPLY
#> 25 CHAMBLFERT
#> 26 CONTROLPR
#> 27 COSMOFILMS
#> 28 CSBBANK
#> 29 CYIENT
#> 30 DCMNVL
#> 31 DCW
#> 32 DECCANCE
#> 33 DEEPAKFERT
#> 34 DHARSUGAR
#> 35 DNAMEDIA
#> 36 DYNAMATECH
#> 37 EMMBI
#> 38 EVERESTIND
#> 39 FAIRCHEMOR
#> 40 FINEORG
#> 41 FSL
#> 42 GAEL
#> 43 GBGLOBAL
#> 44 GDL
#> 45 GENUSPAPER
#> 46 GINNIFILA
#> 47 GREENPANEL
#> 48 GSFC
#> 49 HFCL
#> 50 HGINFRA
#> 51 HIL
#> 52 HINDPETRO
#> 53 HITECHCORP
#> 54 HLEGLAS
#> 55 ICICILIQ
#> 56 INDIACEM
#> 57 INEOSSTYRO
#> 58 INFOBEAN
#> 59 IOC
#> 60 ISEC
#> 61 JKLAKSHMI
#> 62 KALPATPOWR
#> 63 KARDA
#> 64 KENNAMET
#> 65 KHAICHEM
#> 66 KINGFA
#> 67 KPITTECH
#> 68 KSB
#> 69 LAOPALA
#> 70 LICNETFN50
#> 71 LYKALABS
#> 72 MANAKALUCO
#> 73 MANGLMCEM
#> 74 MARINE
#> 75 MOLDTKPAC
#> 76 MUKANDLTD
#> 77 NAGAFERT
#> 78 NAHARINDUS
#> 79 NAHARSPING
#> 80 NBIFIN
#> 81 NCLIND
#> 82 NDTV
#> 83 NETF
#> 84 NITINSPIN
#> 85 NITIRAJ
#> 86 ORIENTCEM
#> 87 ORIENTHOT
#> 88 PATINTLOG
#> 89 PGIL
#> 90 PHILIPCARB
#> 91 PIDILITIND
#> 92 POKARNA
#> 93 POLYMED
#> 94 PRECAM
#> 95 PRECOT
#> 96 PRINCEPIPE
#> 97 PROINDIA
#> 98 RAMCOIND
#> 99 RELAXO
#> 100 RSWM
#> 101 RTNINDIA
#> 102 SAGCEM
#> 103 SALONA
#> 104 SANGAMIND
#> 105 SANGHIIND
#> 106 SARLAPOLY
#> 107 SDBL
#> 108 SEPOWER
#> 109 SHAKTIPUMP
#> 110 SHAREINDIA
#> 111 SHIVAMILLS
#> 112 SHREERAMA
#> 113 SHRIRAMCIT
#> 114 SIMBHALS
#> 115 SPIC
#> 116 SURYALAXMI
#> 117 SURYAROSNI
#> 118 SUULD
#> 119 TAKE
#> 120 TANTIACONS
#> 121 TARAPUR
#> 122 TATACOFFEE
#> 123 TCI
#> 124 TCIEXP
#> 125 TCNSBRANDS
#> 126 TECHIN
#> 127 TEXMOPIPES
#> 128 TIDEWATER
#> 129 TIPSINDLTD
#> 130 TIRUMALCHM
#> 131 TV18BRDCST
#> 132 TVTODAY
#> 133 UNICHEMLAB
#> 134 UNIVCABLES
#> 135 VHL
#> 136 VINDHYATEL
#> 137 VISAKAIND
#> 138 VISHNU
#> 139 VLSFINANCE
#> 140 WALCHANNAG
#> 141 WOCKPHARMA
#> 142 ZEEMEDIA
#> symbol_desc
#> 1 20 Microns Limited
#> 2 Adani Transmission Limited
#> 3 Agarwal Industrial Corporation Limited
#> 4 Ajooni Biotech Limited
#> 5 Amrutanjan Health Care Limited
#> 6 Angel Broking Limited
#> 7 Apcotex Industries Limited
#> 8 Apollo Sindoori Hotels Limited
#> 9 Arrow Greentech Limited
#> 10 Automotive Axles Limited
#> 11 AVT Natural Products Limited
#> 12 Axis Mutual Fund - Axis AAA Bond Plus SDL ETF - 2026 Maturity
#> 13 AYM Syntex Limited
#> 14 Balaji Amines Limited
#> 15 Bharat Electronics Limited
#> 16 Bharat Gears Limited
#> 17 Bharat Heavy Electricals Limited
#> 18 Birla Corporation Limited
#> 19 Brooks Laboratories Limited
#> 20 Bombay Super Hybrid Seeds Limited
#> 21 Burnpur Cement Limited
#> 22 Barak Valley Cements Limited
#> 23 Castex Technologies Limited
#> 24 Century Plyboards (India) Limited
#> 25 Chambal Fertilizers & Chemicals Limited
#> 26 Control Print Limited
#> 27 Cosmo Films Limited
#> 28 CSB Bank Limited
#> 29 Cyient Limited
#> 30 DCM Nouvelle Limited
#> 31 DCW Limited
#> 32 Deccan Cements Limited
#> 33 Deepak Fertilizers and Petrochemicals Corporation Limited
#> 34 Dharani Sugars & Chemicals Limited
#> 35 Diligent Media Corporation Limited
#> 36 Dynamatic Technologies Limited
#> 37 Emmbi Industries Limited
#> 38 Everest Industries Limited
#> 39 Fairchem Organics Limited
#> 40 Fine Organic Industries Limited
#> 41 Firstsource Solutions Limited
#> 42 Gujarat Ambuja Exports Limited
#> 43 GB Global Limited
#> 44 Gateway Distriparks Limited
#> 45 Genus Paper & Boards Limited
#> 46 Ginni Filaments Limited
#> 47 Greenpanel Industries Limited
#> 48 Gujarat State Fertilizers & Chemicals Limited
#> 49 HFCL Limited
#> 50 H.G. Infra Engineering Limited
#> 51 HIL Limited
#> 52 Hindustan Petroleum Corporation Limited
#> 53 Hitech Corporation Limited
#> 54 HLE Glascoat Limited
#> 55 ICICI Prudential Mutual Fund - ICICI Prudential Liquid ETF - NO NA
#> 56 The India Cements Limited
#> 57 INEOS Styrolution India Limited
#> 58 InfoBeans Technologies Limited
#> 59 Indian Oil Corporation Limited
#> 60 ICICI Securities Limited
#> 61 JK Lakshmi Cement Limited
#> 62 Kalpataru Power Transmission Limited
#> 63 Karda Constructions Limited
#> 64 Kennametal India Limited
#> 65 Khaitan Chemicals & Fertilizers Limited
#> 66 Kingfa Science & Technology (India) Limited
#> 67 KPIT Technologies Limited
#> 68 Ksb Limited
#> 69 La Opala RG Limited
#> 70 LIC MF - LIC MF EXCHANGE TRADED FUND - NIFTY 50
#> 71 Lyka Labs Limited
#> 72 Manaksia Aluminium Company Limited
#> 73 Mangalam Cement Limited
#> 74 Marine Electricals (India) Limited
#> 75 Mold-Tek Packaging Limited
#> 76 Mukand Limited
#> 77 Nagarjuna Fertilizers and Chemicals Limited
#> 78 Nahar Industrial Enterprises Limited
#> 79 Nahar Spinning Mills Limited
#> 80 N. B. I. Industrial Finance Company Limited
#> 81 NCL Industries Limited
#> 82 New Delhi Television Limited
#> 83 Tata Nifty Exchange Traded Fund
#> 84 Nitin Spinners Limited
#> 85 Nitiraj Engineers Limited
#> 86 Orient Cement Limited
#> 87 Oriental Hotels Limited
#> 88 Patel Integrated Logistics Limited
#> 89 Pearl Global Industries Limited
#> 90 Phillips Carbon Black Limited
#> 91 Pidilite Industries Limited
#> 92 Pokarna Limited
#> 93 Poly Medicure Limited
#> 94 Precision Camshafts Limited
#> 95 Precot Limited
#> 96 Prince Pipes And Fittings Limited
#> 97 Proseed India Limited
#> 98 Ramco Industries Limited
#> 99 Relaxo Footwears Limited
#> 100 RSWM Limited
#> 101 RattanIndia Enterprises Limited
#> 102 Sagar Cements Limited
#> 103 Salona Cotspin Limited
#> 104 Sangam (India) Limited
#> 105 Sanghi Industries Limited
#> 106 Sarla Performance Fibers Limited
#> 107 Som Distilleries & Breweries Limited
#> 108 S.E. Power Limited
#> 109 Shakti Pumps (India) Limited
#> 110 Share India Securities Limited
#> 111 Shiva Mills Limited
#> 112 Shree Rama Multi-Tech Limited
#> 113 Shriram City Union Finance Limited
#> 114 Simbhaoli Sugars Limited
#> 115 Southern Petrochemicals Industries Corporation Limited
#> 116 Suryalakshmi Cotton Mills Limited
#> 117 Surya Roshni Limited
#> 118 Suumaya Industries Limited
#> 119 Take Solutions Limited
#> 120 Tantia Constructions Limited
#> 121 Tarapur Transformers Limited
#> 122 Tata Coffee Limited
#> 123 Transport Corporation of India Limited
#> 124 TCI Express Limited
#> 125 TCNS Clothing Co. Limited
#> 126 Techindia Nirman Limited
#> 127 Texmo Pipes and Products Limited
#> 128 Tide Water Oil Company (India) Limited
#> 129 TIPS Industries Limited
#> 130 Thirumalai Chemicals Limited
#> 131 TV18 Broadcast Limited
#> 132 TV Today Network Limited
#> 133 Unichem Laboratories Limited
#> 134 Universal Cables Limited
#> 135 Vardhman Holdings Limited
#> 136 Vindhya Telelinks Limited
#> 137 Visaka Industries Limited
#> 138 Vishnu Chemicals Limited
#> 139 VLS Finance Limited
#> 140 Walchandnagar Industries Limited
#> 141 Wockhardt Limited
#> 142 Zee Media Corporation Limited
#> date new_high year last_traded_price prev_high prev_close change
#> 1 2021-05-18 65.50 65.50 65.50 58.65 54.60 10.90
#> 2 2021-05-19 1389.50 1389.50 1389.50 1323.35 1323.35 66.15
#> 3 2021-05-19 219.50 219.50 218.85 215.25 213.95 4.90
#> 4 2021-05-19 56.05 56.05 56.00 53.75 53.75 2.25
#> 5 2021-05-19 762.00 762.00 743.00 760.00 747.70 -4.70
#> 6 2021-05-12 719.30 719.30 719.30 690.00 685.05 34.25
#> 7 2021-05-19 385.00 385.00 369.90 369.95 359.00 10.90
#> 8 2020-08-19 800.00 800.00 749.00 704.65 670.70 78.30
#> 9 2021-05-19 116.90 116.90 116.90 111.35 111.35 5.55
#> 10 2021-02-24 1400.20 1400.20 1400.20 1250.00 1166.85 233.35
#> 11 2021-05-12 60.40 60.40 58.70 57.75 55.00 3.70
#> 12 2021-05-19 10.41 10.41 10.12 10.12 10.11 0.02
#> 13 2021-05-19 64.95 64.95 61.50 62.80 61.90 -0.40
#> 14 2021-05-19 2764.95 2764.95 2680.00 2739.90 2713.70 -33.70
#> 15 2021-05-19 158.70 158.70 157.40 157.90 155.15 2.25
#> 16 2021-05-19 119.00 119.00 112.75 104.95 102.00 10.75
#> 17 2021-05-12 77.70 77.70 72.40 76.60 73.75 -1.35
#> 18 2021-05-19 1384.80 1384.80 1258.00 1373.95 1318.20 -60.20
#> 19 2021-05-12 93.80 93.80 93.00 91.50 89.35 3.65
#> 20 2021-05-19 186.65 186.65 186.65 177.80 177.80 8.85
#> 21 2021-01-11 3.20 3.20 3.20 3.20 3.05 0.15
#> 22 2021-05-19 22.35 22.35 22.35 21.40 21.30 1.05
#> 23 2021-05-19 0.90 0.90 0.80 0.85 0.85 -0.05
#> 24 2021-05-19 400.00 400.00 383.15 395.90 391.35 -8.20
#> 25 2021-05-19 310.45 310.45 292.00 289.50 284.55 7.45
#> 26 2021-05-10 380.15 380.15 380.15 340.00 316.80 63.35
#> 27 2021-05-19 801.80 801.80 800.00 786.00 762.85 37.15
#> 28 2021-05-19 346.20 346.20 305.50 325.00 320.00 -14.50
#> 29 2021-05-19 830.00 830.00 828.00 819.90 794.00 34.00
#> 30 2021-05-19 120.45 120.45 120.45 114.75 114.75 5.70
#> 31 2021-05-19 40.90 40.90 39.00 40.75 40.05 -1.05
#> 32 2021-05-19 504.95 504.95 492.00 485.00 482.80 9.20
#> 33 2021-05-12 308.95 308.95 295.20 297.65 288.25 6.95
#> 34 2021-05-19 11.90 11.90 11.90 11.35 11.35 0.55
#> 35 2021-05-19 1.65 1.65 1.65 1.60 1.60 0.05
#> 36 2021-04-01 1241.80 1241.80 1241.80 1111.00 1034.85 206.95
#> 37 2021-05-07 108.50 108.50 104.00 105.20 98.35 5.65
#> 38 2021-05-19 376.90 376.90 366.50 372.00 359.55 6.95
#> 39 2021-05-11 899.00 899.00 862.00 874.70 827.40 34.60
#> 40 2021-05-19 3548.00 3548.00 3520.90 3424.00 3371.35 149.55
#> 41 2021-05-19 142.00 142.00 140.10 138.50 137.40 2.70
#> 42 2021-05-19 185.00 185.00 179.75 184.00 179.60 0.15
#> 43 2021-05-19 9.90 9.90 9.90 9.45 9.45 0.45
#> 44 2021-05-18 296.20 296.20 286.00 291.60 277.10 8.90
#> 45 2020-12-22 8.90 8.90 8.75 8.90 8.40 0.35
#> 46 2021-05-19 33.50 33.50 32.00 32.65 31.70 0.30
#> 47 2021-05-19 268.00 268.00 262.25 256.30 256.25 6.00
#> 48 2021-05-18 125.00 125.00 121.60 122.40 117.90 3.70
#> 49 2021-05-17 45.40 45.40 44.40 43.75 41.80 2.60
#> 50 2021-05-17 378.40 378.40 359.95 367.00 339.75 20.20
#> 51 2021-05-19 4873.70 4873.70 4749.90 4550.00 4521.40 228.50
#> 52 2021-05-19 274.80 274.80 267.00 273.65 272.75 -5.75
#> 53 2021-05-07 178.45 178.45 178.00 177.30 169.55 8.45
#> 54 2021-05-19 3260.00 3260.00 3250.00 3186.30 3134.55 115.45
#> 55 2020-12-18 1040.00 1040.00 1000.00 1014.30 999.99 0.01
#> 56 2021-04-09 200.00 200.00 199.80 195.00 178.35 21.45
#> 57 2021-05-19 1475.00 1475.00 1385.05 1324.00 1305.25 79.80
#> 58 2021-04-27 230.00 230.00 230.00 223.30 208.80 21.20
#> 59 2021-05-19 109.70 109.70 104.75 108.95 107.20 -2.45
#> 60 2020-07-16 583.00 583.00 581.40 568.90 551.95 29.45
#> 61 2021-04-09 470.00 470.00 466.00 467.00 444.70 21.30
#> 62 2021-04-08 408.95 408.95 401.95 407.00 389.65 12.30
#> 63 2021-05-19 183.20 183.20 183.20 174.50 174.50 8.70
#> 64 2021-02-26 1333.75 1333.75 1292.00 1240.00 1193.85 98.15
#> 65 2021-05-12 37.55 37.55 35.25 36.90 34.85 0.40
#> 66 2021-05-19 1079.80 1079.80 990.00 1037.65 1037.65 -47.65
#> 67 2021-05-18 250.60 250.60 243.00 244.25 240.00 3.00
#> 68 2021-05-07 999.80 999.80 939.00 963.70 915.25 23.75
#> 69 2020-08-26 278.15 278.15 278.15 251.85 231.80 46.35
#> 70 2021-05-12 191.66 191.66 191.66 189.55 189.32 2.34
#> 71 2021-05-19 57.55 57.55 57.55 54.85 54.85 2.70
#> 72 2021-05-19 18.10 18.10 18.10 17.25 17.25 0.85
#> 73 2021-05-19 327.50 327.50 324.60 325.00 318.15 6.45
#> 74 2021-05-19 87.70 87.70 84.50 86.35 84.25 0.25
#> 75 2021-05-04 490.35 490.35 470.30 490.00 477.05 -6.75
#> 76 2021-05-19 131.90 131.90 131.90 125.65 125.65 6.25
#> 77 2021-05-19 10.15 10.15 10.15 9.70 9.70 0.45
#> 78 2021-05-19 62.95 62.95 58.65 61.40 61.15 -2.50
#> 79 2021-05-19 145.95 145.95 135.25 139.00 139.00 -3.75
#> 80 2021-05-19 2405.55 2405.55 2405.55 2040.00 2004.65 400.90
#> 81 2021-05-19 205.95 205.95 200.00 205.55 202.10 -2.10
#> 82 2021-05-06 74.60 74.60 74.20 72.75 71.05 3.15
#> 83 2021-02-10 186.00 186.00 186.00 185.65 183.38 2.62
#> 84 2021-05-18 124.00 124.00 120.55 123.60 119.65 0.90
#> 85 2021-05-19 47.80 47.80 47.80 45.55 45.55 2.25
#> 86 2021-05-18 137.30 137.30 135.00 132.40 126.80 8.20
#> 87 2021-05-19 30.45 30.45 29.50 29.55 28.95 0.55
#> 88 2021-05-19 32.00 32.00 30.05 29.35 29.35 0.70
#> 89 2020-12-18 237.45 237.45 229.05 204.85 197.90 31.15
#> 90 2021-05-19 237.40 237.40 231.65 235.90 225.85 5.80
#> 91 2021-05-19 1950.00 1950.00 1938.30 1947.25 1920.95 17.35
#> 92 2021-05-18 328.65 328.65 328.65 285.95 273.90 54.75
#> 93 2021-04-23 1089.80 1089.80 1070.00 1085.15 1015.55 54.45
#> 94 2021-05-19 58.70 58.70 57.00 55.00 54.70 2.30
#> 95 2021-05-19 164.50 164.50 159.85 156.70 156.70 3.15
#> 96 2021-05-19 702.95 702.95 688.65 702.00 696.25 -7.60
#> 97 <NA> 1.45 1.45 1.45 NA 0.40 0.05
#> 98 2021-05-19 305.00 305.00 300.40 302.90 293.90 6.50
#> 99 2021-05-19 1085.00 1085.00 1015.00 1035.00 1011.95 3.05
#> 100 2021-05-19 251.00 251.00 242.15 246.25 237.85 4.30
#> 101 2021-05-19 17.10 17.10 17.10 16.30 16.30 0.80
#> 102 2021-05-19 923.55 923.55 905.30 910.00 888.60 16.70
#> 103 2021-05-19 115.05 115.05 105.00 115.00 114.10 -9.10
#> 104 2021-05-19 109.70 109.70 106.00 104.50 104.50 1.50
#> 105 2021-05-19 51.20 51.20 49.40 50.45 48.70 0.70
#> 106 2021-05-19 38.50 38.50 37.40 37.45 36.75 0.65
#> 107 2021-05-19 46.35 46.35 43.90 45.30 44.15 -0.25
#> 108 2021-05-19 5.90 5.90 5.90 5.65 5.65 0.25
#> 109 2021-05-19 744.80 744.80 703.00 651.90 620.70 82.30
#> 110 2021-05-19 491.15 491.15 460.50 483.00 471.35 -10.85
#> 111 2021-05-19 63.00 63.00 61.50 61.95 60.25 1.25
#> 112 2021-05-06 14.95 14.95 14.75 13.95 13.00 1.75
#> 113 2021-05-19 1791.70 1791.70 1732.45 1778.85 1726.25 6.20
#> 114 2021-05-19 15.50 15.50 15.50 14.80 14.80 0.70
#> 115 2021-05-19 48.40 48.40 45.60 47.50 46.45 -0.85
#> 116 2021-05-19 50.20 50.20 47.65 47.90 47.85 -0.20
#> 117 2021-05-07 476.50 476.50 467.60 468.80 454.35 13.25
#> 118 2021-05-10 323.85 323.85 321.00 322.65 315.40 5.60
#> 119 2021-05-19 72.90 72.90 69.10 71.70 68.45 0.65
#> 120 2021-05-19 10.50 10.50 10.00 10.00 10.00 0.00
#> 121 2021-05-19 5.00 5.00 5.00 4.80 4.80 0.20
#> 122 2021-05-11 185.85 185.85 182.00 180.90 177.80 4.20
#> 123 2021-05-19 310.00 310.00 303.00 310.00 295.45 7.55
#> 124 2021-05-18 1299.00 1299.00 1265.00 1140.00 1083.60 181.40
#> 125 2021-05-14 583.80 583.80 579.00 579.00 526.45 52.55
#> 126 2021-05-19 5.10 5.10 5.10 4.90 4.90 0.20
#> 127 2021-05-19 43.30 43.30 42.80 36.50 36.30 6.50
#> 128 2020-08-18 5540.40 5540.40 5445.00 5335.00 5176.00 269.00
#> 129 2021-05-19 980.10 980.10 980.10 933.45 933.45 46.65
#> 130 2021-05-19 130.00 130.00 125.50 125.40 121.85 3.65
#> 131 2020-07-22 44.40 44.40 39.40 41.70 40.20 -0.80
#> 132 2021-04-07 334.40 334.40 323.20 305.95 288.40 34.80
#> 133 2021-03-05 365.00 365.00 359.90 360.60 332.20 27.70
#> 134 2021-05-19 183.80 183.80 175.50 179.30 175.95 -0.45
#> 135 2021-03-03 2409.75 2409.75 2409.75 2169.75 2008.15 401.60
#> 136 2021-05-19 1140.00 1140.00 1080.35 1109.00 1087.40 -7.05
#> 137 2021-05-19 689.45 689.45 689.45 666.00 660.35 29.10
#> 138 2021-04-27 369.95 369.95 369.95 369.50 352.35 17.60
#> 139 2021-05-19 137.00 137.00 131.80 117.20 117.20 14.60
#> 140 2021-03-02 82.45 82.45 80.10 75.60 71.20 8.90
#> 141 2021-05-19 715.00 715.00 689.00 691.25 678.00 11.00
#> 142 2021-05-19 10.25 10.25 10.25 9.80 9.80 0.45
#> percent_change
#> 1 19.96
#> 2 5.00
#> 3 2.29
#> 4 4.19
#> 5 -0.63
#> 6 5.00
#> 7 3.04
#> 8 11.67
#> 9 4.98
#> 10 20.00
#> 11 6.73
#> 12 0.20
#> 13 -0.65
#> 14 -1.24
#> 15 1.45
#> 16 10.54
#> 17 -1.83
#> 18 -4.57
#> 19 4.09
#> 20 4.98
#> 21 4.92
#> 22 4.93
#> 23 -5.88
#> 24 -2.10
#> 25 2.62
#> 26 20.00
#> 27 4.87
#> 28 -4.53
#> 29 4.28
#> 30 4.97
#> 31 -2.62
#> 32 1.91
#> 33 2.41
#> 34 4.85
#> 35 3.13
#> 36 20.00
#> 37 5.74
#> 38 1.93
#> 39 4.18
#> 40 4.44
#> 41 1.97
#> 42 0.08
#> 43 4.76
#> 44 3.21
#> 45 4.17
#> 46 0.95
#> 47 2.34
#> 48 3.14
#> 49 6.22
#> 50 5.95
#> 51 5.05
#> 52 -2.11
#> 53 4.98
#> 54 3.68
#> 55 0.00
#> 56 12.03
#> 57 6.11
#> 58 10.15
#> 59 -2.29
#> 60 5.34
#> 61 4.79
#> 62 3.16
#> 63 4.99
#> 64 8.22
#> 65 1.15
#> 66 -4.59
#> 67 1.25
#> 68 2.59
#> 69 20.00
#> 70 1.24
#> 71 4.92
#> 72 4.93
#> 73 2.03
#> 74 0.30
#> 75 -1.41
#> 76 4.97
#> 77 4.64
#> 78 -4.09
#> 79 -2.70
#> 80 20.00
#> 81 -1.04
#> 82 4.43
#> 83 1.43
#> 84 0.75
#> 85 4.94
#> 86 6.47
#> 87 1.90
#> 88 2.39
#> 89 15.74
#> 90 2.57
#> 91 0.90
#> 92 19.99
#> 93 5.36
#> 94 4.20
#> 95 2.01
#> 96 -1.09
#> 97 3.57
#> 98 2.21
#> 99 0.30
#> 100 1.81
#> 101 4.91
#> 102 1.88
#> 103 -7.98
#> 104 1.44
#> 105 1.44
#> 106 1.77
#> 107 -0.57
#> 108 4.42
#> 109 13.26
#> 110 -2.30
#> 111 2.07
#> 112 13.46
#> 113 0.36
#> 114 4.73
#> 115 -1.83
#> 116 -0.42
#> 117 2.92
#> 118 1.78
#> 119 0.95
#> 120 0.00
#> 121 4.17
#> 122 2.36
#> 123 2.56
#> 124 16.74
#> 125 9.98
#> 126 4.08
#> 127 17.91
#> 128 5.20
#> 129 5.00
#> 130 3.00
#> 131 -1.99
#> 132 12.07
#> 133 8.34
#> 134 -0.26
#> 135 20.00
#> 136 -0.65
#> 137 4.41
#> 138 5.00
#> 139 12.46
#> 140 12.50
#> 141 1.62
#> 142 4.59
# retain original column names as returned by NSE
nse_stock_year_high(clean_names = FALSE)
#> symbol
#> 1 20MICRONS
#> 2 ADANITRANS
#> 3 AGARIND
#> 4 AJOONI
#> 5 AMRUTANJAN
#> 6 ANGELBRKG
#> 7 APCOTEXIND
#> 8 APOLSINHOT
#> 9 ARROWGREEN
#> 10 AUTOAXLES
#> 11 AVTNPL
#> 12 AXISBPSETF
#> 13 AYMSYNTEX
#> 14 BALAMINES
#> 15 BEL
#> 16 BHARATGEAR
#> 17 BHEL
#> 18 BIRLACORPN
#> 19 BROOKS
#> 20 BSHSL
#> 21 BURNPUR
#> 22 BVCL
#> 23 CASTEXTECH
#> 24 CENTURYPLY
#> 25 CHAMBLFERT
#> 26 CONTROLPR
#> 27 COSMOFILMS
#> 28 CSBBANK
#> 29 CYIENT
#> 30 DCMNVL
#> 31 DCW
#> 32 DECCANCE
#> 33 DEEPAKFERT
#> 34 DHARSUGAR
#> 35 DNAMEDIA
#> 36 DYNAMATECH
#> 37 EMMBI
#> 38 EVERESTIND
#> 39 FAIRCHEMOR
#> 40 FINEORG
#> 41 FSL
#> 42 GAEL
#> 43 GBGLOBAL
#> 44 GDL
#> 45 GENUSPAPER
#> 46 GINNIFILA
#> 47 GREENPANEL
#> 48 GSFC
#> 49 HFCL
#> 50 HGINFRA
#> 51 HIL
#> 52 HINDPETRO
#> 53 HITECHCORP
#> 54 HLEGLAS
#> 55 ICICILIQ
#> 56 INDIACEM
#> 57 INEOSSTYRO
#> 58 INFOBEAN
#> 59 IOC
#> 60 ISEC
#> 61 JKLAKSHMI
#> 62 KALPATPOWR
#> 63 KARDA
#> 64 KENNAMET
#> 65 KHAICHEM
#> 66 KINGFA
#> 67 KPITTECH
#> 68 KSB
#> 69 LAOPALA
#> 70 LICNETFN50
#> 71 LYKALABS
#> 72 MANAKALUCO
#> 73 MANGLMCEM
#> 74 MARINE
#> 75 MOLDTKPAC
#> 76 MUKANDLTD
#> 77 NAGAFERT
#> 78 NAHARINDUS
#> 79 NAHARSPING
#> 80 NBIFIN
#> 81 NCLIND
#> 82 NDTV
#> 83 NETF
#> 84 NITINSPIN
#> 85 NITIRAJ
#> 86 ORIENTCEM
#> 87 ORIENTHOT
#> 88 PATINTLOG
#> 89 PGIL
#> 90 PHILIPCARB
#> 91 PIDILITIND
#> 92 POKARNA
#> 93 POLYMED
#> 94 PRECAM
#> 95 PRECOT
#> 96 PRINCEPIPE
#> 97 PROINDIA
#> 98 RAMCOIND
#> 99 RELAXO
#> 100 RSWM
#> 101 RTNINDIA
#> 102 SAGCEM
#> 103 SALONA
#> 104 SANGAMIND
#> 105 SANGHIIND
#> 106 SARLAPOLY
#> 107 SDBL
#> 108 SEPOWER
#> 109 SHAKTIPUMP
#> 110 SHAREINDIA
#> 111 SHIVAMILLS
#> 112 SHREERAMA
#> 113 SHRIRAMCIT
#> 114 SIMBHALS
#> 115 SPIC
#> 116 SURYALAXMI
#> 117 SURYAROSNI
#> 118 SUULD
#> 119 TAKE
#> 120 TANTIACONS
#> 121 TARAPUR
#> 122 TATACOFFEE
#> 123 TCI
#> 124 TCIEXP
#> 125 TCNSBRANDS
#> 126 TECHIN
#> 127 TEXMOPIPES
#> 128 TIDEWATER
#> 129 TIPSINDLTD
#> 130 TIRUMALCHM
#> 131 TV18BRDCST
#> 132 TVTODAY
#> 133 UNICHEMLAB
#> 134 UNIVCABLES
#> 135 VHL
#> 136 VINDHYATEL
#> 137 VISAKAIND
#> 138 VISHNU
#> 139 VLSFINANCE
#> 140 WALCHANNAG
#> 141 WOCKPHARMA
#> 142 ZEEMEDIA
#> symbolDesc
#> 1 20 Microns Limited
#> 2 Adani Transmission Limited
#> 3 Agarwal Industrial Corporation Limited
#> 4 Ajooni Biotech Limited
#> 5 Amrutanjan Health Care Limited
#> 6 Angel Broking Limited
#> 7 Apcotex Industries Limited
#> 8 Apollo Sindoori Hotels Limited
#> 9 Arrow Greentech Limited
#> 10 Automotive Axles Limited
#> 11 AVT Natural Products Limited
#> 12 Axis Mutual Fund - Axis AAA Bond Plus SDL ETF - 2026 Maturity
#> 13 AYM Syntex Limited
#> 14 Balaji Amines Limited
#> 15 Bharat Electronics Limited
#> 16 Bharat Gears Limited
#> 17 Bharat Heavy Electricals Limited
#> 18 Birla Corporation Limited
#> 19 Brooks Laboratories Limited
#> 20 Bombay Super Hybrid Seeds Limited
#> 21 Burnpur Cement Limited
#> 22 Barak Valley Cements Limited
#> 23 Castex Technologies Limited
#> 24 Century Plyboards (India) Limited
#> 25 Chambal Fertilizers & Chemicals Limited
#> 26 Control Print Limited
#> 27 Cosmo Films Limited
#> 28 CSB Bank Limited
#> 29 Cyient Limited
#> 30 DCM Nouvelle Limited
#> 31 DCW Limited
#> 32 Deccan Cements Limited
#> 33 Deepak Fertilizers and Petrochemicals Corporation Limited
#> 34 Dharani Sugars & Chemicals Limited
#> 35 Diligent Media Corporation Limited
#> 36 Dynamatic Technologies Limited
#> 37 Emmbi Industries Limited
#> 38 Everest Industries Limited
#> 39 Fairchem Organics Limited
#> 40 Fine Organic Industries Limited
#> 41 Firstsource Solutions Limited
#> 42 Gujarat Ambuja Exports Limited
#> 43 GB Global Limited
#> 44 Gateway Distriparks Limited
#> 45 Genus Paper & Boards Limited
#> 46 Ginni Filaments Limited
#> 47 Greenpanel Industries Limited
#> 48 Gujarat State Fertilizers & Chemicals Limited
#> 49 HFCL Limited
#> 50 H.G. Infra Engineering Limited
#> 51 HIL Limited
#> 52 Hindustan Petroleum Corporation Limited
#> 53 Hitech Corporation Limited
#> 54 HLE Glascoat Limited
#> 55 ICICI Prudential Mutual Fund - ICICI Prudential Liquid ETF - NO NA
#> 56 The India Cements Limited
#> 57 INEOS Styrolution India Limited
#> 58 InfoBeans Technologies Limited
#> 59 Indian Oil Corporation Limited
#> 60 ICICI Securities Limited
#> 61 JK Lakshmi Cement Limited
#> 62 Kalpataru Power Transmission Limited
#> 63 Karda Constructions Limited
#> 64 Kennametal India Limited
#> 65 Khaitan Chemicals & Fertilizers Limited
#> 66 Kingfa Science & Technology (India) Limited
#> 67 KPIT Technologies Limited
#> 68 Ksb Limited
#> 69 La Opala RG Limited
#> 70 LIC MF - LIC MF EXCHANGE TRADED FUND - NIFTY 50
#> 71 Lyka Labs Limited
#> 72 Manaksia Aluminium Company Limited
#> 73 Mangalam Cement Limited
#> 74 Marine Electricals (India) Limited
#> 75 Mold-Tek Packaging Limited
#> 76 Mukand Limited
#> 77 Nagarjuna Fertilizers and Chemicals Limited
#> 78 Nahar Industrial Enterprises Limited
#> 79 Nahar Spinning Mills Limited
#> 80 N. B. I. Industrial Finance Company Limited
#> 81 NCL Industries Limited
#> 82 New Delhi Television Limited
#> 83 Tata Nifty Exchange Traded Fund
#> 84 Nitin Spinners Limited
#> 85 Nitiraj Engineers Limited
#> 86 Orient Cement Limited
#> 87 Oriental Hotels Limited
#> 88 Patel Integrated Logistics Limited
#> 89 Pearl Global Industries Limited
#> 90 Phillips Carbon Black Limited
#> 91 Pidilite Industries Limited
#> 92 Pokarna Limited
#> 93 Poly Medicure Limited
#> 94 Precision Camshafts Limited
#> 95 Precot Limited
#> 96 Prince Pipes And Fittings Limited
#> 97 Proseed India Limited
#> 98 Ramco Industries Limited
#> 99 Relaxo Footwears Limited
#> 100 RSWM Limited
#> 101 RattanIndia Enterprises Limited
#> 102 Sagar Cements Limited
#> 103 Salona Cotspin Limited
#> 104 Sangam (India) Limited
#> 105 Sanghi Industries Limited
#> 106 Sarla Performance Fibers Limited
#> 107 Som Distilleries & Breweries Limited
#> 108 S.E. Power Limited
#> 109 Shakti Pumps (India) Limited
#> 110 Share India Securities Limited
#> 111 Shiva Mills Limited
#> 112 Shree Rama Multi-Tech Limited
#> 113 Shriram City Union Finance Limited
#> 114 Simbhaoli Sugars Limited
#> 115 Southern Petrochemicals Industries Corporation Limited
#> 116 Suryalakshmi Cotton Mills Limited
#> 117 Surya Roshni Limited
#> 118 Suumaya Industries Limited
#> 119 Take Solutions Limited
#> 120 Tantia Constructions Limited
#> 121 Tarapur Transformers Limited
#> 122 Tata Coffee Limited
#> 123 Transport Corporation of India Limited
#> 124 TCI Express Limited
#> 125 TCNS Clothing Co. Limited
#> 126 Techindia Nirman Limited
#> 127 Texmo Pipes and Products Limited
#> 128 Tide Water Oil Company (India) Limited
#> 129 TIPS Industries Limited
#> 130 Thirumalai Chemicals Limited
#> 131 TV18 Broadcast Limited
#> 132 TV Today Network Limited
#> 133 Unichem Laboratories Limited
#> 134 Universal Cables Limited
#> 135 Vardhman Holdings Limited
#> 136 Vindhya Telelinks Limited
#> 137 Visaka Industries Limited
#> 138 Vishnu Chemicals Limited
#> 139 VLS Finance Limited
#> 140 Walchandnagar Industries Limited
#> 141 Wockhardt Limited
#> 142 Zee Media Corporation Limited
#> dt value year ltp value_old prev change pChange
#> 1 2021-05-18 65.50 65.50 65.50 58.65 54.60 10.90 19.96
#> 2 2021-05-19 1389.50 1389.50 1389.50 1323.35 1323.35 66.15 5.00
#> 3 2021-05-19 219.50 219.50 218.85 215.25 213.95 4.90 2.29
#> 4 2021-05-19 56.05 56.05 56.00 53.75 53.75 2.25 4.19
#> 5 2021-05-19 762.00 762.00 743.00 760.00 747.70 -4.70 -0.63
#> 6 2021-05-12 719.30 719.30 719.30 690.00 685.05 34.25 5.00
#> 7 2021-05-19 385.00 385.00 369.90 369.95 359.00 10.90 3.04
#> 8 2020-08-19 800.00 800.00 749.00 704.65 670.70 78.30 11.67
#> 9 2021-05-19 116.90 116.90 116.90 111.35 111.35 5.55 4.98
#> 10 2021-02-24 1400.20 1400.20 1400.20 1250.00 1166.85 233.35 20.00
#> 11 2021-05-12 60.40 60.40 58.70 57.75 55.00 3.70 6.73
#> 12 2021-05-19 10.41 10.41 10.12 10.12 10.11 0.02 0.20
#> 13 2021-05-19 64.95 64.95 61.50 62.80 61.90 -0.40 -0.65
#> 14 2021-05-19 2764.95 2764.95 2680.00 2739.90 2713.70 -33.70 -1.24
#> 15 2021-05-19 158.70 158.70 157.40 157.90 155.15 2.25 1.45
#> 16 2021-05-19 119.00 119.00 112.75 104.95 102.00 10.75 10.54
#> 17 2021-05-12 77.70 77.70 72.40 76.60 73.75 -1.35 -1.83
#> 18 2021-05-19 1384.80 1384.80 1258.00 1373.95 1318.20 -60.20 -4.57
#> 19 2021-05-12 93.80 93.80 93.00 91.50 89.35 3.65 4.09
#> 20 2021-05-19 186.65 186.65 186.65 177.80 177.80 8.85 4.98
#> 21 2021-01-11 3.20 3.20 3.20 3.20 3.05 0.15 4.92
#> 22 2021-05-19 22.35 22.35 22.35 21.40 21.30 1.05 4.93
#> 23 2021-05-19 0.90 0.90 0.80 0.85 0.85 -0.05 -5.88
#> 24 2021-05-19 400.00 400.00 383.15 395.90 391.35 -8.20 -2.10
#> 25 2021-05-19 310.45 310.45 292.00 289.50 284.55 7.45 2.62
#> 26 2021-05-10 380.15 380.15 380.15 340.00 316.80 63.35 20.00
#> 27 2021-05-19 801.80 801.80 800.00 786.00 762.85 37.15 4.87
#> 28 2021-05-19 346.20 346.20 305.50 325.00 320.00 -14.50 -4.53
#> 29 2021-05-19 830.00 830.00 828.00 819.90 794.00 34.00 4.28
#> 30 2021-05-19 120.45 120.45 120.45 114.75 114.75 5.70 4.97
#> 31 2021-05-19 40.90 40.90 39.00 40.75 40.05 -1.05 -2.62
#> 32 2021-05-19 504.95 504.95 492.00 485.00 482.80 9.20 1.91
#> 33 2021-05-12 308.95 308.95 295.20 297.65 288.25 6.95 2.41
#> 34 2021-05-19 11.90 11.90 11.90 11.35 11.35 0.55 4.85
#> 35 2021-05-19 1.65 1.65 1.65 1.60 1.60 0.05 3.13
#> 36 2021-04-01 1241.80 1241.80 1241.80 1111.00 1034.85 206.95 20.00
#> 37 2021-05-07 108.50 108.50 104.00 105.20 98.35 5.65 5.74
#> 38 2021-05-19 376.90 376.90 366.50 372.00 359.55 6.95 1.93
#> 39 2021-05-11 899.00 899.00 862.00 874.70 827.40 34.60 4.18
#> 40 2021-05-19 3548.00 3548.00 3520.90 3424.00 3371.35 149.55 4.44
#> 41 2021-05-19 142.00 142.00 140.10 138.50 137.40 2.70 1.97
#> 42 2021-05-19 185.00 185.00 179.75 184.00 179.60 0.15 0.08
#> 43 2021-05-19 9.90 9.90 9.90 9.45 9.45 0.45 4.76
#> 44 2021-05-18 296.20 296.20 286.00 291.60 277.10 8.90 3.21
#> 45 2020-12-22 8.90 8.90 8.75 8.90 8.40 0.35 4.17
#> 46 2021-05-19 33.50 33.50 32.00 32.65 31.70 0.30 0.95
#> 47 2021-05-19 268.00 268.00 262.25 256.30 256.25 6.00 2.34
#> 48 2021-05-18 125.00 125.00 121.60 122.40 117.90 3.70 3.14
#> 49 2021-05-17 45.40 45.40 44.40 43.75 41.80 2.60 6.22
#> 50 2021-05-17 378.40 378.40 359.95 367.00 339.75 20.20 5.95
#> 51 2021-05-19 4873.70 4873.70 4749.90 4550.00 4521.40 228.50 5.05
#> 52 2021-05-19 274.80 274.80 267.00 273.65 272.75 -5.75 -2.11
#> 53 2021-05-07 178.45 178.45 178.00 177.30 169.55 8.45 4.98
#> 54 2021-05-19 3260.00 3260.00 3250.00 3186.30 3134.55 115.45 3.68
#> 55 2020-12-18 1040.00 1040.00 1000.00 1014.30 999.99 0.01 0.00
#> 56 2021-04-09 200.00 200.00 199.80 195.00 178.35 21.45 12.03
#> 57 2021-05-19 1475.00 1475.00 1385.05 1324.00 1305.25 79.80 6.11
#> 58 2021-04-27 230.00 230.00 230.00 223.30 208.80 21.20 10.15
#> 59 2021-05-19 109.70 109.70 104.75 108.95 107.20 -2.45 -2.29
#> 60 2020-07-16 583.00 583.00 581.40 568.90 551.95 29.45 5.34
#> 61 2021-04-09 470.00 470.00 466.00 467.00 444.70 21.30 4.79
#> 62 2021-04-08 408.95 408.95 401.95 407.00 389.65 12.30 3.16
#> 63 2021-05-19 183.20 183.20 183.20 174.50 174.50 8.70 4.99
#> 64 2021-02-26 1333.75 1333.75 1292.00 1240.00 1193.85 98.15 8.22
#> 65 2021-05-12 37.55 37.55 35.25 36.90 34.85 0.40 1.15
#> 66 2021-05-19 1079.80 1079.80 990.00 1037.65 1037.65 -47.65 -4.59
#> 67 2021-05-18 250.60 250.60 243.00 244.25 240.00 3.00 1.25
#> 68 2021-05-07 999.80 999.80 939.00 963.70 915.25 23.75 2.59
#> 69 2020-08-26 278.15 278.15 278.15 251.85 231.80 46.35 20.00
#> 70 2021-05-12 191.66 191.66 191.66 189.55 189.32 2.34 1.24
#> 71 2021-05-19 57.55 57.55 57.55 54.85 54.85 2.70 4.92
#> 72 2021-05-19 18.10 18.10 18.10 17.25 17.25 0.85 4.93
#> 73 2021-05-19 327.50 327.50 324.60 325.00 318.15 6.45 2.03
#> 74 2021-05-19 87.70 87.70 84.50 86.35 84.25 0.25 0.30
#> 75 2021-05-04 490.35 490.35 470.30 490.00 477.05 -6.75 -1.41
#> 76 2021-05-19 131.90 131.90 131.90 125.65 125.65 6.25 4.97
#> 77 2021-05-19 10.15 10.15 10.15 9.70 9.70 0.45 4.64
#> 78 2021-05-19 62.95 62.95 58.65 61.40 61.15 -2.50 -4.09
#> 79 2021-05-19 145.95 145.95 135.25 139.00 139.00 -3.75 -2.70
#> 80 2021-05-19 2405.55 2405.55 2405.55 2040.00 2004.65 400.90 20.00
#> 81 2021-05-19 205.95 205.95 200.00 205.55 202.10 -2.10 -1.04
#> 82 2021-05-06 74.60 74.60 74.20 72.75 71.05 3.15 4.43
#> 83 2021-02-10 186.00 186.00 186.00 185.65 183.38 2.62 1.43
#> 84 2021-05-18 124.00 124.00 120.55 123.60 119.65 0.90 0.75
#> 85 2021-05-19 47.80 47.80 47.80 45.55 45.55 2.25 4.94
#> 86 2021-05-18 137.30 137.30 135.00 132.40 126.80 8.20 6.47
#> 87 2021-05-19 30.45 30.45 29.50 29.55 28.95 0.55 1.90
#> 88 2021-05-19 32.00 32.00 30.05 29.35 29.35 0.70 2.39
#> 89 2020-12-18 237.45 237.45 229.05 204.85 197.90 31.15 15.74
#> 90 2021-05-19 237.40 237.40 231.65 235.90 225.85 5.80 2.57
#> 91 2021-05-19 1950.00 1950.00 1938.30 1947.25 1920.95 17.35 0.90
#> 92 2021-05-18 328.65 328.65 328.65 285.95 273.90 54.75 19.99
#> 93 2021-04-23 1089.80 1089.80 1070.00 1085.15 1015.55 54.45 5.36
#> 94 2021-05-19 58.70 58.70 57.00 55.00 54.70 2.30 4.20
#> 95 2021-05-19 164.50 164.50 159.85 156.70 156.70 3.15 2.01
#> 96 2021-05-19 702.95 702.95 688.65 702.00 696.25 -7.60 -1.09
#> 97 <NA> 1.45 1.45 1.45 NA 0.40 0.05 3.57
#> 98 2021-05-19 305.00 305.00 300.40 302.90 293.90 6.50 2.21
#> 99 2021-05-19 1085.00 1085.00 1015.00 1035.00 1011.95 3.05 0.30
#> 100 2021-05-19 251.00 251.00 242.15 246.25 237.85 4.30 1.81
#> 101 2021-05-19 17.10 17.10 17.10 16.30 16.30 0.80 4.91
#> 102 2021-05-19 923.55 923.55 905.30 910.00 888.60 16.70 1.88
#> 103 2021-05-19 115.05 115.05 105.00 115.00 114.10 -9.10 -7.98
#> 104 2021-05-19 109.70 109.70 106.00 104.50 104.50 1.50 1.44
#> 105 2021-05-19 51.20 51.20 49.40 50.45 48.70 0.70 1.44
#> 106 2021-05-19 38.50 38.50 37.40 37.45 36.75 0.65 1.77
#> 107 2021-05-19 46.35 46.35 43.90 45.30 44.15 -0.25 -0.57
#> 108 2021-05-19 5.90 5.90 5.90 5.65 5.65 0.25 4.42
#> 109 2021-05-19 744.80 744.80 703.00 651.90 620.70 82.30 13.26
#> 110 2021-05-19 491.15 491.15 460.50 483.00 471.35 -10.85 -2.30
#> 111 2021-05-19 63.00 63.00 61.50 61.95 60.25 1.25 2.07
#> 112 2021-05-06 14.95 14.95 14.75 13.95 13.00 1.75 13.46
#> 113 2021-05-19 1791.70 1791.70 1732.45 1778.85 1726.25 6.20 0.36
#> 114 2021-05-19 15.50 15.50 15.50 14.80 14.80 0.70 4.73
#> 115 2021-05-19 48.40 48.40 45.60 47.50 46.45 -0.85 -1.83
#> 116 2021-05-19 50.20 50.20 47.65 47.90 47.85 -0.20 -0.42
#> 117 2021-05-07 476.50 476.50 467.60 468.80 454.35 13.25 2.92
#> 118 2021-05-10 323.85 323.85 321.00 322.65 315.40 5.60 1.78
#> 119 2021-05-19 72.90 72.90 69.10 71.70 68.45 0.65 0.95
#> 120 2021-05-19 10.50 10.50 10.00 10.00 10.00 0.00 0.00
#> 121 2021-05-19 5.00 5.00 5.00 4.80 4.80 0.20 4.17
#> 122 2021-05-11 185.85 185.85 182.00 180.90 177.80 4.20 2.36
#> 123 2021-05-19 310.00 310.00 303.00 310.00 295.45 7.55 2.56
#> 124 2021-05-18 1299.00 1299.00 1265.00 1140.00 1083.60 181.40 16.74
#> 125 2021-05-14 583.80 583.80 579.00 579.00 526.45 52.55 9.98
#> 126 2021-05-19 5.10 5.10 5.10 4.90 4.90 0.20 4.08
#> 127 2021-05-19 43.30 43.30 42.80 36.50 36.30 6.50 17.91
#> 128 2020-08-18 5540.40 5540.40 5445.00 5335.00 5176.00 269.00 5.20
#> 129 2021-05-19 980.10 980.10 980.10 933.45 933.45 46.65 5.00
#> 130 2021-05-19 130.00 130.00 125.50 125.40 121.85 3.65 3.00
#> 131 2020-07-22 44.40 44.40 39.40 41.70 40.20 -0.80 -1.99
#> 132 2021-04-07 334.40 334.40 323.20 305.95 288.40 34.80 12.07
#> 133 2021-03-05 365.00 365.00 359.90 360.60 332.20 27.70 8.34
#> 134 2021-05-19 183.80 183.80 175.50 179.30 175.95 -0.45 -0.26
#> 135 2021-03-03 2409.75 2409.75 2409.75 2169.75 2008.15 401.60 20.00
#> 136 2021-05-19 1140.00 1140.00 1080.35 1109.00 1087.40 -7.05 -0.65
#> 137 2021-05-19 689.45 689.45 689.45 666.00 660.35 29.10 4.41
#> 138 2021-04-27 369.95 369.95 369.95 369.50 352.35 17.60 5.00
#> 139 2021-05-19 137.00 137.00 131.80 117.20 117.20 14.60 12.46
#> 140 2021-03-02 82.45 82.45 80.10 75.60 71.20 8.90 12.50
#> 141 2021-05-19 715.00 715.00 689.00 691.25 678.00 11.00 1.62
#> 142 2021-05-19 10.25 10.25 10.25 9.80 9.80 0.45 4.59nse_stock_most_traded()
#> security share_turnover traded_quantity
#> 1 Tata Steel Limited 3.48 5045
#> 2 Adani Ports and Special Economic Zone Limited 3.22 5547
#> 3 Tata Motors Limited 2.61 11479
#> 4 HDFC Bank Limited 2.53 2359
#> 5 JSW Steel Limited 2.50 5392
#> 6 State Bank of India 2.42 9291
#> 7 Bajaj Finance Limited 2.42 651
#> 8 ICICI Bank Limited 2.36 5423
#> 9 Reliance Industries Limited 2.23 1510
#> 10 Axis Bank Limited 1.91 3726
#> 11 TOTAL of Top Ten securities 25.68 50423
#> 12 TOTAL 100.00 500847
#> no_of_trades avg_daily_turnonver turnover
#> 1 6297239 2439.37 46347.95
#> 2 6740117 2254.63 42838.03
#> 3 6261597 1829.61 34762.50
#> 4 5137713 1770.64 33642.10
#> 5 5326300 1751.55 33279.37
#> 6 5946848 1696.45 32232.60
#> 7 4065851 1691.77 32143.68
#> 8 5594907 1652.91 31405.21
#> 9 4398258 1560.00 29640.06
#> 10 4429981 1340.99 25478.72
#> 11 54198811 17987.91 341770.24
#> 12 385038115 70036.15 1330686.78
# retain original column names as returned by NSE
nse_stock_most_traded(clean_names = FALSE)
#> skipped sharetotal trdQty nooftrades
#> 1 Tata Steel Limited 3.48 5045 6297239
#> 2 Adani Ports and Special Economic Zone Limited 3.22 5547 6740117
#> 3 Tata Motors Limited 2.61 11479 6261597
#> 4 HDFC Bank Limited 2.53 2359 5137713
#> 5 JSW Steel Limited 2.50 5392 5326300
#> 6 State Bank of India 2.42 9291 5946848
#> 7 Bajaj Finance Limited 2.42 651 4065851
#> 8 ICICI Bank Limited 2.36 5423 5594907
#> 9 Reliance Industries Limited 2.23 1510 4398258
#> 10 Axis Bank Limited 1.91 3726 4429981
#> 11 TOTAL of Top Ten securities 25.68 50423 54198811
#> 12 TOTAL 100.00 500847 385038115
#> avgdailyturn turnover
#> 1 2439.37 46347.95
#> 2 2254.63 42838.03
#> 3 1829.61 34762.50
#> 4 1770.64 33642.10
#> 5 1751.55 33279.37
#> 6 1696.45 32232.60
#> 7 1691.77 32143.68
#> 8 1652.91 31405.21
#> 9 1560.00 29640.06
#> 10 1340.99 25478.72
#> 11 17987.91 341770.24
#> 12 70036.15 1330686.78nse_fo_top_gainers()
#> symbol series last_corp_announcement_date
#> 1 IBULHSGFIN EQ 2020-09-03
#> 2 BOSCHLTD EQ 2020-08-03
#> 3 CHOLAFIN EQ 2021-02-09
#> 4 PNB EQ 2020-07-27
#> 5 M&MFIN EQ 2020-07-22
#> 6 RBLBANK EQ 2020-07-09
#> 7 CIPLA EQ 2020-08-11
#> 8 M&M EQ 2020-07-16
#> 9 RAMCOCEM EQ 2021-03-22
#> 10 BPCL EQ 2021-03-25
#> last_corp_announcement open_price high_price
#> 1 Annual General Meeting 197.45 216.45
#> 2 Annual General Meeting/Dividend - Rs 105 Per Share 14770.00 16250.00
#> 3 Interimdividend - Rs 1.30 Per Share 547.95 573.70
#> 4 Annual General Meeting 36.50 37.90
#> 5 Rights 1:1 @ Premium Rs 48/- 154.25 161.00
#> 6 Annual General Meeting 201.00 207.85
#> 7 Annual General Meeting 906.00 927.90
#> 8 Annual General Meeting/Dividend - Rs 2.35 Per Share 784.05 809.55
#> 9 Interim Dividend - Rs 3 Per Share 985.00 1005.00
#> 10 Interim Dividend - Rs 5 Per Share 448.00 457.85
#> low_price last_traded_price prev_close_price percent_change traded_quantity
#> 1 192.50 210.90 193.25 9.13 78804626
#> 2 14550.20 15845.00 14780.55 7.20 534380
#> 3 545.00 570.70 544.05 4.90 9211100
#> 4 35.95 37.90 36.20 4.70 339156585
#> 5 152.60 159.95 154.20 3.73 21575696
#> 6 200.35 204.95 199.95 2.50 19971105
#> 7 905.00 925.50 903.95 2.38 12378690
#> 8 782.00 803.00 784.80 2.32 10092542
#> 9 970.10 999.00 977.95 2.15 647692
#> 10 441.50 455.80 446.45 2.09 9399907
#> turnover_in_lakhs
#> 1 162353.29
#> 2 84012.34
#> 3 51728.62
#> 4 126098.42
#> 5 34206.11
#> 6 40808.96
#> 7 113846.81
#> 8 80881.63
#> 9 6410.34
#> 10 42447.16
# retain original column names as returned by NSE
nse_fo_top_gainers(clean_names = FALSE)
#> symbol series lastCorpAnnouncementDate
#> 1 IBULHSGFIN EQ 2020-09-03
#> 2 BOSCHLTD EQ 2020-08-03
#> 3 CHOLAFIN EQ 2021-02-09
#> 4 PNB EQ 2020-07-27
#> 5 M&MFIN EQ 2020-07-22
#> 6 RBLBANK EQ 2020-07-09
#> 7 CIPLA EQ 2020-08-11
#> 8 M&M EQ 2020-07-16
#> 9 RAMCOCEM EQ 2021-03-22
#> 10 BPCL EQ 2021-03-25
#> lastCorpAnnouncement openPrice highPrice
#> 1 Annual General Meeting 197.45 216.45
#> 2 Annual General Meeting/Dividend - Rs 105 Per Share 14770.00 16250.00
#> 3 Interimdividend - Rs 1.30 Per Share 547.95 573.70
#> 4 Annual General Meeting 36.50 37.90
#> 5 Rights 1:1 @ Premium Rs 48/- 154.25 161.00
#> 6 Annual General Meeting 201.00 207.85
#> 7 Annual General Meeting 906.00 927.90
#> 8 Annual General Meeting/Dividend - Rs 2.35 Per Share 784.05 809.55
#> 9 Interim Dividend - Rs 3 Per Share 985.00 1005.00
#> 10 Interim Dividend - Rs 5 Per Share 448.00 457.85
#> lowPrice ltp previousPrice netPrice tradedQuantity turnoverInLakhs
#> 1 192.50 210.90 193.25 9.13 78804626 162353.29
#> 2 14550.20 15845.00 14780.55 7.20 534380 84012.34
#> 3 545.00 570.70 544.05 4.90 9211100 51728.62
#> 4 35.95 37.90 36.20 4.70 339156585 126098.42
#> 5 152.60 159.95 154.20 3.73 21575696 34206.11
#> 6 200.35 204.95 199.95 2.50 19971105 40808.96
#> 7 905.00 925.50 903.95 2.38 12378690 113846.81
#> 8 782.00 803.00 784.80 2.32 10092542 80881.63
#> 9 970.10 999.00 977.95 2.15 647692 6410.34
#> 10 441.50 455.80 446.45 2.09 9399907 42447.16nse_preopen_nifty_bank()
#> symbol series corp_action_date corp_action price change percent_change
#> 1 AXISBANK EQ <NA> <NA> 708.60 -8.20 -1.14
#> 2 INDUSINDBK EQ <NA> <NA> 963.00 -4.00 -0.41
#> 3 AUBANK EQ <NA> <NA> 980.00 -3.45 -0.35
#> 4 PNB EQ <NA> <NA> 36.50 0.30 0.83
#> 5 SBIN EQ <NA> <NA> 387.00 2.60 0.68
#> 6 RBLBANK EQ <NA> <NA> 201.00 1.05 0.53
#> 7 ICICIBANK EQ <NA> <NA> 628.05 2.60 0.42
#> 8 FEDERALBNK EQ <NA> <NA> 84.70 0.30 0.36
#> 9 BANDHANBNK EQ <NA> <NA> 290.10 0.55 0.19
#> 10 IDFCFIRSTB EQ <NA> <NA> 55.65 0.10 0.18
#> 11 KOTAKBANK EQ <NA> <NA> 1732.00 1.45 0.08
#> 12 HDFCBANK EQ <NA> <NA> 1458.35 0.15 0.01
#> prev_close quantity value mkt_cap year_high year_low sum_val
#> 1 716.80 263562 1867.60 180058.24 799.00 332.85 3251.22
#> 2 967.00 6893 66.38 54577.80 1119.50 330.00 3251.22
#> 3 983.45 354 3.47 20870.89 1354.40 366.00 3251.22
#> 4 36.20 400652 146.24 8723.72 46.35 26.30 3251.22
#> 5 384.40 136445 528.04 147516.69 427.70 149.45 3251.22
#> 6 199.95 20728 41.66 8967.89 274.30 105.50 3251.22
#> 7 625.45 38689 242.99 432527.09 679.40 285.55 3251.22
#> 8 84.40 23537 19.94 16854.80 92.50 36.80 3251.22
#> 9 289.55 8492 24.64 19586.47 430.70 195.40 3251.22
#> 10 55.55 30199 16.81 14807.13 69.30 18.45 3251.22
#> 11 1730.55 5421 93.89 253767.87 2049.00 1115.00 3251.22
#> 12 1458.20 13685 199.58 635059.72 1641.00 826.10 3251.22
#> sum_quantity fin_quantity sum_fin_quantity
#> 1 664332 263562 948657
#> 2 664332 6893 948657
#> 3 664332 354 948657
#> 4 664332 400652 948657
#> 5 664332 136445 948657
#> 6 664332 20728 948657
#> 7 664332 38689 948657
#> 8 664332 23537 948657
#> 9 664332 8492 948657
#> 10 664332 30199 948657
#> 11 664332 5421 948657
#> 12 664332 13685 948657
# retain original column names as returned by NSE
nse_preopen_nifty(clean_names = FALSE)
#> symbol series xDt
#> 1 HINDALCO EQ <NA>
#> 2 TATASTEEL EQ <NA>
#> 3 ONGC EQ <NA>
#> 4 AXISBANK EQ <NA>
#> 5 JSWSTEEL EQ <NA>
#> 6 IOC EQ 2021-03-23
#> 7 BRITANNIA EQ <NA>
#> 8 TCS EQ <NA>
#> 9 SUNPHARMA EQ <NA>
#> 10 INDUSINDBK EQ <NA>
#> 11 HEROMOTOCO EQ <NA>
#> 12 M&M EQ <NA>
#> 13 ASIANPAINT EQ <NA>
#> 14 BAJFINANCE EQ <NA>
#> 15 GRASIM EQ <NA>
#> 16 WIPRO EQ <NA>
#> 17 INFY EQ <NA>
#> 18 TECHM EQ <NA>
#> 19 SBIN EQ <NA>
#> 20 SHREECEM EQ <NA>
#> 21 ULTRACEMCO EQ <NA>
#> 22 UPL EQ <NA>
#> 23 ADANIPORTS EQ <NA>
#> 24 BHARTIARTL EQ <NA>
#> 25 LT EQ <NA>
#> 26 TATAMOTORS EQ <NA>
#> 27 TATACONSUM EQ <NA>
#> 28 HDFCLIFE EQ <NA>
#> 29 ICICIBANK EQ <NA>
#> 30 BAJAJFINSV EQ <NA>
#> 31 COALINDIA EQ 2021-03-15
#> 32 BPCL EQ 2021-03-25
#> 33 SBILIFE EQ 2021-04-05
#> 34 ITC EQ 2021-02-22
#> 35 DRREDDY EQ <NA>
#> 36 HDFC EQ <NA>
#> 37 DIVISLAB EQ <NA>
#> 38 CIPLA EQ <NA>
#> 39 TITAN EQ <NA>
#> 40 POWERGRID EQ 2021-03-08
#> 41 KOTAKBANK EQ <NA>
#> 42 MARUTI EQ <NA>
#> 43 HCLTECH EQ 2021-04-29
#> 44 NESTLEIND EQ 2021-04-29
#> 45 RELIANCE EQ <NA>
#> 46 NTPC EQ <NA>
#> 47 EICHERMOT EQ <NA>
#> 48 HDFCBANK EQ <NA>
#> 49 HINDUNILVR EQ <NA>
#> 50 BAJAJ-AUTO EQ <NA>
#> caAct
#> 1 <NA>
#> 2 <NA>
#> 3 <NA>
#> 4 <NA>
#> 5 <NA>
#> 6 INTERIM DIVIDEND - RS 3 PER SHARE
#> 7 <NA>
#> 8 <NA>
#> 9 <NA>
#> 10 <NA>
#> 11 <NA>
#> 12 <NA>
#> 13 <NA>
#> 14 <NA>
#> 15 <NA>
#> 16 <NA>
#> 17 <NA>
#> 18 <NA>
#> 19 <NA>
#> 20 <NA>
#> 21 <NA>
#> 22 <NA>
#> 23 <NA>
#> 24 <NA>
#> 25 <NA>
#> 26 <NA>
#> 27 <NA>
#> 28 <NA>
#> 29 <NA>
#> 30 <NA>
#> 31 INTERIM DIVIDEND - RS 5 PER SHARE
#> 32 INTERIM DIVIDEND - RS 5 PER SHARE
#> 33 INTERIM DIVIDEND - RS 2.5 PER SHARE
#> 34 INTERIM DIVIDEND - RS 5 PER SHARE
#> 35 <NA>
#> 36 <NA>
#> 37 <NA>
#> 38 <NA>
#> 39 <NA>
#> 40 INTERIM DIVIDEND - RS 4 PER SHARE
#> 41 <NA>
#> 42 <NA>
#> 43 INTERIM DIVIDEND - RS 6 PER SHARE SPECIAL INTERIM DIVIDEND - RS 10 PER SHARE
#> 44 ANNUAL GENERAL MEETING/DIVIDEND - RS 65 PER SHARE
#> 45 <NA>
#> 46 <NA>
#> 47 <NA>
#> 48 <NA>
#> 49 <NA>
#> 50 <NA>
#> iep chn perChn pCls trdQnty iVal mktCap yHigh yLow
#> 1 390.00 -13.30 -3.30 403.30 96605 376.76 58895.70 427.50 116.25
#> 2 1131.10 -33.15 -2.85 1164.25 90968 1028.94 90553.27 1246.85 267.50
#> 3 113.45 -1.45 -1.26 114.90 72462 82.21 41918.75 122.35 64.10
#> 4 708.60 -8.20 -1.14 716.80 263562 1867.60 180058.24 799.00 332.85
#> 5 698.00 -7.85 -1.11 705.85 30902 215.70 68247.80 773.00 163.50
#> 6 109.70 2.50 2.33 107.20 450551 494.25 27248.34 108.95 71.65
#> 7 3500.00 -34.40 -0.97 3534.40 3141 109.94 41714.92 4010.00 3080.00
#> 8 3067.10 -14.90 -0.48 3082.00 56110 1720.95 319213.34 3354.35 1903.00
#> 9 700.00 -3.40 -0.48 703.40 21292 149.04 75946.15 721.85 437.25
#> 10 963.00 -4.00 -0.41 967.00 6893 66.38 54577.80 1119.50 330.00
#> 11 2911.35 -3.65 -0.13 2915.00 1166 33.95 37853.36 3629.05 1991.35
#> 12 784.05 -0.75 -0.10 784.80 3828 30.01 75125.63 952.05 371.20
#> 13 2814.00 -1.85 -0.07 2815.85 2478 69.73 126944.98 2873.45 1482.95
#> 14 5628.00 -3.20 -0.06 5631.20 3990 224.56 149304.75 5822.20 1783.00
#> 15 1389.00 -0.70 -0.05 1389.70 1232 17.11 53032.56 1475.00 495.05
#> 16 516.00 4.35 0.85 511.65 18484 95.38 75691.45 528.50 178.00
#> 17 1348.40 11.40 0.85 1337.00 31039 418.53 495505.91 1477.55 655.00
#> 18 984.80 7.15 0.73 977.65 6011 59.20 60583.65 1081.55 503.30
#> 19 387.00 2.60 0.68 384.40 136445 528.04 147516.69 427.70 149.45
#> 20 27700.00 167.30 0.61 27532.70 106 29.36 36755.82 32048.00 18075.00
#> 21 6600.00 38.80 0.59 6561.20 687 45.34 75753.37 7055.95 3335.25
#> 22 786.40 4.25 0.54 782.15 17419 136.98 43027.07 805.30 336.00
#> 23 776.50 4.10 0.53 772.40 9489 73.68 56495.70 885.00 297.35
#> 24 531.00 2.80 0.53 528.20 23795 126.35 127639.11 623.00 394.00
#> 25 1410.80 7.35 0.52 1403.45 1816 25.62 169510.69 1593.00 791.70
#> 26 316.00 1.55 0.49 314.45 132679 419.27 56379.82 357.00 80.70
#> 27 656.00 2.80 0.43 653.20 3895 25.55 39127.24 698.00 349.25
#> 28 669.00 2.85 0.43 666.15 2177 14.56 55196.32 746.00 465.25
#> 29 628.05 2.60 0.42 625.45 38689 242.99 432527.09 679.40 285.55
#> 30 11260.00 44.85 0.40 11215.15 226 25.45 67820.51 11589.00 3985.30
#> 31 152.40 0.55 0.36 151.85 46137 70.31 31817.55 163.00 109.55
#> 32 448.00 1.55 0.35 446.45 9260 41.48 41643.90 482.40 291.80
#> 33 981.45 3.40 0.35 978.05 2530 24.83 38146.61 1044.70 698.00
#> 34 208.45 0.70 0.34 207.75 40535 84.50 181544.16 239.20 163.35
#> 35 5255.00 17.20 0.33 5237.80 2345 123.23 63586.51 5512.65 3660.10
#> 36 2467.00 7.15 0.29 2459.85 14921 368.10 443070.83 2896.00 1486.00
#> 37 4049.65 10.00 0.25 4039.65 433 17.53 51475.21 4205.00 2090.05
#> 38 906.00 2.05 0.23 903.95 16921 153.30 45926.99 966.35 590.20
#> 39 1523.00 1.85 0.12 1521.15 1778 27.08 63471.43 1621.35 818.15
#> 40 234.00 0.25 0.11 233.75 16059 37.58 59921.32 239.85 154.00
#> 41 1732.00 1.45 0.08 1730.55 5421 93.89 253767.87 2049.00 1115.00
#> 42 6780.80 4.90 0.07 6775.90 571 38.72 90062.03 8329.00 4745.50
#> 43 932.00 0.60 0.06 931.40 10617 98.95 101100.31 1067.00 506.20
#> 44 17460.00 10.65 0.06 17449.35 141 24.62 62248.49 18844.00 15100.00
#> 45 1997.90 0.85 0.04 1997.05 12886 257.45 645669.31 2369.35 1393.00
#> 46 112.00 0.05 0.04 111.95 18792 21.05 53191.55 116.75 78.10
#> 47 2565.00 0.30 0.01 2564.70 1255 32.19 35752.26 3037.00 1286.80
#> 48 1458.35 0.15 0.01 1458.20 13685 199.58 635059.72 1641.00 826.10
#> 49 2360.00 0.25 0.01 2359.75 881 20.79 210686.64 2505.90 1955.20
#> 50 4095.95 0.00 0.00 4095.95 2480 101.58 53335.48 4361.40 2450.00
#> sumVal sumQnty finQnty sumfinQnty
#> 1 10590.19 1090006 96605 1745785
#> 2 10590.19 1090006 90968 1745785
#> 3 10590.19 1090006 72462 1745785
#> 4 10590.19 1090006 263562 1745785
#> 5 10590.19 1090006 30902 1745785
#> 6 10590.19 1090006 450551 1745785
#> 7 10590.19 1090006 3141 1745785
#> 8 10590.19 1090006 56110 1745785
#> 9 10590.19 1090006 21292 1745785
#> 10 10590.19 1090006 6893 1745785
#> 11 10590.19 1090006 1166 1745785
#> 12 10590.19 1090006 3828 1745785
#> 13 10590.19 1090006 2478 1745785
#> 14 10590.19 1090006 3990 1745785
#> 15 10590.19 1090006 1232 1745785
#> 16 10590.19 1090006 18484 1745785
#> 17 10590.19 1090006 31039 1745785
#> 18 10590.19 1090006 6011 1745785
#> 19 10590.19 1090006 136445 1745785
#> 20 10590.19 1090006 106 1745785
#> 21 10590.19 1090006 687 1745785
#> 22 10590.19 1090006 17419 1745785
#> 23 10590.19 1090006 9489 1745785
#> 24 10590.19 1090006 23795 1745785
#> 25 10590.19 1090006 1816 1745785
#> 26 10590.19 1090006 132679 1745785
#> 27 10590.19 1090006 3895 1745785
#> 28 10590.19 1090006 2177 1745785
#> 29 10590.19 1090006 38689 1745785
#> 30 10590.19 1090006 226 1745785
#> 31 10590.19 1090006 46137 1745785
#> 32 10590.19 1090006 9260 1745785
#> 33 10590.19 1090006 2530 1745785
#> 34 10590.19 1090006 40535 1745785
#> 35 10590.19 1090006 2345 1745785
#> 36 10590.19 1090006 14921 1745785
#> 37 10590.19 1090006 433 1745785
#> 38 10590.19 1090006 16921 1745785
#> 39 10590.19 1090006 1778 1745785
#> 40 10590.19 1090006 16059 1745785
#> 41 10590.19 1090006 5421 1745785
#> 42 10590.19 1090006 571 1745785
#> 43 10590.19 1090006 10617 1745785
#> 44 10590.19 1090006 141 1745785
#> 45 10590.19 1090006 12886 1745785
#> 46 10590.19 1090006 18792 1745785
#> 47 10590.19 1090006 1255 1745785
#> 48 10590.19 1090006 13685 1745785
#> 49 10590.19 1090006 881 1745785
#> 50 10590.19 1090006 2480 1745785nse_advances_declines()
#> index_name advances declines unchanged
#> 1 NIFTY 50 14 36 0
#> 2 NIFTY NEXT 50 24 25 1
#> 3 NIFTY IT 4 6 0
#> 4 NIFTY BANK 5 7 0
#> 5 NIFTY MIDCAP 50 23 26 1
#> 6 NIFTY INFRA 11 19 0
#> 7 NIFTY REALTY 7 3 0
#> 8 NIFTY ENERGY 2 8 0
#> 9 NIFTY FMCG 4 11 0
#> 10 NIFTY MNC 11 18 1
#> 11 NIFTY PHARMA 6 4 0
#> 12 NIFTY PSE 3 17 0
#> 13 NIFTY PSU BANK 7 5 1
#> 14 NIFTY SERV SECTOR 11 19 0
#> 15 NIFTY COMMODITIES 12 18 0
#> 16 NIFTY CONSUMPTION 7 22 1
#> 17 NIFTY FIN SERVICE 9 11 0
#> 18 NIFTY AUTO 5 10 0
#> 19 NIFTY DIV OPPS 50 17 33 0
#> 20 NIFTY MEDIA 5 5 0
#> 21 NIFTY METAL 1 14 0
#> 22 NIFTY100 LIQ 15 4 11 0
#> 23 NIFTY CPSE 2 10 0
#> 24 NIFTY GROWSECT 15 5 10 0
#> 25 NIFTY50 VALUE 20 3 17 0
#> 26 NIFTY100 QUALTY30 9 21 0
#> 27 NIFTY PVT BANK 3 6 1
#> 28 NIFTY MID LIQ 15 8 7 0
#> 29 NIFTY 100 38 61 1
#> 30 NIFTY 200 82 115 3
#> 31 NIFTY 500 220 273 8
#> 32 NIFTY MIDCAP 100 44 54 2
#> 33 NIFTY SMLCAP 100 43 56 1
#> 34 NIFTY ADITYA BIRLA GROUP 3 3 1
#> 35 NIFTY ALPHA 50 19 30 1
#> 36 NIFTY HIGH BETA 50 22 27 1
#> 37 NIFTY LOW VOLATILITY 50 19 30 1
#> 38 NIFTY MAHINDRA GROUP 5 4 0
#> 39 NIFTY MIDCAP 150 62 86 2
#> 40 NIFTY MIDSMALLCAP 400 182 211 7
#> 41 NIFTY SHARIAH 25 8 17 0
#> 42 NIFTY SMALLCAP 250 120 125 5
#> 43 NIFTY SMALLCAP 50 21 28 1
#> 44 NIFTY TATA GROUP 6 18 0
#> 45 NIFTY TATA GROUP 25% CAP 1 9 0
#> 46 NIFTY100 EQL WGT 38 61 1
#> 47 NIFTY100 LOWVOL30 10 20 0
#> 48 NIFTY50 SHARIAH 5 13 0
#> 49 NIFTY500 SHARIAH 93 122 3
#> 50 NIFTY50 EQL WGT 14 36 0
#> 51 NIFTY ALPHA LOW-VOLATILITY 30 12 18 0
#> 52 NIFTY QUALITY LOW-VOLATILITY 30 9 21 0
#> 53 NIFTY ALPHA QUALITY LOW-VOLATILITY 30 9 21 0
#> 54 NIFTY ALPHA QUALITY VALUE LOW-VOLATILITY 30 7 23 0
#> 55 NIFTY LARGEMIDCAP 250 100 147 3
#> 56 NIFTY500 VALUE 50 18 32 0
#> 57 NIFTY MIDCAP 150 62 86 2
#> 58 NIFTY SMLCAP 50 21 28 1
#> 59 NIFTY SMLCAP 250 120 125 5
#> 60 NIFTY MIDSML 400 182 211 7
#> 61 NIFTY200 QUALTY30 9 21 0
#> 62 CNX NIFTY Pre Open 35 14 1
# retain original column names as returned by NSE
nse_advances_declines(clean_names = FALSE)
#> skipped advances declines unchanged
#> 1 NIFTY 50 14 36 0
#> 2 NIFTY NEXT 50 24 25 1
#> 3 NIFTY IT 4 6 0
#> 4 NIFTY BANK 5 7 0
#> 5 NIFTY MIDCAP 50 23 26 1
#> 6 NIFTY INFRA 11 19 0
#> 7 NIFTY REALTY 7 3 0
#> 8 NIFTY ENERGY 2 8 0
#> 9 NIFTY FMCG 4 11 0
#> 10 NIFTY MNC 11 18 1
#> 11 NIFTY PHARMA 6 4 0
#> 12 NIFTY PSE 3 17 0
#> 13 NIFTY PSU BANK 7 5 1
#> 14 NIFTY SERV SECTOR 11 19 0
#> 15 NIFTY COMMODITIES 12 18 0
#> 16 NIFTY CONSUMPTION 7 22 1
#> 17 NIFTY FIN SERVICE 9 11 0
#> 18 NIFTY AUTO 5 10 0
#> 19 NIFTY DIV OPPS 50 17 33 0
#> 20 NIFTY MEDIA 5 5 0
#> 21 NIFTY METAL 1 14 0
#> 22 NIFTY100 LIQ 15 4 11 0
#> 23 NIFTY CPSE 2 10 0
#> 24 NIFTY GROWSECT 15 5 10 0
#> 25 NIFTY50 VALUE 20 3 17 0
#> 26 NIFTY100 QUALTY30 9 21 0
#> 27 NIFTY PVT BANK 3 6 1
#> 28 NIFTY MID LIQ 15 8 7 0
#> 29 NIFTY 100 38 61 1
#> 30 NIFTY 200 82 115 3
#> 31 NIFTY 500 220 273 8
#> 32 NIFTY MIDCAP 100 44 54 2
#> 33 NIFTY SMLCAP 100 43 56 1
#> 34 NIFTY ADITYA BIRLA GROUP 3 3 1
#> 35 NIFTY ALPHA 50 19 30 1
#> 36 NIFTY HIGH BETA 50 22 27 1
#> 37 NIFTY LOW VOLATILITY 50 19 30 1
#> 38 NIFTY MAHINDRA GROUP 5 4 0
#> 39 NIFTY MIDCAP 150 62 86 2
#> 40 NIFTY MIDSMALLCAP 400 182 211 7
#> 41 NIFTY SHARIAH 25 8 17 0
#> 42 NIFTY SMALLCAP 250 120 125 5
#> 43 NIFTY SMALLCAP 50 21 28 1
#> 44 NIFTY TATA GROUP 6 18 0
#> 45 NIFTY TATA GROUP 25% CAP 1 9 0
#> 46 NIFTY100 EQL WGT 38 61 1
#> 47 NIFTY100 LOWVOL30 10 20 0
#> 48 NIFTY50 SHARIAH 5 13 0
#> 49 NIFTY500 SHARIAH 93 122 3
#> 50 NIFTY50 EQL WGT 14 36 0
#> 51 NIFTY ALPHA LOW-VOLATILITY 30 12 18 0
#> 52 NIFTY QUALITY LOW-VOLATILITY 30 9 21 0
#> 53 NIFTY ALPHA QUALITY LOW-VOLATILITY 30 9 21 0
#> 54 NIFTY ALPHA QUALITY VALUE LOW-VOLATILITY 30 7 23 0
#> 55 NIFTY LARGEMIDCAP 250 100 147 3
#> 56 NIFTY500 VALUE 50 18 32 0
#> 57 NIFTY MIDCAP 150 62 86 2
#> 58 NIFTY SMLCAP 50 21 28 1
#> 59 NIFTY SMLCAP 250 120 125 5
#> 60 NIFTY MIDSML 400 182 211 7
#> 61 NIFTY200 QUALTY30 9 21 0
#> 62 CNX NIFTY Pre Open 35 14 1